{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "RJ-CiA21MFyV",
   "metadata": {
    "id": "RJ-CiA21MFyV"
   },
   "source": [
    "# PiML Toolbox: High-code Demo for TaiwanCredit Data\n",
    "\n",
    "This example notebook demonstrates how to use PiML with its high-code APIs for the TaiwanCredit data from UCI repository, which consists of 30,000 credit card clients in Taiwan from 200504 to 200509; see details [here](https://archive.ics.uci.edu/ml/datasets/default+of+credit+card+clients). The data can be loaded from PiML and it is subject to slight preprocessing. \n",
    "\n",
    "The response `FlagDefault` is binary and it is a classification problem."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "Nnx1624_MO3T",
   "metadata": {
    "id": "Nnx1624_MO3T"
   },
   "source": [
    "# Stage 0: Install PiML package on Google Colab\n",
    "\n",
    "1. Run `!pip install piml` to install the latest version of PiML. It requires V0.2 or above to use high-code APIs.\n",
    "2. In Colab, you'll need restart the runtime in order to use newly installed PiML version."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2RTq0HPFDR8M",
   "metadata": {
    "id": "2RTq0HPFDR8M"
   },
   "outputs": [],
   "source": [
    "!pip install piml"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "702560c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "from piml import Experiment\n",
    "exp = Experiment(highcode_only=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "89a74e5b",
   "metadata": {
    "id": "89a74e5b"
   },
   "source": [
    "# Stage 1: Initialize an experiment, Load and Prepare data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "cf9ee2a9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 427,
     "referenced_widgets": [
      "4d96c6c3bf1b407292223f0d86a10669",
      "fdd5a3c038874bdfbd4d9df0180a5a3b",
      "04fd2b68ef624780878ed08328f2fcaf"
     ]
    },
    "executionInfo": {
     "elapsed": 7587,
     "status": "ok",
     "timestamp": 1663761695080,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "cf9ee2a9",
    "outputId": "cde45f13-6999-4d15-f3c4-db0db038e232"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>LIMIT_BAL</th>\n",
       "      <th>SEX</th>\n",
       "      <th>EDUCATION</th>\n",
       "      <th>MARRIAGE</th>\n",
       "      <th>AGE</th>\n",
       "      <th>PAY_1</th>\n",
       "      <th>PAY_2</th>\n",
       "      <th>PAY_3</th>\n",
       "      <th>PAY_4</th>\n",
       "      <th>PAY_5</th>\n",
       "      <th>PAY_6</th>\n",
       "      <th>BILL_AMT1</th>\n",
       "      <th>BILL_AMT2</th>\n",
       "      <th>BILL_AMT3</th>\n",
       "      <th>BILL_AMT4</th>\n",
       "      <th>BILL_AMT5</th>\n",
       "      <th>BILL_AMT6</th>\n",
       "      <th>PAY_AMT1</th>\n",
       "      <th>PAY_AMT2</th>\n",
       "      <th>PAY_AMT3</th>\n",
       "      <th>PAY_AMT4</th>\n",
       "      <th>PAY_AMT5</th>\n",
       "      <th>PAY_AMT6</th>\n",
       "      <th>FlagDefault</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.592621</td>\n",
       "      <td>3.491782</td>\n",
       "      <td>2.838849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2.838849</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>120000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.428621</td>\n",
       "      <td>3.237041</td>\n",
       "      <td>3.428621</td>\n",
       "      <td>3.514946</td>\n",
       "      <td>3.538574</td>\n",
       "      <td>3.513484</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.301247</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>90000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.465977</td>\n",
       "      <td>4.146996</td>\n",
       "      <td>4.132260</td>\n",
       "      <td>4.156307</td>\n",
       "      <td>4.174612</td>\n",
       "      <td>4.191731</td>\n",
       "      <td>3.181558</td>\n",
       "      <td>3.176381</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>3.699057</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50000.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.672015</td>\n",
       "      <td>4.683353</td>\n",
       "      <td>4.692776</td>\n",
       "      <td>4.452016</td>\n",
       "      <td>4.461799</td>\n",
       "      <td>4.470528</td>\n",
       "      <td>3.301247</td>\n",
       "      <td>3.305351</td>\n",
       "      <td>3.079543</td>\n",
       "      <td>3.041787</td>\n",
       "      <td>3.029384</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>50000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.935406</td>\n",
       "      <td>3.753660</td>\n",
       "      <td>4.554319</td>\n",
       "      <td>4.320997</td>\n",
       "      <td>4.282101</td>\n",
       "      <td>4.281760</td>\n",
       "      <td>3.301247</td>\n",
       "      <td>4.564453</td>\n",
       "      <td>4.000043</td>\n",
       "      <td>3.954291</td>\n",
       "      <td>2.838849</td>\n",
       "      <td>2.832509</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>29995</th>\n",
       "      <td>220000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>39.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.276345</td>\n",
       "      <td>5.285143</td>\n",
       "      <td>5.318827</td>\n",
       "      <td>4.944507</td>\n",
       "      <td>4.494683</td>\n",
       "      <td>4.203604</td>\n",
       "      <td>3.929470</td>\n",
       "      <td>4.301052</td>\n",
       "      <td>3.699317</td>\n",
       "      <td>3.484015</td>\n",
       "      <td>3.699057</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>29996</th>\n",
       "      <td>150000.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.226342</td>\n",
       "      <td>3.262214</td>\n",
       "      <td>3.544440</td>\n",
       "      <td>3.953276</td>\n",
       "      <td>3.715251</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3.264345</td>\n",
       "      <td>3.547405</td>\n",
       "      <td>3.954194</td>\n",
       "      <td>2.113943</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.0</td>\n",
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       "    <tr>\n",
       "      <th>29997</th>\n",
       "      <td>30000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.552181</td>\n",
       "      <td>3.525951</td>\n",
       "      <td>3.440752</td>\n",
       "      <td>4.319710</td>\n",
       "      <td>4.313509</td>\n",
       "      <td>4.286861</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4.342442</td>\n",
       "      <td>3.623353</td>\n",
       "      <td>3.301247</td>\n",
       "      <td>3.491502</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>29998</th>\n",
       "      <td>80000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>-1.0</td>\n",
       "      <td>-3.216430</td>\n",
       "      <td>4.894205</td>\n",
       "      <td>4.882553</td>\n",
       "      <td>4.722428</td>\n",
       "      <td>4.073938</td>\n",
       "      <td>4.689708</td>\n",
       "      <td>4.933998</td>\n",
       "      <td>3.532754</td>\n",
       "      <td>3.071514</td>\n",
       "      <td>3.284882</td>\n",
       "      <td>4.723989</td>\n",
       "      <td>3.256477</td>\n",
       "      <td>1.0</td>\n",
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       "    <tr>\n",
       "      <th>29999</th>\n",
       "      <td>50000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>46.0</td>\n",
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       "      <td>4.510933</td>\n",
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       "      <td>3.255514</td>\n",
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       "      <td>3.000434</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>3.000434</td>\n",
       "      <td>1.0</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>30000 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       LIMIT_BAL  SEX  EDUCATION  MARRIAGE   AGE  PAY_1  PAY_2  PAY_3  PAY_4  \\\n",
       "0        20000.0  2.0        2.0       1.0  24.0    2.0    2.0   -1.0   -1.0   \n",
       "1       120000.0  2.0        2.0       2.0  26.0   -1.0    2.0    0.0    0.0   \n",
       "2        90000.0  2.0        2.0       2.0  34.0    0.0    0.0    0.0    0.0   \n",
       "3        50000.0  2.0        2.0       1.0  37.0    0.0    0.0    0.0    0.0   \n",
       "4        50000.0  1.0        2.0       1.0  57.0   -1.0    0.0   -1.0    0.0   \n",
       "...          ...  ...        ...       ...   ...    ...    ...    ...    ...   \n",
       "29995   220000.0  1.0        3.0       1.0  39.0    0.0    0.0    0.0    0.0   \n",
       "29996   150000.0  1.0        3.0       2.0  43.0   -1.0   -1.0   -1.0   -1.0   \n",
       "29997    30000.0  1.0        2.0       2.0  37.0    4.0    3.0    2.0   -1.0   \n",
       "29998    80000.0  1.0        3.0       1.0  41.0    1.0   -1.0    0.0    0.0   \n",
       "29999    50000.0  1.0        2.0       1.0  46.0    0.0    0.0    0.0    0.0   \n",
       "\n",
       "       PAY_5  PAY_6  BILL_AMT1  BILL_AMT2  BILL_AMT3  BILL_AMT4  BILL_AMT5  \\\n",
       "0        0.0    0.0   3.592621   3.491782   2.838849   0.000000   0.000000   \n",
       "1        0.0    2.0   3.428621   3.237041   3.428621   3.514946   3.538574   \n",
       "2        0.0    0.0   4.465977   4.146996   4.132260   4.156307   4.174612   \n",
       "3        0.0    0.0   4.672015   4.683353   4.692776   4.452016   4.461799   \n",
       "4        0.0    0.0   3.935406   3.753660   4.554319   4.320997   4.282101   \n",
       "...      ...    ...        ...        ...        ...        ...        ...   \n",
       "29995    0.0    0.0   5.276345   5.285143   5.318827   4.944507   4.494683   \n",
       "29996    0.0    0.0   3.226342   3.262214   3.544440   3.953276   3.715251   \n",
       "29997    0.0    0.0   3.552181   3.525951   3.440752   4.319710   4.313509   \n",
       "29998    0.0   -1.0  -3.216430   4.894205   4.882553   4.722428   4.073938   \n",
       "29999    0.0    0.0   4.680607   4.689362   4.696924   4.562721   4.510933   \n",
       "\n",
       "       BILL_AMT6  PAY_AMT1  PAY_AMT2  PAY_AMT3  PAY_AMT4  PAY_AMT5  PAY_AMT6  \\\n",
       "0       0.000000  0.000000  2.838849  0.000000  0.000000  0.000000  0.000000   \n",
       "1       3.513484  0.000000  3.000434  3.000434  3.000434  0.000000  3.301247   \n",
       "2       4.191731  3.181558  3.176381  3.000434  3.000434  3.000434  3.699057   \n",
       "3       4.470528  3.301247  3.305351  3.079543  3.041787  3.029384  3.000434   \n",
       "4       4.281760  3.301247  4.564453  4.000043  3.954291  2.838849  2.832509   \n",
       "...          ...       ...       ...       ...       ...       ...       ...   \n",
       "29995   4.203604  3.929470  4.301052  3.699317  3.484015  3.699057  3.000434   \n",
       "29996   0.000000  3.264345  3.547405  3.954194  2.113943  0.000000  0.000000   \n",
       "29997   4.286861  0.000000  0.000000  4.342442  3.623353  3.301247  3.491502   \n",
       "29998   4.689708  4.933998  3.532754  3.071514  3.284882  4.723989  3.256477   \n",
       "29999   4.185089  3.317854  3.255514  3.155640  3.000434  3.000434  3.000434   \n",
       "\n",
       "       FlagDefault  \n",
       "0              1.0  \n",
       "1              1.0  \n",
       "2              0.0  \n",
       "3              0.0  \n",
       "4              0.0  \n",
       "...            ...  \n",
       "29995          0.0  \n",
       "29996          0.0  \n",
       "29997          1.0  \n",
       "29998          1.0  \n",
       "29999          1.0  \n",
       "\n",
       "[30000 rows x 24 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.data_loader(data='TaiwanCredit')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "6d52f017",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 403,
     "referenced_widgets": [
      "d3ec0cfee7854759b721a48b35942c0f",
      "1fd77582a52148fcbe1b19bea0a62cd4",
      "8b4a2cff9a9b465d81515ed84b0a6ce4",
      "c06254a8da6245d794dcbcd977e21bce",
      "41e0dd33d8524110a226a3fce9ff5e90",
      "9e6003f31ec04ebeacc7a06c2fa27ece",
      "0da77c4c88854bb69164fe4821329ca1",
      "b27344c476c9420c9c1c26fc3e3ed336",
      "657727e27b7d4f29ae4cf6239a056451",
      "c9e156834d6e4b96969e48749a6dcaf5",
      "0cebf639ae434d11a8d02701f892c6cb",
      "02d9d82fd7ff44c3984db1b0b1273d99"
     ]
    },
    "executionInfo": {
     "elapsed": 600,
     "status": "ok",
     "timestamp": 1663761695674,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "6d52f017",
    "outputId": "cb9d0397-d202-436d-8ba8-6d650ca784d6"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0b709c3ca3dd469385880f62d952c4f1",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HTML(value='Data Shape:(30000, 24)')"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "aeb557039d6d47e3b6c91fa59c2d0416",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Tab(children=(Output(), Output()), layout=Layout(height='350px'), _titles={'0': 'Numerical Attributes', '1': '…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Use only payment history attributes: Pay_1~6, BILL_AMT1~6 and PAY_AMT1~6 (i.e., exclude all others); Keep the response `FlagDefault`\n",
    "exp.data_summary(feature_exclude=[\"LIMIT_BAL\", \"SEX\", \"EDUCATION\", \"MARRIAGE\", \"AGE\"], feature_type={})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "b32281a2",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 241,
     "referenced_widgets": [
      "0d19b87495034234b0a88db93a09f825",
      "31fb24728769463782530f64f36e5d0c",
      "d1de4e6197e34ac08c82542d4105fb8f"
     ]
    },
    "executionInfo": {
     "elapsed": 9,
     "status": "ok",
     "timestamp": 1663761695675,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "b32281a2",
    "outputId": "9c45cff3-890d-4767-c186-a5022642cd37"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Config</th>\n",
       "      <th>Value</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Excluded columns</td>\n",
       "      <td>[LIMIT_BAL, MARRIAGE, SEX, AGE, EDUCATION]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Target variable</td>\n",
       "      <td>FlagDefault</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Sample weight</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Task type</td>\n",
       "      <td>Classification</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Split method</td>\n",
       "      <td>Random</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Test ratio</td>\n",
       "      <td>0.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Random state</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Train test energy distance</td>\n",
       "      <td>0.000232</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       Config                                       Value\n",
       "0            Excluded columns  [LIMIT_BAL, MARRIAGE, SEX, AGE, EDUCATION]\n",
       "1             Target variable                                 FlagDefault\n",
       "2               Sample weight                                        None\n",
       "3                   Task type                              Classification\n",
       "4                Split method                                      Random\n",
       "5                  Test ratio                                         0.2\n",
       "6                Random state                                           0\n",
       "7  Train test energy distance                                    0.000232"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.data_prepare(target='FlagDefault', task_type='Classification', test_ratio=0.2, random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "0dEWqbq46ly_",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 453,
     "referenced_widgets": [
      "5924d14ad3c74578abf6ffd7e0978167",
      "7d681449d89d45b0ae4aac5ebe259bea",
      "5585169f1e2543118b1ef8c4672bb323"
     ]
    },
    "executionInfo": {
     "elapsed": 2194,
     "status": "ok",
