Loan_decision.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyPoeanaTg9MVnNZjDeY+sNK",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU",
    "gpuClass": "standard"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Jakhongir0103/ML-DL_projects/blob/main/Loan_decision.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## Loan decision"
      ],
      "metadata": {
        "id": "XSzY5SftqQuY"
      }
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "id": "ZPHYMTOqkaQB"
      },
      "outputs": [],
      "source": [
        "from fastai.tabular.all import *"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##### we use the dataset given in [this](https://www.kaggle.com/datasets/yasserh/loan-default-dataset) link"
      ],
      "metadata": {
        "id": "se6V8DhCBXdN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# dataset\n",
        "path = Path('.')\n",
        "path.ls()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yHSVP2T108tk",
        "outputId": "dbe62ee1-e49b-469e-dc7f-7c5e063fb330"
      },
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(#3) [Path('.config'),Path('Loan_Default.csv'),Path('sample_data')]"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# data loaders\n",
        "dls = TabularDataLoaders.from_csv(path/'Loan_Default.csv', path=path, bs=64, y_names='Status',\n",
        "                         cat_names=['loan_limit', 'Gender', 'approv_in_adv', 'loan_type', 'loan_purpose', 'Credit_Worthiness', 'open_credit', 'business_or_commercial', 'interest_only', 'lump_sum_payment', 'co-applicant_credit_type', 'submission_of_application', 'Region'],\n",
        "                         cont_names=['loan_amount', 'rate_of_interest', 'Interest_rate_spread', 'Upfront_charges', 'term', 'property_value', 'income', 'Credit_Score',  'LTV', 'dtir1'],\n",
        "                         procs=[Categorify, FillMissing, Normalize])\n",
        "\n",
        "# train\n",
        "learn = tabular_learner(dls, metrics=accuracy)\n",
        "learn.fit_one_cycle(3)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 143
        },
        "id": "C_iw7AxlkkHw",
        "outputId": "2dc3ad01-95b4-41b9-8ece-09560ac6d887"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
              "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: left;\">\n",
              "      <th>epoch</th>\n",
              "      <th>train_loss</th>\n",
              "      <th>valid_loss</th>\n",
              "      <th>accuracy</th>\n",
              "      <th>time</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <td>0</td>\n",
              "      <td>0.003418</td>\n",
              "      <td>0.001031</td>\n",
              "      <td>0.754221</td>\n",
              "      <td>00:32</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>1</td>\n",
              "      <td>0.004764</td>\n",
              "      <td>0.000518</td>\n",
              "      <td>0.754221</td>\n",
              "      <td>00:26</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <td>2</td>\n",
              "      <td>0.002653</td>\n",
              "      <td>0.000501</td>\n",
              "      <td>0.754221</td>\n",
              "      <td>00:26</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "learn.show_results(max_n=64)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "z0TlOr01B4zg",
        "outputId": "a6b13605-07a1-41e6-9c5d-40b68dfd0eb6"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "\n",
              "<style>\n",
              "    /* Turns off some styling */\n",
              "    progress {\n",
              "        /* gets rid of default border in Firefox and Opera. */\n",
              "        border: none;\n",
              "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
              "        background-size: auto;\n",
              "    }\n",
              "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
              "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
              "    }\n",
              "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
              "        background: #F44336;\n",
              "    }\n",
              "</style>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": []
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ],
            "text/html": [
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>loan_limit</th>\n",
              "      <th>Gender</th>\n",
              "      <th>approv_in_adv</th>\n",
              "      <th>loan_type</th>\n",
              "      <th>loan_purpose</th>\n",
              "      <th>Credit_Worthiness</th>\n",
              "      <th>open_credit</th>\n",
              "      <th>business_or_commercial</th>\n",
              "      <th>interest_only</th>\n",
              "      <th>lump_sum_payment</th>\n",
              "      <th>co-applicant_credit_type</th>\n",
              "      <th>submission_of_application</th>\n",
              "      <th>Region</th>\n",
              "      <th>rate_of_interest_na</th>\n",
              "      <th>Interest_rate_spread_na</th>\n",
              "      <th>Upfront_charges_na</th>\n",
              "      <th>term_na</th>\n",
              "      <th>property_value_na</th>\n",
              "      <th>income_na</th>\n",
              "      <th>LTV_na</th>\n",
              "      <th>dtir1_na</th>\n",
              "      <th>loan_amount</th>\n",
              "      <th>rate_of_interest</th>\n",
              "      <th>Interest_rate_spread</th>\n",
              "      <th>Upfront_charges</th>\n",
              "      <th>term</th>\n",
              "      <th>property_value</th>\n",
              "      <th>income</th>\n",
              "      <th>Credit_Score</th>\n",
              "      <th>LTV</th>\n",
              "      <th>dtir1</th>\n",
              "      <th>Status</th>\n",
              "      <th>Status_pred</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.953304</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>-2.659220</td>\n",
              "      <td>-0.792627</td>\n",
              "      <td>-0.537702</td>\n",
              "      <td>-1.480631</td>\n",
              "      <td>-0.032690</td>\n",
              "      <td>0.936918</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.987864</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.088105</td>\n",
