EMNIST_OCR.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/AhmedHatemS/EMNIST-EnglishLetters-OCR-DT-RF/blob/main/EMNIST_OCR.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "L01tuFLJXALZ"
      },
      "source": [
        "First: extract data and divide it:\n",
        "----"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3f9O5Vn0XALa"
      },
      "outputs": [],
      "source": [
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LCvMnAd5rB3H",
        "outputId": "a3730c06-62e8-4641-96f1-ef4706b8c250"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Drive already mounted at /content/drive; to attempt to forcibly remount, call drive.mount(\"/content/drive\", force_remount=True).\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "13pxGJ5XXALb"
      },
      "outputs": [],
      "source": [
        "#reading the dataSet from csv file using pandas\n",
        "dataSet = pd.read_csv('/content/drive/MyDrive/Colab Notebooks/CSV-datasets/emnist-letters-train.csv')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Fvr6a0ziXALb"
      },
      "outputs": [],
      "source": [
        "#rename the column with position 0 because its the label of the data\n",
        "dataSet.rename(columns={'23':'label'}, inplace=True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "dataSet.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 299
        },
        "id": "tj0MXyw12-5I",
        "outputId": "84f12c90-6ac9-4f86-b850-c679561e5aac"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "</table>\n",
              "<p>5 rows × 785 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-b79f3c75-f995-4586-a11c-3bd5bf6ee82e')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
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              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
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              "      fill: #1967D2;\n",
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              "\n",
              "    .colab-df-convert:hover {\n",
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              "      fill: #174EA6;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
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              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
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              "          const element = document.querySelector('#df-b79f3c75-f995-4586-a11c-3bd5bf6ee82e');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
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              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
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              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "   label  0  0.1  0.2  0.3  0.4  ...  0.410  0.411  0.412  0.413  0.414  0.415\n",
              "0      7  0    0    0    0    0  ...      0      0      0      0      0      0\n",
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              "4     17  0    0    0    0    0  ...      0      0      0      0      0      0\n",
              "\n",
              "[5 rows x 785 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 243
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 394
        },
        "id": "tOHD4j-yXALc",
        "outputId": "c37a3358-3a53-42eb-f410-3a74ef95166d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
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              "      <th></th>\n",
              "      <th>label</th>\n",
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              "  <tbody>\n",
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              "      <th>count</th>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.0</td>\n",
              "      <td>88799.0</td>\n",
              "      <td>88799.0</td>\n",
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              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
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              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
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              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
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              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
              "      <td>88799.000000</td>\n",
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              "      <td>88799.000000</td>\n",
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              "      <td>88799.000000</td>\n",
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              "      <td>88799.0</td>\n",
              "      <td>88799.0</td>\n",
              "      <td>88799.0</td>\n",
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              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>13.519161</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000011</td>\n",
              "      <td>0.003987</td>\n",
              "      <td>0.016757</td>\n",
              "      <td>0.024640</td>\n",
              "      <td>0.021487</td>\n",
              "      <td>0.017140</td>\n",
              "      <td>0.010383</td>\n",
              "      <td>0.003198</td>\n",
              "      <td>0.000845</td>\n",
              "      <td>0.000428</td>\n",
              "      <td>0.000417</td>\n",
              "      <td>0.005113</td>\n",
              "      <td>0.009156</td>\n",
              "      <td>0.014392</td>\n",
              "      <td>0.017005</td>\n",
              "      <td>0.008187</td>\n",
              "      <td>0.003063</td>\n",
              "      <td>0.006701</td>\n",
              "      <td>0.005158</td>\n",
              "      <td>0.000315</td>\n",
              "      <td>0.000023</td>\n",
              "      <td>0.000011</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000146</td>\n",
              "      <td>0.005394</td>\n",
              "      <td>0.032962</td>\n",
              "      <td>0.083481</td>\n",
              "      <td>0.162367</td>\n",
              "      <td>0.248550</td>\n",
              "      <td>0.310015</td>\n",
              "      <td>0.337864</td>\n",
              "      <td>0.340252</td>\n",
              "      <td>0.280656</td>\n",
              "      <td>...</td>\n",
              "      <td>0.244079</td>\n",
              "      <td>0.241467</td>\n",
              "      <td>0.214777</td>\n",
              "      <td>0.178752</td>\n",
              "      <td>0.159304</td>\n",
              "      <td>0.120384</td>\n",
              "      <td>0.080699</td>\n",
              "      <td>0.066994</td>\n",
              "      <td>0.043120</td>\n",
              "      <td>0.014268</td>\n",
              "      <td>0.000563</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.002016</td>\n",
              "      <td>0.007737</td>\n",
              "      <td>0.006160</td>\n",
              "      <td>0.000484</td>\n",
              "      <td>0.003435</td>\n",
              "      <td>0.000766</td>\n",
              "      <td>0.002838</td>\n",
              "      <td>0.000113</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000034</td>\n",
              "      <td>0.000800</td>\n",
              "      <td>0.000777</td>\n",
              "      <td>0.000417</td>\n",
              "      <td>0.000101</td>\n",
              "      <td>0.000011</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.003041</td>\n",
              "      <td>0.000360</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>7.502906</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.003356</td>\n",
              "      <td>0.544042</td>\n",
              "      <td>1.547695</td>\n",
              "      <td>1.915987</td>\n",
              "      <td>1.803280</td>\n",
              "      <td>1.620203</td>\n",
              "      <td>1.134288</td>\n",
              "      <td>0.442168</td>\n",
              "      <td>0.141301</td>\n",
              "      <td>0.073979</td>\n",
              "      <td>0.080469</td>\n",
              "      <td>0.585546</td>\n",
              "      <td>1.075630</td>\n",
              "      <td>1.483225</td>\n",
              "      <td>1.837844</td>\n",
              "      <td>1.017632</td>\n",
              "      <td>0.739508</td>\n",
              "      <td>1.159924</td>\n",
              "      <td>0.890498</td>\n",
              "      <td>0.067617</td>\n",
              "      <td>0.006712</td>\n",
              "      <td>0.003356</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.019277</td>\n",
              "      <td>0.304741</td>\n",
              "      <td>1.069662</td>\n",
              "      <td>1.844742</td>\n",
              "      <td>3.041025</td>\n",
              "      <td>4.132386</td>\n",
              "      <td>4.624732</td>\n",
              "      <td>4.648264</td>\n",
              "      <td>4.773676</td>\n",
              "      <td>4.239068</td>\n",
              "      <td>...</td>\n",
              "      <td>3.435135</td>\n",
              "      <td>3.322386</td>\n",
              "      <td>2.894163</td>\n",
              "      <td>2.429968</td>\n",
              "      <td>2.483356</td>\n",
              "      <td>2.125638</td>\n",
              "      <td>1.515276</td>\n",
              "      <td>1.490967</td>\n",
              "      <td>1.245944</td>\n",
              "      <td>0.613031</td>\n",
              "      <td>0.049088</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.516694</td>\n",
              "      <td>1.220705</td>\n",
              "      <td>1.062177</td>\n",
              "      <td>0.091840</td>\n",
              "      <td>0.639703</td>\n",
              "      <td>0.120714</td>\n",
              "      <td>0.738580</td>\n",
              "      <td>0.025557</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.010067</td>\n",
              "      <td>0.168626</td>\n",
              "      <td>0.164159</td>\n",
              "      <td>0.124165</td>\n",
              "      <td>0.030202</td>\n",
              "      <td>0.003356</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.823450</td>\n",
              "      <td>0.107386</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>7.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>14.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>20.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>26.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>107.000000</td>\n",
              "      <td>213.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>214.000000</td>\n",
              "      <td>216.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>108.000000</td>\n",
              "      <td>34.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>21.000000</td>\n",
              "      <td>108.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>247.000000</td>\n",
              "      <td>252.000000</td>\n",
              "      <td>183.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>236.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>125.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>253.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>252.000000</td>\n",
              "      <td>254.000000</td>\n",
              "      <td>250.000000</td>\n",
              "      <td>...</td>\n",
              "      <td>250.000000</td>\n",
              "      <td>194.000000</td>\n",
              "      <td>127.000000</td>\n",
              "      <td>170.000000</td>\n",
              "      <td>217.000000</td>\n",
              "      <td>250.000000</td>\n",
              "      <td>127.000000</td>\n",
              "      <td>127.000000</td>\n",
              "      <td>127.000000</td>\n",
              "      <td>89.000000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>153.000000</td>\n",
              "      <td>244.000000</td>\n",
              "      <td>218.000000</td>\n",
              "      <td>22.000000</td>\n",
              "      <td>143.000000</td>\n",
              "      <td>22.000000</td>\n",
              "      <td>218.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>37.000000</td>\n",
              "      <td>9.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>244.000000</td>\n",
              "      <td>32.000000</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "      <td>0.0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>8 rows × 785 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-e14ce85f-6370-4f6d-a91b-98f29739acd3')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
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              "        \n",
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              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
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              "\n",
              "    [theme=dark] .colab-df-convert {\n",
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              "    [theme=dark] .colab-df-convert:hover {\n",
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              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-e14ce85f-6370-4f6d-a91b-98f29739acd3 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-e14ce85f-6370-4f6d-a91b-98f29739acd3');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ],
            "text/plain": [
              "              label        0      0.1  ...    0.413    0.414    0.415\n",
              "count  88799.000000  88799.0  88799.0  ...  88799.0  88799.0  88799.0\n",
              "mean      13.519161      0.0      0.0  ...      0.0      0.0      0.0\n",
              "std        7.502906      0.0      0.0  ...      0.0      0.0      0.0\n",
              "min        1.000000      0.0      0.0  ...      0.0      0.0      0.0\n",
              "25%        7.000000      0.0      0.0  ...      0.0      0.0      0.0\n",
              "50%       14.000000      0.0      0.0  ...      0.0      0.0      0.0\n",
              "75%       20.000000      0.0      0.0  ...      0.0      0.0      0.0\n",
              "max       26.000000      0.0      0.0  ...      0.0      0.0      0.0\n",
              "\n",
              "[8 rows x 785 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 244
        }
      ],
      "source": [
        "#here is describtion of the data the min value=1 that points to A digit and the max=26 that points to z letter\n",
        "dataSet.describe()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iScojcbnaHgU",
        "outputId": "ecacbe59-3fbf-43ae-95f5-2178d4d3ca79"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 88799 entries, 0 to 88798\n",
            "Columns: 785 entries, label to 0.415\n",
            "dtypes: int64(785)\n",
            "memory usage: 531.8 MB\n"
          ]
        }
      ],
      "source": [
        "dataSet.info()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "P7pou4TcXALd"
      },
      "outputs": [],
      "source": [
        "#X is a numpy list that contains all the columns after 0 (the images) \n",
        "X = dataSet.iloc[:,1:].values\n",
        "#y is a numpy list that contains the column 0 (the labels) \n",
        "y = dataSet.iloc[:,0].values"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "DoI7Kb5wXALd",
        "outputId": "965c69f2-0af6-4359-dcc5-fd2e7565196a"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1;30;43mStreaming output truncated to the last 5000 lines.\u001b[0m\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [29600 29601 29602 29603 29604 29605 29606 29607 29608 29609 29610 29611\n",
            " 29612 29613 29614 29615 29616 29617 29618 29619 29620 29621 29622 29623\n",
            " 29624 29625 29626 29627 29628 29629 29630 29631 29632 29633 29634 29635\n",
            " 29636 29637 29638 29639 29640 29641 29642 29643 29644 29645 29646 29647\n",
            " 29648 29649 29650 29651 29652 29653 29654 29655 29656 29657 29658 29659\n",
            " 29660 29661 29662 29663 29664 29665 29666 29667 29668 29669 29670 29671\n",
            " 29672 29673 29674 29675 29676 29677 29678 29679 29680 29681 29682 29683\n",
            " 29684 29685 29686 29687 29688 29689 29690 29691 29692 29693 29694 29695\n",
            " 29696 29697 29698 29699 29700 29701 29702 29703 29704 29705 29706 29707\n",
            " 29708 29709 29710 29711 29712 29713 29714 29715 29716 29717 29718 29719\n",
            " 29720 29721 29722 29723 29724 29725 29726 29727 29728 29729 29730 29731\n",
            " 29732 29733 29734 29735 29736 29737 29738 29739 29740 29741 29742 29743\n",
            " 29744 29745 29746 29747 29748 29749 29750 29751 29752 29753 29754 29755\n",
            " 29756 29757 29758 29759 29760 29761 29762 29763 29764 29765 29766 29767\n",
            " 29768 29769 29770 29771 29772 29773 29774 29775 29776 29777 29778 29779\n",
            " 29780 29781 29782 29783 29784 29785 29786 29787 29788 29789 29790 29791\n",
            " 29792 29793 29794 29795 29796 29797 29798 29799 29800 29801 29802 29803\n",
            " 29804 29805 29806 29807 29808 29809 29810 29811 29812 29813 29814 29815\n",
            " 29816 29817 29818 29819 29820 29821 29822 29823 29824 29825 29826 29827\n",
            " 29828 29829 29830 29831 29832 29833 29834 29835 29836 29837 29838 29839\n",
            " 29840 29841 29842 29843 29844 29845 29846 29847 29848 29849 29850 29851\n",
            " 29852 29853 29854 29855 29856 29857 29858 29859 29860 29861 29862 29863\n",
            " 29864 29865 29866 29867 29868 29869 29870 29871 29872 29873 29874 29875\n",
            " 29876 29877 29878 29879 29880 29881 29882 29883 29884 29885 29886 29887\n",
            " 29888 29889 29890 29891 29892 29893 29894 29895 29896 29897 29898 29899\n",
            " 29900 29901 29902 29903 29904 29905 29906 29907 29908 29909 29910 29911\n",
            " 29912 29913 29914 29915 29916 29917 29918 29919 29920 29921 29922 29923\n",
            " 29924 29925 29926 29927 29928 29929 29930 29931 29932 29933 29934 29935\n",
            " 29936 29937 29938 29939 29940 29941 29942 29943 29944 29945 29946 29947\n",
            " 29948 29949 29950 29951 29952 29953 29954 29955 29956 29957 29958 29959\n",
            " 29960 29961 29962 29963 29964 29965 29966 29967 29968 29969 29970 29971\n",
            " 29972 29973 29974 29975 29976 29977 29978 29979 29980 29981 29982 29983\n",
            " 29984 29985 29986 29987 29988 29989 29990 29991 29992 29993 29994 29995\n",
            " 29996 29997 29998 29999 30000 30001 30002 30003 30004 30005 30006 30007\n",
            " 30008 30009 30010 30011 30012 30013 30014 30015 30016 30017 30018 30019\n",
            " 30020 30021 30022 30023 30024 30025 30026 30027 30028 30029 30030 30031\n",
            " 30032 30033 30034 30035 30036 30037 30038 30039 30040 30041 30042 30043\n",
            " 30044 30045 30046 30047 30048 30049 30050 30051 30052 30053 30054 30055\n",
            " 30056 30057 30058 30059 30060 30061 30062 30063 30064 30065 30066 30067\n",
            " 30068 30069 30070 30071 30072 30073 30074 30075 30076 30077 30078 30079\n",
            " 30080 30081 30082 30083 30084 30085 30086 30087 30088 30089 30090 30091\n",
            " 30092 30093 30094 30095 30096 30097 30098 30099 30100 30101 30102 30103\n",
            " 30104 30105 30106 30107 30108 30109 30110 30111 30112 30113 30114 30115\n",
            " 30116 30117 30118 30119 30120 30121 30122 30123 30124 30125 30126 30127\n",
            " 30128 30129 30130 30131 30132 30133 30134 30135 30136 30137 30138 30139\n",
            " 30140 30141 30142 30143 30144 30145 30146 30147 30148 30149 30150 30151\n",
            " 30152 30153 30154 30155 30156 30157 30158 30159 30160 30161 30162 30163\n",
            " 30164 30165 30166 30167 30168 30169 30170 30171 30172 30173 30174 30175\n",
            " 30176 30177 30178 30179 30180 30181 30182 30183 30184 30185 30186 30187\n",
            " 30188 30189 30190 30191]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [30192 30193 30194 30195 30196 30197 30198 30199 30200 30201 30202 30203\n",
            " 30204 30205 30206 30207 30208 30209 30210 30211 30212 30213 30214 30215\n",
            " 30216 30217 30218 30219 30220 30221 30222 30223 30224 30225 30226 30227\n",
            " 30228 30229 30230 30231 30232 30233 30234 30235 30236 30237 30238 30239\n",
            " 30240 30241 30242 30243 30244 30245 30246 30247 30248 30249 30250 30251\n",
            " 30252 30253 30254 30255 30256 30257 30258 30259 30260 30261 30262 30263\n",
            " 30264 30265 30266 30267 30268 30269 30270 30271 30272 30273 30274 30275\n",
            " 30276 30277 30278 30279 30280 30281 30282 30283 30284 30285 30286 30287\n",
            " 30288 30289 30290 30291 30292 30293 30294 30295 30296 30297 30298 30299\n",
            " 30300 30301 30302 30303 30304 30305 30306 30307 30308 30309 30310 30311\n",
            " 30312 30313 30314 30315 30316 30317 30318 30319 30320 30321 30322 30323\n",
            " 30324 30325 30326 30327 30328 30329 30330 30331 30332 30333 30334 30335\n",
            " 30336 30337 30338 30339 30340 30341 30342 30343 30344 30345 30346 30347\n",
            " 30348 30349 30350 30351 30352 30353 30354 30355 30356 30357 30358 30359\n",
            " 30360 30361 30362 30363 30364 30365 30366 30367 30368 30369 30370 30371\n",
            " 30372 30373 30374 30375 30376 30377 30378 30379 30380 30381 30382 30383\n",
            " 30384 30385 30386 30387 30388 30389 30390 30391 30392 30393 30394 30395\n",
            " 30396 30397 30398 30399 30400 30401 30402 30403 30404 30405 30406 30407\n",
            " 30408 30409 30410 30411 30412 30413 30414 30415 30416 30417 30418 30419\n",
            " 30420 30421 30422 30423 30424 30425 30426 30427 30428 30429 30430 30431\n",
            " 30432 30433 30434 30435 30436 30437 30438 30439 30440 30441 30442 30443\n",
            " 30444 30445 30446 30447 30448 30449 30450 30451 30452 30453 30454 30455\n",
            " 30456 30457 30458 30459 30460 30461 30462 30463 30464 30465 30466 30467\n",
            " 30468 30469 30470 30471 30472 30473 30474 30475 30476 30477 30478 30479\n",
            " 30480 30481 30482 30483 30484 30485 30486 30487 30488 30489 30490 30491\n",
            " 30492 30493 30494 30495 30496 30497 30498 30499 30500 30501 30502 30503\n",
            " 30504 30505 30506 30507 30508 30509 30510 30511 30512 30513 30514 30515\n",
            " 30516 30517 30518 30519 30520 30521 30522 30523 30524 30525 30526 30527\n",
            " 30528 30529 30530 30531 30532 30533 30534 30535 30536 30537 30538 30539\n",
            " 30540 30541 30542 30543 30544 30545 30546 30547 30548 30549 30550 30551\n",
            " 30552 30553 30554 30555 30556 30557 30558 30559 30560 30561 30562 30563\n",
            " 30564 30565 30566 30567 30568 30569 30570 30571 30572 30573 30574 30575\n",
            " 30576 30577 30578 30579 30580 30581 30582 30583 30584 30585 30586 30587\n",
            " 30588 30589 30590 30591 30592 30593 30594 30595 30596 30597 30598 30599\n",
            " 30600 30601 30602 30603 30604 30605 30606 30607 30608 30609 30610 30611\n",
            " 30612 30613 30614 30615 30616 30617 30618 30619 30620 30621 30622 30623\n",
            " 30624 30625 30626 30627 30628 30629 30630 30631 30632 30633 30634 30635\n",
            " 30636 30637 30638 30639 30640 30641 30642 30643 30644 30645 30646 30647\n",
            " 30648 30649 30650 30651 30652 30653 30654 30655 30656 30657 30658 30659\n",
            " 30660 30661 30662 30663 30664 30665 30666 30667 30668 30669 30670 30671\n",
            " 30672 30673 30674 30675 30676 30677 30678 30679 30680 30681 30682 30683\n",
            " 30684 30685 30686 30687 30688 30689 30690 30691 30692 30693 30694 30695\n",
            " 30696 30697 30698 30699 30700 30701 30702 30703 30704 30705 30706 30707\n",
            " 30708 30709 30710 30711 30712 30713 30714 30715 30716 30717 30718 30719\n",
            " 30720 30721 30722 30723 30724 30725 30726 30727 30728 30729 30730 30731\n",
            " 30732 30733 30734 30735 30736 30737 30738 30739 30740 30741 30742 30743\n",
            " 30744 30745 30746 30747 30748 30749 30750 30751 30752 30753 30754 30755\n",
            " 30756 30757 30758 30759 30760 30761 30762 30763 30764 30765 30766 30767\n",
            " 30768 30769 30770 30771 30772 30773 30774 30775 30776 30777 30778 30779\n",
            " 30780 30781 30782 30783]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [30784 30785 30786 30787 30788 30789 30790 30791 30792 30793 30794 30795\n",
            " 30796 30797 30798 30799 30800 30801 30802 30803 30804 30805 30806 30807\n",
            " 30808 30809 30810 30811 30812 30813 30814 30815 30816 30817 30818 30819\n",
            " 30820 30821 30822 30823 30824 30825 30826 30827 30828 30829 30830 30831\n",
            " 30832 30833 30834 30835 30836 30837 30838 30839 30840 30841 30842 30843\n",
            " 30844 30845 30846 30847 30848 30849 30850 30851 30852 30853 30854 30855\n",
            " 30856 30857 30858 30859 30860 30861 30862 30863 30864 30865 30866 30867\n",
            " 30868 30869 30870 30871 30872 30873 30874 30875 30876 30877 30878 30879\n",
            " 30880 30881 30882 30883 30884 30885 30886 30887 30888 30889 30890 30891\n",
            " 30892 30893 30894 30895 30896 30897 30898 30899 30900 30901 30902 30903\n",
            " 30904 30905 30906 30907 30908 30909 30910 30911 30912 30913 30914 30915\n",
            " 30916 30917 30918 30919 30920 30921 30922 30923 30924 30925 30926 30927\n",
            " 30928 30929 30930 30931 30932 30933 30934 30935 30936 30937 30938 30939\n",
            " 30940 30941 30942 30943 30944 30945 30946 30947 30948 30949 30950 30951\n",
            " 30952 30953 30954 30955 30956 30957 30958 30959 30960 30961 30962 30963\n",
            " 30964 30965 30966 30967 30968 30969 30970 30971 30972 30973 30974 30975\n",
            " 30976 30977 30978 30979 30980 30981 30982 30983 30984 30985 30986 30987\n",
            " 30988 30989 30990 30991 30992 30993 30994 30995 30996 30997 30998 30999\n",
            " 31000 31001 31002 31003 31004 31005 31006 31007 31008 31009 31010 31011\n",
            " 31012 31013 31014 31015 31016 31017 31018 31019 31020 31021 31022 31023\n",
            " 31024 31025 31026 31027 31028 31029 31030 31031 31032 31033 31034 31035\n",
            " 31036 31037 31038 31039 31040 31041 31042 31043 31044 31045 31046 31047\n",
            " 31048 31049 31050 31051 31052 31053 31054 31055 31056 31057 31058 31059\n",
            " 31060 31061 31062 31063 31064 31065 31066 31067 31068 31069 31070 31071\n",
            " 31072 31073 31074 31075 31076 31077 31078 31079 31080 31081 31082 31083\n",
            " 31084 31085 31086 31087 31088 31089 31090 31091 31092 31093 31094 31095\n",
            " 31096 31097 31098 31099 31100 31101 31102 31103 31104 31105 31106 31107\n",
            " 31108 31109 31110 31111 31112 31113 31114 31115 31116 31117 31118 31119\n",
            " 31120 31121 31122 31123 31124 31125 31126 31127 31128 31129 31130 31131\n",
            " 31132 31133 31134 31135 31136 31137 31138 31139 31140 31141 31142 31143\n",
            " 31144 31145 31146 31147 31148 31149 31150 31151 31152 31153 31154 31155\n",
            " 31156 31157 31158 31159 31160 31161 31162 31163 31164 31165 31166 31167\n",
            " 31168 31169 31170 31171 31172 31173 31174 31175 31176 31177 31178 31179\n",
            " 31180 31181 31182 31183 31184 31185 31186 31187 31188 31189 31190 31191\n",
            " 31192 31193 31194 31195 31196 31197 31198 31199 31200 31201 31202 31203\n",
            " 31204 31205 31206 31207 31208 31209 31210 31211 31212 31213 31214 31215\n",
            " 31216 31217 31218 31219 31220 31221 31222 31223 31224 31225 31226 31227\n",
            " 31228 31229 31230 31231 31232 31233 31234 31235 31236 31237 31238 31239\n",
            " 31240 31241 31242 31243 31244 31245 31246 31247 31248 31249 31250 31251\n",
            " 31252 31253 31254 31255 31256 31257 31258 31259 31260 31261 31262 31263\n",
            " 31264 31265 31266 31267 31268 31269 31270 31271 31272 31273 31274 31275\n",
            " 31276 31277 31278 31279 31280 31281 31282 31283 31284 31285 31286 31287\n",
            " 31288 31289 31290 31291 31292 31293 31294 31295 31296 31297 31298 31299\n",
            " 31300 31301 31302 31303 31304 31305 31306 31307 31308 31309 31310 31311\n",
            " 31312 31313 31314 31315 31316 31317 31318 31319 31320 31321 31322 31323\n",
            " 31324 31325 31326 31327 31328 31329 31330 31331 31332 31333 31334 31335\n",
            " 31336 31337 31338 31339 31340 31341 31342 31343 31344 31345 31346 31347\n",
            " 31348 31349 31350 31351 31352 31353 31354 31355 31356 31357 31358 31359\n",
            " 31360 31361 31362 31363 31364 31365 31366 31367 31368 31369 31370 31371\n",
            " 31372 31373 31374 31375]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [31376 31377 31378 31379 31380 31381 31382 31383 31384 31385 31386 31387\n",
            " 31388 31389 31390 31391 31392 31393 31394 31395 31396 31397 31398 31399\n",
            " 31400 31401 31402 31403 31404 31405 31406 31407 31408 31409 31410 31411\n",
            " 31412 31413 31414 31415 31416 31417 31418 31419 31420 31421 31422 31423\n",
            " 31424 31425 31426 31427 31428 31429 31430 31431 31432 31433 31434 31435\n",
            " 31436 31437 31438 31439 31440 31441 31442 31443 31444 31445 31446 31447\n",
            " 31448 31449 31450 31451 31452 31453 31454 31455 31456 31457 31458 31459\n",
            " 31460 31461 31462 31463 31464 31465 31466 31467 31468 31469 31470 31471\n",
            " 31472 31473 31474 31475 31476 31477 31478 31479 31480 31481 31482 31483\n",
            " 31484 31485 31486 31487 31488 31489 31490 31491 31492 31493 31494 31495\n",
            " 31496 31497 31498 31499 31500 31501 31502 31503 31504 31505 31506 31507\n",
            " 31508 31509 31510 31511 31512 31513 31514 31515 31516 31517 31518 31519\n",
            " 31520 31521 31522 31523 31524 31525 31526 31527 31528 31529 31530 31531\n",
            " 31532 31533 31534 31535 31536 31537 31538 31539 31540 31541 31542 31543\n",
            " 31544 31545 31546 31547 31548 31549 31550 31551 31552 31553 31554 31555\n",
            " 31556 31557 31558 31559 31560 31561 31562 31563 31564 31565 31566 31567\n",
            " 31568 31569 31570 31571 31572 31573 31574 31575 31576 31577 31578 31579\n",
            " 31580 31581 31582 31583 31584 31585 31586 31587 31588 31589 31590 31591\n",
            " 31592 31593 31594 31595 31596 31597 31598 31599 31600 31601 31602 31603\n",
            " 31604 31605 31606 31607 31608 31609 31610 31611 31612 31613 31614 31615\n",
            " 31616 31617 31618 31619 31620 31621 31622 31623 31624 31625 31626 31627\n",
            " 31628 31629 31630 31631 31632 31633 31634 31635 31636 31637 31638 31639\n",
            " 31640 31641 31642 31643 31644 31645 31646 31647 31648 31649 31650 31651\n",
            " 31652 31653 31654 31655 31656 31657 31658 31659 31660 31661 31662 31663\n",
            " 31664 31665 31666 31667 31668 31669 31670 31671 31672 31673 31674 31675\n",
            " 31676 31677 31678 31679 31680 31681 31682 31683 31684 31685 31686 31687\n",
            " 31688 31689 31690 31691 31692 31693 31694 31695 31696 31697 31698 31699\n",
            " 31700 31701 31702 31703 31704 31705 31706 31707 31708 31709 31710 31711\n",
            " 31712 31713 31714 31715 31716 31717 31718 31719 31720 31721 31722 31723\n",
            " 31724 31725 31726 31727 31728 31729 31730 31731 31732 31733 31734 31735\n",
            " 31736 31737 31738 31739 31740 31741 31742 31743 31744 31745 31746 31747\n",
            " 31748 31749 31750 31751 31752 31753 31754 31755 31756 31757 31758 31759\n",
            " 31760 31761 31762 31763 31764 31765 31766 31767 31768 31769 31770 31771\n",
            " 31772 31773 31774 31775 31776 31777 31778 31779 31780 31781 31782 31783\n",
            " 31784 31785 31786 31787 31788 31789 31790 31791 31792 31793 31794 31795\n",
            " 31796 31797 31798 31799 31800 31801 31802 31803 31804 31805 31806 31807\n",
            " 31808 31809 31810 31811 31812 31813 31814 31815 31816 31817 31818 31819\n",
            " 31820 31821 31822 31823 31824 31825 31826 31827 31828 31829 31830 31831\n",
            " 31832 31833 31834 31835 31836 31837 31838 31839 31840 31841 31842 31843\n",
            " 31844 31845 31846 31847 31848 31849 31850 31851 31852 31853 31854 31855\n",
            " 31856 31857 31858 31859 31860 31861 31862 31863 31864 31865 31866 31867\n",
            " 31868 31869 31870 31871 31872 31873 31874 31875 31876 31877 31878 31879\n",
            " 31880 31881 31882 31883 31884 31885 31886 31887 31888 31889 31890 31891\n",
            " 31892 31893 31894 31895 31896 31897 31898 31899 31900 31901 31902 31903\n",
            " 31904 31905 31906 31907 31908 31909 31910 31911 31912 31913 31914 31915\n",
            " 31916 31917 31918 31919 31920 31921 31922 31923 31924 31925 31926 31927\n",
            " 31928 31929 31930 31931 31932 31933 31934 31935 31936 31937 31938 31939\n",
            " 31940 31941 31942 31943 31944 31945 31946 31947 31948 31949 31950 31951\n",
            " 31952 31953 31954 31955 31956 31957 31958 31959 31960 31961 31962 31963\n",
            " 31964 31965 31966 31967]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [31968 31969 31970 31971 31972 31973 31974 31975 31976 31977 31978 31979\n",
            " 31980 31981 31982 31983 31984 31985 31986 31987 31988 31989 31990 31991\n",
            " 31992 31993 31994 31995 31996 31997 31998 31999 32000 32001 32002 32003\n",
            " 32004 32005 32006 32007 32008 32009 32010 32011 32012 32013 32014 32015\n",
            " 32016 32017 32018 32019 32020 32021 32022 32023 32024 32025 32026 32027\n",
            " 32028 32029 32030 32031 32032 32033 32034 32035 32036 32037 32038 32039\n",
            " 32040 32041 32042 32043 32044 32045 32046 32047 32048 32049 32050 32051\n",
            " 32052 32053 32054 32055 32056 32057 32058 32059 32060 32061 32062 32063\n",
            " 32064 32065 32066 32067 32068 32069 32070 32071 32072 32073 32074 32075\n",
            " 32076 32077 32078 32079 32080 32081 32082 32083 32084 32085 32086 32087\n",
            " 32088 32089 32090 32091 32092 32093 32094 32095 32096 32097 32098 32099\n",
            " 32100 32101 32102 32103 32104 32105 32106 32107 32108 32109 32110 32111\n",
            " 32112 32113 32114 32115 32116 32117 32118 32119 32120 32121 32122 32123\n",
            " 32124 32125 32126 32127 32128 32129 32130 32131 32132 32133 32134 32135\n",
            " 32136 32137 32138 32139 32140 32141 32142 32143 32144 32145 32146 32147\n",
            " 32148 32149 32150 32151 32152 32153 32154 32155 32156 32157 32158 32159\n",
            " 32160 32161 32162 32163 32164 32165 32166 32167 32168 32169 32170 32171\n",
            " 32172 32173 32174 32175 32176 32177 32178 32179 32180 32181 32182 32183\n",
            " 32184 32185 32186 32187 32188 32189 32190 32191 32192 32193 32194 32195\n",
            " 32196 32197 32198 32199 32200 32201 32202 32203 32204 32205 32206 32207\n",
            " 32208 32209 32210 32211 32212 32213 32214 32215 32216 32217 32218 32219\n",
            " 32220 32221 32222 32223 32224 32225 32226 32227 32228 32229 32230 32231\n",
            " 32232 32233 32234 32235 32236 32237 32238 32239 32240 32241 32242 32243\n",
            " 32244 32245 32246 32247 32248 32249 32250 32251 32252 32253 32254 32255\n",
            " 32256 32257 32258 32259 32260 32261 32262 32263 32264 32265 32266 32267\n",
            " 32268 32269 32270 32271 32272 32273 32274 32275 32276 32277 32278 32279\n",
            " 32280 32281 32282 32283 32284 32285 32286 32287 32288 32289 32290 32291\n",
            " 32292 32293 32294 32295 32296 32297 32298 32299 32300 32301 32302 32303\n",
            " 32304 32305 32306 32307 32308 32309 32310 32311 32312 32313 32314 32315\n",
            " 32316 32317 32318 32319 32320 32321 32322 32323 32324 32325 32326 32327\n",
            " 32328 32329 32330 32331 32332 32333 32334 32335 32336 32337 32338 32339\n",
            " 32340 32341 32342 32343 32344 32345 32346 32347 32348 32349 32350 32351\n",
            " 32352 32353 32354 32355 32356 32357 32358 32359 32360 32361 32362 32363\n",
            " 32364 32365 32366 32367 32368 32369 32370 32371 32372 32373 32374 32375\n",
            " 32376 32377 32378 32379 32380 32381 32382 32383 32384 32385 32386 32387\n",
            " 32388 32389 32390 32391 32392 32393 32394 32395 32396 32397 32398 32399\n",
            " 32400 32401 32402 32403 32404 32405 32406 32407 32408 32409 32410 32411\n",
            " 32412 32413 32414 32415 32416 32417 32418 32419 32420 32421 32422 32423\n",
            " 32424 32425 32426 32427 32428 32429 32430 32431 32432 32433 32434 32435\n",
            " 32436 32437 32438 32439 32440 32441 32442 32443 32444 32445 32446 32447\n",
            " 32448 32449 32450 32451 32452 32453 32454 32455 32456 32457 32458 32459\n",
            " 32460 32461 32462 32463 32464 32465 32466 32467 32468 32469 32470 32471\n",
            " 32472 32473 32474 32475 32476 32477 32478 32479 32480 32481 32482 32483\n",
            " 32484 32485 32486 32487 32488 32489 32490 32491 32492 32493 32494 32495\n",
            " 32496 32497 32498 32499 32500 32501 32502 32503 32504 32505 32506 32507\n",
            " 32508 32509 32510 32511 32512 32513 32514 32515 32516 32517 32518 32519\n",
            " 32520 32521 32522 32523 32524 32525 32526 32527 32528 32529 32530 32531\n",
            " 32532 32533 32534 32535 32536 32537 32538 32539 32540 32541 32542 32543\n",
            " 32544 32545 32546 32547 32548 32549 32550 32551 32552 32553 32554 32555\n",
            " 32556 32557 32558 32559]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [32560 32561 32562 32563 32564 32565 32566 32567 32568 32569 32570 32571\n",
            " 32572 32573 32574 32575 32576 32577 32578 32579 32580 32581 32582 32583\n",
            " 32584 32585 32586 32587 32588 32589 32590 32591 32592 32593 32594 32595\n",
            " 32596 32597 32598 32599 32600 32601 32602 32603 32604 32605 32606 32607\n",
            " 32608 32609 32610 32611 32612 32613 32614 32615 32616 32617 32618 32619\n",
            " 32620 32621 32622 32623 32624 32625 32626 32627 32628 32629 32630 32631\n",
            " 32632 32633 32634 32635 32636 32637 32638 32639 32640 32641 32642 32643\n",
            " 32644 32645 32646 32647 32648 32649 32650 32651 32652 32653 32654 32655\n",
            " 32656 32657 32658 32659 32660 32661 32662 32663 32664 32665 32666 32667\n",
            " 32668 32669 32670 32671 32672 32673 32674 32675 32676 32677 32678 32679\n",
            " 32680 32681 32682 32683 32684 32685 32686 32687 32688 32689 32690 32691\n",
            " 32692 32693 32694 32695 32696 32697 32698 32699 32700 32701 32702 32703\n",
            " 32704 32705 32706 32707 32708 32709 32710 32711 32712 32713 32714 32715\n",
            " 32716 32717 32718 32719 32720 32721 32722 32723 32724 32725 32726 32727\n",
            " 32728 32729 32730 32731 32732 32733 32734 32735 32736 32737 32738 32739\n",
            " 32740 32741 32742 32743 32744 32745 32746 32747 32748 32749 32750 32751\n",
            " 32752 32753 32754 32755 32756 32757 32758 32759 32760 32761 32762 32763\n",
            " 32764 32765 32766 32767 32768 32769 32770 32771 32772 32773 32774 32775\n",
            " 32776 32777 32778 32779 32780 32781 32782 32783 32784 32785 32786 32787\n",
            " 32788 32789 32790 32791 32792 32793 32794 32795 32796 32797 32798 32799\n",
            " 32800 32801 32802 32803 32804 32805 32806 32807 32808 32809 32810 32811\n",
            " 32812 32813 32814 32815 32816 32817 32818 32819 32820 32821 32822 32823\n",
            " 32824 32825 32826 32827 32828 32829 32830 32831 32832 32833 32834 32835\n",
            " 32836 32837 32838 32839 32840 32841 32842 32843 32844 32845 32846 32847\n",
            " 32848 32849 32850 32851 32852 32853 32854 32855 32856 32857 32858 32859\n",
            " 32860 32861 32862 32863 32864 32865 32866 32867 32868 32869 32870 32871\n",
            " 32872 32873 32874 32875 32876 32877 32878 32879 32880 32881 32882 32883\n",
            " 32884 32885 32886 32887 32888 32889 32890 32891 32892 32893 32894 32895\n",
            " 32896 32897 32898 32899 32900 32901 32902 32903 32904 32905 32906 32907\n",
            " 32908 32909 32910 32911 32912 32913 32914 32915 32916 32917 32918 32919\n",
            " 32920 32921 32922 32923 32924 32925 32926 32927 32928 32929 32930 32931\n",
            " 32932 32933 32934 32935 32936 32937 32938 32939 32940 32941 32942 32943\n",
            " 32944 32945 32946 32947 32948 32949 32950 32951 32952 32953 32954 32955\n",
            " 32956 32957 32958 32959 32960 32961 32962 32963 32964 32965 32966 32967\n",
            " 32968 32969 32970 32971 32972 32973 32974 32975 32976 32977 32978 32979\n",
            " 32980 32981 32982 32983 32984 32985 32986 32987 32988 32989 32990 32991\n",
            " 32992 32993 32994 32995 32996 32997 32998 32999 33000 33001 33002 33003\n",
            " 33004 33005 33006 33007 33008 33009 33010 33011 33012 33013 33014 33015\n",
            " 33016 33017 33018 33019 33020 33021 33022 33023 33024 33025 33026 33027\n",
            " 33028 33029 33030 33031 33032 33033 33034 33035 33036 33037 33038 33039\n",
            " 33040 33041 33042 33043 33044 33045 33046 33047 33048 33049 33050 33051\n",
            " 33052 33053 33054 33055 33056 33057 33058 33059 33060 33061 33062 33063\n",
            " 33064 33065 33066 33067 33068 33069 33070 33071 33072 33073 33074 33075\n",
            " 33076 33077 33078 33079 33080 33081 33082 33083 33084 33085 33086 33087\n",
            " 33088 33089 33090 33091 33092 33093 33094 33095 33096 33097 33098 33099\n",
            " 33100 33101 33102 33103 33104 33105 33106 33107 33108 33109 33110 33111\n",
            " 33112 33113 33114 33115 33116 33117 33118 33119 33120 33121 33122 33123\n",
            " 33124 33125 33126 33127 33128 33129 33130 33131 33132 33133 33134 33135\n",
            " 33136 33137 33138 33139 33140 33141 33142 33143 33144 33145 33146 33147\n",
            " 33148 33149 33150 33151]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [33152 33153 33154 33155 33156 33157 33158 33159 33160 33161 33162 33163\n",
            " 33164 33165 33166 33167 33168 33169 33170 33171 33172 33173 33174 33175\n",
            " 33176 33177 33178 33179 33180 33181 33182 33183 33184 33185 33186 33187\n",
            " 33188 33189 33190 33191 33192 33193 33194 33195 33196 33197 33198 33199\n",
            " 33200 33201 33202 33203 33204 33205 33206 33207 33208 33209 33210 33211\n",
            " 33212 33213 33214 33215 33216 33217 33218 33219 33220 33221 33222 33223\n",
            " 33224 33225 33226 33227 33228 33229 33230 33231 33232 33233 33234 33235\n",
            " 33236 33237 33238 33239 33240 33241 33242 33243 33244 33245 33246 33247\n",
            " 33248 33249 33250 33251 33252 33253 33254 33255 33256 33257 33258 33259\n",
            " 33260 33261 33262 33263 33264 33265 33266 33267 33268 33269 33270 33271\n",
            " 33272 33273 33274 33275 33276 33277 33278 33279 33280 33281 33282 33283\n",
            " 33284 33285 33286 33287 33288 33289 33290 33291 33292 33293 33294 33295\n",
            " 33296 33297 33298 33299 33300 33301 33302 33303 33304 33305 33306 33307\n",
            " 33308 33309 33310 33311 33312 33313 33314 33315 33316 33317 33318 33319\n",
            " 33320 33321 33322 33323 33324 33325 33326 33327 33328 33329 33330 33331\n",
            " 33332 33333 33334 33335 33336 33337 33338 33339 33340 33341 33342 33343\n",
            " 33344 33345 33346 33347 33348 33349 33350 33351 33352 33353 33354 33355\n",
            " 33356 33357 33358 33359 33360 33361 33362 33363 33364 33365 33366 33367\n",
            " 33368 33369 33370 33371 33372 33373 33374 33375 33376 33377 33378 33379\n",
            " 33380 33381 33382 33383 33384 33385 33386 33387 33388 33389 33390 33391\n",
            " 33392 33393 33394 33395 33396 33397 33398 33399 33400 33401 33402 33403\n",
            " 33404 33405 33406 33407 33408 33409 33410 33411 33412 33413 33414 33415\n",
            " 33416 33417 33418 33419 33420 33421 33422 33423 33424 33425 33426 33427\n",
            " 33428 33429 33430 33431 33432 33433 33434 33435 33436 33437 33438 33439\n",
            " 33440 33441 33442 33443 33444 33445 33446 33447 33448 33449 33450 33451\n",
            " 33452 33453 33454 33455 33456 33457 33458 33459 33460 33461 33462 33463\n",
            " 33464 33465 33466 33467 33468 33469 33470 33471 33472 33473 33474 33475\n",
            " 33476 33477 33478 33479 33480 33481 33482 33483 33484 33485 33486 33487\n",
            " 33488 33489 33490 33491 33492 33493 33494 33495 33496 33497 33498 33499\n",
            " 33500 33501 33502 33503 33504 33505 33506 33507 33508 33509 33510 33511\n",
            " 33512 33513 33514 33515 33516 33517 33518 33519 33520 33521 33522 33523\n",
            " 33524 33525 33526 33527 33528 33529 33530 33531 33532 33533 33534 33535\n",
            " 33536 33537 33538 33539 33540 33541 33542 33543 33544 33545 33546 33547\n",
            " 33548 33549 33550 33551 33552 33553 33554 33555 33556 33557 33558 33559\n",
            " 33560 33561 33562 33563 33564 33565 33566 33567 33568 33569 33570 33571\n",
            " 33572 33573 33574 33575 33576 33577 33578 33579 33580 33581 33582 33583\n",
            " 33584 33585 33586 33587 33588 33589 33590 33591 33592 33593 33594 33595\n",
            " 33596 33597 33598 33599 33600 33601 33602 33603 33604 33605 33606 33607\n",
            " 33608 33609 33610 33611 33612 33613 33614 33615 33616 33617 33618 33619\n",
            " 33620 33621 33622 33623 33624 33625 33626 33627 33628 33629 33630 33631\n",
            " 33632 33633 33634 33635 33636 33637 33638 33639 33640 33641 33642 33643\n",
            " 33644 33645 33646 33647 33648 33649 33650 33651 33652 33653 33654 33655\n",
            " 33656 33657 33658 33659 33660 33661 33662 33663 33664 33665 33666 33667\n",
            " 33668 33669 33670 33671 33672 33673 33674 33675 33676 33677 33678 33679\n",
            " 33680 33681 33682 33683 33684 33685 33686 33687 33688 33689 33690 33691\n",
            " 33692 33693 33694 33695 33696 33697 33698 33699 33700 33701 33702 33703\n",
            " 33704 33705 33706 33707 33708 33709 33710 33711 33712 33713 33714 33715\n",
            " 33716 33717 33718 33719 33720 33721 33722 33723 33724 33725 33726 33727\n",
            " 33728 33729 33730 33731 33732 33733 33734 33735 33736 33737 33738 33739\n",
            " 33740 33741 33742 33743]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [33744 33745 33746 33747 33748 33749 33750 33751 33752 33753 33754 33755\n",
            " 33756 33757 33758 33759 33760 33761 33762 33763 33764 33765 33766 33767\n",
            " 33768 33769 33770 33771 33772 33773 33774 33775 33776 33777 33778 33779\n",
            " 33780 33781 33782 33783 33784 33785 33786 33787 33788 33789 33790 33791\n",
            " 33792 33793 33794 33795 33796 33797 33798 33799 33800 33801 33802 33803\n",
            " 33804 33805 33806 33807 33808 33809 33810 33811 33812 33813 33814 33815\n",
            " 33816 33817 33818 33819 33820 33821 33822 33823 33824 33825 33826 33827\n",
            " 33828 33829 33830 33831 33832 33833 33834 33835 33836 33837 33838 33839\n",
            " 33840 33841 33842 33843 33844 33845 33846 33847 33848 33849 33850 33851\n",
            " 33852 33853 33854 33855 33856 33857 33858 33859 33860 33861 33862 33863\n",
            " 33864 33865 33866 33867 33868 33869 33870 33871 33872 33873 33874 33875\n",
            " 33876 33877 33878 33879 33880 33881 33882 33883 33884 33885 33886 33887\n",
            " 33888 33889 33890 33891 33892 33893 33894 33895 33896 33897 33898 33899\n",
            " 33900 33901 33902 33903 33904 33905 33906 33907 33908 33909 33910 33911\n",
            " 33912 33913 33914 33915 33916 33917 33918 33919 33920 33921 33922 33923\n",
            " 33924 33925 33926 33927 33928 33929 33930 33931 33932 33933 33934 33935\n",
            " 33936 33937 33938 33939 33940 33941 33942 33943 33944 33945 33946 33947\n",
            " 33948 33949 33950 33951 33952 33953 33954 33955 33956 33957 33958 33959\n",
            " 33960 33961 33962 33963 33964 33965 33966 33967 33968 33969 33970 33971\n",
            " 33972 33973 33974 33975 33976 33977 33978 33979 33980 33981 33982 33983\n",
            " 33984 33985 33986 33987 33988 33989 33990 33991 33992 33993 33994 33995\n",
            " 33996 33997 33998 33999 34000 34001 34002 34003 34004 34005 34006 34007\n",
            " 34008 34009 34010 34011 34012 34013 34014 34015 34016 34017 34018 34019\n",
            " 34020 34021 34022 34023 34024 34025 34026 34027 34028 34029 34030 34031\n",
            " 34032 34033 34034 34035 34036 34037 34038 34039 34040 34041 34042 34043\n",
            " 34044 34045 34046 34047 34048 34049 34050 34051 34052 34053 34054 34055\n",
            " 34056 34057 34058 34059 34060 34061 34062 34063 34064 34065 34066 34067\n",
            " 34068 34069 34070 34071 34072 34073 34074 34075 34076 34077 34078 34079\n",
            " 34080 34081 34082 34083 34084 34085 34086 34087 34088 34089 34090 34091\n",
            " 34092 34093 34094 34095 34096 34097 34098 34099 34100 34101 34102 34103\n",
            " 34104 34105 34106 34107 34108 34109 34110 34111 34112 34113 34114 34115\n",
            " 34116 34117 34118 34119 34120 34121 34122 34123 34124 34125 34126 34127\n",
            " 34128 34129 34130 34131 34132 34133 34134 34135 34136 34137 34138 34139\n",
            " 34140 34141 34142 34143 34144 34145 34146 34147 34148 34149 34150 34151\n",
            " 34152 34153 34154 34155 34156 34157 34158 34159 34160 34161 34162 34163\n",
            " 34164 34165 34166 34167 34168 34169 34170 34171 34172 34173 34174 34175\n",
            " 34176 34177 34178 34179 34180 34181 34182 34183 34184 34185 34186 34187\n",
            " 34188 34189 34190 34191 34192 34193 34194 34195 34196 34197 34198 34199\n",
            " 34200 34201 34202 34203 34204 34205 34206 34207 34208 34209 34210 34211\n",
            " 34212 34213 34214 34215 34216 34217 34218 34219 34220 34221 34222 34223\n",
            " 34224 34225 34226 34227 34228 34229 34230 34231 34232 34233 34234 34235\n",
            " 34236 34237 34238 34239 34240 34241 34242 34243 34244 34245 34246 34247\n",
            " 34248 34249 34250 34251 34252 34253 34254 34255 34256 34257 34258 34259\n",
            " 34260 34261 34262 34263 34264 34265 34266 34267 34268 34269 34270 34271\n",
            " 34272 34273 34274 34275 34276 34277 34278 34279 34280 34281 34282 34283\n",
            " 34284 34285 34286 34287 34288 34289 34290 34291 34292 34293 34294 34295\n",
            " 34296 34297 34298 34299 34300 34301 34302 34303 34304 34305 34306 34307\n",
            " 34308 34309 34310 34311 34312 34313 34314 34315 34316 34317 34318 34319\n",
            " 34320 34321 34322 34323 34324 34325 34326 34327 34328 34329 34330 34331\n",
            " 34332 34333 34334 34335]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [34336 34337 34338 34339 34340 34341 34342 34343 34344 34345 34346 34347\n",
            " 34348 34349 34350 34351 34352 34353 34354 34355 34356 34357 34358 34359\n",
            " 34360 34361 34362 34363 34364 34365 34366 34367 34368 34369 34370 34371\n",
            " 34372 34373 34374 34375 34376 34377 34378 34379 34380 34381 34382 34383\n",
            " 34384 34385 34386 34387 34388 34389 34390 34391 34392 34393 34394 34395\n",
            " 34396 34397 34398 34399 34400 34401 34402 34403 34404 34405 34406 34407\n",
            " 34408 34409 34410 34411 34412 34413 34414 34415 34416 34417 34418 34419\n",
            " 34420 34421 34422 34423 34424 34425 34426 34427 34428 34429 34430 34431\n",
            " 34432 34433 34434 34435 34436 34437 34438 34439 34440 34441 34442 34443\n",
            " 34444 34445 34446 34447 34448 34449 34450 34451 34452 34453 34454 34455\n",
            " 34456 34457 34458 34459 34460 34461 34462 34463 34464 34465 34466 34467\n",
            " 34468 34469 34470 34471 34472 34473 34474 34475 34476 34477 34478 34479\n",
            " 34480 34481 34482 34483 34484 34485 34486 34487 34488 34489 34490 34491\n",
            " 34492 34493 34494 34495 34496 34497 34498 34499 34500 34501 34502 34503\n",
            " 34504 34505 34506 34507 34508 34509 34510 34511 34512 34513 34514 34515\n",
            " 34516 34517 34518 34519 34520 34521 34522 34523 34524 34525 34526 34527\n",
            " 34528 34529 34530 34531 34532 34533 34534 34535 34536 34537 34538 34539\n",
            " 34540 34541 34542 34543 34544 34545 34546 34547 34548 34549 34550 34551\n",
            " 34552 34553 34554 34555 34556 34557 34558 34559 34560 34561 34562 34563\n",
            " 34564 34565 34566 34567 34568 34569 34570 34571 34572 34573 34574 34575\n",
            " 34576 34577 34578 34579 34580 34581 34582 34583 34584 34585 34586 34587\n",
            " 34588 34589 34590 34591 34592 34593 34594 34595 34596 34597 34598 34599\n",
            " 34600 34601 34602 34603 34604 34605 34606 34607 34608 34609 34610 34611\n",
            " 34612 34613 34614 34615 34616 34617 34618 34619 34620 34621 34622 34623\n",
            " 34624 34625 34626 34627 34628 34629 34630 34631 34632 34633 34634 34635\n",
            " 34636 34637 34638 34639 34640 34641 34642 34643 34644 34645 34646 34647\n",
            " 34648 34649 34650 34651 34652 34653 34654 34655 34656 34657 34658 34659\n",
            " 34660 34661 34662 34663 34664 34665 34666 34667 34668 34669 34670 34671\n",
            " 34672 34673 34674 34675 34676 34677 34678 34679 34680 34681 34682 34683\n",
            " 34684 34685 34686 34687 34688 34689 34690 34691 34692 34693 34694 34695\n",
            " 34696 34697 34698 34699 34700 34701 34702 34703 34704 34705 34706 34707\n",
            " 34708 34709 34710 34711 34712 34713 34714 34715 34716 34717 34718 34719\n",
            " 34720 34721 34722 34723 34724 34725 34726 34727 34728 34729 34730 34731\n",
            " 34732 34733 34734 34735 34736 34737 34738 34739 34740 34741 34742 34743\n",
            " 34744 34745 34746 34747 34748 34749 34750 34751 34752 34753 34754 34755\n",
            " 34756 34757 34758 34759 34760 34761 34762 34763 34764 34765 34766 34767\n",
            " 34768 34769 34770 34771 34772 34773 34774 34775 34776 34777 34778 34779\n",
            " 34780 34781 34782 34783 34784 34785 34786 34787 34788 34789 34790 34791\n",
            " 34792 34793 34794 34795 34796 34797 34798 34799 34800 34801 34802 34803\n",
            " 34804 34805 34806 34807 34808 34809 34810 34811 34812 34813 34814 34815\n",
            " 34816 34817 34818 34819 34820 34821 34822 34823 34824 34825 34826 34827\n",
            " 34828 34829 34830 34831 34832 34833 34834 34835 34836 34837 34838 34839\n",
            " 34840 34841 34842 34843 34844 34845 34846 34847 34848 34849 34850 34851\n",
            " 34852 34853 34854 34855 34856 34857 34858 34859 34860 34861 34862 34863\n",
            " 34864 34865 34866 34867 34868 34869 34870 34871 34872 34873 34874 34875\n",
            " 34876 34877 34878 34879 34880 34881 34882 34883 34884 34885 34886 34887\n",
            " 34888 34889 34890 34891 34892 34893 34894 34895 34896 34897 34898 34899\n",
            " 34900 34901 34902 34903 34904 34905 34906 34907 34908 34909 34910 34911\n",
            " 34912 34913 34914 34915 34916 34917 34918 34919 34920 34921 34922 34923\n",
            " 34924 34925 34926 34927]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [34928 34929 34930 34931 34932 34933 34934 34935 34936 34937 34938 34939\n",
            " 34940 34941 34942 34943 34944 34945 34946 34947 34948 34949 34950 34951\n",
            " 34952 34953 34954 34955 34956 34957 34958 34959 34960 34961 34962 34963\n",
            " 34964 34965 34966 34967 34968 34969 34970 34971 34972 34973 34974 34975\n",
            " 34976 34977 34978 34979 34980 34981 34982 34983 34984 34985 34986 34987\n",
            " 34988 34989 34990 34991 34992 34993 34994 34995 34996 34997 34998 34999\n",
            " 35000 35001 35002 35003 35004 35005 35006 35007 35008 35009 35010 35011\n",
            " 35012 35013 35014 35015 35016 35017 35018 35019 35020 35021 35022 35023\n",
            " 35024 35025 35026 35027 35028 35029 35030 35031 35032 35033 35034 35035\n",
            " 35036 35037 35038 35039 35040 35041 35042 35043 35044 35045 35046 35047\n",
            " 35048 35049 35050 35051 35052 35053 35054 35055 35056 35057 35058 35059\n",
            " 35060 35061 35062 35063 35064 35065 35066 35067 35068 35069 35070 35071\n",
            " 35072 35073 35074 35075 35076 35077 35078 35079 35080 35081 35082 35083\n",
            " 35084 35085 35086 35087 35088 35089 35090 35091 35092 35093 35094 35095\n",
            " 35096 35097 35098 35099 35100 35101 35102 35103 35104 35105 35106 35107\n",
            " 35108 35109 35110 35111 35112 35113 35114 35115 35116 35117 35118 35119\n",
            " 35120 35121 35122 35123 35124 35125 35126 35127 35128 35129 35130 35131\n",
            " 35132 35133 35134 35135 35136 35137 35138 35139 35140 35141 35142 35143\n",
            " 35144 35145 35146 35147 35148 35149 35150 35151 35152 35153 35154 35155\n",
            " 35156 35157 35158 35159 35160 35161 35162 35163 35164 35165 35166 35167\n",
            " 35168 35169 35170 35171 35172 35173 35174 35175 35176 35177 35178 35179\n",