     "timestamp": 1663761697862,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "0dEWqbq46ly_",
    "outputId": "9fad041a-e34f-4ca8-a94c-721a1d3aec00"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.feature_select(method=\"pfi\", threshold=0.9, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "28ccf5ff",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 358,
     "referenced_widgets": [
      "f9d8b9aab7a549cb8e745c39e3b895e6",
      "c360b311f52140e3ae317e657ec9065a",
      "20cc054d8ed440088773acbf3ec87137",
      "4fe6a47c5bc74133a67bc8881e5d179e",
      "ad90bd3d067c4c97bc9559260ef8a8ec",
      "1b55a275bdbd4393b667e06074a8c0d3",
      "069f304f74f041c890e51f0f7c658827",
      "5ed3396881334231bfef97fc6ae6673c",
      "3c2aaeb05395439db73d2feac1180cf2",
      "934f7dd7508c47cc87c1135708665eef",
      "87077505504f4b59bd4d1d354dcd012a",
      "2bec737993b64866b080cce5bf77d320",
      "b87455ab550549d9a1b5d23ec492a6cd",
      "c155151f95cf411c97ced216d74da789",
      "807b9c22bf76471f876d23914f267118",
      "5d1676ba335443cf892562dfb5239cc9",
      "e8dcba579c2d47efa8ab3d6283f54e35",
      "53ee725e06284b15973f7c1f54d03727",
      "b565bbc89b514d1a9dc8d7f759325353",
      "c72e5dbf5745450f88e82659f8fa1d33",
      "b78654369f9a401ba0e4727ca8665eb3",
      "12c83b37e2634a0ea8e9994b86d97b36",
      "854f2c8862364aaeaa777de443cacbde",
      "117a8c159a11498b93476966ea2a4c38",
      "d383aa8aea8d44c1a3b36b834a358c69",
      "ce912b6446494462aa9ed56d3cafc935"
     ]
    },
    "executionInfo": {
     "elapsed": 1915,
     "status": "ok",
     "timestamp": 1667391187667,
     "user": {
      "displayName": "Aijun Zhang",
      "userId": "04897292400908543781"
     },
     "user_tz": -480
    },
    "id": "28ccf5ff",
    "outputId": "38f1808f-06a8-42f2-d85c-7b2dc964b02d"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.eda(show='univariate', uni_feature='BILL_AMT1', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "a4a7ba3c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.eda(show='bivariate', bi_features=['PAY_1', 'PAY_AMT1'], figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "1aee36c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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nvYTuAK4gS45bSlrP9tO59VeRzTH2J7Im7ytNVv0/yGZlDiGENlR8O8T265KOJRuDdhhwke0HJB2V1l8AHAwcLel1YAkw0dnIGHWfW3gl6Z8Elp/YcgZwYXrcAfx3ejw1Lc8CsP2UpN8B1zcQfyIwwfYySdeQJav8VbBXkiWgrcgS3c6NVlzSF4HXgcsafU4IIfSrki5kTocFb6wpuyD3+AfADxp9bhn68xzYWNufsf2qpLWBvYAfS1oIfAH4WGdzNFmWbt2StB0wGrglxZlIzWFE238FXiO7JuHWRist6VDgQ8DH3c14W/kToVddelWjoUMIoTjlHEKshIG6kPlg4FLbR3YWSLoN2JWsldaoDrJzZMvHoJG0QNLGNdt9BVjP9tKuObI+SeOBk4E90szPdaUTn1MA5jw9J8ZCDCEMgMGTkJo1UK+8A5hWU3Y1MKnJOBPrxJlGrlMIgO0/2r6Wxv0AeDNZy252b934QwhhwEQLrDy2R9YpG1en7Hs1y4c1EHvTOmWfzy1Or7P+tJrlhcCYmrLNe9t3CCG0hUGUkJoVYyGGEEKVRQJrb2lkjtru9K/Y3mkg6hNCCGHgVSKB2Z4DjB3oeoQQQvuJFlgIIYQqikOIIYQQKmkIJzB1c41uaF68kSGEZvV+YWpv5v+o+d+ezT/d9/22gWiBhRBClQ3hFlgksILc9sRthcbbY+M94KGzigv4zhOy+/u/WlzM7b6W3c87t+ftmrHFMdn95QX+gzjJxb6XkL2fCwseInOTj8PDZxcXb6vjs/v5Pywu5uZHlhfz9trZkPpg92mwoLdxwJu06Sd44O/Fjkm7zbrb9L5RbyKBhRBCqKZIYCGEEKooWmAhhBAqKRJYCCGEShrCCaz0Vy5paRrRfa6kX0haLbdugiRL2iotD5f0cBo6qnObk3obDV7S8ZJelrRmrmxcin14ruzdqexESeemej0oaUl6PFvSwZIOkfSApGWSdij2HQkhhCKt1MJtcOjPCS3HAK8CR+XWdQB3kKY/sf0ycBxwnjIbAEcCp/ayjw7gXqC2G9Mc4GO55YnAfWlfx9geC+wPPJabdPMqYC7wEeD2pl9tCCH0pyE8nUp/v5IZwOYAkkYCuwCHk5u/y/ZNwGLgk8DZZBNWPttdQEmbASOBL1EzGzPwZ2C4pPXTbM/jgV/3VknbD9l+pInXFUIIAyMSWPkkrQzsR9YqAjgIuMn2POAfkrbPbX4c8E1gXdu9XczRAVxBlhy3lLRezfqrgEOAnYFZwCt9eiEhhNBW4hBimUZImg3MJGsRXZjKO4Cp6fFUcq0n208BvwPObyD+RGCq7WXANWTJKu/KVNaZ6AojabKkmZJm/uryXxUZOoQQGjOEW2D90QtxSTrXtJyktYG9gDGSDAwDLOkkrxiccVm6dUvSdsBo4JbsCCGrAo8Dy4eGsP1XSa8B+wCfI2uJFcL2FGAKwG1P3BZjIYYQ+t8gSkjNGqhXfjBwqe2NbW9ieyNgAbBrk3E6yM6RbZJubwc2kLRxzXZfAU62vbTvVQ8hhDYyhFtgA/VKOoBpNWVXA5OajDOxTpxp5DqFANj+o+1rGw2auvcvAt4H3CDp5ibrFUII/WTongMr/RCi7ZF1ysbVKftezfJhDcTetE7Z53OL0+usP61meSEwpqZsGm9MjCGE0H5KalFJGg+cQ3aK58e2z6hZ/3Hg5LT4InC07fvSuoXAC8BS4HXbpVxPGyNxhBBClZWQwCQNI+tLsA+wCLhX0nW2H8xttgDYw/azkvYj6w+wU279nrb/t/DK5VQigaWROWq7079ie6d624cQwtBRSgtsR2C+7ccBJE0FDgSWJzDbf8xtfxewYRkV6UklEpjtOcDYXjcMIYShppxDiBsAf8ktL6Jr66rW4XQdJMLAb1Iv8x+mHtuFq0QCCyGE0I0WEpikycDkXNGUmiRTb0bZupcKSdqTLIHle5HvYvupNLDELZIetl340HxacdlV6KN4I0MIzer71ONPz2j+t2e93Xrcr6T3kV2itG9aPhXA9uk1221H1uFtvzSqUr1YpwEv2v5u0/XsxeDpTxlCCENROdeB3QuMlrSppFXJLk26rstupX8jG/3oE/nkJWl1SW/ufAx8gGyA9MLFIcSCPPbsY4XG2+ytm8H8HxUXcPNPZ/dzv1FczDFfzu4fPru4mFsdn90/dFZxMd95Alze9390u5hkeOScYmNu+TmY/sHi4o27Ibsv+r0EmH1yz9s1Y+yZ2X3R9Szyuw4w5svl/J33VQnnwGy/LulY4GaybvQX2X5A0lFp/QVkA0SsTTZ7CKzoLr8+MC2VrQxcngZpL1wksBBCqLKSrgOzfSNwY03ZBbnHRwBH1Hne48C7SqlUjUhgIYRQaUP3TFAksBBCqLJBNLZhsyKBhRBClQ3hBFb6K5e0VNJsSXMl/ULSarl1EyRZ0lZpebikh9PIG53bnCTpgnqxc9scL+llSWvmysal2Ifnyt6dyk6UdG6q14OSlqTHsyUdLOkbku5Py7+R9PZi35UQQijK0B3Mtz9eyRLbY22PAV4Fjsqt6wDuII0eb/tlstmYz1NmA+BI4NRe9tFB1u1zQk35HOBjueWJwH1pX8ekecr2Bx5LdRxr+yrgO7a3S+uvJ+ttE0II7SemU+k3M4DNASSNBHYhu4J7+fQnqbvlYuCTwNlkF9M9211ASZsBI4EvkZvVOfkzMFzS+sr6dI6n63Anddl+Pre4OnGRcgihXQ3hBNZv58AkrQzsB3ReD3AQcJPteZL+IWl727PSuuOAe4BHbdcO4lurA7iCLDluKWk920/n1l8FHAL8CZgFvNJgfb9JlkSfA/Zs5DkhhNDvBlFCalZ/vPIRkmYDM8laRBem8g5gano8lVzryfZTwO+A8xuIPxGYansZ2VXhh9SsvzKVdSa6htj+Ypop+jLg2HrbSJosaaakmVMvnlpvkxBCCCXpjxbYknQuaTlJawN7AWPSaMXDAEs6ySsGZ1yWbt1K43CNJhssEmBV4HGyeWwAsP1XSa+RzWvzOWDnJut/OXAD8NXaFWnwyykAjz37WBxmDCEMgGiB9beDgUttb2x7k9TSWUDX0Ywb0UF2jmyTdHs7sIGkjWu2+wpwsu2ljQSVNDq3+GHg4SbrFUII/SPOgfW7DuCMmrKrgUlk57IaNZHsvFretFR+d2dBzcRrjThD0pZkLcAn6NpzMoQQ2scgSkjNKj2B2R5Zp2xcnbLv1Swf1kDsTeuUfT63OL3O+tNqlhcCY2rKPtrbvkMIoT1EAgshhFBF0QJrb2lkjtru9K/Y7mmK6xBCGPwigbU323OAsb1uGEIIQ04ksBBCCFUULbAQQgiVNIQTmFZcNxz6KN7IEEKz1OcIr/y9+d+eN63b9/22gWiBFWTxi4sLjTdq5Ch4ouGRr3q3cRqpa965PW/XjC2Oye4fbWTErwaNPjq7X3hZcTE3+Tg8ck5x8QC2/BxcXvBvwCTDQ2cVF++dJ2T3979hEJnWbfe17H7O14qLuW2q3+OXFBfzHYfC7JOLiwcw9kz+8vxfCg250RobFRBl6LbAIoGFEEKVDeFDiJHAQgihyiKBhRBCqKZIYCGEEKpoCLfASn/lkpZKmi1prqRfSFott26CJEvaKi0Pl/RwGnmjc5uTJF3Qyz6Ol/SypDVzZeNS7MNzZe9OZSdKOjfV60FJS9Lj2ZIOTtt+RtIjkh6Q9O0i35MQQijMEB6Nvj9eyRLbY22PAV6l68juHcAdZKPHY/tlstmYz1NmA+BI4NRe9tEB3AtMqCmfA3wstzwRuC/t65g0T9n+wGOpjmNtXyVpT+BAYDvb2wDfbfpVhxBCfygpgUkan/6Jny/plDrrJel7af39krZv9LlF6e9UPAPYHEDSSGAX4HBSAgOwfROwGPgkcDbZfF/PdhdQ0mbASOBL5GZ1Tv4MDJe0vrIZL8cDv26gnkcDZ9h+JdXp6YZeXQgh9LuVWrj1TNIwsomB9wO2BjokbV2z2X5kEwqPBiYD5zfx3EL0WwKTtDLZC5qTig4CbrI9D/hHPnuTtcK+Caxru3YQ31odwBVkyXFLSevVrL8KOIRsJuZZwCsNVHcLYDdJd0u6TdJ7GnhOCCH0v3JaYDsC820/bvtVYCrZUam8A8kmJrbtu4C3SBrV4HML0R8JbISk2cBMshbRham8g+yFke6Xt55sPwX8jpTRezERmGp7GXANWbLKuzKVdSa6RqwMvBV4L/AF4MrUggshhPZSTgLbAMhftb0olTWyTSPPLUR/ngMba/sztl+VtDawF/BjSQvJksTHapLEsnTrlqTtyJqvt6Q4E6k5jGj7r8BrwD7ArQ3WeRFwTfrP4p5Uj3Xq7H+ypJmSZv7sop81GDqEEIrjFm753650m1wTtt4/7LVDVnW3TSPPLcRAdaM/mKzpeWRngaTbgF3JDgU2qoPsHNnpuTgLJG1cs91XgPVsL22wIXUtWYKdLmkLYFXgf2s3sj0FmAKw+MXFMRZiCKHfLXOP/+fXlf/t6sYiID/O1YbAUw1us2oDzy3EQPWn7ACm1ZRdDUxqMs7EOnGmkesUAmD7j7avbSLuRcA7JM0lO7x5qGPU4xBCG1rmZU3fGnAvMFrSppJWJftNva5mm+uAT6beiO8FnrO9uMHnFqL0FpjtkXXKxtUp+17N8mENxN60Ttnnc4vT66w/rWZ5ITCmpuxV4P/2tv8QQhhorbTAemP7dUnHAjcDw4CLbD8g6ai0/gLgRrLLkOYDLwGf6um5hVeSGIkjhBAqrYwEBmD7RrIklS+7IPfYwDGNPrcMlUhgaWSO2u70r9jeaSDqE0II7aKsBFYFlUhgtucAYwe6HiGE0G4igYUQQqikSGAhhBAqaSgnMEXv8MLEGxlCaFafR/h5ZskzTf/2rD1i7UExslC0wEIIocKGcgssElhRliwuNt6IUXDPkb1v16gdf5jd37JbcTH3SYOmzO5ttpsmjE2Dqjx8dnExtzoepn+wuHgA426Ah84qNuY7T4DLC/zHeFL6x3zuN4qLOebL2X0Z36M7aocx7YNdfwEzPlpcPIDdrsYFH2hR3xtgkcBCCCFU01BOYINnas4QQghDSrTAQgihwqIFVgJJSyXNlnSfpFmSdk7lm6RBcpE0TtL1dZ47XdIOTezrHElPSismupF0mCRL2jtXNiGVHSxpWqrffEnPpcezO+uZtv++pBdbfQ9CCKFsJQ3mWwlltsCW2B4LIGlf4HRgj6J3kpLWBLIJ1Han6wC+c8hGvu+cB2wicB+A7Qnp+eOAE21/qCbuDsBbiq5vCCEUaTAlpGb11zmwNYBnS4q9JzCXbPbmjpp1M4AdJa0iaSSwOTC7t4CShgHfAU4quK4hhFCoaIGVY4Sk2cBwYBTZBJFl6ACuAH4JfEvSKrZfS+sM/BbYF1iTbE6aN0zBUsexwHW2Fzc4AWYIIQyIwZSQmlVmC2yJ7bG2twLGA5eq4GyQJkvbH7jW9vPA3cAHajabSnbocCJZoust5tuBQ4DvF1nXEEIow1BugfXLIUTbdwLrAOsWHHo8WctqjqSFwK7UHEa0fQ/ZhJXr2J7XQMx3kx1qnJ9iriZpfr0NJU2WNFPSzCkX/qz1VxFCCC0aygmsX7rRS9qKbGbOZ4DVCgzdARxh+4q0n9WBBZJq93Eq8HIjAW3fALytc1nSi7Y372bbKcAUAJYsjrEQQwj9bjAlpGb1xzkwyAasPNT20jpHEfeWtCi33DmezA2SOs9l3Wm7yzgzKUntCywfb8n2vyTdARyQ39b2r/v2UkIIoT1FAiuB7WHdlC8kO6SH7enAiDqbjWsg/kvAWnXKP5JbvLjO+sNqlqfTtet97fYje6tLCCEMlEhgIYQQKikSWJtLF0KfWVO8oPNi5BBCGKoigbU52zcDNw90PUIIod1EAgshhFBJkcBCCCFU0lBOYLLj8qWCxBsZQmhWn0cnunPRnU3/9rxvw/f1ab+S1gJ+DmwCLAT+3fazNdtsBFxKdl3tMmCK7XPSutOATwN/T5v/P9s3NluPmNAyhBAqbIBG4jgFuNX2aLLZPk6ps83rwAm23wm8FzhG0ta59Wen4QbHtpK8IA4hFubJF54sNN4Gb94AHruwuICbHZ7dP3B6cRExLp4AACAASURBVDG3OTW7f7C2g2gfbH1ydj//h8XF3PxIeOis4uIBvPMEuP+rxcbc7msw9xvFxRvz5ez+8gKHIJ2U/tmf/sHiYo67Ibufd25xMbc4BmYdX1w8gO3PZsE/FxQactO3NDK2eM8G6BDigay4XvcSsmtpT85vYHsxsDg9fkHSQ8AGwINFVSJaYCGEUGED1AJbPyWozkS1Xk8bS9qEbJzZu3PFx0q6X9JFkt7aSiUigYUQQoW1ksDyA5Gn2+TauJJ+K2lunduBzdQvzcV4NXBcmjUEsvkbNwPGkrXSWjpEEocQQwihwlppUXUZiLz7bd7f3TpJf5M0Ks2ZOAp4upvtViFLXpfZviYX+2+5bX4EXN/kSwCiBRZCCJU2QIcQrwMOTY8PJZtQuIs0/+OFwEO2/6tm3ajc4gRgbiuVKD2BSVoqaXZqev4iP9WJpAmSnKZbQdJwSQ9L2ja3zUmSLuhlH8dLelnSmrmycSn24bmyd6eyEyWdm+r1oKQl6fFsSQfntj8xbb9OUe9HCCEUaYAS2BnAPpIeBfZJy0h6u6TOHoW7AJ8A9sr9vu6f1n1b0hxJ9wN7Ai31uOmPQ4hLbI8FkHQZcBTQmY07gDvIZks+zfbLko4DzpO0O/B2sulSduhlHx3AvWSZ/OJc+RzgY2T/BZD2cx+A7WNSnTYBru+sY6d0DcM+wJ+berUhhNCPBqIXou1ngL3rlD8F7J8e30E317nZ/kQR9ejvQ4gzyGY77jyxtwtwOFliAcD2TWQn9T4JnE2W2J59Y6iMpM2AkcCXqJmNmSz5DJe0fmrOjgcanRvsbOAk4gLlEEIbixmZ+4GklYH9gJtS0UHATbbnSfqHpO1tz0rrjgPuAR61/dNeQncAV5Alxy0lrWc7f0LxKrJJMv8EzAJeaaCuHwaetH1fnQk4QwihbQymhNSs/miBdc7MPJOsRdR5OK8DmJoeTyXXekrN0N+RdbXszURgqu1lwDWsmNG505WprDPR9Sido/si8JUGtl3eFfVnP/lZA1UNIYRiRQusXEvqnF9aG9gLGCPJwDDAkk7yisEZl6VbtyRtB4wGbkktpVWBx4Hll/Tb/quk18jOZ30O2LmX+m4GbAp0tr42BGZJ2tH2X/Mb5ruiPvnCk3GoMYTQ7wZTQmrWQF0HdjBwqe0jOwsk3QbsSnYosFEdZOfIlo+PJGmBpI1rtvsKsJ7tpb0dErQ9h9xV5ZIWAjvY/t8m6hVCCP1iKCewgboOrAOYVlN2NTCpyTgT68SZRq5TCIDtP9q+tsnYIYTQ9uIQYolsj6xTNq5O2fdqlg9rIPYbRsK0/fnc4vQ660+rWV4IjOlhH5v0Vo8QQhgogykhNSuGkgohhAqLBNbm0sgctd3pX7G900DUJ4QQ2kUksDaXOlaM7XXDEEIYYoZyAovBfEMIIVRSJVpgIYQQ6hvKLTCtuG449FG8kSGEZvV5rLqfzP5J0789nxr7qUExRl60wIry0pPFxlttA5h1QnHxtk8Tnt4+obiYu6dL8B44veftmrHNqdn9/B8WF3PzI2H2ycXFAxh7Jsz5WrExt/0q3LJbcfH2SWMCTP9gcTHH3ZDdX17g79+k9Pt796eLi7nTj+A3uxQXD+ADf2CplxYacpiG9TnGUG6BRQILIYQKiwQWQgihkiKBhRBCqKRIYCGEECppKCew0q4Dk7RU0mxJ90maJWnnVL6JpLnp8ThJ19d57nRJOzSxr3MkPSlppVzZYZIsae9c2YRUdrCkaal+8yU9lx7PlrSzpIvTqPadZXERdQihLcVgvuVYPg+YpH2B04E9it5JSloTgL8Au9N1AN85ZCPf35qWJwL3AdiekJ4/DjjR9odyMScDX7B9VdH1DSGEIg2mhNSs/jqEuAbwbEmx9wTmAj8nS1bTc+tmALtJWgV4E7A5MLukeoQQQr+LBFaOEZJmA8OBUWQzMJehA7gC+CXwLUmr2H4trTPwW2BfYE3gOrLZlhvxTUlfIWu9nWL7lWKrHUIIfTeUE1iZYyEusT3W9lbAeOBS9TYdcpMkrQrsD1xr+3ngbuADNZtNJTt0OJEs0TXiVGAr4D3AWkDdq2AlTZY0U9LMKRf9rIVXEEIIfRPnwEpm+05J6wDrFhx6PFnLak7KjasBLwE35PZ9j6QxZAl1XiM51Pbi9PAVST8BTuxmuynAFABeejKGkgoh9LvBlJCa1S8JTNJWwDDgGbIkU5QO4AjbV6T9rA4skFS7j1OBlxsNKmmU7cWpxXgQ2Tm2EEJoOwORwCStRdbvYBNgIfDvtt/Qz0HSQuAFYCnwuu0dmnl+b8o8hDiisxs6WUUPtesOJLa3pEW52/tS+Q25sl/UPiklqX3p2tr6F3AHcEB+W9u/tv37Jup+maQ5ZL0Y1wH+s4nnhhBCvxmgQ4inALfaHk3qJ9DDtnum00n5S6OaeX63SmuB2a47SqXthcCY9Hg6MKLOZuMaiP8S2fmp2vKP5BYvrrP+sJrl6XTtuYjtsjqchBBCoQboEOKBrPidvoTsN7SZEbP7+nwgRuIIIYRKG6AEtn5nX4F0umW9brYz8BtJBn6Y+g008/weVSKBpQuhz6wpXtB5MXIIIQxVrSSwNFjD5FzRlFxy6dzmt8Db6jz9i03sahfbT6UEdYukh23f3nSFu1GJBGb7ZuDmga5HCCG0m1YSWJce1N1v8/7u1kn6W66z2yjg6W5iPJXun5Y0DdgRuB1o6Pm9KbMTRwghhJINUCeO64BD0+NDyQaS6ELS6pLe3PmY7BrduY0+vxGVaIGFEEKob4DOgZ0BXCnpcODPwCEAkt4O/Nj2/sD6wLR07e3KwOW2b+rp+c2SHdffFiTeyBBCs/o8OtHJvz256d+eM99/ZqGjIg2UaIEVZcni3rdpxohR8Lt9iou31y3Z/a17Fhdz73Rp3QOnFxdzm1Oz+9sL7J+z+zR46Kzi4gG88wR4/JJiY77jULijpX9E69s1XT4579ziYm5xTHZ/96eLi7nTj7L7ywv8TZ1kmHVCcfEAtj+LpXUvZW3dMNW92qgpMRJHCCGESooEFkIIoZIigYUQQqikSGAhhBAqaSgnsNKuA5O0NA3me5+kWZJ2TuWbSJqbHo+TdH2d506XtENteQ/7OkfSk5JWypUdJsmS9s6VTUhlB0ualuo3X9JznQMPS9pZ0mWSHpE0V9JFaUbnEEJoO0N5PrD+mNDyXWTTmRTYVW2FlLQmAH8Bdq9ZPYdsypVOE4H7AGxPsD0WOAKYkeo61vYfgcvIJrTclmyw4SPKqHsIIfTVUE5g/XUIcQ2g6bleGrQn2dXdPydLVtNz62YAu6UW1JuAzYHZvQW0fWPnY0n3ABsWWN8QQijMYEpIzSozgY1Ic4ENB0YBZU1R0gFcQTYUybckrWL7tbTOwG/J5g1bk2z4kk0bDZwS3yeAzxVa4xBCKMhQTmD9cQhxK2A8cGma4bgwklYF9geutf08cDfZeFt5U8kOHU4kS3TNOA+43faMvtY1hBDKMJQPIfbLYL627ySb2XjdgkOPJ2tZzUlTV+9K13Ne2L6HbALNdWzPazSwpK+S1ffzPWwzWdJMSTOnXPizFqofQgh9M5QTWL+cA5O0FTAMeAZYrcDQHcARtq9I+1kdWCCpdh+nAi83GlTSEWSHHfe2u/+0u0xJsGRxjIUYQgj9qD/OgUE2YOWhtpfWOYq4t6RFueXOweBukNR5LutO210GiUtJal/gyM4y2/+SdAdwQH5b279usu4XAE8Ad6b6XmP7603GCCGE0g2mFlWzSktgtuuOUml7IdkhPWxPJ+umXmtcA/FfAtaqU/6R3OLFddYfVrM8na49F7EdF3iHECohElgIIYRKigTW5iTtC5xZU7zAdoFzboQQQvVEAmtztm8Gbh7oeoQQQruJBBZCCKGSIoGFEEKopKGcwGTH5UsFiTcyhNCsPo9ONOHnE5r+7Zn2sWmFjoo0UKIFFkIIFTaUW2CRwIry0pPFxlttA7j/y8XF2+4b2f3dhxcXc6cLs/t53y8u5hafye4X/LS4mJt+AuZ+o7h4AGO+DLNPLjbm2DNhxkeLi7fb1dn9rOOLi7n92dn9b3YpLuYH/pDdzzqhuJjbnwWXF9zImGRc8IEW9b0BFgkshBBCNQ3lBNYvg/mGEEIox0AM5itpLUm3SHo03b+1zjZb5ma6ny3peUnHpXWnSXoyt27/VuoRCSyEECpsgEajPwW41fZo4Na03IXtRzpnugf+D/ASMC23ydmd6/OTCDejtAQmaWnKrPdJmiVp51S+iaS56fE4SdfXee50STs0sa9zUjZfKVd2mCRL2jtXNiGVHSxpWqrffEnP5f4T2FmZb0qaJ+khSZ/t27sRQgjlGKAEdiBwSXp8CXBQL9vvDTxm+4kidt6pzHNgS1Lm7RwK6nRgj6J3kpLWBOAvwO50HZh3DtmUK7em5YnAfQCdw1BJGgecaPtDuZifAjYCtrK9TNJ6Rdc7hBCKMEDnwNa3vRjA9uIGfiPrTSh8rKRPAjOBE2w/22wl+usQ4hpA05Vr0J7AXOB8aiazBGYAO0paRdJIYHNgNr07Gvh651xgtp8usL4hhFCYVlpg+cl4021ybVxJv5U0t87twGbqJ2lV4MPAL3LF5wObAWOBxcBZrbz2/pgPbDgwCtirpP10kGX2XwLfkrSK7c55xAz8lmzesDWB64BNG4i5GfAxSROAvwOftf1o4TUPIYQ+aqUF1mUy3u63eX936yT9TdKo1PoaBfT0T/5+wCzbf8vFXv5Y0o+AN5xKakSZLbAl6eTcVsB44FLVmc2yL1Jm3x+41vbzwN3AB2o2m0rWfK3XhO3Om4CXbe8A/Ai4qJgahxBCsQboHNh1wKHp8aFkDYjudDYylktJr9MEsqNoTeuXQ4i27wTWAdYtOPR4spbVHEkLgV2pOYxo+x6yCTTXsT2vwbiLgHQVKNOA7eptlG+GT7noZy1UP4QQ+maAEtgZwD6SHgX2SctIeruk5T0KJa2W1l9T8/xvS5oj6X6y00AtXW3fLxcyS9oKGAY8A6xWYOgO4AjbV6T9rA4sSG9a3qnAy03EvZbskOdFZB1P6ia+Ls3wl56MsRBDCP1uIDpx2H6GrGdhbflTZEfFOpdfAtaus90niqhHf5wDg2zAykNtL61zFHFvSYtyy4ek+xskdZ7LutP2IfknpSS1L3BkZ5ntf0m6Azggv63tXzdZ9zOAyyQdD7wIHNHk80MIoV8M5ZE4Sktgtod1U76Q7JAetqcDI+psNq6B+C8Ba9Up/0hu8eI66w+rWZ5O16732P4n8MHe6hBCCAMtElgIIYRKigTW5tKF0GfWFC/ovBg5hBCGqkhgbc72zcDNA12PEEJoN5HAQgghVFIksBBCCJU0lBOY7Lh8qSDxRoYQmtXn0Yneee47m/7teeiYhwqernpgRAsshBAqbCi3wCKBFeWJRodZbNDGHby27LXet2vQKiutAsBSLy0s5jBll/o98swjhcXccu0tAXjg7w8UFnObdbfhsWcfKywewGZv3Yy/PP+XQmNutMZGuMCGvNI/9wv+uaCwmJu+JRsLu4zvUdExi3wvIb2flxfccJnU9zpGAgshhFBJkcBCCCFUUiSwEEIIlTSUE1jT06lIWippdu62iaRxklqakCzFXJiG1p8j6UFJ/ynpTQ0877OSHpJ0WR/2u04rzw0hhHYwQNOptIVWWmBLbI/NF0japIC67Gn7fyWNJJuiZAorJkzrzv8H7Ge7uLPUIYQQKqHwCS0l7Sjpj5L+lO63TOWrSbpS0v2Sfi7pbkk71D7f9ovAUcBBktZKz/2CpHvTc7+Wyi4A3gFcJ+n4HvZ7mKQf5Op3vaRxRb/uEEIYCNECa05+nq96A+o+DOxu+3VJ7we+BXyUrLX0rO3tJI0BZtMN289LWgCMlrQmMBrYkeyiv+sk7W77KEnjWdFyW6Ob/YYQwqA1mBJSswo5hFhjTeASSaPJRqdYJZXvCpwDYHtumkq6J50XXHwg3f6UlkeSJbTbG9xvCCEMWkM5gRV+CBH4BvB722PIZkYensobvgJQ0puBTYB56Xmn2x6bbpvbvrCJ/b5O19c5vPaJrZI0WdJMSTOnXH5rUWFDCKFhQ/kQYhkJbE3gyfT4sFz5HcC/A0jaGti23pNTJ47zgGttP0s2jcp/pHIkbSBpvSb2uxAYK2klSRuRHYoshO0ptnewvcPkSXsXFTaEEBoWCaxY3wZOl/QHYFiu/Dxg3XTo8GTgfuC53PrfS5oL3AP8GTgSwPZvgMuBOyXNAa4C3tzEfv8ALADmAN8FZtWrtKQbJb09Pf66pA+nxx+W9PUmXn8IIfSboZzAmj4HZntknbLpwPT0+E5gi9zqL6f7l4H/a/tlSZsBtwJPpOds0ss+zyGdP6sp3yT3uO5+nQ23//Fu4uafv3/u8Vdyj68DruupfiGEMFAGU0JqVn+OxLEaWStrFbLzWkfbfrUf9x9CCINOJLB+YPsF4A3XfYUQQmjdUE5gZZwDCyGE0E8G4hyYpEMkPSBpWb0BKXLbjZf0iKT5kk7Jla8l6RZJj6b7t7ZSj0hgIYRQYQPUiWMu8BHeeD3ucpKGAecC+wFbAx2pBzrAKcCttkeT9Yc4pX6UnkUCCyGEChuIBGb7Idu9zWS7IzDf9uOpv8NU4MC07kDgkvT4EuCgVuoR06mEEEKFtfE5sA2A/LTli4Cd0uP1bS8GsL24m2t7e2c7bv14AyYPxZhVqGPEjM+8nWMWXT9gZu72hvoCvyU7VFh7OzC3zXRgh272cQjw49zyJ4Dvp8f/rNn22VZeRxxC7H+Th2jMKtQxYrZ3vKEeszDOjSKUblPqbPN+22Pq3H7Z4G4WARvlljcEnkqP/yZpFEC6f7qV1xEJLIQQQhnuJZtRZFNJqwITWTEoxHWsmO/xUKDRpNhFJLAQQghNkTRB0iLgfcANkm5O5W+XdCOA7deBY8nGs30IuNL2AynEGcA+kh4F9knLTYtOHP3vDU31IRKzCnWMmO0db6jHbBu2pwHT6pQ/BeSH5bsRuLHOds8AfR4BXekEWgghhFApcQgxhBBCJUUCCyGEUEmRwEIIIVRSJLAQSiZp7YGuQyNaHg0hhAESCWyASNqnhJgt9XyStJqkkyR9QdJwSYdJuk7StyW9YQLTBmOuIel0ST+VNKlm3XmtxOxlf79u8Xlvk3S+pHMlrS3pNElzJF3ZeaFlk/HOkLROeryDpMeBuyU9IWmPVurYzX7m9fH5a9Xc1gbukfRWSWu1GHO73ONVJH0pfY++JWm1FmMOk3SkpG9I2qVm3ZdajHls7jPaXNLtkv4p6W5J27YSs4d9nVZkvNBV9EIcIJL+bPvfWnhedz8uAu6zvWELMa8kG7NsBLAl6ZoN4ADgbbY/0ULMq4FHgbuA/wBeAybZfkXSLNvbtxCzu+cIuN52KwnnJuAGYHVgEnAZcAXZYKPvt31gD0+vF2+O7W3T498DJ9m+V9IWwOW2m54TT9ILQOcfqtL9asBLZJOOr9FCzGWkGdFzNiQbPcG239FCzOWfq6SzgLWBn5AN1Lq27U+2EPPHZK/1HrKhiG6z/fna/TUZ8wHb26THN5ANdzRN0jjgm7Z36TFAc/s6wPaviooXuooEViJJ13W3CtjL9uotxFxK9sOjXLHT8ga2V20h5mzbYyUJWAyMsu20fJ/t7XoJ0W3M3PIXya4P+TBwS4s/PEuB2+j62ju91/aIFmL+yfa70+Mu/1TUvoYG4z0MjLH9uqS7bL83t255cmsy5veBNYEv2P5bKltge9NmY+Vingi8P8WcU1DM/Hs5G3iP7df6+D26v/N5klYGzgPWATqAuzr312TMR2xvmR7fa/s99fYX2l9cyFyu3YD/C7xYUy6yqQZa8Tiwt+0/166Q9Jc62zcsJa0bnf6rScut/ofzJkkr2dlQ2ba/ma7cvx1o6bAkWcvwSNuP1q7ow2vPH0a/tId1jToXuFHSGcBNkv4buIbsos3ZrVTQ9mck/R/gCknXAj9gRYusJba/K2kqcHZ6777a15jAmpImkL1vb7L9WtpXX75Hy/8hSyM7TJb0FeB3tP49ukrSxcDXgWmSjmPFZ/SGv6u+kPQh29cXGTOsEAmsXHcBL9m+rXaFpN7m0unOfwNvpf4f2rdbjDlT0kjbL9r+j85CSZsBL7QY81fAXmQjWgNg+xJJfwO+32LM0+g+qXymxZi/zL325edUJG0ONH2eyfb3Jc0Bjga2IPsb2wK4FvjPFuuI7f+R9H6yoXluA4a3GisXcxFwiKQDgFvIDtX1xW1kLWyAuyStb/tvkt4G/G+LMWdKGm/7ps4C21+X9BRwfisBbX9R0mFkh4o3A95ENvjutcDHW6xnd94DRAIrSRxCrBhJ77V9V3/FlCS38CWR9BHb1/S9dtWKWVIdu3w+qXPJu9MwPa3G7FJPSSOAzWzPLaqeRahKzDAwIoG1AUl32n5fg9u2dOI6YvZPzCrUMWIWH7OHfb3N9l/7Y19DUXSjbw99PhwUQmhLFw50BQazaIG1gWb+I5T0T7KOEHXZ/nB36/o55kvA/HqrspAt9Uhr+5gl1bEqn09VvpuFxwwDIzpxVM/fgbMqEHMB2XVkQy1mGXWsyudTle9moTF7uDYTANv/KGpfoatIYO2h3nVN3XmxXq/GPioj5qu2ay+UHQoxy6hjVT6fqnw3i475P6y4FrOWgaYvCg+NiQRWImVDJp1i+/leNm1mpIsFfahSf8b8wxCNWUYdq/L5VOW7WWjMvlz8HfomzoGVSNJJwKeBr9q+vKCYH+lpfStduEuK+fleYv7XYIxZUh2r8vlU5btZeMwUd/du4nV7vi30TSSwkknaAPgvsuFvzgeWda5r8Y9vGdmIDp2jOnQZUip/IXKbxPw18EpNTGx/bTDGLLmOVfl8qvLdLCxmipsf83A42Wg7/2N7r1bihd5FAusHkj4JfJNs+JvOBNbqH98E4GPA5sAvgSts1+tNNtAx351ijic7R3AFcGsrF0VXKWZJdazK51OV72bhMbvZz0bAt213FB07JLbjVtIN2Iasu+5UsgFyi4zdOXr6L4E7gD3aMWaKuzPZ8FEPAR8eKjFLiFeJz6cq382y3s9cfAFziowZt6636MRRrquAz9n+TQmxXwaeA54H/o1iLoYuPKakdYF3A9uSTdXx9FCIWUYdqcjnQ0W+m0XHVDZrQGcLdiVgLHBfX2KGnsUhxBJJepPtV+qU70I2N9YxLcTck2wqiR3JBsqdantmH+tZRsxPkR2mGU6WyK+03dek0PYxS6pjVT6fqnw3C4+Z4h6aW3wdWGi7jN6eIYkE1k8kjSU7XPHvZN14r7Hd9Kjs6QT0/WSHPEzNFBi2P9tGMeewYtT82pitjKDQ9jFLrGNVPp+qfDcLjRkGRhxCLJGyWXgnkv239wzwc7J/GvbsQ9hPFVG3fojZl9dY5Zhl1LEqn09VvptlxETSaOB0YGtyhyPdwuzWoUEDfRJuMN/IehzeBmyeK3u8pH0NBw6pQMyNyGYBHlIxS6pjVT6fqnw3+xSTrEW3N1nrbmOy+eu+VmQd49b1FqPRl+ujwF+B30v6kaS9aW7YqB5JGiZpP0mXAk+QndNox5jrSDpa0u3AdGD9oRCzpDpW5fOpynezyJgjbN9KdpTlCdunkU3qGkoShxBLZHsa2ZTlqwMHAccD60s6H5jmFnsnpiv+JwEfBO4BdgE2tf1Sq3UtOqakNwMTUswtgGnAO2xv2Ic6tn3MMuqY4rb951NGPasUE3hZ0krAo5KOBZ4E1utDvNCbgW4CDrUbsBZwJPC7Fp+/CPgj2fiJb05lC/pYpzJiLiE7fLobKzoL9enwaRVillTHqnw+VfluFh4zxXgPMBLYEPgJcDXw3r7GjVv3tziEWCJJwyUdJ+kHko6UtLLtf9j+oVsfXuZqYAOyQx0HpNZdX7uSlhHz/5GdUzgfOFXSZn2MV5WYZdSxKp9PVb6bhcaU9NP0cGfbL9peZPtTtj9q+64+1jX0ZKAz6GC+kfU6/BlZi+ta4JyC4ors2PqPyA5TvEDWPX9kO8VMcd8BfJGsy/bLwMnAFoM9ZgnxKvH5VOW7WWRM4EGyThv3AW8lO8qy/NaXzyduPd/iOrASSZpje9v0eGXgHjc483IT+1iFbDy7DuADttdpx5gp7rYp5sdsF/EffyVilhCvEp9PVb6bfY0p6bPA0WT/DDzJGwcHjm70JYkEViJJs/IJq3a5hP2NsL0kPb7a9kfbMWZN/Dttv2+oxSwqXlU+n6p8N/sSU9L5to/uax1C46IXYrneJalzMksBI9KyyP4zW6PInXX+4SWF/NdXRswaRYxpV8WYhcSryudTle9mX2LaPlrSrsBo2z+RtA5ZJ5EyJuUMRAIrle1hA7n7iNnWMatQx4jZBElfBXYAtiTrhbgq2TnwXYqvWgCiF2IIIRRkAvBh4F8Atp8C3jygNRrkIoENXoWN+BExS4lZhTpGzOa86qxTQdbNMeueH0oUCWwQkfTz3OLJAxlT0nmSGjnH94nBFLOMOvayv7b5fHrZX9t8N0uMeaWkHwJvkfRpsqlaflREvUJ9kcAGl+W9xVzcJJqtxlwI/I+kST1tZHvuIItZdLzetNPn05N2+m6WEtP2d8nmVrua7DzYV9zClEmhcdGNfhCR9Gfb/9YuMSVtAPwXsA7ZiA/LOtfZvmawxiyjjj3sq60+nx721VbfzTJiSnoLMDotzrP9XHE1C/VEL8SKkdTddWQCVmmXmAC2n5R0A/BN4ABW/EAaaOkHsgoxi45Xlc+nKt/NomNKWhWYQjZg9+NkR7Y2ljQNOMr2q63UM/QuElj1nNXDuofbJaakbcj+q38K2NH24lbiVC1mGXWkIp8PFflulhDzS2SJbyPbL8Dy0f7PBb6cbqEEcQhxEJG0k+272yGmpIeAzxV4bqISMcuoYy/7a5vPwqzSFQAABEdJREFUp5f9tc13s+iYkuaS/RPwUk35SOAu22OKrGNYIRLYINJO5wQkvcn2K3XKdwEm2T5mMMYso4697K9tPp9e9tc2382iY0q63/Z23axbPh5qKF4cQhxc2uFaGADyP46SxpJNHvjvwAJaP1fV9jHLqGMv2ubz6UXbfDdLiGlJb+3mucvqlIWCRAIbXAZ8OJ1OkrYAJpKN8P0M2dQysr1nqxWpQswy6tiLtvl8etE2380SYq4J/A/1E1gc4ipRJLCKkfQr6v9RCFi7XWKSnQyfARxge37az/EtxqpSzMLrWJXPpyrfzaJj2t6klXqEvosEVj3fbXFdf8f8KNl/+L+XdBMwlb4f8qlCzDLqWJXPpyrfzTJidtc9/zngCduvtxo3dC86cYRSpfHgDiI7VLUXcAkwrS+936oQs4w6lqEq9awCSXcB2wP3k/0zsC3ZLM1rk10PFu9pwSKBVYykOfRwXL273lD9HbOb/awFHEI24+9eQyVmX+NV5fOpynezrPdT0lTgG/7/27t/1qyhKADjz1WHVgSdXAVR0E4WKXRxcBFdXJ0c3BwEB3V2cBBc/ATiJ1D7EQQdHLQVqnRwEAVBBHVTQeQ4JIVY+rb1TdI3p31+EEje0JPT3Asnf28i3tbLM8At4A7wOCJOjRNXo1nAkimlHNlofUR8GEjMKeAqcAxYBh60vYySIWZPOWZpnyx9s/OYddzXa4vU6m/rrVN7FrAdoFRffv0aHTZm25ilGtX7N9WDAheo7gNcb5nT4GP2keOI7QyufUZsZ3B9s6+Y9T79RnU/EeAS1TiTl4HnETHXOlH9KyKcEk3APPCU6l2dWeAN8Bn4ApwfUMzlxvw+YLGD/33wMXvKMUv7ZOmbnces404DN4AnwAJwE9hPNTbigbb712mdfT7pBJz+s8HgJXCO6l7Fd2C+/v0EsDSgmIsbLe/UmD3lmKV9svTNzmM6TWbyEmIyzWvppZSViDjZWLcUEbMDifmH+tPqVE9kTQM/6vmIiK18TDFdzJ5yzNI+Wfpm5zHrvz0O3AVmgKnV3yPi6DjxtDnfA8unOTTNzzXrxj0a6TxmROwdM5fUMfvIkSTtQ5K+2VNMgIfAbeA+cBa4Qj/DXanmGVgyjSPn5lEz9fJURIzzPaPOY6o7WdonS9/sa3+WUl5FxOnmAL6llGcRcWaceNqcZ2DJZDgLUbeytE+Wvtnj/vxVStkDvCulXAM+AYd72pbwDEySOlFKmQNWgENULy8fBO5FxIuJJraDWcAkSSl5CVGSWthgdHsAIuLiNqazq1jAJKmdsUewVzsWMElq531EfJx0ErvRnkknIEnJLazOlFIeTTKR3cYCJkntNF9WdtSNbWQBk6R2YsS8euZj9JLUwiYje4w1rqS2xgImSUrJS4iSpJQsYJKklCxgkqSULGCSpJQsYJKklCxgkqSULGCSpJQsYJKklCxgkqSU/gJNRtNqhj7TeQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.eda(show='multivariate', multi_type='correlation_heatmap', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8f86020e",
   "metadata": {
    "id": "8f86020e"
   },
   "source": [
    "# Stage 2. Train intepretable models "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2fd62f18",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 194,
     "referenced_widgets": [
      "7172d9aa10fa4f33994340d37e92dda6",
      "03f49143974747b7b5ea0735f55d454e",
      "ceef8c1e1d6f49aca39787827c70836a",
      "f6e6ecf1cc6a438aa623a44e81d33891",
      "a1dde0fa87fa49cb940a647cb344953f",
      "e114d4a638934b18ab9432411d00bf87"
     ]
    },
    "executionInfo": {
     "elapsed": 15206,
     "status": "ok",
     "timestamp": 1663761713886,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "2fd62f18",
    "outputId": "574f103a-d512-48cb-aaae-702e58d6d299"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACC</th>\n",
       "      <th>AUC</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Precision</th>\n",
       "      <th>F1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Train</th>\n",
       "      <td>0.8126</td>\n",
       "      <td>0.7428</td>\n",
       "      <td>0.3207</td>\n",
       "      <td>0.6628</td>\n",
       "      <td>0.4322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <td>0.8233</td>\n",
       "      <td>0.7407</td>\n",
       "      <td>0.3269</td>\n",
       "      <td>0.6939</td>\n",
       "      <td>0.4444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gap</th>\n",
       "      <td>0.0108</td>\n",
       "      <td>-0.0021</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>0.0311</td>\n",
       "      <td>0.0122</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ACC      AUC  Recall Precision      F1\n",
       "                                                \n",
       "Train  0.8126   0.7428  0.3207    0.6628  0.4322\n",
       "Test   0.8233   0.7407  0.3269    0.6939  0.4444\n",
       "Gap    0.0108  -0.0021  0.0062    0.0311  0.0122"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## ReLU-DNN: ReLU Deep Neural Networks with L1-Regularization, e.g. L1_reg = 0.0008\n",
    "from piml.models import ReluDNNClassifier\n",
    "\n",
    "clf1 = ReluDNNClassifier(hidden_layer_sizes=(40, 40), l1_reg=0.0008,\n",
    "                        batch_size=500, learning_rate=0.001)\n",
    "exp.model_train(model=clf1, name='ReLU-DNN')\n",
    "exp.model_diagnose(model=\"ReLU-DNN\", show='accuracy_table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "3da8f2b7",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 194,
     "referenced_widgets": [
      "b2a5f752beed4158a7375697cbc49825",
      "f15cc73715a34ad5909758495bbd83e0",
      "680a718340eb4fdaad92d4fbbdb4f9d5",
      "a79cee207bf74af78102667f0202727b",
      "66a54d10747d454b966a294a326de4bf",
      "a723f95b5c6b4780aa58bdf6a9b14e1f"
     ]
    },
    "executionInfo": {
     "elapsed": 41511,
     "status": "ok",
     "timestamp": 1663761755393,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "3da8f2b7",
    "outputId": "c661df15-e90d-4820-deb0-b7044636554e"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACC</th>\n",
       "      <th>AUC</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Precision</th>\n",
       "      <th>F1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Train</th>\n",
       "      <td>0.8168</td>\n",
       "      <td>0.7666</td>\n",
       "      <td>0.3362</td>\n",
       "      <td>0.6779</td>\n",
       "      <td>0.4495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <td>0.8315</td>\n",
       "      <td>0.7679</td>\n",
       "      <td>0.3531</td>\n",
       "      <td>0.7270</td>\n",
       "      <td>0.4754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gap</th>\n",
       "      <td>0.0147</td>\n",
       "      <td>0.0013</td>\n",
       "      <td>0.0169</td>\n",
       "      <td>0.0491</td>\n",
       "      <td>0.0259</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ACC     AUC  Recall Precision      F1\n",
       "                                               \n",
       "Train  0.8168  0.7666  0.3362    0.6779  0.4495\n",
       "Test   0.8315  0.7679  0.3531    0.7270  0.4754\n",
       "Gap    0.0147  0.0013  0.0169    0.0491  0.0259"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## GAMI-Net: GAM-Neural Networks with Structured Interactions\n",
    "from piml.models import GAMINetClassifier\n",
    "\n",
    "clf2 = GAMINetClassifier(interact_num=10, loss_threshold=0.01,  \n",
    "                        subnet_size_main_effect=[20], \n",
    "                        subnet_size_interaction=[20, 20])\n",
    "exp.model_train(model=clf2, name='GAMI-Net')\n",
    "exp.model_diagnose(model=\"GAMI-Net\", show='accuracy_table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f834aff2",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 194,
     "referenced_widgets": [
      "f0c6b5c6758b419dbb5a7a32db175798",
      "7611b1acfb714a069b1134d8c940c65c",
      "f36ff1da84e94c99b8353a9b5655bc62",
      "2a355b8571b948979078b46e09ad962a",
      "3b83f3079ad9449c88465221014a6300",
      "85b6beb99fa24a7487b5ed8f908b7cde"
     ]
    },
    "executionInfo": {
     "elapsed": 12501,
     "status": "ok",
     "timestamp": 1663761767881,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "f834aff2",
    "outputId": "6aef5285-17f5-4e0b-91da-fd08db32bd7a"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACC</th>\n",
       "      <th>AUC</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Precision</th>\n",
       "      <th>F1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Train</th>\n",
       "      <td>0.8198</td>\n",
       "      <td>0.7809</td>\n",
       "      <td>0.3407</td>\n",
       "      <td>0.6932</td>\n",
       "      <td>0.4569</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <td>0.8308</td>\n",
       "      <td>0.7693</td>\n",
       "      <td>0.3577</td>\n",
       "      <td>0.7183</td>\n",
       "      <td>0.4776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gap</th>\n",
       "      <td>0.0110</td>\n",
       "      <td>-0.0116</td>\n",
       "      <td>0.0170</td>\n",
       "      <td>0.0250</td>\n",
       "      <td>0.0207</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ACC      AUC  Recall Precision      F1\n",
       "                                                \n",
       "Train  0.8198   0.7809  0.3407    0.6932  0.4569\n",
       "Test   0.8308   0.7693  0.3577    0.7183  0.4776\n",
       "Gap    0.0110  -0.0116  0.0170    0.0250  0.0207"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## EBM: Explainable Boosting Machine from MS Research\n",
    "from piml.models import ExplainableBoostingClassifier\n",
    "\n",
    "clf3 = ExplainableBoostingClassifier(interactions=10, random_state=0)\n",
    "exp.model_train(model=clf3, name='EBM')\n",
    "exp.model_diagnose(model=\"EBM\", show='accuracy_table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "9ffa1787",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 462,
     "referenced_widgets": [
      "cd86e0e9793843beae420c5a2da6fa72",
      "e3861526717a4a4db74c91cc11eef1e3",
      "4dba9fdff7a148b48aa980686625fa68",
      "1e6ec291dc084ff683997d67fc67b0d2",
      "02681a34de864ceea45bda504f11990c",
      "be83d6bb7f904c37b36ca154b0434044",
      "ed04b02a77c1473c85e9ffbe6339fc8b",
      "a04cc045f41641a7900898e27be64e2d",
      "ae6a01314498490cb64d895aa2f139df",
      "3d1d5c115c6d4c32998093770de22dc1",
      "860f87c6b1ad4a1b9689783861d36d45",
      "5e4b02e900d94bd497a6fc903bd68ad6",
      "7cc77f76e2ab440c85b410d2eca4d2f6",
      "a33f313dd5fb42bc9e6cadc19961ca05",
      "b3320d60e81445aaa857866ebd7b8b45",
      "d69c52303c75449f89cf8ad7c26e4e0b",
      "67d9503f52c74e2eaa9842bb132f093d",
      "7e2e7fcff11f47b5b94de872718ec0ee",
      "4fb53065d60944308e7510f90d6376ce",
      "b2b6bf7b42c34f088794aca8cfcdab16",
      "93855c2363bb4998a9f9c58748b31f42",
      "1ace0974045e49ad9e7491ccce6f22e8",
      "ea3c9713afd6478f98ce6103a067a063"
     ]
    },
    "executionInfo": {
     "elapsed": 1578,
     "status": "ok",
     "timestamp": 1663761769454,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "9ffa1787",
    "outputId": "dac03377-642c-4337-8a71-45d78e4e4786"
   },
   "outputs": [
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_compare(models=['ReLU-DNN', 'GAMI-Net', 'EBM'], show='accuracy_plot', metric=\"AUC\", figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "597c906f",
   "metadata": {
    "id": "597c906f"
   },
   "source": [
    "# Stage 3. Explain and Interpret"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "0f791330",
   "metadata": {
    "id": "0f791330"
   },
   "source": [
    "## Post-hoc Explaination: Global and Local Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "c529910b",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "b86905de2db14f92a0ef863f4f04276a",
      "eaed0cbbc05d41a88cf426fe3ad0112e",
      "65b91a4de1154661bf7c5c9eff3f4a25"
     ]
    },
    "executionInfo": {
     "elapsed": 691,
     "status": "ok",
     "timestamp": 1663761770142,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "c529910b",
    "outputId": "c7666987-4a70-4bca-9aac-8c727d194205"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='pfi', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "60b1d6e8",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "5a008e51b9e24e4ca5f4868367c029c8",
      "a8d2fd6263a04e25be9856bf0d474fc9",
      "8b0ff4c3f5bb42208e44ecea0dd76bf1"
     ]
    },
    "executionInfo": {
     "elapsed": 8,
     "status": "ok",
     "timestamp": 1663761770143,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "60b1d6e8",
    "outputId": "46b0fe83-72da-4ddb-9f57-264eb7a698b5"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='pdp', uni_feature='PAY_1', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "66ff5d54",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "244580b36d5d4e9695b87c998ad83c4e",
      "bcafbbb25cb94108bdc33b6aed00d141",
      "630eef667518407681977dd810283dee"
     ]
    },
    "executionInfo": {
     "elapsed": 1334,
     "status": "ok",
     "timestamp": 1663761771471,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "66ff5d54",
    "outputId": "37ea90ec-cc0a-42e6-97cc-1f989d32d160"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='ice', uni_feature=\"PAY_1\", figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "ee21f536",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 507,
     "referenced_widgets": [
      "3a8a5b32262546aca8a2f104b3d157d8",
      "6c3e212ed22844cf860dfc440a7f18ee",
      "adda54656eda46ff954579fa4d25f7a3"
     ]
    },
    "executionInfo": {
     "elapsed": 45406,
     "status": "ok",
     "timestamp": 1663762056324,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "ee21f536",
    "outputId": "446ebb84-1728-4ce3-8517-5df2e91d5e73",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exact explainer: 21it [00:21,  1.06s/it]                                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='shap_fi', sample_size=20, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "abef1a28",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 417,
     "referenced_widgets": [
      "9528c40f0eaa42259c81d66dc7feb6ab",
      "1a6bfdcff0af481ea67d90d701f2903d",
      "605aa3da808d45b7918e85fae3fd3dba"
     ]
    },
    "executionInfo": {
     "elapsed": 797,
     "status": "ok",