              "      <td>1.963901</td>\n",
              "      <td>1.419588</td>\n",
              "      <td>-0.341289</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.296542</td>\n",
              "      <td>0.157607</td>\n",
              "      <td>0.003321</td>\n",
              "      <td>0.471182</td>\n",
              "      <td>0.005943</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.006878</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-1.172548</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>-0.602978</td>\n",
              "      <td>-0.938534</td>\n",
              "      <td>-0.195086</td>\n",
              "      <td>-0.678262</td>\n",
              "      <td>-0.102991</td>\n",
              "      <td>0.109384</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.993823</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.021517</td>\n",
              "      <td>1.963901</td>\n",
              "      <td>1.955715</td>\n",
              "      <td>-0.433128</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.296542</td>\n",
              "      <td>-0.507471</td>\n",
              "      <td>-0.065700</td>\n",
              "      <td>0.322894</td>\n",
              "      <td>0.626593</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009519</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.405194</td>\n",
              "      <td>-0.322533</td>\n",
              "      <td>-0.365634</td>\n",
              "      <td>0.815441</td>\n",
              "      <td>-0.602978</td>\n",
              "      <td>-0.413268</td>\n",
              "      <td>-0.598163</td>\n",
              "      <td>-1.213175</td>\n",
              "      <td>0.022484</td>\n",
              "      <td>0.730035</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.019209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.403569</td>\n",
              "      <td>-0.066206</td>\n",
              "      <td>-0.687489</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.753990</td>\n",
              "      <td>1.326532</td>\n",
              "      <td>0.805690</td>\n",
              "      <td>0.157756</td>\n",
              "      <td>-1.959450</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.074703</td>\n",
              "      <td>0.702774</td>\n",
              "      <td>1.023096</td>\n",
              "      <td>0.649855</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.637264</td>\n",
              "      <td>0.842839</td>\n",
              "      <td>-0.160604</td>\n",
              "      <td>0.041399</td>\n",
              "      <td>-1.649125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.017111</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.131139</td>\n",
              "      <td>-0.835187</td>\n",
              "      <td>-0.672472</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.442449</td>\n",
              "      <td>-0.436932</td>\n",
              "      <td>0.339798</td>\n",
              "      <td>0.510776</td>\n",
              "      <td>0.936918</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.011868</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.131139</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>1.521793</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.442449</td>\n",
              "      <td>-0.567933</td>\n",
              "      <td>-1.066505</td>\n",
              "      <td>0.510776</td>\n",
              "      <td>0.936918</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.004875</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.745837</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>-2.659220</td>\n",
              "      <td>0.199542</td>\n",
              "      <td>0.359146</td>\n",
              "      <td>1.349230</td>\n",
              "      <td>0.307149</td>\n",
              "      <td>-0.097499</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.988321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>10</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.008115</td>\n",
              "      <td>-1.091513</td>\n",
              "      <td>1.485932</td>\n",
              "      <td>0.570177</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.967715</td>\n",
              "      <td>-0.688856</td>\n",
              "      <td>-1.273568</td>\n",
              "      <td>0.569493</td>\n",
              "      <td>0.626593</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>11</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.033294</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.491357</td>\n",
              "      <td>0.903301</td>\n",
              "      <td>-1.126898</td>\n",
              "      <td>-0.626721</td>\n",
              "      <td>1.040360</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.989751</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>12</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.295572</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.280687</td>\n",
              "      <td>-0.653176</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.296542</td>\n",
              "      <td>0.137453</td>\n",
              "      <td>-0.143349</td>\n",
              "      <td>-0.047825</td>\n",
              "      <td>-1.649125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005735</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>13</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.062926</td>\n",
              "      <td>0.702774</td>\n",
              "      <td>1.638790</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>-2.659220</td>\n",
              "      <td>-0.763445</td>\n",
              "      <td>-0.235394</td>\n",
              "      <td>1.331975</td>\n",
              "      <td>-0.375619</td>\n",
              "      <td>0.730035</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.007012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>14</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.350383</td>\n",
              "      <td>2.753388</td>\n",
              "      <td>1.183800</td>\n",
              "      <td>-0.082769</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.442449</td>\n",