            " 35180 35181 35182 35183 35184 35185 35186 35187 35188 35189 35190 35191\n",
            " 35192 35193 35194 35195 35196 35197 35198 35199 35200 35201 35202 35203\n",
            " 35204 35205 35206 35207 35208 35209 35210 35211 35212 35213 35214 35215\n",
            " 35216 35217 35218 35219 35220 35221 35222 35223 35224 35225 35226 35227\n",
            " 35228 35229 35230 35231 35232 35233 35234 35235 35236 35237 35238 35239\n",
            " 35240 35241 35242 35243 35244 35245 35246 35247 35248 35249 35250 35251\n",
            " 35252 35253 35254 35255 35256 35257 35258 35259 35260 35261 35262 35263\n",
            " 35264 35265 35266 35267 35268 35269 35270 35271 35272 35273 35274 35275\n",
            " 35276 35277 35278 35279 35280 35281 35282 35283 35284 35285 35286 35287\n",
            " 35288 35289 35290 35291 35292 35293 35294 35295 35296 35297 35298 35299\n",
            " 35300 35301 35302 35303 35304 35305 35306 35307 35308 35309 35310 35311\n",
            " 35312 35313 35314 35315 35316 35317 35318 35319 35320 35321 35322 35323\n",
            " 35324 35325 35326 35327 35328 35329 35330 35331 35332 35333 35334 35335\n",
            " 35336 35337 35338 35339 35340 35341 35342 35343 35344 35345 35346 35347\n",
            " 35348 35349 35350 35351 35352 35353 35354 35355 35356 35357 35358 35359\n",
            " 35360 35361 35362 35363 35364 35365 35366 35367 35368 35369 35370 35371\n",
            " 35372 35373 35374 35375 35376 35377 35378 35379 35380 35381 35382 35383\n",
            " 35384 35385 35386 35387 35388 35389 35390 35391 35392 35393 35394 35395\n",
            " 35396 35397 35398 35399 35400 35401 35402 35403 35404 35405 35406 35407\n",
            " 35408 35409 35410 35411 35412 35413 35414 35415 35416 35417 35418 35419\n",
            " 35420 35421 35422 35423 35424 35425 35426 35427 35428 35429 35430 35431\n",
            " 35432 35433 35434 35435 35436 35437 35438 35439 35440 35441 35442 35443\n",
            " 35444 35445 35446 35447 35448 35449 35450 35451 35452 35453 35454 35455\n",
            " 35456 35457 35458 35459 35460 35461 35462 35463 35464 35465 35466 35467\n",
            " 35468 35469 35470 35471 35472 35473 35474 35475 35476 35477 35478 35479\n",
            " 35480 35481 35482 35483 35484 35485 35486 35487 35488 35489 35490 35491\n",
            " 35492 35493 35494 35495 35496 35497 35498 35499 35500 35501 35502 35503\n",
            " 35504 35505 35506 35507 35508 35509 35510 35511 35512 35513 35514 35515\n",
            " 35516 35517 35518 35519]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [35520 35521 35522 35523 35524 35525 35526 35527 35528 35529 35530 35531\n",
            " 35532 35533 35534 35535 35536 35537 35538 35539 35540 35541 35542 35543\n",
            " 35544 35545 35546 35547 35548 35549 35550 35551 35552 35553 35554 35555\n",
            " 35556 35557 35558 35559 35560 35561 35562 35563 35564 35565 35566 35567\n",
            " 35568 35569 35570 35571 35572 35573 35574 35575 35576 35577 35578 35579\n",
            " 35580 35581 35582 35583 35584 35585 35586 35587 35588 35589 35590 35591\n",
            " 35592 35593 35594 35595 35596 35597 35598 35599 35600 35601 35602 35603\n",
            " 35604 35605 35606 35607 35608 35609 35610 35611 35612 35613 35614 35615\n",
            " 35616 35617 35618 35619 35620 35621 35622 35623 35624 35625 35626 35627\n",
            " 35628 35629 35630 35631 35632 35633 35634 35635 35636 35637 35638 35639\n",
            " 35640 35641 35642 35643 35644 35645 35646 35647 35648 35649 35650 35651\n",
            " 35652 35653 35654 35655 35656 35657 35658 35659 35660 35661 35662 35663\n",
            " 35664 35665 35666 35667 35668 35669 35670 35671 35672 35673 35674 35675\n",
            " 35676 35677 35678 35679 35680 35681 35682 35683 35684 35685 35686 35687\n",
            " 35688 35689 35690 35691 35692 35693 35694 35695 35696 35697 35698 35699\n",
            " 35700 35701 35702 35703 35704 35705 35706 35707 35708 35709 35710 35711\n",
            " 35712 35713 35714 35715 35716 35717 35718 35719 35720 35721 35722 35723\n",
            " 35724 35725 35726 35727 35728 35729 35730 35731 35732 35733 35734 35735\n",
            " 35736 35737 35738 35739 35740 35741 35742 35743 35744 35745 35746 35747\n",
            " 35748 35749 35750 35751 35752 35753 35754 35755 35756 35757 35758 35759\n",
            " 35760 35761 35762 35763 35764 35765 35766 35767 35768 35769 35770 35771\n",
            " 35772 35773 35774 35775 35776 35777 35778 35779 35780 35781 35782 35783\n",
            " 35784 35785 35786 35787 35788 35789 35790 35791 35792 35793 35794 35795\n",
            " 35796 35797 35798 35799 35800 35801 35802 35803 35804 35805 35806 35807\n",
            " 35808 35809 35810 35811 35812 35813 35814 35815 35816 35817 35818 35819\n",
            " 35820 35821 35822 35823 35824 35825 35826 35827 35828 35829 35830 35831\n",
            " 35832 35833 35834 35835 35836 35837 35838 35839 35840 35841 35842 35843\n",
            " 35844 35845 35846 35847 35848 35849 35850 35851 35852 35853 35854 35855\n",
            " 35856 35857 35858 35859 35860 35861 35862 35863 35864 35865 35866 35867\n",
            " 35868 35869 35870 35871 35872 35873 35874 35875 35876 35877 35878 35879\n",
            " 35880 35881 35882 35883 35884 35885 35886 35887 35888 35889 35890 35891\n",
            " 35892 35893 35894 35895 35896 35897 35898 35899 35900 35901 35902 35903\n",
            " 35904 35905 35906 35907 35908 35909 35910 35911 35912 35913 35914 35915\n",
            " 35916 35917 35918 35919 35920 35921 35922 35923 35924 35925 35926 35927\n",
            " 35928 35929 35930 35931 35932 35933 35934 35935 35936 35937 35938 35939\n",
            " 35940 35941 35942 35943 35944 35945 35946 35947 35948 35949 35950 35951\n",
            " 35952 35953 35954 35955 35956 35957 35958 35959 35960 35961 35962 35963\n",
            " 35964 35965 35966 35967 35968 35969 35970 35971 35972 35973 35974 35975\n",
            " 35976 35977 35978 35979 35980 35981 35982 35983 35984 35985 35986 35987\n",
            " 35988 35989 35990 35991 35992 35993 35994 35995 35996 35997 35998 35999\n",
            " 36000 36001 36002 36003 36004 36005 36006 36007 36008 36009 36010 36011\n",
            " 36012 36013 36014 36015 36016 36017 36018 36019 36020 36021 36022 36023\n",
            " 36024 36025 36026 36027 36028 36029 36030 36031 36032 36033 36034 36035\n",
            " 36036 36037 36038 36039 36040 36041 36042 36043 36044 36045 36046 36047\n",
            " 36048 36049 36050 36051 36052 36053 36054 36055 36056 36057 36058 36059\n",
            " 36060 36061 36062 36063 36064 36065 36066 36067 36068 36069 36070 36071\n",
            " 36072 36073 36074 36075 36076 36077 36078 36079 36080 36081 36082 36083\n",
            " 36084 36085 36086 36087 36088 36089 36090 36091 36092 36093 36094 36095\n",
            " 36096 36097 36098 36099 36100 36101 36102 36103 36104 36105 36106 36107\n",
            " 36108 36109 36110 36111]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [36112 36113 36114 36115 36116 36117 36118 36119 36120 36121 36122 36123\n",
            " 36124 36125 36126 36127 36128 36129 36130 36131 36132 36133 36134 36135\n",
            " 36136 36137 36138 36139 36140 36141 36142 36143 36144 36145 36146 36147\n",
            " 36148 36149 36150 36151 36152 36153 36154 36155 36156 36157 36158 36159\n",
            " 36160 36161 36162 36163 36164 36165 36166 36167 36168 36169 36170 36171\n",
            " 36172 36173 36174 36175 36176 36177 36178 36179 36180 36181 36182 36183\n",
            " 36184 36185 36186 36187 36188 36189 36190 36191 36192 36193 36194 36195\n",
            " 36196 36197 36198 36199 36200 36201 36202 36203 36204 36205 36206 36207\n",
            " 36208 36209 36210 36211 36212 36213 36214 36215 36216 36217 36218 36219\n",
            " 36220 36221 36222 36223 36224 36225 36226 36227 36228 36229 36230 36231\n",
            " 36232 36233 36234 36235 36236 36237 36238 36239 36240 36241 36242 36243\n",
            " 36244 36245 36246 36247 36248 36249 36250 36251 36252 36253 36254 36255\n",
            " 36256 36257 36258 36259 36260 36261 36262 36263 36264 36265 36266 36267\n",
            " 36268 36269 36270 36271 36272 36273 36274 36275 36276 36277 36278 36279\n",
            " 36280 36281 36282 36283 36284 36285 36286 36287 36288 36289 36290 36291\n",
            " 36292 36293 36294 36295 36296 36297 36298 36299 36300 36301 36302 36303\n",
            " 36304 36305 36306 36307 36308 36309 36310 36311 36312 36313 36314 36315\n",
            " 36316 36317 36318 36319 36320 36321 36322 36323 36324 36325 36326 36327\n",
            " 36328 36329 36330 36331 36332 36333 36334 36335 36336 36337 36338 36339\n",
            " 36340 36341 36342 36343 36344 36345 36346 36347 36348 36349 36350 36351\n",
            " 36352 36353 36354 36355 36356 36357 36358 36359 36360 36361 36362 36363\n",
            " 36364 36365 36366 36367 36368 36369 36370 36371 36372 36373 36374 36375\n",
            " 36376 36377 36378 36379 36380 36381 36382 36383 36384 36385 36386 36387\n",
            " 36388 36389 36390 36391 36392 36393 36394 36395 36396 36397 36398 36399\n",
            " 36400 36401 36402 36403 36404 36405 36406 36407 36408 36409 36410 36411\n",
            " 36412 36413 36414 36415 36416 36417 36418 36419 36420 36421 36422 36423\n",
            " 36424 36425 36426 36427 36428 36429 36430 36431 36432 36433 36434 36435\n",
            " 36436 36437 36438 36439 36440 36441 36442 36443 36444 36445 36446 36447\n",
            " 36448 36449 36450 36451 36452 36453 36454 36455 36456 36457 36458 36459\n",
            " 36460 36461 36462 36463 36464 36465 36466 36467 36468 36469 36470 36471\n",
            " 36472 36473 36474 36475 36476 36477 36478 36479 36480 36481 36482 36483\n",
            " 36484 36485 36486 36487 36488 36489 36490 36491 36492 36493 36494 36495\n",
            " 36496 36497 36498 36499 36500 36501 36502 36503 36504 36505 36506 36507\n",
            " 36508 36509 36510 36511 36512 36513 36514 36515 36516 36517 36518 36519\n",
            " 36520 36521 36522 36523 36524 36525 36526 36527 36528 36529 36530 36531\n",
            " 36532 36533 36534 36535 36536 36537 36538 36539 36540 36541 36542 36543\n",
            " 36544 36545 36546 36547 36548 36549 36550 36551 36552 36553 36554 36555\n",
            " 36556 36557 36558 36559 36560 36561 36562 36563 36564 36565 36566 36567\n",
            " 36568 36569 36570 36571 36572 36573 36574 36575 36576 36577 36578 36579\n",
            " 36580 36581 36582 36583 36584 36585 36586 36587 36588 36589 36590 36591\n",
            " 36592 36593 36594 36595 36596 36597 36598 36599 36600 36601 36602 36603\n",
            " 36604 36605 36606 36607 36608 36609 36610 36611 36612 36613 36614 36615\n",
            " 36616 36617 36618 36619 36620 36621 36622 36623 36624 36625 36626 36627\n",
            " 36628 36629 36630 36631 36632 36633 36634 36635 36636 36637 36638 36639\n",
            " 36640 36641 36642 36643 36644 36645 36646 36647 36648 36649 36650 36651\n",
            " 36652 36653 36654 36655 36656 36657 36658 36659 36660 36661 36662 36663\n",
            " 36664 36665 36666 36667 36668 36669 36670 36671 36672 36673 36674 36675\n",
            " 36676 36677 36678 36679 36680 36681 36682 36683 36684 36685 36686 36687\n",
            " 36688 36689 36690 36691 36692 36693 36694 36695 36696 36697 36698 36699\n",
            " 36700 36701 36702 36703]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [36704 36705 36706 36707 36708 36709 36710 36711 36712 36713 36714 36715\n",
            " 36716 36717 36718 36719 36720 36721 36722 36723 36724 36725 36726 36727\n",
            " 36728 36729 36730 36731 36732 36733 36734 36735 36736 36737 36738 36739\n",
            " 36740 36741 36742 36743 36744 36745 36746 36747 36748 36749 36750 36751\n",
            " 36752 36753 36754 36755 36756 36757 36758 36759 36760 36761 36762 36763\n",
            " 36764 36765 36766 36767 36768 36769 36770 36771 36772 36773 36774 36775\n",
            " 36776 36777 36778 36779 36780 36781 36782 36783 36784 36785 36786 36787\n",
            " 36788 36789 36790 36791 36792 36793 36794 36795 36796 36797 36798 36799\n",
            " 36800 36801 36802 36803 36804 36805 36806 36807 36808 36809 36810 36811\n",
            " 36812 36813 36814 36815 36816 36817 36818 36819 36820 36821 36822 36823\n",
            " 36824 36825 36826 36827 36828 36829 36830 36831 36832 36833 36834 36835\n",
            " 36836 36837 36838 36839 36840 36841 36842 36843 36844 36845 36846 36847\n",
            " 36848 36849 36850 36851 36852 36853 36854 36855 36856 36857 36858 36859\n",
            " 36860 36861 36862 36863 36864 36865 36866 36867 36868 36869 36870 36871\n",
            " 36872 36873 36874 36875 36876 36877 36878 36879 36880 36881 36882 36883\n",
            " 36884 36885 36886 36887 36888 36889 36890 36891 36892 36893 36894 36895\n",
            " 36896 36897 36898 36899 36900 36901 36902 36903 36904 36905 36906 36907\n",
            " 36908 36909 36910 36911 36912 36913 36914 36915 36916 36917 36918 36919\n",
            " 36920 36921 36922 36923 36924 36925 36926 36927 36928 36929 36930 36931\n",
            " 36932 36933 36934 36935 36936 36937 36938 36939 36940 36941 36942 36943\n",
            " 36944 36945 36946 36947 36948 36949 36950 36951 36952 36953 36954 36955\n",
            " 36956 36957 36958 36959 36960 36961 36962 36963 36964 36965 36966 36967\n",
            " 36968 36969 36970 36971 36972 36973 36974 36975 36976 36977 36978 36979\n",
            " 36980 36981 36982 36983 36984 36985 36986 36987 36988 36989 36990 36991\n",
            " 36992 36993 36994 36995 36996 36997 36998 36999 37000 37001 37002 37003\n",
            " 37004 37005 37006 37007 37008 37009 37010 37011 37012 37013 37014 37015\n",
            " 37016 37017 37018 37019 37020 37021 37022 37023 37024 37025 37026 37027\n",
            " 37028 37029 37030 37031 37032 37033 37034 37035 37036 37037 37038 37039\n",
            " 37040 37041 37042 37043 37044 37045 37046 37047 37048 37049 37050 37051\n",
            " 37052 37053 37054 37055 37056 37057 37058 37059 37060 37061 37062 37063\n",
            " 37064 37065 37066 37067 37068 37069 37070 37071 37072 37073 37074 37075\n",
            " 37076 37077 37078 37079 37080 37081 37082 37083 37084 37085 37086 37087\n",
            " 37088 37089 37090 37091 37092 37093 37094 37095 37096 37097 37098 37099\n",
            " 37100 37101 37102 37103 37104 37105 37106 37107 37108 37109 37110 37111\n",
            " 37112 37113 37114 37115 37116 37117 37118 37119 37120 37121 37122 37123\n",
            " 37124 37125 37126 37127 37128 37129 37130 37131 37132 37133 37134 37135\n",
            " 37136 37137 37138 37139 37140 37141 37142 37143 37144 37145 37146 37147\n",
            " 37148 37149 37150 37151 37152 37153 37154 37155 37156 37157 37158 37159\n",
            " 37160 37161 37162 37163 37164 37165 37166 37167 37168 37169 37170 37171\n",
            " 37172 37173 37174 37175 37176 37177 37178 37179 37180 37181 37182 37183\n",
            " 37184 37185 37186 37187 37188 37189 37190 37191 37192 37193 37194 37195\n",
            " 37196 37197 37198 37199 37200 37201 37202 37203 37204 37205 37206 37207\n",
            " 37208 37209 37210 37211 37212 37213 37214 37215 37216 37217 37218 37219\n",
            " 37220 37221 37222 37223 37224 37225 37226 37227 37228 37229 37230 37231\n",
            " 37232 37233 37234 37235 37236 37237 37238 37239 37240 37241 37242 37243\n",
            " 37244 37245 37246 37247 37248 37249 37250 37251 37252 37253 37254 37255\n",
            " 37256 37257 37258 37259 37260 37261 37262 37263 37264 37265 37266 37267\n",
            " 37268 37269 37270 37271 37272 37273 37274 37275 37276 37277 37278 37279\n",
            " 37280 37281 37282 37283 37284 37285 37286 37287 37288 37289 37290 37291\n",
            " 37292 37293 37294 37295]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [37296 37297 37298 37299 37300 37301 37302 37303 37304 37305 37306 37307\n",
            " 37308 37309 37310 37311 37312 37313 37314 37315 37316 37317 37318 37319\n",
            " 37320 37321 37322 37323 37324 37325 37326 37327 37328 37329 37330 37331\n",
            " 37332 37333 37334 37335 37336 37337 37338 37339 37340 37341 37342 37343\n",
            " 37344 37345 37346 37347 37348 37349 37350 37351 37352 37353 37354 37355\n",
            " 37356 37357 37358 37359 37360 37361 37362 37363 37364 37365 37366 37367\n",
            " 37368 37369 37370 37371 37372 37373 37374 37375 37376 37377 37378 37379\n",
            " 37380 37381 37382 37383 37384 37385 37386 37387 37388 37389 37390 37391\n",
            " 37392 37393 37394 37395 37396 37397 37398 37399 37400 37401 37402 37403\n",
            " 37404 37405 37406 37407 37408 37409 37410 37411 37412 37413 37414 37415\n",
            " 37416 37417 37418 37419 37420 37421 37422 37423 37424 37425 37426 37427\n",
            " 37428 37429 37430 37431 37432 37433 37434 37435 37436 37437 37438 37439\n",
            " 37440 37441 37442 37443 37444 37445 37446 37447 37448 37449 37450 37451\n",
            " 37452 37453 37454 37455 37456 37457 37458 37459 37460 37461 37462 37463\n",
            " 37464 37465 37466 37467 37468 37469 37470 37471 37472 37473 37474 37475\n",
            " 37476 37477 37478 37479 37480 37481 37482 37483 37484 37485 37486 37487\n",
            " 37488 37489 37490 37491 37492 37493 37494 37495 37496 37497 37498 37499\n",
            " 37500 37501 37502 37503 37504 37505 37506 37507 37508 37509 37510 37511\n",
            " 37512 37513 37514 37515 37516 37517 37518 37519 37520 37521 37522 37523\n",
            " 37524 37525 37526 37527 37528 37529 37530 37531 37532 37533 37534 37535\n",
            " 37536 37537 37538 37539 37540 37541 37542 37543 37544 37545 37546 37547\n",
            " 37548 37549 37550 37551 37552 37553 37554 37555 37556 37557 37558 37559\n",
            " 37560 37561 37562 37563 37564 37565 37566 37567 37568 37569 37570 37571\n",
            " 37572 37573 37574 37575 37576 37577 37578 37579 37580 37581 37582 37583\n",
            " 37584 37585 37586 37587 37588 37589 37590 37591 37592 37593 37594 37595\n",
            " 37596 37597 37598 37599 37600 37601 37602 37603 37604 37605 37606 37607\n",
            " 37608 37609 37610 37611 37612 37613 37614 37615 37616 37617 37618 37619\n",
            " 37620 37621 37622 37623 37624 37625 37626 37627 37628 37629 37630 37631\n",
            " 37632 37633 37634 37635 37636 37637 37638 37639 37640 37641 37642 37643\n",
            " 37644 37645 37646 37647 37648 37649 37650 37651 37652 37653 37654 37655\n",
            " 37656 37657 37658 37659 37660 37661 37662 37663 37664 37665 37666 37667\n",
            " 37668 37669 37670 37671 37672 37673 37674 37675 37676 37677 37678 37679\n",
            " 37680 37681 37682 37683 37684 37685 37686 37687 37688 37689 37690 37691\n",
            " 37692 37693 37694 37695 37696 37697 37698 37699 37700 37701 37702 37703\n",
            " 37704 37705 37706 37707 37708 37709 37710 37711 37712 37713 37714 37715\n",
            " 37716 37717 37718 37719 37720 37721 37722 37723 37724 37725 37726 37727\n",
            " 37728 37729 37730 37731 37732 37733 37734 37735 37736 37737 37738 37739\n",
            " 37740 37741 37742 37743 37744 37745 37746 37747 37748 37749 37750 37751\n",
            " 37752 37753 37754 37755 37756 37757 37758 37759 37760 37761 37762 37763\n",
            " 37764 37765 37766 37767 37768 37769 37770 37771 37772 37773 37774 37775\n",
            " 37776 37777 37778 37779 37780 37781 37782 37783 37784 37785 37786 37787\n",
            " 37788 37789 37790 37791 37792 37793 37794 37795 37796 37797 37798 37799\n",
            " 37800 37801 37802 37803 37804 37805 37806 37807 37808 37809 37810 37811\n",
            " 37812 37813 37814 37815 37816 37817 37818 37819 37820 37821 37822 37823\n",
            " 37824 37825 37826 37827 37828 37829 37830 37831 37832 37833 37834 37835\n",
            " 37836 37837 37838 37839 37840 37841 37842 37843 37844 37845 37846 37847\n",
            " 37848 37849 37850 37851 37852 37853 37854 37855 37856 37857 37858 37859\n",
            " 37860 37861 37862 37863 37864 37865 37866 37867 37868 37869 37870 37871\n",
            " 37872 37873 37874 37875 37876 37877 37878 37879 37880 37881 37882 37883\n",
            " 37884 37885 37886 37887]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [37888 37889 37890 37891 37892 37893 37894 37895 37896 37897 37898 37899\n",
            " 37900 37901 37902 37903 37904 37905 37906 37907 37908 37909 37910 37911\n",
            " 37912 37913 37914 37915 37916 37917 37918 37919 37920 37921 37922 37923\n",
            " 37924 37925 37926 37927 37928 37929 37930 37931 37932 37933 37934 37935\n",
            " 37936 37937 37938 37939 37940 37941 37942 37943 37944 37945 37946 37947\n",
            " 37948 37949 37950 37951 37952 37953 37954 37955 37956 37957 37958 37959\n",
            " 37960 37961 37962 37963 37964 37965 37966 37967 37968 37969 37970 37971\n",
            " 37972 37973 37974 37975 37976 37977 37978 37979 37980 37981 37982 37983\n",
            " 37984 37985 37986 37987 37988 37989 37990 37991 37992 37993 37994 37995\n",
            " 37996 37997 37998 37999 38000 38001 38002 38003 38004 38005 38006 38007\n",
            " 38008 38009 38010 38011 38012 38013 38014 38015 38016 38017 38018 38019\n",
            " 38020 38021 38022 38023 38024 38025 38026 38027 38028 38029 38030 38031\n",
            " 38032 38033 38034 38035 38036 38037 38038 38039 38040 38041 38042 38043\n",
            " 38044 38045 38046 38047 38048 38049 38050 38051 38052 38053 38054 38055\n",
            " 38056 38057 38058 38059 38060 38061 38062 38063 38064 38065 38066 38067\n",
            " 38068 38069 38070 38071 38072 38073 38074 38075 38076 38077 38078 38079\n",
            " 38080 38081 38082 38083 38084 38085 38086 38087 38088 38089 38090 38091\n",
            " 38092 38093 38094 38095 38096 38097 38098 38099 38100 38101 38102 38103\n",
            " 38104 38105 38106 38107 38108 38109 38110 38111 38112 38113 38114 38115\n",
            " 38116 38117 38118 38119 38120 38121 38122 38123 38124 38125 38126 38127\n",
            " 38128 38129 38130 38131 38132 38133 38134 38135 38136 38137 38138 38139\n",
            " 38140 38141 38142 38143 38144 38145 38146 38147 38148 38149 38150 38151\n",
            " 38152 38153 38154 38155 38156 38157 38158 38159 38160 38161 38162 38163\n",
            " 38164 38165 38166 38167 38168 38169 38170 38171 38172 38173 38174 38175\n",
            " 38176 38177 38178 38179 38180 38181 38182 38183 38184 38185 38186 38187\n",
            " 38188 38189 38190 38191 38192 38193 38194 38195 38196 38197 38198 38199\n",
            " 38200 38201 38202 38203 38204 38205 38206 38207 38208 38209 38210 38211\n",
            " 38212 38213 38214 38215 38216 38217 38218 38219 38220 38221 38222 38223\n",
            " 38224 38225 38226 38227 38228 38229 38230 38231 38232 38233 38234 38235\n",
            " 38236 38237 38238 38239 38240 38241 38242 38243 38244 38245 38246 38247\n",
            " 38248 38249 38250 38251 38252 38253 38254 38255 38256 38257 38258 38259\n",
            " 38260 38261 38262 38263 38264 38265 38266 38267 38268 38269 38270 38271\n",
            " 38272 38273 38274 38275 38276 38277 38278 38279 38280 38281 38282 38283\n",
            " 38284 38285 38286 38287 38288 38289 38290 38291 38292 38293 38294 38295\n",
            " 38296 38297 38298 38299 38300 38301 38302 38303 38304 38305 38306 38307\n",
            " 38308 38309 38310 38311 38312 38313 38314 38315 38316 38317 38318 38319\n",
            " 38320 38321 38322 38323 38324 38325 38326 38327 38328 38329 38330 38331\n",
            " 38332 38333 38334 38335 38336 38337 38338 38339 38340 38341 38342 38343\n",
            " 38344 38345 38346 38347 38348 38349 38350 38351 38352 38353 38354 38355\n",
            " 38356 38357 38358 38359 38360 38361 38362 38363 38364 38365 38366 38367\n",
            " 38368 38369 38370 38371 38372 38373 38374 38375 38376 38377 38378 38379\n",
            " 38380 38381 38382 38383 38384 38385 38386 38387 38388 38389 38390 38391\n",
            " 38392 38393 38394 38395 38396 38397 38398 38399 38400 38401 38402 38403\n",
            " 38404 38405 38406 38407 38408 38409 38410 38411 38412 38413 38414 38415\n",
            " 38416 38417 38418 38419 38420 38421 38422 38423 38424 38425 38426 38427\n",
            " 38428 38429 38430 38431 38432 38433 38434 38435 38436 38437 38438 38439\n",
            " 38440 38441 38442 38443 38444 38445 38446 38447 38448 38449 38450 38451\n",
            " 38452 38453 38454 38455 38456 38457 38458 38459 38460 38461 38462 38463\n",
            " 38464 38465 38466 38467 38468 38469 38470 38471 38472 38473 38474 38475\n",
            " 38476 38477 38478 38479]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [38480 38481 38482 38483 38484 38485 38486 38487 38488 38489 38490 38491\n",
            " 38492 38493 38494 38495 38496 38497 38498 38499 38500 38501 38502 38503\n",
            " 38504 38505 38506 38507 38508 38509 38510 38511 38512 38513 38514 38515\n",
            " 38516 38517 38518 38519 38520 38521 38522 38523 38524 38525 38526 38527\n",
            " 38528 38529 38530 38531 38532 38533 38534 38535 38536 38537 38538 38539\n",
            " 38540 38541 38542 38543 38544 38545 38546 38547 38548 38549 38550 38551\n",
            " 38552 38553 38554 38555 38556 38557 38558 38559 38560 38561 38562 38563\n",
            " 38564 38565 38566 38567 38568 38569 38570 38571 38572 38573 38574 38575\n",
            " 38576 38577 38578 38579 38580 38581 38582 38583 38584 38585 38586 38587\n",
            " 38588 38589 38590 38591 38592 38593 38594 38595 38596 38597 38598 38599\n",
            " 38600 38601 38602 38603 38604 38605 38606 38607 38608 38609 38610 38611\n",
            " 38612 38613 38614 38615 38616 38617 38618 38619 38620 38621 38622 38623\n",
            " 38624 38625 38626 38627 38628 38629 38630 38631 38632 38633 38634 38635\n",
            " 38636 38637 38638 38639 38640 38641 38642 38643 38644 38645 38646 38647\n",
            " 38648 38649 38650 38651 38652 38653 38654 38655 38656 38657 38658 38659\n",
            " 38660 38661 38662 38663 38664 38665 38666 38667 38668 38669 38670 38671\n",
            " 38672 38673 38674 38675 38676 38677 38678 38679 38680 38681 38682 38683\n",
            " 38684 38685 38686 38687 38688 38689 38690 38691 38692 38693 38694 38695\n",
            " 38696 38697 38698 38699 38700 38701 38702 38703 38704 38705 38706 38707\n",
            " 38708 38709 38710 38711 38712 38713 38714 38715 38716 38717 38718 38719\n",
            " 38720 38721 38722 38723 38724 38725 38726 38727 38728 38729 38730 38731\n",
            " 38732 38733 38734 38735 38736 38737 38738 38739 38740 38741 38742 38743\n",
            " 38744 38745 38746 38747 38748 38749 38750 38751 38752 38753 38754 38755\n",
            " 38756 38757 38758 38759 38760 38761 38762 38763 38764 38765 38766 38767\n",
            " 38768 38769 38770 38771 38772 38773 38774 38775 38776 38777 38778 38779\n",
            " 38780 38781 38782 38783 38784 38785 38786 38787 38788 38789 38790 38791\n",
            " 38792 38793 38794 38795 38796 38797 38798 38799 38800 38801 38802 38803\n",
            " 38804 38805 38806 38807 38808 38809 38810 38811 38812 38813 38814 38815\n",
            " 38816 38817 38818 38819 38820 38821 38822 38823 38824 38825 38826 38827\n",
            " 38828 38829 38830 38831 38832 38833 38834 38835 38836 38837 38838 38839\n",
            " 38840 38841 38842 38843 38844 38845 38846 38847 38848 38849 38850 38851\n",
            " 38852 38853 38854 38855 38856 38857 38858 38859 38860 38861 38862 38863\n",
            " 38864 38865 38866 38867 38868 38869 38870 38871 38872 38873 38874 38875\n",
            " 38876 38877 38878 38879 38880 38881 38882 38883 38884 38885 38886 38887\n",
            " 38888 38889 38890 38891 38892 38893 38894 38895 38896 38897 38898 38899\n",
            " 38900 38901 38902 38903 38904 38905 38906 38907 38908 38909 38910 38911\n",
            " 38912 38913 38914 38915 38916 38917 38918 38919 38920 38921 38922 38923\n",
            " 38924 38925 38926 38927 38928 38929 38930 38931 38932 38933 38934 38935\n",
            " 38936 38937 38938 38939 38940 38941 38942 38943 38944 38945 38946 38947\n",
            " 38948 38949 38950 38951 38952 38953 38954 38955 38956 38957 38958 38959\n",
            " 38960 38961 38962 38963 38964 38965 38966 38967 38968 38969 38970 38971\n",
            " 38972 38973 38974 38975 38976 38977 38978 38979 38980 38981 38982 38983\n",
            " 38984 38985 38986 38987 38988 38989 38990 38991 38992 38993 38994 38995\n",
            " 38996 38997 38998 38999 39000 39001 39002 39003 39004 39005 39006 39007\n",
            " 39008 39009 39010 39011 39012 39013 39014 39015 39016 39017 39018 39019\n",
            " 39020 39021 39022 39023 39024 39025 39026 39027 39028 39029 39030 39031\n",
            " 39032 39033 39034 39035 39036 39037 39038 39039 39040 39041 39042 39043\n",
            " 39044 39045 39046 39047 39048 39049 39050 39051 39052 39053 39054 39055\n",
            " 39056 39057 39058 39059 39060 39061 39062 39063 39064 39065 39066 39067\n",
            " 39068 39069 39070 39071]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [39072 39073 39074 39075 39076 39077 39078 39079 39080 39081 39082 39083\n",
            " 39084 39085 39086 39087 39088 39089 39090 39091 39092 39093 39094 39095\n",
            " 39096 39097 39098 39099 39100 39101 39102 39103 39104 39105 39106 39107\n",
            " 39108 39109 39110 39111 39112 39113 39114 39115 39116 39117 39118 39119\n",
            " 39120 39121 39122 39123 39124 39125 39126 39127 39128 39129 39130 39131\n",
            " 39132 39133 39134 39135 39136 39137 39138 39139 39140 39141 39142 39143\n",
            " 39144 39145 39146 39147 39148 39149 39150 39151 39152 39153 39154 39155\n",
            " 39156 39157 39158 39159 39160 39161 39162 39163 39164 39165 39166 39167\n",
            " 39168 39169 39170 39171 39172 39173 39174 39175 39176 39177 39178 39179\n",
            " 39180 39181 39182 39183 39184 39185 39186 39187 39188 39189 39190 39191\n",
            " 39192 39193 39194 39195 39196 39197 39198 39199 39200 39201 39202 39203\n",
            " 39204 39205 39206 39207 39208 39209 39210 39211 39212 39213 39214 39215\n",
            " 39216 39217 39218 39219 39220 39221 39222 39223 39224 39225 39226 39227\n",
            " 39228 39229 39230 39231 39232 39233 39234 39235 39236 39237 39238 39239\n",
            " 39240 39241 39242 39243 39244 39245 39246 39247 39248 39249 39250 39251\n",
            " 39252 39253 39254 39255 39256 39257 39258 39259 39260 39261 39262 39263\n",
            " 39264 39265 39266 39267 39268 39269 39270 39271 39272 39273 39274 39275\n",
            " 39276 39277 39278 39279 39280 39281 39282 39283 39284 39285 39286 39287\n",
            " 39288 39289 39290 39291 39292 39293 39294 39295 39296 39297 39298 39299\n",
            " 39300 39301 39302 39303 39304 39305 39306 39307 39308 39309 39310 39311\n",
            " 39312 39313 39314 39315 39316 39317 39318 39319 39320 39321 39322 39323\n",
            " 39324 39325 39326 39327 39328 39329 39330 39331 39332 39333 39334 39335\n",
            " 39336 39337 39338 39339 39340 39341 39342 39343 39344 39345 39346 39347\n",
            " 39348 39349 39350 39351 39352 39353 39354 39355 39356 39357 39358 39359\n",
            " 39360 39361 39362 39363 39364 39365 39366 39367 39368 39369 39370 39371\n",
            " 39372 39373 39374 39375 39376 39377 39378 39379 39380 39381 39382 39383\n",
            " 39384 39385 39386 39387 39388 39389 39390 39391 39392 39393 39394 39395\n",
            " 39396 39397 39398 39399 39400 39401 39402 39403 39404 39405 39406 39407\n",
            " 39408 39409 39410 39411 39412 39413 39414 39415 39416 39417 39418 39419\n",
            " 39420 39421 39422 39423 39424 39425 39426 39427 39428 39429 39430 39431\n",
            " 39432 39433 39434 39435 39436 39437 39438 39439 39440 39441 39442 39443\n",
            " 39444 39445 39446 39447 39448 39449 39450 39451 39452 39453 39454 39455\n",
            " 39456 39457 39458 39459 39460 39461 39462 39463 39464 39465 39466 39467\n",
            " 39468 39469 39470 39471 39472 39473 39474 39475 39476 39477 39478 39479\n",
            " 39480 39481 39482 39483 39484 39485 39486 39487 39488 39489 39490 39491\n",
            " 39492 39493 39494 39495 39496 39497 39498 39499 39500 39501 39502 39503\n",
            " 39504 39505 39506 39507 39508 39509 39510 39511 39512 39513 39514 39515\n",
            " 39516 39517 39518 39519 39520 39521 39522 39523 39524 39525 39526 39527\n",
            " 39528 39529 39530 39531 39532 39533 39534 39535 39536 39537 39538 39539\n",
            " 39540 39541 39542 39543 39544 39545 39546 39547 39548 39549 39550 39551\n",
            " 39552 39553 39554 39555 39556 39557 39558 39559 39560 39561 39562 39563\n",
            " 39564 39565 39566 39567 39568 39569 39570 39571 39572 39573 39574 39575\n",
            " 39576 39577 39578 39579 39580 39581 39582 39583 39584 39585 39586 39587\n",
            " 39588 39589 39590 39591 39592 39593 39594 39595 39596 39597 39598 39599\n",
            " 39600 39601 39602 39603 39604 39605 39606 39607 39608 39609 39610 39611\n",
            " 39612 39613 39614 39615 39616 39617 39618 39619 39620 39621 39622 39623\n",
            " 39624 39625 39626 39627 39628 39629 39630 39631 39632 39633 39634 39635\n",
            " 39636 39637 39638 39639 39640 39641 39642 39643 39644 39645 39646 39647\n",
            " 39648 39649 39650 39651 39652 39653 39654 39655 39656 39657 39658 39659\n",
            " 39660 39661 39662 39663]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [39664 39665 39666 39667 39668 39669 39670 39671 39672 39673 39674 39675\n",
            " 39676 39677 39678 39679 39680 39681 39682 39683 39684 39685 39686 39687\n",
            " 39688 39689 39690 39691 39692 39693 39694 39695 39696 39697 39698 39699\n",
            " 39700 39701 39702 39703 39704 39705 39706 39707 39708 39709 39710 39711\n",
            " 39712 39713 39714 39715 39716 39717 39718 39719 39720 39721 39722 39723\n",
            " 39724 39725 39726 39727 39728 39729 39730 39731 39732 39733 39734 39735\n",
            " 39736 39737 39738 39739 39740 39741 39742 39743 39744 39745 39746 39747\n",
            " 39748 39749 39750 39751 39752 39753 39754 39755 39756 39757 39758 39759\n",
            " 39760 39761 39762 39763 39764 39765 39766 39767 39768 39769 39770 39771\n",
            " 39772 39773 39774 39775 39776 39777 39778 39779 39780 39781 39782 39783\n",
            " 39784 39785 39786 39787 39788 39789 39790 39791 39792 39793 39794 39795\n",
            " 39796 39797 39798 39799 39800 39801 39802 39803 39804 39805 39806 39807\n",
            " 39808 39809 39810 39811 39812 39813 39814 39815 39816 39817 39818 39819\n",
            " 39820 39821 39822 39823 39824 39825 39826 39827 39828 39829 39830 39831\n",
            " 39832 39833 39834 39835 39836 39837 39838 39839 39840 39841 39842 39843\n",
            " 39844 39845 39846 39847 39848 39849 39850 39851 39852 39853 39854 39855\n",
            " 39856 39857 39858 39859 39860 39861 39862 39863 39864 39865 39866 39867\n",
            " 39868 39869 39870 39871 39872 39873 39874 39875 39876 39877 39878 39879\n",
            " 39880 39881 39882 39883 39884 39885 39886 39887 39888 39889 39890 39891\n",
            " 39892 39893 39894 39895 39896 39897 39898 39899 39900 39901 39902 39903\n",
            " 39904 39905 39906 39907 39908 39909 39910 39911 39912 39913 39914 39915\n",
            " 39916 39917 39918 39919 39920 39921 39922 39923 39924 39925 39926 39927\n",
            " 39928 39929 39930 39931 39932 39933 39934 39935 39936 39937 39938 39939\n",
            " 39940 39941 39942 39943 39944 39945 39946 39947 39948 39949 39950 39951\n",
            " 39952 39953 39954 39955 39956 39957 39958 39959 39960 39961 39962 39963\n",
            " 39964 39965 39966 39967 39968 39969 39970 39971 39972 39973 39974 39975\n",
            " 39976 39977 39978 39979 39980 39981 39982 39983 39984 39985 39986 39987\n",
            " 39988 39989 39990 39991 39992 39993 39994 39995 39996 39997 39998 39999\n",
            " 40000 40001 40002 40003 40004 40005 40006 40007 40008 40009 40010 40011\n",
            " 40012 40013 40014 40015 40016 40017 40018 40019 40020 40021 40022 40023\n",
            " 40024 40025 40026 40027 40028 40029 40030 40031 40032 40033 40034 40035\n",
            " 40036 40037 40038 40039 40040 40041 40042 40043 40044 40045 40046 40047\n",
            " 40048 40049 40050 40051 40052 40053 40054 40055 40056 40057 40058 40059\n",
            " 40060 40061 40062 40063 40064 40065 40066 40067 40068 40069 40070 40071\n",
            " 40072 40073 40074 40075 40076 40077 40078 40079 40080 40081 40082 40083\n",
            " 40084 40085 40086 40087 40088 40089 40090 40091 40092 40093 40094 40095\n",
            " 40096 40097 40098 40099 40100 40101 40102 40103 40104 40105 40106 40107\n",
            " 40108 40109 40110 40111 40112 40113 40114 40115 40116 40117 40118 40119\n",
            " 40120 40121 40122 40123 40124 40125 40126 40127 40128 40129 40130 40131\n",
            " 40132 40133 40134 40135 40136 40137 40138 40139 40140 40141 40142 40143\n",
            " 40144 40145 40146 40147 40148 40149 40150 40151 40152 40153 40154 40155\n",
            " 40156 40157 40158 40159 40160 40161 40162 40163 40164 40165 40166 40167\n",
            " 40168 40169 40170 40171 40172 40173 40174 40175 40176 40177 40178 40179\n",
            " 40180 40181 40182 40183 40184 40185 40186 40187 40188 40189 40190 40191\n",
            " 40192 40193 40194 40195 40196 40197 40198 40199 40200 40201 40202 40203\n",
            " 40204 40205 40206 40207 40208 40209 40210 40211 40212 40213 40214 40215\n",
            " 40216 40217 40218 40219 40220 40221 40222 40223 40224 40225 40226 40227\n",
            " 40228 40229 40230 40231 40232 40233 40234 40235 40236 40237 40238 40239\n",
            " 40240 40241 40242 40243 40244 40245 40246 40247 40248 40249 40250 40251\n",
            " 40252 40253 40254 40255]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [40256 40257 40258 40259 40260 40261 40262 40263 40264 40265 40266 40267\n",
            " 40268 40269 40270 40271 40272 40273 40274 40275 40276 40277 40278 40279\n",
            " 40280 40281 40282 40283 40284 40285 40286 40287 40288 40289 40290 40291\n",
            " 40292 40293 40294 40295 40296 40297 40298 40299 40300 40301 40302 40303\n",
            " 40304 40305 40306 40307 40308 40309 40310 40311 40312 40313 40314 40315\n",
            " 40316 40317 40318 40319 40320 40321 40322 40323 40324 40325 40326 40327\n",
            " 40328 40329 40330 40331 40332 40333 40334 40335 40336 40337 40338 40339\n",
            " 40340 40341 40342 40343 40344 40345 40346 40347 40348 40349 40350 40351\n",
            " 40352 40353 40354 40355 40356 40357 40358 40359 40360 40361 40362 40363\n",
            " 40364 40365 40366 40367 40368 40369 40370 40371 40372 40373 40374 40375\n",
            " 40376 40377 40378 40379 40380 40381 40382 40383 40384 40385 40386 40387\n",
            " 40388 40389 40390 40391 40392 40393 40394 40395 40396 40397 40398 40399\n",
            " 40400 40401 40402 40403 40404 40405 40406 40407 40408 40409 40410 40411\n",
            " 40412 40413 40414 40415 40416 40417 40418 40419 40420 40421 40422 40423\n",
            " 40424 40425 40426 40427 40428 40429 40430 40431 40432 40433 40434 40435\n",
            " 40436 40437 40438 40439 40440 40441 40442 40443 40444 40445 40446 40447\n",
            " 40448 40449 40450 40451 40452 40453 40454 40455 40456 40457 40458 40459\n",
            " 40460 40461 40462 40463 40464 40465 40466 40467 40468 40469 40470 40471\n",
            " 40472 40473 40474 40475 40476 40477 40478 40479 40480 40481 40482 40483\n",
            " 40484 40485 40486 40487 40488 40489 40490 40491 40492 40493 40494 40495\n",
            " 40496 40497 40498 40499 40500 40501 40502 40503 40504 40505 40506 40507\n",
            " 40508 40509 40510 40511 40512 40513 40514 40515 40516 40517 40518 40519\n",
            " 40520 40521 40522 40523 40524 40525 40526 40527 40528 40529 40530 40531\n",
            " 40532 40533 40534 40535 40536 40537 40538 40539 40540 40541 40542 40543\n",
            " 40544 40545 40546 40547 40548 40549 40550 40551 40552 40553 40554 40555\n",
            " 40556 40557 40558 40559 40560 40561 40562 40563 40564 40565 40566 40567\n",
            " 40568 40569 40570 40571 40572 40573 40574 40575 40576 40577 40578 40579\n",
            " 40580 40581 40582 40583 40584 40585 40586 40587 40588 40589 40590 40591\n",
            " 40592 40593 40594 40595 40596 40597 40598 40599 40600 40601 40602 40603\n",
            " 40604 40605 40606 40607 40608 40609 40610 40611 40612 40613 40614 40615\n",
            " 40616 40617 40618 40619 40620 40621 40622 40623 40624 40625 40626 40627\n",
            " 40628 40629 40630 40631 40632 40633 40634 40635 40636 40637 40638 40639\n",
            " 40640 40641 40642 40643 40644 40645 40646 40647 40648 40649 40650 40651\n",
            " 40652 40653 40654 40655 40656 40657 40658 40659 40660 40661 40662 40663\n",
            " 40664 40665 40666 40667 40668 40669 40670 40671 40672 40673 40674 40675\n",
            " 40676 40677 40678 40679 40680 40681 40682 40683 40684 40685 40686 40687\n",
            " 40688 40689 40690 40691 40692 40693 40694 40695 40696 40697 40698 40699\n",
            " 40700 40701 40702 40703 40704 40705 40706 40707 40708 40709 40710 40711\n",
            " 40712 40713 40714 40715 40716 40717 40718 40719 40720 40721 40722 40723\n",
            " 40724 40725 40726 40727 40728 40729 40730 40731 40732 40733 40734 40735\n",
            " 40736 40737 40738 40739 40740 40741 40742 40743 40744 40745 40746 40747\n",
            " 40748 40749 40750 40751 40752 40753 40754 40755 40756 40757 40758 40759\n",
            " 40760 40761 40762 40763 40764 40765 40766 40767 40768 40769 40770 40771\n",
            " 40772 40773 40774 40775 40776 40777 40778 40779 40780 40781 40782 40783\n",
            " 40784 40785 40786 40787 40788 40789 40790 40791 40792 40793 40794 40795\n",
            " 40796 40797 40798 40799 40800 40801 40802 40803 40804 40805 40806 40807\n",
            " 40808 40809 40810 40811 40812 40813 40814 40815 40816 40817 40818 40819\n",
            " 40820 40821 40822 40823 40824 40825 40826 40827 40828 40829 40830 40831\n",
            " 40832 40833 40834 40835 40836 40837 40838 40839 40840 40841 40842 40843\n",
            " 40844 40845 40846 40847]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [40848 40849 40850 40851 40852 40853 40854 40855 40856 40857 40858 40859\n",
            " 40860 40861 40862 40863 40864 40865 40866 40867 40868 40869 40870 40871\n",
            " 40872 40873 40874 40875 40876 40877 40878 40879 40880 40881 40882 40883\n",
            " 40884 40885 40886 40887 40888 40889 40890 40891 40892 40893 40894 40895\n",
            " 40896 40897 40898 40899 40900 40901 40902 40903 40904 40905 40906 40907\n",
            " 40908 40909 40910 40911 40912 40913 40914 40915 40916 40917 40918 40919\n",
            " 40920 40921 40922 40923 40924 40925 40926 40927 40928 40929 40930 40931\n",
            " 40932 40933 40934 40935 40936 40937 40938 40939 40940 40941 40942 40943\n",
            " 40944 40945 40946 40947 40948 40949 40950 40951 40952 40953 40954 40955\n",
            " 40956 40957 40958 40959 40960 40961 40962 40963 40964 40965 40966 40967\n",
            " 40968 40969 40970 40971 40972 40973 40974 40975 40976 40977 40978 40979\n",
            " 40980 40981 40982 40983 40984 40985 40986 40987 40988 40989 40990 40991\n",
            " 40992 40993 40994 40995 40996 40997 40998 40999 41000 41001 41002 41003\n",
            " 41004 41005 41006 41007 41008 41009 41010 41011 41012 41013 41014 41015\n",
            " 41016 41017 41018 41019 41020 41021 41022 41023 41024 41025 41026 41027\n",
            " 41028 41029 41030 41031 41032 41033 41034 41035 41036 41037 41038 41039\n",
            " 41040 41041 41042 41043 41044 41045 41046 41047 41048 41049 41050 41051\n",
            " 41052 41053 41054 41055 41056 41057 41058 41059 41060 41061 41062 41063\n",
            " 41064 41065 41066 41067 41068 41069 41070 41071 41072 41073 41074 41075\n",
            " 41076 41077 41078 41079 41080 41081 41082 41083 41084 41085 41086 41087\n",
            " 41088 41089 41090 41091 41092 41093 41094 41095 41096 41097 41098 41099\n",
            " 41100 41101 41102 41103 41104 41105 41106 41107 41108 41109 41110 41111\n",
            " 41112 41113 41114 41115 41116 41117 41118 41119 41120 41121 41122 41123\n",
            " 41124 41125 41126 41127 41128 41129 41130 41131 41132 41133 41134 41135\n",
            " 41136 41137 41138 41139 41140 41141 41142 41143 41144 41145 41146 41147\n",
            " 41148 41149 41150 41151 41152 41153 41154 41155 41156 41157 41158 41159\n",
            " 41160 41161 41162 41163 41164 41165 41166 41167 41168 41169 41170 41171\n",
            " 41172 41173 41174 41175 41176 41177 41178 41179 41180 41181 41182 41183\n",
            " 41184 41185 41186 41187 41188 41189 41190 41191 41192 41193 41194 41195\n",
            " 41196 41197 41198 41199 41200 41201 41202 41203 41204 41205 41206 41207\n",
            " 41208 41209 41210 41211 41212 41213 41214 41215 41216 41217 41218 41219\n",
            " 41220 41221 41222 41223 41224 41225 41226 41227 41228 41229 41230 41231\n",
            " 41232 41233 41234 41235 41236 41237 41238 41239 41240 41241 41242 41243\n",
            " 41244 41245 41246 41247 41248 41249 41250 41251 41252 41253 41254 41255\n",
            " 41256 41257 41258 41259 41260 41261 41262 41263 41264 41265 41266 41267\n",
            " 41268 41269 41270 41271 41272 41273 41274 41275 41276 41277 41278 41279\n",
            " 41280 41281 41282 41283 41284 41285 41286 41287 41288 41289 41290 41291\n",
            " 41292 41293 41294 41295 41296 41297 41298 41299 41300 41301 41302 41303\n",
            " 41304 41305 41306 41307 41308 41309 41310 41311 41312 41313 41314 41315\n",
            " 41316 41317 41318 41319 41320 41321 41322 41323 41324 41325 41326 41327\n",
            " 41328 41329 41330 41331 41332 41333 41334 41335 41336 41337 41338 41339\n",
            " 41340 41341 41342 41343 41344 41345 41346 41347 41348 41349 41350 41351\n",
            " 41352 41353 41354 41355 41356 41357 41358 41359 41360 41361 41362 41363\n",
            " 41364 41365 41366 41367 41368 41369 41370 41371 41372 41373 41374 41375\n",
            " 41376 41377 41378 41379 41380 41381 41382 41383 41384 41385 41386 41387\n",
            " 41388 41389 41390 41391 41392 41393 41394 41395 41396 41397 41398 41399\n",
            " 41400 41401 41402 41403 41404 41405 41406 41407 41408 41409 41410 41411\n",
            " 41412 41413 41414 41415 41416 41417 41418 41419 41420 41421 41422 41423\n",
            " 41424 41425 41426 41427 41428 41429 41430 41431 41432 41433 41434 41435\n",
            " 41436 41437 41438 41439]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [41440 41441 41442 41443 41444 41445 41446 41447 41448 41449 41450 41451\n",
            " 41452 41453 41454 41455 41456 41457 41458 41459 41460 41461 41462 41463\n",
            " 41464 41465 41466 41467 41468 41469 41470 41471 41472 41473 41474 41475\n",
            " 41476 41477 41478 41479 41480 41481 41482 41483 41484 41485 41486 41487\n",
            " 41488 41489 41490 41491 41492 41493 41494 41495 41496 41497 41498 41499\n",
            " 41500 41501 41502 41503 41504 41505 41506 41507 41508 41509 41510 41511\n",
            " 41512 41513 41514 41515 41516 41517 41518 41519 41520 41521 41522 41523\n",
            " 41524 41525 41526 41527 41528 41529 41530 41531 41532 41533 41534 41535\n",
            " 41536 41537 41538 41539 41540 41541 41542 41543 41544 41545 41546 41547\n",
            " 41548 41549 41550 41551 41552 41553 41554 41555 41556 41557 41558 41559\n",
            " 41560 41561 41562 41563 41564 41565 41566 41567 41568 41569 41570 41571\n",
            " 41572 41573 41574 41575 41576 41577 41578 41579 41580 41581 41582 41583\n",
            " 41584 41585 41586 41587 41588 41589 41590 41591 41592 41593 41594 41595\n",
            " 41596 41597 41598 41599 41600 41601 41602 41603 41604 41605 41606 41607\n",
            " 41608 41609 41610 41611 41612 41613 41614 41615 41616 41617 41618 41619\n",
            " 41620 41621 41622 41623 41624 41625 41626 41627 41628 41629 41630 41631\n",
            " 41632 41633 41634 41635 41636 41637 41638 41639 41640 41641 41642 41643\n",
            " 41644 41645 41646 41647 41648 41649 41650 41651 41652 41653 41654 41655\n",
            " 41656 41657 41658 41659 41660 41661 41662 41663 41664 41665 41666 41667\n",
            " 41668 41669 41670 41671 41672 41673 41674 41675 41676 41677 41678 41679\n",
            " 41680 41681 41682 41683 41684 41685 41686 41687 41688 41689 41690 41691\n",
            " 41692 41693 41694 41695 41696 41697 41698 41699 41700 41701 41702 41703\n",
            " 41704 41705 41706 41707 41708 41709 41710 41711 41712 41713 41714 41715\n",
            " 41716 41717 41718 41719 41720 41721 41722 41723 41724 41725 41726 41727\n",
            " 41728 41729 41730 41731 41732 41733 41734 41735 41736 41737 41738 41739\n",
            " 41740 41741 41742 41743 41744 41745 41746 41747 41748 41749 41750 41751\n",
            " 41752 41753 41754 41755 41756 41757 41758 41759 41760 41761 41762 41763\n",
            " 41764 41765 41766 41767 41768 41769 41770 41771 41772 41773 41774 41775\n",
            " 41776 41777 41778 41779 41780 41781 41782 41783 41784 41785 41786 41787\n",
            " 41788 41789 41790 41791 41792 41793 41794 41795 41796 41797 41798 41799\n",
            " 41800 41801 41802 41803 41804 41805 41806 41807 41808 41809 41810 41811\n",
            " 41812 41813 41814 41815 41816 41817 41818 41819 41820 41821 41822 41823\n",
            " 41824 41825 41826 41827 41828 41829 41830 41831 41832 41833 41834 41835\n",
            " 41836 41837 41838 41839 41840 41841 41842 41843 41844 41845 41846 41847\n",
            " 41848 41849 41850 41851 41852 41853 41854 41855 41856 41857 41858 41859\n",
            " 41860 41861 41862 41863 41864 41865 41866 41867 41868 41869 41870 41871\n",
            " 41872 41873 41874 41875 41876 41877 41878 41879 41880 41881 41882 41883\n",
            " 41884 41885 41886 41887 41888 41889 41890 41891 41892 41893 41894 41895\n",
            " 41896 41897 41898 41899 41900 41901 41902 41903 41904 41905 41906 41907\n",
            " 41908 41909 41910 41911 41912 41913 41914 41915 41916 41917 41918 41919\n",
            " 41920 41921 41922 41923 41924 41925 41926 41927 41928 41929 41930 41931\n",
            " 41932 41933 41934 41935 41936 41937 41938 41939 41940 41941 41942 41943\n",
            " 41944 41945 41946 41947 41948 41949 41950 41951 41952 41953 41954 41955\n",
            " 41956 41957 41958 41959 41960 41961 41962 41963 41964 41965 41966 41967\n",
            " 41968 41969 41970 41971 41972 41973 41974 41975 41976 41977 41978 41979\n",
            " 41980 41981 41982 41983 41984 41985 41986 41987 41988 41989 41990 41991\n",
            " 41992 41993 41994 41995 41996 41997 41998 41999 42000 42001 42002 42003\n",
            " 42004 42005 42006 42007 42008 42009 42010 42011 42012 42013 42014 42015\n",
            " 42016 42017 42018 42019 42020 42021 42022 42023 42024 42025 42026 42027\n",
            " 42028 42029 42030 42031]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [42032 42033 42034 42035 42036 42037 42038 42039 42040 42041 42042 42043\n",
            " 42044 42045 42046 42047 42048 42049 42050 42051 42052 42053 42054 42055\n",
            " 42056 42057 42058 42059 42060 42061 42062 42063 42064 42065 42066 42067\n",
            " 42068 42069 42070 42071 42072 42073 42074 42075 42076 42077 42078 42079\n",
            " 42080 42081 42082 42083 42084 42085 42086 42087 42088 42089 42090 42091\n",
            " 42092 42093 42094 42095 42096 42097 42098 42099 42100 42101 42102 42103\n",
            " 42104 42105 42106 42107 42108 42109 42110 42111 42112 42113 42114 42115\n",
            " 42116 42117 42118 42119 42120 42121 42122 42123 42124 42125 42126 42127\n",
            " 42128 42129 42130 42131 42132 42133 42134 42135 42136 42137 42138 42139\n",
            " 42140 42141 42142 42143 42144 42145 42146 42147 42148 42149 42150 42151\n",
            " 42152 42153 42154 42155 42156 42157 42158 42159 42160 42161 42162 42163\n",
            " 42164 42165 42166 42167 42168 42169 42170 42171 42172 42173 42174 42175\n",
            " 42176 42177 42178 42179 42180 42181 42182 42183 42184 42185 42186 42187\n",
            " 42188 42189 42190 42191 42192 42193 42194 42195 42196 42197 42198 42199\n",
            " 42200 42201 42202 42203 42204 42205 42206 42207 42208 42209 42210 42211\n",
            " 42212 42213 42214 42215 42216 42217 42218 42219 42220 42221 42222 42223\n",
            " 42224 42225 42226 42227 42228 42229 42230 42231 42232 42233 42234 42235\n",
            " 42236 42237 42238 42239 42240 42241 42242 42243 42244 42245 42246 42247\n",
            " 42248 42249 42250 42251 42252 42253 42254 42255 42256 42257 42258 42259\n",
            " 42260 42261 42262 42263 42264 42265 42266 42267 42268 42269 42270 42271\n",
            " 42272 42273 42274 42275 42276 42277 42278 42279 42280 42281 42282 42283\n",
            " 42284 42285 42286 42287 42288 42289 42290 42291 42292 42293 42294 42295\n",
            " 42296 42297 42298 42299 42300 42301 42302 42303 42304 42305 42306 42307\n",
            " 42308 42309 42310 42311 42312 42313 42314 42315 42316 42317 42318 42319\n",
            " 42320 42321 42322 42323 42324 42325 42326 42327 42328 42329 42330 42331\n",
            " 42332 42333 42334 42335 42336 42337 42338 42339 42340 42341 42342 42343\n",
            " 42344 42345 42346 42347 42348 42349 42350 42351 42352 42353 42354 42355\n",
            " 42356 42357 42358 42359 42360 42361 42362 42363 42364 42365 42366 42367\n",
            " 42368 42369 42370 42371 42372 42373 42374 42375 42376 42377 42378 42379\n",
            " 42380 42381 42382 42383 42384 42385 42386 42387 42388 42389 42390 42391\n",
            " 42392 42393 42394 42395 42396 42397 42398 42399 42400 42401 42402 42403\n",
            " 42404 42405 42406 42407 42408 42409 42410 42411 42412 42413 42414 42415\n",
            " 42416 42417 42418 42419 42420 42421 42422 42423 42424 42425 42426 42427\n",
            " 42428 42429 42430 42431 42432 42433 42434 42435 42436 42437 42438 42439\n",
            " 42440 42441 42442 42443 42444 42445 42446 42447 42448 42449 42450 42451\n",
            " 42452 42453 42454 42455 42456 42457 42458 42459 42460 42461 42462 42463\n",
            " 42464 42465 42466 42467 42468 42469 42470 42471 42472 42473 42474 42475\n",
            " 42476 42477 42478 42479 42480 42481 42482 42483 42484 42485 42486 42487\n",
            " 42488 42489 42490 42491 42492 42493 42494 42495 42496 42497 42498 42499\n",
            " 42500 42501 42502 42503 42504 42505 42506 42507 42508 42509 42510 42511\n",
            " 42512 42513 42514 42515 42516 42517 42518 42519 42520 42521 42522 42523\n",
            " 42524 42525 42526 42527 42528 42529 42530 42531 42532 42533 42534 42535\n",
            " 42536 42537 42538 42539 42540 42541 42542 42543 42544 42545 42546 42547\n",
            " 42548 42549 42550 42551 42552 42553 42554 42555 42556 42557 42558 42559\n",
            " 42560 42561 42562 42563 42564 42565 42566 42567 42568 42569 42570 42571\n",
            " 42572 42573 42574 42575 42576 42577 42578 42579 42580 42581 42582 42583\n",
            " 42584 42585 42586 42587 42588 42589 42590 42591 42592 42593 42594 42595\n",
            " 42596 42597 42598 42599 42600 42601 42602 42603 42604 42605 42606 42607\n",
            " 42608 42609 42610 42611 42612 42613 42614 42615 42616 42617 42618 42619\n",
            " 42620 42621 42622 42623]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [42624 42625 42626 42627 42628 42629 42630 42631 42632 42633 42634 42635\n",
            " 42636 42637 42638 42639 42640 42641 42642 42643 42644 42645 42646 42647\n",
            " 42648 42649 42650 42651 42652 42653 42654 42655 42656 42657 42658 42659\n",
            " 42660 42661 42662 42663 42664 42665 42666 42667 42668 42669 42670 42671\n",
            " 42672 42673 42674 42675 42676 42677 42678 42679 42680 42681 42682 42683\n",
            " 42684 42685 42686 42687 42688 42689 42690 42691 42692 42693 42694 42695\n",
            " 42696 42697 42698 42699 42700 42701 42702 42703 42704 42705 42706 42707\n",
            " 42708 42709 42710 42711 42712 42713 42714 42715 42716 42717 42718 42719\n",
            " 42720 42721 42722 42723 42724 42725 42726 42727 42728 42729 42730 42731\n",
            " 42732 42733 42734 42735 42736 42737 42738 42739 42740 42741 42742 42743\n",
            " 42744 42745 42746 42747 42748 42749 42750 42751 42752 42753 42754 42755\n",
            " 42756 42757 42758 42759 42760 42761 42762 42763 42764 42765 42766 42767\n",
            " 42768 42769 42770 42771 42772 42773 42774 42775 42776 42777 42778 42779\n",
            " 42780 42781 42782 42783 42784 42785 42786 42787 42788 42789 42790 42791\n",
            " 42792 42793 42794 42795 42796 42797 42798 42799 42800 42801 42802 42803\n",
            " 42804 42805 42806 42807 42808 42809 42810 42811 42812 42813 42814 42815\n",
            " 42816 42817 42818 42819 42820 42821 42822 42823 42824 42825 42826 42827\n",