     "timestamp": 1663762057117,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "abef1a28",
    "outputId": "a23c22d9-f8dd-4bb6-dfe8-ae3aedf15e48"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Exact explainer: 21it [00:10, 10.03s/it]                                                                               \n"
     ]
    },
    {
     "data": {
      "image/png": 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V2SJSAvyOYALGKwRB06QafSLs1wOWfA3DBYryg/S2hfD272HSm/DFGjjqQDj6IHhqFmwox+fFcIf1JT6nhOQbC4mdPpj4SQcBkHNoT4pn/pSK+98mPmwfcg7tgT70PBsGtuOEfToBkHfSfhT/+1IqJsyGPYsp2H9PCs84oMUncow/Kcap+3oSHs4c4HDAaf08zkFhDqzdDGf0d8Rj0TlpmuxhASxCRKQdQZCJhcGjhidohU3dwUOMBuLAXBGpSesAXCoitzQwmeMB4K/ADaqaTNnHpDr6Gw2ndy6GH59Uu+oAfvjtelniA/cm/sMhW+yac1gvcg7rVbv+9fFdt8iTe0xfco/p26wq7ywx5zhrv/rB6Qf7W7DKRlFqedWwABYt5wNJYBBQlpJ+KnCviHRR1VXNKVhEBgGHA6cA76Vs6g7MAk4EXkjbbQLwOaDNPGaMYNZiXpiULyIFQIWqRnFSlDGmBVkAi5ZRwDhVXZSaKCIPA9cDI4E/NrPs0cA7qvp8WnqJiEwOt9cLYKpaTjB5o7mOJeh6rLE4/HcYwW/KjDEtJIotMOe9XeiaVmm3+uBPmTIFgOHDh28np2lFmhSRVrrra78TXf2YSEQza4EZY4whStPna1gAa0VE5Hrg2q1sPl5V32rJ+hhjskcUuyQsgLUi4f0Rx2w3ozHGRIAFMGOMMZGcxGEBzBhjjAUwY4wxUWUBzBhjTARZC8wYY0wkRXEWot2N3hhjTCRZC8wYY4x1IRpjjIkqC2DGGGMiyFpgxhhjIskmcRhjWlxy8Rpy11YCkPh0NcnVZdvZw5gteVztKyqsBWZMhJVf+xyVf5jKt2Kwrn8H1s5/GwpyaPfUD8n73n6Zrp6JkCgFrhrWAjMmonxZJZV/mAqAS0KH+euCDZurKbttWuYqZkwLsQBmTFTl5+A6FdWueld3BR3r1jYTNTKR5lJe0WBdiMZElIvHKJpyEZt/8wIrN63j62/twX7vJ4ntVUzbe+zJzKZpojiJwwJYFhKRqcARQBWQABYBY1X1qZQ8DwKXAEep6rQwrQh4F5gYPvurJm8PYA4wWlUnNeL4I4G/Adep6i1p22YAQ4EzVXVySvpQYAbwmar2E5H5QI9wcx5Ba39zSlEDgPOB84B9gXJgKvBLVV26vTq2KlXV8Pc34Ms1+CMPwL//BfTthhvan1j/LuSdM4j1s95j9eEdKTjvcCgtp3pOCZs+Xkd1BXS6fBDxtnmNPlzSe95ZAR3yoXMhzFsDg/aA9vlbvzJPes/MFdC5AAZ0CvKt2+yZswoO6ARdiqJzVd9aRXEMzAJY9hqjqmNFJAf4BfCkiByoqgtEpBg4F1gDjAamAahqmYiMAKaLyIuqOktEHEEweroxwSs0Kiz7MhG5TVWTadvnApcBk1PSLgvT88K61M4gEJEbgSNV9bjUQkQkF7gCeC/c7x7gX8A3G1nP3V9VNRz0X7BwFeDwQIIiIAbFBVRU5uEqqhmAo9/Di1jtPySfKsopYC3tAcfKm95h/xWXNjqInTslyaQFwfV4m1zYVAV7F8PbI+J0b7vlSc57z+n/SvLMZ56Yg/Enxji+j+NbjyVYWgpdCuHN8+K1gc1kpygGMBsDy3KqWg3cB8SBgWHy+UAFcCVwpoh0Tsn/HnATMCFskV0J9AV+1pjjichAgtbfBUAv4IQGsk0ChohI73Cf9sBpwCNNfG83q+p/VHWzqm4A7gAOFZF2TSlnt/bhElj4FTXjEp4car+2pZuJV5TVbot5TyGbccBGimrTExurWf/UZ4063IqNvjZ4QRC8AL4ohac/bbiTafF6eOazYFvSw72zk/zfQs/S0mD7qnKYODf9GshkmyhOo7cAluVEJI+glVIFfBAmjwIeIwgkpcCFabvdDiwHJgJjgRGqWtrIQ44G3lfV54CXwmOlKweeAC4O10cArwJfNfIYW/NdYHEYzHap0tLSSCxvbJ9X71vq0kYqfL2vsCcRrueQqJee3KegUcftWBB0GzakX8eG9+1SBB3y6urVu201/Tqk7+uy4u/Z2pabwqe8osJ5H6Xqtg7hGNjhBK2sSuBT4FZVnSIiQ4CZwCGqOltE7gS+p6r7p5XRC5gH/ElVf9PI4xYRBL7fquo9InIG8CSwt6quCPPMAJ4FXgSmAH0ABX4FdA/37ZdW7o000IWYlmcY8Dxwtqq+2Jj67qDofPCfVRh5H5RX4Tu0I7kxie/UDvfjo6ksg+Sf36CqsoqvvtWNjgW9iC/+Gh/zrP08SXUsh07XfYs9r5VGH+7dEs+tM5N0KoS92sD7K+HUvo7LBm39enfmCs8f3knStQhuHRajQ4HjgQ+SPLfIM6yn45rD7Fo5A5rUlFrobq/9TvT3v4xEM8zGwLLXzao6toH0mhbS7HD9IeAqETlaVafWZFLVpSKyFviwCcc8ByggaN1BEKDWEEwWqVeXMHiWAL8DOgKvEHQ7NpmIHE0wnnZJCwWvaDlVYNV4IDgjxVM2FQL8z8lMmTIFgOHD62Yfdmnm4b7ZzfHP78e3nzHF4d0dT6XtM+rgGKMObmYlTAZEImbVY5dFERKODZ0D7C8iJWEAeY2gNdFQV19TjSY4P84Ny14KdAAuFZGGPisPAL8FHmxgokejiMj3CCZuXKSq/2hetY0xOyqKY2DWAouW84EkMAhIveHdqcC9ItJFVVc1p2ARGUTQbXkKwazAGt2BWcCJwAtpu00APifoQmzOMX8AjAPOVdX0so0xLShKgauGBbBoGQWMU9VFqYki8jBwPTAS+GMzyx4NvKOqz6ell4jI5HB7vSCjquUEkzea6w6gDTBJpN4YzQBVXb4D5Rpjmig6g8J1bBKHaa12qw9+Q2NgptVrUpNqrrur9jtxgL8qEs0xa4EZY4yxLkST3UTkeuDarWw+XlXfasn6GGPMjrAA1oqE90ccs92MxphWJ4p96hbAjDHGWBeiMcaYaLIAZowxJpKsC9EYY0wkRbEFZreSMsYYE0nWAjPGGBPJFpgFMGOMMTYGZowxJpqsBWaMMSaiLIAZY4yJoCi2wGwWojER4xNJKq94ks37j6Hyp//AJ5v1LFFj6vEpr6iwFpgxEZN4ZCaJ+6YHy/O/IiZ7Q+cMV8qYDLAWmDER49eV1U9YV56ZipjdisfVvqLCApgxEZNz0RG4QT0AcIN7Eh95eGYrZHYL1oVodgoRmQocAVQBCWARMFZVn0rJ8yBwCXCUqk4L04qAd4GJ4aNTavL2AOYAo1V1UiOOPxL4G3Cdqt6Stm0GMBQ4U1Unp6QPBWYAn6lqPxGZD/QIN+cRXCxtTilqgKouT9n/KeAM4AhVfXt7dWzNXMci8t+/FlZtgi5tcDG7DjU7LhmhllcNC2DZa4yqjhWRHOAXwJMicqCqLhCRYuBcYA0wGpgGoKplIjICmC4iL6rqLBFxBMHo6cYEr9CosOzLROQ2VU2fJTAXuAyYnJJ2WZieF9Zlv5oNInIjcKSqHtfQwUTkHKB9I+u2e5u3DM65A5avhRvOhitPqd3kp87Dn3InlFdRFS+kqjqXSgrBOQbHC1hd3Yl3uQ8Xd8T6d6L0q2r2OL03+40biosFJ6fyKs95zyV5dbGnMglJD3sUwsMnx+jbwTH08QRfl0HvdvDWiDjd2jieX5Rk9CtJYsBDJ8UY1MVx1pQEH6+Ci77h+OPR8Qz9sczOFKWuwxp26ZblVLUauA+IAwPD5POBCuBK4EwR6ZyS/z3gJmBC2CK7EugL/KwxxxORgQStvwuAXsAJDWSbBAwRkd7hPu2B04BHmvr+RGQP4DaCQGx+8TB8uARWbYCfj4dlq2o3+R/eD2VVJH2MZHWcKvIBBx6KqjeTIAY4fAIS81ZTvbaCFeMX8vVTi2vL+MsHnqc/9WyqhqokJDyUlMEFLyS5+KUEK8uCLqTFG+Dq1xNAsG1ZKXxRCiNfSDL27STTl8GazXCHeqYtjVKnk9maKHYhWgDLciKSB1xB0J34QZg8CniMIJCUAhem7XY7sByYCIwFRqhqaSMPORp4X1WfA14Kj5WuHHgCuDhcHwG8CnzVyGOkug+4E1jSjH2brbS0NDuXq6rrKuk9G9fX5fFVibR30bgrZl+VrC2/aisz7quSsLmyfvmVYd7qRN0prTLhtyijKukz/3ez5QaXm8ImcZid6ToRWQcsA75PMOb0qYgMAQYD41W1CniUtCATdvldABwP3NPYMaWwxXY+MD5MeggYLiLdG8g+DrhYROIE3YfjmvoGReQsgnGye5u6744qLi7OzuU/XAA9O0NuDtx0Lm0P2qc2T+yhiyEnRowEjmpyqaDmmrnc5RMnSc31s9urGGIxupy2N3ucvU9t+T8+2DGsZxD6ak5ThTnwwPExHjo5j7a5QVrnArj9qKBr8K8nxGmbC+3y4IET4vzm8Bjf6AIxF3QhHru3y/zfzZYbXI4q59wBzrnrnXP3huv7O+cGpeezMbDsdbOqjm0gvaaFNDtcfwi4SkSOVtWpNZlUdamIrAU+bMIxzwEKCFp3AFMIxsIuIWjJ1VLV2SJSAvwO6Ai8QhA0GyXs9rwLOFFVkyJiF1MAh+wLS8dBMglpkzPc/zsUV/UQPpGgIB4nmUjQNvz3zeeeA+c45Xun4GIO5xw+6WvHvmq0y3dMOzeHpA8DXU3ZLlgq/XkO1ckkOSnHPmf/GD/Yz9XmAZgzMigj5qJztW62LVtaXs65swkuaicDPyTogWpLMNRQbxzdThoRIiLtCILM/iJSEgaQ1wguuxvq6muq0QRjbXPDspcCHYBLtxJgHgB+CzzYwESP7TkE6AZME5FVQEmY/qKINBS4W5dtzCx08aBlFEv9NwwksXisNtCkB696xTtHzAVByaUFoZwGjp2ep6YMs/vIojGwm4ATvPc/JpiFDcHwycHpGa0FFi3nA0lgEJD6a9ZTgXtFpIuqrmpwz+0QkUHA4cApwHspm7oDs4ATgRfSdpsAfA5oMw45HdgnZT0OLAZ+RDir0hjTcrKlBQZ0pW6836f8u0VstQAWLaOAcaq6KDVRRB4GrgdGAn9sZtmjgXdU9fm09BIRmRxurxfAVLWcYPJGk6lqBcH4HgDhzwUAvlbV9c0p0xjTfFkUwN4luJD9e0raucA76Rmd91nQYDSm5e1WH/wpU6YAMHz48AzXxGSRJkWkqW587XfiaH9xxqKZc25/4GWC3p1vAVOBAQTdigtT81oLzBhjTNa0wLz388IgdirwLMFY/LPe+43peS2AtSIicj1w7VY2H6+qb7VkfYwxpiHe+zLgH9vLZwGsFQnvjzhmuxmNMa1OtvSpO+ems5XqeO+/k7puAcwYY0zWdCECD6atdyP4LeqE9IwWwIwxxmRNAPPeb3FPVefcUwQ3Jb8pNd0CmDHGGJp6J4IW9iXB71/rsQBmjDEGv407t7Qk59zFaUlFBM8K3OKerhbAjDHGZJMfpa1vAv5DcO/UeiyAGWOMwWdHAwzv/TGNzWsBzBhjTEa7EJ1z+zYmn/e+3m30LIAZY4zBZ/bZJJ8S/PZrW1HUE9z0u5YFMGOMMfh45lpg3jcvfFoAM8YYQzJLZiE2hQUwYyLEvzgH//o83HcPwJ3wDSqfm0f1tM/ps3ARLgaJvZcTP3ivTFfTRFCGuxBrOedygJ8ARwFdSOlWtFtJGRNR/vV5JL/3J/Aef/tLJP9wLht/GTyOrQeeOAk2vXwvbef+N7Ee7TNcW2Oa7S7gWIInvt8MXAdcDjyRnjFLYq4xZnv8zEVQ8/w+70m+/EnKVhfcCqi0guTHJRmpn4k2H3O1rww7AzjZe/8noDr89zRgi+n1FsCMiQh34kFQkBusFOYRv/AIyKuZlOWDENazPXHplbE6mujyru6VYUUEzwADKHfOFXnv5wGHpGe0LsQsJCJTgSOAKiABLALGqupTKXkeJLhD81GqOi1MKyJ4HPfE8NEpNXl7AHOA0ao6qRHHH0lw48zrVPWWtG0zgKHAmao6OSV9KDAD+ExV+4nIfKBHuDmP4GJpc0pRA4AfAFcAXYFqgkeG/1JVP9peHVsjd0hvYu/egH9zIe7I/rgD9qLdoF5Uz/yC2XM/JF6Z5Ju/ORfXqSjTVTURlAUtrxpzgcMIzgcK3Oic20BwP8R6LIBlrzGqOlZEcoBfAFwb7ykAACAASURBVE+KyIGqukBEioFzgTXAaGAagKqWicgIYLqIvKiqs0TEEQSjpxsTvEKjwrIvE5HbVDX9Pp9zgcuAySlpl4XpeWFd9qvZICI3Akeq6nGphYjIFGCCqq4SkTzgv4DngN6NrOfu6ZHXYepHcMJgOG8YrFyPv+kf+JfmwYYKyI2TqI6R2H9vKuNtSC5ZS7fiKir3yMOvLIXu7Sh9/UvWPDqfggM70vUXg3HhyWn92ytZMW4+BfsUs/e1g4jlbtkJk0h67lTP3DWe7/eFqctg3mpPcZ7ju70dow+uv89Dc5LMWOY5ZV/HWftZp05UJbMmfvFzggt3CM599wPFBOeleiyAZTlVrRaR+4DfAwOBBcD5QAVwJTBeRH6mqqvD/O+JyE3ABBE5BLgU6Auc2ZjjichAgtbfqcDTwAnAi2nZJgE/FZHeqrpERNoT9FHfShDIGvvePktZdQQ3xO4lIkWqWtbYcnYrT78DI/83WH74ddijHfzPJPyMRUAujmocQXO26qtyqmlPjGq6hPcSL//u/cRfuZJPT34WXxGcA3wSuv33IVR+Vc6Hx79IYmM1AImNVfS97bAtqvCHWZ7fTA/Ke+RjSNY+WtAzaYGnKAd+dFAQqP4xL8mlL9Xk9bzRxjGsZ/acCU3jZUsLzHs/K2V5IXDc1vLa5VKWC1smVxB0J34QJo8CHiMIJKXAhWm73Q4sByYCY4ERqlrayEOOBt5X1eeAl2jgqgcoJ5gRVHPX6BHAq8BXjTxGLRE5SkTWEXQv/gG4rSWCV2lpaXYuf/RFvXpunrUA5iyh5quaeoqJhRepLvXhtas3UTlreW3wAtg8ZzWlpaVsXlxaG7wANs1Z22Ad5nxdV16ygefizlnla/PXLENwm4SPVvnM/w1tmebIljEw59wHzrlfOue2O5hrASx7XRee2JcB3ycYc/pURIYAg4HxqloFPEpakAm7/C4AjgfuUdUtHkPQkHAM7XxgfJj0EDBcRLo3kH0ccLGIxAlaXeOa+gbDur6hqh2ATsDVBP3eu1xxcXF2Lp9+OLQLx7A6taXg7CPhwqNxVAF1z1n3QDXBhI5kytc4NnQf2py5H/n9g2n0LjdGxxEDKC4ups3BnWg7uFOY0bHnj/o1WIcRBzhywiI7FlBPUQ6cPSBWm//MATHahvNK9iiE7+3jMv83tGUi7kaCMbC5zrk3nHOjnXOdGspoXYjZ62ZVHdtAek0LaXa4/hBwlYgcrapTazKp6lIRWQt82IRjngMUELTuAKYQjIVdQtCSq6Wqs0WkBPgd0BF4hSBoNouqrhWRPwNrRURUdUFzy4q0A3vBR3fDe4vgsH6wVyf40yW404bgdQl++Xr8HsUkvi6nQPYhp7gNiVnLeM8tJwYc8ZvzcQW57PfOWWycvoKC/u0p2L8jAPGCHA6ZcQpr/72Cgt5taTuowXMCp/SN8cEFjk/XeY7q5Zi9Er7alCQ37hi8h2OfDnWX6IO7Oj4aGWf2157Duzu6tcmObijTdN5lx/877/3/Af/nnCsmmFJ/HnCnc+417/3/S81rASxCRKQdQZCJhcGjhidohU3dwUOMJrhZ5lwRqUnrAFwqIrc0MJnjAeCvwA2qmkzZp7liBJNA9iUY62udenUJXqmOGUjsmIG1qzVtruQT75OYvZQOhZtY/MM+uHCafU6HfDoM77NF0fE2uXQZvvd2q3BgF8eBXYIT2lG9IO0eqvX0bu/o3T47Tn6m+bJoEgcA3vtS59xEYB2QC3wvPY8FsGg5n2CiwyAgdZzoVOBeEemiqquaU7CIDAIOB04B3kvZ1B2YBZwIvJC22wTgc4Kprs055uXAM6r6pYh0IZgEsjE8ntmOxOwv2TxiAiQ9vYFEYTyYSmNMM2TLJA7nnCO4E8cPgdOBJQTj+SPT81oAi5ZRwDhVrfdMHBF5GLie4H/wH5tZ9mjgHVV9Pi29REQmh9vrBTBVLSeYvNFchwPXh7MYS4GZwHE1MyrNtiUXr6k3y6KgpDyDtTFRl+nJGymWE1zIPgEM9d7P3VpG530D04yM2f1F/oPvSzdTNvR/Sc5ZQXVhnA/GDOboq0dkulomezQpJD2296Ta78SIL87OWDhzzh3uvZ/ZmLzWAjMmolxxAUUzf05y9nJeXahUdszPdJVMhGXLGFhjgxdYAGtVROR64NqtbD5eVd9qyfqYHecK84gf0YfKVXMyXRVjWpwFsFYkvD/imO1mNMa0Otkyjb4pLIAZY4zJpkkcjWZ34jDGGEPSudpXpjnnjnfOPeScmxKui3Pu2PR8FsCMMcZk070QryS4A/1C4DthcjlpdwMCC2DGGGMIxsBqXhn2X8Bx3vvbgJq7/8wD9kvPaGNgxhhjsiFw1Sim7onMNb9NywUq0zNaC8wYY0w2mQb8Ki3tZ8Dr6RmtBWaMMSbjY18prgSmOOcuA4qdc/OBDcDw9IwWwIwxxmTNzXwJHox7WPjqTdCd+I73Pv1pGBbAjDHGZMcYmHMuTnAj3w7e+3fYzgNubQzMGGMMPuZqXxmrg/cJgmcBdm5MfmuBGbM7mrsMyivh0H0zXRMTFVnQAgs9BjzrnPsTsIyUJ0d47/+dmtECmDG7mzumwDWPBsuXnwD3XZrZ+hjTNJeH/96Ylu4JntZeywKYMbubu1OeSXr/y3DnBVCQl7n6mEjIlkkc3vt9GpvXxsCM2d3s27VuuUcnyM/NXF1MZGTRnTgazVpgxuxuJv4cfj0Ryirgf36QTWMbJot5lx3tGefcUrbyxHTv/d6p6xbAsoiITAWOAKrCpBLgHlW9O9y+GPitqk4QkT7A50AvVV3WQFkeGKaqM5pRj73Dst9Q1WPTtt0I/A64X1V/kpJeACwHOgL7EPyS/vxwcwwoBDalFDUa+AL4E9AHiAOfAWNVdXJT65ztXluS5PWlnlP2gS83wtfljiHdHN/s1vjg4pOe5TO+Ip4Xp6hDHuveWYn75GsKY9W0ab8Jl5Ok4k/T4OOlxMo8OSvX456YHkzkkH7Qq8sufIcm6rKlC5G680aN7sDPgSfSM1oAyz5jVHUsgIh8C3hNRD5R1ZdbsA6XAuuAY0RkgKouSNu+ADhXRK5R1bIw7SyCgNsRQFV/DPwYQESOBKaratvUQkSkK3A6QSADGAa8KCLfVNW5u+B9ZcTd7ya46vXggvLmt2tSPQ544IQYlw5q3JXvjKtnsehfwZ8qvzJBn1Vr6Fq5Dk+SA6iggArK+IAY1eSxiRzWwfSPgp3bF8F/boUDe+3cN2d2G9nSdei9fyM9zTk3FXiR4IK3Vna0GU2DVPVt4BPgGy11TBGJAxcDtwIfAaMayLYUeBv4QUraZcC4phxLVVeq6hJV9YAjuPN0DOjXjKpnrQc+aLA3BA888vEWNxdoULI6yaKnv6hdr8yJ0b6yjJzwZt25tY12SJKDJ069kteXwb9mNrXqpjVxKa/sU0HQs1OPBbAsJSJORIYC+wNvteChhwN7Ao8C44ELRSS/gXzjCIIWIjKAoJ5PN+eAIrKO4AM6HZgJ7PLWZmlpaYstH9ixeqv1GNjFNaqcWE6M4n3b1KbHE56KWA7J8GyTJJ5SahJXuyX1YL132Xu05excjiLn3E1prz8CbwIvpOe1LsTsc52IXAPkEYwb/ZXt3E5lJxsFPKeqX4nIo8BtwBnA42n5pgD3ichBwEXA32ngcQeNoaodwiB5MsEzf7Z+xt9JiouLW2z5seH55L2YQL+CQ7tCeTWUbIIT+jiu+1as0eWc+PejmHP/PGI5MdoWxFj/YhtyF6ygTaySZQd0JLewmj6fVRBftpKc8kpc0kGn9jB0fzhtCAw/rMXfuy1ndrkpsqULEUjv594E3ElwUV2PBbDsc3PKGFhPYCJhS2hXH1hEegMnEoxLoaqrROQZggkX9QKYqlaLyMPAFQTjX8N25NiqWgH8S0SeJxh/++uOlJdN8nMcE0/d8a9am72K+NaYQ+sSrh1UuzhnyhQABg4fjvce//T7+PXl8IPDcIX2GzCzfVk0iePX3vuS9ETnXDeCcfZa1oWYxcLZhf8gaAG1hMsIPhMPikiJiJQQBLSjRGSLp6ESdCOOBj5R1fk7qQ45QP+dVFarlPzvSSRPv5fkyPEkTrwz09UxEZFFvwNLnzRW45P0BGuBZTER6QacDXywjWz54RT2GglVrRnRz0vbllTVBrv5RCSHoCvwNtJm+hA8SG4UcHVqoqouEpHvACu2+2YaPuaZBB/WuQSfxR8BxwK3N6c8E/D/er9uZfpC/OqNuM5tt76DMWRVF+IWFXHOtQPscSoRcL2I1DyNdBPwBnDNNvJ/mrb+EnBSuPxa2rb5BJMtGjIc6ATcpaorUzeIyF3ALSLym/SdVPXNbdRte7oTBMzuBONn84HzVPWVHSiz1XNH9MV/Gv4v3L87dCzKbIVMJGQ6gKX8gLnQOfdF2ubObDkOj/O+4Sm+xuzmdqsP/pRwDGz48OH4iir8/76GX19O7Ipjcd3aZ7h2JkOaFJHuGPp67Xfi6jePafFo5pw7iqDOzxNM6Krhga+891sMU1gLzJjdjMvPxV1z0vYzGpNFan7A7Jzr4r0v215+sADWqojIMBr4LUXoFlW9pSXrY4zJHpnuQqzhvS9zzg0mmNnchZSWpPf+htS8FsBaEVWdDthovjFmC9kSwJxzo4C7CG5ocDLBRfcJNHCjBJtGb4wxBh9zta8M+2/gJO/96UB5+O9ZkHK/tJAFMGOMMdn0O7Cu3vvp4XLSORfz3r9AMFO6HutCNMYYkw2Bq8Yy51wf7/1igt+Jft85t4oGblVnAcwYY0w2BbA/AAcAi4GbgH8S3Bv2Z+kZLYAZY4zJGt77h1OWX3DOdQTyvPcb0/PaGJgxxphsGgPDOdfZOfcj59x/e+8rgXbOuZ7p+SyAGWOMyZoAFt6RYz4wArg+TO4P3J+e1wKYMcaYrAlgwN3AOd77k6h7NuBMYEh6RhsDM8YYg8943KrVx3tfcyPymvszVtJAvLIWmDHGmGxqgX3inDsxLe04YE56Rgtgxuwm9tASEr1/SaLfr/Fv7KznixrT4q4GHnPOPULwaJW/Ag8Dv0zPaAHMmN3E4DvehS/WwGcrSY4cn+nqmIjJlhaY9/5tYBDwMTAe+BwY4r2flZ7XxsCM2R14j0ukPLC2YovbxhmzTcnMzz7s5r0vAfDeLyf4QfM2WQvMmN2Bc3x0+WAozIPiAmL3nZ/pGpmI8bjaV4YsSF1xzk3e3g7WAssiIjIVOIK6uy6XAPeo6t3h9sXAb1V1goj0IWha91LVZQ2U5YFhqjqjGfXYOyz7DVU9Nm3bjcDvgPtV9Scp6QXAcqAjsA/wK6DmLBoDCoFNKUWNVtXHUva/HLgPuF5Vxza1zlGT9J6Yc3jvcVu58k2GT0uPpW33SY8L7xjuk55kdRK8Z/mwvTj41kuIOYeLxyGZhJhdo5rGyXTXIVs+Qfro7e1gASz7jKk5gYvIt4DXROQTVX25BetwKbAOOEZEBqjqgrTtC4BzReQaVa15cupZBAG3I4Cq/hj4MYCIHAlMV9UGn0UmIr0JBm63mGW0O7pueoI/zPK0z4ONVdAmFx4/NcYJfYJgs3SD56R/JvhkTfCNlm7wwplx8laV8dpFM9iweCP9TtubNq8toc3sz8ilkiPZQJwEnn/hKMcDjioY8R34+88skJntyoIA5refpT77VGcxVX0b+AT4RksdU0TiwMXArcBHwKgGsi0F3gZ+kJJ2GTCumYd9CLgOWNPM/SNj/hrPLTM91UlYvRkqErBmM1z5Wt341c0zk3wS/iU8MKsE7no3yYf/O5f1n5XiE56vx8+H2V+SRzUFVJBDghwqyGUzLvwP4vDYNHjhvYy8VxMtWTCJI8c5d4xz7ljn3LHp62FaPRbAspSIOBEZCuwPvNWChx4O7Ak8SjAD6EIRyW8g3ziCoIWIDCCo5xZPTN0eERkNlKnqk82ucTOUlpZmZHlzWWovap04dQHMV285ASM35qj21XV53JaXq1sdu8jNydj7teXMLkfMSoJzzkPha3Xa+oPpO1gAyz7Xicg6gvGiGcBjwDstePxRwHOq+hVBEGsHnNFAvinAviJyULjP32ngeT3bEo61/Ra4fIdq3AzFxcUZWT64Z1tuPypGl0LYpx3sUQh9O8CDJ+XW5hnznXyO7AH5cSiIw0l9HFd903HYLw+mq3Qmv0Meva4eSO4x+7KZXDZTQBU5JMijkkI8Hk8Sch1c+T04YXDG3q8tZ3a5Kbyre2WC976P936fbbz2Td/HxsCyz80pY2A9gYmELaFdfeBwLOpE4HQAVV0lIs8Ao4HHU/OqarWIPAxcQTD+NawZh3wQGKuqX+5IvaPmmsNiXHPY1q8du7ZxTD+vga9m10JOnnRM3fpvDqbmIbVTpkwBYPjwLR5aa0yjZHoafXNYCyyLhbML/0HDLaBd4TKCz8SDIlIiIiUEAe0oEdmvgfzjCILbJ6ranFs/HA/cIiKrRGQVMBT4tYhM385+xpidLAvGwJrMWmBZTES6AWcDH2wjW344hb1GQlVrBlHy0rYlVbXBbj4RyQEuAm4D/pS2+XWCbsKrUxNVdZGIfAdYsd0307BeaeuTgOnAHc0szxjTTFEKXDUsgGWf60XkV+HyJuAN4Jpt5P80bf0l4KRw+bW0bfMJJls0ZDjQCbhLVVembhCRuwhaSr9J30lV39xG3bYp/fdrIlIBbAjH34wxLSiKXYjO+yZPvTdmd7BbffBtDMw0oEkR6eoz5tR+J+6YPDAS0czGwIwxxkSSdSG2IiIyDHhhK5tvUdVbWrI+xpjskcF7IDabBbBWRFWnAw3ezskY07pFcQzMApgxxhibhWiMMSaaLIAZY4yJpGT04pcFMGOMMdFsgdk0emOMMZFkLTBjjDEkbRq9McaYKIpiF6IFMGOMMTaJwxhjTDTZD5mNMcZEknUhGmNahF9Ygr/zZehYxOa++9D7yS/YcEhxzQOaG2VjpefWmUnWbIZfSIz+HaN3AjOtmwUwYyLGV1Xjj/0DLFvLZgpZRze6AF1eWU3F8YvIP27fRpUz6uUkj88LnqDx7KIEn10aJy9uQay1iuIYmP0OzJioWbMJlq0FoJq8epuqPmz8s0A//LrukWjLSmHN5p1TPRNNHlf7igoLYMZETdd2cOI3AMinDJcffI2r28QpGD6g0cX86MC6r/8JfRx7Fu3cappoSTpX+4oK60LMQiIyFTgCqAISwCJgrKo+lZLnQeAS4ChVnRamFQHvAhNVdUxK3h7AHGC0qk5qxPFHAn8Drkt/RpiIzACGAmeq6uSU9KHADOAzVe0nIvOBHuHmPIKLpdRr/AGqulxEBPg9cDhQCUxV1TO2V8fWzDkHU34OL35EXqc27NFzD976yxQ2DShi7/6dG13OtYfHOLKnY81mz0l9XFCuabWiFLhqWADLXmNUdayI5AC/AJ4UkQNVdYGIFAPnAmuA0cA0AFUtE5ERwHQReVFVZ4mIIwhGTzcmeIVGhWVfJiK3qWoybftc4DJgckraZWF6XliX/Wo2iMiNwJGqelxqISJyEPAacA3B9IMq4OBG1rH18R5ueAIefh3WbiJZHiPp8yh1nemZ7MimWAFzx01mz6sOptPZfQHYVOm55o0EL34OvYrhjqPjHNY9OFGt2+x57JMkX5VBl0LHEXtl8s2ZTLMxMLPTqWo1cB8QBwaGyecDFcCVwJki0jkl/3vATcCEsEV2JdAX+FljjiciAwlafxcAvYATGsg2CRgiIr3DfdoDpwGPNPHt3QhMUdVxqlqmqlWqqk0so/V4+N8wdhIsW4XfVA3JPGIe2idX04aNtEuWUfbWCj4791XKPlgFwLXTkvzlA1i8AaZ/CSf8M0FZVTD2dcVrSe7/wDN5oefkpxJsqPDbOrrZzSVxta+osACW5UQkD7iCoHXyQZg8CniMIJCUAhem7XY7sByYCIwFRqhqaSMPORp4X1WfA14Kj5WuHHgCuDhcHwG8CjR+BkHgGGCliEwTkdUiMlNEjtvuXjtBaWlp5JYrPvki5R3E672fHKpwQJwkJD0Vn5dSWlrKp+vqZWNdBXyxaiMAn66tC1jrK2Dxqk0Zf4+2vHOXd3cWwLLXdSKyDlgGfJ9gzOlTERkCDAbGq2oV8ChpQSbs8rsAOB64R1XfbswBwxbb+cD4MOkhYLiIdG8g+zjgYhGJE3QfjmvKmwu7NjsDlwK/AboBfwGeEZE+TSmrOYqLiyO3nH/x8VCUD4CjEgh6dhPEKacNleRQRQ6FB3Wk3bE9KC4u5vLBjtSZ8af1g/26tQXgp4fEiIXbhvd1DNyrTcbfoy3v3OWm8M7VvqLCxsCy182qOraB9JoW0uxw/SHgKhE5WlWn1mRS1aUishb4sAnHPAcoIGjdAUwhGAu7hKAlV0tVZ4tICfA7oCPwCkHQbBRV9SKyEZisqjPC5L+JyNUE3ZYPNKHercMBPWHxX+DF2fiKKpi9jER5jKoee7L8P59TtmcBh/z4BNocugfxNrkAfL9fjE8vdby93NOzGL7do26yxo8OivGtvRyrymFIN2wSRysXxTEwC2ARIiLtCIJMLAweNTxBK2zqDh5iNEHf1NxgciAAHYBLReSWBiZzPAD8FbhBVZMp+zTWbIK6p7PBmK3Zoz386Cjco/+B95aRM6Abub/8DiVTKwFoN2zLmRh92jv6tG/47NS/o6N/x11aYxMRNgvR7GrnE/QbDQLKUtJPBe4VkS6quqo5BYvIIIKp7KcA76Vs6g7MAk4EXkjbbQLwOdDciRf3AX8Vkb8C7xCMpfUBXm5mea2Cn7cCP/JBSHp46zN8+0I4rl2mq2UiLkqTN2pYAIuWUcA4VV2UmigiDwPXAyOBPzaz7NHAO6r6fFp6iYhMDrfXC2CqWk4weaNZVPVxEekK/IOgpTcXOEVVlzS3zFZh5YYgeNUoWQ9YADM7JhG9+IXz3nprTKsU2Q++r07gT70bXvoI2hfiXrqaZ1d+AsDw4U24m6/Z3TUpJJ166bLa78SzD/aMRDizFpgxEeNy4vD8VfDZSujaDte+CKZ8kulqGdPiLIC1IiJyPXDtVjYfr6pvtWR9TPO5WAz6d8t0NcxuxGYhmqwW3h9xzHYzGmNaHZvEYYwxJpISNo3eGGNMFFkXojHGmEhKWBeiMcaYKIri78DsZr7GGGMiyVpgxhhj7F6IxhhjoslmIRpjjImk6kxXoBksgBljjLEWmDHGmGiqjl78sgBmzO4gd20Fe77yFZWbPyBvYGf4rASGHQjtijJdNWN2GQtgxkRcYsla5LJ3iVV6KiaMI9etwHkPB/SEmb+H4sJMV9FEQHUEf8hsvwMzJuKqnp1HrDJ4lFMepUHwApi7DN6an8GamSipcnWvqLAWmDERFz+oa+1ygry6Dfm50M8euWIap8omcRhjWlru0X357Mf7stczX5Lb/1CSQ9sTW7YKLjwG9rUAZhqnKtMVaAYLYFlERKYCR1D3WSoB7lHVu8Pti4HfquoEEekDfA70UtVlDZTlgWGqOqMZ9dg7LPsNVT02bduNwO+A+1X1JynpBcByoCOwD/Ar4PxwcwwoBDalFDVaVR8Tka7A7cCpQC6wCPieqi5var13RwvWeP65