              "      <td>-0.497394</td>\n",
              "      <td>1.262954</td>\n",
              "      <td>0.170329</td>\n",
              "      <td>0.005943</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005126</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>15</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.514816</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.267361</td>\n",
              "      <td>-0.779548</td>\n",
              "      <td>0.693531</td>\n",
              "      <td>-0.388458</td>\n",
              "      <td>-0.097499</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.990601</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>16</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.307349</td>\n",
              "      <td>-0.578860</td>\n",
              "      <td>-0.578785</td>\n",
              "      <td>0.717683</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.491357</td>\n",
              "      <td>0.036684</td>\n",
              "      <td>-1.722205</td>\n",
              "      <td>-0.408121</td>\n",
              "      <td>0.833476</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005558</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>17</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.679249</td>\n",
              "      <td>0.190120</td>\n",
              "      <td>0.376472</td>\n",
              "      <td>0.697503</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.413268</td>\n",
              "      <td>-0.567933</td>\n",
              "      <td>1.556293</td>\n",
              "      <td>-0.390847</td>\n",
              "      <td>-0.200941</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009837</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>18</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.569627</td>\n",
              "      <td>0.446447</td>\n",
              "      <td>2.170659</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.763445</td>\n",
              "      <td>-0.346240</td>\n",
              "      <td>-1.411610</td>\n",
              "      <td>0.759952</td>\n",
              "      <td>0.626593</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.007763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>19</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.172548</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.588356</td>\n",
              "      <td>-0.618317</td>\n",
              "      <td>0.728041</td>\n",
              "      <td>-0.934204</td>\n",
              "      <td>0.005943</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.993576</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>20</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.458379</td>\n",
              "      <td>-0.322533</td>\n",
              "      <td>-0.631456</td>\n",
              "      <td>-0.766680</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>1.074986</td>\n",
              "      <td>0.752147</td>\n",
              "      <td>-0.048445</td>\n",
              "      <td>-0.097902</td>\n",
              "      <td>1.040360</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.005129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>21</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.842056</td>\n",
              "      <td>-0.066206</td>\n",
              "      <td>-0.418753</td>\n",
              "      <td>2.064211</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>1.074986</td>\n",
              "      <td>1.951303</td>\n",
              "      <td>-0.117466</td>\n",
              "      <td>0.136800</td>\n",
              "      <td>-1.856008</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010960</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>22</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.008115</td>\n",
              "      <td>-0.835187</td>\n",
              "      <td>0.875616</td>\n",
              "      <td>0.490112</td>\n",
              "      <td>-1.631099</td>\n",
              "      <td>-0.705082</td>\n",
              "      <td>-0.305932</td>\n",
              "      <td>-0.091583</td>\n",
              "      <td>-0.398513</td>\n",
              "      <td>-2.373217</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.011400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>23</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.295572</td>\n",
              "      <td>1.471754</td>\n",
              "      <td>0.251629</td>\n",
              "      <td>0.733378</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.413268</td>\n",
              "      <td>-0.225317</td>\n",
              "      <td>-1.040622</td>\n",
              "      <td>0.187816</td>\n",
              "      <td>0.212826</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010048</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>24</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.800648</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.099588</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.724808</td>\n",
              "      <td>0.681608</td>\n",
              "      <td>-1.661811</td>\n",
              "      <td>-0.240468</td>\n",
              "      <td>-0.097499</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.008841</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.843682</td>\n",
              "      <td>-0.322533</td>\n",
              "      <td>0.314387</td>\n",
              "      <td>0.629342</td>\n",
              "      <td>-0.191729</td>\n",
              "      <td>-0.471631</td>\n",
              "      <td>-0.537702</td>\n",
              "      <td>-0.514337</td>\n",
              "      <td>-0.549878</td>\n",
              "      <td>1.040360</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.011261</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>26</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.293947</td>\n",
              "      <td>0.190120</td>\n",
              "      <td>-0.335152</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>2.358969</td>\n",
              "      <td>1.064532</td>\n",
              "      <td>0.098224</td>\n",
              "      <td>-0.842358</td>\n",