            " 42828 42829 42830 42831 42832 42833 42834 42835 42836 42837 42838 42839\n",
            " 42840 42841 42842 42843 42844 42845 42846 42847 42848 42849 42850 42851\n",
            " 42852 42853 42854 42855 42856 42857 42858 42859 42860 42861 42862 42863\n",
            " 42864 42865 42866 42867 42868 42869 42870 42871 42872 42873 42874 42875\n",
            " 42876 42877 42878 42879 42880 42881 42882 42883 42884 42885 42886 42887\n",
            " 42888 42889 42890 42891 42892 42893 42894 42895 42896 42897 42898 42899\n",
            " 42900 42901 42902 42903 42904 42905 42906 42907 42908 42909 42910 42911\n",
            " 42912 42913 42914 42915 42916 42917 42918 42919 42920 42921 42922 42923\n",
            " 42924 42925 42926 42927 42928 42929 42930 42931 42932 42933 42934 42935\n",
            " 42936 42937 42938 42939 42940 42941 42942 42943 42944 42945 42946 42947\n",
            " 42948 42949 42950 42951 42952 42953 42954 42955 42956 42957 42958 42959\n",
            " 42960 42961 42962 42963 42964 42965 42966 42967 42968 42969 42970 42971\n",
            " 42972 42973 42974 42975 42976 42977 42978 42979 42980 42981 42982 42983\n",
            " 42984 42985 42986 42987 42988 42989 42990 42991 42992 42993 42994 42995\n",
            " 42996 42997 42998 42999 43000 43001 43002 43003 43004 43005 43006 43007\n",
            " 43008 43009 43010 43011 43012 43013 43014 43015 43016 43017 43018 43019\n",
            " 43020 43021 43022 43023 43024 43025 43026 43027 43028 43029 43030 43031\n",
            " 43032 43033 43034 43035 43036 43037 43038 43039 43040 43041 43042 43043\n",
            " 43044 43045 43046 43047 43048 43049 43050 43051 43052 43053 43054 43055\n",
            " 43056 43057 43058 43059 43060 43061 43062 43063 43064 43065 43066 43067\n",
            " 43068 43069 43070 43071 43072 43073 43074 43075 43076 43077 43078 43079\n",
            " 43080 43081 43082 43083 43084 43085 43086 43087 43088 43089 43090 43091\n",
            " 43092 43093 43094 43095 43096 43097 43098 43099 43100 43101 43102 43103\n",
            " 43104 43105 43106 43107 43108 43109 43110 43111 43112 43113 43114 43115\n",
            " 43116 43117 43118 43119 43120 43121 43122 43123 43124 43125 43126 43127\n",
            " 43128 43129 43130 43131 43132 43133 43134 43135 43136 43137 43138 43139\n",
            " 43140 43141 43142 43143 43144 43145 43146 43147 43148 43149 43150 43151\n",
            " 43152 43153 43154 43155 43156 43157 43158 43159 43160 43161 43162 43163\n",
            " 43164 43165 43166 43167 43168 43169 43170 43171 43172 43173 43174 43175\n",
            " 43176 43177 43178 43179 43180 43181 43182 43183 43184 43185 43186 43187\n",
            " 43188 43189 43190 43191 43192 43193 43194 43195 43196 43197 43198 43199\n",
            " 43200 43201 43202 43203 43204 43205 43206 43207 43208 43209 43210 43211\n",
            " 43212 43213 43214 43215]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [43216 43217 43218 43219 43220 43221 43222 43223 43224 43225 43226 43227\n",
            " 43228 43229 43230 43231 43232 43233 43234 43235 43236 43237 43238 43239\n",
            " 43240 43241 43242 43243 43244 43245 43246 43247 43248 43249 43250 43251\n",
            " 43252 43253 43254 43255 43256 43257 43258 43259 43260 43261 43262 43263\n",
            " 43264 43265 43266 43267 43268 43269 43270 43271 43272 43273 43274 43275\n",
            " 43276 43277 43278 43279 43280 43281 43282 43283 43284 43285 43286 43287\n",
            " 43288 43289 43290 43291 43292 43293 43294 43295 43296 43297 43298 43299\n",
            " 43300 43301 43302 43303 43304 43305 43306 43307 43308 43309 43310 43311\n",
            " 43312 43313 43314 43315 43316 43317 43318 43319 43320 43321 43322 43323\n",
            " 43324 43325 43326 43327 43328 43329 43330 43331 43332 43333 43334 43335\n",
            " 43336 43337 43338 43339 43340 43341 43342 43343 43344 43345 43346 43347\n",
            " 43348 43349 43350 43351 43352 43353 43354 43355 43356 43357 43358 43359\n",
            " 43360 43361 43362 43363 43364 43365 43366 43367 43368 43369 43370 43371\n",
            " 43372 43373 43374 43375 43376 43377 43378 43379 43380 43381 43382 43383\n",
            " 43384 43385 43386 43387 43388 43389 43390 43391 43392 43393 43394 43395\n",
            " 43396 43397 43398 43399 43400 43401 43402 43403 43404 43405 43406 43407\n",
            " 43408 43409 43410 43411 43412 43413 43414 43415 43416 43417 43418 43419\n",
            " 43420 43421 43422 43423 43424 43425 43426 43427 43428 43429 43430 43431\n",
            " 43432 43433 43434 43435 43436 43437 43438 43439 43440 43441 43442 43443\n",
            " 43444 43445 43446 43447 43448 43449 43450 43451 43452 43453 43454 43455\n",
            " 43456 43457 43458 43459 43460 43461 43462 43463 43464 43465 43466 43467\n",
            " 43468 43469 43470 43471 43472 43473 43474 43475 43476 43477 43478 43479\n",
            " 43480 43481 43482 43483 43484 43485 43486 43487 43488 43489 43490 43491\n",
            " 43492 43493 43494 43495 43496 43497 43498 43499 43500 43501 43502 43503\n",
            " 43504 43505 43506 43507 43508 43509 43510 43511 43512 43513 43514 43515\n",
            " 43516 43517 43518 43519 43520 43521 43522 43523 43524 43525 43526 43527\n",
            " 43528 43529 43530 43531 43532 43533 43534 43535 43536 43537 43538 43539\n",
            " 43540 43541 43542 43543 43544 43545 43546 43547 43548 43549 43550 43551\n",
            " 43552 43553 43554 43555 43556 43557 43558 43559 43560 43561 43562 43563\n",
            " 43564 43565 43566 43567 43568 43569 43570 43571 43572 43573 43574 43575\n",
            " 43576 43577 43578 43579 43580 43581 43582 43583 43584 43585 43586 43587\n",
            " 43588 43589 43590 43591 43592 43593 43594 43595 43596 43597 43598 43599\n",
            " 43600 43601 43602 43603 43604 43605 43606 43607 43608 43609 43610 43611\n",
            " 43612 43613 43614 43615 43616 43617 43618 43619 43620 43621 43622 43623\n",
            " 43624 43625 43626 43627 43628 43629 43630 43631 43632 43633 43634 43635\n",
            " 43636 43637 43638 43639 43640 43641 43642 43643 43644 43645 43646 43647\n",
            " 43648 43649 43650 43651 43652 43653 43654 43655 43656 43657 43658 43659\n",
            " 43660 43661 43662 43663 43664 43665 43666 43667 43668 43669 43670 43671\n",
            " 43672 43673 43674 43675 43676 43677 43678 43679 43680 43681 43682 43683\n",
            " 43684 43685 43686 43687 43688 43689 43690 43691 43692 43693 43694 43695\n",
            " 43696 43697 43698 43699 43700 43701 43702 43703 43704 43705 43706 43707\n",
            " 43708 43709 43710 43711 43712 43713 43714 43715 43716 43717 43718 43719\n",
            " 43720 43721 43722 43723 43724 43725 43726 43727 43728 43729 43730 43731\n",
            " 43732 43733 43734 43735 43736 43737 43738 43739 43740 43741 43742 43743\n",
            " 43744 43745 43746 43747 43748 43749 43750 43751 43752 43753 43754 43755\n",
            " 43756 43757 43758 43759 43760 43761 43762 43763 43764 43765 43766 43767\n",
            " 43768 43769 43770 43771 43772 43773 43774 43775 43776 43777 43778 43779\n",
            " 43780 43781 43782 43783 43784 43785 43786 43787 43788 43789 43790 43791\n",
            " 43792 43793 43794 43795 43796 43797 43798 43799 43800 43801 43802 43803\n",
            " 43804 43805 43806 43807]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [43808 43809 43810 43811 43812 43813 43814 43815 43816 43817 43818 43819\n",
            " 43820 43821 43822 43823 43824 43825 43826 43827 43828 43829 43830 43831\n",
            " 43832 43833 43834 43835 43836 43837 43838 43839 43840 43841 43842 43843\n",
            " 43844 43845 43846 43847 43848 43849 43850 43851 43852 43853 43854 43855\n",
            " 43856 43857 43858 43859 43860 43861 43862 43863 43864 43865 43866 43867\n",
            " 43868 43869 43870 43871 43872 43873 43874 43875 43876 43877 43878 43879\n",
            " 43880 43881 43882 43883 43884 43885 43886 43887 43888 43889 43890 43891\n",
            " 43892 43893 43894 43895 43896 43897 43898 43899 43900 43901 43902 43903\n",
            " 43904 43905 43906 43907 43908 43909 43910 43911 43912 43913 43914 43915\n",
            " 43916 43917 43918 43919 43920 43921 43922 43923 43924 43925 43926 43927\n",
            " 43928 43929 43930 43931 43932 43933 43934 43935 43936 43937 43938 43939\n",
            " 43940 43941 43942 43943 43944 43945 43946 43947 43948 43949 43950 43951\n",
            " 43952 43953 43954 43955 43956 43957 43958 43959 43960 43961 43962 43963\n",
            " 43964 43965 43966 43967 43968 43969 43970 43971 43972 43973 43974 43975\n",
            " 43976 43977 43978 43979 43980 43981 43982 43983 43984 43985 43986 43987\n",
            " 43988 43989 43990 43991 43992 43993 43994 43995 43996 43997 43998 43999\n",
            " 44000 44001 44002 44003 44004 44005 44006 44007 44008 44009 44010 44011\n",
            " 44012 44013 44014 44015 44016 44017 44018 44019 44020 44021 44022 44023\n",
            " 44024 44025 44026 44027 44028 44029 44030 44031 44032 44033 44034 44035\n",
            " 44036 44037 44038 44039 44040 44041 44042 44043 44044 44045 44046 44047\n",
            " 44048 44049 44050 44051 44052 44053 44054 44055 44056 44057 44058 44059\n",
            " 44060 44061 44062 44063 44064 44065 44066 44067 44068 44069 44070 44071\n",
            " 44072 44073 44074 44075 44076 44077 44078 44079 44080 44081 44082 44083\n",
            " 44084 44085 44086 44087 44088 44089 44090 44091 44092 44093 44094 44095\n",
            " 44096 44097 44098 44099 44100 44101 44102 44103 44104 44105 44106 44107\n",
            " 44108 44109 44110 44111 44112 44113 44114 44115 44116 44117 44118 44119\n",
            " 44120 44121 44122 44123 44124 44125 44126 44127 44128 44129 44130 44131\n",
            " 44132 44133 44134 44135 44136 44137 44138 44139 44140 44141 44142 44143\n",
            " 44144 44145 44146 44147 44148 44149 44150 44151 44152 44153 44154 44155\n",
            " 44156 44157 44158 44159 44160 44161 44162 44163 44164 44165 44166 44167\n",
            " 44168 44169 44170 44171 44172 44173 44174 44175 44176 44177 44178 44179\n",
            " 44180 44181 44182 44183 44184 44185 44186 44187 44188 44189 44190 44191\n",
            " 44192 44193 44194 44195 44196 44197 44198 44199 44200 44201 44202 44203\n",
            " 44204 44205 44206 44207 44208 44209 44210 44211 44212 44213 44214 44215\n",
            " 44216 44217 44218 44219 44220 44221 44222 44223 44224 44225 44226 44227\n",
            " 44228 44229 44230 44231 44232 44233 44234 44235 44236 44237 44238 44239\n",
            " 44240 44241 44242 44243 44244 44245 44246 44247 44248 44249 44250 44251\n",
            " 44252 44253 44254 44255 44256 44257 44258 44259 44260 44261 44262 44263\n",
            " 44264 44265 44266 44267 44268 44269 44270 44271 44272 44273 44274 44275\n",
            " 44276 44277 44278 44279 44280 44281 44282 44283 44284 44285 44286 44287\n",
            " 44288 44289 44290 44291 44292 44293 44294 44295 44296 44297 44298 44299\n",
            " 44300 44301 44302 44303 44304 44305 44306 44307 44308 44309 44310 44311\n",
            " 44312 44313 44314 44315 44316 44317 44318 44319 44320 44321 44322 44323\n",
            " 44324 44325 44326 44327 44328 44329 44330 44331 44332 44333 44334 44335\n",
            " 44336 44337 44338 44339 44340 44341 44342 44343 44344 44345 44346 44347\n",
            " 44348 44349 44350 44351 44352 44353 44354 44355 44356 44357 44358 44359\n",
            " 44360 44361 44362 44363 44364 44365 44366 44367 44368 44369 44370 44371\n",
            " 44372 44373 44374 44375 44376 44377 44378 44379 44380 44381 44382 44383\n",
            " 44384 44385 44386 44387 44388 44389 44390 44391 44392 44393 44394 44395\n",
            " 44396 44397 44398 44399]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [44400 44401 44402 44403 44404 44405 44406 44407 44408 44409 44410 44411\n",
            " 44412 44413 44414 44415 44416 44417 44418 44419 44420 44421 44422 44423\n",
            " 44424 44425 44426 44427 44428 44429 44430 44431 44432 44433 44434 44435\n",
            " 44436 44437 44438 44439 44440 44441 44442 44443 44444 44445 44446 44447\n",
            " 44448 44449 44450 44451 44452 44453 44454 44455 44456 44457 44458 44459\n",
            " 44460 44461 44462 44463 44464 44465 44466 44467 44468 44469 44470 44471\n",
            " 44472 44473 44474 44475 44476 44477 44478 44479 44480 44481 44482 44483\n",
            " 44484 44485 44486 44487 44488 44489 44490 44491 44492 44493 44494 44495\n",
            " 44496 44497 44498 44499 44500 44501 44502 44503 44504 44505 44506 44507\n",
            " 44508 44509 44510 44511 44512 44513 44514 44515 44516 44517 44518 44519\n",
            " 44520 44521 44522 44523 44524 44525 44526 44527 44528 44529 44530 44531\n",
            " 44532 44533 44534 44535 44536 44537 44538 44539 44540 44541 44542 44543\n",
            " 44544 44545 44546 44547 44548 44549 44550 44551 44552 44553 44554 44555\n",
            " 44556 44557 44558 44559 44560 44561 44562 44563 44564 44565 44566 44567\n",
            " 44568 44569 44570 44571 44572 44573 44574 44575 44576 44577 44578 44579\n",
            " 44580 44581 44582 44583 44584 44585 44586 44587 44588 44589 44590 44591\n",
            " 44592 44593 44594 44595 44596 44597 44598 44599 44600 44601 44602 44603\n",
            " 44604 44605 44606 44607 44608 44609 44610 44611 44612 44613 44614 44615\n",
            " 44616 44617 44618 44619 44620 44621 44622 44623 44624 44625 44626 44627\n",
            " 44628 44629 44630 44631 44632 44633 44634 44635 44636 44637 44638 44639\n",
            " 44640 44641 44642 44643 44644 44645 44646 44647 44648 44649 44650 44651\n",
            " 44652 44653 44654 44655 44656 44657 44658 44659 44660 44661 44662 44663\n",
            " 44664 44665 44666 44667 44668 44669 44670 44671 44672 44673 44674 44675\n",
            " 44676 44677 44678 44679 44680 44681 44682 44683 44684 44685 44686 44687\n",
            " 44688 44689 44690 44691 44692 44693 44694 44695 44696 44697 44698 44699\n",
            " 44700 44701 44702 44703 44704 44705 44706 44707 44708 44709 44710 44711\n",
            " 44712 44713 44714 44715 44716 44717 44718 44719 44720 44721 44722 44723\n",
            " 44724 44725 44726 44727 44728 44729 44730 44731 44732 44733 44734 44735\n",
            " 44736 44737 44738 44739 44740 44741 44742 44743 44744 44745 44746 44747\n",
            " 44748 44749 44750 44751 44752 44753 44754 44755 44756 44757 44758 44759\n",
            " 44760 44761 44762 44763 44764 44765 44766 44767 44768 44769 44770 44771\n",
            " 44772 44773 44774 44775 44776 44777 44778 44779 44780 44781 44782 44783\n",
            " 44784 44785 44786 44787 44788 44789 44790 44791 44792 44793 44794 44795\n",
            " 44796 44797 44798 44799 44800 44801 44802 44803 44804 44805 44806 44807\n",
            " 44808 44809 44810 44811 44812 44813 44814 44815 44816 44817 44818 44819\n",
            " 44820 44821 44822 44823 44824 44825 44826 44827 44828 44829 44830 44831\n",
            " 44832 44833 44834 44835 44836 44837 44838 44839 44840 44841 44842 44843\n",
            " 44844 44845 44846 44847 44848 44849 44850 44851 44852 44853 44854 44855\n",
            " 44856 44857 44858 44859 44860 44861 44862 44863 44864 44865 44866 44867\n",
            " 44868 44869 44870 44871 44872 44873 44874 44875 44876 44877 44878 44879\n",
            " 44880 44881 44882 44883 44884 44885 44886 44887 44888 44889 44890 44891\n",
            " 44892 44893 44894 44895 44896 44897 44898 44899 44900 44901 44902 44903\n",
            " 44904 44905 44906 44907 44908 44909 44910 44911 44912 44913 44914 44915\n",
            " 44916 44917 44918 44919 44920 44921 44922 44923 44924 44925 44926 44927\n",
            " 44928 44929 44930 44931 44932 44933 44934 44935 44936 44937 44938 44939\n",
            " 44940 44941 44942 44943 44944 44945 44946 44947 44948 44949 44950 44951\n",
            " 44952 44953 44954 44955 44956 44957 44958 44959 44960 44961 44962 44963\n",
            " 44964 44965 44966 44967 44968 44969 44970 44971 44972 44973 44974 44975\n",
            " 44976 44977 44978 44979 44980 44981 44982 44983 44984 44985 44986 44987\n",
            " 44988 44989 44990 44991]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [44992 44993 44994 44995 44996 44997 44998 44999 45000 45001 45002 45003\n",
            " 45004 45005 45006 45007 45008 45009 45010 45011 45012 45013 45014 45015\n",
            " 45016 45017 45018 45019 45020 45021 45022 45023 45024 45025 45026 45027\n",
            " 45028 45029 45030 45031 45032 45033 45034 45035 45036 45037 45038 45039\n",
            " 45040 45041 45042 45043 45044 45045 45046 45047 45048 45049 45050 45051\n",
            " 45052 45053 45054 45055 45056 45057 45058 45059 45060 45061 45062 45063\n",
            " 45064 45065 45066 45067 45068 45069 45070 45071 45072 45073 45074 45075\n",
            " 45076 45077 45078 45079 45080 45081 45082 45083 45084 45085 45086 45087\n",
            " 45088 45089 45090 45091 45092 45093 45094 45095 45096 45097 45098 45099\n",
            " 45100 45101 45102 45103 45104 45105 45106 45107 45108 45109 45110 45111\n",
            " 45112 45113 45114 45115 45116 45117 45118 45119 45120 45121 45122 45123\n",
            " 45124 45125 45126 45127 45128 45129 45130 45131 45132 45133 45134 45135\n",
            " 45136 45137 45138 45139 45140 45141 45142 45143 45144 45145 45146 45147\n",
            " 45148 45149 45150 45151 45152 45153 45154 45155 45156 45157 45158 45159\n",
            " 45160 45161 45162 45163 45164 45165 45166 45167 45168 45169 45170 45171\n",
            " 45172 45173 45174 45175 45176 45177 45178 45179 45180 45181 45182 45183\n",
            " 45184 45185 45186 45187 45188 45189 45190 45191 45192 45193 45194 45195\n",
            " 45196 45197 45198 45199 45200 45201 45202 45203 45204 45205 45206 45207\n",
            " 45208 45209 45210 45211 45212 45213 45214 45215 45216 45217 45218 45219\n",
            " 45220 45221 45222 45223 45224 45225 45226 45227 45228 45229 45230 45231\n",
            " 45232 45233 45234 45235 45236 45237 45238 45239 45240 45241 45242 45243\n",
            " 45244 45245 45246 45247 45248 45249 45250 45251 45252 45253 45254 45255\n",
            " 45256 45257 45258 45259 45260 45261 45262 45263 45264 45265 45266 45267\n",
            " 45268 45269 45270 45271 45272 45273 45274 45275 45276 45277 45278 45279\n",
            " 45280 45281 45282 45283 45284 45285 45286 45287 45288 45289 45290 45291\n",
            " 45292 45293 45294 45295 45296 45297 45298 45299 45300 45301 45302 45303\n",
            " 45304 45305 45306 45307 45308 45309 45310 45311 45312 45313 45314 45315\n",
            " 45316 45317 45318 45319 45320 45321 45322 45323 45324 45325 45326 45327\n",
            " 45328 45329 45330 45331 45332 45333 45334 45335 45336 45337 45338 45339\n",
            " 45340 45341 45342 45343 45344 45345 45346 45347 45348 45349 45350 45351\n",
            " 45352 45353 45354 45355 45356 45357 45358 45359 45360 45361 45362 45363\n",
            " 45364 45365 45366 45367 45368 45369 45370 45371 45372 45373 45374 45375\n",
            " 45376 45377 45378 45379 45380 45381 45382 45383 45384 45385 45386 45387\n",
            " 45388 45389 45390 45391 45392 45393 45394 45395 45396 45397 45398 45399\n",
            " 45400 45401 45402 45403 45404 45405 45406 45407 45408 45409 45410 45411\n",
            " 45412 45413 45414 45415 45416 45417 45418 45419 45420 45421 45422 45423\n",
            " 45424 45425 45426 45427 45428 45429 45430 45431 45432 45433 45434 45435\n",
            " 45436 45437 45438 45439 45440 45441 45442 45443 45444 45445 45446 45447\n",
            " 45448 45449 45450 45451 45452 45453 45454 45455 45456 45457 45458 45459\n",
            " 45460 45461 45462 45463 45464 45465 45466 45467 45468 45469 45470 45471\n",
            " 45472 45473 45474 45475 45476 45477 45478 45479 45480 45481 45482 45483\n",
            " 45484 45485 45486 45487 45488 45489 45490 45491 45492 45493 45494 45495\n",
            " 45496 45497 45498 45499 45500 45501 45502 45503 45504 45505 45506 45507\n",
            " 45508 45509 45510 45511 45512 45513 45514 45515 45516 45517 45518 45519\n",
            " 45520 45521 45522 45523 45524 45525 45526 45527 45528 45529 45530 45531\n",
            " 45532 45533 45534 45535 45536 45537 45538 45539 45540 45541 45542 45543\n",
            " 45544 45545 45546 45547 45548 45549 45550 45551 45552 45553 45554 45555\n",
            " 45556 45557 45558 45559 45560 45561 45562 45563 45564 45565 45566 45567\n",
            " 45568 45569 45570 45571 45572 45573 45574 45575 45576 45577 45578 45579\n",
            " 45580 45581 45582 45583]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [45584 45585 45586 45587 45588 45589 45590 45591 45592 45593 45594 45595\n",
            " 45596 45597 45598 45599 45600 45601 45602 45603 45604 45605 45606 45607\n",
            " 45608 45609 45610 45611 45612 45613 45614 45615 45616 45617 45618 45619\n",
            " 45620 45621 45622 45623 45624 45625 45626 45627 45628 45629 45630 45631\n",
            " 45632 45633 45634 45635 45636 45637 45638 45639 45640 45641 45642 45643\n",
            " 45644 45645 45646 45647 45648 45649 45650 45651 45652 45653 45654 45655\n",
            " 45656 45657 45658 45659 45660 45661 45662 45663 45664 45665 45666 45667\n",
            " 45668 45669 45670 45671 45672 45673 45674 45675 45676 45677 45678 45679\n",
            " 45680 45681 45682 45683 45684 45685 45686 45687 45688 45689 45690 45691\n",
            " 45692 45693 45694 45695 45696 45697 45698 45699 45700 45701 45702 45703\n",
            " 45704 45705 45706 45707 45708 45709 45710 45711 45712 45713 45714 45715\n",
            " 45716 45717 45718 45719 45720 45721 45722 45723 45724 45725 45726 45727\n",
            " 45728 45729 45730 45731 45732 45733 45734 45735 45736 45737 45738 45739\n",
            " 45740 45741 45742 45743 45744 45745 45746 45747 45748 45749 45750 45751\n",
            " 45752 45753 45754 45755 45756 45757 45758 45759 45760 45761 45762 45763\n",
            " 45764 45765 45766 45767 45768 45769 45770 45771 45772 45773 45774 45775\n",
            " 45776 45777 45778 45779 45780 45781 45782 45783 45784 45785 45786 45787\n",
            " 45788 45789 45790 45791 45792 45793 45794 45795 45796 45797 45798 45799\n",
            " 45800 45801 45802 45803 45804 45805 45806 45807 45808 45809 45810 45811\n",
            " 45812 45813 45814 45815 45816 45817 45818 45819 45820 45821 45822 45823\n",
            " 45824 45825 45826 45827 45828 45829 45830 45831 45832 45833 45834 45835\n",
            " 45836 45837 45838 45839 45840 45841 45842 45843 45844 45845 45846 45847\n",
            " 45848 45849 45850 45851 45852 45853 45854 45855 45856 45857 45858 45859\n",
            " 45860 45861 45862 45863 45864 45865 45866 45867 45868 45869 45870 45871\n",
            " 45872 45873 45874 45875 45876 45877 45878 45879 45880 45881 45882 45883\n",
            " 45884 45885 45886 45887 45888 45889 45890 45891 45892 45893 45894 45895\n",
            " 45896 45897 45898 45899 45900 45901 45902 45903 45904 45905 45906 45907\n",
            " 45908 45909 45910 45911 45912 45913 45914 45915 45916 45917 45918 45919\n",
            " 45920 45921 45922 45923 45924 45925 45926 45927 45928 45929 45930 45931\n",
            " 45932 45933 45934 45935 45936 45937 45938 45939 45940 45941 45942 45943\n",
            " 45944 45945 45946 45947 45948 45949 45950 45951 45952 45953 45954 45955\n",
            " 45956 45957 45958 45959 45960 45961 45962 45963 45964 45965 45966 45967\n",
            " 45968 45969 45970 45971 45972 45973 45974 45975 45976 45977 45978 45979\n",
            " 45980 45981 45982 45983 45984 45985 45986 45987 45988 45989 45990 45991\n",
            " 45992 45993 45994 45995 45996 45997 45998 45999 46000 46001 46002 46003\n",
            " 46004 46005 46006 46007 46008 46009 46010 46011 46012 46013 46014 46015\n",
            " 46016 46017 46018 46019 46020 46021 46022 46023 46024 46025 46026 46027\n",
            " 46028 46029 46030 46031 46032 46033 46034 46035 46036 46037 46038 46039\n",
            " 46040 46041 46042 46043 46044 46045 46046 46047 46048 46049 46050 46051\n",
            " 46052 46053 46054 46055 46056 46057 46058 46059 46060 46061 46062 46063\n",
            " 46064 46065 46066 46067 46068 46069 46070 46071 46072 46073 46074 46075\n",
            " 46076 46077 46078 46079 46080 46081 46082 46083 46084 46085 46086 46087\n",
            " 46088 46089 46090 46091 46092 46093 46094 46095 46096 46097 46098 46099\n",
            " 46100 46101 46102 46103 46104 46105 46106 46107 46108 46109 46110 46111\n",
            " 46112 46113 46114 46115 46116 46117 46118 46119 46120 46121 46122 46123\n",
            " 46124 46125 46126 46127 46128 46129 46130 46131 46132 46133 46134 46135\n",
            " 46136 46137 46138 46139 46140 46141 46142 46143 46144 46145 46146 46147\n",
            " 46148 46149 46150 46151 46152 46153 46154 46155 46156 46157 46158 46159\n",
            " 46160 46161 46162 46163 46164 46165 46166 46167 46168 46169 46170 46171\n",
            " 46172 46173 46174 46175]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [46176 46177 46178 46179 46180 46181 46182 46183 46184 46185 46186 46187\n",
            " 46188 46189 46190 46191 46192 46193 46194 46195 46196 46197 46198 46199\n",
            " 46200 46201 46202 46203 46204 46205 46206 46207 46208 46209 46210 46211\n",
            " 46212 46213 46214 46215 46216 46217 46218 46219 46220 46221 46222 46223\n",
            " 46224 46225 46226 46227 46228 46229 46230 46231 46232 46233 46234 46235\n",
            " 46236 46237 46238 46239 46240 46241 46242 46243 46244 46245 46246 46247\n",
            " 46248 46249 46250 46251 46252 46253 46254 46255 46256 46257 46258 46259\n",
            " 46260 46261 46262 46263 46264 46265 46266 46267 46268 46269 46270 46271\n",
            " 46272 46273 46274 46275 46276 46277 46278 46279 46280 46281 46282 46283\n",
            " 46284 46285 46286 46287 46288 46289 46290 46291 46292 46293 46294 46295\n",
            " 46296 46297 46298 46299 46300 46301 46302 46303 46304 46305 46306 46307\n",
            " 46308 46309 46310 46311 46312 46313 46314 46315 46316 46317 46318 46319\n",
            " 46320 46321 46322 46323 46324 46325 46326 46327 46328 46329 46330 46331\n",
            " 46332 46333 46334 46335 46336 46337 46338 46339 46340 46341 46342 46343\n",
            " 46344 46345 46346 46347 46348 46349 46350 46351 46352 46353 46354 46355\n",
            " 46356 46357 46358 46359 46360 46361 46362 46363 46364 46365 46366 46367\n",
            " 46368 46369 46370 46371 46372 46373 46374 46375 46376 46377 46378 46379\n",
            " 46380 46381 46382 46383 46384 46385 46386 46387 46388 46389 46390 46391\n",
            " 46392 46393 46394 46395 46396 46397 46398 46399 46400 46401 46402 46403\n",
            " 46404 46405 46406 46407 46408 46409 46410 46411 46412 46413 46414 46415\n",
            " 46416 46417 46418 46419 46420 46421 46422 46423 46424 46425 46426 46427\n",
            " 46428 46429 46430 46431 46432 46433 46434 46435 46436 46437 46438 46439\n",
            " 46440 46441 46442 46443 46444 46445 46446 46447 46448 46449 46450 46451\n",
            " 46452 46453 46454 46455 46456 46457 46458 46459 46460 46461 46462 46463\n",
            " 46464 46465 46466 46467 46468 46469 46470 46471 46472 46473 46474 46475\n",
            " 46476 46477 46478 46479 46480 46481 46482 46483 46484 46485 46486 46487\n",
            " 46488 46489 46490 46491 46492 46493 46494 46495 46496 46497 46498 46499\n",
            " 46500 46501 46502 46503 46504 46505 46506 46507 46508 46509 46510 46511\n",
            " 46512 46513 46514 46515 46516 46517 46518 46519 46520 46521 46522 46523\n",
            " 46524 46525 46526 46527 46528 46529 46530 46531 46532 46533 46534 46535\n",
            " 46536 46537 46538 46539 46540 46541 46542 46543 46544 46545 46546 46547\n",
            " 46548 46549 46550 46551 46552 46553 46554 46555 46556 46557 46558 46559\n",
            " 46560 46561 46562 46563 46564 46565 46566 46567 46568 46569 46570 46571\n",
            " 46572 46573 46574 46575 46576 46577 46578 46579 46580 46581 46582 46583\n",
            " 46584 46585 46586 46587 46588 46589 46590 46591 46592 46593 46594 46595\n",
            " 46596 46597 46598 46599 46600 46601 46602 46603 46604 46605 46606 46607\n",
            " 46608 46609 46610 46611 46612 46613 46614 46615 46616 46617 46618 46619\n",
            " 46620 46621 46622 46623 46624 46625 46626 46627 46628 46629 46630 46631\n",
            " 46632 46633 46634 46635 46636 46637 46638 46639 46640 46641 46642 46643\n",
            " 46644 46645 46646 46647 46648 46649 46650 46651 46652 46653 46654 46655\n",
            " 46656 46657 46658 46659 46660 46661 46662 46663 46664 46665 46666 46667\n",
            " 46668 46669 46670 46671 46672 46673 46674 46675 46676 46677 46678 46679\n",
            " 46680 46681 46682 46683 46684 46685 46686 46687 46688 46689 46690 46691\n",
            " 46692 46693 46694 46695 46696 46697 46698 46699 46700 46701 46702 46703\n",
            " 46704 46705 46706 46707 46708 46709 46710 46711 46712 46713 46714 46715\n",
            " 46716 46717 46718 46719 46720 46721 46722 46723 46724 46725 46726 46727\n",
            " 46728 46729 46730 46731 46732 46733 46734 46735 46736 46737 46738 46739\n",
            " 46740 46741 46742 46743 46744 46745 46746 46747 46748 46749 46750 46751\n",
            " 46752 46753 46754 46755 46756 46757 46758 46759 46760 46761 46762 46763\n",
            " 46764 46765 46766 46767]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [46768 46769 46770 46771 46772 46773 46774 46775 46776 46777 46778 46779\n",
            " 46780 46781 46782 46783 46784 46785 46786 46787 46788 46789 46790 46791\n",
            " 46792 46793 46794 46795 46796 46797 46798 46799 46800 46801 46802 46803\n",
            " 46804 46805 46806 46807 46808 46809 46810 46811 46812 46813 46814 46815\n",
            " 46816 46817 46818 46819 46820 46821 46822 46823 46824 46825 46826 46827\n",
            " 46828 46829 46830 46831 46832 46833 46834 46835 46836 46837 46838 46839\n",
            " 46840 46841 46842 46843 46844 46845 46846 46847 46848 46849 46850 46851\n",
            " 46852 46853 46854 46855 46856 46857 46858 46859 46860 46861 46862 46863\n",
            " 46864 46865 46866 46867 46868 46869 46870 46871 46872 46873 46874 46875\n",
            " 46876 46877 46878 46879 46880 46881 46882 46883 46884 46885 46886 46887\n",
            " 46888 46889 46890 46891 46892 46893 46894 46895 46896 46897 46898 46899\n",
            " 46900 46901 46902 46903 46904 46905 46906 46907 46908 46909 46910 46911\n",
            " 46912 46913 46914 46915 46916 46917 46918 46919 46920 46921 46922 46923\n",
            " 46924 46925 46926 46927 46928 46929 46930 46931 46932 46933 46934 46935\n",
            " 46936 46937 46938 46939 46940 46941 46942 46943 46944 46945 46946 46947\n",
            " 46948 46949 46950 46951 46952 46953 46954 46955 46956 46957 46958 46959\n",
            " 46960 46961 46962 46963 46964 46965 46966 46967 46968 46969 46970 46971\n",
            " 46972 46973 46974 46975 46976 46977 46978 46979 46980 46981 46982 46983\n",
            " 46984 46985 46986 46987 46988 46989 46990 46991 46992 46993 46994 46995\n",
            " 46996 46997 46998 46999 47000 47001 47002 47003 47004 47005 47006 47007\n",
            " 47008 47009 47010 47011 47012 47013 47014 47015 47016 47017 47018 47019\n",
            " 47020 47021 47022 47023 47024 47025 47026 47027 47028 47029 47030 47031\n",
            " 47032 47033 47034 47035 47036 47037 47038 47039 47040 47041 47042 47043\n",
            " 47044 47045 47046 47047 47048 47049 47050 47051 47052 47053 47054 47055\n",
            " 47056 47057 47058 47059 47060 47061 47062 47063 47064 47065 47066 47067\n",
            " 47068 47069 47070 47071 47072 47073 47074 47075 47076 47077 47078 47079\n",
            " 47080 47081 47082 47083 47084 47085 47086 47087 47088 47089 47090 47091\n",
            " 47092 47093 47094 47095 47096 47097 47098 47099 47100 47101 47102 47103\n",
            " 47104 47105 47106 47107 47108 47109 47110 47111 47112 47113 47114 47115\n",
            " 47116 47117 47118 47119 47120 47121 47122 47123 47124 47125 47126 47127\n",
            " 47128 47129 47130 47131 47132 47133 47134 47135 47136 47137 47138 47139\n",
            " 47140 47141 47142 47143 47144 47145 47146 47147 47148 47149 47150 47151\n",
            " 47152 47153 47154 47155 47156 47157 47158 47159 47160 47161 47162 47163\n",
            " 47164 47165 47166 47167 47168 47169 47170 47171 47172 47173 47174 47175\n",
            " 47176 47177 47178 47179 47180 47181 47182 47183 47184 47185 47186 47187\n",
            " 47188 47189 47190 47191 47192 47193 47194 47195 47196 47197 47198 47199\n",
            " 47200 47201 47202 47203 47204 47205 47206 47207 47208 47209 47210 47211\n",
            " 47212 47213 47214 47215 47216 47217 47218 47219 47220 47221 47222 47223\n",
            " 47224 47225 47226 47227 47228 47229 47230 47231 47232 47233 47234 47235\n",
            " 47236 47237 47238 47239 47240 47241 47242 47243 47244 47245 47246 47247\n",
            " 47248 47249 47250 47251 47252 47253 47254 47255 47256 47257 47258 47259\n",
            " 47260 47261 47262 47263 47264 47265 47266 47267 47268 47269 47270 47271\n",
            " 47272 47273 47274 47275 47276 47277 47278 47279 47280 47281 47282 47283\n",
            " 47284 47285 47286 47287 47288 47289 47290 47291 47292 47293 47294 47295\n",
            " 47296 47297 47298 47299 47300 47301 47302 47303 47304 47305 47306 47307\n",
            " 47308 47309 47310 47311 47312 47313 47314 47315 47316 47317 47318 47319\n",
            " 47320 47321 47322 47323 47324 47325 47326 47327 47328 47329 47330 47331\n",
            " 47332 47333 47334 47335 47336 47337 47338 47339 47340 47341 47342 47343\n",
            " 47344 47345 47346 47347 47348 47349 47350 47351 47352 47353 47354 47355\n",
            " 47356 47357 47358 47359]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [47360 47361 47362 47363 47364 47365 47366 47367 47368 47369 47370 47371\n",
            " 47372 47373 47374 47375 47376 47377 47378 47379 47380 47381 47382 47383\n",
            " 47384 47385 47386 47387 47388 47389 47390 47391 47392 47393 47394 47395\n",
            " 47396 47397 47398 47399 47400 47401 47402 47403 47404 47405 47406 47407\n",
            " 47408 47409 47410 47411 47412 47413 47414 47415 47416 47417 47418 47419\n",
            " 47420 47421 47422 47423 47424 47425 47426 47427 47428 47429 47430 47431\n",
            " 47432 47433 47434 47435 47436 47437 47438 47439 47440 47441 47442 47443\n",
            " 47444 47445 47446 47447 47448 47449 47450 47451 47452 47453 47454 47455\n",
            " 47456 47457 47458 47459 47460 47461 47462 47463 47464 47465 47466 47467\n",
            " 47468 47469 47470 47471 47472 47473 47474 47475 47476 47477 47478 47479\n",
            " 47480 47481 47482 47483 47484 47485 47486 47487 47488 47489 47490 47491\n",
            " 47492 47493 47494 47495 47496 47497 47498 47499 47500 47501 47502 47503\n",
            " 47504 47505 47506 47507 47508 47509 47510 47511 47512 47513 47514 47515\n",
            " 47516 47517 47518 47519 47520 47521 47522 47523 47524 47525 47526 47527\n",
            " 47528 47529 47530 47531 47532 47533 47534 47535 47536 47537 47538 47539\n",
            " 47540 47541 47542 47543 47544 47545 47546 47547 47548 47549 47550 47551\n",
            " 47552 47553 47554 47555 47556 47557 47558 47559 47560 47561 47562 47563\n",
            " 47564 47565 47566 47567 47568 47569 47570 47571 47572 47573 47574 47575\n",
            " 47576 47577 47578 47579 47580 47581 47582 47583 47584 47585 47586 47587\n",
            " 47588 47589 47590 47591 47592 47593 47594 47595 47596 47597 47598 47599\n",
            " 47600 47601 47602 47603 47604 47605 47606 47607 47608 47609 47610 47611\n",
            " 47612 47613 47614 47615 47616 47617 47618 47619 47620 47621 47622 47623\n",
            " 47624 47625 47626 47627 47628 47629 47630 47631 47632 47633 47634 47635\n",
            " 47636 47637 47638 47639 47640 47641 47642 47643 47644 47645 47646 47647\n",
            " 47648 47649 47650 47651 47652 47653 47654 47655 47656 47657 47658 47659\n",
            " 47660 47661 47662 47663 47664 47665 47666 47667 47668 47669 47670 47671\n",
            " 47672 47673 47674 47675 47676 47677 47678 47679 47680 47681 47682 47683\n",
            " 47684 47685 47686 47687 47688 47689 47690 47691 47692 47693 47694 47695\n",
            " 47696 47697 47698 47699 47700 47701 47702 47703 47704 47705 47706 47707\n",
            " 47708 47709 47710 47711 47712 47713 47714 47715 47716 47717 47718 47719\n",
            " 47720 47721 47722 47723 47724 47725 47726 47727 47728 47729 47730 47731\n",
            " 47732 47733 47734 47735 47736 47737 47738 47739 47740 47741 47742 47743\n",
            " 47744 47745 47746 47747 47748 47749 47750 47751 47752 47753 47754 47755\n",
            " 47756 47757 47758 47759 47760 47761 47762 47763 47764 47765 47766 47767\n",
            " 47768 47769 47770 47771 47772 47773 47774 47775 47776 47777 47778 47779\n",
            " 47780 47781 47782 47783 47784 47785 47786 47787 47788 47789 47790 47791\n",
            " 47792 47793 47794 47795 47796 47797 47798 47799 47800 47801 47802 47803\n",
            " 47804 47805 47806 47807 47808 47809 47810 47811 47812 47813 47814 47815\n",
            " 47816 47817 47818 47819 47820 47821 47822 47823 47824 47825 47826 47827\n",
            " 47828 47829 47830 47831 47832 47833 47834 47835 47836 47837 47838 47839\n",
            " 47840 47841 47842 47843 47844 47845 47846 47847 47848 47849 47850 47851\n",
            " 47852 47853 47854 47855 47856 47857 47858 47859 47860 47861 47862 47863\n",
            " 47864 47865 47866 47867 47868 47869 47870 47871 47872 47873 47874 47875\n",
            " 47876 47877 47878 47879 47880 47881 47882 47883 47884 47885 47886 47887\n",
            " 47888 47889 47890 47891 47892 47893 47894 47895 47896 47897 47898 47899\n",
            " 47900 47901 47902 47903 47904 47905 47906 47907 47908 47909 47910 47911\n",
            " 47912 47913 47914 47915 47916 47917 47918 47919 47920 47921 47922 47923\n",
            " 47924 47925 47926 47927 47928 47929 47930 47931 47932 47933 47934 47935\n",
            " 47936 47937 47938 47939 47940 47941 47942 47943 47944 47945 47946 47947\n",
            " 47948 47949 47950 47951]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [47952 47953 47954 47955 47956 47957 47958 47959 47960 47961 47962 47963\n",
            " 47964 47965 47966 47967 47968 47969 47970 47971 47972 47973 47974 47975\n",
            " 47976 47977 47978 47979 47980 47981 47982 47983 47984 47985 47986 47987\n",
            " 47988 47989 47990 47991 47992 47993 47994 47995 47996 47997 47998 47999\n",
            " 48000 48001 48002 48003 48004 48005 48006 48007 48008 48009 48010 48011\n",
            " 48012 48013 48014 48015 48016 48017 48018 48019 48020 48021 48022 48023\n",
            " 48024 48025 48026 48027 48028 48029 48030 48031 48032 48033 48034 48035\n",
            " 48036 48037 48038 48039 48040 48041 48042 48043 48044 48045 48046 48047\n",
            " 48048 48049 48050 48051 48052 48053 48054 48055 48056 48057 48058 48059\n",
            " 48060 48061 48062 48063 48064 48065 48066 48067 48068 48069 48070 48071\n",
            " 48072 48073 48074 48075 48076 48077 48078 48079 48080 48081 48082 48083\n",
            " 48084 48085 48086 48087 48088 48089 48090 48091 48092 48093 48094 48095\n",
            " 48096 48097 48098 48099 48100 48101 48102 48103 48104 48105 48106 48107\n",
            " 48108 48109 48110 48111 48112 48113 48114 48115 48116 48117 48118 48119\n",
            " 48120 48121 48122 48123 48124 48125 48126 48127 48128 48129 48130 48131\n",
            " 48132 48133 48134 48135 48136 48137 48138 48139 48140 48141 48142 48143\n",
            " 48144 48145 48146 48147 48148 48149 48150 48151 48152 48153 48154 48155\n",
            " 48156 48157 48158 48159 48160 48161 48162 48163 48164 48165 48166 48167\n",
            " 48168 48169 48170 48171 48172 48173 48174 48175 48176 48177 48178 48179\n",
            " 48180 48181 48182 48183 48184 48185 48186 48187 48188 48189 48190 48191\n",
            " 48192 48193 48194 48195 48196 48197 48198 48199 48200 48201 48202 48203\n",
            " 48204 48205 48206 48207 48208 48209 48210 48211 48212 48213 48214 48215\n",
            " 48216 48217 48218 48219 48220 48221 48222 48223 48224 48225 48226 48227\n",
            " 48228 48229 48230 48231 48232 48233 48234 48235 48236 48237 48238 48239\n",
            " 48240 48241 48242 48243 48244 48245 48246 48247 48248 48249 48250 48251\n",
            " 48252 48253 48254 48255 48256 48257 48258 48259 48260 48261 48262 48263\n",
            " 48264 48265 48266 48267 48268 48269 48270 48271 48272 48273 48274 48275\n",
            " 48276 48277 48278 48279 48280 48281 48282 48283 48284 48285 48286 48287\n",
            " 48288 48289 48290 48291 48292 48293 48294 48295 48296 48297 48298 48299\n",
            " 48300 48301 48302 48303 48304 48305 48306 48307 48308 48309 48310 48311\n",
            " 48312 48313 48314 48315 48316 48317 48318 48319 48320 48321 48322 48323\n",
            " 48324 48325 48326 48327 48328 48329 48330 48331 48332 48333 48334 48335\n",
            " 48336 48337 48338 48339 48340 48341 48342 48343 48344 48345 48346 48347\n",
            " 48348 48349 48350 48351 48352 48353 48354 48355 48356 48357 48358 48359\n",
            " 48360 48361 48362 48363 48364 48365 48366 48367 48368 48369 48370 48371\n",
            " 48372 48373 48374 48375 48376 48377 48378 48379 48380 48381 48382 48383\n",
            " 48384 48385 48386 48387 48388 48389 48390 48391 48392 48393 48394 48395\n",
            " 48396 48397 48398 48399 48400 48401 48402 48403 48404 48405 48406 48407\n",
            " 48408 48409 48410 48411 48412 48413 48414 48415 48416 48417 48418 48419\n",
            " 48420 48421 48422 48423 48424 48425 48426 48427 48428 48429 48430 48431\n",
            " 48432 48433 48434 48435 48436 48437 48438 48439 48440 48441 48442 48443\n",
            " 48444 48445 48446 48447 48448 48449 48450 48451 48452 48453 48454 48455\n",
            " 48456 48457 48458 48459 48460 48461 48462 48463 48464 48465 48466 48467\n",
            " 48468 48469 48470 48471 48472 48473 48474 48475 48476 48477 48478 48479\n",
            " 48480 48481 48482 48483 48484 48485 48486 48487 48488 48489 48490 48491\n",
            " 48492 48493 48494 48495 48496 48497 48498 48499 48500 48501 48502 48503\n",
            " 48504 48505 48506 48507 48508 48509 48510 48511 48512 48513 48514 48515\n",
            " 48516 48517 48518 48519 48520 48521 48522 48523 48524 48525 48526 48527\n",
            " 48528 48529 48530 48531 48532 48533 48534 48535 48536 48537 48538 48539\n",
            " 48540 48541 48542 48543]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [48544 48545 48546 48547 48548 48549 48550 48551 48552 48553 48554 48555\n",
            " 48556 48557 48558 48559 48560 48561 48562 48563 48564 48565 48566 48567\n",
            " 48568 48569 48570 48571 48572 48573 48574 48575 48576 48577 48578 48579\n",
            " 48580 48581 48582 48583 48584 48585 48586 48587 48588 48589 48590 48591\n",
            " 48592 48593 48594 48595 48596 48597 48598 48599 48600 48601 48602 48603\n",
            " 48604 48605 48606 48607 48608 48609 48610 48611 48612 48613 48614 48615\n",
            " 48616 48617 48618 48619 48620 48621 48622 48623 48624 48625 48626 48627\n",
            " 48628 48629 48630 48631 48632 48633 48634 48635 48636 48637 48638 48639\n",
            " 48640 48641 48642 48643 48644 48645 48646 48647 48648 48649 48650 48651\n",
            " 48652 48653 48654 48655 48656 48657 48658 48659 48660 48661 48662 48663\n",
            " 48664 48665 48666 48667 48668 48669 48670 48671 48672 48673 48674 48675\n",
            " 48676 48677 48678 48679 48680 48681 48682 48683 48684 48685 48686 48687\n",
            " 48688 48689 48690 48691 48692 48693 48694 48695 48696 48697 48698 48699\n",
            " 48700 48701 48702 48703 48704 48705 48706 48707 48708 48709 48710 48711\n",
            " 48712 48713 48714 48715 48716 48717 48718 48719 48720 48721 48722 48723\n",
            " 48724 48725 48726 48727 48728 48729 48730 48731 48732 48733 48734 48735\n",
            " 48736 48737 48738 48739 48740 48741 48742 48743 48744 48745 48746 48747\n",
            " 48748 48749 48750 48751 48752 48753 48754 48755 48756 48757 48758 48759\n",
            " 48760 48761 48762 48763 48764 48765 48766 48767 48768 48769 48770 48771\n",
            " 48772 48773 48774 48775 48776 48777 48778 48779 48780 48781 48782 48783\n",
            " 48784 48785 48786 48787 48788 48789 48790 48791 48792 48793 48794 48795\n",
            " 48796 48797 48798 48799 48800 48801 48802 48803 48804 48805 48806 48807\n",
            " 48808 48809 48810 48811 48812 48813 48814 48815 48816 48817 48818 48819\n",
            " 48820 48821 48822 48823 48824 48825 48826 48827 48828 48829 48830 48831\n",
            " 48832 48833 48834 48835 48836 48837 48838 48839 48840 48841 48842 48843\n",
            " 48844 48845 48846 48847 48848 48849 48850 48851 48852 48853 48854 48855\n",
            " 48856 48857 48858 48859 48860 48861 48862 48863 48864 48865 48866 48867\n",
            " 48868 48869 48870 48871 48872 48873 48874 48875 48876 48877 48878 48879\n",
            " 48880 48881 48882 48883 48884 48885 48886 48887 48888 48889 48890 48891\n",
            " 48892 48893 48894 48895 48896 48897 48898 48899 48900 48901 48902 48903\n",
            " 48904 48905 48906 48907 48908 48909 48910 48911 48912 48913 48914 48915\n",
            " 48916 48917 48918 48919 48920 48921 48922 48923 48924 48925 48926 48927\n",
            " 48928 48929 48930 48931 48932 48933 48934 48935 48936 48937 48938 48939\n",
            " 48940 48941 48942 48943 48944 48945 48946 48947 48948 48949 48950 48951\n",
            " 48952 48953 48954 48955 48956 48957 48958 48959 48960 48961 48962 48963\n",
            " 48964 48965 48966 48967 48968 48969 48970 48971 48972 48973 48974 48975\n",
            " 48976 48977 48978 48979 48980 48981 48982 48983 48984 48985 48986 48987\n",
            " 48988 48989 48990 48991 48992 48993 48994 48995 48996 48997 48998 48999\n",
            " 49000 49001 49002 49003 49004 49005 49006 49007 49008 49009 49010 49011\n",
            " 49012 49013 49014 49015 49016 49017 49018 49019 49020 49021 49022 49023\n",
            " 49024 49025 49026 49027 49028 49029 49030 49031 49032 49033 49034 49035\n",
            " 49036 49037 49038 49039 49040 49041 49042 49043 49044 49045 49046 49047\n",
            " 49048 49049 49050 49051 49052 49053 49054 49055 49056 49057 49058 49059\n",
            " 49060 49061 49062 49063 49064 49065 49066 49067 49068 49069 49070 49071\n",
            " 49072 49073 49074 49075 49076 49077 49078 49079 49080 49081 49082 49083\n",
            " 49084 49085 49086 49087 49088 49089 49090 49091 49092 49093 49094 49095\n",
            " 49096 49097 49098 49099 49100 49101 49102 49103 49104 49105 49106 49107\n",
            " 49108 49109 49110 49111 49112 49113 49114 49115 49116 49117 49118 49119\n",
            " 49120 49121 49122 49123 49124 49125 49126 49127 49128 49129 49130 49131\n",
            " 49132 49133 49134 49135]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [49136 49137 49138 49139 49140 49141 49142 49143 49144 49145 49146 49147\n",
            " 49148 49149 49150 49151 49152 49153 49154 49155 49156 49157 49158 49159\n",
            " 49160 49161 49162 49163 49164 49165 49166 49167 49168 49169 49170 49171\n",
            " 49172 49173 49174 49175 49176 49177 49178 49179 49180 49181 49182 49183\n",
            " 49184 49185 49186 49187 49188 49189 49190 49191 49192 49193 49194 49195\n",
            " 49196 49197 49198 49199 49200 49201 49202 49203 49204 49205 49206 49207\n",
            " 49208 49209 49210 49211 49212 49213 49214 49215 49216 49217 49218 49219\n",
            " 49220 49221 49222 49223 49224 49225 49226 49227 49228 49229 49230 49231\n",
            " 49232 49233 49234 49235 49236 49237 49238 49239 49240 49241 49242 49243\n",
            " 49244 49245 49246 49247 49248 49249 49250 49251 49252 49253 49254 49255\n",
            " 49256 49257 49258 49259 49260 49261 49262 49263 49264 49265 49266 49267\n",
            " 49268 49269 49270 49271 49272 49273 49274 49275 49276 49277 49278 49279\n",
            " 49280 49281 49282 49283 49284 49285 49286 49287 49288 49289 49290 49291\n",
            " 49292 49293 49294 49295 49296 49297 49298 49299 49300 49301 49302 49303\n",
            " 49304 49305 49306 49307 49308 49309 49310 49311 49312 49313 49314 49315\n",
            " 49316 49317 49318 49319 49320 49321 49322 49323 49324 49325 49326 49327\n",
            " 49328 49329 49330 49331 49332 49333 49334 49335 49336 49337 49338 49339\n",
            " 49340 49341 49342 49343 49344 49345 49346 49347 49348 49349 49350 49351\n",
            " 49352 49353 49354 49355 49356 49357 49358 49359 49360 49361 49362 49363\n",
            " 49364 49365 49366 49367 49368 49369 49370 49371 49372 49373 49374 49375\n",
            " 49376 49377 49378 49379 49380 49381 49382 49383 49384 49385 49386 49387\n",
            " 49388 49389 49390 49391 49392 49393 49394 49395 49396 49397 49398 49399\n",
            " 49400 49401 49402 49403 49404 49405 49406 49407 49408 49409 49410 49411\n",
            " 49412 49413 49414 49415 49416 49417 49418 49419 49420 49421 49422 49423\n",
            " 49424 49425 49426 49427 49428 49429 49430 49431 49432 49433 49434 49435\n",
            " 49436 49437 49438 49439 49440 49441 49442 49443 49444 49445 49446 49447\n",
            " 49448 49449 49450 49451 49452 49453 49454 49455 49456 49457 49458 49459\n",
            " 49460 49461 49462 49463 49464 49465 49466 49467 49468 49469 49470 49471\n",
            " 49472 49473 49474 49475 49476 49477 49478 49479 49480 49481 49482 49483\n",
            " 49484 49485 49486 49487 49488 49489 49490 49491 49492 49493 49494 49495\n",
            " 49496 49497 49498 49499 49500 49501 49502 49503 49504 49505 49506 49507\n",
            " 49508 49509 49510 49511 49512 49513 49514 49515 49516 49517 49518 49519\n",
            " 49520 49521 49522 49523 49524 49525 49526 49527 49528 49529 49530 49531\n",
            " 49532 49533 49534 49535 49536 49537 49538 49539 49540 49541 49542 49543\n",
            " 49544 49545 49546 49547 49548 49549 49550 49551 49552 49553 49554 49555\n",
            " 49556 49557 49558 49559 49560 49561 49562 49563 49564 49565 49566 49567\n",
            " 49568 49569 49570 49571 49572 49573 49574 49575 49576 49577 49578 49579\n",
            " 49580 49581 49582 49583 49584 49585 49586 49587 49588 49589 49590 49591\n",
            " 49592 49593 49594 49595 49596 49597 49598 49599 49600 49601 49602 49603\n",
            " 49604 49605 49606 49607 49608 49609 49610 49611 49612 49613 49614 49615\n",
            " 49616 49617 49618 49619 49620 49621 49622 49623 49624 49625 49626 49627\n",
            " 49628 49629 49630 49631 49632 49633 49634 49635 49636 49637 49638 49639\n",
            " 49640 49641 49642 49643 49644 49645 49646 49647 49648 49649 49650 49651\n",
            " 49652 49653 49654 49655 49656 49657 49658 49659 49660 49661 49662 49663\n",
            " 49664 49665 49666 49667 49668 49669 49670 49671 49672 49673 49674 49675\n",
            " 49676 49677 49678 49679 49680 49681 49682 49683 49684 49685 49686 49687\n",
            " 49688 49689 49690 49691 49692 49693 49694 49695 49696 49697 49698 49699\n",
            " 49700 49701 49702 49703 49704 49705 49706 49707 49708 49709 49710 49711\n",
            " 49712 49713 49714 49715 49716 49717 49718 49719 49720 49721 49722 49723\n",
            " 49724 49725 49726 49727]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [49728 49729 49730 49731 49732 49733 49734 49735 49736 49737 49738 49739\n",
            " 49740 49741 49742 49743 49744 49745 49746 49747 49748 49749 49750 49751\n",
            " 49752 49753 49754 49755 49756 49757 49758 49759 49760 49761 49762 49763\n",
            " 49764 49765 49766 49767 49768 49769 49770 49771 49772 49773 49774 49775\n",
            " 49776 49777 49778 49779 49780 49781 49782 49783 49784 49785 49786 49787\n",
            " 49788 49789 49790 49791 49792 49793 49794 49795 49796 49797 49798 49799\n",
            " 49800 49801 49802 49803 49804 49805 49806 49807 49808 49809 49810 49811\n",
            " 49812 49813 49814 49815 49816 49817 49818 49819 49820 49821 49822 49823\n",
            " 49824 49825 49826 49827 49828 49829 49830 49831 49832 49833 49834 49835\n",
            " 49836 49837 49838 49839 49840 49841 49842 49843 49844 49845 49846 49847\n",
            " 49848 49849 49850 49851 49852 49853 49854 49855 49856 49857 49858 49859\n",
            " 49860 49861 49862 49863 49864 49865 49866 49867 49868 49869 49870 49871\n",
            " 49872 49873 49874 49875 49876 49877 49878 49879 49880 49881 49882 49883\n",
            " 49884 49885 49886 49887 49888 49889 49890 49891 49892 49893 49894 49895\n",
            " 49896 49897 49898 49899 49900 49901 49902 49903 49904 49905 49906 49907\n",
            " 49908 49909 49910 49911 49912 49913 49914 49915 49916 49917 49918 49919\n",
            " 49920 49921 49922 49923 49924 49925 49926 49927 49928 49929 49930 49931\n",
            " 49932 49933 49934 49935 49936 49937 49938 49939 49940 49941 49942 49943\n",
            " 49944 49945 49946 49947 49948 49949 49950 49951 49952 49953 49954 49955\n",
            " 49956 49957 49958 49959 49960 49961 49962 49963 49964 49965 49966 49967\n",
            " 49968 49969 49970 49971 49972 49973 49974 49975 49976 49977 49978 49979\n",
            " 49980 49981 49982 49983 49984 49985 49986 49987 49988 49989 49990 49991\n",
            " 49992 49993 49994 49995 49996 49997 49998 49999 50000 50001 50002 50003\n",
            " 50004 50005 50006 50007 50008 50009 50010 50011 50012 50013 50014 50015\n",
            " 50016 50017 50018 50019 50020 50021 50022 50023 50024 50025 50026 50027\n",
            " 50028 50029 50030 50031 50032 50033 50034 50035 50036 50037 50038 50039\n",
            " 50040 50041 50042 50043 50044 50045 50046 50047 50048 50049 50050 50051\n",
            " 50052 50053 50054 50055 50056 50057 50058 50059 50060 50061 50062 50063\n",
            " 50064 50065 50066 50067 50068 50069 50070 50071 50072 50073 50074 50075\n",
            " 50076 50077 50078 50079 50080 50081 50082 50083 50084 50085 50086 50087\n",
            " 50088 50089 50090 50091 50092 50093 50094 50095 50096 50097 50098 50099\n",
            " 50100 50101 50102 50103 50104 50105 50106 50107 50108 50109 50110 50111\n",
            " 50112 50113 50114 50115 50116 50117 50118 50119 50120 50121 50122 50123\n",
            " 50124 50125 50126 50127 50128 50129 50130 50131 50132 50133 50134 50135\n",
            " 50136 50137 50138 50139 50140 50141 50142 50143 50144 50145 50146 50147\n",
            " 50148 50149 50150 50151 50152 50153 50154 50155 50156 50157 50158 50159\n",
            " 50160 50161 50162 50163 50164 50165 50166 50167 50168 50169 50170 50171\n",
            " 50172 50173 50174 50175 50176 50177 50178 50179 50180 50181 50182 50183\n",
            " 50184 50185 50186 50187 50188 50189 50190 50191 50192 50193 50194 50195\n",
            " 50196 50197 50198 50199 50200 50201 50202 50203 50204 50205 50206 50207\n",
            " 50208 50209 50210 50211 50212 50213 50214 50215 50216 50217 50218 50219\n",
            " 50220 50221 50222 50223 50224 50225 50226 50227 50228 50229 50230 50231\n",
            " 50232 50233 50234 50235 50236 50237 50238 50239 50240 50241 50242 50243\n",
            " 50244 50245 50246 50247 50248 50249 50250 50251 50252 50253 50254 50255\n",
            " 50256 50257 50258 50259 50260 50261 50262 50263 50264 50265 50266 50267\n",
            " 50268 50269 50270 50271 50272 50273 50274 50275 50276 50277 50278 50279\n",
            " 50280 50281 50282 50283 50284 50285 50286 50287 50288 50289 50290 50291\n",
            " 50292 50293 50294 50295 50296 50297 50298 50299 50300 50301 50302 50303\n",
            " 50304 50305 50306 50307 50308 50309 50310 50311 50312 50313 50314 50315\n",
            " 50316 50317 50318 50319]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [50320 50321 50322 50323 50324 50325 50326 50327 50328 50329 50330 50331\n",
            " 50332 50333 50334 50335 50336 50337 50338 50339 50340 50341 50342 50343\n",
            " 50344 50345 50346 50347 50348 50349 50350 50351 50352 50353 50354 50355\n",
            " 50356 50357 50358 50359 50360 50361 50362 50363 50364 50365 50366 50367\n",
            " 50368 50369 50370 50371 50372 50373 50374 50375 50376 50377 50378 50379\n",
            " 50380 50381 50382 50383 50384 50385 50386 50387 50388 50389 50390 50391\n",
            " 50392 50393 50394 50395 50396 50397 50398 50399 50400 50401 50402 50403\n",
            " 50404 50405 50406 50407 50408 50409 50410 50411 50412 50413 50414 50415\n",
            " 50416 50417 50418 50419 50420 50421 50422 50423 50424 50425 50426 50427\n",
            " 50428 50429 50430 50431 50432 50433 50434 50435 50436 50437 50438 50439\n",
            " 50440 50441 50442 50443 50444 50445 50446 50447 50448 50449 50450 50451\n",
            " 50452 50453 50454 50455 50456 50457 50458 50459 50460 50461 50462 50463\n",
            " 50464 50465 50466 50467 50468 50469 50470 50471 50472 50473 50474 50475\n",