IMn6lZX0X1DCoG4x2ud7ivcqorCimq8e+4yitkmSZVB6QFs6fbWG6r9/9v/bO/M4qYpr8X/PDIiyCYL7wvLc4v708NzjEuMSgxvuK+6+qInG9bnB07hrjCbmh5Eobo9njEsk4gZKfm5ET1Q0GhVZxAVEEGQVZKbeH1Wtl7Z76BlmuqeZ8/18+tP3VtWtOnXv7XvqnDpdl9peHal9/m2YMRcGbA+1tZXuitPKWeAWmNMMXGVmvwJQ1R2A0ar6rpk9U0YZTgFmA3uo6sZm9kFe/gfAkap6vpktSGmHEhVudwAzOwM4A0BVdwFeMLPO2UqS0hsNjAU2Ab4EfgDMa5FeVRnvzAj0u7+OhUsA2lNbty4X//5F+n4+C4DVZiyk65xvgMA6zGR9PqOWxQDIJ5/CS+/Gio7eBR44pyJ9cKqHhdWnvzyIozVjZmOBd4EtytWmqtYCJwHXAv8ETitQ7GOi0jk8k3YqcGcjmzsB6Ab8zMxmmFm9mb1jZnMaL/mKx9OTQ1JekbraGv61Ts9v9xd0ap+2hNl0pTazloJkHUKPvtrCkjpOZXAF1kpRVVHVnYFNgVfK2HR/YE3gPuAu4ARV7VCg3J1EpYWqbkyU8y+NbGsPooK+Q1Vnqup7qvrLJkveCObOndvqt/utJQjhO6FDoNeM2d/urrSoLpdBJxZSn/k5h6xz5T82rHhffLsy241hMfLtp1pwBdb6uFRVZxPni14EHgDKOYQ+DXjCzD4nKrGuwCEFyo0A+qrq5umYeyH5r0qnJ7A3MA5YmzhndomqHtNE2UumS5curX571/WEJwfUcshGsGeXRZw3dTJ7bL8qm524ITsM2pp+F23Bqtt1Z60dVqW2nzBrg9Wo67gKtA/QozNhj81h8OHw2EUV74tvV2a7UUjmUyX4HFjr4+rMHNh6wP+QLKGWblhVewH7AAcDmNkMVX0cOB0Yni1rZktUdRhwJnH+a9cmNDkX+NTMbs1Vq6r3AwcSFXebZ58+NezTp4b4U93oe/m9LtwKgBEjRgDQv3//MkrnrFBUYRCHW2CtmBRd+CcKW0AtwanEe2Koqk5T1WlEhbabqm5SoPydROX2rpk15R+zb0LWR/YthdIcx3GWwi2wVoyqrgUcRnSxFaNDiubLUWdmuRn8lfLy6s2soJtPVdsBJwLXAbfmZT9PdBOel000s4mq+kNg6jI7U5hhwEWqeiYwhBiscgxwVhPrcxynqVShBeYKrPVxuapenLbnA38Dzm+g/Id5+08D+6bt0Xl57xODLQrRH1gNuMXMpmczVPUW4BpVvST/IDN7qQHZGsTMPlLVnwC3ADcQ/0c22MwebGqdbxKpEgAAF0ZJREFUjuM0kerTX0gI7q1x2iQr1I3vc2BOARqlkuT82d/+JsJN3apCnbkF5jiO41CNJpgrsDaEqu4KPFkk+xozu6ac8jiO04qoPv3lCqwtYWYvAJ2XWdBxnLaHKzDHcRynOqk+DeYKzHEcx6lG/eUKzHEcx4Fq1GC+EofjOI5TlbgF5jiO41SjAeYKzHEcx8EVmOM4jlOtVJ8GcwXmOI7jVKP+cgXmOI7jUJWr0XsUouNUOUUX5PaFup0VHFdgjlOlzL33bSa1u57JNdfTa9Dk7zIeew1WPhZqjoS1T4H3P62YjI7TkrgCc5wq5cuzn4W6aGV1eWM+q3ywIGacPAQWLQEEps2FSx+onJBO9SCZT5Wwws6BqeoJwNVAN+AEM3u4QnIEYFcze7GF21HgLqAP8EczO6cl23NaAXlzFiE3HK3JG5fW+jjVKYUq0lyJRiswVe0LXA/sSlzZfBZgwBHFXldfblS1HfB74DAzG1mkzGHAIGDdlPQOcKmZ/a2JbfYGJgHrm9knTaljObkGeMrMLmyOylR1IHCZmW3YHPU5zU+PP+7HjKNHEL6p46sduvL1hh1jxv1nweG/gbkLoU9PuO64ygrqVAfVp7+a5EIcCUwFNgG6ADsSX2Pfmrq/FtAReKuBMmOBH5tZd6AHcBswUlW7lUG+JqOq7Ytk9aXh/pYdVZU0mGjT1NUHvlz4/YCKJUXSGyLMW0SYv5iwpJ6V9+jN+jN/wdoT/5OPz1wXQqB+9gKWrNWD+lGXE968gTDuJujasZl64qzQrOguRFXtQVRch5jZVyn5E2BIpsxgYBcz2yuTNgYYZWa/UtXdgVHA8cBVRGXzMHAWcDNwKDAHONfMHmlAlgHAFUBvYDIw2MweVdUdU/0A7ycXXg8zW5Q93sw+zuwKUEdUeusDs4u0uRtwA7ApUYnfYmZ3pOxxeW1eb2ZXpbStVPWWdNw7wEAzey/V2Q64EBgIrJHyf25m/0j5w4D2wGLgQOBB4D/z5JoNdAWGquoQ4CAzG6WqBwGXA/+W5P2VmT2QjlkPGApsB6xEVH7nmNk/0jkcAqykqvNSMz9N36PMrF2m7cFkrnfq+znAccDmwB7AWFU9FfhFOr8TgYvM7Jl0zL8DvwW2TNfhPWB/M5tV6DpUExNmB/Z8sI4pc2H/vsJjB9XQrkZ4b2Zgr4fq+HQeHLKR8NABNdQsI4z56yF/Z/5ZI0BgZuc1+Wp2LYtoz0Jpz0pSQ/vuS1g48yIEoYbFtOMbAGqYR82em8LIy6BDsfGP41SR5ko0ygIzs5nEB+xQVT1eVTdT1ab0uhbYnfjA+gGwL9EieoxoDV0L3KWqBYeO6QH7AHBxKn8JMFxVtzezV4gPToBNzKxzvvLK1LNBevgvBv4MPGhmbxcp2wd4ivhg70FUONcmVyTA1nltXpU5fCAwAOgJfEx8WOe4kqiY9k313gU8rardM2UOS22vDpyXL5uZdQOmAKektkep6o+BPxKVyWrACcDvVPWH6bAaopu1F3EQ8TrwiKq2T+fwDGBiqq+zmY0pdF6KcDJwBNHF/IaqngZcBBwDdAcuTW3l3JO3A88kOdcEfkm8JlXPza/VM2Vu3H5iYuCpSdHiuv7Vej5NQ4NHxgeen9KwJRZCYP4vR0JdPSypp9vsz6mjhsXUUi/pZ/xlQBAgUEsK4kCopyM89zY8+vcW6aPjVIqmuBB3B8YQH4xvAp+r6uVNUGSXmtkCM5uS6ptkZk+YWT1wL7AqsFGRY08EHjazJ81siZk9ATwKnNQYAcxsSnr4d011Pt9A8aOA183s7tTmWOAO4JQSmroxtbUIGAYoRBcbcDZwgZlNNLM6M/sj0VraP3P8i2b2YMpfUGL3fgHcamYvmFm9mb0K3E+0fHN9fzxdg4XAZcAGFD/njeEmM5uQ5F0E/By40szGJVlGEs/1kan84tT2+mb2jZmNNbP5zSBHUebOnVuW7VU7LN1u+7qFBdPb1X13WQvVIyLQZaVv0+upQQhLjZnrEQqrwZS6asdm65dvV8d2o1jRXYgAZjaDaPFckiykw4E7gU+J1kMp1JnZF5n9BUS3Ya6NBTGoji5Fjl+fGDiSZQKwbYntL0V6WA5T1XdVdbKZPV2kzYkF2jywhCamZrbn812/ehKtlBHJ9ZajPbBeZn9yCW3k0wfYQ1V/mUmrBV4AUNWewK+JA5JuQH0qs3oT2spncgFZblfV2zJp7YjuZ4iDh8uBF1X1G6Ki/W8zW9IMshSkS5cuZdn+r+1rGD+rnrdmBI7brIZ9Nu4EwKCdapg8p55/zQycvGUNu/XtvMw6u/75aOaf/VcCsKDrmnSY9DUyYzF8U8c3K9cgm9fCuFpYtJh6aqIVtlIttWutAsfsBfttW9a++3blt1d0lmuCPVkDw1T1bGCblDwP6JRXdJ3laacAHxMfiln6pvTloR3RAimkwD4GftJAm/U0nhlEhbaXmb3WQLmm1P0RMMzMbiySfy2wNrC9mU1V1S7EQURu/FWozXlArap2yLhlC13b/GM/AgaZ2UOFBDGzSSTrWVW3JLoTJ1H6gKjV0rWD8OcDa7+X3n1l4bGDvp/eEO137UO3N8+Ox+fljRgxAoBO/W9pkpyOU02WV47GBnF0JwYcPAC8T/RNHAhsAVyXihlwtapuRwxsOIPvK5vlZRgwWlXvIwZs7A0cQrQmSkJVjwdeJlpVnYBziW6s54ocMhy4PB33P0Rr73S+C6j4gvjg3ojvLIsGMbOgqrcCN6nqKWY2XlU7AzsDb5vZZ6X2pwC/Ae5W1bHEftYS5xzFzIzoNl0AzEptXp93/DRgDVXtamY56/h9ohI7RVX/H7ATMejm9WXIcgswWFXHE++JlYnBIzPM7L30n71nU39nA0vSx3GcctEG1kJcTIyUewT4kvjQvgw4Oze6TpP9NxODDqYSJ+VfaiZ5SW28TAxKuIn4P7QbgGPTvFSpbAyMBuYSldhuxMi3d4u0OYlogZ0FzATuA64wsz+l/IVEN9hwVZ2tqpeWKMcg4C/AX1R1DjCeqPSX69+nKcLvNOBGoqU3lahIcr6qQcRrOZMYgfgyMQIwx3PAs8Ck1J/dzGwu0d13HvAVcZ7tnhJkuZN4je4mXq8pxHOVC4nbE/hHinh8hThA8OUjHMdpECm6EKjjrNisUDd+zoXYv3//CkvitCIaZVLJlV9/+5sIV6xcFeaYrzHjOI7jVCVtfpUEx3EcB6oxisMVmOM4jlON+stdiI7jOE514haY4ziO4xaY4ziO45QLt8Acx3GcNvFHZsdxHMdpFbgF5jiO4/gcmOM4juOUC7fAHMdxnKq0wFyBOY7jOFSjBnMF5jiO41Sj/vI5MMdxHKc6cQXmOI7jVCXuQnQcx3Hcheg4juM45cIVmOM4jhMtsNynULbIZBHZopwiLQtXYI7jOE5V4grMcRzHiYv55j4lHyL9ROQVEXkrffdL6deKyAVp+3ARqReRNdL+SBHZuzlEdgXmOI7jNBoRWQl4GLg8hLAVcBnwcEofDfwoFf0RMBbYU0TaA9sDLzaHDB6F6LRJRORpoGep5du1a9dzyZIlM1pQpOWmtcvo8i0fTZDvqRDCvqUWDhe0a2wc4ibA4hDCKIAQwmgRWZzSXwL+lJTZzsD5wKHAp8DbIYQFjWyrIK7AnDZJY37YAKpqZqYtJU9z0NpldPmWj1YonwChQHoIISwUkXHAUcBU4HngZuAT4LnmEsBdiI7jOE5TeA/oICJ7AKTv9sAHKX808N/A6BDCIqLyGpjSmwW3wBzHcZxSGSUiSzL7BwO3iUgnYD5waAhhccobDVzFdwprNNGd+GpzCeMKzHFK4w+VFqAEWruMLt/yUVH5Qgi9i2TtWKT8K2T+VRZCuAG4oTllkhAKuTAdx3Ecp3Xjc2CO4zhOVeIuRMcpgKp2BO4GtgOWAOeb2V8LlFsXuB/YFhjf0lFiqroxcA/QA5gJHG9m4/PK1AK3AfsSo8SuM7OhLSlXI+XbG7gG2BL4rZmdXw7ZGiHf5cCRxOu+BLjEzJ5uRfKdCJwL1AO1wJ1mdls55GttuAXmOIU5H5hrZhsC/YGhqtq5QLl5wCDgmDLJNQS43cw2Bm4H7ihQ5hhgQ2Aj4vzEYFXt3YrkmwicCtxYJpmylCLfq0A/M9saOAl4UFVXaUXyPQxsbWbbADsB56nqVmWSr1XhCsxxCnME8WFCGgEbsF9+ITP7ysz+P1GRtSiqugbR0huekoYD26rq6nlFjyCOyuvN7AvgMeCw1iKfmX1oZm8QrZuy0Qj5njaz3B9t3yIGIvRoRfLNMbNc8EJHYuh6mwxmcAXmOIXZAPgosz8FWL9CsuRYH/jUzOoA0vdnfF+uSsleqnyVoinyHQ9MMLNPWpN8qnqAqr5DvM43mtnbZZCv1eFzYE6bRFVfJz7oC7FmOWVxWiequhvxf0w/rrQs+ZjZ48DjqroB8JiqjjSz9ystV7lxBea0Scxs24byVXUK0Av4IiVtQFwOp5J8DKyrqrVmVpeCNdZJ6Vlysr+W9vMtskrLVylKlk9VdyQG5xxYRsXQ6PNnZlNU9VXgp0CbU2DuQnScwjwEnA6gqhsB/YCnKimQmU0H3iSuL0f6fiPNc2V5CDhVVWvS/MlBxIn/1iJfRShVPlXtBzwIHGpmr7dC+TbNbPcE9gDapAvR/8jsOAVQ1U7AMODfgTrgQjP7S8q7EvjMzIakUfJHQAdgVWA6MNTMBreQXJsSw6y7A7OIYdbvq+pI4AozsyTT74DcO5euN7OyrOJQony7AP8LdCUGSHwFnFyOUPUS5XsN6E1cOT3HceWYZypRvluI1/Yb4vkbama/bWnZWiOuwBzHcZyqxF2IjuM4TlXiCsxxHMepSlyBOY7jOFWJKzDHcRynKnEF5jiO41QlrsAcpwUQkd4iEkRkvRZu5wwRuS+z/6SIXNiSbTqFEZEPRWRgiWXLcn+UAxHpICLjRWTTZZduXlyBORVFRPqKyEMiMk1E5onIxyLyqIislPIHisiHBY4rln5sejBcUSBvjIgsSu18JSJviMiAlulZy5Ne434lMDiXFkLYL735tlWSrs0ulZajLdAS51pEdheRpRZhDiEsAm6iAm8XcAXmVJqRwFRgE6AL8fUfT5N5FXkjOQ34EjhFRGoL5F8VQuhMXF18OPCgiGzcxLYqzbHA2yGECZUWxGnzDAf2FJENy9moKzCnYohID6LiGhJC+CpEPgkhDEmjusbW9wNgV+AEYG0KvP4kRwhhCfB74gsBtyxQ11ki8kZeWh8RqROR3mn/7mQxzhWRd0Xk6AZkGywio/LSxojIZZn9LUTkaRGZISJTRORaEWnfQJcPAp4tVmfGTXVCkm++iIwUke4icp2ITE+W75mZ4wcmV9hFIjI1lbk5K8ey+i0iW4nIUyLyhYh8KSLPpvRxqcgzyQou+JJNEekoIremNmaIyGMiskEmf0yS6eEkwwQRObDYScr06VwR+SQdc5OI9Eh1zBGR97LWioi0E5ErRGRi6sNoEdkik99eRH6dOYcXFWh3VxF5MR0/QUTOE5GSB2YiMkBExiVvwTgROTi/T3nlh+XOabFzLSKTU79eTOkmIv0K1ZFJmyzRs7EO8CRQm46dJyInAIQQ5hDX3jyg1P41B67AnIoRQpgJvAMMFZHjRWSzxvzAC3A60SL5K9GyO61YQYkuyjOJy/GMK1DkAeAHIrJNJm0gMCaEMDntvwhsA3QjuvKGichmTRFcRNYA/gY8QlzAdUfiKuj/1cBh2wLvllD9AGAX4qK+vYG/AxNSOycCv8kqCOJCwBsAfZMc/Ykv+MxRtN8isnbqx99SW2sB1wOEELZOx+8dQugcQjiliLy3ADukTy9gBjBClraoTwB+TVy+63fAPSLSsYFz0CvJ2zedi7OJD+Mbics2PUJ8A3eOC4ivUvkJcTD0AvCsiHRN+RcTF9DdCeiT+tord7CIbE68B28EVgf2B84CjmtAxm8RkR2J9+DFRG/BJcBwEdm+lOOXca7PAH4BrAb8GRiZ6VdDdX5GHBTWpTo7hxDuyRR5m3hPlo8Qgn/8U7EP0JP4evnXgcXEtQQv57tlzgYS1yKcnfdZAHyYqWdl4ivYz0n7BxBfmLhepswYYGE6fjrwMtC/AdkeBG5N2wJMBo5poLwBP0vbvYkvGVwv7Q8GRuWVHwNclrbPB57Lyx+Q7WOB9hYDuzdQZ06Gfpn8G4B38o6ZDhyYOd+LgI6Z/FOAD0rs94XAaw2UDcAuDeTXpGv040xa59TXHTN9vD2T3ynVu3WROgcCc4CaTNqreXVslupYNe1/AJyaJ9cnwFFpfzxwcp4Mi4GBaf93wF15cpyXuwfy748CMv8BeCAvbThwR6ZPH+blDwOGNnSuiffwVZl9Ib694OhCdWSOOTZt7w4sKSLz1cDIUn73zfVxC8ypKCGEGSGES0II2xJHyBcCVxAtgxyTQgjdsh/gZ3lVHUZ80N2f9kcSH8z5o/yrUx1rhBB2CiGMaEC8u4FjkrW2Z5LvEQARqRGRK0Xk/eTimQ1sTRxtN4U+wM4iMjv3Ae4iWjDFmEVcEHdZTM1sL8jbz6V1yexPDyEsyOxPBtaDkvrdm/jwbyqrEwcjE3MJIYR5xGuZfbHj1Ez+/LSZ7UM+00MI9Zn9/POQ62+ujvXzZKgnnoecDOul/awM0zP19QGOyrueg4jWXCks1X5iAs3zctDJuY0QNc8U0vVdTroS55/Lhiswp9UQQlgQQhhGfI37Nssons/pxPmsf4rINOJoeTXgZCkczFEKzwBfE11FA4H/DSEsTHlHEZXjAKB7UqrjKB58Mo84Ss+yTmb7I+LoPKuoVw0x4KQYbxAth+ZmjTx3XG/i+YRl93sysFEDdS9r9fAviBZgn1yCiHQG1qC87xX7OE+GGuJ5yMnwadrP5XciypjjI6IFlr2eXUMImzel/UTfTPvLup+g+LnOyi1Ed3Hu+i5Vr4i0Y+l+ZQcB+WxBvCfLhiswp2JIDCa4VmLwQvs0cT6A+EN4oRH1bAbsDBxMVHy5z38QLZifNEW+NOq+F/g5cAjRIsrRleii/AKoEZGTiJZIMQzYVkS2S/08i6UfUPcCKiInicjKydLpKyL7NlDnY8Beje/ZMqkBrhORVUSkL9G9mZvrWFa/7wc2kRgE0jFd1x9l8qfRgILLnPOrRGSdpEhvBt4juv3KxTDgQhHZOFnglxJfAPxEyr8PuEBE/k1EViG6ZrODl98DR4pI/8y9vZmI7NaI9geIyD4iUisi+xHvwdw83RvEgcZP071yMPDDvDqKneuTRGRbiYE5FwAdM/0y4EcSA5Y6EN2C2UCiacQgjqWUq4h0If7eHi+xf82CKzCnkiwmju4eIboevgAuA84OITzUiHpOB14PIYwIIUzLfN4i82LKJnI3sBvRjZl9gN5DDIb4kDga34wGlG4IYQzxQfwU0XW1JvBSJn8a8cWEBxGtmFnAo8RRdzHuA7ZOSqY5+YjYp0nEPj5FfEDDMvod4kT/7sQAlE+Az4FshN6lwJUiMktE7ijS/rnEB+lrRPfW2sABIYS6ZuhbqdxInHN6htiHPYkBEXNS/rXEv3uMJZ6nKWTeeh1C+CfRcj+HeL2nE5VSSS7mEMLLxECVm4j3wg3EeaixKX8CMRDjD8Tfzr58/6Wlxc71H4DbUr1HAPuHEL5KeQ8QldDrRJflFDLvRQshfEBUzq8m12guKOUo4PkQwvhS+tdc+PvAHKeKEZEzgJ1DCCVFt5VQ30BiEEhZ/8/jlAcRmUy8vvcvq2wj6uwA/JM4yPhXc9VbCu3K2ZjjOM1LCGEIMKTScjhtlxD/s9nQvGeL4S5Ex3EcpypxF6LjOI5TlbgF5jiO41QlrsAcx3GcqsQVmOM4jlOVuAJzHMdxqhJXYI7jOE5V4grMcRzHqUpcgTmO4zhViSswx3EcpypxBeY4juNUJa7AHMdxnKrk/wAGBrnRNAhhxAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='shap_summary', sample_size=20, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "34fa0606",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 489,
     "referenced_widgets": [
      "e026de67937a41d48ff47ee00da43653",
      "621144b5d60b4fad8722f0b0e7938f48",
      "f7612194f3fe4beea79afa0b549a9eef"
     ]
    },
    "executionInfo": {
     "elapsed": 6,
     "status": "ok",
     "timestamp": 1663762057117,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "34fa0606",
    "outputId": "25b6ff4c-449f-4da8-f0b9-abad205ae66e"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='lime', sample_id=0, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "80954524",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 489,
     "referenced_widgets": [
      "1593c1c73746444ea4111868cc7ea081",
      "449965b831bc4b57b52428068d77e9aa",
      "1c6726b41faa453f9e81702bd8c157e8"
     ]
    },
    "executionInfo": {
     "elapsed": 1191,
     "status": "ok",
     "timestamp": 1663762058303,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "80954524",
    "outputId": "e846aeb5-b917-4c92-86ee-eff27b630bfb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_explain(model='ReLU-DNN', show='shap_waterfall', sample_id=0, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1fa348c4",
   "metadata": {
    "id": "1fa348c4"
   },
   "source": [
    "## Inherent Interpretation: Global and Local Methods"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "231b7d4c",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "26d154f3ac6148c98d5bacf567bd44b7",
      "1ecdb592ae544f54b3e3da4fc4d14dda",
      "200b33aed3934debb142729299583e89"
     ]
    },
    "executionInfo": {
     "elapsed": 891,
     "status": "ok",
     "timestamp": 1663762059190,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "231b7d4c",
    "outputId": "b77266c0-9789-4e9e-86c8-dd863cb0ef66"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_interpret(model='ReLU-DNN', show='global_fi', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "A4EdQ1G_OPwn",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "3d19da0a53dc448f97d0cfe48bc7bcd1",
      "5b186e43910741ccb2b8edd1fd82b46c",
      "062a3e52c41145eb9b350a49f2fdc5a3"
     ]
    },
    "executionInfo": {
     "elapsed": 12,
     "status": "ok",
     "timestamp": 1663762059191,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "A4EdQ1G_OPwn",
    "outputId": "b946bdec-5cb5-4fa6-d7ae-ec08f7f8a706"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_interpret(model='ReLU-DNN', show='llm_pc', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "Y20LFAESOUYc",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 335,
     "referenced_widgets": [
      "2b4411e48368468684231c03fe60099f",
      "5b3ec49cd89245bd810563eb5550dbf0",
      "b2872863046540018578bd6e4bf604ae"
     ]
    },
    "executionInfo": {
     "elapsed": 10,
     "status": "ok",
     "timestamp": 1663762059191,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "Y20LFAESOUYc",
    "outputId": "cc340706-4f43-4d78-c780-e3395de7e41f"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Count</th>\n",
       "      <th>Response Mean</th>\n",
       "      <th>Response Std</th>\n",
       "      <th>Local AUC</th>\n",
       "      <th>Global AUC</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>17049.0</td>\n",
       "      <td>0.1572</td>\n",
       "      <td>0.3640</td>\n",
       "      <td>0.6681</td>\n",
       "      <td>0.7282</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2515.0</td>\n",
       "      <td>0.3773</td>\n",
       "      <td>0.4848</td>\n",
       "      <td>0.7259</td>\n",
       "      <td>0.7185</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2495.0</td>\n",
       "      <td>0.4016</td>\n",
       "      <td>0.4903</td>\n",
       "      <td>0.6941</td>\n",
       "      <td>0.6493</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1583.0</td>\n",
       "      <td>0.2849</td>\n",
       "      <td>0.4515</td>\n",
       "      <td>0.7001</td>\n",
       "      <td>0.7210</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>117.0</td>\n",
       "      <td>0.5983</td>\n",
       "      <td>0.4924</td>\n",
       "      <td>0.4669</td>\n",
       "      <td>0.5526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>94.0</td>\n",
       "      <td>0.8191</td>\n",
       "      <td>0.3870</td>\n",
       "      <td>0.3816</td>\n",
       "      <td>0.6391</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>33.0</td>\n",
       "      <td>0.7879</td>\n",
       "      <td>0.4151</td>\n",
       "      <td>0.6044</td>\n",
       "      <td>0.6491</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>28.0</td>\n",
       "      <td>0.6429</td>\n",
       "      <td>0.4880</td>\n",
       "      <td>0.4556</td>\n",
       "      <td>0.7204</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>21.0</td>\n",
       "      <td>0.7143</td>\n",
       "      <td>0.4629</td>\n",
       "      <td>0.5111</td>\n",
       "      <td>0.6416</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>19.0</td>\n",
       "      <td>0.6842</td>\n",
       "      <td>0.4776</td>\n",
       "      <td>0.6923</td>\n",
       "      <td>0.7090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11.0</td>\n",
       "      <td>0.7273</td>\n",
       "      <td>0.4671</td>\n",
       "      <td>0.0833</td>\n",
       "      <td>0.6188</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>8.0</td>\n",
       "      <td>0.8750</td>\n",
       "      <td>0.3536</td>\n",
       "      <td>0.2857</td>\n",
       "      <td>0.6866</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.6667</td>\n",
       "      <td>0.5774</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.5547</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3.0</td>\n",
       "      <td>0.6667</td>\n",
       "      <td>0.5774</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.6863</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.0</td>\n",
       "      <td>0.5000</td>\n",
       "      <td>0.7071</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.3136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.7237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.7153</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.7200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.6598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.7059</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Count  Response Mean  Response Std  Local AUC  Global AUC\n",
       "0   17049.0         0.1572        0.3640     0.6681      0.7282\n",
       "1    2515.0         0.3773        0.4848     0.7259      0.7185\n",
       "2    2495.0         0.4016        0.4903     0.6941      0.6493\n",