              "      <td>-1.338800</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.007886</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>27</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-0.295572</td>\n",
              "      <td>-0.835187</td>\n",
              "      <td>0.191337</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.384086</td>\n",
              "      <td>-0.195086</td>\n",
              "      <td>0.037831</td>\n",
              "      <td>0.123969</td>\n",
              "      <td>0.109384</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>28</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.062926</td>\n",
              "      <td>-1.091513</td>\n",
              "      <td>0.757498</td>\n",
              "      <td>0.152679</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.938534</td>\n",
              "      <td>-0.195086</td>\n",
              "      <td>0.262149</td>\n",
              "      <td>0.239482</td>\n",
              "      <td>0.833476</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009217</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>29</th>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.403569</td>\n",
              "      <td>0.702774</td>\n",
              "      <td>-0.330221</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.491357</td>\n",
              "      <td>0.359146</td>\n",
              "      <td>-1.264940</td>\n",
              "      <td>0.466280</td>\n",
              "      <td>-0.407824</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.007178</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>30</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.088105</td>\n",
              "      <td>-0.835187</td>\n",
              "      <td>-1.251409</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>1.950429</td>\n",
              "      <td>-0.023778</td>\n",
              "      <td>1.651197</td>\n",
              "      <td>-1.237103</td>\n",
              "      <td>-0.511266</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>31</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.679249</td>\n",
              "      <td>-0.322533</td>\n",
              "      <td>-0.517372</td>\n",
              "      <td>-1.079223</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.053635</td>\n",
              "      <td>-0.527625</td>\n",
              "      <td>-0.048445</td>\n",
              "      <td>-0.928502</td>\n",
              "      <td>-0.304382</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009401</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>32</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.295572</td>\n",
              "      <td>0.959100</td>\n",
              "      <td>-0.711023</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.588356</td>\n",
              "      <td>-0.336163</td>\n",
              "      <td>-1.480631</td>\n",
              "      <td>0.664007</td>\n",
              "      <td>-0.718149</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010697</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>33</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.734060</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.821808</td>\n",
              "      <td>-0.749318</td>\n",
              "      <td>-0.514337</td>\n",
              "      <td>0.619826</td>\n",
              "      <td>1.971335</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.989957</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>34</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.405194</td>\n",
              "      <td>-1.091513</td>\n",
              "      <td>-0.509752</td>\n",
              "      <td>1.279297</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.675901</td>\n",
              "      <td>-0.104393</td>\n",
              "      <td>0.771179</td>\n",
              "      <td>0.762153</td>\n",
              "      <td>-1.649125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010902</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>35</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.569627</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.289653</td>\n",
              "      <td>1.508194</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.500812</td>\n",
              "      <td>-0.245471</td>\n",
              "      <td>0.960987</td>\n",
              "      <td>-0.048874</td>\n",
              "      <td>-0.614708</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.015122</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>36</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.282170</td>\n",
              "      <td>1.963901</td>\n",
              "      <td>3.280567</td>\n",
              "      <td>-0.656207</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-1.142804</td>\n",
              "      <td>-0.749318</td>\n",
              "      <td>-0.134721</td>\n",
              "      <td>0.734846</td>\n",
              "      <td>-0.200941</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.016463</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>37</th>\n",
              "      <td>0.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.403569</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.227792</td>\n",
              "      <td>3.307382</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.724808</td>\n",
              "      <td>0.127376</td>\n",
              "      <td>-0.566103</td>\n",
              "      <td>0.188320</td>\n",
              "      <td>0.730035</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.008556</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>38</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.855459</td>\n",
              "      <td>1.963901</td>\n",
              "      <td>-0.364065</td>\n",
              "      <td>-1.089203</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>2.679965</td>\n",
              "      <td>-0.648548</td>\n",
              "      <td>0.296660</td>\n",
              "      <td>-1.103900</td>\n",
              "      <td>-0.821591</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.007129</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>39</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.953304</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>0.472177</td>\n",