            " 50476 50477 50478 50479 50480 50481 50482 50483 50484 50485 50486 50487\n",
            " 50488 50489 50490 50491 50492 50493 50494 50495 50496 50497 50498 50499\n",
            " 50500 50501 50502 50503 50504 50505 50506 50507 50508 50509 50510 50511\n",
            " 50512 50513 50514 50515 50516 50517 50518 50519 50520 50521 50522 50523\n",
            " 50524 50525 50526 50527 50528 50529 50530 50531 50532 50533 50534 50535\n",
            " 50536 50537 50538 50539 50540 50541 50542 50543 50544 50545 50546 50547\n",
            " 50548 50549 50550 50551 50552 50553 50554 50555 50556 50557 50558 50559\n",
            " 50560 50561 50562 50563 50564 50565 50566 50567 50568 50569 50570 50571\n",
            " 50572 50573 50574 50575 50576 50577 50578 50579 50580 50581 50582 50583\n",
            " 50584 50585 50586 50587 50588 50589 50590 50591 50592 50593 50594 50595\n",
            " 50596 50597 50598 50599 50600 50601 50602 50603 50604 50605 50606 50607\n",
            " 50608 50609 50610 50611 50612 50613 50614 50615 50616 50617 50618 50619\n",
            " 50620 50621 50622 50623 50624 50625 50626 50627 50628 50629 50630 50631\n",
            " 50632 50633 50634 50635 50636 50637 50638 50639 50640 50641 50642 50643\n",
            " 50644 50645 50646 50647 50648 50649 50650 50651 50652 50653 50654 50655\n",
            " 50656 50657 50658 50659 50660 50661 50662 50663 50664 50665 50666 50667\n",
            " 50668 50669 50670 50671 50672 50673 50674 50675 50676 50677 50678 50679\n",
            " 50680 50681 50682 50683 50684 50685 50686 50687 50688 50689 50690 50691\n",
            " 50692 50693 50694 50695 50696 50697 50698 50699 50700 50701 50702 50703\n",
            " 50704 50705 50706 50707 50708 50709 50710 50711 50712 50713 50714 50715\n",
            " 50716 50717 50718 50719 50720 50721 50722 50723 50724 50725 50726 50727\n",
            " 50728 50729 50730 50731 50732 50733 50734 50735 50736 50737 50738 50739\n",
            " 50740 50741 50742 50743 50744 50745 50746 50747 50748 50749 50750 50751\n",
            " 50752 50753 50754 50755 50756 50757 50758 50759 50760 50761 50762 50763\n",
            " 50764 50765 50766 50767 50768 50769 50770 50771 50772 50773 50774 50775\n",
            " 50776 50777 50778 50779 50780 50781 50782 50783 50784 50785 50786 50787\n",
            " 50788 50789 50790 50791 50792 50793 50794 50795 50796 50797 50798 50799\n",
            " 50800 50801 50802 50803 50804 50805 50806 50807 50808 50809 50810 50811\n",
            " 50812 50813 50814 50815 50816 50817 50818 50819 50820 50821 50822 50823\n",
            " 50824 50825 50826 50827 50828 50829 50830 50831 50832 50833 50834 50835\n",
            " 50836 50837 50838 50839 50840 50841 50842 50843 50844 50845 50846 50847\n",
            " 50848 50849 50850 50851 50852 50853 50854 50855 50856 50857 50858 50859\n",
            " 50860 50861 50862 50863 50864 50865 50866 50867 50868 50869 50870 50871\n",
            " 50872 50873 50874 50875 50876 50877 50878 50879 50880 50881 50882 50883\n",
            " 50884 50885 50886 50887 50888 50889 50890 50891 50892 50893 50894 50895\n",
            " 50896 50897 50898 50899 50900 50901 50902 50903 50904 50905 50906 50907\n",
            " 50908 50909 50910 50911]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [50912 50913 50914 50915 50916 50917 50918 50919 50920 50921 50922 50923\n",
            " 50924 50925 50926 50927 50928 50929 50930 50931 50932 50933 50934 50935\n",
            " 50936 50937 50938 50939 50940 50941 50942 50943 50944 50945 50946 50947\n",
            " 50948 50949 50950 50951 50952 50953 50954 50955 50956 50957 50958 50959\n",
            " 50960 50961 50962 50963 50964 50965 50966 50967 50968 50969 50970 50971\n",
            " 50972 50973 50974 50975 50976 50977 50978 50979 50980 50981 50982 50983\n",
            " 50984 50985 50986 50987 50988 50989 50990 50991 50992 50993 50994 50995\n",
            " 50996 50997 50998 50999 51000 51001 51002 51003 51004 51005 51006 51007\n",
            " 51008 51009 51010 51011 51012 51013 51014 51015 51016 51017 51018 51019\n",
            " 51020 51021 51022 51023 51024 51025 51026 51027 51028 51029 51030 51031\n",
            " 51032 51033 51034 51035 51036 51037 51038 51039 51040 51041 51042 51043\n",
            " 51044 51045 51046 51047 51048 51049 51050 51051 51052 51053 51054 51055\n",
            " 51056 51057 51058 51059 51060 51061 51062 51063 51064 51065 51066 51067\n",
            " 51068 51069 51070 51071 51072 51073 51074 51075 51076 51077 51078 51079\n",
            " 51080 51081 51082 51083 51084 51085 51086 51087 51088 51089 51090 51091\n",
            " 51092 51093 51094 51095 51096 51097 51098 51099 51100 51101 51102 51103\n",
            " 51104 51105 51106 51107 51108 51109 51110 51111 51112 51113 51114 51115\n",
            " 51116 51117 51118 51119 51120 51121 51122 51123 51124 51125 51126 51127\n",
            " 51128 51129 51130 51131 51132 51133 51134 51135 51136 51137 51138 51139\n",
            " 51140 51141 51142 51143 51144 51145 51146 51147 51148 51149 51150 51151\n",
            " 51152 51153 51154 51155 51156 51157 51158 51159 51160 51161 51162 51163\n",
            " 51164 51165 51166 51167 51168 51169 51170 51171 51172 51173 51174 51175\n",
            " 51176 51177 51178 51179 51180 51181 51182 51183 51184 51185 51186 51187\n",
            " 51188 51189 51190 51191 51192 51193 51194 51195 51196 51197 51198 51199\n",
            " 51200 51201 51202 51203 51204 51205 51206 51207 51208 51209 51210 51211\n",
            " 51212 51213 51214 51215 51216 51217 51218 51219 51220 51221 51222 51223\n",
            " 51224 51225 51226 51227 51228 51229 51230 51231 51232 51233 51234 51235\n",
            " 51236 51237 51238 51239 51240 51241 51242 51243 51244 51245 51246 51247\n",
            " 51248 51249 51250 51251 51252 51253 51254 51255 51256 51257 51258 51259\n",
            " 51260 51261 51262 51263 51264 51265 51266 51267 51268 51269 51270 51271\n",
            " 51272 51273 51274 51275 51276 51277 51278 51279 51280 51281 51282 51283\n",
            " 51284 51285 51286 51287 51288 51289 51290 51291 51292 51293 51294 51295\n",
            " 51296 51297 51298 51299 51300 51301 51302 51303 51304 51305 51306 51307\n",
            " 51308 51309 51310 51311 51312 51313 51314 51315 51316 51317 51318 51319\n",
            " 51320 51321 51322 51323 51324 51325 51326 51327 51328 51329 51330 51331\n",
            " 51332 51333 51334 51335 51336 51337 51338 51339 51340 51341 51342 51343\n",
            " 51344 51345 51346 51347 51348 51349 51350 51351 51352 51353 51354 51355\n",
            " 51356 51357 51358 51359 51360 51361 51362 51363 51364 51365 51366 51367\n",
            " 51368 51369 51370 51371 51372 51373 51374 51375 51376 51377 51378 51379\n",
            " 51380 51381 51382 51383 51384 51385 51386 51387 51388 51389 51390 51391\n",
            " 51392 51393 51394 51395 51396 51397 51398 51399 51400 51401 51402 51403\n",
            " 51404 51405 51406 51407 51408 51409 51410 51411 51412 51413 51414 51415\n",
            " 51416 51417 51418 51419 51420 51421 51422 51423 51424 51425 51426 51427\n",
            " 51428 51429 51430 51431 51432 51433 51434 51435 51436 51437 51438 51439\n",
            " 51440 51441 51442 51443 51444 51445 51446 51447 51448 51449 51450 51451\n",
            " 51452 51453 51454 51455 51456 51457 51458 51459 51460 51461 51462 51463\n",
            " 51464 51465 51466 51467 51468 51469 51470 51471 51472 51473 51474 51475\n",
            " 51476 51477 51478 51479 51480 51481 51482 51483 51484 51485 51486 51487\n",
            " 51488 51489 51490 51491 51492 51493 51494 51495 51496 51497 51498 51499\n",
            " 51500 51501 51502 51503]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [51504 51505 51506 51507 51508 51509 51510 51511 51512 51513 51514 51515\n",
            " 51516 51517 51518 51519 51520 51521 51522 51523 51524 51525 51526 51527\n",
            " 51528 51529 51530 51531 51532 51533 51534 51535 51536 51537 51538 51539\n",
            " 51540 51541 51542 51543 51544 51545 51546 51547 51548 51549 51550 51551\n",
            " 51552 51553 51554 51555 51556 51557 51558 51559 51560 51561 51562 51563\n",
            " 51564 51565 51566 51567 51568 51569 51570 51571 51572 51573 51574 51575\n",
            " 51576 51577 51578 51579 51580 51581 51582 51583 51584 51585 51586 51587\n",
            " 51588 51589 51590 51591 51592 51593 51594 51595 51596 51597 51598 51599\n",
            " 51600 51601 51602 51603 51604 51605 51606 51607 51608 51609 51610 51611\n",
            " 51612 51613 51614 51615 51616 51617 51618 51619 51620 51621 51622 51623\n",
            " 51624 51625 51626 51627 51628 51629 51630 51631 51632 51633 51634 51635\n",
            " 51636 51637 51638 51639 51640 51641 51642 51643 51644 51645 51646 51647\n",
            " 51648 51649 51650 51651 51652 51653 51654 51655 51656 51657 51658 51659\n",
            " 51660 51661 51662 51663 51664 51665 51666 51667 51668 51669 51670 51671\n",
            " 51672 51673 51674 51675 51676 51677 51678 51679 51680 51681 51682 51683\n",
            " 51684 51685 51686 51687 51688 51689 51690 51691 51692 51693 51694 51695\n",
            " 51696 51697 51698 51699 51700 51701 51702 51703 51704 51705 51706 51707\n",
            " 51708 51709 51710 51711 51712 51713 51714 51715 51716 51717 51718 51719\n",
            " 51720 51721 51722 51723 51724 51725 51726 51727 51728 51729 51730 51731\n",
            " 51732 51733 51734 51735 51736 51737 51738 51739 51740 51741 51742 51743\n",
            " 51744 51745 51746 51747 51748 51749 51750 51751 51752 51753 51754 51755\n",
            " 51756 51757 51758 51759 51760 51761 51762 51763 51764 51765 51766 51767\n",
            " 51768 51769 51770 51771 51772 51773 51774 51775 51776 51777 51778 51779\n",
            " 51780 51781 51782 51783 51784 51785 51786 51787 51788 51789 51790 51791\n",
            " 51792 51793 51794 51795 51796 51797 51798 51799 51800 51801 51802 51803\n",
            " 51804 51805 51806 51807 51808 51809 51810 51811 51812 51813 51814 51815\n",
            " 51816 51817 51818 51819 51820 51821 51822 51823 51824 51825 51826 51827\n",
            " 51828 51829 51830 51831 51832 51833 51834 51835 51836 51837 51838 51839\n",
            " 51840 51841 51842 51843 51844 51845 51846 51847 51848 51849 51850 51851\n",
            " 51852 51853 51854 51855 51856 51857 51858 51859 51860 51861 51862 51863\n",
            " 51864 51865 51866 51867 51868 51869 51870 51871 51872 51873 51874 51875\n",
            " 51876 51877 51878 51879 51880 51881 51882 51883 51884 51885 51886 51887\n",
            " 51888 51889 51890 51891 51892 51893 51894 51895 51896 51897 51898 51899\n",
            " 51900 51901 51902 51903 51904 51905 51906 51907 51908 51909 51910 51911\n",
            " 51912 51913 51914 51915 51916 51917 51918 51919 51920 51921 51922 51923\n",
            " 51924 51925 51926 51927 51928 51929 51930 51931 51932 51933 51934 51935\n",
            " 51936 51937 51938 51939 51940 51941 51942 51943 51944 51945 51946 51947\n",
            " 51948 51949 51950 51951 51952 51953 51954 51955 51956 51957 51958 51959\n",
            " 51960 51961 51962 51963 51964 51965 51966 51967 51968 51969 51970 51971\n",
            " 51972 51973 51974 51975 51976 51977 51978 51979 51980 51981 51982 51983\n",
            " 51984 51985 51986 51987 51988 51989 51990 51991 51992 51993 51994 51995\n",
            " 51996 51997 51998 51999 52000 52001 52002 52003 52004 52005 52006 52007\n",
            " 52008 52009 52010 52011 52012 52013 52014 52015 52016 52017 52018 52019\n",
            " 52020 52021 52022 52023 52024 52025 52026 52027 52028 52029 52030 52031\n",
            " 52032 52033 52034 52035 52036 52037 52038 52039 52040 52041 52042 52043\n",
            " 52044 52045 52046 52047 52048 52049 52050 52051 52052 52053 52054 52055\n",
            " 52056 52057 52058 52059 52060 52061 52062 52063 52064 52065 52066 52067\n",
            " 52068 52069 52070 52071 52072 52073 52074 52075 52076 52077 52078 52079\n",
            " 52080 52081 52082 52083 52084 52085 52086 52087 52088 52089 52090 52091\n",
            " 52092 52093 52094 52095]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [52096 52097 52098 52099 52100 52101 52102 52103 52104 52105 52106 52107\n",
            " 52108 52109 52110 52111 52112 52113 52114 52115 52116 52117 52118 52119\n",
            " 52120 52121 52122 52123 52124 52125 52126 52127 52128 52129 52130 52131\n",
            " 52132 52133 52134 52135 52136 52137 52138 52139 52140 52141 52142 52143\n",
            " 52144 52145 52146 52147 52148 52149 52150 52151 52152 52153 52154 52155\n",
            " 52156 52157 52158 52159 52160 52161 52162 52163 52164 52165 52166 52167\n",
            " 52168 52169 52170 52171 52172 52173 52174 52175 52176 52177 52178 52179\n",
            " 52180 52181 52182 52183 52184 52185 52186 52187 52188 52189 52190 52191\n",
            " 52192 52193 52194 52195 52196 52197 52198 52199 52200 52201 52202 52203\n",
            " 52204 52205 52206 52207 52208 52209 52210 52211 52212 52213 52214 52215\n",
            " 52216 52217 52218 52219 52220 52221 52222 52223 52224 52225 52226 52227\n",
            " 52228 52229 52230 52231 52232 52233 52234 52235 52236 52237 52238 52239\n",
            " 52240 52241 52242 52243 52244 52245 52246 52247 52248 52249 52250 52251\n",
            " 52252 52253 52254 52255 52256 52257 52258 52259 52260 52261 52262 52263\n",
            " 52264 52265 52266 52267 52268 52269 52270 52271 52272 52273 52274 52275\n",
            " 52276 52277 52278 52279 52280 52281 52282 52283 52284 52285 52286 52287\n",
            " 52288 52289 52290 52291 52292 52293 52294 52295 52296 52297 52298 52299\n",
            " 52300 52301 52302 52303 52304 52305 52306 52307 52308 52309 52310 52311\n",
            " 52312 52313 52314 52315 52316 52317 52318 52319 52320 52321 52322 52323\n",
            " 52324 52325 52326 52327 52328 52329 52330 52331 52332 52333 52334 52335\n",
            " 52336 52337 52338 52339 52340 52341 52342 52343 52344 52345 52346 52347\n",
            " 52348 52349 52350 52351 52352 52353 52354 52355 52356 52357 52358 52359\n",
            " 52360 52361 52362 52363 52364 52365 52366 52367 52368 52369 52370 52371\n",
            " 52372 52373 52374 52375 52376 52377 52378 52379 52380 52381 52382 52383\n",
            " 52384 52385 52386 52387 52388 52389 52390 52391 52392 52393 52394 52395\n",
            " 52396 52397 52398 52399 52400 52401 52402 52403 52404 52405 52406 52407\n",
            " 52408 52409 52410 52411 52412 52413 52414 52415 52416 52417 52418 52419\n",
            " 52420 52421 52422 52423 52424 52425 52426 52427 52428 52429 52430 52431\n",
            " 52432 52433 52434 52435 52436 52437 52438 52439 52440 52441 52442 52443\n",
            " 52444 52445 52446 52447 52448 52449 52450 52451 52452 52453 52454 52455\n",
            " 52456 52457 52458 52459 52460 52461 52462 52463 52464 52465 52466 52467\n",
            " 52468 52469 52470 52471 52472 52473 52474 52475 52476 52477 52478 52479\n",
            " 52480 52481 52482 52483 52484 52485 52486 52487 52488 52489 52490 52491\n",
            " 52492 52493 52494 52495 52496 52497 52498 52499 52500 52501 52502 52503\n",
            " 52504 52505 52506 52507 52508 52509 52510 52511 52512 52513 52514 52515\n",
            " 52516 52517 52518 52519 52520 52521 52522 52523 52524 52525 52526 52527\n",
            " 52528 52529 52530 52531 52532 52533 52534 52535 52536 52537 52538 52539\n",
            " 52540 52541 52542 52543 52544 52545 52546 52547 52548 52549 52550 52551\n",
            " 52552 52553 52554 52555 52556 52557 52558 52559 52560 52561 52562 52563\n",
            " 52564 52565 52566 52567 52568 52569 52570 52571 52572 52573 52574 52575\n",
            " 52576 52577 52578 52579 52580 52581 52582 52583 52584 52585 52586 52587\n",
            " 52588 52589 52590 52591 52592 52593 52594 52595 52596 52597 52598 52599\n",
            " 52600 52601 52602 52603 52604 52605 52606 52607 52608 52609 52610 52611\n",
            " 52612 52613 52614 52615 52616 52617 52618 52619 52620 52621 52622 52623\n",
            " 52624 52625 52626 52627 52628 52629 52630 52631 52632 52633 52634 52635\n",
            " 52636 52637 52638 52639 52640 52641 52642 52643 52644 52645 52646 52647\n",
            " 52648 52649 52650 52651 52652 52653 52654 52655 52656 52657 52658 52659\n",
            " 52660 52661 52662 52663 52664 52665 52666 52667 52668 52669 52670 52671\n",
            " 52672 52673 52674 52675 52676 52677 52678 52679 52680 52681 52682 52683\n",
            " 52684 52685 52686 52687]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [52688 52689 52690 52691 52692 52693 52694 52695 52696 52697 52698 52699\n",
            " 52700 52701 52702 52703 52704 52705 52706 52707 52708 52709 52710 52711\n",
            " 52712 52713 52714 52715 52716 52717 52718 52719 52720 52721 52722 52723\n",
            " 52724 52725 52726 52727 52728 52729 52730 52731 52732 52733 52734 52735\n",
            " 52736 52737 52738 52739 52740 52741 52742 52743 52744 52745 52746 52747\n",
            " 52748 52749 52750 52751 52752 52753 52754 52755 52756 52757 52758 52759\n",
            " 52760 52761 52762 52763 52764 52765 52766 52767 52768 52769 52770 52771\n",
            " 52772 52773 52774 52775 52776 52777 52778 52779 52780 52781 52782 52783\n",
            " 52784 52785 52786 52787 52788 52789 52790 52791 52792 52793 52794 52795\n",
            " 52796 52797 52798 52799 52800 52801 52802 52803 52804 52805 52806 52807\n",
            " 52808 52809 52810 52811 52812 52813 52814 52815 52816 52817 52818 52819\n",
            " 52820 52821 52822 52823 52824 52825 52826 52827 52828 52829 52830 52831\n",
            " 52832 52833 52834 52835 52836 52837 52838 52839 52840 52841 52842 52843\n",
            " 52844 52845 52846 52847 52848 52849 52850 52851 52852 52853 52854 52855\n",
            " 52856 52857 52858 52859 52860 52861 52862 52863 52864 52865 52866 52867\n",
            " 52868 52869 52870 52871 52872 52873 52874 52875 52876 52877 52878 52879\n",
            " 52880 52881 52882 52883 52884 52885 52886 52887 52888 52889 52890 52891\n",
            " 52892 52893 52894 52895 52896 52897 52898 52899 52900 52901 52902 52903\n",
            " 52904 52905 52906 52907 52908 52909 52910 52911 52912 52913 52914 52915\n",
            " 52916 52917 52918 52919 52920 52921 52922 52923 52924 52925 52926 52927\n",
            " 52928 52929 52930 52931 52932 52933 52934 52935 52936 52937 52938 52939\n",
            " 52940 52941 52942 52943 52944 52945 52946 52947 52948 52949 52950 52951\n",
            " 52952 52953 52954 52955 52956 52957 52958 52959 52960 52961 52962 52963\n",
            " 52964 52965 52966 52967 52968 52969 52970 52971 52972 52973 52974 52975\n",
            " 52976 52977 52978 52979 52980 52981 52982 52983 52984 52985 52986 52987\n",
            " 52988 52989 52990 52991 52992 52993 52994 52995 52996 52997 52998 52999\n",
            " 53000 53001 53002 53003 53004 53005 53006 53007 53008 53009 53010 53011\n",
            " 53012 53013 53014 53015 53016 53017 53018 53019 53020 53021 53022 53023\n",
            " 53024 53025 53026 53027 53028 53029 53030 53031 53032 53033 53034 53035\n",
            " 53036 53037 53038 53039 53040 53041 53042 53043 53044 53045 53046 53047\n",
            " 53048 53049 53050 53051 53052 53053 53054 53055 53056 53057 53058 53059\n",
            " 53060 53061 53062 53063 53064 53065 53066 53067 53068 53069 53070 53071\n",
            " 53072 53073 53074 53075 53076 53077 53078 53079 53080 53081 53082 53083\n",
            " 53084 53085 53086 53087 53088 53089 53090 53091 53092 53093 53094 53095\n",
            " 53096 53097 53098 53099 53100 53101 53102 53103 53104 53105 53106 53107\n",
            " 53108 53109 53110 53111 53112 53113 53114 53115 53116 53117 53118 53119\n",
            " 53120 53121 53122 53123 53124 53125 53126 53127 53128 53129 53130 53131\n",
            " 53132 53133 53134 53135 53136 53137 53138 53139 53140 53141 53142 53143\n",
            " 53144 53145 53146 53147 53148 53149 53150 53151 53152 53153 53154 53155\n",
            " 53156 53157 53158 53159 53160 53161 53162 53163 53164 53165 53166 53167\n",
            " 53168 53169 53170 53171 53172 53173 53174 53175 53176 53177 53178 53179\n",
            " 53180 53181 53182 53183 53184 53185 53186 53187 53188 53189 53190 53191\n",
            " 53192 53193 53194 53195 53196 53197 53198 53199 53200 53201 53202 53203\n",
            " 53204 53205 53206 53207 53208 53209 53210 53211 53212 53213 53214 53215\n",
            " 53216 53217 53218 53219 53220 53221 53222 53223 53224 53225 53226 53227\n",
            " 53228 53229 53230 53231 53232 53233 53234 53235 53236 53237 53238 53239\n",
            " 53240 53241 53242 53243 53244 53245 53246 53247 53248 53249 53250 53251\n",
            " 53252 53253 53254 53255 53256 53257 53258 53259 53260 53261 53262 53263\n",
            " 53264 53265 53266 53267 53268 53269 53270 53271 53272 53273 53274 53275\n",
            " 53276 53277 53278 53279]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [53280 53281 53282 53283 53284 53285 53286 53287 53288 53289 53290 53291\n",
            " 53292 53293 53294 53295 53296 53297 53298 53299 53300 53301 53302 53303\n",
            " 53304 53305 53306 53307 53308 53309 53310 53311 53312 53313 53314 53315\n",
            " 53316 53317 53318 53319 53320 53321 53322 53323 53324 53325 53326 53327\n",
            " 53328 53329 53330 53331 53332 53333 53334 53335 53336 53337 53338 53339\n",
            " 53340 53341 53342 53343 53344 53345 53346 53347 53348 53349 53350 53351\n",
            " 53352 53353 53354 53355 53356 53357 53358 53359 53360 53361 53362 53363\n",
            " 53364 53365 53366 53367 53368 53369 53370 53371 53372 53373 53374 53375\n",
            " 53376 53377 53378 53379 53380 53381 53382 53383 53384 53385 53386 53387\n",
            " 53388 53389 53390 53391 53392 53393 53394 53395 53396 53397 53398 53399\n",
            " 53400 53401 53402 53403 53404 53405 53406 53407 53408 53409 53410 53411\n",
            " 53412 53413 53414 53415 53416 53417 53418 53419 53420 53421 53422 53423\n",
            " 53424 53425 53426 53427 53428 53429 53430 53431 53432 53433 53434 53435\n",
            " 53436 53437 53438 53439 53440 53441 53442 53443 53444 53445 53446 53447\n",
            " 53448 53449 53450 53451 53452 53453 53454 53455 53456 53457 53458 53459\n",
            " 53460 53461 53462 53463 53464 53465 53466 53467 53468 53469 53470 53471\n",
            " 53472 53473 53474 53475 53476 53477 53478 53479 53480 53481 53482 53483\n",
            " 53484 53485 53486 53487 53488 53489 53490 53491 53492 53493 53494 53495\n",
            " 53496 53497 53498 53499 53500 53501 53502 53503 53504 53505 53506 53507\n",
            " 53508 53509 53510 53511 53512 53513 53514 53515 53516 53517 53518 53519\n",
            " 53520 53521 53522 53523 53524 53525 53526 53527 53528 53529 53530 53531\n",
            " 53532 53533 53534 53535 53536 53537 53538 53539 53540 53541 53542 53543\n",
            " 53544 53545 53546 53547 53548 53549 53550 53551 53552 53553 53554 53555\n",
            " 53556 53557 53558 53559 53560 53561 53562 53563 53564 53565 53566 53567\n",
            " 53568 53569 53570 53571 53572 53573 53574 53575 53576 53577 53578 53579\n",
            " 53580 53581 53582 53583 53584 53585 53586 53587 53588 53589 53590 53591\n",
            " 53592 53593 53594 53595 53596 53597 53598 53599 53600 53601 53602 53603\n",
            " 53604 53605 53606 53607 53608 53609 53610 53611 53612 53613 53614 53615\n",
            " 53616 53617 53618 53619 53620 53621 53622 53623 53624 53625 53626 53627\n",
            " 53628 53629 53630 53631 53632 53633 53634 53635 53636 53637 53638 53639\n",
            " 53640 53641 53642 53643 53644 53645 53646 53647 53648 53649 53650 53651\n",
            " 53652 53653 53654 53655 53656 53657 53658 53659 53660 53661 53662 53663\n",
            " 53664 53665 53666 53667 53668 53669 53670 53671 53672 53673 53674 53675\n",
            " 53676 53677 53678 53679 53680 53681 53682 53683 53684 53685 53686 53687\n",
            " 53688 53689 53690 53691 53692 53693 53694 53695 53696 53697 53698 53699\n",
            " 53700 53701 53702 53703 53704 53705 53706 53707 53708 53709 53710 53711\n",
            " 53712 53713 53714 53715 53716 53717 53718 53719 53720 53721 53722 53723\n",
            " 53724 53725 53726 53727 53728 53729 53730 53731 53732 53733 53734 53735\n",
            " 53736 53737 53738 53739 53740 53741 53742 53743 53744 53745 53746 53747\n",
            " 53748 53749 53750 53751 53752 53753 53754 53755 53756 53757 53758 53759\n",
            " 53760 53761 53762 53763 53764 53765 53766 53767 53768 53769 53770 53771\n",
            " 53772 53773 53774 53775 53776 53777 53778 53779 53780 53781 53782 53783\n",
            " 53784 53785 53786 53787 53788 53789 53790 53791 53792 53793 53794 53795\n",
            " 53796 53797 53798 53799 53800 53801 53802 53803 53804 53805 53806 53807\n",
            " 53808 53809 53810 53811 53812 53813 53814 53815 53816 53817 53818 53819\n",
            " 53820 53821 53822 53823 53824 53825 53826 53827 53828 53829 53830 53831\n",
            " 53832 53833 53834 53835 53836 53837 53838 53839 53840 53841 53842 53843\n",
            " 53844 53845 53846 53847 53848 53849 53850 53851 53852 53853 53854 53855\n",
            " 53856 53857 53858 53859 53860 53861 53862 53863 53864 53865 53866 53867\n",
            " 53868 53869 53870 53871]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [53872 53873 53874 53875 53876 53877 53878 53879 53880 53881 53882 53883\n",
            " 53884 53885 53886 53887 53888 53889 53890 53891 53892 53893 53894 53895\n",
            " 53896 53897 53898 53899 53900 53901 53902 53903 53904 53905 53906 53907\n",
            " 53908 53909 53910 53911 53912 53913 53914 53915 53916 53917 53918 53919\n",
            " 53920 53921 53922 53923 53924 53925 53926 53927 53928 53929 53930 53931\n",
            " 53932 53933 53934 53935 53936 53937 53938 53939 53940 53941 53942 53943\n",
            " 53944 53945 53946 53947 53948 53949 53950 53951 53952 53953 53954 53955\n",
            " 53956 53957 53958 53959 53960 53961 53962 53963 53964 53965 53966 53967\n",
            " 53968 53969 53970 53971 53972 53973 53974 53975 53976 53977 53978 53979\n",
            " 53980 53981 53982 53983 53984 53985 53986 53987 53988 53989 53990 53991\n",
            " 53992 53993 53994 53995 53996 53997 53998 53999 54000 54001 54002 54003\n",
            " 54004 54005 54006 54007 54008 54009 54010 54011 54012 54013 54014 54015\n",
            " 54016 54017 54018 54019 54020 54021 54022 54023 54024 54025 54026 54027\n",
            " 54028 54029 54030 54031 54032 54033 54034 54035 54036 54037 54038 54039\n",
            " 54040 54041 54042 54043 54044 54045 54046 54047 54048 54049 54050 54051\n",
            " 54052 54053 54054 54055 54056 54057 54058 54059 54060 54061 54062 54063\n",
            " 54064 54065 54066 54067 54068 54069 54070 54071 54072 54073 54074 54075\n",
            " 54076 54077 54078 54079 54080 54081 54082 54083 54084 54085 54086 54087\n",
            " 54088 54089 54090 54091 54092 54093 54094 54095 54096 54097 54098 54099\n",
            " 54100 54101 54102 54103 54104 54105 54106 54107 54108 54109 54110 54111\n",
            " 54112 54113 54114 54115 54116 54117 54118 54119 54120 54121 54122 54123\n",
            " 54124 54125 54126 54127 54128 54129 54130 54131 54132 54133 54134 54135\n",
            " 54136 54137 54138 54139 54140 54141 54142 54143 54144 54145 54146 54147\n",
            " 54148 54149 54150 54151 54152 54153 54154 54155 54156 54157 54158 54159\n",
            " 54160 54161 54162 54163 54164 54165 54166 54167 54168 54169 54170 54171\n",
            " 54172 54173 54174 54175 54176 54177 54178 54179 54180 54181 54182 54183\n",
            " 54184 54185 54186 54187 54188 54189 54190 54191 54192 54193 54194 54195\n",
            " 54196 54197 54198 54199 54200 54201 54202 54203 54204 54205 54206 54207\n",
            " 54208 54209 54210 54211 54212 54213 54214 54215 54216 54217 54218 54219\n",
            " 54220 54221 54222 54223 54224 54225 54226 54227 54228 54229 54230 54231\n",
            " 54232 54233 54234 54235 54236 54237 54238 54239 54240 54241 54242 54243\n",
            " 54244 54245 54246 54247 54248 54249 54250 54251 54252 54253 54254 54255\n",
            " 54256 54257 54258 54259 54260 54261 54262 54263 54264 54265 54266 54267\n",
            " 54268 54269 54270 54271 54272 54273 54274 54275 54276 54277 54278 54279\n",
            " 54280 54281 54282 54283 54284 54285 54286 54287 54288 54289 54290 54291\n",
            " 54292 54293 54294 54295 54296 54297 54298 54299 54300 54301 54302 54303\n",
            " 54304 54305 54306 54307 54308 54309 54310 54311 54312 54313 54314 54315\n",
            " 54316 54317 54318 54319 54320 54321 54322 54323 54324 54325 54326 54327\n",
            " 54328 54329 54330 54331 54332 54333 54334 54335 54336 54337 54338 54339\n",
            " 54340 54341 54342 54343 54344 54345 54346 54347 54348 54349 54350 54351\n",
            " 54352 54353 54354 54355 54356 54357 54358 54359 54360 54361 54362 54363\n",
            " 54364 54365 54366 54367 54368 54369 54370 54371 54372 54373 54374 54375\n",
            " 54376 54377 54378 54379 54380 54381 54382 54383 54384 54385 54386 54387\n",
            " 54388 54389 54390 54391 54392 54393 54394 54395 54396 54397 54398 54399\n",
            " 54400 54401 54402 54403 54404 54405 54406 54407 54408 54409 54410 54411\n",
            " 54412 54413 54414 54415 54416 54417 54418 54419 54420 54421 54422 54423\n",
            " 54424 54425 54426 54427 54428 54429 54430 54431 54432 54433 54434 54435\n",
            " 54436 54437 54438 54439 54440 54441 54442 54443 54444 54445 54446 54447\n",
            " 54448 54449 54450 54451 54452 54453 54454 54455 54456 54457 54458 54459\n",
            " 54460 54461 54462 54463]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [54464 54465 54466 54467 54468 54469 54470 54471 54472 54473 54474 54475\n",
            " 54476 54477 54478 54479 54480 54481 54482 54483 54484 54485 54486 54487\n",
            " 54488 54489 54490 54491 54492 54493 54494 54495 54496 54497 54498 54499\n",
            " 54500 54501 54502 54503 54504 54505 54506 54507 54508 54509 54510 54511\n",
            " 54512 54513 54514 54515 54516 54517 54518 54519 54520 54521 54522 54523\n",
            " 54524 54525 54526 54527 54528 54529 54530 54531 54532 54533 54534 54535\n",
            " 54536 54537 54538 54539 54540 54541 54542 54543 54544 54545 54546 54547\n",
            " 54548 54549 54550 54551 54552 54553 54554 54555 54556 54557 54558 54559\n",
            " 54560 54561 54562 54563 54564 54565 54566 54567 54568 54569 54570 54571\n",
            " 54572 54573 54574 54575 54576 54577 54578 54579 54580 54581 54582 54583\n",
            " 54584 54585 54586 54587 54588 54589 54590 54591 54592 54593 54594 54595\n",
            " 54596 54597 54598 54599 54600 54601 54602 54603 54604 54605 54606 54607\n",
            " 54608 54609 54610 54611 54612 54613 54614 54615 54616 54617 54618 54619\n",
            " 54620 54621 54622 54623 54624 54625 54626 54627 54628 54629 54630 54631\n",
            " 54632 54633 54634 54635 54636 54637 54638 54639 54640 54641 54642 54643\n",
            " 54644 54645 54646 54647 54648 54649 54650 54651 54652 54653 54654 54655\n",
            " 54656 54657 54658 54659 54660 54661 54662 54663 54664 54665 54666 54667\n",
            " 54668 54669 54670 54671 54672 54673 54674 54675 54676 54677 54678 54679\n",
            " 54680 54681 54682 54683 54684 54685 54686 54687 54688 54689 54690 54691\n",
            " 54692 54693 54694 54695 54696 54697 54698 54699 54700 54701 54702 54703\n",
            " 54704 54705 54706 54707 54708 54709 54710 54711 54712 54713 54714 54715\n",
            " 54716 54717 54718 54719 54720 54721 54722 54723 54724 54725 54726 54727\n",
            " 54728 54729 54730 54731 54732 54733 54734 54735 54736 54737 54738 54739\n",
            " 54740 54741 54742 54743 54744 54745 54746 54747 54748 54749 54750 54751\n",
            " 54752 54753 54754 54755 54756 54757 54758 54759 54760 54761 54762 54763\n",
            " 54764 54765 54766 54767 54768 54769 54770 54771 54772 54773 54774 54775\n",
            " 54776 54777 54778 54779 54780 54781 54782 54783 54784 54785 54786 54787\n",
            " 54788 54789 54790 54791 54792 54793 54794 54795 54796 54797 54798 54799\n",
            " 54800 54801 54802 54803 54804 54805 54806 54807 54808 54809 54810 54811\n",
            " 54812 54813 54814 54815 54816 54817 54818 54819 54820 54821 54822 54823\n",
            " 54824 54825 54826 54827 54828 54829 54830 54831 54832 54833 54834 54835\n",
            " 54836 54837 54838 54839 54840 54841 54842 54843 54844 54845 54846 54847\n",
            " 54848 54849 54850 54851 54852 54853 54854 54855 54856 54857 54858 54859\n",
            " 54860 54861 54862 54863 54864 54865 54866 54867 54868 54869 54870 54871\n",
            " 54872 54873 54874 54875 54876 54877 54878 54879 54880 54881 54882 54883\n",
            " 54884 54885 54886 54887 54888 54889 54890 54891 54892 54893 54894 54895\n",
            " 54896 54897 54898 54899 54900 54901 54902 54903 54904 54905 54906 54907\n",
            " 54908 54909 54910 54911 54912 54913 54914 54915 54916 54917 54918 54919\n",
            " 54920 54921 54922 54923 54924 54925 54926 54927 54928 54929 54930 54931\n",
            " 54932 54933 54934 54935 54936 54937 54938 54939 54940 54941 54942 54943\n",
            " 54944 54945 54946 54947 54948 54949 54950 54951 54952 54953 54954 54955\n",
            " 54956 54957 54958 54959 54960 54961 54962 54963 54964 54965 54966 54967\n",
            " 54968 54969 54970 54971 54972 54973 54974 54975 54976 54977 54978 54979\n",
            " 54980 54981 54982 54983 54984 54985 54986 54987 54988 54989 54990 54991\n",
            " 54992 54993 54994 54995 54996 54997 54998 54999 55000 55001 55002 55003\n",
            " 55004 55005 55006 55007 55008 55009 55010 55011 55012 55013 55014 55015\n",
            " 55016 55017 55018 55019 55020 55021 55022 55023 55024 55025 55026 55027\n",
            " 55028 55029 55030 55031 55032 55033 55034 55035 55036 55037 55038 55039\n",
            " 55040 55041 55042 55043 55044 55045 55046 55047 55048 55049 55050 55051\n",
            " 55052 55053 55054 55055]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [55056 55057 55058 55059 55060 55061 55062 55063 55064 55065 55066 55067\n",
            " 55068 55069 55070 55071 55072 55073 55074 55075 55076 55077 55078 55079\n",
            " 55080 55081 55082 55083 55084 55085 55086 55087 55088 55089 55090 55091\n",
            " 55092 55093 55094 55095 55096 55097 55098 55099 55100 55101 55102 55103\n",
            " 55104 55105 55106 55107 55108 55109 55110 55111 55112 55113 55114 55115\n",
            " 55116 55117 55118 55119 55120 55121 55122 55123 55124 55125 55126 55127\n",
            " 55128 55129 55130 55131 55132 55133 55134 55135 55136 55137 55138 55139\n",
            " 55140 55141 55142 55143 55144 55145 55146 55147 55148 55149 55150 55151\n",
            " 55152 55153 55154 55155 55156 55157 55158 55159 55160 55161 55162 55163\n",
            " 55164 55165 55166 55167 55168 55169 55170 55171 55172 55173 55174 55175\n",
            " 55176 55177 55178 55179 55180 55181 55182 55183 55184 55185 55186 55187\n",
            " 55188 55189 55190 55191 55192 55193 55194 55195 55196 55197 55198 55199\n",
            " 55200 55201 55202 55203 55204 55205 55206 55207 55208 55209 55210 55211\n",
            " 55212 55213 55214 55215 55216 55217 55218 55219 55220 55221 55222 55223\n",
            " 55224 55225 55226 55227 55228 55229 55230 55231 55232 55233 55234 55235\n",
            " 55236 55237 55238 55239 55240 55241 55242 55243 55244 55245 55246 55247\n",
            " 55248 55249 55250 55251 55252 55253 55254 55255 55256 55257 55258 55259\n",
            " 55260 55261 55262 55263 55264 55265 55266 55267 55268 55269 55270 55271\n",
            " 55272 55273 55274 55275 55276 55277 55278 55279 55280 55281 55282 55283\n",
            " 55284 55285 55286 55287 55288 55289 55290 55291 55292 55293 55294 55295\n",
            " 55296 55297 55298 55299 55300 55301 55302 55303 55304 55305 55306 55307\n",
            " 55308 55309 55310 55311 55312 55313 55314 55315 55316 55317 55318 55319\n",
            " 55320 55321 55322 55323 55324 55325 55326 55327 55328 55329 55330 55331\n",
            " 55332 55333 55334 55335 55336 55337 55338 55339 55340 55341 55342 55343\n",
            " 55344 55345 55346 55347 55348 55349 55350 55351 55352 55353 55354 55355\n",
            " 55356 55357 55358 55359 55360 55361 55362 55363 55364 55365 55366 55367\n",
            " 55368 55369 55370 55371 55372 55373 55374 55375 55376 55377 55378 55379\n",
            " 55380 55381 55382 55383 55384 55385 55386 55387 55388 55389 55390 55391\n",
            " 55392 55393 55394 55395 55396 55397 55398 55399 55400 55401 55402 55403\n",
            " 55404 55405 55406 55407 55408 55409 55410 55411 55412 55413 55414 55415\n",
            " 55416 55417 55418 55419 55420 55421 55422 55423 55424 55425 55426 55427\n",
            " 55428 55429 55430 55431 55432 55433 55434 55435 55436 55437 55438 55439\n",
            " 55440 55441 55442 55443 55444 55445 55446 55447 55448 55449 55450 55451\n",
            " 55452 55453 55454 55455 55456 55457 55458 55459 55460 55461 55462 55463\n",
            " 55464 55465 55466 55467 55468 55469 55470 55471 55472 55473 55474 55475\n",
            " 55476 55477 55478 55479 55480 55481 55482 55483 55484 55485 55486 55487\n",
            " 55488 55489 55490 55491 55492 55493 55494 55495 55496 55497 55498 55499\n",
            " 55500 55501 55502 55503 55504 55505 55506 55507 55508 55509 55510 55511\n",
            " 55512 55513 55514 55515 55516 55517 55518 55519 55520 55521 55522 55523\n",
            " 55524 55525 55526 55527 55528 55529 55530 55531 55532 55533 55534 55535\n",
            " 55536 55537 55538 55539 55540 55541 55542 55543 55544 55545 55546 55547\n",
            " 55548 55549 55550 55551 55552 55553 55554 55555 55556 55557 55558 55559\n",
            " 55560 55561 55562 55563 55564 55565 55566 55567 55568 55569 55570 55571\n",
            " 55572 55573 55574 55575 55576 55577 55578 55579 55580 55581 55582 55583\n",
            " 55584 55585 55586 55587 55588 55589 55590 55591 55592 55593 55594 55595\n",
            " 55596 55597 55598 55599 55600 55601 55602 55603 55604 55605 55606 55607\n",
            " 55608 55609 55610 55611 55612 55613 55614 55615 55616 55617 55618 55619\n",
            " 55620 55621 55622 55623 55624 55625 55626 55627 55628 55629 55630 55631\n",
            " 55632 55633 55634 55635 55636 55637 55638 55639 55640 55641 55642 55643\n",
            " 55644 55645 55646 55647]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [55648 55649 55650 55651 55652 55653 55654 55655 55656 55657 55658 55659\n",
            " 55660 55661 55662 55663 55664 55665 55666 55667 55668 55669 55670 55671\n",
            " 55672 55673 55674 55675 55676 55677 55678 55679 55680 55681 55682 55683\n",
            " 55684 55685 55686 55687 55688 55689 55690 55691 55692 55693 55694 55695\n",
            " 55696 55697 55698 55699 55700 55701 55702 55703 55704 55705 55706 55707\n",
            " 55708 55709 55710 55711 55712 55713 55714 55715 55716 55717 55718 55719\n",
            " 55720 55721 55722 55723 55724 55725 55726 55727 55728 55729 55730 55731\n",
            " 55732 55733 55734 55735 55736 55737 55738 55739 55740 55741 55742 55743\n",
            " 55744 55745 55746 55747 55748 55749 55750 55751 55752 55753 55754 55755\n",
            " 55756 55757 55758 55759 55760 55761 55762 55763 55764 55765 55766 55767\n",
            " 55768 55769 55770 55771 55772 55773 55774 55775 55776 55777 55778 55779\n",
            " 55780 55781 55782 55783 55784 55785 55786 55787 55788 55789 55790 55791\n",
            " 55792 55793 55794 55795 55796 55797 55798 55799 55800 55801 55802 55803\n",
            " 55804 55805 55806 55807 55808 55809 55810 55811 55812 55813 55814 55815\n",
            " 55816 55817 55818 55819 55820 55821 55822 55823 55824 55825 55826 55827\n",
            " 55828 55829 55830 55831 55832 55833 55834 55835 55836 55837 55838 55839\n",
            " 55840 55841 55842 55843 55844 55845 55846 55847 55848 55849 55850 55851\n",
            " 55852 55853 55854 55855 55856 55857 55858 55859 55860 55861 55862 55863\n",
            " 55864 55865 55866 55867 55868 55869 55870 55871 55872 55873 55874 55875\n",
            " 55876 55877 55878 55879 55880 55881 55882 55883 55884 55885 55886 55887\n",
            " 55888 55889 55890 55891 55892 55893 55894 55895 55896 55897 55898 55899\n",
            " 55900 55901 55902 55903 55904 55905 55906 55907 55908 55909 55910 55911\n",
            " 55912 55913 55914 55915 55916 55917 55918 55919 55920 55921 55922 55923\n",
            " 55924 55925 55926 55927 55928 55929 55930 55931 55932 55933 55934 55935\n",
            " 55936 55937 55938 55939 55940 55941 55942 55943 55944 55945 55946 55947\n",
            " 55948 55949 55950 55951 55952 55953 55954 55955 55956 55957 55958 55959\n",
            " 55960 55961 55962 55963 55964 55965 55966 55967 55968 55969 55970 55971\n",
            " 55972 55973 55974 55975 55976 55977 55978 55979 55980 55981 55982 55983\n",
            " 55984 55985 55986 55987 55988 55989 55990 55991 55992 55993 55994 55995\n",
            " 55996 55997 55998 55999 56000 56001 56002 56003 56004 56005 56006 56007\n",
            " 56008 56009 56010 56011 56012 56013 56014 56015 56016 56017 56018 56019\n",
            " 56020 56021 56022 56023 56024 56025 56026 56027 56028 56029 56030 56031\n",
            " 56032 56033 56034 56035 56036 56037 56038 56039 56040 56041 56042 56043\n",
            " 56044 56045 56046 56047 56048 56049 56050 56051 56052 56053 56054 56055\n",
            " 56056 56057 56058 56059 56060 56061 56062 56063 56064 56065 56066 56067\n",
            " 56068 56069 56070 56071 56072 56073 56074 56075 56076 56077 56078 56079\n",
            " 56080 56081 56082 56083 56084 56085 56086 56087 56088 56089 56090 56091\n",
            " 56092 56093 56094 56095 56096 56097 56098 56099 56100 56101 56102 56103\n",
            " 56104 56105 56106 56107 56108 56109 56110 56111 56112 56113 56114 56115\n",
            " 56116 56117 56118 56119 56120 56121 56122 56123 56124 56125 56126 56127\n",
            " 56128 56129 56130 56131 56132 56133 56134 56135 56136 56137 56138 56139\n",
            " 56140 56141 56142 56143 56144 56145 56146 56147 56148 56149 56150 56151\n",
            " 56152 56153 56154 56155 56156 56157 56158 56159 56160 56161 56162 56163\n",
            " 56164 56165 56166 56167 56168 56169 56170 56171 56172 56173 56174 56175\n",
            " 56176 56177 56178 56179 56180 56181 56182 56183 56184 56185 56186 56187\n",
            " 56188 56189 56190 56191 56192 56193 56194 56195 56196 56197 56198 56199\n",
            " 56200 56201 56202 56203 56204 56205 56206 56207 56208 56209 56210 56211\n",
            " 56212 56213 56214 56215 56216 56217 56218 56219 56220 56221 56222 56223\n",
            " 56224 56225 56226 56227 56228 56229 56230 56231 56232 56233 56234 56235\n",
            " 56236 56237 56238 56239]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [56240 56241 56242 56243 56244 56245 56246 56247 56248 56249 56250 56251\n",
            " 56252 56253 56254 56255 56256 56257 56258 56259 56260 56261 56262 56263\n",
            " 56264 56265 56266 56267 56268 56269 56270 56271 56272 56273 56274 56275\n",
            " 56276 56277 56278 56279 56280 56281 56282 56283 56284 56285 56286 56287\n",
            " 56288 56289 56290 56291 56292 56293 56294 56295 56296 56297 56298 56299\n",
            " 56300 56301 56302 56303 56304 56305 56306 56307 56308 56309 56310 56311\n",
            " 56312 56313 56314 56315 56316 56317 56318 56319 56320 56321 56322 56323\n",
            " 56324 56325 56326 56327 56328 56329 56330 56331 56332 56333 56334 56335\n",
            " 56336 56337 56338 56339 56340 56341 56342 56343 56344 56345 56346 56347\n",
            " 56348 56349 56350 56351 56352 56353 56354 56355 56356 56357 56358 56359\n",
            " 56360 56361 56362 56363 56364 56365 56366 56367 56368 56369 56370 56371\n",
            " 56372 56373 56374 56375 56376 56377 56378 56379 56380 56381 56382 56383\n",
            " 56384 56385 56386 56387 56388 56389 56390 56391 56392 56393 56394 56395\n",
            " 56396 56397 56398 56399 56400 56401 56402 56403 56404 56405 56406 56407\n",
            " 56408 56409 56410 56411 56412 56413 56414 56415 56416 56417 56418 56419\n",
            " 56420 56421 56422 56423 56424 56425 56426 56427 56428 56429 56430 56431\n",
            " 56432 56433 56434 56435 56436 56437 56438 56439 56440 56441 56442 56443\n",
            " 56444 56445 56446 56447 56448 56449 56450 56451 56452 56453 56454 56455\n",
            " 56456 56457 56458 56459 56460 56461 56462 56463 56464 56465 56466 56467\n",
            " 56468 56469 56470 56471 56472 56473 56474 56475 56476 56477 56478 56479\n",
            " 56480 56481 56482 56483 56484 56485 56486 56487 56488 56489 56490 56491\n",
            " 56492 56493 56494 56495 56496 56497 56498 56499 56500 56501 56502 56503\n",
            " 56504 56505 56506 56507 56508 56509 56510 56511 56512 56513 56514 56515\n",
            " 56516 56517 56518 56519 56520 56521 56522 56523 56524 56525 56526 56527\n",
            " 56528 56529 56530 56531 56532 56533 56534 56535 56536 56537 56538 56539\n",
            " 56540 56541 56542 56543 56544 56545 56546 56547 56548 56549 56550 56551\n",
            " 56552 56553 56554 56555 56556 56557 56558 56559 56560 56561 56562 56563\n",
            " 56564 56565 56566 56567 56568 56569 56570 56571 56572 56573 56574 56575\n",
            " 56576 56577 56578 56579 56580 56581 56582 56583 56584 56585 56586 56587\n",
            " 56588 56589 56590 56591 56592 56593 56594 56595 56596 56597 56598 56599\n",
            " 56600 56601 56602 56603 56604 56605 56606 56607 56608 56609 56610 56611\n",
            " 56612 56613 56614 56615 56616 56617 56618 56619 56620 56621 56622 56623\n",
            " 56624 56625 56626 56627 56628 56629 56630 56631 56632 56633 56634 56635\n",
            " 56636 56637 56638 56639 56640 56641 56642 56643 56644 56645 56646 56647\n",
            " 56648 56649 56650 56651 56652 56653 56654 56655 56656 56657 56658 56659\n",
            " 56660 56661 56662 56663 56664 56665 56666 56667 56668 56669 56670 56671\n",
            " 56672 56673 56674 56675 56676 56677 56678 56679 56680 56681 56682 56683\n",
            " 56684 56685 56686 56687 56688 56689 56690 56691 56692 56693 56694 56695\n",
            " 56696 56697 56698 56699 56700 56701 56702 56703 56704 56705 56706 56707\n",
            " 56708 56709 56710 56711 56712 56713 56714 56715 56716 56717 56718 56719\n",
            " 56720 56721 56722 56723 56724 56725 56726 56727 56728 56729 56730 56731\n",
            " 56732 56733 56734 56735 56736 56737 56738 56739 56740 56741 56742 56743\n",
            " 56744 56745 56746 56747 56748 56749 56750 56751 56752 56753 56754 56755\n",
            " 56756 56757 56758 56759 56760 56761 56762 56763 56764 56765 56766 56767\n",
            " 56768 56769 56770 56771 56772 56773 56774 56775 56776 56777 56778 56779\n",
            " 56780 56781 56782 56783 56784 56785 56786 56787 56788 56789 56790 56791\n",
            " 56792 56793 56794 56795 56796 56797 56798 56799 56800 56801 56802 56803\n",
            " 56804 56805 56806 56807 56808 56809 56810 56811 56812 56813 56814 56815\n",
            " 56816 56817 56818 56819 56820 56821 56822 56823 56824 56825 56826 56827\n",
            " 56828 56829 56830 56831]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [56832 56833 56834 56835 56836 56837 56838 56839 56840 56841 56842 56843\n",
            " 56844 56845 56846 56847 56848 56849 56850 56851 56852 56853 56854 56855\n",
            " 56856 56857 56858 56859 56860 56861 56862 56863 56864 56865 56866 56867\n",
            " 56868 56869 56870 56871 56872 56873 56874 56875 56876 56877 56878 56879\n",
            " 56880 56881 56882 56883 56884 56885 56886 56887 56888 56889 56890 56891\n",
            " 56892 56893 56894 56895 56896 56897 56898 56899 56900 56901 56902 56903\n",
            " 56904 56905 56906 56907 56908 56909 56910 56911 56912 56913 56914 56915\n",
            " 56916 56917 56918 56919 56920 56921 56922 56923 56924 56925 56926 56927\n",
            " 56928 56929 56930 56931 56932 56933 56934 56935 56936 56937 56938 56939\n",
            " 56940 56941 56942 56943 56944 56945 56946 56947 56948 56949 56950 56951\n",
            " 56952 56953 56954 56955 56956 56957 56958 56959 56960 56961 56962 56963\n",
            " 56964 56965 56966 56967 56968 56969 56970 56971 56972 56973 56974 56975\n",
            " 56976 56977 56978 56979 56980 56981 56982 56983 56984 56985 56986 56987\n",
            " 56988 56989 56990 56991 56992 56993 56994 56995 56996 56997 56998 56999\n",
            " 57000 57001 57002 57003 57004 57005 57006 57007 57008 57009 57010 57011\n",
            " 57012 57013 57014 57015 57016 57017 57018 57019 57020 57021 57022 57023\n",
            " 57024 57025 57026 57027 57028 57029 57030 57031 57032 57033 57034 57035\n",
            " 57036 57037 57038 57039 57040 57041 57042 57043 57044 57045 57046 57047\n",
            " 57048 57049 57050 57051 57052 57053 57054 57055 57056 57057 57058 57059\n",
            " 57060 57061 57062 57063 57064 57065 57066 57067 57068 57069 57070 57071\n",
            " 57072 57073 57074 57075 57076 57077 57078 57079 57080 57081 57082 57083\n",
            " 57084 57085 57086 57087 57088 57089 57090 57091 57092 57093 57094 57095\n",
            " 57096 57097 57098 57099 57100 57101 57102 57103 57104 57105 57106 57107\n",
            " 57108 57109 57110 57111 57112 57113 57114 57115 57116 57117 57118 57119\n",
            " 57120 57121 57122 57123 57124 57125 57126 57127 57128 57129 57130 57131\n",
            " 57132 57133 57134 57135 57136 57137 57138 57139 57140 57141 57142 57143\n",
            " 57144 57145 57146 57147 57148 57149 57150 57151 57152 57153 57154 57155\n",
            " 57156 57157 57158 57159 57160 57161 57162 57163 57164 57165 57166 57167\n",
            " 57168 57169 57170 57171 57172 57173 57174 57175 57176 57177 57178 57179\n",
            " 57180 57181 57182 57183 57184 57185 57186 57187 57188 57189 57190 57191\n",
            " 57192 57193 57194 57195 57196 57197 57198 57199 57200 57201 57202 57203\n",
            " 57204 57205 57206 57207 57208 57209 57210 57211 57212 57213 57214 57215\n",
            " 57216 57217 57218 57219 57220 57221 57222 57223 57224 57225 57226 57227\n",
            " 57228 57229 57230 57231 57232 57233 57234 57235 57236 57237 57238 57239\n",
            " 57240 57241 57242 57243 57244 57245 57246 57247 57248 57249 57250 57251\n",
            " 57252 57253 57254 57255 57256 57257 57258 57259 57260 57261 57262 57263\n",
            " 57264 57265 57266 57267 57268 57269 57270 57271 57272 57273 57274 57275\n",
            " 57276 57277 57278 57279 57280 57281 57282 57283 57284 57285 57286 57287\n",
            " 57288 57289 57290 57291 57292 57293 57294 57295 57296 57297 57298 57299\n",
            " 57300 57301 57302 57303 57304 57305 57306 57307 57308 57309 57310 57311\n",
            " 57312 57313 57314 57315 57316 57317 57318 57319 57320 57321 57322 57323\n",
            " 57324 57325 57326 57327 57328 57329 57330 57331 57332 57333 57334 57335\n",
            " 57336 57337 57338 57339 57340 57341 57342 57343 57344 57345 57346 57347\n",
            " 57348 57349 57350 57351 57352 57353 57354 57355 57356 57357 57358 57359\n",
            " 57360 57361 57362 57363 57364 57365 57366 57367 57368 57369 57370 57371\n",
            " 57372 57373 57374 57375 57376 57377 57378 57379 57380 57381 57382 57383\n",
            " 57384 57385 57386 57387 57388 57389 57390 57391 57392 57393 57394 57395\n",
            " 57396 57397 57398 57399 57400 57401 57402 57403 57404 57405 57406 57407\n",
            " 57408 57409 57410 57411 57412 57413 57414 57415 57416 57417 57418 57419\n",
            " 57420 57421 57422 57423]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [57424 57425 57426 57427 57428 57429 57430 57431 57432 57433 57434 57435\n",
            " 57436 57437 57438 57439 57440 57441 57442 57443 57444 57445 57446 57447\n",
            " 57448 57449 57450 57451 57452 57453 57454 57455 57456 57457 57458 57459\n",
            " 57460 57461 57462 57463 57464 57465 57466 57467 57468 57469 57470 57471\n",
            " 57472 57473 57474 57475 57476 57477 57478 57479 57480 57481 57482 57483\n",
            " 57484 57485 57486 57487 57488 57489 57490 57491 57492 57493 57494 57495\n",
            " 57496 57497 57498 57499 57500 57501 57502 57503 57504 57505 57506 57507\n",
            " 57508 57509 57510 57511 57512 57513 57514 57515 57516 57517 57518 57519\n",
            " 57520 57521 57522 57523 57524 57525 57526 57527 57528 57529 57530 57531\n",
            " 57532 57533 57534 57535 57536 57537 57538 57539 57540 57541 57542 57543\n",
            " 57544 57545 57546 57547 57548 57549 57550 57551 57552 57553 57554 57555\n",
            " 57556 57557 57558 57559 57560 57561 57562 57563 57564 57565 57566 57567\n",
            " 57568 57569 57570 57571 57572 57573 57574 57575 57576 57577 57578 57579\n",
            " 57580 57581 57582 57583 57584 57585 57586 57587 57588 57589 57590 57591\n",
            " 57592 57593 57594 57595 57596 57597 57598 57599 57600 57601 57602 57603\n",
            " 57604 57605 57606 57607 57608 57609 57610 57611 57612 57613 57614 57615\n",
            " 57616 57617 57618 57619 57620 57621 57622 57623 57624 57625 57626 57627\n",
            " 57628 57629 57630 57631 57632 57633 57634 57635 57636 57637 57638 57639\n",
            " 57640 57641 57642 57643 57644 57645 57646 57647 57648 57649 57650 57651\n",
            " 57652 57653 57654 57655 57656 57657 57658 57659 57660 57661 57662 57663\n",
            " 57664 57665 57666 57667 57668 57669 57670 57671 57672 57673 57674 57675\n",
            " 57676 57677 57678 57679 57680 57681 57682 57683 57684 57685 57686 57687\n",
            " 57688 57689 57690 57691 57692 57693 57694 57695 57696 57697 57698 57699\n",
            " 57700 57701 57702 57703 57704 57705 57706 57707 57708 57709 57710 57711\n",
            " 57712 57713 57714 57715 57716 57717 57718 57719 57720 57721 57722 57723\n",
            " 57724 57725 57726 57727 57728 57729 57730 57731 57732 57733 57734 57735\n",
            " 57736 57737 57738 57739 57740 57741 57742 57743 57744 57745 57746 57747\n",
            " 57748 57749 57750 57751 57752 57753 57754 57755 57756 57757 57758 57759\n",
            " 57760 57761 57762 57763 57764 57765 57766 57767 57768 57769 57770 57771\n",
            " 57772 57773 57774 57775 57776 57777 57778 57779 57780 57781 57782 57783\n",
            " 57784 57785 57786 57787 57788 57789 57790 57791 57792 57793 57794 57795\n",
            " 57796 57797 57798 57799 57800 57801 57802 57803 57804 57805 57806 57807\n",
            " 57808 57809 57810 57811 57812 57813 57814 57815 57816 57817 57818 57819\n",
            " 57820 57821 57822 57823 57824 57825 57826 57827 57828 57829 57830 57831\n",
            " 57832 57833 57834 57835 57836 57837 57838 57839 57840 57841 57842 57843\n",
            " 57844 57845 57846 57847 57848 57849 57850 57851 57852 57853 57854 57855\n",
            " 57856 57857 57858 57859 57860 57861 57862 57863 57864 57865 57866 57867\n",
            " 57868 57869 57870 57871 57872 57873 57874 57875 57876 57877 57878 57879\n",
            " 57880 57881 57882 57883 57884 57885 57886 57887 57888 57889 57890 57891\n",
            " 57892 57893 57894 57895 57896 57897 57898 57899 57900 57901 57902 57903\n",
            " 57904 57905 57906 57907 57908 57909 57910 57911 57912 57913 57914 57915\n",
            " 57916 57917 57918 57919 57920 57921 57922 57923 57924 57925 57926 57927\n",
            " 57928 57929 57930 57931 57932 57933 57934 57935 57936 57937 57938 57939\n",
            " 57940 57941 57942 57943 57944 57945 57946 57947 57948 57949 57950 57951\n",
            " 57952 57953 57954 57955 57956 57957 57958 57959 57960 57961 57962 57963\n",
            " 57964 57965 57966 57967 57968 57969 57970 57971 57972 57973 57974 57975\n",
            " 57976 57977 57978 57979 57980 57981 57982 57983 57984 57985 57986 57987\n",
            " 57988 57989 57990 57991 57992 57993 57994 57995 57996 57997 57998 57999\n",
            " 58000 58001 58002 58003 58004 58005 58006 58007 58008 58009 58010 58011\n",
            " 58012 58013 58014 58015]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [58016 58017 58018 58019 58020 58021 58022 58023 58024 58025 58026 58027\n",
            " 58028 58029 58030 58031 58032 58033 58034 58035 58036 58037 58038 58039\n",
            " 58040 58041 58042 58043 58044 58045 58046 58047 58048 58049 58050 58051\n",
            " 58052 58053 58054 58055 58056 58057 58058 58059 58060 58061 58062 58063\n",
            " 58064 58065 58066 58067 58068 58069 58070 58071 58072 58073 58074 58075\n",
            " 58076 58077 58078 58079 58080 58081 58082 58083 58084 58085 58086 58087\n",
            " 58088 58089 58090 58091 58092 58093 58094 58095 58096 58097 58098 58099\n",
            " 58100 58101 58102 58103 58104 58105 58106 58107 58108 58109 58110 58111\n",