       "3    1583.0         0.2849        0.4515     0.7001      0.7210\n",
       "4     117.0         0.5983        0.4924     0.4669      0.5526\n",
       "5      94.0         0.8191        0.3870     0.3816      0.6391\n",
       "6      33.0         0.7879        0.4151     0.6044      0.6491\n",
       "7      28.0         0.6429        0.4880     0.4556      0.7204\n",
       "8      21.0         0.7143        0.4629     0.5111      0.6416\n",
       "9      19.0         0.6842        0.4776     0.6923      0.7090\n",
       "10     11.0         0.7273        0.4671     0.0833      0.6188\n",
       "11      8.0         1.0000        0.0000        NaN      0.6869\n",
       "12      8.0         0.8750        0.3536     0.2857      0.6866\n",
       "13      4.0         1.0000        0.0000        NaN      0.6863\n",
       "14      3.0         0.6667        0.5774     1.0000      0.5547\n",
       "15      3.0         0.6667        0.5774     1.0000      0.6863\n",
       "16      2.0         0.5000        0.7071     1.0000      0.3136\n",
       "17      2.0         1.0000        0.0000        NaN      0.7237\n",
       "18      2.0         1.0000        0.0000        NaN      0.7153\n",
       "19      1.0         0.0000           NaN        NaN      0.7200\n",
       "20      1.0         1.0000           NaN        NaN      0.6598\n",
       "21      1.0         1.0000           NaN        NaN      0.7059"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_interpret(model='ReLU-DNN', show='llm_summary', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "3b9a0f63",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "82eb27a2d62945759683e55a20d24fb6",
      "2ee1be5e3bcb49cfbe30586745ece3dd",
      "20cd969df0cf433f8439bd6c1d6f805f"
     ]
    },
    "executionInfo": {
     "elapsed": 685,
     "status": "ok",
     "timestamp": 1663762059867,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "3b9a0f63",
    "outputId": "09f6fe92-335a-4f10-d586-f2a7b65bb6d5"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_interpret(model='ReLU-DNN', show='global_effect_plot', uni_feature='PAY_1', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "2b48ad0f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 453,
     "referenced_widgets": [
      "d6a971f7920d4e1c943f4a26daa7c91a",
      "ca204266878c4615a535b15a2e72dc3b",
      "40963ca704a743c1af12c026e47c2ff3"
     ]
    },
    "executionInfo": {
     "elapsed": 486,
     "status": "ok",
     "timestamp": 1663762169867,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "2b48ad0f",
    "outputId": "33a00b73-b46c-419b-b4a9-6c834822ea1d"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The value of \"bi_features\" should in [\\'PAY_1\\', \\'BILL_AMT1\\', \\'BILL_AMT3\\', \\'PAY_AMT2\\', \\'PAY_AMT1\\', \\'PAY_AMT3\\', \\'PAY_AMT6\\', \\'BILL_AMT4\\', \\'PAY_AMT4\\', \\'BILL_AMT5\\', \\'BILL_AMT2\\', \\'BILL_AMT6\\']'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_interpret(model='ReLU-DNN', show='global_effect_plot', \n",
    "                    bi_features=['PAY_1', 'PAY_2'], figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "03ef0a46",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "c44c96dfa6454c0da04f881e2aa5109a",
      "63a5de15f86d4f8d919c29facc229c1d",
      "33181b18d1b947028e3c446f955830cc"
     ]
    },
    "executionInfo": {
     "elapsed": 479,
     "status": "ok",
     "timestamp": 1663762173373,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "03ef0a46",
    "outputId": "8cfeeb69-a148-4b83-9473-30e32fc578db"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_interpret(model='ReLU-DNN', show='local_fi', sample_id=0, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5673ea4",
   "metadata": {
    "id": "b5673ea4"
   },
   "source": [
    "# Stage 4. Diagnose and Compare"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "4f160365",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 147,
     "referenced_widgets": [
      "868f04a9f63e4ae9b0387b8ca0daa5a2",
      "8e25eb8c6e0d42f3ac3a903802244e6e",
      "d78235254b4849378fcd59b538b37930"
     ]
    },
    "executionInfo": {
     "elapsed": 389,
     "status": "ok",
     "timestamp": 1663762175724,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "4f160365",
    "outputId": "51e0ebe3-6e88-43bc-cc89-6aaf4f89f28d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ACC</th>\n",
       "      <th>AUC</th>\n",
       "      <th>Recall</th>\n",
       "      <th>Precision</th>\n",
       "      <th>F1</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Train</th>\n",
       "      <td>0.8126</td>\n",
       "      <td>0.7428</td>\n",
       "      <td>0.3207</td>\n",
       "      <td>0.6628</td>\n",
       "      <td>0.4322</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Test</th>\n",
       "      <td>0.8233</td>\n",
       "      <td>0.7407</td>\n",
       "      <td>0.3269</td>\n",
       "      <td>0.6939</td>\n",
       "      <td>0.4444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Gap</th>\n",
       "      <td>0.0108</td>\n",
       "      <td>-0.0021</td>\n",
       "      <td>0.0062</td>\n",
       "      <td>0.0311</td>\n",
       "      <td>0.0122</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          ACC      AUC  Recall Precision      F1\n",
       "                                                \n",
       "Train  0.8126   0.7428  0.3207    0.6628  0.4322\n",
       "Test   0.8233   0.7407  0.3269    0.6939  0.4444\n",
       "Gap    0.0108  -0.0021  0.0062    0.0311  0.0122"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='accuracy_table')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "657a190a",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "28aaaad5a02e4a44b9f187c3ea38610a",
      "ba7faded3a6040629b6c960243f86464",
      "ff72b509556643fe94d5429d92bab5df"
     ]
    },
    "executionInfo": {
     "elapsed": 509,
     "status": "ok",
     "timestamp": 1663762177126,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "657a190a",
    "outputId": "61ffd6ad-9c4b-4f4a-c0ed-9882ab4e081f"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='accuracy_residual', target_feature='PAY_1', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "6415329f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 453,
     "referenced_widgets": [
      "05c65dc83642461fa4fd9614f3170ec1",
      "bf0ed5830124416a985d8dee08f8a7c9",
      "17220274f5a64fb98158c3b3597d5dc5"
     ]
    },
    "executionInfo": {
     "elapsed": 620,
     "status": "ok",
     "timestamp": 1663762179144,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "6415329f",
    "outputId": "5371d6f4-24ff-4230-c411-e03a5502a319"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='weakspot', slice_features=['PAY_1'], \n",
    "                   slice_method='tree', threshold=1.2, min_samples=20, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "aadc3a81",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 453,
     "referenced_widgets": [
      "15f6de67e5c7443eab9305d1e096dd62",
      "aeab239307244d21b8af07bf7937a863",
      "f216bcd17d3a4c6bb9cfebbd73182ec0"
     ]
    },
    "executionInfo": {
     "elapsed": 945,
     "status": "ok",
     "timestamp": 1663762190642,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "aadc3a81",
    "outputId": "de24b2c5-17f8-4ceb-99f6-d4672b66cd84"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The value of \"slice_features\" should in [\\'PAY_1\\', \\'BILL_AMT1\\', \\'BILL_AMT3\\', \\'PAY_AMT2\\', \\'PAY_AMT1\\', \\'PAY_AMT3\\', \\'PAY_AMT6\\', \\'BILL_AMT4\\', \\'PAY_AMT4\\', \\'BILL_AMT5\\', \\'BILL_AMT2\\', \\'BILL_AMT6\\']'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='weakspot', slice_features=['PAY_1', 'PAY_2'], \n",
    "                   slice_method='tree', threshold=1.2, min_samples=20, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "1bfab578",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 197,
     "referenced_widgets": [
      "113315ca5b33463aab5ff391017a0cdb",
      "103ef5d1b0d14f3da9bb8f6db3e35d39",
      "827b0d7180504fe08f1f145333266c11"
     ]
    },
    "executionInfo": {
     "elapsed": 470,
     "status": "ok",
     "timestamp": 1663762191536,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "1bfab578",
    "outputId": "d17c3c3e-eea7-4c57-af57-173462d59dbe"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'The value of \"slice_features\" should in [\\'PAY_1\\', \\'BILL_AMT1\\', \\'BILL_AMT3\\', \\'PAY_AMT2\\', \\'PAY_AMT1\\', \\'PAY_AMT3\\', \\'PAY_AMT6\\', \\'BILL_AMT4\\', \\'PAY_AMT4\\', \\'BILL_AMT5\\', \\'BILL_AMT2\\', \\'BILL_AMT6\\']'"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='weakspot', slice_features=['PAY_1', 'PAY_2'], \n",
    "                   slice_method='tree', threshold=1.2, min_samples=20, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "a9129111",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 453,
     "referenced_widgets": [
      "0e0a236f0d1f40d1afc0befe6a455b66",
      "825eadeb2e544b2099f2c7c5459fbd49",
      "7d3961df030f429f90b926a08c4ab9da",
      "098e4e14a5e24f45acbb31e586a34d23",
      "9042bd879a02437fae0d56707d2bb9e3",
      "8a5a54115097499daf718df7b3653a5a",
      "63722bcabb5c4e89b36aa6a182d3df70",
      "02544127193a4a0cb3c1ee0f8095d1c3",
      "584873bb7bdd4219aaabdb891c8b5e8f",
      "b70deceb4ab34308a45908db2cbec456",
      "58252215f72a47a7b35b161b848d77f3",
      "7e679fc4b1fd4dcd959f27eadd3fe7bc",
      "7bbcf9f8c6054295b9ea9ea1b7f04885",
      "60fcd58c1bdf4aadac4f75982042a954",
      "bca77deb902d4ba5aef3502cbb34d15b",
      "6ef77ec9d9864926a0316b6e09472d1b",
      "7727a80975b7420bbc27d31b6124165e",
      "4763d04b0f394057a71356d47b3f5d9b",
      "6ffe4457f6444602badf0bf7d90190d8",
      "7b8b91b73af64afebb9e5eabee4fbe99"
     ]
    },
    "executionInfo": {
     "elapsed": 2704,
     "status": "ok",
     "timestamp": 1663762197810,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "a9129111",
    "outputId": "c85ad28d-25ae-4bc5-e82d-2828d6e49d3c"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='robustness_perf', perturb_size=0.01, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "5576104f",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 885,
     "referenced_widgets": [
      "d17d70669b034adbab4d8f85d961aa45",
      "b9a7f9b12a754211991521253661e8cf",
      "43138b5839d2419682505c5b4fc14cea",
      "0d55e78af88b4d33bc7b1f8395cc5d49",
      "ba68419e98bd42eb8b6426b7da98d34f",
      "7c0d83d077ed4d998fc014b552af5d58",
      "183d2f755d7248b2ac769408051dc726",
      "3b40b4dec6ec46e3a6f8b73e59eace51",
      "b077186cd54a4dfda9294ec18b8c9ab0",
      "75c712be35124db9bca94799e6061b5d",
      "7a3f9f6dd2e142419263e64fb44c9ce2",
      "364580665e9f44c5a3b25635ca887e6f",
      "6013a842402f4a24b0894b4661a2410d",
      "a827cca31b9549d2912f5bdbe3dc61ab",
      "3f160f70b70647208a6f50b4c6c9635b",
      "7476176be02e4d2daf069e3df0e0bf48",
      "8a56ea45dc4a46ccbdb2d5143c70dad4",
      "d36698379bea4c42aebc2fce084921f2",
      "2e34d5b1f9944357a296586e6237b56d",
      "debb0c6face44c9ab78bc0115d120137",
      "2692c5afb3f94376bc196dcc64f58353",
      "78c72e431da44d358dc911c063de7c07",
      "9ec3efd5aac745fda492abf932d60195",
      "e314627056ff48ba88b7f5420ab16ee2",
      "ef05ad9c149342388b6d7b52bbd31cb9",
      "f58d22c9af9046bb9cd092de8e0f7fbb",
      "671e6afbfae14152aa85f54edc07faa1",
      "eb439f8de21749beac7abd5b5e96883d"
     ]
    },
    "executionInfo": {
     "elapsed": 1248,
     "status": "ok",
     "timestamp": 1663762199053,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "5576104f",
    "outputId": "a3f036b6-1334-475e-c8a7-a41744c28170"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='resilience_perf', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8e6b0cdb",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "c223ac8a0bd04ca0b514463bd7c6865b",
      "8f5c8511bfee426690c53baea98f6f43",
      "d5ada766414642ca9e0bf739a24ca32c"
     ]
    },
    "executionInfo": {
     "elapsed": 21,
     "status": "ok",
     "timestamp": 1663762199054,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "8e6b0cdb",
    "outputId": "ecc4bf3e-1722-4321-a1f4-fbf9ef2cb084"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_diagnose(model='ReLU-DNN', show='resilience_shift_density', target_feature='PAY_1', alpha=0.1, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "1f598d38",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "130b81dcdcb24dab9e62d1451049a02e",
      "4c17d77b25d641ab8cd0b6488c66d838",
      "fc4fee1f3e854e4bb7f72d4647c3240a"
     ]
    },
    "executionInfo": {
     "elapsed": 6478,
     "status": "ok",
     "timestamp": 1663762206083,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "1f598d38",
    "outputId": "92f86693-9e71-438e-fcb5-19cec6b6be68"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_compare(models=['ReLU-DNN', 'GAMI-Net', 'EBM'], show='robustness_perf', perturb_size=0.01, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "9a7019c0",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "65eeda75243f487bafd655e355f84f5e",
      "1e2d250b61a6491a991b193147b7d53d",
      "1667bc8a88c94a758fe490a8d318a048"
     ]
    },
    "executionInfo": {
     "elapsed": 5924,
     "status": "ok",
     "timestamp": 1663762212002,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "9a7019c0",
    "outputId": "39e47d28-bb17-40c7-9c3b-4c9038183fe4"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_compare(models=['ReLU-DNN', 'GAMI-Net', 'EBM'], show='robustness_perf_worst', \n",
    "                  perturb_size=0.01, alpha=0.2, figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "89b5a0bc",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "9e4ea4b5b8064865b87df52db241fd13",
      "e0ae4bd122434e8aa87d3cb57b1adbdd",
      "d9f7a4cbfca34efca1d7d35189af6a5e"
     ]
    },
    "executionInfo": {
     "elapsed": 649,
     "status": "ok",
     "timestamp": 1663762212646,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "89b5a0bc",
    "outputId": "b2b91f0c-9ceb-4c65-b9c3-d751940d4068"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "exp.model_compare(models=['ReLU-DNN', 'GAMI-Net', 'EBM'], show='resilience_perf', figsize=(6, 5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "13dc7cb9",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 381,
     "referenced_widgets": [
      "db405b7beb8945b6ac791e8444bf2694",
      "641cd78a9b2b4e539332ce2b4bff92c6",
      "18a562bb0253404a895d82baa094d26b"
     ]
    },
    "executionInfo": {
     "elapsed": 461,
     "status": "ok",
     "timestamp": 1663762213103,
     "user": {
      "displayName": "Che Zhao (simoncos)",
      "userId": "02842405895843968952"
     },
     "user_tz": -480
    },
    "id": "13dc7cb9",
    "outputId": "dc6c0c83-ba93-45ec-933c-f3da81b7a74b",
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
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    }
   ],
   "source": [
    "exp.model_compare(models=['ReLU-DNN', 'GAMI-Net', 'EBM'], show='resilience_distance', figsize=(6, 5))"
   ]
  }
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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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      "layout": "IPY_MODEL_4c17d77b25d641ab8cd0b6488c66d838",
      "placeholder": "​",
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      "value": "\n        <style>\n\n        .left-label {\n            width: 30%;\n        }\n\n        .card-panel {\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            padding: 24px;\n            margin: 0.5rem 0 1rem 0;\n            border-radius: 2px;\n            background-color: #fff;\n        }\n\n        .card {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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      "layout": "IPY_MODEL_aeab239307244d21b8af07bf7937a863",