              "      <td>0.862616</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.675901</td>\n",
              "      <td>-0.578010</td>\n",
              "      <td>-0.661007</td>\n",
              "      <td>-0.352878</td>\n",
              "      <td>-0.821591</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009789</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>40</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.679249</td>\n",
              "      <td>0.702774</td>\n",
              "      <td>1.433933</td>\n",
              "      <td>-0.886343</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.821808</td>\n",
              "      <td>-0.648548</td>\n",
              "      <td>0.115480</td>\n",
              "      <td>0.758133</td>\n",
              "      <td>1.350685</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.006798</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>41</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.131139</td>\n",
              "      <td>0.702774</td>\n",
              "      <td>0.061116</td>\n",
              "      <td>1.639212</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.296542</td>\n",
              "      <td>-0.608240</td>\n",
              "      <td>-1.480631</td>\n",
              "      <td>0.174607</td>\n",
              "      <td>0.316268</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.011085</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>42</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.142916</td>\n",
              "      <td>-0.835187</td>\n",
              "      <td>0.443039</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.238179</td>\n",
              "      <td>-0.195086</td>\n",
              "      <td>-0.453944</td>\n",
              "      <td>0.415756</td>\n",
              "      <td>0.109384</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.006449</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>43</th>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>0.526593</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.208998</td>\n",
              "      <td>0.943609</td>\n",
              "      <td>-1.411610</td>\n",
              "      <td>0.063209</td>\n",
              "      <td>0.109384</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.989887</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>44</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.501414</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-1.259530</td>\n",
              "      <td>0.419608</td>\n",
              "      <td>0.434702</td>\n",
              "      <td>0.704479</td>\n",
              "      <td>-1.856008</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.989505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>45</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.855459</td>\n",
              "      <td>1.215427</td>\n",
              "      <td>1.036992</td>\n",
              "      <td>0.206961</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.082817</td>\n",
              "      <td>0.580839</td>\n",
              "      <td>-0.428061</td>\n",
              "      <td>0.603939</td>\n",
              "      <td>-0.097499</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.016482</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>46</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.677623</td>\n",
              "      <td>-0.701897</td>\n",
              "      <td>-1.024810</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>3.292775</td>\n",
              "      <td>0.933532</td>\n",
              "      <td>-1.195919</td>\n",
              "      <td>-0.966214</td>\n",
              "      <td>-0.718149</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.011499</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>47</th>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-1.282170</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>0.195596</td>\n",
              "      <td>-0.098913</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-1.026078</td>\n",
              "      <td>-0.769472</td>\n",
              "      <td>0.805690</td>\n",
              "      <td>-0.086240</td>\n",
              "      <td>1.143801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.014270</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>48</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-0.898493</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.208998</td>\n",
              "      <td>-1.152395</td>\n",
              "      <td>0.227639</td>\n",
              "      <td>0.063209</td>\n",
              "      <td>0.109384</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.992103</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>49</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.131139</td>\n",
              "      <td>1.082137</td>\n",
              "      <td>-0.494286</td>\n",
              "      <td>-0.030895</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.121453</td>\n",
              "      <td>0.167684</td>\n",
              "      <td>1.159422</td>\n",
              "      <td>-0.129747</td>\n",
              "      <td>-1.649125</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.006408</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.185950</td>\n",
              "      <td>0.702774</td>\n",
              "      <td>0.827428</td>\n",
              "      <td>1.232451</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.354905</td>\n",
              "      <td>0.429685</td>\n",
              "      <td>-0.238253</td>\n",
              "      <td>0.219939</td>\n",
              "      <td>0.626593</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.014489</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>51</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.076328</td>\n",
              "      <td>-0.322533</td>\n",
              "      <td>-0.235861</td>\n",
              "      <td>-0.605197</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.092272</td>\n",
              "      <td>0.167684</td>\n",
              "      <td>0.891966</td>\n",
              "      <td>-0.109908</td>\n",