            " 58112 58113 58114 58115 58116 58117 58118 58119 58120 58121 58122 58123\n",
            " 58124 58125 58126 58127 58128 58129 58130 58131 58132 58133 58134 58135\n",
            " 58136 58137 58138 58139 58140 58141 58142 58143 58144 58145 58146 58147\n",
            " 58148 58149 58150 58151 58152 58153 58154 58155 58156 58157 58158 58159\n",
            " 58160 58161 58162 58163 58164 58165 58166 58167 58168 58169 58170 58171\n",
            " 58172 58173 58174 58175 58176 58177 58178 58179 58180 58181 58182 58183\n",
            " 58184 58185 58186 58187 58188 58189 58190 58191 58192 58193 58194 58195\n",
            " 58196 58197 58198 58199 58200 58201 58202 58203 58204 58205 58206 58207\n",
            " 58208 58209 58210 58211 58212 58213 58214 58215 58216 58217 58218 58219\n",
            " 58220 58221 58222 58223 58224 58225 58226 58227 58228 58229 58230 58231\n",
            " 58232 58233 58234 58235 58236 58237 58238 58239 58240 58241 58242 58243\n",
            " 58244 58245 58246 58247 58248 58249 58250 58251 58252 58253 58254 58255\n",
            " 58256 58257 58258 58259 58260 58261 58262 58263 58264 58265 58266 58267\n",
            " 58268 58269 58270 58271 58272 58273 58274 58275 58276 58277 58278 58279\n",
            " 58280 58281 58282 58283 58284 58285 58286 58287 58288 58289 58290 58291\n",
            " 58292 58293 58294 58295 58296 58297 58298 58299 58300 58301 58302 58303\n",
            " 58304 58305 58306 58307 58308 58309 58310 58311 58312 58313 58314 58315\n",
            " 58316 58317 58318 58319 58320 58321 58322 58323 58324 58325 58326 58327\n",
            " 58328 58329 58330 58331 58332 58333 58334 58335 58336 58337 58338 58339\n",
            " 58340 58341 58342 58343 58344 58345 58346 58347 58348 58349 58350 58351\n",
            " 58352 58353 58354 58355 58356 58357 58358 58359 58360 58361 58362 58363\n",
            " 58364 58365 58366 58367 58368 58369 58370 58371 58372 58373 58374 58375\n",
            " 58376 58377 58378 58379 58380 58381 58382 58383 58384 58385 58386 58387\n",
            " 58388 58389 58390 58391 58392 58393 58394 58395 58396 58397 58398 58399\n",
            " 58400 58401 58402 58403 58404 58405 58406 58407 58408 58409 58410 58411\n",
            " 58412 58413 58414 58415 58416 58417 58418 58419 58420 58421 58422 58423\n",
            " 58424 58425 58426 58427 58428 58429 58430 58431 58432 58433 58434 58435\n",
            " 58436 58437 58438 58439 58440 58441 58442 58443 58444 58445 58446 58447\n",
            " 58448 58449 58450 58451 58452 58453 58454 58455 58456 58457 58458 58459\n",
            " 58460 58461 58462 58463 58464 58465 58466 58467 58468 58469 58470 58471\n",
            " 58472 58473 58474 58475 58476 58477 58478 58479 58480 58481 58482 58483\n",
            " 58484 58485 58486 58487 58488 58489 58490 58491 58492 58493 58494 58495\n",
            " 58496 58497 58498 58499 58500 58501 58502 58503 58504 58505 58506 58507\n",
            " 58508 58509 58510 58511 58512 58513 58514 58515 58516 58517 58518 58519\n",
            " 58520 58521 58522 58523 58524 58525 58526 58527 58528 58529 58530 58531\n",
            " 58532 58533 58534 58535 58536 58537 58538 58539 58540 58541 58542 58543\n",
            " 58544 58545 58546 58547 58548 58549 58550 58551 58552 58553 58554 58555\n",
            " 58556 58557 58558 58559 58560 58561 58562 58563 58564 58565 58566 58567\n",
            " 58568 58569 58570 58571 58572 58573 58574 58575 58576 58577 58578 58579\n",
            " 58580 58581 58582 58583 58584 58585 58586 58587 58588 58589 58590 58591\n",
            " 58592 58593 58594 58595 58596 58597 58598 58599 58600 58601 58602 58603\n",
            " 58604 58605 58606 58607]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [58608 58609 58610 58611 58612 58613 58614 58615 58616 58617 58618 58619\n",
            " 58620 58621 58622 58623 58624 58625 58626 58627 58628 58629 58630 58631\n",
            " 58632 58633 58634 58635 58636 58637 58638 58639 58640 58641 58642 58643\n",
            " 58644 58645 58646 58647 58648 58649 58650 58651 58652 58653 58654 58655\n",
            " 58656 58657 58658 58659 58660 58661 58662 58663 58664 58665 58666 58667\n",
            " 58668 58669 58670 58671 58672 58673 58674 58675 58676 58677 58678 58679\n",
            " 58680 58681 58682 58683 58684 58685 58686 58687 58688 58689 58690 58691\n",
            " 58692 58693 58694 58695 58696 58697 58698 58699 58700 58701 58702 58703\n",
            " 58704 58705 58706 58707 58708 58709 58710 58711 58712 58713 58714 58715\n",
            " 58716 58717 58718 58719 58720 58721 58722 58723 58724 58725 58726 58727\n",
            " 58728 58729 58730 58731 58732 58733 58734 58735 58736 58737 58738 58739\n",
            " 58740 58741 58742 58743 58744 58745 58746 58747 58748 58749 58750 58751\n",
            " 58752 58753 58754 58755 58756 58757 58758 58759 58760 58761 58762 58763\n",
            " 58764 58765 58766 58767 58768 58769 58770 58771 58772 58773 58774 58775\n",
            " 58776 58777 58778 58779 58780 58781 58782 58783 58784 58785 58786 58787\n",
            " 58788 58789 58790 58791 58792 58793 58794 58795 58796 58797 58798 58799\n",
            " 58800 58801 58802 58803 58804 58805 58806 58807 58808 58809 58810 58811\n",
            " 58812 58813 58814 58815 58816 58817 58818 58819 58820 58821 58822 58823\n",
            " 58824 58825 58826 58827 58828 58829 58830 58831 58832 58833 58834 58835\n",
            " 58836 58837 58838 58839 58840 58841 58842 58843 58844 58845 58846 58847\n",
            " 58848 58849 58850 58851 58852 58853 58854 58855 58856 58857 58858 58859\n",
            " 58860 58861 58862 58863 58864 58865 58866 58867 58868 58869 58870 58871\n",
            " 58872 58873 58874 58875 58876 58877 58878 58879 58880 58881 58882 58883\n",
            " 58884 58885 58886 58887 58888 58889 58890 58891 58892 58893 58894 58895\n",
            " 58896 58897 58898 58899 58900 58901 58902 58903 58904 58905 58906 58907\n",
            " 58908 58909 58910 58911 58912 58913 58914 58915 58916 58917 58918 58919\n",
            " 58920 58921 58922 58923 58924 58925 58926 58927 58928 58929 58930 58931\n",
            " 58932 58933 58934 58935 58936 58937 58938 58939 58940 58941 58942 58943\n",
            " 58944 58945 58946 58947 58948 58949 58950 58951 58952 58953 58954 58955\n",
            " 58956 58957 58958 58959 58960 58961 58962 58963 58964 58965 58966 58967\n",
            " 58968 58969 58970 58971 58972 58973 58974 58975 58976 58977 58978 58979\n",
            " 58980 58981 58982 58983 58984 58985 58986 58987 58988 58989 58990 58991\n",
            " 58992 58993 58994 58995 58996 58997 58998 58999 59000 59001 59002 59003\n",
            " 59004 59005 59006 59007 59008 59009 59010 59011 59012 59013 59014 59015\n",
            " 59016 59017 59018 59019 59020 59021 59022 59023 59024 59025 59026 59027\n",
            " 59028 59029 59030 59031 59032 59033 59034 59035 59036 59037 59038 59039\n",
            " 59040 59041 59042 59043 59044 59045 59046 59047 59048 59049 59050 59051\n",
            " 59052 59053 59054 59055 59056 59057 59058 59059 59060 59061 59062 59063\n",
            " 59064 59065 59066 59067 59068 59069 59070 59071 59072 59073 59074 59075\n",
            " 59076 59077 59078 59079 59080 59081 59082 59083 59084 59085 59086 59087\n",
            " 59088 59089 59090 59091 59092 59093 59094 59095 59096 59097 59098 59099\n",
            " 59100 59101 59102 59103 59104 59105 59106 59107 59108 59109 59110 59111\n",
            " 59112 59113 59114 59115 59116 59117 59118 59119 59120 59121 59122 59123\n",
            " 59124 59125 59126 59127 59128 59129 59130 59131 59132 59133 59134 59135\n",
            " 59136 59137 59138 59139 59140 59141 59142 59143 59144 59145 59146 59147\n",
            " 59148 59149 59150 59151 59152 59153 59154 59155 59156 59157 59158 59159\n",
            " 59160 59161 59162 59163 59164 59165 59166 59167 59168 59169 59170 59171\n",
            " 59172 59173 59174 59175 59176 59177 59178 59179 59180 59181 59182 59183\n",
            " 59184 59185 59186 59187 59188 59189 59190 59191 59192 59193 59194 59195\n",
            " 59196 59197 59198 59199]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [59200 59201 59202 59203 59204 59205 59206 59207 59208 59209 59210 59211\n",
            " 59212 59213 59214 59215 59216 59217 59218 59219 59220 59221 59222 59223\n",
            " 59224 59225 59226 59227 59228 59229 59230 59231 59232 59233 59234 59235\n",
            " 59236 59237 59238 59239 59240 59241 59242 59243 59244 59245 59246 59247\n",
            " 59248 59249 59250 59251 59252 59253 59254 59255 59256 59257 59258 59259\n",
            " 59260 59261 59262 59263 59264 59265 59266 59267 59268 59269 59270 59271\n",
            " 59272 59273 59274 59275 59276 59277 59278 59279 59280 59281 59282 59283\n",
            " 59284 59285 59286 59287 59288 59289 59290 59291 59292 59293 59294 59295\n",
            " 59296 59297 59298 59299 59300 59301 59302 59303 59304 59305 59306 59307\n",
            " 59308 59309 59310 59311 59312 59313 59314 59315 59316 59317 59318 59319\n",
            " 59320 59321 59322 59323 59324 59325 59326 59327 59328 59329 59330 59331\n",
            " 59332 59333 59334 59335 59336 59337 59338 59339 59340 59341 59342 59343\n",
            " 59344 59345 59346 59347 59348 59349 59350 59351 59352 59353 59354 59355\n",
            " 59356 59357 59358 59359 59360 59361 59362 59363 59364 59365 59366 59367\n",
            " 59368 59369 59370 59371 59372 59373 59374 59375 59376 59377 59378 59379\n",
            " 59380 59381 59382 59383 59384 59385 59386 59387 59388 59389 59390 59391\n",
            " 59392 59393 59394 59395 59396 59397 59398 59399 59400 59401 59402 59403\n",
            " 59404 59405 59406 59407 59408 59409 59410 59411 59412 59413 59414 59415\n",
            " 59416 59417 59418 59419 59420 59421 59422 59423 59424 59425 59426 59427\n",
            " 59428 59429 59430 59431 59432 59433 59434 59435 59436 59437 59438 59439\n",
            " 59440 59441 59442 59443 59444 59445 59446 59447 59448 59449 59450 59451\n",
            " 59452 59453 59454 59455 59456 59457 59458 59459 59460 59461 59462 59463\n",
            " 59464 59465 59466 59467 59468 59469 59470 59471 59472 59473 59474 59475\n",
            " 59476 59477 59478 59479 59480 59481 59482 59483 59484 59485 59486 59487\n",
            " 59488 59489 59490 59491 59492 59493 59494 59495 59496 59497 59498 59499\n",
            " 59500 59501 59502 59503 59504 59505 59506 59507 59508 59509 59510 59511\n",
            " 59512 59513 59514 59515 59516 59517 59518 59519 59520 59521 59522 59523\n",
            " 59524 59525 59526 59527 59528 59529 59530 59531 59532 59533 59534 59535\n",
            " 59536 59537 59538 59539 59540 59541 59542 59543 59544 59545 59546 59547\n",
            " 59548 59549 59550 59551 59552 59553 59554 59555 59556 59557 59558 59559\n",
            " 59560 59561 59562 59563 59564 59565 59566 59567 59568 59569 59570 59571\n",
            " 59572 59573 59574 59575 59576 59577 59578 59579 59580 59581 59582 59583\n",
            " 59584 59585 59586 59587 59588 59589 59590 59591 59592 59593 59594 59595\n",
            " 59596 59597 59598 59599 59600 59601 59602 59603 59604 59605 59606 59607\n",
            " 59608 59609 59610 59611 59612 59613 59614 59615 59616 59617 59618 59619\n",
            " 59620 59621 59622 59623 59624 59625 59626 59627 59628 59629 59630 59631\n",
            " 59632 59633 59634 59635 59636 59637 59638 59639 59640 59641 59642 59643\n",
            " 59644 59645 59646 59647 59648 59649 59650 59651 59652 59653 59654 59655\n",
            " 59656 59657 59658 59659 59660 59661 59662 59663 59664 59665 59666 59667\n",
            " 59668 59669 59670 59671 59672 59673 59674 59675 59676 59677 59678 59679\n",
            " 59680 59681 59682 59683 59684 59685 59686 59687 59688 59689 59690 59691\n",
            " 59692 59693 59694 59695 59696 59697 59698 59699 59700 59701 59702 59703\n",
            " 59704 59705 59706 59707 59708 59709 59710 59711 59712 59713 59714 59715\n",
            " 59716 59717 59718 59719 59720 59721 59722 59723 59724 59725 59726 59727\n",
            " 59728 59729 59730 59731 59732 59733 59734 59735 59736 59737 59738 59739\n",
            " 59740 59741 59742 59743 59744 59745 59746 59747 59748 59749 59750 59751\n",
            " 59752 59753 59754 59755 59756 59757 59758 59759 59760 59761 59762 59763\n",
            " 59764 59765 59766 59767 59768 59769 59770 59771 59772 59773 59774 59775\n",
            " 59776 59777 59778 59779 59780 59781 59782 59783 59784 59785 59786 59787\n",
            " 59788 59789 59790 59791]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [59792 59793 59794 59795 59796 59797 59798 59799 59800 59801 59802 59803\n",
            " 59804 59805 59806 59807 59808 59809 59810 59811 59812 59813 59814 59815\n",
            " 59816 59817 59818 59819 59820 59821 59822 59823 59824 59825 59826 59827\n",
            " 59828 59829 59830 59831 59832 59833 59834 59835 59836 59837 59838 59839\n",
            " 59840 59841 59842 59843 59844 59845 59846 59847 59848 59849 59850 59851\n",
            " 59852 59853 59854 59855 59856 59857 59858 59859 59860 59861 59862 59863\n",
            " 59864 59865 59866 59867 59868 59869 59870 59871 59872 59873 59874 59875\n",
            " 59876 59877 59878 59879 59880 59881 59882 59883 59884 59885 59886 59887\n",
            " 59888 59889 59890 59891 59892 59893 59894 59895 59896 59897 59898 59899\n",
            " 59900 59901 59902 59903 59904 59905 59906 59907 59908 59909 59910 59911\n",
            " 59912 59913 59914 59915 59916 59917 59918 59919 59920 59921 59922 59923\n",
            " 59924 59925 59926 59927 59928 59929 59930 59931 59932 59933 59934 59935\n",
            " 59936 59937 59938 59939 59940 59941 59942 59943 59944 59945 59946 59947\n",
            " 59948 59949 59950 59951 59952 59953 59954 59955 59956 59957 59958 59959\n",
            " 59960 59961 59962 59963 59964 59965 59966 59967 59968 59969 59970 59971\n",
            " 59972 59973 59974 59975 59976 59977 59978 59979 59980 59981 59982 59983\n",
            " 59984 59985 59986 59987 59988 59989 59990 59991 59992 59993 59994 59995\n",
            " 59996 59997 59998 59999 60000 60001 60002 60003 60004 60005 60006 60007\n",
            " 60008 60009 60010 60011 60012 60013 60014 60015 60016 60017 60018 60019\n",
            " 60020 60021 60022 60023 60024 60025 60026 60027 60028 60029 60030 60031\n",
            " 60032 60033 60034 60035 60036 60037 60038 60039 60040 60041 60042 60043\n",
            " 60044 60045 60046 60047 60048 60049 60050 60051 60052 60053 60054 60055\n",
            " 60056 60057 60058 60059 60060 60061 60062 60063 60064 60065 60066 60067\n",
            " 60068 60069 60070 60071 60072 60073 60074 60075 60076 60077 60078 60079\n",
            " 60080 60081 60082 60083 60084 60085 60086 60087 60088 60089 60090 60091\n",
            " 60092 60093 60094 60095 60096 60097 60098 60099 60100 60101 60102 60103\n",
            " 60104 60105 60106 60107 60108 60109 60110 60111 60112 60113 60114 60115\n",
            " 60116 60117 60118 60119 60120 60121 60122 60123 60124 60125 60126 60127\n",
            " 60128 60129 60130 60131 60132 60133 60134 60135 60136 60137 60138 60139\n",
            " 60140 60141 60142 60143 60144 60145 60146 60147 60148 60149 60150 60151\n",
            " 60152 60153 60154 60155 60156 60157 60158 60159 60160 60161 60162 60163\n",
            " 60164 60165 60166 60167 60168 60169 60170 60171 60172 60173 60174 60175\n",
            " 60176 60177 60178 60179 60180 60181 60182 60183 60184 60185 60186 60187\n",
            " 60188 60189 60190 60191 60192 60193 60194 60195 60196 60197 60198 60199\n",
            " 60200 60201 60202 60203 60204 60205 60206 60207 60208 60209 60210 60211\n",
            " 60212 60213 60214 60215 60216 60217 60218 60219 60220 60221 60222 60223\n",
            " 60224 60225 60226 60227 60228 60229 60230 60231 60232 60233 60234 60235\n",
            " 60236 60237 60238 60239 60240 60241 60242 60243 60244 60245 60246 60247\n",
            " 60248 60249 60250 60251 60252 60253 60254 60255 60256 60257 60258 60259\n",
            " 60260 60261 60262 60263 60264 60265 60266 60267 60268 60269 60270 60271\n",
            " 60272 60273 60274 60275 60276 60277 60278 60279 60280 60281 60282 60283\n",
            " 60284 60285 60286 60287 60288 60289 60290 60291 60292 60293 60294 60295\n",
            " 60296 60297 60298 60299 60300 60301 60302 60303 60304 60305 60306 60307\n",
            " 60308 60309 60310 60311 60312 60313 60314 60315 60316 60317 60318 60319\n",
            " 60320 60321 60322 60323 60324 60325 60326 60327 60328 60329 60330 60331\n",
            " 60332 60333 60334 60335 60336 60337 60338 60339 60340 60341 60342 60343\n",
            " 60344 60345 60346 60347 60348 60349 60350 60351 60352 60353 60354 60355\n",
            " 60356 60357 60358 60359 60360 60361 60362 60363 60364 60365 60366 60367\n",
            " 60368 60369 60370 60371 60372 60373 60374 60375 60376 60377 60378 60379\n",
            " 60380 60381 60382 60383]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [60384 60385 60386 60387 60388 60389 60390 60391 60392 60393 60394 60395\n",
            " 60396 60397 60398 60399 60400 60401 60402 60403 60404 60405 60406 60407\n",
            " 60408 60409 60410 60411 60412 60413 60414 60415 60416 60417 60418 60419\n",
            " 60420 60421 60422 60423 60424 60425 60426 60427 60428 60429 60430 60431\n",
            " 60432 60433 60434 60435 60436 60437 60438 60439 60440 60441 60442 60443\n",
            " 60444 60445 60446 60447 60448 60449 60450 60451 60452 60453 60454 60455\n",
            " 60456 60457 60458 60459 60460 60461 60462 60463 60464 60465 60466 60467\n",
            " 60468 60469 60470 60471 60472 60473 60474 60475 60476 60477 60478 60479\n",
            " 60480 60481 60482 60483 60484 60485 60486 60487 60488 60489 60490 60491\n",
            " 60492 60493 60494 60495 60496 60497 60498 60499 60500 60501 60502 60503\n",
            " 60504 60505 60506 60507 60508 60509 60510 60511 60512 60513 60514 60515\n",
            " 60516 60517 60518 60519 60520 60521 60522 60523 60524 60525 60526 60527\n",
            " 60528 60529 60530 60531 60532 60533 60534 60535 60536 60537 60538 60539\n",
            " 60540 60541 60542 60543 60544 60545 60546 60547 60548 60549 60550 60551\n",
            " 60552 60553 60554 60555 60556 60557 60558 60559 60560 60561 60562 60563\n",
            " 60564 60565 60566 60567 60568 60569 60570 60571 60572 60573 60574 60575\n",
            " 60576 60577 60578 60579 60580 60581 60582 60583 60584 60585 60586 60587\n",
            " 60588 60589 60590 60591 60592 60593 60594 60595 60596 60597 60598 60599\n",
            " 60600 60601 60602 60603 60604 60605 60606 60607 60608 60609 60610 60611\n",
            " 60612 60613 60614 60615 60616 60617 60618 60619 60620 60621 60622 60623\n",
            " 60624 60625 60626 60627 60628 60629 60630 60631 60632 60633 60634 60635\n",
            " 60636 60637 60638 60639 60640 60641 60642 60643 60644 60645 60646 60647\n",
            " 60648 60649 60650 60651 60652 60653 60654 60655 60656 60657 60658 60659\n",
            " 60660 60661 60662 60663 60664 60665 60666 60667 60668 60669 60670 60671\n",
            " 60672 60673 60674 60675 60676 60677 60678 60679 60680 60681 60682 60683\n",
            " 60684 60685 60686 60687 60688 60689 60690 60691 60692 60693 60694 60695\n",
            " 60696 60697 60698 60699 60700 60701 60702 60703 60704 60705 60706 60707\n",
            " 60708 60709 60710 60711 60712 60713 60714 60715 60716 60717 60718 60719\n",
            " 60720 60721 60722 60723 60724 60725 60726 60727 60728 60729 60730 60731\n",
            " 60732 60733 60734 60735 60736 60737 60738 60739 60740 60741 60742 60743\n",
            " 60744 60745 60746 60747 60748 60749 60750 60751 60752 60753 60754 60755\n",
            " 60756 60757 60758 60759 60760 60761 60762 60763 60764 60765 60766 60767\n",
            " 60768 60769 60770 60771 60772 60773 60774 60775 60776 60777 60778 60779\n",
            " 60780 60781 60782 60783 60784 60785 60786 60787 60788 60789 60790 60791\n",
            " 60792 60793 60794 60795 60796 60797 60798 60799 60800 60801 60802 60803\n",
            " 60804 60805 60806 60807 60808 60809 60810 60811 60812 60813 60814 60815\n",
            " 60816 60817 60818 60819 60820 60821 60822 60823 60824 60825 60826 60827\n",
            " 60828 60829 60830 60831 60832 60833 60834 60835 60836 60837 60838 60839\n",
            " 60840 60841 60842 60843 60844 60845 60846 60847 60848 60849 60850 60851\n",
            " 60852 60853 60854 60855 60856 60857 60858 60859 60860 60861 60862 60863\n",
            " 60864 60865 60866 60867 60868 60869 60870 60871 60872 60873 60874 60875\n",
            " 60876 60877 60878 60879 60880 60881 60882 60883 60884 60885 60886 60887\n",
            " 60888 60889 60890 60891 60892 60893 60894 60895 60896 60897 60898 60899\n",
            " 60900 60901 60902 60903 60904 60905 60906 60907 60908 60909 60910 60911\n",
            " 60912 60913 60914 60915 60916 60917 60918 60919 60920 60921 60922 60923\n",
            " 60924 60925 60926 60927 60928 60929 60930 60931 60932 60933 60934 60935\n",
            " 60936 60937 60938 60939 60940 60941 60942 60943 60944 60945 60946 60947\n",
            " 60948 60949 60950 60951 60952 60953 60954 60955 60956 60957 60958 60959\n",
            " 60960 60961 60962 60963 60964 60965 60966 60967 60968 60969 60970 60971\n",
            " 60972 60973 60974 60975]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [60976 60977 60978 60979 60980 60981 60982 60983 60984 60985 60986 60987\n",
            " 60988 60989 60990 60991 60992 60993 60994 60995 60996 60997 60998 60999\n",
            " 61000 61001 61002 61003 61004 61005 61006 61007 61008 61009 61010 61011\n",
            " 61012 61013 61014 61015 61016 61017 61018 61019 61020 61021 61022 61023\n",
            " 61024 61025 61026 61027 61028 61029 61030 61031 61032 61033 61034 61035\n",
            " 61036 61037 61038 61039 61040 61041 61042 61043 61044 61045 61046 61047\n",
            " 61048 61049 61050 61051 61052 61053 61054 61055 61056 61057 61058 61059\n",
            " 61060 61061 61062 61063 61064 61065 61066 61067 61068 61069 61070 61071\n",
            " 61072 61073 61074 61075 61076 61077 61078 61079 61080 61081 61082 61083\n",
            " 61084 61085 61086 61087 61088 61089 61090 61091 61092 61093 61094 61095\n",
            " 61096 61097 61098 61099 61100 61101 61102 61103 61104 61105 61106 61107\n",
            " 61108 61109 61110 61111 61112 61113 61114 61115 61116 61117 61118 61119\n",
            " 61120 61121 61122 61123 61124 61125 61126 61127 61128 61129 61130 61131\n",
            " 61132 61133 61134 61135 61136 61137 61138 61139 61140 61141 61142 61143\n",
            " 61144 61145 61146 61147 61148 61149 61150 61151 61152 61153 61154 61155\n",
            " 61156 61157 61158 61159 61160 61161 61162 61163 61164 61165 61166 61167\n",
            " 61168 61169 61170 61171 61172 61173 61174 61175 61176 61177 61178 61179\n",
            " 61180 61181 61182 61183 61184 61185 61186 61187 61188 61189 61190 61191\n",
            " 61192 61193 61194 61195 61196 61197 61198 61199 61200 61201 61202 61203\n",
            " 61204 61205 61206 61207 61208 61209 61210 61211 61212 61213 61214 61215\n",
            " 61216 61217 61218 61219 61220 61221 61222 61223 61224 61225 61226 61227\n",
            " 61228 61229 61230 61231 61232 61233 61234 61235 61236 61237 61238 61239\n",
            " 61240 61241 61242 61243 61244 61245 61246 61247 61248 61249 61250 61251\n",
            " 61252 61253 61254 61255 61256 61257 61258 61259 61260 61261 61262 61263\n",
            " 61264 61265 61266 61267 61268 61269 61270 61271 61272 61273 61274 61275\n",
            " 61276 61277 61278 61279 61280 61281 61282 61283 61284 61285 61286 61287\n",
            " 61288 61289 61290 61291 61292 61293 61294 61295 61296 61297 61298 61299\n",
            " 61300 61301 61302 61303 61304 61305 61306 61307 61308 61309 61310 61311\n",
            " 61312 61313 61314 61315 61316 61317 61318 61319 61320 61321 61322 61323\n",
            " 61324 61325 61326 61327 61328 61329 61330 61331 61332 61333 61334 61335\n",
            " 61336 61337 61338 61339 61340 61341 61342 61343 61344 61345 61346 61347\n",
            " 61348 61349 61350 61351 61352 61353 61354 61355 61356 61357 61358 61359\n",
            " 61360 61361 61362 61363 61364 61365 61366 61367 61368 61369 61370 61371\n",
            " 61372 61373 61374 61375 61376 61377 61378 61379 61380 61381 61382 61383\n",
            " 61384 61385 61386 61387 61388 61389 61390 61391 61392 61393 61394 61395\n",
            " 61396 61397 61398 61399 61400 61401 61402 61403 61404 61405 61406 61407\n",
            " 61408 61409 61410 61411 61412 61413 61414 61415 61416 61417 61418 61419\n",
            " 61420 61421 61422 61423 61424 61425 61426 61427 61428 61429 61430 61431\n",
            " 61432 61433 61434 61435 61436 61437 61438 61439 61440 61441 61442 61443\n",
            " 61444 61445 61446 61447 61448 61449 61450 61451 61452 61453 61454 61455\n",
            " 61456 61457 61458 61459 61460 61461 61462 61463 61464 61465 61466 61467\n",
            " 61468 61469 61470 61471 61472 61473 61474 61475 61476 61477 61478 61479\n",
            " 61480 61481 61482 61483 61484 61485 61486 61487 61488 61489 61490 61491\n",
            " 61492 61493 61494 61495 61496 61497 61498 61499 61500 61501 61502 61503\n",
            " 61504 61505 61506 61507 61508 61509 61510 61511 61512 61513 61514 61515\n",
            " 61516 61517 61518 61519 61520 61521 61522 61523 61524 61525 61526 61527\n",
            " 61528 61529 61530 61531 61532 61533 61534 61535 61536 61537 61538 61539\n",
            " 61540 61541 61542 61543 61544 61545 61546 61547 61548 61549 61550 61551\n",
            " 61552 61553 61554 61555 61556 61557 61558 61559 61560 61561 61562 61563\n",
            " 61564 61565 61566 61567]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [61568 61569 61570 61571 61572 61573 61574 61575 61576 61577 61578 61579\n",
            " 61580 61581 61582 61583 61584 61585 61586 61587 61588 61589 61590 61591\n",
            " 61592 61593 61594 61595 61596 61597 61598 61599 61600 61601 61602 61603\n",
            " 61604 61605 61606 61607 61608 61609 61610 61611 61612 61613 61614 61615\n",
            " 61616 61617 61618 61619 61620 61621 61622 61623 61624 61625 61626 61627\n",
            " 61628 61629 61630 61631 61632 61633 61634 61635 61636 61637 61638 61639\n",
            " 61640 61641 61642 61643 61644 61645 61646 61647 61648 61649 61650 61651\n",
            " 61652 61653 61654 61655 61656 61657 61658 61659 61660 61661 61662 61663\n",
            " 61664 61665 61666 61667 61668 61669 61670 61671 61672 61673 61674 61675\n",
            " 61676 61677 61678 61679 61680 61681 61682 61683 61684 61685 61686 61687\n",
            " 61688 61689 61690 61691 61692 61693 61694 61695 61696 61697 61698 61699\n",
            " 61700 61701 61702 61703 61704 61705 61706 61707 61708 61709 61710 61711\n",
            " 61712 61713 61714 61715 61716 61717 61718 61719 61720 61721 61722 61723\n",
            " 61724 61725 61726 61727 61728 61729 61730 61731 61732 61733 61734 61735\n",
            " 61736 61737 61738 61739 61740 61741 61742 61743 61744 61745 61746 61747\n",
            " 61748 61749 61750 61751 61752 61753 61754 61755 61756 61757 61758 61759\n",
            " 61760 61761 61762 61763 61764 61765 61766 61767 61768 61769 61770 61771\n",
            " 61772 61773 61774 61775 61776 61777 61778 61779 61780 61781 61782 61783\n",
            " 61784 61785 61786 61787 61788 61789 61790 61791 61792 61793 61794 61795\n",
            " 61796 61797 61798 61799 61800 61801 61802 61803 61804 61805 61806 61807\n",
            " 61808 61809 61810 61811 61812 61813 61814 61815 61816 61817 61818 61819\n",
            " 61820 61821 61822 61823 61824 61825 61826 61827 61828 61829 61830 61831\n",
            " 61832 61833 61834 61835 61836 61837 61838 61839 61840 61841 61842 61843\n",
            " 61844 61845 61846 61847 61848 61849 61850 61851 61852 61853 61854 61855\n",
            " 61856 61857 61858 61859 61860 61861 61862 61863 61864 61865 61866 61867\n",
            " 61868 61869 61870 61871 61872 61873 61874 61875 61876 61877 61878 61879\n",
            " 61880 61881 61882 61883 61884 61885 61886 61887 61888 61889 61890 61891\n",
            " 61892 61893 61894 61895 61896 61897 61898 61899 61900 61901 61902 61903\n",
            " 61904 61905 61906 61907 61908 61909 61910 61911 61912 61913 61914 61915\n",
            " 61916 61917 61918 61919 61920 61921 61922 61923 61924 61925 61926 61927\n",
            " 61928 61929 61930 61931 61932 61933 61934 61935 61936 61937 61938 61939\n",
            " 61940 61941 61942 61943 61944 61945 61946 61947 61948 61949 61950 61951\n",
            " 61952 61953 61954 61955 61956 61957 61958 61959 61960 61961 61962 61963\n",
            " 61964 61965 61966 61967 61968 61969 61970 61971 61972 61973 61974 61975\n",
            " 61976 61977 61978 61979 61980 61981 61982 61983 61984 61985 61986 61987\n",
            " 61988 61989 61990 61991 61992 61993 61994 61995 61996 61997 61998 61999\n",
            " 62000 62001 62002 62003 62004 62005 62006 62007 62008 62009 62010 62011\n",
            " 62012 62013 62014 62015 62016 62017 62018 62019 62020 62021 62022 62023\n",
            " 62024 62025 62026 62027 62028 62029 62030 62031 62032 62033 62034 62035\n",
            " 62036 62037 62038 62039 62040 62041 62042 62043 62044 62045 62046 62047\n",
            " 62048 62049 62050 62051 62052 62053 62054 62055 62056 62057 62058 62059\n",
            " 62060 62061 62062 62063 62064 62065 62066 62067 62068 62069 62070 62071\n",
            " 62072 62073 62074 62075 62076 62077 62078 62079 62080 62081 62082 62083\n",
            " 62084 62085 62086 62087 62088 62089 62090 62091 62092 62093 62094 62095\n",
            " 62096 62097 62098 62099 62100 62101 62102 62103 62104 62105 62106 62107\n",
            " 62108 62109 62110 62111 62112 62113 62114 62115 62116 62117 62118 62119\n",
            " 62120 62121 62122 62123 62124 62125 62126 62127 62128 62129 62130 62131\n",
            " 62132 62133 62134 62135 62136 62137 62138 62139 62140 62141 62142 62143\n",
            " 62144 62145 62146 62147 62148 62149 62150 62151 62152 62153 62154 62155\n",
            " 62156 62157 62158 62159]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [62160 62161 62162 62163 62164 62165 62166 62167 62168 62169 62170 62171\n",
            " 62172 62173 62174 62175 62176 62177 62178 62179 62180 62181 62182 62183\n",
            " 62184 62185 62186 62187 62188 62189 62190 62191 62192 62193 62194 62195\n",
            " 62196 62197 62198 62199 62200 62201 62202 62203 62204 62205 62206 62207\n",
            " 62208 62209 62210 62211 62212 62213 62214 62215 62216 62217 62218 62219\n",
            " 62220 62221 62222 62223 62224 62225 62226 62227 62228 62229 62230 62231\n",
            " 62232 62233 62234 62235 62236 62237 62238 62239 62240 62241 62242 62243\n",
            " 62244 62245 62246 62247 62248 62249 62250 62251 62252 62253 62254 62255\n",
            " 62256 62257 62258 62259 62260 62261 62262 62263 62264 62265 62266 62267\n",
            " 62268 62269 62270 62271 62272 62273 62274 62275 62276 62277 62278 62279\n",
            " 62280 62281 62282 62283 62284 62285 62286 62287 62288 62289 62290 62291\n",
            " 62292 62293 62294 62295 62296 62297 62298 62299 62300 62301 62302 62303\n",
            " 62304 62305 62306 62307 62308 62309 62310 62311 62312 62313 62314 62315\n",
            " 62316 62317 62318 62319 62320 62321 62322 62323 62324 62325 62326 62327\n",
            " 62328 62329 62330 62331 62332 62333 62334 62335 62336 62337 62338 62339\n",
            " 62340 62341 62342 62343 62344 62345 62346 62347 62348 62349 62350 62351\n",
            " 62352 62353 62354 62355 62356 62357 62358 62359 62360 62361 62362 62363\n",
            " 62364 62365 62366 62367 62368 62369 62370 62371 62372 62373 62374 62375\n",
            " 62376 62377 62378 62379 62380 62381 62382 62383 62384 62385 62386 62387\n",
            " 62388 62389 62390 62391 62392 62393 62394 62395 62396 62397 62398 62399\n",
            " 62400 62401 62402 62403 62404 62405 62406 62407 62408 62409 62410 62411\n",
            " 62412 62413 62414 62415 62416 62417 62418 62419 62420 62421 62422 62423\n",
            " 62424 62425 62426 62427 62428 62429 62430 62431 62432 62433 62434 62435\n",
            " 62436 62437 62438 62439 62440 62441 62442 62443 62444 62445 62446 62447\n",
            " 62448 62449 62450 62451 62452 62453 62454 62455 62456 62457 62458 62459\n",
            " 62460 62461 62462 62463 62464 62465 62466 62467 62468 62469 62470 62471\n",
            " 62472 62473 62474 62475 62476 62477 62478 62479 62480 62481 62482 62483\n",
            " 62484 62485 62486 62487 62488 62489 62490 62491 62492 62493 62494 62495\n",
            " 62496 62497 62498 62499 62500 62501 62502 62503 62504 62505 62506 62507\n",
            " 62508 62509 62510 62511 62512 62513 62514 62515 62516 62517 62518 62519\n",
            " 62520 62521 62522 62523 62524 62525 62526 62527 62528 62529 62530 62531\n",
            " 62532 62533 62534 62535 62536 62537 62538 62539 62540 62541 62542 62543\n",
            " 62544 62545 62546 62547 62548 62549 62550 62551 62552 62553 62554 62555\n",
            " 62556 62557 62558 62559 62560 62561 62562 62563 62564 62565 62566 62567\n",
            " 62568 62569 62570 62571 62572 62573 62574 62575 62576 62577 62578 62579\n",
            " 62580 62581 62582 62583 62584 62585 62586 62587 62588 62589 62590 62591\n",
            " 62592 62593 62594 62595 62596 62597 62598 62599 62600 62601 62602 62603\n",
            " 62604 62605 62606 62607 62608 62609 62610 62611 62612 62613 62614 62615\n",
            " 62616 62617 62618 62619 62620 62621 62622 62623 62624 62625 62626 62627\n",
            " 62628 62629 62630 62631 62632 62633 62634 62635 62636 62637 62638 62639\n",
            " 62640 62641 62642 62643 62644 62645 62646 62647 62648 62649 62650 62651\n",
            " 62652 62653 62654 62655 62656 62657 62658 62659 62660 62661 62662 62663\n",
            " 62664 62665 62666 62667 62668 62669 62670 62671 62672 62673 62674 62675\n",
            " 62676 62677 62678 62679 62680 62681 62682 62683 62684 62685 62686 62687\n",
            " 62688 62689 62690 62691 62692 62693 62694 62695 62696 62697 62698 62699\n",
            " 62700 62701 62702 62703 62704 62705 62706 62707 62708 62709 62710 62711\n",
            " 62712 62713 62714 62715 62716 62717 62718 62719 62720 62721 62722 62723\n",
            " 62724 62725 62726 62727 62728 62729 62730 62731 62732 62733 62734 62735\n",
            " 62736 62737 62738 62739 62740 62741 62742 62743 62744 62745 62746 62747\n",
            " 62748 62749 62750 62751]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [62752 62753 62754 62755 62756 62757 62758 62759 62760 62761 62762 62763\n",
            " 62764 62765 62766 62767 62768 62769 62770 62771 62772 62773 62774 62775\n",
            " 62776 62777 62778 62779 62780 62781 62782 62783 62784 62785 62786 62787\n",
            " 62788 62789 62790 62791 62792 62793 62794 62795 62796 62797 62798 62799\n",
            " 62800 62801 62802 62803 62804 62805 62806 62807 62808 62809 62810 62811\n",
            " 62812 62813 62814 62815 62816 62817 62818 62819 62820 62821 62822 62823\n",
            " 62824 62825 62826 62827 62828 62829 62830 62831 62832 62833 62834 62835\n",
            " 62836 62837 62838 62839 62840 62841 62842 62843 62844 62845 62846 62847\n",
            " 62848 62849 62850 62851 62852 62853 62854 62855 62856 62857 62858 62859\n",
            " 62860 62861 62862 62863 62864 62865 62866 62867 62868 62869 62870 62871\n",
            " 62872 62873 62874 62875 62876 62877 62878 62879 62880 62881 62882 62883\n",
            " 62884 62885 62886 62887 62888 62889 62890 62891 62892 62893 62894 62895\n",
            " 62896 62897 62898 62899 62900 62901 62902 62903 62904 62905 62906 62907\n",
            " 62908 62909 62910 62911 62912 62913 62914 62915 62916 62917 62918 62919\n",
            " 62920 62921 62922 62923 62924 62925 62926 62927 62928 62929 62930 62931\n",
            " 62932 62933 62934 62935 62936 62937 62938 62939 62940 62941 62942 62943\n",
            " 62944 62945 62946 62947 62948 62949 62950 62951 62952 62953 62954 62955\n",
            " 62956 62957 62958 62959 62960 62961 62962 62963 62964 62965 62966 62967\n",
            " 62968 62969 62970 62971 62972 62973 62974 62975 62976 62977 62978 62979\n",
            " 62980 62981 62982 62983 62984 62985 62986 62987 62988 62989 62990 62991\n",
            " 62992 62993 62994 62995 62996 62997 62998 62999 63000 63001 63002 63003\n",
            " 63004 63005 63006 63007 63008 63009 63010 63011 63012 63013 63014 63015\n",
            " 63016 63017 63018 63019 63020 63021 63022 63023 63024 63025 63026 63027\n",
            " 63028 63029 63030 63031 63032 63033 63034 63035 63036 63037 63038 63039\n",
            " 63040 63041 63042 63043 63044 63045 63046 63047 63048 63049 63050 63051\n",
            " 63052 63053 63054 63055 63056 63057 63058 63059 63060 63061 63062 63063\n",
            " 63064 63065 63066 63067 63068 63069 63070 63071 63072 63073 63074 63075\n",
            " 63076 63077 63078 63079 63080 63081 63082 63083 63084 63085 63086 63087\n",
            " 63088 63089 63090 63091 63092 63093 63094 63095 63096 63097 63098 63099\n",
            " 63100 63101 63102 63103 63104 63105 63106 63107 63108 63109 63110 63111\n",
            " 63112 63113 63114 63115 63116 63117 63118 63119 63120 63121 63122 63123\n",
            " 63124 63125 63126 63127 63128 63129 63130 63131 63132 63133 63134 63135\n",
            " 63136 63137 63138 63139 63140 63141 63142 63143 63144 63145 63146 63147\n",
            " 63148 63149 63150 63151 63152 63153 63154 63155 63156 63157 63158 63159\n",
            " 63160 63161 63162 63163 63164 63165 63166 63167 63168 63169 63170 63171\n",
            " 63172 63173 63174 63175 63176 63177 63178 63179 63180 63181 63182 63183\n",
            " 63184 63185 63186 63187 63188 63189 63190 63191 63192 63193 63194 63195\n",
            " 63196 63197 63198 63199 63200 63201 63202 63203 63204 63205 63206 63207\n",
            " 63208 63209 63210 63211 63212 63213 63214 63215 63216 63217 63218 63219\n",
            " 63220 63221 63222 63223 63224 63225 63226 63227 63228 63229 63230 63231\n",
            " 63232 63233 63234 63235 63236 63237 63238 63239 63240 63241 63242 63243\n",
            " 63244 63245 63246 63247 63248 63249 63250 63251 63252 63253 63254 63255\n",
            " 63256 63257 63258 63259 63260 63261 63262 63263 63264 63265 63266 63267\n",
            " 63268 63269 63270 63271 63272 63273 63274 63275 63276 63277 63278 63279\n",
            " 63280 63281 63282 63283 63284 63285 63286 63287 63288 63289 63290 63291\n",
            " 63292 63293 63294 63295 63296 63297 63298 63299 63300 63301 63302 63303\n",
            " 63304 63305 63306 63307 63308 63309 63310 63311 63312 63313 63314 63315\n",
            " 63316 63317 63318 63319 63320 63321 63322 63323 63324 63325 63326 63327\n",
            " 63328 63329 63330 63331 63332 63333 63334 63335 63336 63337 63338 63339\n",
            " 63340 63341 63342 63343]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [63344 63345 63346 63347 63348 63349 63350 63351 63352 63353 63354 63355\n",
            " 63356 63357 63358 63359 63360 63361 63362 63363 63364 63365 63366 63367\n",
            " 63368 63369 63370 63371 63372 63373 63374 63375 63376 63377 63378 63379\n",
            " 63380 63381 63382 63383 63384 63385 63386 63387 63388 63389 63390 63391\n",
            " 63392 63393 63394 63395 63396 63397 63398 63399 63400 63401 63402 63403\n",
            " 63404 63405 63406 63407 63408 63409 63410 63411 63412 63413 63414 63415\n",
            " 63416 63417 63418 63419 63420 63421 63422 63423 63424 63425 63426 63427\n",
            " 63428 63429 63430 63431 63432 63433 63434 63435 63436 63437 63438 63439\n",
            " 63440 63441 63442 63443 63444 63445 63446 63447 63448 63449 63450 63451\n",
            " 63452 63453 63454 63455 63456 63457 63458 63459 63460 63461 63462 63463\n",
            " 63464 63465 63466 63467 63468 63469 63470 63471 63472 63473 63474 63475\n",
            " 63476 63477 63478 63479 63480 63481 63482 63483 63484 63485 63486 63487\n",
            " 63488 63489 63490 63491 63492 63493 63494 63495 63496 63497 63498 63499\n",
            " 63500 63501 63502 63503 63504 63505 63506 63507 63508 63509 63510 63511\n",
            " 63512 63513 63514 63515 63516 63517 63518 63519 63520 63521 63522 63523\n",
            " 63524 63525 63526 63527 63528 63529 63530 63531 63532 63533 63534 63535\n",
            " 63536 63537 63538 63539 63540 63541 63542 63543 63544 63545 63546 63547\n",
            " 63548 63549 63550 63551 63552 63553 63554 63555 63556 63557 63558 63559\n",
            " 63560 63561 63562 63563 63564 63565 63566 63567 63568 63569 63570 63571\n",
            " 63572 63573 63574 63575 63576 63577 63578 63579 63580 63581 63582 63583\n",
            " 63584 63585 63586 63587 63588 63589 63590 63591 63592 63593 63594 63595\n",
            " 63596 63597 63598 63599 63600 63601 63602 63603 63604 63605 63606 63607\n",
            " 63608 63609 63610 63611 63612 63613 63614 63615 63616 63617 63618 63619\n",
            " 63620 63621 63622 63623 63624 63625 63626 63627 63628 63629 63630 63631\n",
            " 63632 63633 63634 63635 63636 63637 63638 63639 63640 63641 63642 63643\n",
            " 63644 63645 63646 63647 63648 63649 63650 63651 63652 63653 63654 63655\n",
            " 63656 63657 63658 63659 63660 63661 63662 63663 63664 63665 63666 63667\n",
            " 63668 63669 63670 63671 63672 63673 63674 63675 63676 63677 63678 63679\n",
            " 63680 63681 63682 63683 63684 63685 63686 63687 63688 63689 63690 63691\n",
            " 63692 63693 63694 63695 63696 63697 63698 63699 63700 63701 63702 63703\n",
            " 63704 63705 63706 63707 63708 63709 63710 63711 63712 63713 63714 63715\n",
            " 63716 63717 63718 63719 63720 63721 63722 63723 63724 63725 63726 63727\n",
            " 63728 63729 63730 63731 63732 63733 63734 63735 63736 63737 63738 63739\n",
            " 63740 63741 63742 63743 63744 63745 63746 63747 63748 63749 63750 63751\n",
            " 63752 63753 63754 63755 63756 63757 63758 63759 63760 63761 63762 63763\n",
            " 63764 63765 63766 63767 63768 63769 63770 63771 63772 63773 63774 63775\n",
            " 63776 63777 63778 63779 63780 63781 63782 63783 63784 63785 63786 63787\n",
            " 63788 63789 63790 63791 63792 63793 63794 63795 63796 63797 63798 63799\n",
            " 63800 63801 63802 63803 63804 63805 63806 63807 63808 63809 63810 63811\n",
            " 63812 63813 63814 63815 63816 63817 63818 63819 63820 63821 63822 63823\n",
            " 63824 63825 63826 63827 63828 63829 63830 63831 63832 63833 63834 63835\n",
            " 63836 63837 63838 63839 63840 63841 63842 63843 63844 63845 63846 63847\n",
            " 63848 63849 63850 63851 63852 63853 63854 63855 63856 63857 63858 63859\n",
            " 63860 63861 63862 63863 63864 63865 63866 63867 63868 63869 63870 63871\n",
            " 63872 63873 63874 63875 63876 63877 63878 63879 63880 63881 63882 63883\n",
            " 63884 63885 63886 63887 63888 63889 63890 63891 63892 63893 63894 63895\n",
            " 63896 63897 63898 63899 63900 63901 63902 63903 63904 63905 63906 63907\n",
            " 63908 63909 63910 63911 63912 63913 63914 63915 63916 63917 63918 63919\n",
            " 63920 63921 63922 63923 63924 63925 63926 63927 63928 63929 63930 63931\n",
            " 63932 63933 63934 63935]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [63936 63937 63938 63939 63940 63941 63942 63943 63944 63945 63946 63947\n",
            " 63948 63949 63950 63951 63952 63953 63954 63955 63956 63957 63958 63959\n",
            " 63960 63961 63962 63963 63964 63965 63966 63967 63968 63969 63970 63971\n",
            " 63972 63973 63974 63975 63976 63977 63978 63979 63980 63981 63982 63983\n",
            " 63984 63985 63986 63987 63988 63989 63990 63991 63992 63993 63994 63995\n",
            " 63996 63997 63998 63999 64000 64001 64002 64003 64004 64005 64006 64007\n",
            " 64008 64009 64010 64011 64012 64013 64014 64015 64016 64017 64018 64019\n",
            " 64020 64021 64022 64023 64024 64025 64026 64027 64028 64029 64030 64031\n",
            " 64032 64033 64034 64035 64036 64037 64038 64039 64040 64041 64042 64043\n",
            " 64044 64045 64046 64047 64048 64049 64050 64051 64052 64053 64054 64055\n",
            " 64056 64057 64058 64059 64060 64061 64062 64063 64064 64065 64066 64067\n",
            " 64068 64069 64070 64071 64072 64073 64074 64075 64076 64077 64078 64079\n",
            " 64080 64081 64082 64083 64084 64085 64086 64087 64088 64089 64090 64091\n",
            " 64092 64093 64094 64095 64096 64097 64098 64099 64100 64101 64102 64103\n",
            " 64104 64105 64106 64107 64108 64109 64110 64111 64112 64113 64114 64115\n",
            " 64116 64117 64118 64119 64120 64121 64122 64123 64124 64125 64126 64127\n",
            " 64128 64129 64130 64131 64132 64133 64134 64135 64136 64137 64138 64139\n",
            " 64140 64141 64142 64143 64144 64145 64146 64147 64148 64149 64150 64151\n",
            " 64152 64153 64154 64155 64156 64157 64158 64159 64160 64161 64162 64163\n",
            " 64164 64165 64166 64167 64168 64169 64170 64171 64172 64173 64174 64175\n",
            " 64176 64177 64178 64179 64180 64181 64182 64183 64184 64185 64186 64187\n",
            " 64188 64189 64190 64191 64192 64193 64194 64195 64196 64197 64198 64199\n",
            " 64200 64201 64202 64203 64204 64205 64206 64207 64208 64209 64210 64211\n",
            " 64212 64213 64214 64215 64216 64217 64218 64219 64220 64221 64222 64223\n",
            " 64224 64225 64226 64227 64228 64229 64230 64231 64232 64233 64234 64235\n",
            " 64236 64237 64238 64239 64240 64241 64242 64243 64244 64245 64246 64247\n",
            " 64248 64249 64250 64251 64252 64253 64254 64255 64256 64257 64258 64259\n",
            " 64260 64261 64262 64263 64264 64265 64266 64267 64268 64269 64270 64271\n",
            " 64272 64273 64274 64275 64276 64277 64278 64279 64280 64281 64282 64283\n",
            " 64284 64285 64286 64287 64288 64289 64290 64291 64292 64293 64294 64295\n",
            " 64296 64297 64298 64299 64300 64301 64302 64303 64304 64305 64306 64307\n",
            " 64308 64309 64310 64311 64312 64313 64314 64315 64316 64317 64318 64319\n",
            " 64320 64321 64322 64323 64324 64325 64326 64327 64328 64329 64330 64331\n",
            " 64332 64333 64334 64335 64336 64337 64338 64339 64340 64341 64342 64343\n",
            " 64344 64345 64346 64347 64348 64349 64350 64351 64352 64353 64354 64355\n",
            " 64356 64357 64358 64359 64360 64361 64362 64363 64364 64365 64366 64367\n",
            " 64368 64369 64370 64371 64372 64373 64374 64375 64376 64377 64378 64379\n",
            " 64380 64381 64382 64383 64384 64385 64386 64387 64388 64389 64390 64391\n",
            " 64392 64393 64394 64395 64396 64397 64398 64399 64400 64401 64402 64403\n",
            " 64404 64405 64406 64407 64408 64409 64410 64411 64412 64413 64414 64415\n",
            " 64416 64417 64418 64419 64420 64421 64422 64423 64424 64425 64426 64427\n",
            " 64428 64429 64430 64431 64432 64433 64434 64435 64436 64437 64438 64439\n",
            " 64440 64441 64442 64443 64444 64445 64446 64447 64448 64449 64450 64451\n",
            " 64452 64453 64454 64455 64456 64457 64458 64459 64460 64461 64462 64463\n",
            " 64464 64465 64466 64467 64468 64469 64470 64471 64472 64473 64474 64475\n",
            " 64476 64477 64478 64479 64480 64481 64482 64483 64484 64485 64486 64487\n",
            " 64488 64489 64490 64491 64492 64493 64494 64495 64496 64497 64498 64499\n",
            " 64500 64501 64502 64503 64504 64505 64506 64507 64508 64509 64510 64511\n",
            " 64512 64513 64514 64515 64516 64517 64518 64519 64520 64521 64522 64523\n",
            " 64524 64525 64526 64527]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [64528 64529 64530 64531 64532 64533 64534 64535 64536 64537 64538 64539\n",
            " 64540 64541 64542 64543 64544 64545 64546 64547 64548 64549 64550 64551\n",
            " 64552 64553 64554 64555 64556 64557 64558 64559 64560 64561 64562 64563\n",
            " 64564 64565 64566 64567 64568 64569 64570 64571 64572 64573 64574 64575\n",
            " 64576 64577 64578 64579 64580 64581 64582 64583 64584 64585 64586 64587\n",
            " 64588 64589 64590 64591 64592 64593 64594 64595 64596 64597 64598 64599\n",
            " 64600 64601 64602 64603 64604 64605 64606 64607 64608 64609 64610 64611\n",
            " 64612 64613 64614 64615 64616 64617 64618 64619 64620 64621 64622 64623\n",
            " 64624 64625 64626 64627 64628 64629 64630 64631 64632 64633 64634 64635\n",
            " 64636 64637 64638 64639 64640 64641 64642 64643 64644 64645 64646 64647\n",
            " 64648 64649 64650 64651 64652 64653 64654 64655 64656 64657 64658 64659\n",
            " 64660 64661 64662 64663 64664 64665 64666 64667 64668 64669 64670 64671\n",
            " 64672 64673 64674 64675 64676 64677 64678 64679 64680 64681 64682 64683\n",
            " 64684 64685 64686 64687 64688 64689 64690 64691 64692 64693 64694 64695\n",
            " 64696 64697 64698 64699 64700 64701 64702 64703 64704 64705 64706 64707\n",
            " 64708 64709 64710 64711 64712 64713 64714 64715 64716 64717 64718 64719\n",
            " 64720 64721 64722 64723 64724 64725 64726 64727 64728 64729 64730 64731\n",
            " 64732 64733 64734 64735 64736 64737 64738 64739 64740 64741 64742 64743\n",
            " 64744 64745 64746 64747 64748 64749 64750 64751 64752 64753 64754 64755\n",
            " 64756 64757 64758 64759 64760 64761 64762 64763 64764 64765 64766 64767\n",
            " 64768 64769 64770 64771 64772 64773 64774 64775 64776 64777 64778 64779\n",
            " 64780 64781 64782 64783 64784 64785 64786 64787 64788 64789 64790 64791\n",
            " 64792 64793 64794 64795 64796 64797 64798 64799 64800 64801 64802 64803\n",
            " 64804 64805 64806 64807 64808 64809 64810 64811 64812 64813 64814 64815\n",
            " 64816 64817 64818 64819 64820 64821 64822 64823 64824 64825 64826 64827\n",
            " 64828 64829 64830 64831 64832 64833 64834 64835 64836 64837 64838 64839\n",
            " 64840 64841 64842 64843 64844 64845 64846 64847 64848 64849 64850 64851\n",
            " 64852 64853 64854 64855 64856 64857 64858 64859 64860 64861 64862 64863\n",
            " 64864 64865 64866 64867 64868 64869 64870 64871 64872 64873 64874 64875\n",
            " 64876 64877 64878 64879 64880 64881 64882 64883 64884 64885 64886 64887\n",
            " 64888 64889 64890 64891 64892 64893 64894 64895 64896 64897 64898 64899\n",
            " 64900 64901 64902 64903 64904 64905 64906 64907 64908 64909 64910 64911\n",
            " 64912 64913 64914 64915 64916 64917 64918 64919 64920 64921 64922 64923\n",
            " 64924 64925 64926 64927 64928 64929 64930 64931 64932 64933 64934 64935\n",
            " 64936 64937 64938 64939 64940 64941 64942 64943 64944 64945 64946 64947\n",
            " 64948 64949 64950 64951 64952 64953 64954 64955 64956 64957 64958 64959\n",
            " 64960 64961 64962 64963 64964 64965 64966 64967 64968 64969 64970 64971\n",
            " 64972 64973 64974 64975 64976 64977 64978 64979 64980 64981 64982 64983\n",
            " 64984 64985 64986 64987 64988 64989 64990 64991 64992 64993 64994 64995\n",
            " 64996 64997 64998 64999 65000 65001 65002 65003 65004 65005 65006 65007\n",
            " 65008 65009 65010 65011 65012 65013 65014 65015 65016 65017 65018 65019\n",
            " 65020 65021 65022 65023 65024 65025 65026 65027 65028 65029 65030 65031\n",
            " 65032 65033 65034 65035 65036 65037 65038 65039 65040 65041 65042 65043\n",
            " 65044 65045 65046 65047 65048 65049 65050 65051 65052 65053 65054 65055\n",
            " 65056 65057 65058 65059 65060 65061 65062 65063 65064 65065 65066 65067\n",
            " 65068 65069 65070 65071 65072 65073 65074 65075 65076 65077 65078 65079\n",
            " 65080 65081 65082 65083 65084 65085 65086 65087 65088 65089 65090 65091\n",
            " 65092 65093 65094 65095 65096 65097 65098 65099 65100 65101 65102 65103\n",
            " 65104 65105 65106 65107 65108 65109 65110 65111 65112 65113 65114 65115\n",
            " 65116 65117 65118 65119]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [65120 65121 65122 65123 65124 65125 65126 65127 65128 65129 65130 65131\n",
            " 65132 65133 65134 65135 65136 65137 65138 65139 65140 65141 65142 65143\n",
            " 65144 65145 65146 65147 65148 65149 65150 65151 65152 65153 65154 65155\n",
            " 65156 65157 65158 65159 65160 65161 65162 65163 65164 65165 65166 65167\n",
            " 65168 65169 65170 65171 65172 65173 65174 65175 65176 65177 65178 65179\n",
            " 65180 65181 65182 65183 65184 65185 65186 65187 65188 65189 65190 65191\n",
            " 65192 65193 65194 65195 65196 65197 65198 65199 65200 65201 65202 65203\n",
            " 65204 65205 65206 65207 65208 65209 65210 65211 65212 65213 65214 65215\n",
            " 65216 65217 65218 65219 65220 65221 65222 65223 65224 65225 65226 65227\n",
            " 65228 65229 65230 65231 65232 65233 65234 65235 65236 65237 65238 65239\n",
            " 65240 65241 65242 65243 65244 65245 65246 65247 65248 65249 65250 65251\n",
            " 65252 65253 65254 65255 65256 65257 65258 65259 65260 65261 65262 65263\n",
            " 65264 65265 65266 65267 65268 65269 65270 65271 65272 65273 65274 65275\n",
            " 65276 65277 65278 65279 65280 65281 65282 65283 65284 65285 65286 65287\n",
            " 65288 65289 65290 65291 65292 65293 65294 65295 65296 65297 65298 65299\n",
            " 65300 65301 65302 65303 65304 65305 65306 65307 65308 65309 65310 65311\n",
            " 65312 65313 65314 65315 65316 65317 65318 65319 65320 65321 65322 65323\n",
            " 65324 65325 65326 65327 65328 65329 65330 65331 65332 65333 65334 65335\n",
            " 65336 65337 65338 65339 65340 65341 65342 65343 65344 65345 65346 65347\n",
            " 65348 65349 65350 65351 65352 65353 65354 65355 65356 65357 65358 65359\n",
            " 65360 65361 65362 65363 65364 65365 65366 65367 65368 65369 65370 65371\n",
            " 65372 65373 65374 65375 65376 65377 65378 65379 65380 65381 65382 65383\n",
            " 65384 65385 65386 65387 65388 65389 65390 65391 65392 65393 65394 65395\n",
            " 65396 65397 65398 65399 65400 65401 65402 65403 65404 65405 65406 65407\n",
            " 65408 65409 65410 65411 65412 65413 65414 65415 65416 65417 65418 65419\n",
            " 65420 65421 65422 65423 65424 65425 65426 65427 65428 65429 65430 65431\n",
            " 65432 65433 65434 65435 65436 65437 65438 65439 65440 65441 65442 65443\n",
            " 65444 65445 65446 65447 65448 65449 65450 65451 65452 65453 65454 65455\n",
            " 65456 65457 65458 65459 65460 65461 65462 65463 65464 65465 65466 65467\n",
            " 65468 65469 65470 65471 65472 65473 65474 65475 65476 65477 65478 65479\n",
            " 65480 65481 65482 65483 65484 65485 65486 65487 65488 65489 65490 65491\n",
            " 65492 65493 65494 65495 65496 65497 65498 65499 65500 65501 65502 65503\n",
            " 65504 65505 65506 65507 65508 65509 65510 65511 65512 65513 65514 65515\n",
            " 65516 65517 65518 65519 65520 65521 65522 65523 65524 65525 65526 65527\n",
            " 65528 65529 65530 65531 65532 65533 65534 65535 65536 65537 65538 65539\n",
            " 65540 65541 65542 65543 65544 65545 65546 65547 65548 65549 65550 65551\n",
            " 65552 65553 65554 65555 65556 65557 65558 65559 65560 65561 65562 65563\n",
            " 65564 65565 65566 65567 65568 65569 65570 65571 65572 65573 65574 65575\n",
            " 65576 65577 65578 65579 65580 65581 65582 65583 65584 65585 65586 65587\n",
            " 65588 65589 65590 65591 65592 65593 65594 65595 65596 65597 65598 65599\n",
            " 65600 65601 65602 65603 65604 65605 65606 65607 65608 65609 65610 65611\n",
            " 65612 65613 65614 65615 65616 65617 65618 65619 65620 65621 65622 65623\n",
            " 65624 65625 65626 65627 65628 65629 65630 65631 65632 65633 65634 65635\n",
            " 65636 65637 65638 65639 65640 65641 65642 65643 65644 65645 65646 65647\n",
            " 65648 65649 65650 65651 65652 65653 65654 65655 65656 65657 65658 65659\n",
            " 65660 65661 65662 65663 65664 65665 65666 65667 65668 65669 65670 65671\n",
            " 65672 65673 65674 65675 65676 65677 65678 65679 65680 65681 65682 65683\n",
            " 65684 65685 65686 65687 65688 65689 65690 65691 65692 65693 65694 65695\n",
            " 65696 65697 65698 65699 65700 65701 65702 65703 65704 65705 65706 65707\n",
            " 65708 65709 65710 65711]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [65712 65713 65714 65715 65716 65717 65718 65719 65720 65721 65722 65723\n",
            " 65724 65725 65726 65727 65728 65729 65730 65731 65732 65733 65734 65735\n",
            " 65736 65737 65738 65739 65740 65741 65742 65743 65744 65745 65746 65747\n",
            " 65748 65749 65750 65751 65752 65753 65754 65755 65756 65757 65758 65759\n",