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      "value": "\n        <style>\n\n        .left-label {\n            width: 30%;\n        }\n\n        .card-panel {\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            padding: 24px;\n            margin: 0.5rem 0 1rem 0;\n            border-radius: 2px;\n            background-color: #fff;\n        }\n\n        .card {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n    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background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: 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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
     }
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     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_3b83f3079ad9449c88465221014a6300",
      "placeholder": "​",
      "style": "IPY_MODEL_85b6beb99fa24a7487b5ed8f908b7cde",
      "value": "<p class='notification info'>Register EBM Done</p>"
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     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
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      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_5b3ec49cd89245bd810563eb5550dbf0",
      "placeholder": "​",
      "style": "IPY_MODEL_b2872863046540018578bd6e4bf604ae",
      "value": "\n        <style>\n\n        .left-label {\n            width: 30%;\n        }\n\n        .card-panel {\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            padding: 24px;\n            margin: 0.5rem 0 1rem 0;\n            border-radius: 2px;\n            background-color: #fff;\n        }\n\n        .card {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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    },
    "2bd15f2974a74ad98a21a85e30c9d5d7": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "VBoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "VBoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "VBoxView",
      "box_style": "",
      "children": [
       "IPY_MODEL_8f2e7f7975c84a61a04896a596832327",
       "IPY_MODEL_5b251bb0ba884bf69b49f030481b3713"
      ],
      "layout": "IPY_MODEL_67d41d5dcbfc4e3c8f431ccb135879c6"
     }
    },
    "2e34d5b1f9944357a296586e6237b56d": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_ef05ad9c149342388b6d7b52bbd31cb9",
      "msg_id": "",
      "outputs": [
       {
        "data": {
         "image/png": 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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 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box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: 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.ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        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}\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
     }
    },
    "4dba9fdff7a148b48aa980686625fa68": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "4e1c5e2f96cb459782eceea92f4f0907": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": "space-around",
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": "100%"
     }
    },
    "4fb53065d60944308e7510f90d6376ce": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_ea3c9713afd6478f98ce6103a067a063",
      "msg_id": "",
      "outputs": [
       {
        "data": {
         "image/png": 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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 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box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: 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background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: 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.ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
     }
    },
    "5b186e43910741ccb2b8edd1fd82b46c": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
      "justify_content": null,
      "justify_items": null,
      "left": null,
      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
      "order": null,
      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
      "right": null,
      "top": null,
      "visibility": null,
      "width": null
     }
    },
    "5b251bb0ba884bf69b49f030481b3713": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_5243e5a4955a49968349f53489bba51e",
      "msg_id": "",
      "outputs": [
       {
        "data": {
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\n",
         "text/plain": "<Figure size 432x432 with 1 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
    },
    "5b3ec49cd89245bd810563eb5550dbf0": {
     "model_module": "@jupyter-widgets/base",
     "model_module_version": "1.2.0",
     "model_name": "LayoutModel",
     "state": {
      "_model_module": "@jupyter-widgets/base",
      "_model_module_version": "1.2.0",
      "_model_name": "LayoutModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "LayoutView",
      "align_content": null,
      "align_items": null,
      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
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12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
     }
    },
    "6ef77ec9d9864926a0316b6e09472d1b": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_7b8b91b73af64afebb9e5eabee4fbe99",
      "msg_id": "",
      "outputs": [
       {
        "data": {
         "image/png": 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         "text/plain": "<Figure size 576x432 with 1 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
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      "align_self": null,
      "border": null,
      "bottom": null,
      "display": null,
      "flex": null,
      "flex_flow": null,
      "grid_area": null,
      "grid_auto_columns": null,
      "grid_auto_flow": null,
      "grid_auto_rows": null,
      "grid_column": null,
      "grid_gap": null,
      "grid_row": null,
      "grid_template_areas": null,
      "grid_template_columns": null,
      "grid_template_rows": null,
      "height": null,
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      "margin": null,
      "max_height": null,
      "max_width": null,
      "min_height": null,
      "min_width": null,
      "object_fit": null,
      "object_position": null,
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      "overflow": null,
      "overflow_x": null,
      "overflow_y": null,
      "padding": null,
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      "top": null,
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     "model_module": "@jupyter-widgets/controls",
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      "_model_module": "@jupyter-widgets/controls",
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      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
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      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_03f49143974747b7b5ea0735f55d454e",
      "placeholder": "​",
      "style": "IPY_MODEL_ceef8c1e1d6f49aca39787827c70836a",
      "value": "\n        <style>\n\n        .left-label {\n            width: 30%;\n        }\n\n        .card-panel {\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            padding: 24px;\n            margin: 0.5rem 0 1rem 0;\n            border-radius: 2px;\n            background-color: #fff;\n        }\n\n        .card {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            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\n",
         "text/plain": "<Figure size 576x432 with 1 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
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\n",
         "text/plain": "<Figure size 432x432 with 1 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
    },
    "7e2e7fcff11f47b5b94de872718ec0ee": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "7e679fc4b1fd4dcd959f27eadd3fe7bc": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_6ffe4457f6444602badf0bf7d90190d8",
      "msg_id": "",
      "outputs": [
       {
        "data": {
         "image/png": 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JUuf4OUDjtMsuu9See+457GZIkqQ+l1xyyU1VNXtTljUAjdOee+7JkiV+XIMkSZNNkus2dVkvgUmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM4xAEmSpM7x2+AlTRknnHACy5YtG1h9K1asAGDOnDkDqW/u3LksXLhwIHVJmlgGIEmddffddw+7CZKGxAAkacoYdO/KggULADj55JMHWq+kyc8xQJIkqXPsAZI2gWNPpPsM8u9h0H8L4N+DNo0BSBoCx55IDf8WNCwGIGkTOPZEus8g/x78W9CwOAZIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1jgFIkiR1ztACUJKDklydZHmSo0aZf2KSy9qfpUlW98zbPcn5Sa5KcmWSPdvyTyS5PMkPk5yVZIdNqGttz7xzJ37PJUnSsA3ly1CTzABOAp4LrAQuTnJuVV05skxVHdGz/FuBJ/RUcTpwXFUtbkPOurb8iKq6vV3nBOBw4D0bqevuqtp/oDsoSZImtWH1AB0ILK+qa6rqXmARcPAGlj8EOBMgyb7AzKpaDFBVd1bVXe3jkfATYBZQG6pLkiR107AC0K7Aip7plW3ZepLsAewFfLUt2htYneTsJJcmOb7tURpZ/pPADcA+wIc2UhfAdkmWJPlukpdu4X5JkqQpYCoMgp4PnFVVa9vpmcDTgSOBJwKPAg4dWbiq3gg8ErgKeNVG6gLYo6rmAa8G3p/k9/obkOSwNiQtWbVq1WD2SpIkDc2wAtD1wJye6d3astHM53cvWa0ELmsvn60BzgEO6F2hDTiLgJdvpC6q6vr29zXAhfzu+KCRZU6pqnlVNW/27Nkb3jNJkjTpDSsAXQzMTbJXkm1pgsl6d2Al2QfYGbiob92dkowkkWcBV6bx6Ha9AC8BfrKhupLsnOT+7eNdgKcCvx2ILUmSpqeh3AVWVWuSHA58BZgBnFZVVyQ5FlhSVSNhaD6wqKqqZ921SY4ELmiDziXAqUCATyd5YPv4cmBBz2bXqwt4DPCxJOtowuB7eu9EkyRpsjrhhBNYtmzZQOpasaIZljtnzpyNLLnp5s6dy8KFCwdW36ANJQABVNV5wHl9ZUf3TR8zxrqLgf1GmfXUDWxvvbqq6jvA4zbe2vE54YQT+NKXvjSw+u666y7WrVu38QWH5H73ux/bb7/9QOp60YteNKn/YCRpOrr77ruH3YStbmgBSJIkbb5BvllcsKC5YHLyyScPrM7JzgA0ARYuXGgvhiRJk9hUuA1ekiRpoOwB0rQ1yAGCg7Z06VLgvm7nyWaQgxc9D5tvsg8ilaYyA5CmrWXLlnHFVT/h4bvtMeymrCcztwHg5jsm38DDG1ZeN9D6li1bxg+vuIodZo/6Ye9DdS/Nh8hfc+PtQ27J+u5cNdZHo0kaBAOQprWH77YHr3/7u4bdjCnl9Pe9e+B17jB7Vw6Y/7aB1zud/WDRB4fdBGlacwyQJEnqHAOQJEnqHAOQJEnqHAOQJEnqHAOQJEnqHO8Ck6Rpzs9i2jJ+HtP0ZACSpGlu2bJlXPrDK5jxoIcNuynrWbsmAPzwupuG3JLRrb3tV8NugiaIAUiSOmDGgx7GA5/6mmE3Y8q5/dtnDLsJmiCOAZIkSZ1jAJIkSZ1jAJIkSZ1jAJIkSZ1jAJIkSZ1jAJIkSZ1jAJIkSZ3j5wBp2lqxYgW33/lrTn/fu4fdlCnlhpXXcdcODxh2M6Rpx0/k3nwT8WncBiBJkraCZcuWseSyH7H2/jsPuynrud+9awH43lUrh9yS9c2459YJqdcApGlrzpw53HzH3bz+7e8adlOmlNPf924esuOsYTdDmpbW3n9nbtvtucNuxpTyoJWLJ6RexwBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOGVoASnJQkquTLE9y1CjzT0xyWfuzNMnqnnm7Jzk/yVVJrkyyZ1v+iSSXJ/lhkrOS7NCWH5pkVU99b+qp6w1JlrU/b5j4PZckScM2lK/CSDIDOAl4LrASuDjJuVV15cgyVXVEz/JvBZ7QU8XpwHFVtbgNOeva8iOq6vZ2nROAw4H3tPM+V1WH97XjwcC7gHlAAZe07ZiYLx6RJEmTwrB6gA4EllfVNVV1L7AIOHgDyx8CnAmQZF9gZlUtBqiqO6vqrvbxSPgJMIsm1GzI84HFVXVLG3oWAwdt/m5JkqSpYFgBaFdgRc/0yrZsPUn2APYCvtoW7Q2sTnJ2kkuTHN/2KI0s/0ngBmAf4EM9Vb2859LYnPG2Q5IkTR9TYRD0fOCsqlrbTs8Eng4cCTwReBRw6MjCVfVG4JHAVcCr2uIvAntW1X40vTyfHk8DkhyWZEmSJatWrdqCXZEkSZPBsALQ9cCcnund2rLRzKe9/NVaCVzWXj5bA5wDHNC7QhuWFgEvb6dvrqp72tkfB/5gPO2oqlOqal5VzZs9e/Ym7J4kSZrMhjIIGrgYmJtkL5rAMR94df9CSfYBdgYu6lt3pySzq2oV8CxgSTvu5/eqann7+CXAT9p6HlFVv2zXfwlN7xDAV4B/TrJzO/084B0D3E8N2Q0rr+P097172M1Yzy2rbgDgwbMfPuSWrO+GldfxkMfsM+xmSNKEGkoAqqo1SQ6nCSAzgNOq6ookxwJLqurcdtH5wKKqqp511yY5ErigDTqXAKcCAT6d5IHt48uBBe1qb0vyEmANcAvtJbOquiXJP9KEKoBjq+qWCdtxbVVz584ddhPGdPMvfwPAQ3acNeSWrO8hj9lnUh87SRqEYfUAUVXnAef1lR3dN33MGOsuBvYbZdZTx1j+HYzRs1NVpwGnbbzFmmoWLlw47CaMacGCJpuffPLJQ26JJHXTVBgELUmSNFAGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DlD+yBESd2wYsUK7rjtDn6w6IPDbsqUcseNK1lxz47DboY0bdkDJEmSOsceIEkTas6cOfzm/rdzwPy3DbspU8oPFn2QOQ994LCbIU1b9gBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOMQBJkqTOmTmsDSc5CPgAMAP4eFW9p2/+icAft5PbAw+tqp3aebsDHwfmAAW8sKquTfIJYB4QYClwaFXdmWQh8CZgDbAK+LOquq6tay3wo3Y7P6+ql0zUPmvqOuGEE1i2bNnA6lu6dCkACxYsGEh9c+fOZeHChQOpS5K6YCgBKMkM4CTgucBK4OIk51bVlSPLVNURPcu/FXhCTxWnA8dV1eIkOwDr2vIjqur2dp0TgMOB9wCXAvOq6q4kC4D3Aq9q17m7qvafiP2UxjJr1qxhN0GSOm1YPUAHAsur6hqAJIuAg4Erx1j+EOBd7bL7AjOrajFAVd05slBP+Akwi6Z3iKr6Wk9d3wVeO8id0fRn74okTS/DGgO0K7CiZ3plW7aeJHsAewFfbYv2BlYnOTvJpUmOb3uURpb/JHADsA/woVGq/HPgyz3T2yVZkuS7SV662XskSZKmjKkwCHo+cFZVrW2nZwJPB44Engg8Cjh0ZOGqeiPwSOAq7rvMBUCS19KMETq+p3iPqpoHvBp4f5Lf629AksPakLRk1apVg9ovSZI0JMMKQNfTDGAesVtbNpr5wJk90yuBy6rqmqpaA5wDHNC7QhuWFgEvHylL8hzgH4CXVNU9Pcte3/6+BriQ3x1rNLLMKVU1r6rmzZ49e1P3UZIkTVLDCkAXA3OT7JVkW5qQc27/Qkn2AXYGLupbd6ckI0nkWcCVaTy6XS/AS4CftNNPAD5GE35u7Kl/5yT3bx/vAjyVscchSZKkaWIog6Crak2Sw4Gv0NwGf1pVXZHkWGBJVY2EofnAoqqqnnXXJjkSuKANOpcAp9Lc+v7pJA9sH18OjNxjfDywA/DvzSq/vd39McDHkqyjCYPv6b0TTZIkTU9D+xygqjoPOK+v7Oi+6WPGWHcxsN8os546xvLPGaP8O8DjNqG5kiRpGpkKg6AlSZIGygAkSZI6xwAkSZI6xwAkSZI6xwAkSZI6xwAkSZI6Z2i3wUuSto4VK1aw5rbbuf3bZwy7KVPOmtt+xYoVdw+7GZoA9gBJkqTOsQdI0oS7c9X1/GDRB4fdjPXctbr5cuPtd5p83/F356rr4aEPHEhdc+bM4dZ1N/HAp75mIPV1ye3fPoM5c3YZdjM0AQxAkibU3Llzh92EMS1dfQMAjxpQ0Biohz5wUh87aaozAEmaUAsXLhx2E8a0YEHzdYEnn3zykFsiaWtzDJAkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeocA5AkSeqcoQWgJAcluTrJ8iRHjTL/xCSXtT9Lk6zumbd7kvOTXJXkyiR7tuWfSHJ5kh8mOSvJDm35/ZN8rt3W90aWb+e9oy2/OsnzJ3q/JUnS8A0lACWZAZwEvADYFzgkyb69y1TVEVW1f1XtD3wIOLtn9unA8VX1GOBA4Ma2/IiqenxV7Qf8HDi8Lf9z4NaqejRwIvAvbTv2BeYDjwUOAj7Stk2SJE1jw+oBOhBYXlXXVNW9wCLg4A0sfwhwJvw2tMysqsUAVXVnVd3VPr69XSbALKDa9Q8GPt0+Pgt4drvMwcCiqrqnqn4GLG/bJkmSprFhBaBdgRU90yvbsvUk2QPYC/hqW7Q3sDrJ2UkuTXJ8b69Nkk8CNwD70PQc/c72qmoNcBvwkPG0Q5IkTR9TYRD0fOCsqlrbTs8Eng4cCTwReBRw6MjCVfVG4JHAVcCrBtGAJIclWZJkyapVqwZRpSRJGqJhBaDrgTk907u1ZaOZT3v5q7USuKy9fLYGOAc4oHeFNiwtAl7ev70kM4EHATdvajuq6pSqmldV82bPnr1JOyhJkiavYQWgi4G5SfZKsi1NyDm3f6Ek+wA7Axf1rbtTkpEk8izgyjQe3a4X4CXAT9plzgXe0D5+BfDVqqq2fH57l9hewFzg+wPcT0mSNAnNHMZGq2pNksOBrwAzgNOq6ookxwJLqmokDM2nGaRcPeuuTXIkcEEbdC4BTgUCfDrJA9vHlwML2tU+AXwmyXLglrZe2m1+HrgSWAO8pedSmyRJmqaGEoAAquo84Ly+sqP7po8ZY93FwH6jzHrqGMv/D/CnY8w7Djhu4y2WJEnTxVQYBC1JkjRQ4wpASR6b5G/HmPe3SR4zmGZJkiRNnPH2AB3N735uTq/r2vmSJEmT2ngD0FOAL4wx7xzgaVvWHEmSpIk33gD0YGCsu6TW0dyyLkmSNKmN9y6wnwF/CHx9lHl/CFy7pQ2SJGk6WrFiBTPuWc2DVi4edlOmlBn33MqKFbXxBcdpvD1ApwIfT/IHvYVJDgBOAT42qIZJkiRNlHH1AFXVB9tPW/5ekhXAL4FH0HyFxEeq6kMbrECSpI6aM2cOv7gz3Lbbc4fdlCnlQSsXM2fObgOvd9wfhFhVb0vyIeDZNGOCbgYuqKrlg26cJEnSRNisT4KuqmXAsgG3RZIkaasYVwBqL3v1j0T6Dc1nAJ1ZVacOqmGSJEkTZbw9QK8dpWwb4FHAEUl2qqrjt7xZkiRJE2e8g6BHu/0dgCQXAv8FGIAkSdKkNrAvQ62qpcBDB1WfJEnSRBlYAEryRGDloOqTJEmaKOMdBP1noxRvA+wJvBE4agBtkiRJmlDjHQT9ulHK1gA/B14P/L8tbpEkSdIEG+8g6D8erTzJfjQB6FPAI7e8WZIkSRNns8cAJZmd5K+T/AC4FJgH/PXAWkSJsMAAABlhSURBVCZJkjRBxjsGaBvgJcChwPOB5cCZNGOAXllVNw64fZIkSQM33h6gX9F84/vVwJOrat+q+kfgnoG3TJIkaYKMdxD0D4GnAU8CliX5WVXdOvhmSdL6TjjhBJYtG9zXEC5duhSABQsWDKS+uXPnsnDhwoHUJWlijasHqKqeCfwecD5wJHBDki8CD6C5HV6SpoxZs2Yxa9asYTdD0hCM+9vgq+o64B+Bf0zyNJq7v9YBlyc5rar+dsBtlCQAe1ckDcwWfRJ0VX2rqg4DHg68FXjcQFolSZI0gQbyVRhV9T9VdWZVvWAQ9UmSJE2kgX0XmCRJ0lRhAJIkSZ1jAJIkSZ0z7rvAJElTz9rbfsXt3z5j2M1Yz9pfNx8lN+MBOw+5JaNbe9uvgF2G3QxNAAOQJE1zc+fOHXYTxrR06S0A7L3HZA0Zu0zq46fNZwCSpGluMn9+0sincJ988slDbom6xjFAkiSpc4YSgJIclOTqJMuTHDXK/BOTXNb+LE2yumfe7knOT3JVkiuT7NmWn9HW+eMkp7XfXE+S/91T14+TrE3y4HbetUl+1M5bsnX2XpIkDdtWD0BJZgAnAS8A9gUOSbJv7zJVdURV7V9V+wMfAs7umX06cHxVPQY4ELixLT8D2Ifm06hnAW9q6zq+p653AF+vqlt66vvjdv68Qe+rJEmanIbRA3QgsLyqrqmqe4FFwMEbWP4Q4EyANijNrKrFAFV1Z1Xd1T4+r1rA94HdNlSXJEnqrmEEoF2BFT3TK9uy9STZA9gL+GpbtDewOsnZSS5Ncnzbo9S7zjbA64D/7ivfHjgI+I+e4gLOT3JJksO2YJ8kSdIUMtkHQc8Hzqqqte30TODpwJHAE4FHAYf2rfMR4BtV9c2+8hcD3+67/PW0qjqA5nLcW5L80WiNSHJYkiVJlqxatWqLdkiSJA3fMALQ9cCcnund2rLRzOd3L1mtBC5rL5+tAc4BDhiZmeRdwGxgtHs+++uiqq5vf98IfIHm8tx6quqUqppXVfNmz569gV2TJElTwTAC0MXA3CR7JdmWJpic279Qkn2AnYGL+tbdKclICnkWcGW7/JuA5wOHVNW6vroeBDwD+M+esgck2XHkMfA84McD2UNJkjSpbfUA1PbcHA58BbgK+HxVXZHk2CQv6Vl0PrCoHdQ8su5amstfFyT5ERDg1Hb2R4GHARe1t7Uf3VPXy4Dzq+rXPWUPA76V5HKaQdNfqqrfGTckSZKmp6F8EnRVnQec11d2dN/0MWOsuxjYb5TyMfelqj4FfKqv7Brg8ZvYZEmSNI1M9kHQkiRJA2cAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnWMAkiRJnTO0AJTkoCRXJ1me5KhR5p+Y5LL2Z2mS1T3zdk9yfpKrklyZZM+2/Iy2zh8nOS3JNm35M5Pc1lPf0ZvaDkmSNP3MHMZGk8wATgKeC6wELk5yblVdObJMVR3Rs/xbgSf0VHE6cFxVLU6yA7CuLT8DeG37+LPAm4CT2+lvVtWfjLcdkiRp+hlWD9CBwPKquqaq7gUWAQdvYPlDgDMBkuwLzKyqxQBVdWdV3dU+Pq9awPeB3QbcDkmSNA0MKwDtCqzomV7Zlq0nyR7AXsBX26K9gdVJzk5yaZLj256c3nW2AV4H/HdP8VOSXJ7ky0keO952SJKk6WMqDIKeD5xVVWvb6ZnA04EjgScCjwIO7VvnI8A3quqb7fQPgD2q6vHAh4BzxtOAJIclWZJkyapVqzZvLyRJ0qQxrAB0PTCnZ3q3tmw082kvf7VWApe1l63W0ISZA0ZmJnkXMBtYOFJWVbdX1Z3t4/OAbZLssqntqKpTqmpeVc2bPXv2pu+lJEmalIYVgC4G5ibZK8m2NCHn3P6FkuwD7Axc1LfuTklGksizgCvb5d8EPB84pKrW9dTz8CRpHx9Is983b2o7JEnS9DKUu8Cqak2Sw4GvADOA06rqiiTHAkuqaiSEzAcWtYOaR9Zdm+RI4II21FwCnNrO/ihwHXBRm3fOrqpjgVcAC5KsAe4G5rd1jtqOid17SZI0bEMJQPDbS1Hn9ZUd3Td9zBjrLgb2G6V81P2pqg8DH97UdkiSpOltKgyCliRJGigDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6hwDkCRJ6pyZw26AJGlqOeGEE1i2bNlA6lq6dCkACxYsGEh9AHPnzmXhwoUDq0/TkwFIkjQ0s2bNGnYT1FEGIEnSuNi7ounAMUCSJKlzDECSJKlzDECSJKlzHAMkSdJWMuOeW3nQysXDbsZ67nfvHQCs23bHIbdkfTPuuRXYbeD1GoAkSdoK5s6dO+wmjGnk4wj23nvwQWPL7TYhx84AJEnSVjCZ754b+Rymk08+ecgt2XocAyRJkjrHACRJkjrHACRJkjrHACRJkjrHACRJkjrHACRJkjrHACRJkjrHACRJkjrHACRJkjpnKAEoyUFJrk6yPMlRo8w/Mcll7c/SJKt75u2e5PwkVyW5MsmebfkZbZ0/TnJakm3a8tck+WGSHyX5TpLH99R1bVt+WZIlE7/nkiRpMtjqX4WRZAZwEvBcYCVwcZJzq+rKkWWq6oie5d8KPKGnitOB46pqcZIdgHVt+RnAa9vHnwXeBJwM/Ax4RlXdmuQFwCnAk3rq++OqummQ+yhJkia3YfQAHQgsr6prqupeYBFw8AaWPwQ4EyDJvsDMqloMUFV3VtVd7ePzqgV8n/arY6vqO1V1a1vXd5mIr5SVJElTyjAC0K7Aip7plW3ZepLsAewFfLUt2htYneTsJJcmOb7tUepdZxvgdcB/j1LlnwNf7pku4PwklyQ5bLP2RpIkTTmT/dvg5wNnVdXadnom8HSaS2I/Bz4HHAp8omedjwDfqKpv9laU5I9pAtDTeoqfVlXXJ3kosDjJT6rqG/2NaMPRYQC77777IPZLkiQN0TB6gK4H5vRM79aWjWY+7eWv1krgsvby2RrgHOCAkZlJ3gXMBhb2VpJkP+DjwMFVdfNIeVVd3/6+EfgCzeW59VTVKVU1r6rmzZ49e5N2UpIkTV7DCEAXA3OT7JVkW5qQc27/Qkn2AXYGLupbd6ckIynkWcCV7fJvAp4PHFJV63rq2R04G3hdVS3tKX9Akh1HHgPPA348sL2UJEmT1la/BFZVa5IcDnwFmAGcVlVXJDkWWFJVI2FoPrCoHdQ8su7aJEcCFyQJcAlwajv7o8B1wEXNLM6uqmOBo4GHAB9py9dU1TzgYcAX2rKZwGerarRxQ5IkaZoZyhigqjoPOK+v7Oi+6WPGWHcxsN8o5aPuS1W9ieaW+P7ya4DHr7+GJEma7vwkaEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEmS1DkGIEm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         "text/plain": "<Figure size 576x432 with 1 Axes>"