              "      <td>0.316268</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.008933</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>52</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.240761</td>\n",
              "      <td>1.215427</td>\n",
              "      <td>-0.386702</td>\n",
              "      <td>0.175079</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.529994</td>\n",
              "      <td>-0.285778</td>\n",
              "      <td>-0.730028</td>\n",
              "      <td>0.578064</td>\n",
              "      <td>1.143801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009029</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>53</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>-0.788871</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.208998</td>\n",
              "      <td>-0.366394</td>\n",
              "      <td>-1.023367</td>\n",
              "      <td>0.063209</td>\n",
              "      <td>0.109384</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.989267</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>54</th>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.855459</td>\n",
              "      <td>0.446447</td>\n",
              "      <td>-0.507062</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.753990</td>\n",
              "      <td>1.336609</td>\n",
              "      <td>-0.842187</td>\n",
              "      <td>-0.226841</td>\n",
              "      <td>-0.511266</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.011376</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>55</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.197727</td>\n",
              "      <td>-0.066206</td>\n",
              "      <td>-1.261271</td>\n",
              "      <td>-0.226304</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.111998</td>\n",
              "      <td>-0.426856</td>\n",
              "      <td>-0.117466</td>\n",
              "      <td>-0.101045</td>\n",
              "      <td>1.040360</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.009609</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>56</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.293947</td>\n",
              "      <td>-0.322533</td>\n",
              "      <td>-0.070899</td>\n",
              "      <td>3.693841</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.462175</td>\n",
              "      <td>0.207992</td>\n",
              "      <td>-0.160604</td>\n",
              "      <td>0.417061</td>\n",
              "      <td>1.350685</td>\n",
              "      <td>0.0</td>\n",
              "      <td>-0.002506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>57</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.734060</td>\n",
              "      <td>-1.347840</td>\n",
              "      <td>0.694293</td>\n",
              "      <td>1.014527</td>\n",
              "      <td>-2.659220</td>\n",
              "      <td>-0.063091</td>\n",
              "      <td>-0.426856</td>\n",
              "      <td>-0.393550</td>\n",
              "      <td>-0.890023</td>\n",
              "      <td>-0.097499</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010035</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>58</th>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.321953</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>11.521941</td>\n",
              "      <td>1.921072</td>\n",
              "      <td>0.331170</td>\n",
              "      <td>-1.490848</td>\n",
              "      <td>0.833476</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.993928</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.569627</td>\n",
              "      <td>-1.091513</td>\n",
              "      <td>1.367141</td>\n",
              "      <td>1.044092</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.734264</td>\n",
              "      <td>-0.205163</td>\n",
              "      <td>0.779807</td>\n",
              "      <td>0.639875</td>\n",
              "      <td>-0.614708</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.002128</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>60</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.965081</td>\n",
              "      <td>1.471754</td>\n",
              "      <td>0.088684</td>\n",
              "      <td>-1.096227</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>0.403812</td>\n",
              "      <td>0.812608</td>\n",
              "      <td>1.142167</td>\n",
              "      <td>0.222304</td>\n",
              "      <td>0.316268</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.008000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.021517</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.063091</td>\n",
              "      <td>0.651377</td>\n",
              "      <td>-0.591986</td>\n",
              "      <td>-0.090917</td>\n",
              "      <td>-0.097499</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.988783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.679249</td>\n",
              "      <td>0.938594</td>\n",
              "      <td>0.333214</td>\n",
              "      <td>0.056747</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.821808</td>\n",
              "      <td>-0.537702</td>\n",
              "      <td>0.020576</td>\n",
              "      <td>0.758133</td>\n",
              "      <td>1.143801</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.006775</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>1.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>3.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>4.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>2.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>1.0</td>\n",
              "      <td>-0.295572</td>\n",
              "      <td>-0.086713</td>\n",
              "      <td>-0.087709</td>\n",
              "      <td>-0.163487</td>\n",
              "      <td>0.425143</td>\n",
              "      <td>-0.442449</td>\n",
              "      <td>0.419608</td>\n",
              "      <td>1.409624</td>\n",
              "      <td>0.255441</td>\n",
              "      <td>0.419710</td>\n",
              "      <td>1.0</td>\n",
              "      <td>0.989734</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}