            " 65760 65761 65762 65763 65764 65765 65766 65767 65768 65769 65770 65771\n",
            " 65772 65773 65774 65775 65776 65777 65778 65779 65780 65781 65782 65783\n",
            " 65784 65785 65786 65787 65788 65789 65790 65791 65792 65793 65794 65795\n",
            " 65796 65797 65798 65799 65800 65801 65802 65803 65804 65805 65806 65807\n",
            " 65808 65809 65810 65811 65812 65813 65814 65815 65816 65817 65818 65819\n",
            " 65820 65821 65822 65823 65824 65825 65826 65827 65828 65829 65830 65831\n",
            " 65832 65833 65834 65835 65836 65837 65838 65839 65840 65841 65842 65843\n",
            " 65844 65845 65846 65847 65848 65849 65850 65851 65852 65853 65854 65855\n",
            " 65856 65857 65858 65859 65860 65861 65862 65863 65864 65865 65866 65867\n",
            " 65868 65869 65870 65871 65872 65873 65874 65875 65876 65877 65878 65879\n",
            " 65880 65881 65882 65883 65884 65885 65886 65887 65888 65889 65890 65891\n",
            " 65892 65893 65894 65895 65896 65897 65898 65899 65900 65901 65902 65903\n",
            " 65904 65905 65906 65907 65908 65909 65910 65911 65912 65913 65914 65915\n",
            " 65916 65917 65918 65919 65920 65921 65922 65923 65924 65925 65926 65927\n",
            " 65928 65929 65930 65931 65932 65933 65934 65935 65936 65937 65938 65939\n",
            " 65940 65941 65942 65943 65944 65945 65946 65947 65948 65949 65950 65951\n",
            " 65952 65953 65954 65955 65956 65957 65958 65959 65960 65961 65962 65963\n",
            " 65964 65965 65966 65967 65968 65969 65970 65971 65972 65973 65974 65975\n",
            " 65976 65977 65978 65979 65980 65981 65982 65983 65984 65985 65986 65987\n",
            " 65988 65989 65990 65991 65992 65993 65994 65995 65996 65997 65998 65999\n",
            " 66000 66001 66002 66003 66004 66005 66006 66007 66008 66009 66010 66011\n",
            " 66012 66013 66014 66015 66016 66017 66018 66019 66020 66021 66022 66023\n",
            " 66024 66025 66026 66027 66028 66029 66030 66031 66032 66033 66034 66035\n",
            " 66036 66037 66038 66039 66040 66041 66042 66043 66044 66045 66046 66047\n",
            " 66048 66049 66050 66051 66052 66053 66054 66055 66056 66057 66058 66059\n",
            " 66060 66061 66062 66063 66064 66065 66066 66067 66068 66069 66070 66071\n",
            " 66072 66073 66074 66075 66076 66077 66078 66079 66080 66081 66082 66083\n",
            " 66084 66085 66086 66087 66088 66089 66090 66091 66092 66093 66094 66095\n",
            " 66096 66097 66098 66099 66100 66101 66102 66103 66104 66105 66106 66107\n",
            " 66108 66109 66110 66111 66112 66113 66114 66115 66116 66117 66118 66119\n",
            " 66120 66121 66122 66123 66124 66125 66126 66127 66128 66129 66130 66131\n",
            " 66132 66133 66134 66135 66136 66137 66138 66139 66140 66141 66142 66143\n",
            " 66144 66145 66146 66147 66148 66149 66150 66151 66152 66153 66154 66155\n",
            " 66156 66157 66158 66159 66160 66161 66162 66163 66164 66165 66166 66167\n",
            " 66168 66169 66170 66171 66172 66173 66174 66175 66176 66177 66178 66179\n",
            " 66180 66181 66182 66183 66184 66185 66186 66187 66188 66189 66190 66191\n",
            " 66192 66193 66194 66195 66196 66197 66198 66199 66200 66201 66202 66203\n",
            " 66204 66205 66206 66207 66208 66209 66210 66211 66212 66213 66214 66215\n",
            " 66216 66217 66218 66219 66220 66221 66222 66223 66224 66225 66226 66227\n",
            " 66228 66229 66230 66231 66232 66233 66234 66235 66236 66237 66238 66239\n",
            " 66240 66241 66242 66243 66244 66245 66246 66247 66248 66249 66250 66251\n",
            " 66252 66253 66254 66255 66256 66257 66258 66259 66260 66261 66262 66263\n",
            " 66264 66265 66266 66267 66268 66269 66270 66271 66272 66273 66274 66275\n",
            " 66276 66277 66278 66279 66280 66281 66282 66283 66284 66285 66286 66287\n",
            " 66288 66289 66290 66291 66292 66293 66294 66295 66296 66297 66298 66299\n",
            " 66300 66301 66302 66303]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [66304 66305 66306 66307 66308 66309 66310 66311 66312 66313 66314 66315\n",
            " 66316 66317 66318 66319 66320 66321 66322 66323 66324 66325 66326 66327\n",
            " 66328 66329 66330 66331 66332 66333 66334 66335 66336 66337 66338 66339\n",
            " 66340 66341 66342 66343 66344 66345 66346 66347 66348 66349 66350 66351\n",
            " 66352 66353 66354 66355 66356 66357 66358 66359 66360 66361 66362 66363\n",
            " 66364 66365 66366 66367 66368 66369 66370 66371 66372 66373 66374 66375\n",
            " 66376 66377 66378 66379 66380 66381 66382 66383 66384 66385 66386 66387\n",
            " 66388 66389 66390 66391 66392 66393 66394 66395 66396 66397 66398 66399\n",
            " 66400 66401 66402 66403 66404 66405 66406 66407 66408 66409 66410 66411\n",
            " 66412 66413 66414 66415 66416 66417 66418 66419 66420 66421 66422 66423\n",
            " 66424 66425 66426 66427 66428 66429 66430 66431 66432 66433 66434 66435\n",
            " 66436 66437 66438 66439 66440 66441 66442 66443 66444 66445 66446 66447\n",
            " 66448 66449 66450 66451 66452 66453 66454 66455 66456 66457 66458 66459\n",
            " 66460 66461 66462 66463 66464 66465 66466 66467 66468 66469 66470 66471\n",
            " 66472 66473 66474 66475 66476 66477 66478 66479 66480 66481 66482 66483\n",
            " 66484 66485 66486 66487 66488 66489 66490 66491 66492 66493 66494 66495\n",
            " 66496 66497 66498 66499 66500 66501 66502 66503 66504 66505 66506 66507\n",
            " 66508 66509 66510 66511 66512 66513 66514 66515 66516 66517 66518 66519\n",
            " 66520 66521 66522 66523 66524 66525 66526 66527 66528 66529 66530 66531\n",
            " 66532 66533 66534 66535 66536 66537 66538 66539 66540 66541 66542 66543\n",
            " 66544 66545 66546 66547 66548 66549 66550 66551 66552 66553 66554 66555\n",
            " 66556 66557 66558 66559 66560 66561 66562 66563 66564 66565 66566 66567\n",
            " 66568 66569 66570 66571 66572 66573 66574 66575 66576 66577 66578 66579\n",
            " 66580 66581 66582 66583 66584 66585 66586 66587 66588 66589 66590 66591\n",
            " 66592 66593 66594 66595 66596 66597 66598 66599 66600 66601 66602 66603\n",
            " 66604 66605 66606 66607 66608 66609 66610 66611 66612 66613 66614 66615\n",
            " 66616 66617 66618 66619 66620 66621 66622 66623 66624 66625 66626 66627\n",
            " 66628 66629 66630 66631 66632 66633 66634 66635 66636 66637 66638 66639\n",
            " 66640 66641 66642 66643 66644 66645 66646 66647 66648 66649 66650 66651\n",
            " 66652 66653 66654 66655 66656 66657 66658 66659 66660 66661 66662 66663\n",
            " 66664 66665 66666 66667 66668 66669 66670 66671 66672 66673 66674 66675\n",
            " 66676 66677 66678 66679 66680 66681 66682 66683 66684 66685 66686 66687\n",
            " 66688 66689 66690 66691 66692 66693 66694 66695 66696 66697 66698 66699\n",
            " 66700 66701 66702 66703 66704 66705 66706 66707 66708 66709 66710 66711\n",
            " 66712 66713 66714 66715 66716 66717 66718 66719 66720 66721 66722 66723\n",
            " 66724 66725 66726 66727 66728 66729 66730 66731 66732 66733 66734 66735\n",
            " 66736 66737 66738 66739 66740 66741 66742 66743 66744 66745 66746 66747\n",
            " 66748 66749 66750 66751 66752 66753 66754 66755 66756 66757 66758 66759\n",
            " 66760 66761 66762 66763 66764 66765 66766 66767 66768 66769 66770 66771\n",
            " 66772 66773 66774 66775 66776 66777 66778 66779 66780 66781 66782 66783\n",
            " 66784 66785 66786 66787 66788 66789 66790 66791 66792 66793 66794 66795\n",
            " 66796 66797 66798 66799 66800 66801 66802 66803 66804 66805 66806 66807\n",
            " 66808 66809 66810 66811 66812 66813 66814 66815 66816 66817 66818 66819\n",
            " 66820 66821 66822 66823 66824 66825 66826 66827 66828 66829 66830 66831\n",
            " 66832 66833 66834 66835 66836 66837 66838 66839 66840 66841 66842 66843\n",
            " 66844 66845 66846 66847 66848 66849 66850 66851 66852 66853 66854 66855\n",
            " 66856 66857 66858 66859 66860 66861 66862 66863 66864 66865 66866 66867\n",
            " 66868 66869 66870 66871 66872 66873 66874 66875 66876 66877 66878 66879\n",
            " 66880 66881 66882 66883 66884 66885 66886 66887 66888 66889 66890 66891\n",
            " 66892 66893 66894 66895]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [66896 66897 66898 66899 66900 66901 66902 66903 66904 66905 66906 66907\n",
            " 66908 66909 66910 66911 66912 66913 66914 66915 66916 66917 66918 66919\n",
            " 66920 66921 66922 66923 66924 66925 66926 66927 66928 66929 66930 66931\n",
            " 66932 66933 66934 66935 66936 66937 66938 66939 66940 66941 66942 66943\n",
            " 66944 66945 66946 66947 66948 66949 66950 66951 66952 66953 66954 66955\n",
            " 66956 66957 66958 66959 66960 66961 66962 66963 66964 66965 66966 66967\n",
            " 66968 66969 66970 66971 66972 66973 66974 66975 66976 66977 66978 66979\n",
            " 66980 66981 66982 66983 66984 66985 66986 66987 66988 66989 66990 66991\n",
            " 66992 66993 66994 66995 66996 66997 66998 66999 67000 67001 67002 67003\n",
            " 67004 67005 67006 67007 67008 67009 67010 67011 67012 67013 67014 67015\n",
            " 67016 67017 67018 67019 67020 67021 67022 67023 67024 67025 67026 67027\n",
            " 67028 67029 67030 67031 67032 67033 67034 67035 67036 67037 67038 67039\n",
            " 67040 67041 67042 67043 67044 67045 67046 67047 67048 67049 67050 67051\n",
            " 67052 67053 67054 67055 67056 67057 67058 67059 67060 67061 67062 67063\n",
            " 67064 67065 67066 67067 67068 67069 67070 67071 67072 67073 67074 67075\n",
            " 67076 67077 67078 67079 67080 67081 67082 67083 67084 67085 67086 67087\n",
            " 67088 67089 67090 67091 67092 67093 67094 67095 67096 67097 67098 67099\n",
            " 67100 67101 67102 67103 67104 67105 67106 67107 67108 67109 67110 67111\n",
            " 67112 67113 67114 67115 67116 67117 67118 67119 67120 67121 67122 67123\n",
            " 67124 67125 67126 67127 67128 67129 67130 67131 67132 67133 67134 67135\n",
            " 67136 67137 67138 67139 67140 67141 67142 67143 67144 67145 67146 67147\n",
            " 67148 67149 67150 67151 67152 67153 67154 67155 67156 67157 67158 67159\n",
            " 67160 67161 67162 67163 67164 67165 67166 67167 67168 67169 67170 67171\n",
            " 67172 67173 67174 67175 67176 67177 67178 67179 67180 67181 67182 67183\n",
            " 67184 67185 67186 67187 67188 67189 67190 67191 67192 67193 67194 67195\n",
            " 67196 67197 67198 67199 67200 67201 67202 67203 67204 67205 67206 67207\n",
            " 67208 67209 67210 67211 67212 67213 67214 67215 67216 67217 67218 67219\n",
            " 67220 67221 67222 67223 67224 67225 67226 67227 67228 67229 67230 67231\n",
            " 67232 67233 67234 67235 67236 67237 67238 67239 67240 67241 67242 67243\n",
            " 67244 67245 67246 67247 67248 67249 67250 67251 67252 67253 67254 67255\n",
            " 67256 67257 67258 67259 67260 67261 67262 67263 67264 67265 67266 67267\n",
            " 67268 67269 67270 67271 67272 67273 67274 67275 67276 67277 67278 67279\n",
            " 67280 67281 67282 67283 67284 67285 67286 67287 67288 67289 67290 67291\n",
            " 67292 67293 67294 67295 67296 67297 67298 67299 67300 67301 67302 67303\n",
            " 67304 67305 67306 67307 67308 67309 67310 67311 67312 67313 67314 67315\n",
            " 67316 67317 67318 67319 67320 67321 67322 67323 67324 67325 67326 67327\n",
            " 67328 67329 67330 67331 67332 67333 67334 67335 67336 67337 67338 67339\n",
            " 67340 67341 67342 67343 67344 67345 67346 67347 67348 67349 67350 67351\n",
            " 67352 67353 67354 67355 67356 67357 67358 67359 67360 67361 67362 67363\n",
            " 67364 67365 67366 67367 67368 67369 67370 67371 67372 67373 67374 67375\n",
            " 67376 67377 67378 67379 67380 67381 67382 67383 67384 67385 67386 67387\n",
            " 67388 67389 67390 67391 67392 67393 67394 67395 67396 67397 67398 67399\n",
            " 67400 67401 67402 67403 67404 67405 67406 67407 67408 67409 67410 67411\n",
            " 67412 67413 67414 67415 67416 67417 67418 67419 67420 67421 67422 67423\n",
            " 67424 67425 67426 67427 67428 67429 67430 67431 67432 67433 67434 67435\n",
            " 67436 67437 67438 67439 67440 67441 67442 67443 67444 67445 67446 67447\n",
            " 67448 67449 67450 67451 67452 67453 67454 67455 67456 67457 67458 67459\n",
            " 67460 67461 67462 67463 67464 67465 67466 67467 67468 67469 67470 67471\n",
            " 67472 67473 67474 67475 67476 67477 67478 67479 67480 67481 67482 67483\n",
            " 67484 67485 67486 67487]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [67488 67489 67490 67491 67492 67493 67494 67495 67496 67497 67498 67499\n",
            " 67500 67501 67502 67503 67504 67505 67506 67507 67508 67509 67510 67511\n",
            " 67512 67513 67514 67515 67516 67517 67518 67519 67520 67521 67522 67523\n",
            " 67524 67525 67526 67527 67528 67529 67530 67531 67532 67533 67534 67535\n",
            " 67536 67537 67538 67539 67540 67541 67542 67543 67544 67545 67546 67547\n",
            " 67548 67549 67550 67551 67552 67553 67554 67555 67556 67557 67558 67559\n",
            " 67560 67561 67562 67563 67564 67565 67566 67567 67568 67569 67570 67571\n",
            " 67572 67573 67574 67575 67576 67577 67578 67579 67580 67581 67582 67583\n",
            " 67584 67585 67586 67587 67588 67589 67590 67591 67592 67593 67594 67595\n",
            " 67596 67597 67598 67599 67600 67601 67602 67603 67604 67605 67606 67607\n",
            " 67608 67609 67610 67611 67612 67613 67614 67615 67616 67617 67618 67619\n",
            " 67620 67621 67622 67623 67624 67625 67626 67627 67628 67629 67630 67631\n",
            " 67632 67633 67634 67635 67636 67637 67638 67639 67640 67641 67642 67643\n",
            " 67644 67645 67646 67647 67648 67649 67650 67651 67652 67653 67654 67655\n",
            " 67656 67657 67658 67659 67660 67661 67662 67663 67664 67665 67666 67667\n",
            " 67668 67669 67670 67671 67672 67673 67674 67675 67676 67677 67678 67679\n",
            " 67680 67681 67682 67683 67684 67685 67686 67687 67688 67689 67690 67691\n",
            " 67692 67693 67694 67695 67696 67697 67698 67699 67700 67701 67702 67703\n",
            " 67704 67705 67706 67707 67708 67709 67710 67711 67712 67713 67714 67715\n",
            " 67716 67717 67718 67719 67720 67721 67722 67723 67724 67725 67726 67727\n",
            " 67728 67729 67730 67731 67732 67733 67734 67735 67736 67737 67738 67739\n",
            " 67740 67741 67742 67743 67744 67745 67746 67747 67748 67749 67750 67751\n",
            " 67752 67753 67754 67755 67756 67757 67758 67759 67760 67761 67762 67763\n",
            " 67764 67765 67766 67767 67768 67769 67770 67771 67772 67773 67774 67775\n",
            " 67776 67777 67778 67779 67780 67781 67782 67783 67784 67785 67786 67787\n",
            " 67788 67789 67790 67791 67792 67793 67794 67795 67796 67797 67798 67799\n",
            " 67800 67801 67802 67803 67804 67805 67806 67807 67808 67809 67810 67811\n",
            " 67812 67813 67814 67815 67816 67817 67818 67819 67820 67821 67822 67823\n",
            " 67824 67825 67826 67827 67828 67829 67830 67831 67832 67833 67834 67835\n",
            " 67836 67837 67838 67839 67840 67841 67842 67843 67844 67845 67846 67847\n",
            " 67848 67849 67850 67851 67852 67853 67854 67855 67856 67857 67858 67859\n",
            " 67860 67861 67862 67863 67864 67865 67866 67867 67868 67869 67870 67871\n",
            " 67872 67873 67874 67875 67876 67877 67878 67879 67880 67881 67882 67883\n",
            " 67884 67885 67886 67887 67888 67889 67890 67891 67892 67893 67894 67895\n",
            " 67896 67897 67898 67899 67900 67901 67902 67903 67904 67905 67906 67907\n",
            " 67908 67909 67910 67911 67912 67913 67914 67915 67916 67917 67918 67919\n",
            " 67920 67921 67922 67923 67924 67925 67926 67927 67928 67929 67930 67931\n",
            " 67932 67933 67934 67935 67936 67937 67938 67939 67940 67941 67942 67943\n",
            " 67944 67945 67946 67947 67948 67949 67950 67951 67952 67953 67954 67955\n",
            " 67956 67957 67958 67959 67960 67961 67962 67963 67964 67965 67966 67967\n",
            " 67968 67969 67970 67971 67972 67973 67974 67975 67976 67977 67978 67979\n",
            " 67980 67981 67982 67983 67984 67985 67986 67987 67988 67989 67990 67991\n",
            " 67992 67993 67994 67995 67996 67997 67998 67999 68000 68001 68002 68003\n",
            " 68004 68005 68006 68007 68008 68009 68010 68011 68012 68013 68014 68015\n",
            " 68016 68017 68018 68019 68020 68021 68022 68023 68024 68025 68026 68027\n",
            " 68028 68029 68030 68031 68032 68033 68034 68035 68036 68037 68038 68039\n",
            " 68040 68041 68042 68043 68044 68045 68046 68047 68048 68049 68050 68051\n",
            " 68052 68053 68054 68055 68056 68057 68058 68059 68060 68061 68062 68063\n",
            " 68064 68065 68066 68067 68068 68069 68070 68071 68072 68073 68074 68075\n",
            " 68076 68077 68078 68079]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [68080 68081 68082 68083 68084 68085 68086 68087 68088 68089 68090 68091\n",
            " 68092 68093 68094 68095 68096 68097 68098 68099 68100 68101 68102 68103\n",
            " 68104 68105 68106 68107 68108 68109 68110 68111 68112 68113 68114 68115\n",
            " 68116 68117 68118 68119 68120 68121 68122 68123 68124 68125 68126 68127\n",
            " 68128 68129 68130 68131 68132 68133 68134 68135 68136 68137 68138 68139\n",
            " 68140 68141 68142 68143 68144 68145 68146 68147 68148 68149 68150 68151\n",
            " 68152 68153 68154 68155 68156 68157 68158 68159 68160 68161 68162 68163\n",
            " 68164 68165 68166 68167 68168 68169 68170 68171 68172 68173 68174 68175\n",
            " 68176 68177 68178 68179 68180 68181 68182 68183 68184 68185 68186 68187\n",
            " 68188 68189 68190 68191 68192 68193 68194 68195 68196 68197 68198 68199\n",
            " 68200 68201 68202 68203 68204 68205 68206 68207 68208 68209 68210 68211\n",
            " 68212 68213 68214 68215 68216 68217 68218 68219 68220 68221 68222 68223\n",
            " 68224 68225 68226 68227 68228 68229 68230 68231 68232 68233 68234 68235\n",
            " 68236 68237 68238 68239 68240 68241 68242 68243 68244 68245 68246 68247\n",
            " 68248 68249 68250 68251 68252 68253 68254 68255 68256 68257 68258 68259\n",
            " 68260 68261 68262 68263 68264 68265 68266 68267 68268 68269 68270 68271\n",
            " 68272 68273 68274 68275 68276 68277 68278 68279 68280 68281 68282 68283\n",
            " 68284 68285 68286 68287 68288 68289 68290 68291 68292 68293 68294 68295\n",
            " 68296 68297 68298 68299 68300 68301 68302 68303 68304 68305 68306 68307\n",
            " 68308 68309 68310 68311 68312 68313 68314 68315 68316 68317 68318 68319\n",
            " 68320 68321 68322 68323 68324 68325 68326 68327 68328 68329 68330 68331\n",
            " 68332 68333 68334 68335 68336 68337 68338 68339 68340 68341 68342 68343\n",
            " 68344 68345 68346 68347 68348 68349 68350 68351 68352 68353 68354 68355\n",
            " 68356 68357 68358 68359 68360 68361 68362 68363 68364 68365 68366 68367\n",
            " 68368 68369 68370 68371 68372 68373 68374 68375 68376 68377 68378 68379\n",
            " 68380 68381 68382 68383 68384 68385 68386 68387 68388 68389 68390 68391\n",
            " 68392 68393 68394 68395 68396 68397 68398 68399 68400 68401 68402 68403\n",
            " 68404 68405 68406 68407 68408 68409 68410 68411 68412 68413 68414 68415\n",
            " 68416 68417 68418 68419 68420 68421 68422 68423 68424 68425 68426 68427\n",
            " 68428 68429 68430 68431 68432 68433 68434 68435 68436 68437 68438 68439\n",
            " 68440 68441 68442 68443 68444 68445 68446 68447 68448 68449 68450 68451\n",
            " 68452 68453 68454 68455 68456 68457 68458 68459 68460 68461 68462 68463\n",
            " 68464 68465 68466 68467 68468 68469 68470 68471 68472 68473 68474 68475\n",
            " 68476 68477 68478 68479 68480 68481 68482 68483 68484 68485 68486 68487\n",
            " 68488 68489 68490 68491 68492 68493 68494 68495 68496 68497 68498 68499\n",
            " 68500 68501 68502 68503 68504 68505 68506 68507 68508 68509 68510 68511\n",
            " 68512 68513 68514 68515 68516 68517 68518 68519 68520 68521 68522 68523\n",
            " 68524 68525 68526 68527 68528 68529 68530 68531 68532 68533 68534 68535\n",
            " 68536 68537 68538 68539 68540 68541 68542 68543 68544 68545 68546 68547\n",
            " 68548 68549 68550 68551 68552 68553 68554 68555 68556 68557 68558 68559\n",
            " 68560 68561 68562 68563 68564 68565 68566 68567 68568 68569 68570 68571\n",
            " 68572 68573 68574 68575 68576 68577 68578 68579 68580 68581 68582 68583\n",
            " 68584 68585 68586 68587 68588 68589 68590 68591 68592 68593 68594 68595\n",
            " 68596 68597 68598 68599 68600 68601 68602 68603 68604 68605 68606 68607\n",
            " 68608 68609 68610 68611 68612 68613 68614 68615 68616 68617 68618 68619\n",
            " 68620 68621 68622 68623 68624 68625 68626 68627 68628 68629 68630 68631\n",
            " 68632 68633 68634 68635 68636 68637 68638 68639 68640 68641 68642 68643\n",
            " 68644 68645 68646 68647 68648 68649 68650 68651 68652 68653 68654 68655\n",
            " 68656 68657 68658 68659 68660 68661 68662 68663 68664 68665 68666 68667\n",
            " 68668 68669 68670 68671]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [68672 68673 68674 68675 68676 68677 68678 68679 68680 68681 68682 68683\n",
            " 68684 68685 68686 68687 68688 68689 68690 68691 68692 68693 68694 68695\n",
            " 68696 68697 68698 68699 68700 68701 68702 68703 68704 68705 68706 68707\n",
            " 68708 68709 68710 68711 68712 68713 68714 68715 68716 68717 68718 68719\n",
            " 68720 68721 68722 68723 68724 68725 68726 68727 68728 68729 68730 68731\n",
            " 68732 68733 68734 68735 68736 68737 68738 68739 68740 68741 68742 68743\n",
            " 68744 68745 68746 68747 68748 68749 68750 68751 68752 68753 68754 68755\n",
            " 68756 68757 68758 68759 68760 68761 68762 68763 68764 68765 68766 68767\n",
            " 68768 68769 68770 68771 68772 68773 68774 68775 68776 68777 68778 68779\n",
            " 68780 68781 68782 68783 68784 68785 68786 68787 68788 68789 68790 68791\n",
            " 68792 68793 68794 68795 68796 68797 68798 68799 68800 68801 68802 68803\n",
            " 68804 68805 68806 68807 68808 68809 68810 68811 68812 68813 68814 68815\n",
            " 68816 68817 68818 68819 68820 68821 68822 68823 68824 68825 68826 68827\n",
            " 68828 68829 68830 68831 68832 68833 68834 68835 68836 68837 68838 68839\n",
            " 68840 68841 68842 68843 68844 68845 68846 68847 68848 68849 68850 68851\n",
            " 68852 68853 68854 68855 68856 68857 68858 68859 68860 68861 68862 68863\n",
            " 68864 68865 68866 68867 68868 68869 68870 68871 68872 68873 68874 68875\n",
            " 68876 68877 68878 68879 68880 68881 68882 68883 68884 68885 68886 68887\n",
            " 68888 68889 68890 68891 68892 68893 68894 68895 68896 68897 68898 68899\n",
            " 68900 68901 68902 68903 68904 68905 68906 68907 68908 68909 68910 68911\n",
            " 68912 68913 68914 68915 68916 68917 68918 68919 68920 68921 68922 68923\n",
            " 68924 68925 68926 68927 68928 68929 68930 68931 68932 68933 68934 68935\n",
            " 68936 68937 68938 68939 68940 68941 68942 68943 68944 68945 68946 68947\n",
            " 68948 68949 68950 68951 68952 68953 68954 68955 68956 68957 68958 68959\n",
            " 68960 68961 68962 68963 68964 68965 68966 68967 68968 68969 68970 68971\n",
            " 68972 68973 68974 68975 68976 68977 68978 68979 68980 68981 68982 68983\n",
            " 68984 68985 68986 68987 68988 68989 68990 68991 68992 68993 68994 68995\n",
            " 68996 68997 68998 68999 69000 69001 69002 69003 69004 69005 69006 69007\n",
            " 69008 69009 69010 69011 69012 69013 69014 69015 69016 69017 69018 69019\n",
            " 69020 69021 69022 69023 69024 69025 69026 69027 69028 69029 69030 69031\n",
            " 69032 69033 69034 69035 69036 69037 69038 69039 69040 69041 69042 69043\n",
            " 69044 69045 69046 69047 69048 69049 69050 69051 69052 69053 69054 69055\n",
            " 69056 69057 69058 69059 69060 69061 69062 69063 69064 69065 69066 69067\n",
            " 69068 69069 69070 69071 69072 69073 69074 69075 69076 69077 69078 69079\n",
            " 69080 69081 69082 69083 69084 69085 69086 69087 69088 69089 69090 69091\n",
            " 69092 69093 69094 69095 69096 69097 69098 69099 69100 69101 69102 69103\n",
            " 69104 69105 69106 69107 69108 69109 69110 69111 69112 69113 69114 69115\n",
            " 69116 69117 69118 69119 69120 69121 69122 69123 69124 69125 69126 69127\n",
            " 69128 69129 69130 69131 69132 69133 69134 69135 69136 69137 69138 69139\n",
            " 69140 69141 69142 69143 69144 69145 69146 69147 69148 69149 69150 69151\n",
            " 69152 69153 69154 69155 69156 69157 69158 69159 69160 69161 69162 69163\n",
            " 69164 69165 69166 69167 69168 69169 69170 69171 69172 69173 69174 69175\n",
            " 69176 69177 69178 69179 69180 69181 69182 69183 69184 69185 69186 69187\n",
            " 69188 69189 69190 69191 69192 69193 69194 69195 69196 69197 69198 69199\n",
            " 69200 69201 69202 69203 69204 69205 69206 69207 69208 69209 69210 69211\n",
            " 69212 69213 69214 69215 69216 69217 69218 69219 69220 69221 69222 69223\n",
            " 69224 69225 69226 69227 69228 69229 69230 69231 69232 69233 69234 69235\n",
            " 69236 69237 69238 69239 69240 69241 69242 69243 69244 69245 69246 69247\n",
            " 69248 69249 69250 69251 69252 69253 69254 69255 69256 69257 69258 69259\n",
            " 69260 69261 69262 69263]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [69264 69265 69266 69267 69268 69269 69270 69271 69272 69273 69274 69275\n",
            " 69276 69277 69278 69279 69280 69281 69282 69283 69284 69285 69286 69287\n",
            " 69288 69289 69290 69291 69292 69293 69294 69295 69296 69297 69298 69299\n",
            " 69300 69301 69302 69303 69304 69305 69306 69307 69308 69309 69310 69311\n",
            " 69312 69313 69314 69315 69316 69317 69318 69319 69320 69321 69322 69323\n",
            " 69324 69325 69326 69327 69328 69329 69330 69331 69332 69333 69334 69335\n",
            " 69336 69337 69338 69339 69340 69341 69342 69343 69344 69345 69346 69347\n",
            " 69348 69349 69350 69351 69352 69353 69354 69355 69356 69357 69358 69359\n",
            " 69360 69361 69362 69363 69364 69365 69366 69367 69368 69369 69370 69371\n",
            " 69372 69373 69374 69375 69376 69377 69378 69379 69380 69381 69382 69383\n",
            " 69384 69385 69386 69387 69388 69389 69390 69391 69392 69393 69394 69395\n",
            " 69396 69397 69398 69399 69400 69401 69402 69403 69404 69405 69406 69407\n",
            " 69408 69409 69410 69411 69412 69413 69414 69415 69416 69417 69418 69419\n",
            " 69420 69421 69422 69423 69424 69425 69426 69427 69428 69429 69430 69431\n",
            " 69432 69433 69434 69435 69436 69437 69438 69439 69440 69441 69442 69443\n",
            " 69444 69445 69446 69447 69448 69449 69450 69451 69452 69453 69454 69455\n",
            " 69456 69457 69458 69459 69460 69461 69462 69463 69464 69465 69466 69467\n",
            " 69468 69469 69470 69471 69472 69473 69474 69475 69476 69477 69478 69479\n",
            " 69480 69481 69482 69483 69484 69485 69486 69487 69488 69489 69490 69491\n",
            " 69492 69493 69494 69495 69496 69497 69498 69499 69500 69501 69502 69503\n",
            " 69504 69505 69506 69507 69508 69509 69510 69511 69512 69513 69514 69515\n",
            " 69516 69517 69518 69519 69520 69521 69522 69523 69524 69525 69526 69527\n",
            " 69528 69529 69530 69531 69532 69533 69534 69535 69536 69537 69538 69539\n",
            " 69540 69541 69542 69543 69544 69545 69546 69547 69548 69549 69550 69551\n",
            " 69552 69553 69554 69555 69556 69557 69558 69559 69560 69561 69562 69563\n",
            " 69564 69565 69566 69567 69568 69569 69570 69571 69572 69573 69574 69575\n",
            " 69576 69577 69578 69579 69580 69581 69582 69583 69584 69585 69586 69587\n",
            " 69588 69589 69590 69591 69592 69593 69594 69595 69596 69597 69598 69599\n",
            " 69600 69601 69602 69603 69604 69605 69606 69607 69608 69609 69610 69611\n",
            " 69612 69613 69614 69615 69616 69617 69618 69619 69620 69621 69622 69623\n",
            " 69624 69625 69626 69627 69628 69629 69630 69631 69632 69633 69634 69635\n",
            " 69636 69637 69638 69639 69640 69641 69642 69643 69644 69645 69646 69647\n",
            " 69648 69649 69650 69651 69652 69653 69654 69655 69656 69657 69658 69659\n",
            " 69660 69661 69662 69663 69664 69665 69666 69667 69668 69669 69670 69671\n",
            " 69672 69673 69674 69675 69676 69677 69678 69679 69680 69681 69682 69683\n",
            " 69684 69685 69686 69687 69688 69689 69690 69691 69692 69693 69694 69695\n",
            " 69696 69697 69698 69699 69700 69701 69702 69703 69704 69705 69706 69707\n",
            " 69708 69709 69710 69711 69712 69713 69714 69715 69716 69717 69718 69719\n",
            " 69720 69721 69722 69723 69724 69725 69726 69727 69728 69729 69730 69731\n",
            " 69732 69733 69734 69735 69736 69737 69738 69739 69740 69741 69742 69743\n",
            " 69744 69745 69746 69747 69748 69749 69750 69751 69752 69753 69754 69755\n",
            " 69756 69757 69758 69759 69760 69761 69762 69763 69764 69765 69766 69767\n",
            " 69768 69769 69770 69771 69772 69773 69774 69775 69776 69777 69778 69779\n",
            " 69780 69781 69782 69783 69784 69785 69786 69787 69788 69789 69790 69791\n",
            " 69792 69793 69794 69795 69796 69797 69798 69799 69800 69801 69802 69803\n",
            " 69804 69805 69806 69807 69808 69809 69810 69811 69812 69813 69814 69815\n",
            " 69816 69817 69818 69819 69820 69821 69822 69823 69824 69825 69826 69827\n",
            " 69828 69829 69830 69831 69832 69833 69834 69835 69836 69837 69838 69839\n",
            " 69840 69841 69842 69843 69844 69845 69846 69847 69848 69849 69850 69851\n",
            " 69852 69853 69854 69855]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [69856 69857 69858 69859 69860 69861 69862 69863 69864 69865 69866 69867\n",
            " 69868 69869 69870 69871 69872 69873 69874 69875 69876 69877 69878 69879\n",
            " 69880 69881 69882 69883 69884 69885 69886 69887 69888 69889 69890 69891\n",
            " 69892 69893 69894 69895 69896 69897 69898 69899 69900 69901 69902 69903\n",
            " 69904 69905 69906 69907 69908 69909 69910 69911 69912 69913 69914 69915\n",
            " 69916 69917 69918 69919 69920 69921 69922 69923 69924 69925 69926 69927\n",
            " 69928 69929 69930 69931 69932 69933 69934 69935 69936 69937 69938 69939\n",
            " 69940 69941 69942 69943 69944 69945 69946 69947 69948 69949 69950 69951\n",
            " 69952 69953 69954 69955 69956 69957 69958 69959 69960 69961 69962 69963\n",
            " 69964 69965 69966 69967 69968 69969 69970 69971 69972 69973 69974 69975\n",
            " 69976 69977 69978 69979 69980 69981 69982 69983 69984 69985 69986 69987\n",
            " 69988 69989 69990 69991 69992 69993 69994 69995 69996 69997 69998 69999\n",
            " 70000 70001 70002 70003 70004 70005 70006 70007 70008 70009 70010 70011\n",
            " 70012 70013 70014 70015 70016 70017 70018 70019 70020 70021 70022 70023\n",
            " 70024 70025 70026 70027 70028 70029 70030 70031 70032 70033 70034 70035\n",
            " 70036 70037 70038 70039 70040 70041 70042 70043 70044 70045 70046 70047\n",
            " 70048 70049 70050 70051 70052 70053 70054 70055 70056 70057 70058 70059\n",
            " 70060 70061 70062 70063 70064 70065 70066 70067 70068 70069 70070 70071\n",
            " 70072 70073 70074 70075 70076 70077 70078 70079 70080 70081 70082 70083\n",
            " 70084 70085 70086 70087 70088 70089 70090 70091 70092 70093 70094 70095\n",
            " 70096 70097 70098 70099 70100 70101 70102 70103 70104 70105 70106 70107\n",
            " 70108 70109 70110 70111 70112 70113 70114 70115 70116 70117 70118 70119\n",
            " 70120 70121 70122 70123 70124 70125 70126 70127 70128 70129 70130 70131\n",
            " 70132 70133 70134 70135 70136 70137 70138 70139 70140 70141 70142 70143\n",
            " 70144 70145 70146 70147 70148 70149 70150 70151 70152 70153 70154 70155\n",
            " 70156 70157 70158 70159 70160 70161 70162 70163 70164 70165 70166 70167\n",
            " 70168 70169 70170 70171 70172 70173 70174 70175 70176 70177 70178 70179\n",
            " 70180 70181 70182 70183 70184 70185 70186 70187 70188 70189 70190 70191\n",
            " 70192 70193 70194 70195 70196 70197 70198 70199 70200 70201 70202 70203\n",
            " 70204 70205 70206 70207 70208 70209 70210 70211 70212 70213 70214 70215\n",
            " 70216 70217 70218 70219 70220 70221 70222 70223 70224 70225 70226 70227\n",
            " 70228 70229 70230 70231 70232 70233 70234 70235 70236 70237 70238 70239\n",
            " 70240 70241 70242 70243 70244 70245 70246 70247 70248 70249 70250 70251\n",
            " 70252 70253 70254 70255 70256 70257 70258 70259 70260 70261 70262 70263\n",
            " 70264 70265 70266 70267 70268 70269 70270 70271 70272 70273 70274 70275\n",
            " 70276 70277 70278 70279 70280 70281 70282 70283 70284 70285 70286 70287\n",
            " 70288 70289 70290 70291 70292 70293 70294 70295 70296 70297 70298 70299\n",
            " 70300 70301 70302 70303 70304 70305 70306 70307 70308 70309 70310 70311\n",
            " 70312 70313 70314 70315 70316 70317 70318 70319 70320 70321 70322 70323\n",
            " 70324 70325 70326 70327 70328 70329 70330 70331 70332 70333 70334 70335\n",
            " 70336 70337 70338 70339 70340 70341 70342 70343 70344 70345 70346 70347\n",
            " 70348 70349 70350 70351 70352 70353 70354 70355 70356 70357 70358 70359\n",
            " 70360 70361 70362 70363 70364 70365 70366 70367 70368 70369 70370 70371\n",
            " 70372 70373 70374 70375 70376 70377 70378 70379 70380 70381 70382 70383\n",
            " 70384 70385 70386 70387 70388 70389 70390 70391 70392 70393 70394 70395\n",
            " 70396 70397 70398 70399 70400 70401 70402 70403 70404 70405 70406 70407\n",
            " 70408 70409 70410 70411 70412 70413 70414 70415 70416 70417 70418 70419\n",
            " 70420 70421 70422 70423 70424 70425 70426 70427 70428 70429 70430 70431\n",
            " 70432 70433 70434 70435 70436 70437 70438 70439 70440 70441 70442 70443\n",
            " 70444 70445 70446 70447]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [70448 70449 70450 70451 70452 70453 70454 70455 70456 70457 70458 70459\n",
            " 70460 70461 70462 70463 70464 70465 70466 70467 70468 70469 70470 70471\n",
            " 70472 70473 70474 70475 70476 70477 70478 70479 70480 70481 70482 70483\n",
            " 70484 70485 70486 70487 70488 70489 70490 70491 70492 70493 70494 70495\n",
            " 70496 70497 70498 70499 70500 70501 70502 70503 70504 70505 70506 70507\n",
            " 70508 70509 70510 70511 70512 70513 70514 70515 70516 70517 70518 70519\n",
            " 70520 70521 70522 70523 70524 70525 70526 70527 70528 70529 70530 70531\n",
            " 70532 70533 70534 70535 70536 70537 70538 70539 70540 70541 70542 70543\n",
            " 70544 70545 70546 70547 70548 70549 70550 70551 70552 70553 70554 70555\n",
            " 70556 70557 70558 70559 70560 70561 70562 70563 70564 70565 70566 70567\n",
            " 70568 70569 70570 70571 70572 70573 70574 70575 70576 70577 70578 70579\n",
            " 70580 70581 70582 70583 70584 70585 70586 70587 70588 70589 70590 70591\n",
            " 70592 70593 70594 70595 70596 70597 70598 70599 70600 70601 70602 70603\n",
            " 70604 70605 70606 70607 70608 70609 70610 70611 70612 70613 70614 70615\n",
            " 70616 70617 70618 70619 70620 70621 70622 70623 70624 70625 70626 70627\n",
            " 70628 70629 70630 70631 70632 70633 70634 70635 70636 70637 70638 70639\n",
            " 70640 70641 70642 70643 70644 70645 70646 70647 70648 70649 70650 70651\n",
            " 70652 70653 70654 70655 70656 70657 70658 70659 70660 70661 70662 70663\n",
            " 70664 70665 70666 70667 70668 70669 70670 70671 70672 70673 70674 70675\n",
            " 70676 70677 70678 70679 70680 70681 70682 70683 70684 70685 70686 70687\n",
            " 70688 70689 70690 70691 70692 70693 70694 70695 70696 70697 70698 70699\n",
            " 70700 70701 70702 70703 70704 70705 70706 70707 70708 70709 70710 70711\n",
            " 70712 70713 70714 70715 70716 70717 70718 70719 70720 70721 70722 70723\n",
            " 70724 70725 70726 70727 70728 70729 70730 70731 70732 70733 70734 70735\n",
            " 70736 70737 70738 70739 70740 70741 70742 70743 70744 70745 70746 70747\n",
            " 70748 70749 70750 70751 70752 70753 70754 70755 70756 70757 70758 70759\n",
            " 70760 70761 70762 70763 70764 70765 70766 70767 70768 70769 70770 70771\n",
            " 70772 70773 70774 70775 70776 70777 70778 70779 70780 70781 70782 70783\n",
            " 70784 70785 70786 70787 70788 70789 70790 70791 70792 70793 70794 70795\n",
            " 70796 70797 70798 70799 70800 70801 70802 70803 70804 70805 70806 70807\n",
            " 70808 70809 70810 70811 70812 70813 70814 70815 70816 70817 70818 70819\n",
            " 70820 70821 70822 70823 70824 70825 70826 70827 70828 70829 70830 70831\n",
            " 70832 70833 70834 70835 70836 70837 70838 70839 70840 70841 70842 70843\n",
            " 70844 70845 70846 70847 70848 70849 70850 70851 70852 70853 70854 70855\n",
            " 70856 70857 70858 70859 70860 70861 70862 70863 70864 70865 70866 70867\n",
            " 70868 70869 70870 70871 70872 70873 70874 70875 70876 70877 70878 70879\n",
            " 70880 70881 70882 70883 70884 70885 70886 70887 70888 70889 70890 70891\n",
            " 70892 70893 70894 70895 70896 70897 70898 70899 70900 70901 70902 70903\n",
            " 70904 70905 70906 70907 70908 70909 70910 70911 70912 70913 70914 70915\n",
            " 70916 70917 70918 70919 70920 70921 70922 70923 70924 70925 70926 70927\n",
            " 70928 70929 70930 70931 70932 70933 70934 70935 70936 70937 70938 70939\n",
            " 70940 70941 70942 70943 70944 70945 70946 70947 70948 70949 70950 70951\n",
            " 70952 70953 70954 70955 70956 70957 70958 70959 70960 70961 70962 70963\n",
            " 70964 70965 70966 70967 70968 70969 70970 70971 70972 70973 70974 70975\n",
            " 70976 70977 70978 70979 70980 70981 70982 70983 70984 70985 70986 70987\n",
            " 70988 70989 70990 70991 70992 70993 70994 70995 70996 70997 70998 70999\n",
            " 71000 71001 71002 71003 71004 71005 71006 71007 71008 71009 71010 71011\n",
            " 71012 71013 71014 71015 71016 71017 71018 71019 71020 71021 71022 71023\n",
            " 71024 71025 71026 71027 71028 71029 71030 71031 71032 71033 71034 71035\n",
            " 71036 71037 71038 71039]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [71040 71041 71042 71043 71044 71045 71046 71047 71048 71049 71050 71051\n",
            " 71052 71053 71054 71055 71056 71057 71058 71059 71060 71061 71062 71063\n",
            " 71064 71065 71066 71067 71068 71069 71070 71071 71072 71073 71074 71075\n",
            " 71076 71077 71078 71079 71080 71081 71082 71083 71084 71085 71086 71087\n",
            " 71088 71089 71090 71091 71092 71093 71094 71095 71096 71097 71098 71099\n",
            " 71100 71101 71102 71103 71104 71105 71106 71107 71108 71109 71110 71111\n",
            " 71112 71113 71114 71115 71116 71117 71118 71119 71120 71121 71122 71123\n",
            " 71124 71125 71126 71127 71128 71129 71130 71131 71132 71133 71134 71135\n",
            " 71136 71137 71138 71139 71140 71141 71142 71143 71144 71145 71146 71147\n",
            " 71148 71149 71150 71151 71152 71153 71154 71155 71156 71157 71158 71159\n",
            " 71160 71161 71162 71163 71164 71165 71166 71167 71168 71169 71170 71171\n",
            " 71172 71173 71174 71175 71176 71177 71178 71179 71180 71181 71182 71183\n",
            " 71184 71185 71186 71187 71188 71189 71190 71191 71192 71193 71194 71195\n",
            " 71196 71197 71198 71199 71200 71201 71202 71203 71204 71205 71206 71207\n",
            " 71208 71209 71210 71211 71212 71213 71214 71215 71216 71217 71218 71219\n",
            " 71220 71221 71222 71223 71224 71225 71226 71227 71228 71229 71230 71231\n",
            " 71232 71233 71234 71235 71236 71237 71238 71239 71240 71241 71242 71243\n",
            " 71244 71245 71246 71247 71248 71249 71250 71251 71252 71253 71254 71255\n",
            " 71256 71257 71258 71259 71260 71261 71262 71263 71264 71265 71266 71267\n",
            " 71268 71269 71270 71271 71272 71273 71274 71275 71276 71277 71278 71279\n",
            " 71280 71281 71282 71283 71284 71285 71286 71287 71288 71289 71290 71291\n",
            " 71292 71293 71294 71295 71296 71297 71298 71299 71300 71301 71302 71303\n",
            " 71304 71305 71306 71307 71308 71309 71310 71311 71312 71313 71314 71315\n",
            " 71316 71317 71318 71319 71320 71321 71322 71323 71324 71325 71326 71327\n",
            " 71328 71329 71330 71331 71332 71333 71334 71335 71336 71337 71338 71339\n",
            " 71340 71341 71342 71343 71344 71345 71346 71347 71348 71349 71350 71351\n",
            " 71352 71353 71354 71355 71356 71357 71358 71359 71360 71361 71362 71363\n",
            " 71364 71365 71366 71367 71368 71369 71370 71371 71372 71373 71374 71375\n",
            " 71376 71377 71378 71379 71380 71381 71382 71383 71384 71385 71386 71387\n",
            " 71388 71389 71390 71391 71392 71393 71394 71395 71396 71397 71398 71399\n",
            " 71400 71401 71402 71403 71404 71405 71406 71407 71408 71409 71410 71411\n",
            " 71412 71413 71414 71415 71416 71417 71418 71419 71420 71421 71422 71423\n",
            " 71424 71425 71426 71427 71428 71429 71430 71431 71432 71433 71434 71435\n",
            " 71436 71437 71438 71439 71440 71441 71442 71443 71444 71445 71446 71447\n",
            " 71448 71449 71450 71451 71452 71453 71454 71455 71456 71457 71458 71459\n",
            " 71460 71461 71462 71463 71464 71465 71466 71467 71468 71469 71470 71471\n",
            " 71472 71473 71474 71475 71476 71477 71478 71479 71480 71481 71482 71483\n",
            " 71484 71485 71486 71487 71488 71489 71490 71491 71492 71493 71494 71495\n",
            " 71496 71497 71498 71499 71500 71501 71502 71503 71504 71505 71506 71507\n",
            " 71508 71509 71510 71511 71512 71513 71514 71515 71516 71517 71518 71519\n",
            " 71520 71521 71522 71523 71524 71525 71526 71527 71528 71529 71530 71531\n",
            " 71532 71533 71534 71535 71536 71537 71538 71539 71540 71541 71542 71543\n",
            " 71544 71545 71546 71547 71548 71549 71550 71551 71552 71553 71554 71555\n",
            " 71556 71557 71558 71559 71560 71561 71562 71563 71564 71565 71566 71567\n",
            " 71568 71569 71570 71571 71572 71573 71574 71575 71576 71577 71578 71579\n",
            " 71580 71581 71582 71583 71584 71585 71586 71587 71588 71589 71590 71591\n",
            " 71592 71593 71594 71595 71596 71597 71598 71599 71600 71601 71602 71603\n",
            " 71604 71605 71606 71607 71608 71609 71610 71611 71612 71613 71614 71615\n",
            " 71616 71617 71618 71619 71620 71621 71622 71623 71624 71625 71626 71627\n",
            " 71628 71629 71630 71631]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [71632 71633 71634 71635 71636 71637 71638 71639 71640 71641 71642 71643\n",
            " 71644 71645 71646 71647 71648 71649 71650 71651 71652 71653 71654 71655\n",
            " 71656 71657 71658 71659 71660 71661 71662 71663 71664 71665 71666 71667\n",
            " 71668 71669 71670 71671 71672 71673 71674 71675 71676 71677 71678 71679\n",
            " 71680 71681 71682 71683 71684 71685 71686 71687 71688 71689 71690 71691\n",
            " 71692 71693 71694 71695 71696 71697 71698 71699 71700 71701 71702 71703\n",
            " 71704 71705 71706 71707 71708 71709 71710 71711 71712 71713 71714 71715\n",
            " 71716 71717 71718 71719 71720 71721 71722 71723 71724 71725 71726 71727\n",
            " 71728 71729 71730 71731 71732 71733 71734 71735 71736 71737 71738 71739\n",
            " 71740 71741 71742 71743 71744 71745 71746 71747 71748 71749 71750 71751\n",
            " 71752 71753 71754 71755 71756 71757 71758 71759 71760 71761 71762 71763\n",
            " 71764 71765 71766 71767 71768 71769 71770 71771 71772 71773 71774 71775\n",
            " 71776 71777 71778 71779 71780 71781 71782 71783 71784 71785 71786 71787\n",
            " 71788 71789 71790 71791 71792 71793 71794 71795 71796 71797 71798 71799\n",
            " 71800 71801 71802 71803 71804 71805 71806 71807 71808 71809 71810 71811\n",
            " 71812 71813 71814 71815 71816 71817 71818 71819 71820 71821 71822 71823\n",
            " 71824 71825 71826 71827 71828 71829 71830 71831 71832 71833 71834 71835\n",
            " 71836 71837 71838 71839 71840 71841 71842 71843 71844 71845 71846 71847\n",
            " 71848 71849 71850 71851 71852 71853 71854 71855 71856 71857 71858 71859\n",
            " 71860 71861 71862 71863 71864 71865 71866 71867 71868 71869 71870 71871\n",
            " 71872 71873 71874 71875 71876 71877 71878 71879 71880 71881 71882 71883\n",
            " 71884 71885 71886 71887 71888 71889 71890 71891 71892 71893 71894 71895\n",
            " 71896 71897 71898 71899 71900 71901 71902 71903 71904 71905 71906 71907\n",
            " 71908 71909 71910 71911 71912 71913 71914 71915 71916 71917 71918 71919\n",
            " 71920 71921 71922 71923 71924 71925 71926 71927 71928 71929 71930 71931\n",
            " 71932 71933 71934 71935 71936 71937 71938 71939 71940 71941 71942 71943\n",
            " 71944 71945 71946 71947 71948 71949 71950 71951 71952 71953 71954 71955\n",
            " 71956 71957 71958 71959 71960 71961 71962 71963 71964 71965 71966 71967\n",
            " 71968 71969 71970 71971 71972 71973 71974 71975 71976 71977 71978 71979\n",
            " 71980 71981 71982 71983 71984 71985 71986 71987 71988 71989 71990 71991\n",
            " 71992 71993 71994 71995 71996 71997 71998 71999 72000 72001 72002 72003\n",
            " 72004 72005 72006 72007 72008 72009 72010 72011 72012 72013 72014 72015\n",
            " 72016 72017 72018 72019 72020 72021 72022 72023 72024 72025 72026 72027\n",
            " 72028 72029 72030 72031 72032 72033 72034 72035 72036 72037 72038 72039\n",
            " 72040 72041 72042 72043 72044 72045 72046 72047 72048 72049 72050 72051\n",
            " 72052 72053 72054 72055 72056 72057 72058 72059 72060 72061 72062 72063\n",
            " 72064 72065 72066 72067 72068 72069 72070 72071 72072 72073 72074 72075\n",
            " 72076 72077 72078 72079 72080 72081 72082 72083 72084 72085 72086 72087\n",
            " 72088 72089 72090 72091 72092 72093 72094 72095 72096 72097 72098 72099\n",
            " 72100 72101 72102 72103 72104 72105 72106 72107 72108 72109 72110 72111\n",
            " 72112 72113 72114 72115 72116 72117 72118 72119 72120 72121 72122 72123\n",
            " 72124 72125 72126 72127 72128 72129 72130 72131 72132 72133 72134 72135\n",
            " 72136 72137 72138 72139 72140 72141 72142 72143 72144 72145 72146 72147\n",
            " 72148 72149 72150 72151 72152 72153 72154 72155 72156 72157 72158 72159\n",
            " 72160 72161 72162 72163 72164 72165 72166 72167 72168 72169 72170 72171\n",
            " 72172 72173 72174 72175 72176 72177 72178 72179 72180 72181 72182 72183\n",
            " 72184 72185 72186 72187 72188 72189 72190 72191 72192 72193 72194 72195\n",
            " 72196 72197 72198 72199 72200 72201 72202 72203 72204 72205 72206 72207\n",
            " 72208 72209 72210 72211 72212 72213 72214 72215 72216 72217 72218 72219\n",
            " 72220 72221 72222 72223]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [72224 72225 72226 72227 72228 72229 72230 72231 72232 72233 72234 72235\n",
            " 72236 72237 72238 72239 72240 72241 72242 72243 72244 72245 72246 72247\n",
            " 72248 72249 72250 72251 72252 72253 72254 72255 72256 72257 72258 72259\n",
            " 72260 72261 72262 72263 72264 72265 72266 72267 72268 72269 72270 72271\n",
            " 72272 72273 72274 72275 72276 72277 72278 72279 72280 72281 72282 72283\n",
            " 72284 72285 72286 72287 72288 72289 72290 72291 72292 72293 72294 72295\n",
            " 72296 72297 72298 72299 72300 72301 72302 72303 72304 72305 72306 72307\n",
            " 72308 72309 72310 72311 72312 72313 72314 72315 72316 72317 72318 72319\n",
            " 72320 72321 72322 72323 72324 72325 72326 72327 72328 72329 72330 72331\n",
            " 72332 72333 72334 72335 72336 72337 72338 72339 72340 72341 72342 72343\n",
            " 72344 72345 72346 72347 72348 72349 72350 72351 72352 72353 72354 72355\n",
            " 72356 72357 72358 72359 72360 72361 72362 72363 72364 72365 72366 72367\n",
            " 72368 72369 72370 72371 72372 72373 72374 72375 72376 72377 72378 72379\n",
            " 72380 72381 72382 72383 72384 72385 72386 72387 72388 72389 72390 72391\n",
            " 72392 72393 72394 72395 72396 72397 72398 72399 72400 72401 72402 72403\n",
            " 72404 72405 72406 72407 72408 72409 72410 72411 72412 72413 72414 72415\n",
            " 72416 72417 72418 72419 72420 72421 72422 72423 72424 72425 72426 72427\n",
            " 72428 72429 72430 72431 72432 72433 72434 72435 72436 72437 72438 72439\n",
            " 72440 72441 72442 72443 72444 72445 72446 72447 72448 72449 72450 72451\n",
            " 72452 72453 72454 72455 72456 72457 72458 72459 72460 72461 72462 72463\n",
            " 72464 72465 72466 72467 72468 72469 72470 72471 72472 72473 72474 72475\n",
            " 72476 72477 72478 72479 72480 72481 72482 72483 72484 72485 72486 72487\n",
            " 72488 72489 72490 72491 72492 72493 72494 72495 72496 72497 72498 72499\n",
            " 72500 72501 72502 72503 72504 72505 72506 72507 72508 72509 72510 72511\n",
            " 72512 72513 72514 72515 72516 72517 72518 72519 72520 72521 72522 72523\n",
            " 72524 72525 72526 72527 72528 72529 72530 72531 72532 72533 72534 72535\n",
            " 72536 72537 72538 72539 72540 72541 72542 72543 72544 72545 72546 72547\n",
            " 72548 72549 72550 72551 72552 72553 72554 72555 72556 72557 72558 72559\n",
            " 72560 72561 72562 72563 72564 72565 72566 72567 72568 72569 72570 72571\n",
            " 72572 72573 72574 72575 72576 72577 72578 72579 72580 72581 72582 72583\n",
            " 72584 72585 72586 72587 72588 72589 72590 72591 72592 72593 72594 72595\n",
            " 72596 72597 72598 72599 72600 72601 72602 72603 72604 72605 72606 72607\n",
            " 72608 72609 72610 72611 72612 72613 72614 72615 72616 72617 72618 72619\n",
            " 72620 72621 72622 72623 72624 72625 72626 72627 72628 72629 72630 72631\n",
            " 72632 72633 72634 72635 72636 72637 72638 72639 72640 72641 72642 72643\n",
            " 72644 72645 72646 72647 72648 72649 72650 72651 72652 72653 72654 72655\n",
            " 72656 72657 72658 72659 72660 72661 72662 72663 72664 72665 72666 72667\n",
            " 72668 72669 72670 72671 72672 72673 72674 72675 72676 72677 72678 72679\n",
            " 72680 72681 72682 72683 72684 72685 72686 72687 72688 72689 72690 72691\n",
            " 72692 72693 72694 72695 72696 72697 72698 72699 72700 72701 72702 72703\n",
            " 72704 72705 72706 72707 72708 72709 72710 72711 72712 72713 72714 72715\n",
            " 72716 72717 72718 72719 72720 72721 72722 72723 72724 72725 72726 72727\n",
            " 72728 72729 72730 72731 72732 72733 72734 72735 72736 72737 72738 72739\n",
            " 72740 72741 72742 72743 72744 72745 72746 72747 72748 72749 72750 72751\n",
            " 72752 72753 72754 72755 72756 72757 72758 72759 72760 72761 72762 72763\n",
            " 72764 72765 72766 72767 72768 72769 72770 72771 72772 72773 72774 72775\n",
            " 72776 72777 72778 72779 72780 72781 72782 72783 72784 72785 72786 72787\n",
            " 72788 72789 72790 72791 72792 72793 72794 72795 72796 72797 72798 72799\n",
            " 72800 72801 72802 72803 72804 72805 72806 72807 72808 72809 72810 72811\n",
            " 72812 72813 72814 72815]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [72816 72817 72818 72819 72820 72821 72822 72823 72824 72825 72826 72827\n",
            " 72828 72829 72830 72831 72832 72833 72834 72835 72836 72837 72838 72839\n",
            " 72840 72841 72842 72843 72844 72845 72846 72847 72848 72849 72850 72851\n",
            " 72852 72853 72854 72855 72856 72857 72858 72859 72860 72861 72862 72863\n",
            " 72864 72865 72866 72867 72868 72869 72870 72871 72872 72873 72874 72875\n",
            " 72876 72877 72878 72879 72880 72881 72882 72883 72884 72885 72886 72887\n",
            " 72888 72889 72890 72891 72892 72893 72894 72895 72896 72897 72898 72899\n",
            " 72900 72901 72902 72903 72904 72905 72906 72907 72908 72909 72910 72911\n",
            " 72912 72913 72914 72915 72916 72917 72918 72919 72920 72921 72922 72923\n",
            " 72924 72925 72926 72927 72928 72929 72930 72931 72932 72933 72934 72935\n",
            " 72936 72937 72938 72939 72940 72941 72942 72943 72944 72945 72946 72947\n",
            " 72948 72949 72950 72951 72952 72953 72954 72955 72956 72957 72958 72959\n",
            " 72960 72961 72962 72963 72964 72965 72966 72967 72968 72969 72970 72971\n",
            " 72972 72973 72974 72975 72976 72977 72978 72979 72980 72981 72982 72983\n",
            " 72984 72985 72986 72987 72988 72989 72990 72991 72992 72993 72994 72995\n",
            " 72996 72997 72998 72999 73000 73001 73002 73003 73004 73005 73006 73007\n",
            " 73008 73009 73010 73011 73012 73013 73014 73015 73016 73017 73018 73019\n",
            " 73020 73021 73022 73023 73024 73025 73026 73027 73028 73029 73030 73031\n",
            " 73032 73033 73034 73035 73036 73037 73038 73039 73040 73041 73042 73043\n",
            " 73044 73045 73046 73047 73048 73049 73050 73051 73052 73053 73054 73055\n",
            " 73056 73057 73058 73059 73060 73061 73062 73063 73064 73065 73066 73067\n",
            " 73068 73069 73070 73071 73072 73073 73074 73075 73076 73077 73078 73079\n",
            " 73080 73081 73082 73083 73084 73085 73086 73087 73088 73089 73090 73091\n",
            " 73092 73093 73094 73095 73096 73097 73098 73099 73100 73101 73102 73103\n",
            " 73104 73105 73106 73107 73108 73109 73110 73111 73112 73113 73114 73115\n",
            " 73116 73117 73118 73119 73120 73121 73122 73123 73124 73125 73126 73127\n",
            " 73128 73129 73130 73131 73132 73133 73134 73135 73136 73137 73138 73139\n",
            " 73140 73141 73142 73143 73144 73145 73146 73147 73148 73149 73150 73151\n",
            " 73152 73153 73154 73155 73156 73157 73158 73159 73160 73161 73162 73163\n",
            " 73164 73165 73166 73167 73168 73169 73170 73171 73172 73173 73174 73175\n",
            " 73176 73177 73178 73179 73180 73181 73182 73183 73184 73185 73186 73187\n",
            " 73188 73189 73190 73191 73192 73193 73194 73195 73196 73197 73198 73199\n",
            " 73200 73201 73202 73203 73204 73205 73206 73207 73208 73209 73210 73211\n",
            " 73212 73213 73214 73215 73216 73217 73218 73219 73220 73221 73222 73223\n",
            " 73224 73225 73226 73227 73228 73229 73230 73231 73232 73233 73234 73235\n",
            " 73236 73237 73238 73239 73240 73241 73242 73243 73244 73245 73246 73247\n",
            " 73248 73249 73250 73251 73252 73253 73254 73255 73256 73257 73258 73259\n",
            " 73260 73261 73262 73263 73264 73265 73266 73267 73268 73269 73270 73271\n",
            " 73272 73273 73274 73275 73276 73277 73278 73279 73280 73281 73282 73283\n",
            " 73284 73285 73286 73287 73288 73289 73290 73291 73292 73293 73294 73295\n",
            " 73296 73297 73298 73299 73300 73301 73302 73303 73304 73305 73306 73307\n",
            " 73308 73309 73310 73311 73312 73313 73314 73315 73316 73317 73318 73319\n",
            " 73320 73321 73322 73323 73324 73325 73326 73327 73328 73329 73330 73331\n",
            " 73332 73333 73334 73335 73336 73337 73338 73339 73340 73341 73342 73343\n",
            " 73344 73345 73346 73347 73348 73349 73350 73351 73352 73353 73354 73355\n",
            " 73356 73357 73358 73359 73360 73361 73362 73363 73364 73365 73366 73367\n",
            " 73368 73369 73370 73371 73372 73373 73374 73375 73376 73377 73378 73379\n",
            " 73380 73381 73382 73383 73384 73385 73386 73387 73388 73389 73390 73391\n",
            " 73392 73393 73394 73395 73396 73397 73398 73399 73400 73401 73402 73403\n",