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}\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 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background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: 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    }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
     }
    },
    "9e6003f31ec04ebeacc7a06c2fa27ece": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "DescriptionStyleModel",
     "state": {
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "DescriptionStyleModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/base",
      "_view_module_version": "1.2.0",
      "_view_name": "StyleView",
      "description_width": ""
     }
    },
    "9ec3efd5aac745fda492abf932d60195": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_eb439f8de21749beac7abd5b5e96883d",
      "msg_id": "",
      "outputs": [
       {
        "data": {
         "image/png": 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\n",
         "text/plain": "<Figure size 576x432 with 1 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
    },
    "b70deceb4ab34308a45908db2cbec456": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "BoxModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "BoxModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "BoxView",
      "box_style": "",
      "children": [],
      "layout": "IPY_MODEL_4763d04b0f394057a71356d47b3f5d9b"
     }
    },
    "b86905de2db14f92a0ef863f4f04276a": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_eaed0cbbc05d41a88cf426fe3ad0112e",
      "placeholder": "​",
      "style": "IPY_MODEL_65b91a4de1154661bf7c5c9eff3f4a25",
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\n",
         "text/plain": "<Figure size 432x432 with 2 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
    },
    "c06254a8da6245d794dcbcd977e21bce": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_41e0dd33d8524110a226a3fce9ff5e90",
      "placeholder": "​",
      "style": "IPY_MODEL_9e6003f31ec04ebeacc7a06c2fa27ece",
      "value": "Data Shape:(30000, 24)"
     }
    },
    "c223ac8a0bd04ca0b514463bd7c6865b": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_8f5c8511bfee426690c53baea98f6f43",
      "placeholder": "​",
      "style": "IPY_MODEL_d5ada766414642ca9e0bf739a24ca32c",
      "value": "\n        <style>\n\n        .left-label {\n            width: 30%;\n        }\n\n        .card-panel {\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            padding: 24px;\n            margin: 0.5rem 0 1rem 0;\n            border-radius: 2px;\n            background-color: #fff;\n        }\n\n        .card {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n    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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 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box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: 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background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: 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    }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
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background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: 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 padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n        }\n\n        .pth, .ptd {\n            max-width: 150px;\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .ptable {\n            display: table;\n            border-collapse: collapse;\n            border-spacing: 0;\n        }\n\n        .ptable.striped .ptr {\n            border-bottom: none;\n        }\n\n        .ptable.striped > .ptbody > .ptr:nth-child(odd) {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.striped > .ptbody > .ptr > .ptd {\n            border-radius: 0;\n        }\n\n        .ptable.highlight > .ptbody > .ptr {\n            -webkit-transition: background-color .25s ease;\n            transition: background-color .25s ease;\n        }\n\n        .ptable.highlight > .ptbody > .ptr:hover {\n            background-color: rgba(242, 242, 242, 0.5);\n        }\n\n        .ptable.centered .pthead .ptr .pth, .ptable.centered .ptbody .ptr .ptd {\n            text-align: center;\n        }\n\n        .ptr {\n            border-bottom: 1px solid rgba(0, 0, 0, 0.12);\n        }\n\n        .ptr.hightlight {\n            background-color: yellow !important;\n        }\n\n        .ptd, .pth {\n            padding: 0.2rem 0.6rem;\n            display: table-cell;\n            text-align: right;\n            vertical-align: middle;\n            border-radius: 2px;\n            position: relative;\n        }\n\n        .ptr.grey {\n            background-color: grey !important;\n        }\n\n        .ptr.strikeout .ptd:before {\n            content: \" \";\n            position: absolute;\n            top: 50%;\n            left: 0;\n            border-bottom: 1px solid #111;\n            width: 100%;\n        }\n\n        .widget-toggle-button {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            background-color: transparent !important;\n            outline: 0px;\n            border: 0px;\n            border-bottom: 2px solid #E4E4E4 !important;\n            box-shadow: none !important;\n            margin: 0px !important;\n            border-radius: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 14px;\n            line-height: 1.25;\n            letter-spacing: 0.02857em;\n            max-width: 360px;\n            min-width: 90px;\n            position: relative;\n            min-height: 48px;\n            flex-shrink: 0;\n            padding: 12px 16px;\n            overflow: hidden;\n            white-space: normal;\n            text-align: center;\n            flex-direction: column;\n            color: rgba(0, 0, 0, 0.6);\n        }\n\n        .mod-active {\n            color: rgb(25, 118, 210) !important;\n            border-bottom: 2px solid rgb(25, 118, 210) !important;\n        }\n\n        .narrow-tab button {\n            max-width: 15%;\n        }\n\n        .overflow-fix .jupyter-widgets {\n            overflow: auto;\n        }\n\n        .inner-padding {\n            padding-top: 20px;\n        }\n\n        .fix-img img {\n            width: 100%;\n        }\n\n        .flex-reverse-for-update-button {\n            flex-direction: row-reverse;\n            margin-right: 50px;\n        }\n\n        .data-summary-tab {\n            max-height: 400px;\n        }\n\n        .input-width-with-parent .widget-dropdown {\n            width: 100%;\n        }\n\n        .input-width-with-parent .widget-text {\n            width: 100%;\n        }\n\n        .no-margin {\n            margin: 0px;\n        }\n\n        .widget-hprogress label {\n            text-align: left;\n        }\n\n        .widget-dropdown label {\n            margin-right: 10px;\n        }\n\n        .form .widget-dropdown {\n            width: auto;\n        }\n\n        .form .widget-text {\n            width: auto;\n        }\n\n        .form p {\n            margin: 0px;\n        }\n\n        .widget-dropdown {\n            white-space: nowrap;\n            overflow: hidden;\n            -o-text-overflow: ellipsis;\n            -ms-text-overflow: ellipsis;\n            text-overflow: ellipsis;\n        }\n\n        .progress-train label {\n            margin-right: 10px;\n        }\n\n        select {\n            height: 97% !important;\n        }\n\n        .no-overflow {\n            overflow: none;\n        }\n\n        .split-btn button {\n            margin-bottom: 2px;\n        }\n\n        .register-btn {\n            width: 50%\n        }\n\n        .register-btn-colab {\n            width: 40%\n        }\n\n        .fix-config-from-overflow .jp-OutputArea-child {\n            display: inherit;\n        }\n        \n        .checkbox-center input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        input[type=\"checkbox\"] {\n            vertical-align: middle;\n        }\n\n        </style>\n        "
     }
    },
    "debb0c6face44c9ab78bc0115d120137": {
     "model_module": "@jupyter-widgets/output",
     "model_module_version": "1.0.0",
     "model_name": "OutputModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/output",
      "_model_module_version": "1.0.0",
      "_model_name": "OutputModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/output",
      "_view_module_version": "1.0.0",
      "_view_name": "OutputView",
      "layout": "IPY_MODEL_f58d22c9af9046bb9cd092de8e0f7fbb",
      "msg_id": "",
      "outputs": [
       {
        "data": {
         "image/png": 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\n",
         "text/plain": "<Figure size 576x432 with 1 Axes>"
        },
        "metadata": {
         "needs_background": "light"
        },
        "output_type": "display_data"
       }
      ]
     }
    },
    "e026de67937a41d48ff47ee00da43653": {
     "model_module": "@jupyter-widgets/controls",
     "model_module_version": "1.5.0",
     "model_name": "HTMLModel",
     "state": {
      "_dom_classes": [],
      "_model_module": "@jupyter-widgets/controls",
      "_model_module_version": "1.5.0",
      "_model_name": "HTMLModel",
      "_view_count": null,
      "_view_module": "@jupyter-widgets/controls",
      "_view_module_version": "1.5.0",
      "_view_name": "HTMLView",
      "description": "",
      "description_tooltip": null,
      "layout": "IPY_MODEL_621144b5d60b4fad8722f0b0e7938f48",
      "placeholder": "​",
      "style": "IPY_MODEL_f7612194f3fe4beea79afa0b549a9eef",
      "value": "\n        <style>\n\n        .left-label {\n            width: 30%;\n        }\n\n        .card-panel {\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            padding: 24px;\n            margin: 0.5rem 0 1rem 0;\n            border-radius: 2px;\n            background-color: #fff;\n        }\n\n        .card {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card .card-title {\n            font-size: 24px;\n            font-weight: 300;\n        }\n\n        @media only screen and (min-width: 800px) {\n            /* For notebook: */\n            .card {width: 99% !important;}\n        }\n\n        @media only screen and (min-width: 1400px) {\n            /* For colab: */\n            .card {width: 99% !important;}\n        }\n\n        .blue-grey.darken-1 {\n            background-color: #546e7a !important;\n        }\n\n        .small-card {\n            position: relative;\n            margin: 0.5rem 0 1rem 0;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 0px 5px 0px 5px;\n            color: white;\n        }\n\n        .inner-card {\n            position: relative;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 20px;\n            color: white;\n            margin: 0px 1px 1px 1px;\n        }\n\n        .card-with-tab {\n            position: relative;\n            margin: 0.5rem 0.1rem 1rem 0.2rem;\n            background-color: #fff;\n            -webkit-transition: -webkit-box-shadow .25s;\n            transition: -webkit-box-shadow .25s;\n            transition: box-shadow .25s;\n            transition: box-shadow .25s, -webkit-box-shadow .25s;\n            border-radius: 2px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            padding: 24px;\n            color: white;\n        }\n\n        .card-with-tab button {\n            width: auto;\n            padding: 12px 40px;\n        }\n\n        .list {\n            padding: 0px 10px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            margin: 0px 1px 60px 1px;\n        }\n\n        .list-item {\n            padding: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .divider {\n            margin: 10px 0px;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .hr {\n            margin: 0;\n            -webkit-flex-shrink: 0;\n            -ms-flex-negative: 0;\n            flex-shrink: 0;\n            border-width: 0;\n            border-style: solid;\n            border-color: rgba(0, 0, 0, 0.08);\n            border-bottom-width: thin;\n        }\n\n        .notification {\n            transition: box-shadow 300ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            border-radius: 4px;\n            box-shadow: 0 2px 2px 0 rgb(0 0 0 / 14%), 0 3px 1px -2px rgb(0 0 0 / 12%), 0 1px 5px 0 rgb(0 0 0 / 20%);\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 500;\n            font-size: 12px;\n            line-height: 1.43;\n            letter-spacing: 0.01071em;\n            background-color: rgb(2, 136, 209);\n            display: flex;\n            padding: 6px 16px;\n            color: rgb(255, 255, 255);\n            margin-top: 10px;\n        }\n\n        .success {\n            background-color: #EDF7ED;\n            color: #1E4620;\n        }\n\n        .error {\n            background-color: #FDEDED;\n            color: #5F2120;\n        }\n\n        .info {\n            background-color: #E5F6FD;\n            color: #528298;\n        }\n\n        .warn {\n            background-color: #FFF4E5;\n            color: #663C00;\n        }\n\n        .margin-top-20 {\n            margin-top: 20px;\n        }\n\n        .hide {\n            display: none;\n        }\n\n        .pbtn {\n            display: inline-flex;\n            -webkit-box-align: center;\n            align-items: center;\n            -webkit-box-pack: center;\n            justify-content: center;\n            position: relative;\n            box-sizing: border-box;\n            -webkit-tap-highlight-color: transparent;\n            outline: 0px;\n            border: 0px;\n            margin: 0px;\n            cursor: pointer;\n            user-select: none;\n            vertical-align: middle;\n            appearance: none;\n            text-decoration: none;\n            font-family: Roboto, Helvetica, Arial, sans-serif;\n            font-weight: 550;\n            font-size: 12px;\n            line-height: 1.75;\n            letter-spacing: 0.02857em;\n            text-transform: uppercase;\n            min-width: 64px;\n            padding: 6px 16px;\n            border-radius: 4px;\n            transition: background-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, box-shadow 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, border-color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms, color 250ms cubic-bezier(0.4, 0, 0.2, 1) 0ms;\n            color: rgb(255, 255, 255);\n            background-color: #D71E28;\n            box-shadow: rgb(0 0 0 / 20%) 0px 3px 1px -2px, rgb(0 0 0 / 14%) 0px 2px 2px 0px, rgb(0 0 0 / 12%) 0px 1px 5px 0px;\n        }\n\n        .output_subarea {\n            padding: 0px !important;\n        }\n\n        .ptable, .pth, .ptd {\n            border: none;\n    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