            " 73404 73405 73406 73407]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [73408 73409 73410 73411 73412 73413 73414 73415 73416 73417 73418 73419\n",
            " 73420 73421 73422 73423 73424 73425 73426 73427 73428 73429 73430 73431\n",
            " 73432 73433 73434 73435 73436 73437 73438 73439 73440 73441 73442 73443\n",
            " 73444 73445 73446 73447 73448 73449 73450 73451 73452 73453 73454 73455\n",
            " 73456 73457 73458 73459 73460 73461 73462 73463 73464 73465 73466 73467\n",
            " 73468 73469 73470 73471 73472 73473 73474 73475 73476 73477 73478 73479\n",
            " 73480 73481 73482 73483 73484 73485 73486 73487 73488 73489 73490 73491\n",
            " 73492 73493 73494 73495 73496 73497 73498 73499 73500 73501 73502 73503\n",
            " 73504 73505 73506 73507 73508 73509 73510 73511 73512 73513 73514 73515\n",
            " 73516 73517 73518 73519 73520 73521 73522 73523 73524 73525 73526 73527\n",
            " 73528 73529 73530 73531 73532 73533 73534 73535 73536 73537 73538 73539\n",
            " 73540 73541 73542 73543 73544 73545 73546 73547 73548 73549 73550 73551\n",
            " 73552 73553 73554 73555 73556 73557 73558 73559 73560 73561 73562 73563\n",
            " 73564 73565 73566 73567 73568 73569 73570 73571 73572 73573 73574 73575\n",
            " 73576 73577 73578 73579 73580 73581 73582 73583 73584 73585 73586 73587\n",
            " 73588 73589 73590 73591 73592 73593 73594 73595 73596 73597 73598 73599\n",
            " 73600 73601 73602 73603 73604 73605 73606 73607 73608 73609 73610 73611\n",
            " 73612 73613 73614 73615 73616 73617 73618 73619 73620 73621 73622 73623\n",
            " 73624 73625 73626 73627 73628 73629 73630 73631 73632 73633 73634 73635\n",
            " 73636 73637 73638 73639 73640 73641 73642 73643 73644 73645 73646 73647\n",
            " 73648 73649 73650 73651 73652 73653 73654 73655 73656 73657 73658 73659\n",
            " 73660 73661 73662 73663 73664 73665 73666 73667 73668 73669 73670 73671\n",
            " 73672 73673 73674 73675 73676 73677 73678 73679 73680 73681 73682 73683\n",
            " 73684 73685 73686 73687 73688 73689 73690 73691 73692 73693 73694 73695\n",
            " 73696 73697 73698 73699 73700 73701 73702 73703 73704 73705 73706 73707\n",
            " 73708 73709 73710 73711 73712 73713 73714 73715 73716 73717 73718 73719\n",
            " 73720 73721 73722 73723 73724 73725 73726 73727 73728 73729 73730 73731\n",
            " 73732 73733 73734 73735 73736 73737 73738 73739 73740 73741 73742 73743\n",
            " 73744 73745 73746 73747 73748 73749 73750 73751 73752 73753 73754 73755\n",
            " 73756 73757 73758 73759 73760 73761 73762 73763 73764 73765 73766 73767\n",
            " 73768 73769 73770 73771 73772 73773 73774 73775 73776 73777 73778 73779\n",
            " 73780 73781 73782 73783 73784 73785 73786 73787 73788 73789 73790 73791\n",
            " 73792 73793 73794 73795 73796 73797 73798 73799 73800 73801 73802 73803\n",
            " 73804 73805 73806 73807 73808 73809 73810 73811 73812 73813 73814 73815\n",
            " 73816 73817 73818 73819 73820 73821 73822 73823 73824 73825 73826 73827\n",
            " 73828 73829 73830 73831 73832 73833 73834 73835 73836 73837 73838 73839\n",
            " 73840 73841 73842 73843 73844 73845 73846 73847 73848 73849 73850 73851\n",
            " 73852 73853 73854 73855 73856 73857 73858 73859 73860 73861 73862 73863\n",
            " 73864 73865 73866 73867 73868 73869 73870 73871 73872 73873 73874 73875\n",
            " 73876 73877 73878 73879 73880 73881 73882 73883 73884 73885 73886 73887\n",
            " 73888 73889 73890 73891 73892 73893 73894 73895 73896 73897 73898 73899\n",
            " 73900 73901 73902 73903 73904 73905 73906 73907 73908 73909 73910 73911\n",
            " 73912 73913 73914 73915 73916 73917 73918 73919 73920 73921 73922 73923\n",
            " 73924 73925 73926 73927 73928 73929 73930 73931 73932 73933 73934 73935\n",
            " 73936 73937 73938 73939 73940 73941 73942 73943 73944 73945 73946 73947\n",
            " 73948 73949 73950 73951 73952 73953 73954 73955 73956 73957 73958 73959\n",
            " 73960 73961 73962 73963 73964 73965 73966 73967 73968 73969 73970 73971\n",
            " 73972 73973 73974 73975 73976 73977 73978 73979 73980 73981 73982 73983\n",
            " 73984 73985 73986 73987 73988 73989 73990 73991 73992 73993 73994 73995\n",
            " 73996 73997 73998 73999]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [74000 74001 74002 74003 74004 74005 74006 74007 74008 74009 74010 74011\n",
            " 74012 74013 74014 74015 74016 74017 74018 74019 74020 74021 74022 74023\n",
            " 74024 74025 74026 74027 74028 74029 74030 74031 74032 74033 74034 74035\n",
            " 74036 74037 74038 74039 74040 74041 74042 74043 74044 74045 74046 74047\n",
            " 74048 74049 74050 74051 74052 74053 74054 74055 74056 74057 74058 74059\n",
            " 74060 74061 74062 74063 74064 74065 74066 74067 74068 74069 74070 74071\n",
            " 74072 74073 74074 74075 74076 74077 74078 74079 74080 74081 74082 74083\n",
            " 74084 74085 74086 74087 74088 74089 74090 74091 74092 74093 74094 74095\n",
            " 74096 74097 74098 74099 74100 74101 74102 74103 74104 74105 74106 74107\n",
            " 74108 74109 74110 74111 74112 74113 74114 74115 74116 74117 74118 74119\n",
            " 74120 74121 74122 74123 74124 74125 74126 74127 74128 74129 74130 74131\n",
            " 74132 74133 74134 74135 74136 74137 74138 74139 74140 74141 74142 74143\n",
            " 74144 74145 74146 74147 74148 74149 74150 74151 74152 74153 74154 74155\n",
            " 74156 74157 74158 74159 74160 74161 74162 74163 74164 74165 74166 74167\n",
            " 74168 74169 74170 74171 74172 74173 74174 74175 74176 74177 74178 74179\n",
            " 74180 74181 74182 74183 74184 74185 74186 74187 74188 74189 74190 74191\n",
            " 74192 74193 74194 74195 74196 74197 74198 74199 74200 74201 74202 74203\n",
            " 74204 74205 74206 74207 74208 74209 74210 74211 74212 74213 74214 74215\n",
            " 74216 74217 74218 74219 74220 74221 74222 74223 74224 74225 74226 74227\n",
            " 74228 74229 74230 74231 74232 74233 74234 74235 74236 74237 74238 74239\n",
            " 74240 74241 74242 74243 74244 74245 74246 74247 74248 74249 74250 74251\n",
            " 74252 74253 74254 74255 74256 74257 74258 74259 74260 74261 74262 74263\n",
            " 74264 74265 74266 74267 74268 74269 74270 74271 74272 74273 74274 74275\n",
            " 74276 74277 74278 74279 74280 74281 74282 74283 74284 74285 74286 74287\n",
            " 74288 74289 74290 74291 74292 74293 74294 74295 74296 74297 74298 74299\n",
            " 74300 74301 74302 74303 74304 74305 74306 74307 74308 74309 74310 74311\n",
            " 74312 74313 74314 74315 74316 74317 74318 74319 74320 74321 74322 74323\n",
            " 74324 74325 74326 74327 74328 74329 74330 74331 74332 74333 74334 74335\n",
            " 74336 74337 74338 74339 74340 74341 74342 74343 74344 74345 74346 74347\n",
            " 74348 74349 74350 74351 74352 74353 74354 74355 74356 74357 74358 74359\n",
            " 74360 74361 74362 74363 74364 74365 74366 74367 74368 74369 74370 74371\n",
            " 74372 74373 74374 74375 74376 74377 74378 74379 74380 74381 74382 74383\n",
            " 74384 74385 74386 74387 74388 74389 74390 74391 74392 74393 74394 74395\n",
            " 74396 74397 74398 74399 74400 74401 74402 74403 74404 74405 74406 74407\n",
            " 74408 74409 74410 74411 74412 74413 74414 74415 74416 74417 74418 74419\n",
            " 74420 74421 74422 74423 74424 74425 74426 74427 74428 74429 74430 74431\n",
            " 74432 74433 74434 74435 74436 74437 74438 74439 74440 74441 74442 74443\n",
            " 74444 74445 74446 74447 74448 74449 74450 74451 74452 74453 74454 74455\n",
            " 74456 74457 74458 74459 74460 74461 74462 74463 74464 74465 74466 74467\n",
            " 74468 74469 74470 74471 74472 74473 74474 74475 74476 74477 74478 74479\n",
            " 74480 74481 74482 74483 74484 74485 74486 74487 74488 74489 74490 74491\n",
            " 74492 74493 74494 74495 74496 74497 74498 74499 74500 74501 74502 74503\n",
            " 74504 74505 74506 74507 74508 74509 74510 74511 74512 74513 74514 74515\n",
            " 74516 74517 74518 74519 74520 74521 74522 74523 74524 74525 74526 74527\n",
            " 74528 74529 74530 74531 74532 74533 74534 74535 74536 74537 74538 74539\n",
            " 74540 74541 74542 74543 74544 74545 74546 74547 74548 74549 74550 74551\n",
            " 74552 74553 74554 74555 74556 74557 74558 74559 74560 74561 74562 74563\n",
            " 74564 74565 74566 74567 74568 74569 74570 74571 74572 74573 74574 74575\n",
            " 74576 74577 74578 74579 74580 74581 74582 74583 74584 74585 74586 74587\n",
            " 74588 74589 74590 74591]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [74592 74593 74594 74595 74596 74597 74598 74599 74600 74601 74602 74603\n",
            " 74604 74605 74606 74607 74608 74609 74610 74611 74612 74613 74614 74615\n",
            " 74616 74617 74618 74619 74620 74621 74622 74623 74624 74625 74626 74627\n",
            " 74628 74629 74630 74631 74632 74633 74634 74635 74636 74637 74638 74639\n",
            " 74640 74641 74642 74643 74644 74645 74646 74647 74648 74649 74650 74651\n",
            " 74652 74653 74654 74655 74656 74657 74658 74659 74660 74661 74662 74663\n",
            " 74664 74665 74666 74667 74668 74669 74670 74671 74672 74673 74674 74675\n",
            " 74676 74677 74678 74679 74680 74681 74682 74683 74684 74685 74686 74687\n",
            " 74688 74689 74690 74691 74692 74693 74694 74695 74696 74697 74698 74699\n",
            " 74700 74701 74702 74703 74704 74705 74706 74707 74708 74709 74710 74711\n",
            " 74712 74713 74714 74715 74716 74717 74718 74719 74720 74721 74722 74723\n",
            " 74724 74725 74726 74727 74728 74729 74730 74731 74732 74733 74734 74735\n",
            " 74736 74737 74738 74739 74740 74741 74742 74743 74744 74745 74746 74747\n",
            " 74748 74749 74750 74751 74752 74753 74754 74755 74756 74757 74758 74759\n",
            " 74760 74761 74762 74763 74764 74765 74766 74767 74768 74769 74770 74771\n",
            " 74772 74773 74774 74775 74776 74777 74778 74779 74780 74781 74782 74783\n",
            " 74784 74785 74786 74787 74788 74789 74790 74791 74792 74793 74794 74795\n",
            " 74796 74797 74798 74799 74800 74801 74802 74803 74804 74805 74806 74807\n",
            " 74808 74809 74810 74811 74812 74813 74814 74815 74816 74817 74818 74819\n",
            " 74820 74821 74822 74823 74824 74825 74826 74827 74828 74829 74830 74831\n",
            " 74832 74833 74834 74835 74836 74837 74838 74839 74840 74841 74842 74843\n",
            " 74844 74845 74846 74847 74848 74849 74850 74851 74852 74853 74854 74855\n",
            " 74856 74857 74858 74859 74860 74861 74862 74863 74864 74865 74866 74867\n",
            " 74868 74869 74870 74871 74872 74873 74874 74875 74876 74877 74878 74879\n",
            " 74880 74881 74882 74883 74884 74885 74886 74887 74888 74889 74890 74891\n",
            " 74892 74893 74894 74895 74896 74897 74898 74899 74900 74901 74902 74903\n",
            " 74904 74905 74906 74907 74908 74909 74910 74911 74912 74913 74914 74915\n",
            " 74916 74917 74918 74919 74920 74921 74922 74923 74924 74925 74926 74927\n",
            " 74928 74929 74930 74931 74932 74933 74934 74935 74936 74937 74938 74939\n",
            " 74940 74941 74942 74943 74944 74945 74946 74947 74948 74949 74950 74951\n",
            " 74952 74953 74954 74955 74956 74957 74958 74959 74960 74961 74962 74963\n",
            " 74964 74965 74966 74967 74968 74969 74970 74971 74972 74973 74974 74975\n",
            " 74976 74977 74978 74979 74980 74981 74982 74983 74984 74985 74986 74987\n",
            " 74988 74989 74990 74991 74992 74993 74994 74995 74996 74997 74998 74999\n",
            " 75000 75001 75002 75003 75004 75005 75006 75007 75008 75009 75010 75011\n",
            " 75012 75013 75014 75015 75016 75017 75018 75019 75020 75021 75022 75023\n",
            " 75024 75025 75026 75027 75028 75029 75030 75031 75032 75033 75034 75035\n",
            " 75036 75037 75038 75039 75040 75041 75042 75043 75044 75045 75046 75047\n",
            " 75048 75049 75050 75051 75052 75053 75054 75055 75056 75057 75058 75059\n",
            " 75060 75061 75062 75063 75064 75065 75066 75067 75068 75069 75070 75071\n",
            " 75072 75073 75074 75075 75076 75077 75078 75079 75080 75081 75082 75083\n",
            " 75084 75085 75086 75087 75088 75089 75090 75091 75092 75093 75094 75095\n",
            " 75096 75097 75098 75099 75100 75101 75102 75103 75104 75105 75106 75107\n",
            " 75108 75109 75110 75111 75112 75113 75114 75115 75116 75117 75118 75119\n",
            " 75120 75121 75122 75123 75124 75125 75126 75127 75128 75129 75130 75131\n",
            " 75132 75133 75134 75135 75136 75137 75138 75139 75140 75141 75142 75143\n",
            " 75144 75145 75146 75147 75148 75149 75150 75151 75152 75153 75154 75155\n",
            " 75156 75157 75158 75159 75160 75161 75162 75163 75164 75165 75166 75167\n",
            " 75168 75169 75170 75171 75172 75173 75174 75175 75176 75177 75178 75179\n",
            " 75180 75181 75182 75183]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [75184 75185 75186 75187 75188 75189 75190 75191 75192 75193 75194 75195\n",
            " 75196 75197 75198 75199 75200 75201 75202 75203 75204 75205 75206 75207\n",
            " 75208 75209 75210 75211 75212 75213 75214 75215 75216 75217 75218 75219\n",
            " 75220 75221 75222 75223 75224 75225 75226 75227 75228 75229 75230 75231\n",
            " 75232 75233 75234 75235 75236 75237 75238 75239 75240 75241 75242 75243\n",
            " 75244 75245 75246 75247 75248 75249 75250 75251 75252 75253 75254 75255\n",
            " 75256 75257 75258 75259 75260 75261 75262 75263 75264 75265 75266 75267\n",
            " 75268 75269 75270 75271 75272 75273 75274 75275 75276 75277 75278 75279\n",
            " 75280 75281 75282 75283 75284 75285 75286 75287 75288 75289 75290 75291\n",
            " 75292 75293 75294 75295 75296 75297 75298 75299 75300 75301 75302 75303\n",
            " 75304 75305 75306 75307 75308 75309 75310 75311 75312 75313 75314 75315\n",
            " 75316 75317 75318 75319 75320 75321 75322 75323 75324 75325 75326 75327\n",
            " 75328 75329 75330 75331 75332 75333 75334 75335 75336 75337 75338 75339\n",
            " 75340 75341 75342 75343 75344 75345 75346 75347 75348 75349 75350 75351\n",
            " 75352 75353 75354 75355 75356 75357 75358 75359 75360 75361 75362 75363\n",
            " 75364 75365 75366 75367 75368 75369 75370 75371 75372 75373 75374 75375\n",
            " 75376 75377 75378 75379 75380 75381 75382 75383 75384 75385 75386 75387\n",
            " 75388 75389 75390 75391 75392 75393 75394 75395 75396 75397 75398 75399\n",
            " 75400 75401 75402 75403 75404 75405 75406 75407 75408 75409 75410 75411\n",
            " 75412 75413 75414 75415 75416 75417 75418 75419 75420 75421 75422 75423\n",
            " 75424 75425 75426 75427 75428 75429 75430 75431 75432 75433 75434 75435\n",
            " 75436 75437 75438 75439 75440 75441 75442 75443 75444 75445 75446 75447\n",
            " 75448 75449 75450 75451 75452 75453 75454 75455 75456 75457 75458 75459\n",
            " 75460 75461 75462 75463 75464 75465 75466 75467 75468 75469 75470 75471\n",
            " 75472 75473 75474 75475 75476 75477 75478 75479 75480 75481 75482 75483\n",
            " 75484 75485 75486 75487 75488 75489 75490 75491 75492 75493 75494 75495\n",
            " 75496 75497 75498 75499 75500 75501 75502 75503 75504 75505 75506 75507\n",
            " 75508 75509 75510 75511 75512 75513 75514 75515 75516 75517 75518 75519\n",
            " 75520 75521 75522 75523 75524 75525 75526 75527 75528 75529 75530 75531\n",
            " 75532 75533 75534 75535 75536 75537 75538 75539 75540 75541 75542 75543\n",
            " 75544 75545 75546 75547 75548 75549 75550 75551 75552 75553 75554 75555\n",
            " 75556 75557 75558 75559 75560 75561 75562 75563 75564 75565 75566 75567\n",
            " 75568 75569 75570 75571 75572 75573 75574 75575 75576 75577 75578 75579\n",
            " 75580 75581 75582 75583 75584 75585 75586 75587 75588 75589 75590 75591\n",
            " 75592 75593 75594 75595 75596 75597 75598 75599 75600 75601 75602 75603\n",
            " 75604 75605 75606 75607 75608 75609 75610 75611 75612 75613 75614 75615\n",
            " 75616 75617 75618 75619 75620 75621 75622 75623 75624 75625 75626 75627\n",
            " 75628 75629 75630 75631 75632 75633 75634 75635 75636 75637 75638 75639\n",
            " 75640 75641 75642 75643 75644 75645 75646 75647 75648 75649 75650 75651\n",
            " 75652 75653 75654 75655 75656 75657 75658 75659 75660 75661 75662 75663\n",
            " 75664 75665 75666 75667 75668 75669 75670 75671 75672 75673 75674 75675\n",
            " 75676 75677 75678 75679 75680 75681 75682 75683 75684 75685 75686 75687\n",
            " 75688 75689 75690 75691 75692 75693 75694 75695 75696 75697 75698 75699\n",
            " 75700 75701 75702 75703 75704 75705 75706 75707 75708 75709 75710 75711\n",
            " 75712 75713 75714 75715 75716 75717 75718 75719 75720 75721 75722 75723\n",
            " 75724 75725 75726 75727 75728 75729 75730 75731 75732 75733 75734 75735\n",
            " 75736 75737 75738 75739 75740 75741 75742 75743 75744 75745 75746 75747\n",
            " 75748 75749 75750 75751 75752 75753 75754 75755 75756 75757 75758 75759\n",
            " 75760 75761 75762 75763 75764 75765 75766 75767 75768 75769 75770 75771\n",
            " 75772 75773 75774 75775]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [75776 75777 75778 75779 75780 75781 75782 75783 75784 75785 75786 75787\n",
            " 75788 75789 75790 75791 75792 75793 75794 75795 75796 75797 75798 75799\n",
            " 75800 75801 75802 75803 75804 75805 75806 75807 75808 75809 75810 75811\n",
            " 75812 75813 75814 75815 75816 75817 75818 75819 75820 75821 75822 75823\n",
            " 75824 75825 75826 75827 75828 75829 75830 75831 75832 75833 75834 75835\n",
            " 75836 75837 75838 75839 75840 75841 75842 75843 75844 75845 75846 75847\n",
            " 75848 75849 75850 75851 75852 75853 75854 75855 75856 75857 75858 75859\n",
            " 75860 75861 75862 75863 75864 75865 75866 75867 75868 75869 75870 75871\n",
            " 75872 75873 75874 75875 75876 75877 75878 75879 75880 75881 75882 75883\n",
            " 75884 75885 75886 75887 75888 75889 75890 75891 75892 75893 75894 75895\n",
            " 75896 75897 75898 75899 75900 75901 75902 75903 75904 75905 75906 75907\n",
            " 75908 75909 75910 75911 75912 75913 75914 75915 75916 75917 75918 75919\n",
            " 75920 75921 75922 75923 75924 75925 75926 75927 75928 75929 75930 75931\n",
            " 75932 75933 75934 75935 75936 75937 75938 75939 75940 75941 75942 75943\n",
            " 75944 75945 75946 75947 75948 75949 75950 75951 75952 75953 75954 75955\n",
            " 75956 75957 75958 75959 75960 75961 75962 75963 75964 75965 75966 75967\n",
            " 75968 75969 75970 75971 75972 75973 75974 75975 75976 75977 75978 75979\n",
            " 75980 75981 75982 75983 75984 75985 75986 75987 75988 75989 75990 75991\n",
            " 75992 75993 75994 75995 75996 75997 75998 75999 76000 76001 76002 76003\n",
            " 76004 76005 76006 76007 76008 76009 76010 76011 76012 76013 76014 76015\n",
            " 76016 76017 76018 76019 76020 76021 76022 76023 76024 76025 76026 76027\n",
            " 76028 76029 76030 76031 76032 76033 76034 76035 76036 76037 76038 76039\n",
            " 76040 76041 76042 76043 76044 76045 76046 76047 76048 76049 76050 76051\n",
            " 76052 76053 76054 76055 76056 76057 76058 76059 76060 76061 76062 76063\n",
            " 76064 76065 76066 76067 76068 76069 76070 76071 76072 76073 76074 76075\n",
            " 76076 76077 76078 76079 76080 76081 76082 76083 76084 76085 76086 76087\n",
            " 76088 76089 76090 76091 76092 76093 76094 76095 76096 76097 76098 76099\n",
            " 76100 76101 76102 76103 76104 76105 76106 76107 76108 76109 76110 76111\n",
            " 76112 76113 76114 76115 76116 76117 76118 76119 76120 76121 76122 76123\n",
            " 76124 76125 76126 76127 76128 76129 76130 76131 76132 76133 76134 76135\n",
            " 76136 76137 76138 76139 76140 76141 76142 76143 76144 76145 76146 76147\n",
            " 76148 76149 76150 76151 76152 76153 76154 76155 76156 76157 76158 76159\n",
            " 76160 76161 76162 76163 76164 76165 76166 76167 76168 76169 76170 76171\n",
            " 76172 76173 76174 76175 76176 76177 76178 76179 76180 76181 76182 76183\n",
            " 76184 76185 76186 76187 76188 76189 76190 76191 76192 76193 76194 76195\n",
            " 76196 76197 76198 76199 76200 76201 76202 76203 76204 76205 76206 76207\n",
            " 76208 76209 76210 76211 76212 76213 76214 76215 76216 76217 76218 76219\n",
            " 76220 76221 76222 76223 76224 76225 76226 76227 76228 76229 76230 76231\n",
            " 76232 76233 76234 76235 76236 76237 76238 76239 76240 76241 76242 76243\n",
            " 76244 76245 76246 76247 76248 76249 76250 76251 76252 76253 76254 76255\n",
            " 76256 76257 76258 76259 76260 76261 76262 76263 76264 76265 76266 76267\n",
            " 76268 76269 76270 76271 76272 76273 76274 76275 76276 76277 76278 76279\n",
            " 76280 76281 76282 76283 76284 76285 76286 76287 76288 76289 76290 76291\n",
            " 76292 76293 76294 76295 76296 76297 76298 76299 76300 76301 76302 76303\n",
            " 76304 76305 76306 76307 76308 76309 76310 76311 76312 76313 76314 76315\n",
            " 76316 76317 76318 76319 76320 76321 76322 76323 76324 76325 76326 76327\n",
            " 76328 76329 76330 76331 76332 76333 76334 76335 76336 76337 76338 76339\n",
            " 76340 76341 76342 76343 76344 76345 76346 76347 76348 76349 76350 76351\n",
            " 76352 76353 76354 76355 76356 76357 76358 76359 76360 76361 76362 76363\n",
            " 76364 76365 76366 76367]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [76368 76369 76370 76371 76372 76373 76374 76375 76376 76377 76378 76379\n",
            " 76380 76381 76382 76383 76384 76385 76386 76387 76388 76389 76390 76391\n",
            " 76392 76393 76394 76395 76396 76397 76398 76399 76400 76401 76402 76403\n",
            " 76404 76405 76406 76407 76408 76409 76410 76411 76412 76413 76414 76415\n",
            " 76416 76417 76418 76419 76420 76421 76422 76423 76424 76425 76426 76427\n",
            " 76428 76429 76430 76431 76432 76433 76434 76435 76436 76437 76438 76439\n",
            " 76440 76441 76442 76443 76444 76445 76446 76447 76448 76449 76450 76451\n",
            " 76452 76453 76454 76455 76456 76457 76458 76459 76460 76461 76462 76463\n",
            " 76464 76465 76466 76467 76468 76469 76470 76471 76472 76473 76474 76475\n",
            " 76476 76477 76478 76479 76480 76481 76482 76483 76484 76485 76486 76487\n",
            " 76488 76489 76490 76491 76492 76493 76494 76495 76496 76497 76498 76499\n",
            " 76500 76501 76502 76503 76504 76505 76506 76507 76508 76509 76510 76511\n",
            " 76512 76513 76514 76515 76516 76517 76518 76519 76520 76521 76522 76523\n",
            " 76524 76525 76526 76527 76528 76529 76530 76531 76532 76533 76534 76535\n",
            " 76536 76537 76538 76539 76540 76541 76542 76543 76544 76545 76546 76547\n",
            " 76548 76549 76550 76551 76552 76553 76554 76555 76556 76557 76558 76559\n",
            " 76560 76561 76562 76563 76564 76565 76566 76567 76568 76569 76570 76571\n",
            " 76572 76573 76574 76575 76576 76577 76578 76579 76580 76581 76582 76583\n",
            " 76584 76585 76586 76587 76588 76589 76590 76591 76592 76593 76594 76595\n",
            " 76596 76597 76598 76599 76600 76601 76602 76603 76604 76605 76606 76607\n",
            " 76608 76609 76610 76611 76612 76613 76614 76615 76616 76617 76618 76619\n",
            " 76620 76621 76622 76623 76624 76625 76626 76627 76628 76629 76630 76631\n",
            " 76632 76633 76634 76635 76636 76637 76638 76639 76640 76641 76642 76643\n",
            " 76644 76645 76646 76647 76648 76649 76650 76651 76652 76653 76654 76655\n",
            " 76656 76657 76658 76659 76660 76661 76662 76663 76664 76665 76666 76667\n",
            " 76668 76669 76670 76671 76672 76673 76674 76675 76676 76677 76678 76679\n",
            " 76680 76681 76682 76683 76684 76685 76686 76687 76688 76689 76690 76691\n",
            " 76692 76693 76694 76695 76696 76697 76698 76699 76700 76701 76702 76703\n",
            " 76704 76705 76706 76707 76708 76709 76710 76711 76712 76713 76714 76715\n",
            " 76716 76717 76718 76719 76720 76721 76722 76723 76724 76725 76726 76727\n",
            " 76728 76729 76730 76731 76732 76733 76734 76735 76736 76737 76738 76739\n",
            " 76740 76741 76742 76743 76744 76745 76746 76747 76748 76749 76750 76751\n",
            " 76752 76753 76754 76755 76756 76757 76758 76759 76760 76761 76762 76763\n",
            " 76764 76765 76766 76767 76768 76769 76770 76771 76772 76773 76774 76775\n",
            " 76776 76777 76778 76779 76780 76781 76782 76783 76784 76785 76786 76787\n",
            " 76788 76789 76790 76791 76792 76793 76794 76795 76796 76797 76798 76799\n",
            " 76800 76801 76802 76803 76804 76805 76806 76807 76808 76809 76810 76811\n",
            " 76812 76813 76814 76815 76816 76817 76818 76819 76820 76821 76822 76823\n",
            " 76824 76825 76826 76827 76828 76829 76830 76831 76832 76833 76834 76835\n",
            " 76836 76837 76838 76839 76840 76841 76842 76843 76844 76845 76846 76847\n",
            " 76848 76849 76850 76851 76852 76853 76854 76855 76856 76857 76858 76859\n",
            " 76860 76861 76862 76863 76864 76865 76866 76867 76868 76869 76870 76871\n",
            " 76872 76873 76874 76875 76876 76877 76878 76879 76880 76881 76882 76883\n",
            " 76884 76885 76886 76887 76888 76889 76890 76891 76892 76893 76894 76895\n",
            " 76896 76897 76898 76899 76900 76901 76902 76903 76904 76905 76906 76907\n",
            " 76908 76909 76910 76911 76912 76913 76914 76915 76916 76917 76918 76919\n",
            " 76920 76921 76922 76923 76924 76925 76926 76927 76928 76929 76930 76931\n",
            " 76932 76933 76934 76935 76936 76937 76938 76939 76940 76941 76942 76943\n",
            " 76944 76945 76946 76947 76948 76949 76950 76951 76952 76953 76954 76955\n",
            " 76956 76957 76958 76959]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [76960 76961 76962 76963 76964 76965 76966 76967 76968 76969 76970 76971\n",
            " 76972 76973 76974 76975 76976 76977 76978 76979 76980 76981 76982 76983\n",
            " 76984 76985 76986 76987 76988 76989 76990 76991 76992 76993 76994 76995\n",
            " 76996 76997 76998 76999 77000 77001 77002 77003 77004 77005 77006 77007\n",
            " 77008 77009 77010 77011 77012 77013 77014 77015 77016 77017 77018 77019\n",
            " 77020 77021 77022 77023 77024 77025 77026 77027 77028 77029 77030 77031\n",
            " 77032 77033 77034 77035 77036 77037 77038 77039 77040 77041 77042 77043\n",
            " 77044 77045 77046 77047 77048 77049 77050 77051 77052 77053 77054 77055\n",
            " 77056 77057 77058 77059 77060 77061 77062 77063 77064 77065 77066 77067\n",
            " 77068 77069 77070 77071 77072 77073 77074 77075 77076 77077 77078 77079\n",
            " 77080 77081 77082 77083 77084 77085 77086 77087 77088 77089 77090 77091\n",
            " 77092 77093 77094 77095 77096 77097 77098 77099 77100 77101 77102 77103\n",
            " 77104 77105 77106 77107 77108 77109 77110 77111 77112 77113 77114 77115\n",
            " 77116 77117 77118 77119 77120 77121 77122 77123 77124 77125 77126 77127\n",
            " 77128 77129 77130 77131 77132 77133 77134 77135 77136 77137 77138 77139\n",
            " 77140 77141 77142 77143 77144 77145 77146 77147 77148 77149 77150 77151\n",
            " 77152 77153 77154 77155 77156 77157 77158 77159 77160 77161 77162 77163\n",
            " 77164 77165 77166 77167 77168 77169 77170 77171 77172 77173 77174 77175\n",
            " 77176 77177 77178 77179 77180 77181 77182 77183 77184 77185 77186 77187\n",
            " 77188 77189 77190 77191 77192 77193 77194 77195 77196 77197 77198 77199\n",
            " 77200 77201 77202 77203 77204 77205 77206 77207 77208 77209 77210 77211\n",
            " 77212 77213 77214 77215 77216 77217 77218 77219 77220 77221 77222 77223\n",
            " 77224 77225 77226 77227 77228 77229 77230 77231 77232 77233 77234 77235\n",
            " 77236 77237 77238 77239 77240 77241 77242 77243 77244 77245 77246 77247\n",
            " 77248 77249 77250 77251 77252 77253 77254 77255 77256 77257 77258 77259\n",
            " 77260 77261 77262 77263 77264 77265 77266 77267 77268 77269 77270 77271\n",
            " 77272 77273 77274 77275 77276 77277 77278 77279 77280 77281 77282 77283\n",
            " 77284 77285 77286 77287 77288 77289 77290 77291 77292 77293 77294 77295\n",
            " 77296 77297 77298 77299 77300 77301 77302 77303 77304 77305 77306 77307\n",
            " 77308 77309 77310 77311 77312 77313 77314 77315 77316 77317 77318 77319\n",
            " 77320 77321 77322 77323 77324 77325 77326 77327 77328 77329 77330 77331\n",
            " 77332 77333 77334 77335 77336 77337 77338 77339 77340 77341 77342 77343\n",
            " 77344 77345 77346 77347 77348 77349 77350 77351 77352 77353 77354 77355\n",
            " 77356 77357 77358 77359 77360 77361 77362 77363 77364 77365 77366 77367\n",
            " 77368 77369 77370 77371 77372 77373 77374 77375 77376 77377 77378 77379\n",
            " 77380 77381 77382 77383 77384 77385 77386 77387 77388 77389 77390 77391\n",
            " 77392 77393 77394 77395 77396 77397 77398 77399 77400 77401 77402 77403\n",
            " 77404 77405 77406 77407 77408 77409 77410 77411 77412 77413 77414 77415\n",
            " 77416 77417 77418 77419 77420 77421 77422 77423 77424 77425 77426 77427\n",
            " 77428 77429 77430 77431 77432 77433 77434 77435 77436 77437 77438 77439\n",
            " 77440 77441 77442 77443 77444 77445 77446 77447 77448 77449 77450 77451\n",
            " 77452 77453 77454 77455 77456 77457 77458 77459 77460 77461 77462 77463\n",
            " 77464 77465 77466 77467 77468 77469 77470 77471 77472 77473 77474 77475\n",
            " 77476 77477 77478 77479 77480 77481 77482 77483 77484 77485 77486 77487\n",
            " 77488 77489 77490 77491 77492 77493 77494 77495 77496 77497 77498 77499\n",
            " 77500 77501 77502 77503 77504 77505 77506 77507 77508 77509 77510 77511\n",
            " 77512 77513 77514 77515 77516 77517 77518 77519 77520 77521 77522 77523\n",
            " 77524 77525 77526 77527 77528 77529 77530 77531 77532 77533 77534 77535\n",
            " 77536 77537 77538 77539 77540 77541 77542 77543 77544 77545 77546 77547\n",
            " 77548 77549 77550 77551]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [77552 77553 77554 77555 77556 77557 77558 77559 77560 77561 77562 77563\n",
            " 77564 77565 77566 77567 77568 77569 77570 77571 77572 77573 77574 77575\n",
            " 77576 77577 77578 77579 77580 77581 77582 77583 77584 77585 77586 77587\n",
            " 77588 77589 77590 77591 77592 77593 77594 77595 77596 77597 77598 77599\n",
            " 77600 77601 77602 77603 77604 77605 77606 77607 77608 77609 77610 77611\n",
            " 77612 77613 77614 77615 77616 77617 77618 77619 77620 77621 77622 77623\n",
            " 77624 77625 77626 77627 77628 77629 77630 77631 77632 77633 77634 77635\n",
            " 77636 77637 77638 77639 77640 77641 77642 77643 77644 77645 77646 77647\n",
            " 77648 77649 77650 77651 77652 77653 77654 77655 77656 77657 77658 77659\n",
            " 77660 77661 77662 77663 77664 77665 77666 77667 77668 77669 77670 77671\n",
            " 77672 77673 77674 77675 77676 77677 77678 77679 77680 77681 77682 77683\n",
            " 77684 77685 77686 77687 77688 77689 77690 77691 77692 77693 77694 77695\n",
            " 77696 77697 77698 77699 77700 77701 77702 77703 77704 77705 77706 77707\n",
            " 77708 77709 77710 77711 77712 77713 77714 77715 77716 77717 77718 77719\n",
            " 77720 77721 77722 77723 77724 77725 77726 77727 77728 77729 77730 77731\n",
            " 77732 77733 77734 77735 77736 77737 77738 77739 77740 77741 77742 77743\n",
            " 77744 77745 77746 77747 77748 77749 77750 77751 77752 77753 77754 77755\n",
            " 77756 77757 77758 77759 77760 77761 77762 77763 77764 77765 77766 77767\n",
            " 77768 77769 77770 77771 77772 77773 77774 77775 77776 77777 77778 77779\n",
            " 77780 77781 77782 77783 77784 77785 77786 77787 77788 77789 77790 77791\n",
            " 77792 77793 77794 77795 77796 77797 77798 77799 77800 77801 77802 77803\n",
            " 77804 77805 77806 77807 77808 77809 77810 77811 77812 77813 77814 77815\n",
            " 77816 77817 77818 77819 77820 77821 77822 77823 77824 77825 77826 77827\n",
            " 77828 77829 77830 77831 77832 77833 77834 77835 77836 77837 77838 77839\n",
            " 77840 77841 77842 77843 77844 77845 77846 77847 77848 77849 77850 77851\n",
            " 77852 77853 77854 77855 77856 77857 77858 77859 77860 77861 77862 77863\n",
            " 77864 77865 77866 77867 77868 77869 77870 77871 77872 77873 77874 77875\n",
            " 77876 77877 77878 77879 77880 77881 77882 77883 77884 77885 77886 77887\n",
            " 77888 77889 77890 77891 77892 77893 77894 77895 77896 77897 77898 77899\n",
            " 77900 77901 77902 77903 77904 77905 77906 77907 77908 77909 77910 77911\n",
            " 77912 77913 77914 77915 77916 77917 77918 77919 77920 77921 77922 77923\n",
            " 77924 77925 77926 77927 77928 77929 77930 77931 77932 77933 77934 77935\n",
            " 77936 77937 77938 77939 77940 77941 77942 77943 77944 77945 77946 77947\n",
            " 77948 77949 77950 77951 77952 77953 77954 77955 77956 77957 77958 77959\n",
            " 77960 77961 77962 77963 77964 77965 77966 77967 77968 77969 77970 77971\n",
            " 77972 77973 77974 77975 77976 77977 77978 77979 77980 77981 77982 77983\n",
            " 77984 77985 77986 77987 77988 77989 77990 77991 77992 77993 77994 77995\n",
            " 77996 77997 77998 77999 78000 78001 78002 78003 78004 78005 78006 78007\n",
            " 78008 78009 78010 78011 78012 78013 78014 78015 78016 78017 78018 78019\n",
            " 78020 78021 78022 78023 78024 78025 78026 78027 78028 78029 78030 78031\n",
            " 78032 78033 78034 78035 78036 78037 78038 78039 78040 78041 78042 78043\n",
            " 78044 78045 78046 78047 78048 78049 78050 78051 78052 78053 78054 78055\n",
            " 78056 78057 78058 78059 78060 78061 78062 78063 78064 78065 78066 78067\n",
            " 78068 78069 78070 78071 78072 78073 78074 78075 78076 78077 78078 78079\n",
            " 78080 78081 78082 78083 78084 78085 78086 78087 78088 78089 78090 78091\n",
            " 78092 78093 78094 78095 78096 78097 78098 78099 78100 78101 78102 78103\n",
            " 78104 78105 78106 78107 78108 78109 78110 78111 78112 78113 78114 78115\n",
            " 78116 78117 78118 78119 78120 78121 78122 78123 78124 78125 78126 78127\n",
            " 78128 78129 78130 78131 78132 78133 78134 78135 78136 78137 78138 78139\n",
            " 78140 78141 78142 78143]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [78144 78145 78146 78147 78148 78149 78150 78151 78152 78153 78154 78155\n",
            " 78156 78157 78158 78159 78160 78161 78162 78163 78164 78165 78166 78167\n",
            " 78168 78169 78170 78171 78172 78173 78174 78175 78176 78177 78178 78179\n",
            " 78180 78181 78182 78183 78184 78185 78186 78187 78188 78189 78190 78191\n",
            " 78192 78193 78194 78195 78196 78197 78198 78199 78200 78201 78202 78203\n",
            " 78204 78205 78206 78207 78208 78209 78210 78211 78212 78213 78214 78215\n",
            " 78216 78217 78218 78219 78220 78221 78222 78223 78224 78225 78226 78227\n",
            " 78228 78229 78230 78231 78232 78233 78234 78235 78236 78237 78238 78239\n",
            " 78240 78241 78242 78243 78244 78245 78246 78247 78248 78249 78250 78251\n",
            " 78252 78253 78254 78255 78256 78257 78258 78259 78260 78261 78262 78263\n",
            " 78264 78265 78266 78267 78268 78269 78270 78271 78272 78273 78274 78275\n",
            " 78276 78277 78278 78279 78280 78281 78282 78283 78284 78285 78286 78287\n",
            " 78288 78289 78290 78291 78292 78293 78294 78295 78296 78297 78298 78299\n",
            " 78300 78301 78302 78303 78304 78305 78306 78307 78308 78309 78310 78311\n",
            " 78312 78313 78314 78315 78316 78317 78318 78319 78320 78321 78322 78323\n",
            " 78324 78325 78326 78327 78328 78329 78330 78331 78332 78333 78334 78335\n",
            " 78336 78337 78338 78339 78340 78341 78342 78343 78344 78345 78346 78347\n",
            " 78348 78349 78350 78351 78352 78353 78354 78355 78356 78357 78358 78359\n",
            " 78360 78361 78362 78363 78364 78365 78366 78367 78368 78369 78370 78371\n",
            " 78372 78373 78374 78375 78376 78377 78378 78379 78380 78381 78382 78383\n",
            " 78384 78385 78386 78387 78388 78389 78390 78391 78392 78393 78394 78395\n",
            " 78396 78397 78398 78399 78400 78401 78402 78403 78404 78405 78406 78407\n",
            " 78408 78409 78410 78411 78412 78413 78414 78415 78416 78417 78418 78419\n",
            " 78420 78421 78422 78423 78424 78425 78426 78427 78428 78429 78430 78431\n",
            " 78432 78433 78434 78435 78436 78437 78438 78439 78440 78441 78442 78443\n",
            " 78444 78445 78446 78447 78448 78449 78450 78451 78452 78453 78454 78455\n",
            " 78456 78457 78458 78459 78460 78461 78462 78463 78464 78465 78466 78467\n",
            " 78468 78469 78470 78471 78472 78473 78474 78475 78476 78477 78478 78479\n",
            " 78480 78481 78482 78483 78484 78485 78486 78487 78488 78489 78490 78491\n",
            " 78492 78493 78494 78495 78496 78497 78498 78499 78500 78501 78502 78503\n",
            " 78504 78505 78506 78507 78508 78509 78510 78511 78512 78513 78514 78515\n",
            " 78516 78517 78518 78519 78520 78521 78522 78523 78524 78525 78526 78527\n",
            " 78528 78529 78530 78531 78532 78533 78534 78535 78536 78537 78538 78539\n",
            " 78540 78541 78542 78543 78544 78545 78546 78547 78548 78549 78550 78551\n",
            " 78552 78553 78554 78555 78556 78557 78558 78559 78560 78561 78562 78563\n",
            " 78564 78565 78566 78567 78568 78569 78570 78571 78572 78573 78574 78575\n",
            " 78576 78577 78578 78579 78580 78581 78582 78583 78584 78585 78586 78587\n",
            " 78588 78589 78590 78591 78592 78593 78594 78595 78596 78597 78598 78599\n",
            " 78600 78601 78602 78603 78604 78605 78606 78607 78608 78609 78610 78611\n",
            " 78612 78613 78614 78615 78616 78617 78618 78619 78620 78621 78622 78623\n",
            " 78624 78625 78626 78627 78628 78629 78630 78631 78632 78633 78634 78635\n",
            " 78636 78637 78638 78639 78640 78641 78642 78643 78644 78645 78646 78647\n",
            " 78648 78649 78650 78651 78652 78653 78654 78655 78656 78657 78658 78659\n",
            " 78660 78661 78662 78663 78664 78665 78666 78667 78668 78669 78670 78671\n",
            " 78672 78673 78674 78675 78676 78677 78678 78679 78680 78681 78682 78683\n",
            " 78684 78685 78686 78687 78688 78689 78690 78691 78692 78693 78694 78695\n",
            " 78696 78697 78698 78699 78700 78701 78702 78703 78704 78705 78706 78707\n",
            " 78708 78709 78710 78711 78712 78713 78714 78715 78716 78717 78718 78719\n",
            " 78720 78721 78722 78723 78724 78725 78726 78727 78728 78729 78730 78731\n",
            " 78732 78733 78734 78735]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [78736 78737 78738 78739 78740 78741 78742 78743 78744 78745 78746 78747\n",
            " 78748 78749 78750 78751 78752 78753 78754 78755 78756 78757 78758 78759\n",
            " 78760 78761 78762 78763 78764 78765 78766 78767 78768 78769 78770 78771\n",
            " 78772 78773 78774 78775 78776 78777 78778 78779 78780 78781 78782 78783\n",
            " 78784 78785 78786 78787 78788 78789 78790 78791 78792 78793 78794 78795\n",
            " 78796 78797 78798 78799 78800 78801 78802 78803 78804 78805 78806 78807\n",
            " 78808 78809 78810 78811 78812 78813 78814 78815 78816 78817 78818 78819\n",
            " 78820 78821 78822 78823 78824 78825 78826 78827 78828 78829 78830 78831\n",
            " 78832 78833 78834 78835 78836 78837 78838 78839 78840 78841 78842 78843\n",
            " 78844 78845 78846 78847 78848 78849 78850 78851 78852 78853 78854 78855\n",
            " 78856 78857 78858 78859 78860 78861 78862 78863 78864 78865 78866 78867\n",
            " 78868 78869 78870 78871 78872 78873 78874 78875 78876 78877 78878 78879\n",
            " 78880 78881 78882 78883 78884 78885 78886 78887 78888 78889 78890 78891\n",
            " 78892 78893 78894 78895 78896 78897 78898 78899 78900 78901 78902 78903\n",
            " 78904 78905 78906 78907 78908 78909 78910 78911 78912 78913 78914 78915\n",
            " 78916 78917 78918 78919 78920 78921 78922 78923 78924 78925 78926 78927\n",
            " 78928 78929 78930 78931 78932 78933 78934 78935 78936 78937 78938 78939\n",
            " 78940 78941 78942 78943 78944 78945 78946 78947 78948 78949 78950 78951\n",
            " 78952 78953 78954 78955 78956 78957 78958 78959 78960 78961 78962 78963\n",
            " 78964 78965 78966 78967 78968 78969 78970 78971 78972 78973 78974 78975\n",
            " 78976 78977 78978 78979 78980 78981 78982 78983 78984 78985 78986 78987\n",
            " 78988 78989 78990 78991 78992 78993 78994 78995 78996 78997 78998 78999\n",
            " 79000 79001 79002 79003 79004 79005 79006 79007 79008 79009 79010 79011\n",
            " 79012 79013 79014 79015 79016 79017 79018 79019 79020 79021 79022 79023\n",
            " 79024 79025 79026 79027 79028 79029 79030 79031 79032 79033 79034 79035\n",
            " 79036 79037 79038 79039 79040 79041 79042 79043 79044 79045 79046 79047\n",
            " 79048 79049 79050 79051 79052 79053 79054 79055 79056 79057 79058 79059\n",
            " 79060 79061 79062 79063 79064 79065 79066 79067 79068 79069 79070 79071\n",
            " 79072 79073 79074 79075 79076 79077 79078 79079 79080 79081 79082 79083\n",
            " 79084 79085 79086 79087 79088 79089 79090 79091 79092 79093 79094 79095\n",
            " 79096 79097 79098 79099 79100 79101 79102 79103 79104 79105 79106 79107\n",
            " 79108 79109 79110 79111 79112 79113 79114 79115 79116 79117 79118 79119\n",
            " 79120 79121 79122 79123 79124 79125 79126 79127 79128 79129 79130 79131\n",
            " 79132 79133 79134 79135 79136 79137 79138 79139 79140 79141 79142 79143\n",
            " 79144 79145 79146 79147 79148 79149 79150 79151 79152 79153 79154 79155\n",
            " 79156 79157 79158 79159 79160 79161 79162 79163 79164 79165 79166 79167\n",
            " 79168 79169 79170 79171 79172 79173 79174 79175 79176 79177 79178 79179\n",
            " 79180 79181 79182 79183 79184 79185 79186 79187 79188 79189 79190 79191\n",
            " 79192 79193 79194 79195 79196 79197 79198 79199 79200 79201 79202 79203\n",
            " 79204 79205 79206 79207 79208 79209 79210 79211 79212 79213 79214 79215\n",
            " 79216 79217 79218 79219 79220 79221 79222 79223 79224 79225 79226 79227\n",
            " 79228 79229 79230 79231 79232 79233 79234 79235 79236 79237 79238 79239\n",
            " 79240 79241 79242 79243 79244 79245 79246 79247 79248 79249 79250 79251\n",
            " 79252 79253 79254 79255 79256 79257 79258 79259 79260 79261 79262 79263\n",
            " 79264 79265 79266 79267 79268 79269 79270 79271 79272 79273 79274 79275\n",
            " 79276 79277 79278 79279 79280 79281 79282 79283 79284 79285 79286 79287\n",
            " 79288 79289 79290 79291 79292 79293 79294 79295 79296 79297 79298 79299\n",
            " 79300 79301 79302 79303 79304 79305 79306 79307 79308 79309 79310 79311\n",
            " 79312 79313 79314 79315 79316 79317 79318 79319 79320 79321 79322 79323\n",
            " 79324 79325 79326 79327]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [79328 79329 79330 79331 79332 79333 79334 79335 79336 79337 79338 79339\n",
            " 79340 79341 79342 79343 79344 79345 79346 79347 79348 79349 79350 79351\n",
            " 79352 79353 79354 79355 79356 79357 79358 79359 79360 79361 79362 79363\n",
            " 79364 79365 79366 79367 79368 79369 79370 79371 79372 79373 79374 79375\n",
            " 79376 79377 79378 79379 79380 79381 79382 79383 79384 79385 79386 79387\n",
            " 79388 79389 79390 79391 79392 79393 79394 79395 79396 79397 79398 79399\n",
            " 79400 79401 79402 79403 79404 79405 79406 79407 79408 79409 79410 79411\n",
            " 79412 79413 79414 79415 79416 79417 79418 79419 79420 79421 79422 79423\n",
            " 79424 79425 79426 79427 79428 79429 79430 79431 79432 79433 79434 79435\n",
            " 79436 79437 79438 79439 79440 79441 79442 79443 79444 79445 79446 79447\n",
            " 79448 79449 79450 79451 79452 79453 79454 79455 79456 79457 79458 79459\n",
            " 79460 79461 79462 79463 79464 79465 79466 79467 79468 79469 79470 79471\n",
            " 79472 79473 79474 79475 79476 79477 79478 79479 79480 79481 79482 79483\n",
            " 79484 79485 79486 79487 79488 79489 79490 79491 79492 79493 79494 79495\n",
            " 79496 79497 79498 79499 79500 79501 79502 79503 79504 79505 79506 79507\n",
            " 79508 79509 79510 79511 79512 79513 79514 79515 79516 79517 79518 79519\n",
            " 79520 79521 79522 79523 79524 79525 79526 79527 79528 79529 79530 79531\n",
            " 79532 79533 79534 79535 79536 79537 79538 79539 79540 79541 79542 79543\n",
            " 79544 79545 79546 79547 79548 79549 79550 79551 79552 79553 79554 79555\n",
            " 79556 79557 79558 79559 79560 79561 79562 79563 79564 79565 79566 79567\n",
            " 79568 79569 79570 79571 79572 79573 79574 79575 79576 79577 79578 79579\n",
            " 79580 79581 79582 79583 79584 79585 79586 79587 79588 79589 79590 79591\n",
            " 79592 79593 79594 79595 79596 79597 79598 79599 79600 79601 79602 79603\n",
            " 79604 79605 79606 79607 79608 79609 79610 79611 79612 79613 79614 79615\n",
            " 79616 79617 79618 79619 79620 79621 79622 79623 79624 79625 79626 79627\n",
            " 79628 79629 79630 79631 79632 79633 79634 79635 79636 79637 79638 79639\n",
            " 79640 79641 79642 79643 79644 79645 79646 79647 79648 79649 79650 79651\n",
            " 79652 79653 79654 79655 79656 79657 79658 79659 79660 79661 79662 79663\n",
            " 79664 79665 79666 79667 79668 79669 79670 79671 79672 79673 79674 79675\n",
            " 79676 79677 79678 79679 79680 79681 79682 79683 79684 79685 79686 79687\n",
            " 79688 79689 79690 79691 79692 79693 79694 79695 79696 79697 79698 79699\n",
            " 79700 79701 79702 79703 79704 79705 79706 79707 79708 79709 79710 79711\n",
            " 79712 79713 79714 79715 79716 79717 79718 79719 79720 79721 79722 79723\n",
            " 79724 79725 79726 79727 79728 79729 79730 79731 79732 79733 79734 79735\n",
            " 79736 79737 79738 79739 79740 79741 79742 79743 79744 79745 79746 79747\n",
            " 79748 79749 79750 79751 79752 79753 79754 79755 79756 79757 79758 79759\n",
            " 79760 79761 79762 79763 79764 79765 79766 79767 79768 79769 79770 79771\n",
            " 79772 79773 79774 79775 79776 79777 79778 79779 79780 79781 79782 79783\n",
            " 79784 79785 79786 79787 79788 79789 79790 79791 79792 79793 79794 79795\n",
            " 79796 79797 79798 79799 79800 79801 79802 79803 79804 79805 79806 79807\n",
            " 79808 79809 79810 79811 79812 79813 79814 79815 79816 79817 79818 79819\n",
            " 79820 79821 79822 79823 79824 79825 79826 79827 79828 79829 79830 79831\n",
            " 79832 79833 79834 79835 79836 79837 79838 79839 79840 79841 79842 79843\n",
            " 79844 79845 79846 79847 79848 79849 79850 79851 79852 79853 79854 79855\n",
            " 79856 79857 79858 79859 79860 79861 79862 79863 79864 79865 79866 79867\n",
            " 79868 79869 79870 79871 79872 79873 79874 79875 79876 79877 79878 79879\n",
            " 79880 79881 79882 79883 79884 79885 79886 79887 79888 79889 79890 79891\n",
            " 79892 79893 79894 79895 79896 79897 79898 79899 79900 79901 79902 79903\n",
            " 79904 79905 79906 79907 79908 79909 79910 79911 79912 79913 79914 79915\n",
            " 79916 79917 79918 79919]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [79920 79921 79922 79923 79924 79925 79926 79927 79928 79929 79930 79931\n",
            " 79932 79933 79934 79935 79936 79937 79938 79939 79940 79941 79942 79943\n",
            " 79944 79945 79946 79947 79948 79949 79950 79951 79952 79953 79954 79955\n",
            " 79956 79957 79958 79959 79960 79961 79962 79963 79964 79965 79966 79967\n",
            " 79968 79969 79970 79971 79972 79973 79974 79975 79976 79977 79978 79979\n",
            " 79980 79981 79982 79983 79984 79985 79986 79987 79988 79989 79990 79991\n",
            " 79992 79993 79994 79995 79996 79997 79998 79999 80000 80001 80002 80003\n",
            " 80004 80005 80006 80007 80008 80009 80010 80011 80012 80013 80014 80015\n",
            " 80016 80017 80018 80019 80020 80021 80022 80023 80024 80025 80026 80027\n",
            " 80028 80029 80030 80031 80032 80033 80034 80035 80036 80037 80038 80039\n",
            " 80040 80041 80042 80043 80044 80045 80046 80047 80048 80049 80050 80051\n",
            " 80052 80053 80054 80055 80056 80057 80058 80059 80060 80061 80062 80063\n",
            " 80064 80065 80066 80067 80068 80069 80070 80071 80072 80073 80074 80075\n",
            " 80076 80077 80078 80079 80080 80081 80082 80083 80084 80085 80086 80087\n",
            " 80088 80089 80090 80091 80092 80093 80094 80095 80096 80097 80098 80099\n",
            " 80100 80101 80102 80103 80104 80105 80106 80107 80108 80109 80110 80111\n",
            " 80112 80113 80114 80115 80116 80117 80118 80119 80120 80121 80122 80123\n",
            " 80124 80125 80126 80127 80128 80129 80130 80131 80132 80133 80134 80135\n",
            " 80136 80137 80138 80139 80140 80141 80142 80143 80144 80145 80146 80147\n",
            " 80148 80149 80150 80151 80152 80153 80154 80155 80156 80157 80158 80159\n",
            " 80160 80161 80162 80163 80164 80165 80166 80167 80168 80169 80170 80171\n",
            " 80172 80173 80174 80175 80176 80177 80178 80179 80180 80181 80182 80183\n",
            " 80184 80185 80186 80187 80188 80189 80190 80191 80192 80193 80194 80195\n",
            " 80196 80197 80198 80199 80200 80201 80202 80203 80204 80205 80206 80207\n",
            " 80208 80209 80210 80211 80212 80213 80214 80215 80216 80217 80218 80219\n",
            " 80220 80221 80222 80223 80224 80225 80226 80227 80228 80229 80230 80231\n",
            " 80232 80233 80234 80235 80236 80237 80238 80239 80240 80241 80242 80243\n",
            " 80244 80245 80246 80247 80248 80249 80250 80251 80252 80253 80254 80255\n",
            " 80256 80257 80258 80259 80260 80261 80262 80263 80264 80265 80266 80267\n",
            " 80268 80269 80270 80271 80272 80273 80274 80275 80276 80277 80278 80279\n",
            " 80280 80281 80282 80283 80284 80285 80286 80287 80288 80289 80290 80291\n",
            " 80292 80293 80294 80295 80296 80297 80298 80299 80300 80301 80302 80303\n",
            " 80304 80305 80306 80307 80308 80309 80310 80311 80312 80313 80314 80315\n",
            " 80316 80317 80318 80319 80320 80321 80322 80323 80324 80325 80326 80327\n",
            " 80328 80329 80330 80331 80332 80333 80334 80335 80336 80337 80338 80339\n",
            " 80340 80341 80342 80343 80344 80345 80346 80347 80348 80349 80350 80351\n",
            " 80352 80353 80354 80355 80356 80357 80358 80359 80360 80361 80362 80363\n",
            " 80364 80365 80366 80367 80368 80369 80370 80371 80372 80373 80374 80375\n",
            " 80376 80377 80378 80379 80380 80381 80382 80383 80384 80385 80386 80387\n",
            " 80388 80389 80390 80391 80392 80393 80394 80395 80396 80397 80398 80399\n",
            " 80400 80401 80402 80403 80404 80405 80406 80407 80408 80409 80410 80411\n",
            " 80412 80413 80414 80415 80416 80417 80418 80419 80420 80421 80422 80423\n",
            " 80424 80425 80426 80427 80428 80429 80430 80431 80432 80433 80434 80435\n",
            " 80436 80437 80438 80439 80440 80441 80442 80443 80444 80445 80446 80447\n",
            " 80448 80449 80450 80451 80452 80453 80454 80455 80456 80457 80458 80459\n",
            " 80460 80461 80462 80463 80464 80465 80466 80467 80468 80469 80470 80471\n",
            " 80472 80473 80474 80475 80476 80477 80478 80479 80480 80481 80482 80483\n",
            " 80484 80485 80486 80487 80488 80489 80490 80491 80492 80493 80494 80495\n",
            " 80496 80497 80498 80499 80500 80501 80502 80503 80504 80505 80506 80507\n",
            " 80508 80509 80510 80511]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [80512 80513 80514 80515 80516 80517 80518 80519 80520 80521 80522 80523\n",
            " 80524 80525 80526 80527 80528 80529 80530 80531 80532 80533 80534 80535\n",
            " 80536 80537 80538 80539 80540 80541 80542 80543 80544 80545 80546 80547\n",
            " 80548 80549 80550 80551 80552 80553 80554 80555 80556 80557 80558 80559\n",
            " 80560 80561 80562 80563 80564 80565 80566 80567 80568 80569 80570 80571\n",
            " 80572 80573 80574 80575 80576 80577 80578 80579 80580 80581 80582 80583\n",
            " 80584 80585 80586 80587 80588 80589 80590 80591 80592 80593 80594 80595\n",
            " 80596 80597 80598 80599 80600 80601 80602 80603 80604 80605 80606 80607\n",
            " 80608 80609 80610 80611 80612 80613 80614 80615 80616 80617 80618 80619\n",
            " 80620 80621 80622 80623 80624 80625 80626 80627 80628 80629 80630 80631\n",
            " 80632 80633 80634 80635 80636 80637 80638 80639 80640 80641 80642 80643\n",
            " 80644 80645 80646 80647 80648 80649 80650 80651 80652 80653 80654 80655\n",
            " 80656 80657 80658 80659 80660 80661 80662 80663 80664 80665 80666 80667\n",
            " 80668 80669 80670 80671 80672 80673 80674 80675 80676 80677 80678 80679\n",
            " 80680 80681 80682 80683 80684 80685 80686 80687 80688 80689 80690 80691\n",
            " 80692 80693 80694 80695 80696 80697 80698 80699 80700 80701 80702 80703\n",
            " 80704 80705 80706 80707 80708 80709 80710 80711 80712 80713 80714 80715\n",
            " 80716 80717 80718 80719 80720 80721 80722 80723 80724 80725 80726 80727\n",
            " 80728 80729 80730 80731 80732 80733 80734 80735 80736 80737 80738 80739\n",
            " 80740 80741 80742 80743 80744 80745 80746 80747 80748 80749 80750 80751\n",
            " 80752 80753 80754 80755 80756 80757 80758 80759 80760 80761 80762 80763\n",
            " 80764 80765 80766 80767 80768 80769 80770 80771 80772 80773 80774 80775\n",
            " 80776 80777 80778 80779 80780 80781 80782 80783 80784 80785 80786 80787\n",
            " 80788 80789 80790 80791 80792 80793 80794 80795 80796 80797 80798 80799\n",
            " 80800 80801 80802 80803 80804 80805 80806 80807 80808 80809 80810 80811\n",
            " 80812 80813 80814 80815 80816 80817 80818 80819 80820 80821 80822 80823\n",
            " 80824 80825 80826 80827 80828 80829 80830 80831 80832 80833 80834 80835\n",
            " 80836 80837 80838 80839 80840 80841 80842 80843 80844 80845 80846 80847\n",
            " 80848 80849 80850 80851 80852 80853 80854 80855 80856 80857 80858 80859\n",
            " 80860 80861 80862 80863 80864 80865 80866 80867 80868 80869 80870 80871\n",
            " 80872 80873 80874 80875 80876 80877 80878 80879 80880 80881 80882 80883\n",
            " 80884 80885 80886 80887 80888 80889 80890 80891 80892 80893 80894 80895\n",
            " 80896 80897 80898 80899 80900 80901 80902 80903 80904 80905 80906 80907\n",
            " 80908 80909 80910 80911 80912 80913 80914 80915 80916 80917 80918 80919\n",
            " 80920 80921 80922 80923 80924 80925 80926 80927 80928 80929 80930 80931\n",
            " 80932 80933 80934 80935 80936 80937 80938 80939 80940 80941 80942 80943\n",
            " 80944 80945 80946 80947 80948 80949 80950 80951 80952 80953 80954 80955\n",
            " 80956 80957 80958 80959 80960 80961 80962 80963 80964 80965 80966 80967\n",
            " 80968 80969 80970 80971 80972 80973 80974 80975 80976 80977 80978 80979\n",
            " 80980 80981 80982 80983 80984 80985 80986 80987 80988 80989 80990 80991\n",
            " 80992 80993 80994 80995 80996 80997 80998 80999 81000 81001 81002 81003\n",
            " 81004 81005 81006 81007 81008 81009 81010 81011 81012 81013 81014 81015\n",
            " 81016 81017 81018 81019 81020 81021 81022 81023 81024 81025 81026 81027\n",
            " 81028 81029 81030 81031 81032 81033 81034 81035 81036 81037 81038 81039\n",
            " 81040 81041 81042 81043 81044 81045 81046 81047 81048 81049 81050 81051\n",
            " 81052 81053 81054 81055 81056 81057 81058 81059 81060 81061 81062 81063\n",
            " 81064 81065 81066 81067 81068 81069 81070 81071 81072 81073 81074 81075\n",
            " 81076 81077 81078 81079 81080 81081 81082 81083 81084 81085 81086 81087\n",
            " 81088 81089 81090 81091 81092 81093 81094 81095 81096 81097 81098 81099\n",
            " 81100 81101 81102 81103]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [81104 81105 81106 81107 81108 81109 81110 81111 81112 81113 81114 81115\n",
            " 81116 81117 81118 81119 81120 81121 81122 81123 81124 81125 81126 81127\n",
            " 81128 81129 81130 81131 81132 81133 81134 81135 81136 81137 81138 81139\n",
            " 81140 81141 81142 81143 81144 81145 81146 81147 81148 81149 81150 81151\n",
            " 81152 81153 81154 81155 81156 81157 81158 81159 81160 81161 81162 81163\n",
            " 81164 81165 81166 81167 81168 81169 81170 81171 81172 81173 81174 81175\n",
            " 81176 81177 81178 81179 81180 81181 81182 81183 81184 81185 81186 81187\n",
            " 81188 81189 81190 81191 81192 81193 81194 81195 81196 81197 81198 81199\n",
            " 81200 81201 81202 81203 81204 81205 81206 81207 81208 81209 81210 81211\n",
            " 81212 81213 81214 81215 81216 81217 81218 81219 81220 81221 81222 81223\n",
            " 81224 81225 81226 81227 81228 81229 81230 81231 81232 81233 81234 81235\n",
            " 81236 81237 81238 81239 81240 81241 81242 81243 81244 81245 81246 81247\n",
            " 81248 81249 81250 81251 81252 81253 81254 81255 81256 81257 81258 81259\n",
            " 81260 81261 81262 81263 81264 81265 81266 81267 81268 81269 81270 81271\n",
            " 81272 81273 81274 81275 81276 81277 81278 81279 81280 81281 81282 81283\n",
            " 81284 81285 81286 81287 81288 81289 81290 81291 81292 81293 81294 81295\n",
            " 81296 81297 81298 81299 81300 81301 81302 81303 81304 81305 81306 81307\n",
            " 81308 81309 81310 81311 81312 81313 81314 81315 81316 81317 81318 81319\n",
            " 81320 81321 81322 81323 81324 81325 81326 81327 81328 81329 81330 81331\n",
            " 81332 81333 81334 81335 81336 81337 81338 81339 81340 81341 81342 81343\n",
            " 81344 81345 81346 81347 81348 81349 81350 81351 81352 81353 81354 81355\n",
            " 81356 81357 81358 81359 81360 81361 81362 81363 81364 81365 81366 81367\n",
            " 81368 81369 81370 81371 81372 81373 81374 81375 81376 81377 81378 81379\n",
            " 81380 81381 81382 81383 81384 81385 81386 81387 81388 81389 81390 81391\n",
            " 81392 81393 81394 81395 81396 81397 81398 81399 81400 81401 81402 81403\n",
            " 81404 81405 81406 81407 81408 81409 81410 81411 81412 81413 81414 81415\n",
            " 81416 81417 81418 81419 81420 81421 81422 81423 81424 81425 81426 81427\n",
            " 81428 81429 81430 81431 81432 81433 81434 81435 81436 81437 81438 81439\n",
            " 81440 81441 81442 81443 81444 81445 81446 81447 81448 81449 81450 81451\n",
            " 81452 81453 81454 81455 81456 81457 81458 81459 81460 81461 81462 81463\n",
            " 81464 81465 81466 81467 81468 81469 81470 81471 81472 81473 81474 81475\n",
            " 81476 81477 81478 81479 81480 81481 81482 81483 81484 81485 81486 81487\n",
            " 81488 81489 81490 81491 81492 81493 81494 81495 81496 81497 81498 81499\n",
            " 81500 81501 81502 81503 81504 81505 81506 81507 81508 81509 81510 81511\n",
            " 81512 81513 81514 81515 81516 81517 81518 81519 81520 81521 81522 81523\n",
            " 81524 81525 81526 81527 81528 81529 81530 81531 81532 81533 81534 81535\n",
            " 81536 81537 81538 81539 81540 81541 81542 81543 81544 81545 81546 81547\n",
            " 81548 81549 81550 81551 81552 81553 81554 81555 81556 81557 81558 81559\n",
            " 81560 81561 81562 81563 81564 81565 81566 81567 81568 81569 81570 81571\n",
            " 81572 81573 81574 81575 81576 81577 81578 81579 81580 81581 81582 81583\n",
            " 81584 81585 81586 81587 81588 81589 81590 81591 81592 81593 81594 81595\n",
            " 81596 81597 81598 81599 81600 81601 81602 81603 81604 81605 81606 81607\n",
            " 81608 81609 81610 81611 81612 81613 81614 81615 81616 81617 81618 81619\n",
            " 81620 81621 81622 81623 81624 81625 81626 81627 81628 81629 81630 81631\n",
            " 81632 81633 81634 81635 81636 81637 81638 81639 81640 81641 81642 81643\n",
            " 81644 81645 81646 81647 81648 81649 81650 81651 81652 81653 81654 81655\n",
            " 81656 81657 81658 81659 81660 81661 81662 81663 81664 81665 81666 81667\n",
            " 81668 81669 81670 81671 81672 81673 81674 81675 81676 81677 81678 81679\n",
            " 81680 81681 81682 81683 81684 81685 81686 81687 81688 81689 81690 81691\n",
            " 81692 81693 81694 81695]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [81696 81697 81698 81699 81700 81701 81702 81703 81704 81705 81706 81707\n",
            " 81708 81709 81710 81711 81712 81713 81714 81715 81716 81717 81718 81719\n",
            " 81720 81721 81722 81723 81724 81725 81726 81727 81728 81729 81730 81731\n",
            " 81732 81733 81734 81735 81736 81737 81738 81739 81740 81741 81742 81743\n",
            " 81744 81745 81746 81747 81748 81749 81750 81751 81752 81753 81754 81755\n",
            " 81756 81757 81758 81759 81760 81761 81762 81763 81764 81765 81766 81767\n",
            " 81768 81769 81770 81771 81772 81773 81774 81775 81776 81777 81778 81779\n",
            " 81780 81781 81782 81783 81784 81785 81786 81787 81788 81789 81790 81791\n",
            " 81792 81793 81794 81795 81796 81797 81798 81799 81800 81801 81802 81803\n",
            " 81804 81805 81806 81807 81808 81809 81810 81811 81812 81813 81814 81815\n",
            " 81816 81817 81818 81819 81820 81821 81822 81823 81824 81825 81826 81827\n",
            " 81828 81829 81830 81831 81832 81833 81834 81835 81836 81837 81838 81839\n",
            " 81840 81841 81842 81843 81844 81845 81846 81847 81848 81849 81850 81851\n",
            " 81852 81853 81854 81855 81856 81857 81858 81859 81860 81861 81862 81863\n",
            " 81864 81865 81866 81867 81868 81869 81870 81871 81872 81873 81874 81875\n",
            " 81876 81877 81878 81879 81880 81881 81882 81883 81884 81885 81886 81887\n",
            " 81888 81889 81890 81891 81892 81893 81894 81895 81896 81897 81898 81899\n",
            " 81900 81901 81902 81903 81904 81905 81906 81907 81908 81909 81910 81911\n",
            " 81912 81913 81914 81915 81916 81917 81918 81919 81920 81921 81922 81923\n",
            " 81924 81925 81926 81927 81928 81929 81930 81931 81932 81933 81934 81935\n",
            " 81936 81937 81938 81939 81940 81941 81942 81943 81944 81945 81946 81947\n",
            " 81948 81949 81950 81951 81952 81953 81954 81955 81956 81957 81958 81959\n",
            " 81960 81961 81962 81963 81964 81965 81966 81967 81968 81969 81970 81971\n",
            " 81972 81973 81974 81975 81976 81977 81978 81979 81980 81981 81982 81983\n",
            " 81984 81985 81986 81987 81988 81989 81990 81991 81992 81993 81994 81995\n",
            " 81996 81997 81998 81999 82000 82001 82002 82003 82004 82005 82006 82007\n",
            " 82008 82009 82010 82011 82012 82013 82014 82015 82016 82017 82018 82019\n",
            " 82020 82021 82022 82023 82024 82025 82026 82027 82028 82029 82030 82031\n",
            " 82032 82033 82034 82035 82036 82037 82038 82039 82040 82041 82042 82043\n",
            " 82044 82045 82046 82047 82048 82049 82050 82051 82052 82053 82054 82055\n",
            " 82056 82057 82058 82059 82060 82061 82062 82063 82064 82065 82066 82067\n",
            " 82068 82069 82070 82071 82072 82073 82074 82075 82076 82077 82078 82079\n",
            " 82080 82081 82082 82083 82084 82085 82086 82087 82088 82089 82090 82091\n",
            " 82092 82093 82094 82095 82096 82097 82098 82099 82100 82101 82102 82103\n",
            " 82104 82105 82106 82107 82108 82109 82110 82111 82112 82113 82114 82115\n",
            " 82116 82117 82118 82119 82120 82121 82122 82123 82124 82125 82126 82127\n",
            " 82128 82129 82130 82131 82132 82133 82134 82135 82136 82137 82138 82139\n",
            " 82140 82141 82142 82143 82144 82145 82146 82147 82148 82149 82150 82151\n",
            " 82152 82153 82154 82155 82156 82157 82158 82159 82160 82161 82162 82163\n",
            " 82164 82165 82166 82167 82168 82169 82170 82171 82172 82173 82174 82175\n",
            " 82176 82177 82178 82179 82180 82181 82182 82183 82184 82185 82186 82187\n",
            " 82188 82189 82190 82191 82192 82193 82194 82195 82196 82197 82198 82199\n",
            " 82200 82201 82202 82203 82204 82205 82206 82207 82208 82209 82210 82211\n",
            " 82212 82213 82214 82215 82216 82217 82218 82219 82220 82221 82222 82223\n",
            " 82224 82225 82226 82227 82228 82229 82230 82231 82232 82233 82234 82235\n",
            " 82236 82237 82238 82239 82240 82241 82242 82243 82244 82245 82246 82247\n",
            " 82248 82249 82250 82251 82252 82253 82254 82255 82256 82257 82258 82259\n",
            " 82260 82261 82262 82263 82264 82265 82266 82267 82268 82269 82270 82271\n",
            " 82272 82273 82274 82275 82276 82277 82278 82279 82280 82281 82282 82283\n",
            " 82284 82285 82286 82287]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [82288 82289 82290 82291 82292 82293 82294 82295 82296 82297 82298 82299\n",
            " 82300 82301 82302 82303 82304 82305 82306 82307 82308 82309 82310 82311\n",
            " 82312 82313 82314 82315 82316 82317 82318 82319 82320 82321 82322 82323\n",
            " 82324 82325 82326 82327 82328 82329 82330 82331 82332 82333 82334 82335\n",
            " 82336 82337 82338 82339 82340 82341 82342 82343 82344 82345 82346 82347\n",
            " 82348 82349 82350 82351 82352 82353 82354 82355 82356 82357 82358 82359\n",
            " 82360 82361 82362 82363 82364 82365 82366 82367 82368 82369 82370 82371\n",
            " 82372 82373 82374 82375 82376 82377 82378 82379 82380 82381 82382 82383\n",
            " 82384 82385 82386 82387 82388 82389 82390 82391 82392 82393 82394 82395\n",
            " 82396 82397 82398 82399 82400 82401 82402 82403 82404 82405 82406 82407\n",
            " 82408 82409 82410 82411 82412 82413 82414 82415 82416 82417 82418 82419\n",
            " 82420 82421 82422 82423 82424 82425 82426 82427 82428 82429 82430 82431\n",
            " 82432 82433 82434 82435 82436 82437 82438 82439 82440 82441 82442 82443\n",
            " 82444 82445 82446 82447 82448 82449 82450 82451 82452 82453 82454 82455\n",
            " 82456 82457 82458 82459 82460 82461 82462 82463 82464 82465 82466 82467\n",
            " 82468 82469 82470 82471 82472 82473 82474 82475 82476 82477 82478 82479\n",
            " 82480 82481 82482 82483 82484 82485 82486 82487 82488 82489 82490 82491\n",
            " 82492 82493 82494 82495 82496 82497 82498 82499 82500 82501 82502 82503\n",
            " 82504 82505 82506 82507 82508 82509 82510 82511 82512 82513 82514 82515\n",
            " 82516 82517 82518 82519 82520 82521 82522 82523 82524 82525 82526 82527\n",
            " 82528 82529 82530 82531 82532 82533 82534 82535 82536 82537 82538 82539\n",
            " 82540 82541 82542 82543 82544 82545 82546 82547 82548 82549 82550 82551\n",
            " 82552 82553 82554 82555 82556 82557 82558 82559 82560 82561 82562 82563\n",
            " 82564 82565 82566 82567 82568 82569 82570 82571 82572 82573 82574 82575\n",
            " 82576 82577 82578 82579 82580 82581 82582 82583 82584 82585 82586 82587\n",
            " 82588 82589 82590 82591 82592 82593 82594 82595 82596 82597 82598 82599\n",
            " 82600 82601 82602 82603 82604 82605 82606 82607 82608 82609 82610 82611\n",
            " 82612 82613 82614 82615 82616 82617 82618 82619 82620 82621 82622 82623\n",
            " 82624 82625 82626 82627 82628 82629 82630 82631 82632 82633 82634 82635\n",
            " 82636 82637 82638 82639 82640 82641 82642 82643 82644 82645 82646 82647\n",
            " 82648 82649 82650 82651 82652 82653 82654 82655 82656 82657 82658 82659\n",
            " 82660 82661 82662 82663 82664 82665 82666 82667 82668 82669 82670 82671\n",
            " 82672 82673 82674 82675 82676 82677 82678 82679 82680 82681 82682 82683\n",
            " 82684 82685 82686 82687 82688 82689 82690 82691 82692 82693 82694 82695\n",
            " 82696 82697 82698 82699 82700 82701 82702 82703 82704 82705 82706 82707\n",
            " 82708 82709 82710 82711 82712 82713 82714 82715 82716 82717 82718 82719\n",
            " 82720 82721 82722 82723 82724 82725 82726 82727 82728 82729 82730 82731\n",
            " 82732 82733 82734 82735 82736 82737 82738 82739 82740 82741 82742 82743\n",
            " 82744 82745 82746 82747 82748 82749 82750 82751 82752 82753 82754 82755\n",
            " 82756 82757 82758 82759 82760 82761 82762 82763 82764 82765 82766 82767\n",
            " 82768 82769 82770 82771 82772 82773 82774 82775 82776 82777 82778 82779\n",
            " 82780 82781 82782 82783 82784 82785 82786 82787 82788 82789 82790 82791\n",
            " 82792 82793 82794 82795 82796 82797 82798 82799 82800 82801 82802 82803\n",
            " 82804 82805 82806 82807 82808 82809 82810 82811 82812 82813 82814 82815\n",
            " 82816 82817 82818 82819 82820 82821 82822 82823 82824 82825 82826 82827\n",
            " 82828 82829 82830 82831 82832 82833 82834 82835 82836 82837 82838 82839\n",
            " 82840 82841 82842 82843 82844 82845 82846 82847 82848 82849 82850 82851\n",
            " 82852 82853 82854 82855 82856 82857 82858 82859 82860 82861 82862 82863\n",
            " 82864 82865 82866 82867 82868 82869 82870 82871 82872 82873 82874 82875\n",
            " 82876 82877 82878 82879]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [82880 82881 82882 82883 82884 82885 82886 82887 82888 82889 82890 82891\n",
            " 82892 82893 82894 82895 82896 82897 82898 82899 82900 82901 82902 82903\n",
            " 82904 82905 82906 82907 82908 82909 82910 82911 82912 82913 82914 82915\n",
            " 82916 82917 82918 82919 82920 82921 82922 82923 82924 82925 82926 82927\n",
            " 82928 82929 82930 82931 82932 82933 82934 82935 82936 82937 82938 82939\n",
            " 82940 82941 82942 82943 82944 82945 82946 82947 82948 82949 82950 82951\n",
            " 82952 82953 82954 82955 82956 82957 82958 82959 82960 82961 82962 82963\n",
            " 82964 82965 82966 82967 82968 82969 82970 82971 82972 82973 82974 82975\n",
            " 82976 82977 82978 82979 82980 82981 82982 82983 82984 82985 82986 82987\n",
            " 82988 82989 82990 82991 82992 82993 82994 82995 82996 82997 82998 82999\n",
            " 83000 83001 83002 83003 83004 83005 83006 83007 83008 83009 83010 83011\n",
            " 83012 83013 83014 83015 83016 83017 83018 83019 83020 83021 83022 83023\n",
            " 83024 83025 83026 83027 83028 83029 83030 83031 83032 83033 83034 83035\n",
            " 83036 83037 83038 83039 83040 83041 83042 83043 83044 83045 83046 83047\n",
            " 83048 83049 83050 83051 83052 83053 83054 83055 83056 83057 83058 83059\n",
            " 83060 83061 83062 83063 83064 83065 83066 83067 83068 83069 83070 83071\n",
            " 83072 83073 83074 83075 83076 83077 83078 83079 83080 83081 83082 83083\n",
            " 83084 83085 83086 83087 83088 83089 83090 83091 83092 83093 83094 83095\n",
            " 83096 83097 83098 83099 83100 83101 83102 83103 83104 83105 83106 83107\n",
            " 83108 83109 83110 83111 83112 83113 83114 83115 83116 83117 83118 83119\n",
            " 83120 83121 83122 83123 83124 83125 83126 83127 83128 83129 83130 83131\n",
            " 83132 83133 83134 83135 83136 83137 83138 83139 83140 83141 83142 83143\n",
            " 83144 83145 83146 83147 83148 83149 83150 83151 83152 83153 83154 83155\n",
            " 83156 83157 83158 83159 83160 83161 83162 83163 83164 83165 83166 83167\n",
            " 83168 83169 83170 83171 83172 83173 83174 83175 83176 83177 83178 83179\n",
            " 83180 83181 83182 83183 83184 83185 83186 83187 83188 83189 83190 83191\n",
            " 83192 83193 83194 83195 83196 83197 83198 83199 83200 83201 83202 83203\n",
            " 83204 83205 83206 83207 83208 83209 83210 83211 83212 83213 83214 83215\n",
            " 83216 83217 83218 83219 83220 83221 83222 83223 83224 83225 83226 83227\n",
            " 83228 83229 83230 83231 83232 83233 83234 83235 83236 83237 83238 83239\n",
            " 83240 83241 83242 83243 83244 83245 83246 83247 83248 83249 83250 83251\n",
            " 83252 83253 83254 83255 83256 83257 83258 83259 83260 83261 83262 83263\n",
            " 83264 83265 83266 83267 83268 83269 83270 83271 83272 83273 83274 83275\n",
            " 83276 83277 83278 83279 83280 83281 83282 83283 83284 83285 83286 83287\n",
            " 83288 83289 83290 83291 83292 83293 83294 83295 83296 83297 83298 83299\n",
            " 83300 83301 83302 83303 83304 83305 83306 83307 83308 83309 83310 83311\n",
            " 83312 83313 83314 83315 83316 83317 83318 83319 83320 83321 83322 83323\n",
            " 83324 83325 83326 83327 83328 83329 83330 83331 83332 83333 83334 83335\n",
            " 83336 83337 83338 83339 83340 83341 83342 83343 83344 83345 83346 83347\n",
            " 83348 83349 83350 83351 83352 83353 83354 83355 83356 83357 83358 83359\n",
            " 83360 83361 83362 83363 83364 83365 83366 83367 83368 83369 83370 83371\n",
            " 83372 83373 83374 83375 83376 83377 83378 83379 83380 83381 83382 83383\n",
            " 83384 83385 83386 83387 83388 83389 83390 83391 83392 83393 83394 83395\n",
            " 83396 83397 83398 83399 83400 83401 83402 83403 83404 83405 83406 83407\n",
            " 83408 83409 83410 83411 83412 83413 83414 83415 83416 83417 83418 83419\n",
            " 83420 83421 83422 83423 83424 83425 83426 83427 83428 83429 83430 83431\n",
            " 83432 83433 83434 83435 83436 83437 83438 83439 83440 83441 83442 83443\n",
            " 83444 83445 83446 83447 83448 83449 83450 83451 83452 83453 83454 83455\n",
            " 83456 83457 83458 83459 83460 83461 83462 83463 83464 83465 83466 83467\n",
            " 83468 83469 83470 83471]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [83472 83473 83474 83475 83476 83477 83478 83479 83480 83481 83482 83483\n",
            " 83484 83485 83486 83487 83488 83489 83490 83491 83492 83493 83494 83495\n",
            " 83496 83497 83498 83499 83500 83501 83502 83503 83504 83505 83506 83507\n",
            " 83508 83509 83510 83511 83512 83513 83514 83515 83516 83517 83518 83519\n",
            " 83520 83521 83522 83523 83524 83525 83526 83527 83528 83529 83530 83531\n",
            " 83532 83533 83534 83535 83536 83537 83538 83539 83540 83541 83542 83543\n",
            " 83544 83545 83546 83547 83548 83549 83550 83551 83552 83553 83554 83555\n",
            " 83556 83557 83558 83559 83560 83561 83562 83563 83564 83565 83566 83567\n",
            " 83568 83569 83570 83571 83572 83573 83574 83575 83576 83577 83578 83579\n",
            " 83580 83581 83582 83583 83584 83585 83586 83587 83588 83589 83590 83591\n",
            " 83592 83593 83594 83595 83596 83597 83598 83599 83600 83601 83602 83603\n",
            " 83604 83605 83606 83607 83608 83609 83610 83611 83612 83613 83614 83615\n",
            " 83616 83617 83618 83619 83620 83621 83622 83623 83624 83625 83626 83627\n",
            " 83628 83629 83630 83631 83632 83633 83634 83635 83636 83637 83638 83639\n",
            " 83640 83641 83642 83643 83644 83645 83646 83647 83648 83649 83650 83651\n",
            " 83652 83653 83654 83655 83656 83657 83658 83659 83660 83661 83662 83663\n",
            " 83664 83665 83666 83667 83668 83669 83670 83671 83672 83673 83674 83675\n",
            " 83676 83677 83678 83679 83680 83681 83682 83683 83684 83685 83686 83687\n",
            " 83688 83689 83690 83691 83692 83693 83694 83695 83696 83697 83698 83699\n",
            " 83700 83701 83702 83703 83704 83705 83706 83707 83708 83709 83710 83711\n",
            " 83712 83713 83714 83715 83716 83717 83718 83719 83720 83721 83722 83723\n",
            " 83724 83725 83726 83727 83728 83729 83730 83731 83732 83733 83734 83735\n",
            " 83736 83737 83738 83739 83740 83741 83742 83743 83744 83745 83746 83747\n",
            " 83748 83749 83750 83751 83752 83753 83754 83755 83756 83757 83758 83759\n",
            " 83760 83761 83762 83763 83764 83765 83766 83767 83768 83769 83770 83771\n",
            " 83772 83773 83774 83775 83776 83777 83778 83779 83780 83781 83782 83783\n",
            " 83784 83785 83786 83787 83788 83789 83790 83791 83792 83793 83794 83795\n",
            " 83796 83797 83798 83799 83800 83801 83802 83803 83804 83805 83806 83807\n",
            " 83808 83809 83810 83811 83812 83813 83814 83815 83816 83817 83818 83819\n",
            " 83820 83821 83822 83823 83824 83825 83826 83827 83828 83829 83830 83831\n",
            " 83832 83833 83834 83835 83836 83837 83838 83839 83840 83841 83842 83843\n",
            " 83844 83845 83846 83847 83848 83849 83850 83851 83852 83853 83854 83855\n",
            " 83856 83857 83858 83859 83860 83861 83862 83863 83864 83865 83866 83867\n",
            " 83868 83869 83870 83871 83872 83873 83874 83875 83876 83877 83878 83879\n",
            " 83880 83881 83882 83883 83884 83885 83886 83887 83888 83889 83890 83891\n",
            " 83892 83893 83894 83895 83896 83897 83898 83899 83900 83901 83902 83903\n",
            " 83904 83905 83906 83907 83908 83909 83910 83911 83912 83913 83914 83915\n",
            " 83916 83917 83918 83919 83920 83921 83922 83923 83924 83925 83926 83927\n",
            " 83928 83929 83930 83931 83932 83933 83934 83935 83936 83937 83938 83939\n",
            " 83940 83941 83942 83943 83944 83945 83946 83947 83948 83949 83950 83951\n",
            " 83952 83953 83954 83955 83956 83957 83958 83959 83960 83961 83962 83963\n",
            " 83964 83965 83966 83967 83968 83969 83970 83971 83972 83973 83974 83975\n",
            " 83976 83977 83978 83979 83980 83981 83982 83983 83984 83985 83986 83987\n",
            " 83988 83989 83990 83991 83992 83993 83994 83995 83996 83997 83998 83999\n",
            " 84000 84001 84002 84003 84004 84005 84006 84007 84008 84009 84010 84011\n",
            " 84012 84013 84014 84015 84016 84017 84018 84019 84020 84021 84022 84023\n",
            " 84024 84025 84026 84027 84028 84029 84030 84031 84032 84033 84034 84035\n",
            " 84036 84037 84038 84039 84040 84041 84042 84043 84044 84045 84046 84047\n",
            " 84048 84049 84050 84051 84052 84053 84054 84055 84056 84057 84058 84059\n",
            " 84060 84061 84062 84063]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [84064 84065 84066 84067 84068 84069 84070 84071 84072 84073 84074 84075\n",
            " 84076 84077 84078 84079 84080 84081 84082 84083 84084 84085 84086 84087\n",
            " 84088 84089 84090 84091 84092 84093 84094 84095 84096 84097 84098 84099\n",
            " 84100 84101 84102 84103 84104 84105 84106 84107 84108 84109 84110 84111\n",
            " 84112 84113 84114 84115 84116 84117 84118 84119 84120 84121 84122 84123\n",
            " 84124 84125 84126 84127 84128 84129 84130 84131 84132 84133 84134 84135\n",
            " 84136 84137 84138 84139 84140 84141 84142 84143 84144 84145 84146 84147\n",
            " 84148 84149 84150 84151 84152 84153 84154 84155 84156 84157 84158 84159\n",
            " 84160 84161 84162 84163 84164 84165 84166 84167 84168 84169 84170 84171\n",
            " 84172 84173 84174 84175 84176 84177 84178 84179 84180 84181 84182 84183\n",
            " 84184 84185 84186 84187 84188 84189 84190 84191 84192 84193 84194 84195\n",
            " 84196 84197 84198 84199 84200 84201 84202 84203 84204 84205 84206 84207\n",
            " 84208 84209 84210 84211 84212 84213 84214 84215 84216 84217 84218 84219\n",
            " 84220 84221 84222 84223 84224 84225 84226 84227 84228 84229 84230 84231\n",
            " 84232 84233 84234 84235 84236 84237 84238 84239 84240 84241 84242 84243\n",
            " 84244 84245 84246 84247 84248 84249 84250 84251 84252 84253 84254 84255\n",
            " 84256 84257 84258 84259 84260 84261 84262 84263 84264 84265 84266 84267\n",
            " 84268 84269 84270 84271 84272 84273 84274 84275 84276 84277 84278 84279\n",
            " 84280 84281 84282 84283 84284 84285 84286 84287 84288 84289 84290 84291\n",
            " 84292 84293 84294 84295 84296 84297 84298 84299 84300 84301 84302 84303\n",
            " 84304 84305 84306 84307 84308 84309 84310 84311 84312 84313 84314 84315\n",
            " 84316 84317 84318 84319 84320 84321 84322 84323 84324 84325 84326 84327\n",
            " 84328 84329 84330 84331 84332 84333 84334 84335 84336 84337 84338 84339\n",
            " 84340 84341 84342 84343 84344 84345 84346 84347 84348 84349 84350 84351\n",
            " 84352 84353 84354 84355 84356 84357 84358 84359 84360 84361 84362 84363\n",
            " 84364 84365 84366 84367 84368 84369 84370 84371 84372 84373 84374 84375\n",
            " 84376 84377 84378 84379 84380 84381 84382 84383 84384 84385 84386 84387\n",
            " 84388 84389 84390 84391 84392 84393 84394 84395 84396 84397 84398 84399\n",
            " 84400 84401 84402 84403 84404 84405 84406 84407 84408 84409 84410 84411\n",
            " 84412 84413 84414 84415 84416 84417 84418 84419 84420 84421 84422 84423\n",
            " 84424 84425 84426 84427 84428 84429 84430 84431 84432 84433 84434 84435\n",
            " 84436 84437 84438 84439 84440 84441 84442 84443 84444 84445 84446 84447\n",
            " 84448 84449 84450 84451 84452 84453 84454 84455 84456 84457 84458 84459\n",
            " 84460 84461 84462 84463 84464 84465 84466 84467 84468 84469 84470 84471\n",
            " 84472 84473 84474 84475 84476 84477 84478 84479 84480 84481 84482 84483\n",
            " 84484 84485 84486 84487 84488 84489 84490 84491 84492 84493 84494 84495\n",
            " 84496 84497 84498 84499 84500 84501 84502 84503 84504 84505 84506 84507\n",
            " 84508 84509 84510 84511 84512 84513 84514 84515 84516 84517 84518 84519\n",
            " 84520 84521 84522 84523 84524 84525 84526 84527 84528 84529 84530 84531\n",
            " 84532 84533 84534 84535 84536 84537 84538 84539 84540 84541 84542 84543\n",
            " 84544 84545 84546 84547 84548 84549 84550 84551 84552 84553 84554 84555\n",
            " 84556 84557 84558 84559 84560 84561 84562 84563 84564 84565 84566 84567\n",
            " 84568 84569 84570 84571 84572 84573 84574 84575 84576 84577 84578 84579\n",
            " 84580 84581 84582 84583 84584 84585 84586 84587 84588 84589 84590 84591\n",
            " 84592 84593 84594 84595 84596 84597 84598 84599 84600 84601 84602 84603\n",
            " 84604 84605 84606 84607 84608 84609 84610 84611 84612 84613 84614 84615\n",
            " 84616 84617 84618 84619 84620 84621 84622 84623 84624 84625 84626 84627\n",
            " 84628 84629 84630 84631 84632 84633 84634 84635 84636 84637 84638 84639\n",
            " 84640 84641 84642 84643 84644 84645 84646 84647 84648 84649 84650 84651\n",
            " 84652 84653 84654 84655]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [84656 84657 84658 84659 84660 84661 84662 84663 84664 84665 84666 84667\n",
            " 84668 84669 84670 84671 84672 84673 84674 84675 84676 84677 84678 84679\n",
            " 84680 84681 84682 84683 84684 84685 84686 84687 84688 84689 84690 84691\n",
            " 84692 84693 84694 84695 84696 84697 84698 84699 84700 84701 84702 84703\n",
            " 84704 84705 84706 84707 84708 84709 84710 84711 84712 84713 84714 84715\n",
            " 84716 84717 84718 84719 84720 84721 84722 84723 84724 84725 84726 84727\n",
            " 84728 84729 84730 84731 84732 84733 84734 84735 84736 84737 84738 84739\n",
            " 84740 84741 84742 84743 84744 84745 84746 84747 84748 84749 84750 84751\n",
            " 84752 84753 84754 84755 84756 84757 84758 84759 84760 84761 84762 84763\n",
            " 84764 84765 84766 84767 84768 84769 84770 84771 84772 84773 84774 84775\n",
            " 84776 84777 84778 84779 84780 84781 84782 84783 84784 84785 84786 84787\n",
            " 84788 84789 84790 84791 84792 84793 84794 84795 84796 84797 84798 84799\n",
            " 84800 84801 84802 84803 84804 84805 84806 84807 84808 84809 84810 84811\n",
            " 84812 84813 84814 84815 84816 84817 84818 84819 84820 84821 84822 84823\n",
            " 84824 84825 84826 84827 84828 84829 84830 84831 84832 84833 84834 84835\n",
            " 84836 84837 84838 84839 84840 84841 84842 84843 84844 84845 84846 84847\n",
            " 84848 84849 84850 84851 84852 84853 84854 84855 84856 84857 84858 84859\n",
            " 84860 84861 84862 84863 84864 84865 84866 84867 84868 84869 84870 84871\n",
            " 84872 84873 84874 84875 84876 84877 84878 84879 84880 84881 84882 84883\n",
            " 84884 84885 84886 84887 84888 84889 84890 84891 84892 84893 84894 84895\n",
            " 84896 84897 84898 84899 84900 84901 84902 84903 84904 84905 84906 84907\n",
            " 84908 84909 84910 84911 84912 84913 84914 84915 84916 84917 84918 84919\n",
            " 84920 84921 84922 84923 84924 84925 84926 84927 84928 84929 84930 84931\n",
            " 84932 84933 84934 84935 84936 84937 84938 84939 84940 84941 84942 84943\n",
            " 84944 84945 84946 84947 84948 84949 84950 84951 84952 84953 84954 84955\n",
            " 84956 84957 84958 84959 84960 84961 84962 84963 84964 84965 84966 84967\n",
            " 84968 84969 84970 84971 84972 84973 84974 84975 84976 84977 84978 84979\n",
            " 84980 84981 84982 84983 84984 84985 84986 84987 84988 84989 84990 84991\n",
            " 84992 84993 84994 84995 84996 84997 84998 84999 85000 85001 85002 85003\n",
            " 85004 85005 85006 85007 85008 85009 85010 85011 85012 85013 85014 85015\n",
            " 85016 85017 85018 85019 85020 85021 85022 85023 85024 85025 85026 85027\n",
            " 85028 85029 85030 85031 85032 85033 85034 85035 85036 85037 85038 85039\n",
            " 85040 85041 85042 85043 85044 85045 85046 85047 85048 85049 85050 85051\n",
            " 85052 85053 85054 85055 85056 85057 85058 85059 85060 85061 85062 85063\n",
            " 85064 85065 85066 85067 85068 85069 85070 85071 85072 85073 85074 85075\n",
            " 85076 85077 85078 85079 85080 85081 85082 85083 85084 85085 85086 85087\n",
            " 85088 85089 85090 85091 85092 85093 85094 85095 85096 85097 85098 85099\n",
            " 85100 85101 85102 85103 85104 85105 85106 85107 85108 85109 85110 85111\n",
            " 85112 85113 85114 85115 85116 85117 85118 85119 85120 85121 85122 85123\n",
            " 85124 85125 85126 85127 85128 85129 85130 85131 85132 85133 85134 85135\n",
            " 85136 85137 85138 85139 85140 85141 85142 85143 85144 85145 85146 85147\n",
            " 85148 85149 85150 85151 85152 85153 85154 85155 85156 85157 85158 85159\n",
            " 85160 85161 85162 85163 85164 85165 85166 85167 85168 85169 85170 85171\n",
            " 85172 85173 85174 85175 85176 85177 85178 85179 85180 85181 85182 85183\n",
            " 85184 85185 85186 85187 85188 85189 85190 85191 85192 85193 85194 85195\n",
            " 85196 85197 85198 85199 85200 85201 85202 85203 85204 85205 85206 85207\n",
            " 85208 85209 85210 85211 85212 85213 85214 85215 85216 85217 85218 85219\n",
            " 85220 85221 85222 85223 85224 85225 85226 85227 85228 85229 85230 85231\n",
            " 85232 85233 85234 85235 85236 85237 85238 85239 85240 85241 85242 85243\n",
            " 85244 85245 85246 85247]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [85248 85249 85250 85251 85252 85253 85254 85255 85256 85257 85258 85259\n",
            " 85260 85261 85262 85263 85264 85265 85266 85267 85268 85269 85270 85271\n",
            " 85272 85273 85274 85275 85276 85277 85278 85279 85280 85281 85282 85283\n",
            " 85284 85285 85286 85287 85288 85289 85290 85291 85292 85293 85294 85295\n",
            " 85296 85297 85298 85299 85300 85301 85302 85303 85304 85305 85306 85307\n",
            " 85308 85309 85310 85311 85312 85313 85314 85315 85316 85317 85318 85319\n",
            " 85320 85321 85322 85323 85324 85325 85326 85327 85328 85329 85330 85331\n",
            " 85332 85333 85334 85335 85336 85337 85338 85339 85340 85341 85342 85343\n",
            " 85344 85345 85346 85347 85348 85349 85350 85351 85352 85353 85354 85355\n",
            " 85356 85357 85358 85359 85360 85361 85362 85363 85364 85365 85366 85367\n",
            " 85368 85369 85370 85371 85372 85373 85374 85375 85376 85377 85378 85379\n",
            " 85380 85381 85382 85383 85384 85385 85386 85387 85388 85389 85390 85391\n",
            " 85392 85393 85394 85395 85396 85397 85398 85399 85400 85401 85402 85403\n",
            " 85404 85405 85406 85407 85408 85409 85410 85411 85412 85413 85414 85415\n",
            " 85416 85417 85418 85419 85420 85421 85422 85423 85424 85425 85426 85427\n",
            " 85428 85429 85430 85431 85432 85433 85434 85435 85436 85437 85438 85439\n",
            " 85440 85441 85442 85443 85444 85445 85446 85447 85448 85449 85450 85451\n",
            " 85452 85453 85454 85455 85456 85457 85458 85459 85460 85461 85462 85463\n",
            " 85464 85465 85466 85467 85468 85469 85470 85471 85472 85473 85474 85475\n",
            " 85476 85477 85478 85479 85480 85481 85482 85483 85484 85485 85486 85487\n",
            " 85488 85489 85490 85491 85492 85493 85494 85495 85496 85497 85498 85499\n",
            " 85500 85501 85502 85503 85504 85505 85506 85507 85508 85509 85510 85511\n",
            " 85512 85513 85514 85515 85516 85517 85518 85519 85520 85521 85522 85523\n",
            " 85524 85525 85526 85527 85528 85529 85530 85531 85532 85533 85534 85535\n",
            " 85536 85537 85538 85539 85540 85541 85542 85543 85544 85545 85546 85547\n",
            " 85548 85549 85550 85551 85552 85553 85554 85555 85556 85557 85558 85559\n",
            " 85560 85561 85562 85563 85564 85565 85566 85567 85568 85569 85570 85571\n",
            " 85572 85573 85574 85575 85576 85577 85578 85579 85580 85581 85582 85583\n",
            " 85584 85585 85586 85587 85588 85589 85590 85591 85592 85593 85594 85595\n",
            " 85596 85597 85598 85599 85600 85601 85602 85603 85604 85605 85606 85607\n",
            " 85608 85609 85610 85611 85612 85613 85614 85615 85616 85617 85618 85619\n",
            " 85620 85621 85622 85623 85624 85625 85626 85627 85628 85629 85630 85631\n",
            " 85632 85633 85634 85635 85636 85637 85638 85639 85640 85641 85642 85643\n",
            " 85644 85645 85646 85647 85648 85649 85650 85651 85652 85653 85654 85655\n",
            " 85656 85657 85658 85659 85660 85661 85662 85663 85664 85665 85666 85667\n",
            " 85668 85669 85670 85671 85672 85673 85674 85675 85676 85677 85678 85679\n",
            " 85680 85681 85682 85683 85684 85685 85686 85687 85688 85689 85690 85691\n",
            " 85692 85693 85694 85695 85696 85697 85698 85699 85700 85701 85702 85703\n",
            " 85704 85705 85706 85707 85708 85709 85710 85711 85712 85713 85714 85715\n",
            " 85716 85717 85718 85719 85720 85721 85722 85723 85724 85725 85726 85727\n",
            " 85728 85729 85730 85731 85732 85733 85734 85735 85736 85737 85738 85739\n",
            " 85740 85741 85742 85743 85744 85745 85746 85747 85748 85749 85750 85751\n",
            " 85752 85753 85754 85755 85756 85757 85758 85759 85760 85761 85762 85763\n",
            " 85764 85765 85766 85767 85768 85769 85770 85771 85772 85773 85774 85775\n",
            " 85776 85777 85778 85779 85780 85781 85782 85783 85784 85785 85786 85787\n",
            " 85788 85789 85790 85791 85792 85793 85794 85795 85796 85797 85798 85799\n",
            " 85800 85801 85802 85803 85804 85805 85806 85807 85808 85809 85810 85811\n",
            " 85812 85813 85814 85815 85816 85817 85818 85819 85820 85821 85822 85823\n",
            " 85824 85825 85826 85827 85828 85829 85830 85831 85832 85833 85834 85835\n",
            " 85836 85837 85838 85839]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [85840 85841 85842 85843 85844 85845 85846 85847 85848 85849 85850 85851\n",
            " 85852 85853 85854 85855 85856 85857 85858 85859 85860 85861 85862 85863\n",
            " 85864 85865 85866 85867 85868 85869 85870 85871 85872 85873 85874 85875\n",
            " 85876 85877 85878 85879 85880 85881 85882 85883 85884 85885 85886 85887\n",
            " 85888 85889 85890 85891 85892 85893 85894 85895 85896 85897 85898 85899\n",
            " 85900 85901 85902 85903 85904 85905 85906 85907 85908 85909 85910 85911\n",
            " 85912 85913 85914 85915 85916 85917 85918 85919 85920 85921 85922 85923\n",
            " 85924 85925 85926 85927 85928 85929 85930 85931 85932 85933 85934 85935\n",
            " 85936 85937 85938 85939 85940 85941 85942 85943 85944 85945 85946 85947\n",
            " 85948 85949 85950 85951 85952 85953 85954 85955 85956 85957 85958 85959\n",
            " 85960 85961 85962 85963 85964 85965 85966 85967 85968 85969 85970 85971\n",
            " 85972 85973 85974 85975 85976 85977 85978 85979 85980 85981 85982 85983\n",
            " 85984 85985 85986 85987 85988 85989 85990 85991 85992 85993 85994 85995\n",
            " 85996 85997 85998 85999 86000 86001 86002 86003 86004 86005 86006 86007\n",
            " 86008 86009 86010 86011 86012 86013 86014 86015 86016 86017 86018 86019\n",
            " 86020 86021 86022 86023 86024 86025 86026 86027 86028 86029 86030 86031\n",
            " 86032 86033 86034 86035 86036 86037 86038 86039 86040 86041 86042 86043\n",
            " 86044 86045 86046 86047 86048 86049 86050 86051 86052 86053 86054 86055\n",
            " 86056 86057 86058 86059 86060 86061 86062 86063 86064 86065 86066 86067\n",
            " 86068 86069 86070 86071 86072 86073 86074 86075 86076 86077 86078 86079\n",
            " 86080 86081 86082 86083 86084 86085 86086 86087 86088 86089 86090 86091\n",
            " 86092 86093 86094 86095 86096 86097 86098 86099 86100 86101 86102 86103\n",
            " 86104 86105 86106 86107 86108 86109 86110 86111 86112 86113 86114 86115\n",
            " 86116 86117 86118 86119 86120 86121 86122 86123 86124 86125 86126 86127\n",
            " 86128 86129 86130 86131 86132 86133 86134 86135 86136 86137 86138 86139\n",
            " 86140 86141 86142 86143 86144 86145 86146 86147 86148 86149 86150 86151\n",
            " 86152 86153 86154 86155 86156 86157 86158 86159 86160 86161 86162 86163\n",
            " 86164 86165 86166 86167 86168 86169 86170 86171 86172 86173 86174 86175\n",
            " 86176 86177 86178 86179 86180 86181 86182 86183 86184 86185 86186 86187\n",
            " 86188 86189 86190 86191 86192 86193 86194 86195 86196 86197 86198 86199\n",
            " 86200 86201 86202 86203 86204 86205 86206 86207 86208 86209 86210 86211\n",
            " 86212 86213 86214 86215 86216 86217 86218 86219 86220 86221 86222 86223\n",
            " 86224 86225 86226 86227 86228 86229 86230 86231 86232 86233 86234 86235\n",
            " 86236 86237 86238 86239 86240 86241 86242 86243 86244 86245 86246 86247\n",
            " 86248 86249 86250 86251 86252 86253 86254 86255 86256 86257 86258 86259\n",
            " 86260 86261 86262 86263 86264 86265 86266 86267 86268 86269 86270 86271\n",
            " 86272 86273 86274 86275 86276 86277 86278 86279 86280 86281 86282 86283\n",
            " 86284 86285 86286 86287 86288 86289 86290 86291 86292 86293 86294 86295\n",
            " 86296 86297 86298 86299 86300 86301 86302 86303 86304 86305 86306 86307\n",
            " 86308 86309 86310 86311 86312 86313 86314 86315 86316 86317 86318 86319\n",
            " 86320 86321 86322 86323 86324 86325 86326 86327 86328 86329 86330 86331\n",
            " 86332 86333 86334 86335 86336 86337 86338 86339 86340 86341 86342 86343\n",
            " 86344 86345 86346 86347 86348 86349 86350 86351 86352 86353 86354 86355\n",
            " 86356 86357 86358 86359 86360 86361 86362 86363 86364 86365 86366 86367\n",
            " 86368 86369 86370 86371 86372 86373 86374 86375 86376 86377 86378 86379\n",
            " 86380 86381 86382 86383 86384 86385 86386 86387 86388 86389 86390 86391\n",
            " 86392 86393 86394 86395 86396 86397 86398 86399 86400 86401 86402 86403\n",
            " 86404 86405 86406 86407 86408 86409 86410 86411 86412 86413 86414 86415\n",
            " 86416 86417 86418 86419 86420 86421 86422 86423 86424 86425 86426 86427\n",
            " 86428 86429 86430 86431]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [86432 86433 86434 86435 86436 86437 86438 86439 86440 86441 86442 86443\n",
            " 86444 86445 86446 86447 86448 86449 86450 86451 86452 86453 86454 86455\n",
            " 86456 86457 86458 86459 86460 86461 86462 86463 86464 86465 86466 86467\n",
            " 86468 86469 86470 86471 86472 86473 86474 86475 86476 86477 86478 86479\n",
            " 86480 86481 86482 86483 86484 86485 86486 86487 86488 86489 86490 86491\n",
            " 86492 86493 86494 86495 86496 86497 86498 86499 86500 86501 86502 86503\n",
            " 86504 86505 86506 86507 86508 86509 86510 86511 86512 86513 86514 86515\n",
            " 86516 86517 86518 86519 86520 86521 86522 86523 86524 86525 86526 86527\n",
            " 86528 86529 86530 86531 86532 86533 86534 86535 86536 86537 86538 86539\n",
            " 86540 86541 86542 86543 86544 86545 86546 86547 86548 86549 86550 86551\n",
            " 86552 86553 86554 86555 86556 86557 86558 86559 86560 86561 86562 86563\n",
            " 86564 86565 86566 86567 86568 86569 86570 86571 86572 86573 86574 86575\n",
            " 86576 86577 86578 86579 86580 86581 86582 86583 86584 86585 86586 86587\n",
            " 86588 86589 86590 86591 86592 86593 86594 86595 86596 86597 86598 86599\n",
            " 86600 86601 86602 86603 86604 86605 86606 86607 86608 86609 86610 86611\n",
            " 86612 86613 86614 86615 86616 86617 86618 86619 86620 86621 86622 86623\n",
            " 86624 86625 86626 86627 86628 86629 86630 86631 86632 86633 86634 86635\n",
            " 86636 86637 86638 86639 86640 86641 86642 86643 86644 86645 86646 86647\n",
            " 86648 86649 86650 86651 86652 86653 86654 86655 86656 86657 86658 86659\n",
            " 86660 86661 86662 86663 86664 86665 86666 86667 86668 86669 86670 86671\n",
            " 86672 86673 86674 86675 86676 86677 86678 86679 86680 86681 86682 86683\n",
            " 86684 86685 86686 86687 86688 86689 86690 86691 86692 86693 86694 86695\n",
            " 86696 86697 86698 86699 86700 86701 86702 86703 86704 86705 86706 86707\n",
            " 86708 86709 86710 86711 86712 86713 86714 86715 86716 86717 86718 86719\n",
            " 86720 86721 86722 86723 86724 86725 86726 86727 86728 86729 86730 86731\n",
            " 86732 86733 86734 86735 86736 86737 86738 86739 86740 86741 86742 86743\n",
            " 86744 86745 86746 86747 86748 86749 86750 86751 86752 86753 86754 86755\n",
            " 86756 86757 86758 86759 86760 86761 86762 86763 86764 86765 86766 86767\n",
            " 86768 86769 86770 86771 86772 86773 86774 86775 86776 86777 86778 86779\n",
            " 86780 86781 86782 86783 86784 86785 86786 86787 86788 86789 86790 86791\n",
            " 86792 86793 86794 86795 86796 86797 86798 86799 86800 86801 86802 86803\n",
            " 86804 86805 86806 86807 86808 86809 86810 86811 86812 86813 86814 86815\n",
            " 86816 86817 86818 86819 86820 86821 86822 86823 86824 86825 86826 86827\n",
            " 86828 86829 86830 86831 86832 86833 86834 86835 86836 86837 86838 86839\n",
            " 86840 86841 86842 86843 86844 86845 86846 86847 86848 86849 86850 86851\n",
            " 86852 86853 86854 86855 86856 86857 86858 86859 86860 86861 86862 86863\n",
            " 86864 86865 86866 86867 86868 86869 86870 86871 86872 86873 86874 86875\n",
            " 86876 86877 86878 86879 86880 86881 86882 86883 86884 86885 86886 86887\n",
            " 86888 86889 86890 86891 86892 86893 86894 86895 86896 86897 86898 86899\n",
            " 86900 86901 86902 86903 86904 86905 86906 86907 86908 86909 86910 86911\n",
            " 86912 86913 86914 86915 86916 86917 86918 86919 86920 86921 86922 86923\n",
            " 86924 86925 86926 86927 86928 86929 86930 86931 86932 86933 86934 86935\n",
            " 86936 86937 86938 86939 86940 86941 86942 86943 86944 86945 86946 86947\n",
            " 86948 86949 86950 86951 86952 86953 86954 86955 86956 86957 86958 86959\n",
            " 86960 86961 86962 86963 86964 86965 86966 86967 86968 86969 86970 86971\n",
            " 86972 86973 86974 86975 86976 86977 86978 86979 86980 86981 86982 86983\n",
            " 86984 86985 86986 86987 86988 86989 86990 86991 86992 86993 86994 86995\n",
            " 86996 86997 86998 86999 87000 87001 87002 87003 87004 87005 87006 87007\n",
            " 87008 87009 87010 87011 87012 87013 87014 87015 87016 87017 87018 87019\n",
            " 87020 87021 87022 87023]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [87024 87025 87026 87027 87028 87029 87030 87031 87032 87033 87034 87035\n",
            " 87036 87037 87038 87039 87040 87041 87042 87043 87044 87045 87046 87047\n",
            " 87048 87049 87050 87051 87052 87053 87054 87055 87056 87057 87058 87059\n",
            " 87060 87061 87062 87063 87064 87065 87066 87067 87068 87069 87070 87071\n",
            " 87072 87073 87074 87075 87076 87077 87078 87079 87080 87081 87082 87083\n",
            " 87084 87085 87086 87087 87088 87089 87090 87091 87092 87093 87094 87095\n",
            " 87096 87097 87098 87099 87100 87101 87102 87103 87104 87105 87106 87107\n",
            " 87108 87109 87110 87111 87112 87113 87114 87115 87116 87117 87118 87119\n",
            " 87120 87121 87122 87123 87124 87125 87126 87127 87128 87129 87130 87131\n",
            " 87132 87133 87134 87135 87136 87137 87138 87139 87140 87141 87142 87143\n",
            " 87144 87145 87146 87147 87148 87149 87150 87151 87152 87153 87154 87155\n",
            " 87156 87157 87158 87159 87160 87161 87162 87163 87164 87165 87166 87167\n",
            " 87168 87169 87170 87171 87172 87173 87174 87175 87176 87177 87178 87179\n",
            " 87180 87181 87182 87183 87184 87185 87186 87187 87188 87189 87190 87191\n",
            " 87192 87193 87194 87195 87196 87197 87198 87199 87200 87201 87202 87203\n",
            " 87204 87205 87206 87207 87208 87209 87210 87211 87212 87213 87214 87215\n",
            " 87216 87217 87218 87219 87220 87221 87222 87223 87224 87225 87226 87227\n",
            " 87228 87229 87230 87231 87232 87233 87234 87235 87236 87237 87238 87239\n",
            " 87240 87241 87242 87243 87244 87245 87246 87247 87248 87249 87250 87251\n",
            " 87252 87253 87254 87255 87256 87257 87258 87259 87260 87261 87262 87263\n",
            " 87264 87265 87266 87267 87268 87269 87270 87271 87272 87273 87274 87275\n",
            " 87276 87277 87278 87279 87280 87281 87282 87283 87284 87285 87286 87287\n",
            " 87288 87289 87290 87291 87292 87293 87294 87295 87296 87297 87298 87299\n",
            " 87300 87301 87302 87303 87304 87305 87306 87307 87308 87309 87310 87311\n",
            " 87312 87313 87314 87315 87316 87317 87318 87319 87320 87321 87322 87323\n",
            " 87324 87325 87326 87327 87328 87329 87330 87331 87332 87333 87334 87335\n",
            " 87336 87337 87338 87339 87340 87341 87342 87343 87344 87345 87346 87347\n",
            " 87348 87349 87350 87351 87352 87353 87354 87355 87356 87357 87358 87359\n",
            " 87360 87361 87362 87363 87364 87365 87366 87367 87368 87369 87370 87371\n",
            " 87372 87373 87374 87375 87376 87377 87378 87379 87380 87381 87382 87383\n",
            " 87384 87385 87386 87387 87388 87389 87390 87391 87392 87393 87394 87395\n",
            " 87396 87397 87398 87399 87400 87401 87402 87403 87404 87405 87406 87407\n",
            " 87408 87409 87410 87411 87412 87413 87414 87415 87416 87417 87418 87419\n",
            " 87420 87421 87422 87423 87424 87425 87426 87427 87428 87429 87430 87431\n",
            " 87432 87433 87434 87435 87436 87437 87438 87439 87440 87441 87442 87443\n",
            " 87444 87445 87446 87447 87448 87449 87450 87451 87452 87453 87454 87455\n",
            " 87456 87457 87458 87459 87460 87461 87462 87463 87464 87465 87466 87467\n",
            " 87468 87469 87470 87471 87472 87473 87474 87475 87476 87477 87478 87479\n",
            " 87480 87481 87482 87483 87484 87485 87486 87487 87488 87489 87490 87491\n",
            " 87492 87493 87494 87495 87496 87497 87498 87499 87500 87501 87502 87503\n",
            " 87504 87505 87506 87507 87508 87509 87510 87511 87512 87513 87514 87515\n",
            " 87516 87517 87518 87519 87520 87521 87522 87523 87524 87525 87526 87527\n",
            " 87528 87529 87530 87531 87532 87533 87534 87535 87536 87537 87538 87539\n",
            " 87540 87541 87542 87543 87544 87545 87546 87547 87548 87549 87550 87551\n",
            " 87552 87553 87554 87555 87556 87557 87558 87559 87560 87561 87562 87563\n",
            " 87564 87565 87566 87567 87568 87569 87570 87571 87572 87573 87574 87575\n",
            " 87576 87577 87578 87579 87580 87581 87582 87583 87584 87585 87586 87587\n",
            " 87588 87589 87590 87591 87592 87593 87594 87595 87596 87597 87598 87599\n",
            " 87600 87601 87602 87603 87604 87605 87606 87607 87608 87609 87610 87611\n",
            " 87612 87613 87614 87615]\n",
            "TRAIN: [    0     1     2 ... 88796 88797 88798] TEST: [87616 87617 87618 87619 87620 87621 87622 87623 87624 87625 87626 87627\n",
            " 87628 87629 87630 87631 87632 87633 87634 87635 87636 87637 87638 87639\n",
            " 87640 87641 87642 87643 87644 87645 87646 87647 87648 87649 87650 87651\n",
            " 87652 87653 87654 87655 87656 87657 87658 87659 87660 87661 87662 87663\n",
            " 87664 87665 87666 87667 87668 87669 87670 87671 87672 87673 87674 87675\n",
            " 87676 87677 87678 87679 87680 87681 87682 87683 87684 87685 87686 87687\n",
            " 87688 87689 87690 87691 87692 87693 87694 87695 87696 87697 87698 87699\n",
            " 87700 87701 87702 87703 87704 87705 87706 87707 87708 87709 87710 87711\n",
            " 87712 87713 87714 87715 87716 87717 87718 87719 87720 87721 87722 87723\n",
            " 87724 87725 87726 87727 87728 87729 87730 87731 87732 87733 87734 87735\n",
            " 87736 87737 87738 87739 87740 87741 87742 87743 87744 87745 87746 87747\n",
            " 87748 87749 87750 87751 87752 87753 87754 87755 87756 87757 87758 87759\n",
            " 87760 87761 87762 87763 87764 87765 87766 87767 87768 87769 87770 87771\n",
            " 87772 87773 87774 87775 87776 87777 87778 87779 87780 87781 87782 87783\n",
            " 87784 87785 87786 87787 87788 87789 87790 87791 87792 87793 87794 87795\n",
            " 87796 87797 87798 87799 87800 87801 87802 87803 87804 87805 87806 87807\n",
            " 87808 87809 87810 87811 87812 87813 87814 87815 87816 87817 87818 87819\n",
            " 87820 87821 87822 87823 87824 87825 87826 87827 87828 87829 87830 87831\n",
            " 87832 87833 87834 87835 87836 87837 87838 87839 87840 87841 87842 87843\n",
            " 87844 87845 87846 87847 87848 87849 87850 87851 87852 87853 87854 87855\n",
            " 87856 87857 87858 87859 87860 87861 87862 87863 87864 87865 87866 87867\n",
            " 87868 87869 87870 87871 87872 87873 87874 87875 87876 87877 87878 87879\n",
            " 87880 87881 87882 87883 87884 87885 87886 87887 87888 87889 87890 87891\n",
            " 87892 87893 87894 87895 87896 87897 87898 87899 87900 87901 87902 87903\n",
            " 87904 87905 87906 87907 87908 87909 87910 87911 87912 87913 87914 87915\n",
            " 87916 87917 87918 87919 87920 87921 87922 87923 87924 87925 87926 87927\n",
            " 87928 87929 87930 87931 87932 87933 87934 87935 87936 87937 87938 87939\n",
            " 87940 87941 87942 87943 87944 87945 87946 87947 87948 87949 87950 87951\n",
            " 87952 87953 87954 87955 87956 87957 87958 87959 87960 87961 87962 87963\n",
            " 87964 87965 87966 87967 87968 87969 87970 87971 87972 87973 87974 87975\n",
            " 87976 87977 87978 87979 87980 87981 87982 87983 87984 87985 87986 87987\n",
            " 87988 87989 87990 87991 87992 87993 87994 87995 87996 87997 87998 87999\n",
            " 88000 88001 88002 88003 88004 88005 88006 88007 88008 88009 88010 88011\n",
            " 88012 88013 88014 88015 88016 88017 88018 88019 88020 88021 88022 88023\n",
            " 88024 88025 88026 88027 88028 88029 88030 88031 88032 88033 88034 88035\n",
            " 88036 88037 88038 88039 88040 88041 88042 88043 88044 88045 88046 88047\n",
            " 88048 88049 88050 88051 88052 88053 88054 88055 88056 88057 88058 88059\n",
            " 88060 88061 88062 88063 88064 88065 88066 88067 88068 88069 88070 88071\n",
            " 88072 88073 88074 88075 88076 88077 88078 88079 88080 88081 88082 88083\n",
            " 88084 88085 88086 88087 88088 88089 88090 88091 88092 88093 88094 88095\n",
            " 88096 88097 88098 88099 88100 88101 88102 88103 88104 88105 88106 88107\n",
            " 88108 88109 88110 88111 88112 88113 88114 88115 88116 88117 88118 88119\n",
            " 88120 88121 88122 88123 88124 88125 88126 88127 88128 88129 88130 88131\n",
            " 88132 88133 88134 88135 88136 88137 88138 88139 88140 88141 88142 88143\n",
            " 88144 88145 88146 88147 88148 88149 88150 88151 88152 88153 88154 88155\n",
            " 88156 88157 88158 88159 88160 88161 88162 88163 88164 88165 88166 88167\n",
            " 88168 88169 88170 88171 88172 88173 88174 88175 88176 88177 88178 88179\n",
            " 88180 88181 88182 88183 88184 88185 88186 88187 88188 88189 88190 88191\n",
            " 88192 88193 88194 88195 88196 88197 88198 88199 88200 88201 88202 88203\n",
            " 88204 88205 88206 88207]\n",
            "TRAIN: [    0     1     2 ... 88205 88206 88207] TEST: [88208 88209 88210 88211 88212 88213 88214 88215 88216 88217 88218 88219\n",
            " 88220 88221 88222 88223 88224 88225 88226 88227 88228 88229 88230 88231\n",
            " 88232 88233 88234 88235 88236 88237 88238 88239 88240 88241 88242 88243\n",
            " 88244 88245 88246 88247 88248 88249 88250 88251 88252 88253 88254 88255\n",
            " 88256 88257 88258 88259 88260 88261 88262 88263 88264 88265 88266 88267\n",
            " 88268 88269 88270 88271 88272 88273 88274 88275 88276 88277 88278 88279\n",
            " 88280 88281 88282 88283 88284 88285 88286 88287 88288 88289 88290 88291\n",
            " 88292 88293 88294 88295 88296 88297 88298 88299 88300 88301 88302 88303\n",
            " 88304 88305 88306 88307 88308 88309 88310 88311 88312 88313 88314 88315\n",
            " 88316 88317 88318 88319 88320 88321 88322 88323 88324 88325 88326 88327\n",
            " 88328 88329 88330 88331 88332 88333 88334 88335 88336 88337 88338 88339\n",
            " 88340 88341 88342 88343 88344 88345 88346 88347 88348 88349 88350 88351\n",
            " 88352 88353 88354 88355 88356 88357 88358 88359 88360 88361 88362 88363\n",
            " 88364 88365 88366 88367 88368 88369 88370 88371 88372 88373 88374 88375\n",
            " 88376 88377 88378 88379 88380 88381 88382 88383 88384 88385 88386 88387\n",
            " 88388 88389 88390 88391 88392 88393 88394 88395 88396 88397 88398 88399\n",
            " 88400 88401 88402 88403 88404 88405 88406 88407 88408 88409 88410 88411\n",
            " 88412 88413 88414 88415 88416 88417 88418 88419 88420 88421 88422 88423\n",
            " 88424 88425 88426 88427 88428 88429 88430 88431 88432 88433 88434 88435\n",
            " 88436 88437 88438 88439 88440 88441 88442 88443 88444 88445 88446 88447\n",
            " 88448 88449 88450 88451 88452 88453 88454 88455 88456 88457 88458 88459\n",
            " 88460 88461 88462 88463 88464 88465 88466 88467 88468 88469 88470 88471\n",
            " 88472 88473 88474 88475 88476 88477 88478 88479 88480 88481 88482 88483\n",
            " 88484 88485 88486 88487 88488 88489 88490 88491 88492 88493 88494 88495\n",
            " 88496 88497 88498 88499 88500 88501 88502 88503 88504 88505 88506 88507\n",
            " 88508 88509 88510 88511 88512 88513 88514 88515 88516 88517 88518 88519\n",
            " 88520 88521 88522 88523 88524 88525 88526 88527 88528 88529 88530 88531\n",
            " 88532 88533 88534 88535 88536 88537 88538 88539 88540 88541 88542 88543\n",
            " 88544 88545 88546 88547 88548 88549 88550 88551 88552 88553 88554 88555\n",
            " 88556 88557 88558 88559 88560 88561 88562 88563 88564 88565 88566 88567\n",
            " 88568 88569 88570 88571 88572 88573 88574 88575 88576 88577 88578 88579\n",
            " 88580 88581 88582 88583 88584 88585 88586 88587 88588 88589 88590 88591\n",
            " 88592 88593 88594 88595 88596 88597 88598 88599 88600 88601 88602 88603\n",
            " 88604 88605 88606 88607 88608 88609 88610 88611 88612 88613 88614 88615\n",
            " 88616 88617 88618 88619 88620 88621 88622 88623 88624 88625 88626 88627\n",
            " 88628 88629 88630 88631 88632 88633 88634 88635 88636 88637 88638 88639\n",
            " 88640 88641 88642 88643 88644 88645 88646 88647 88648 88649 88650 88651\n",
            " 88652 88653 88654 88655 88656 88657 88658 88659 88660 88661 88662 88663\n",
            " 88664 88665 88666 88667 88668 88669 88670 88671 88672 88673 88674 88675\n",
            " 88676 88677 88678 88679 88680 88681 88682 88683 88684 88685 88686 88687\n",
            " 88688 88689 88690 88691 88692 88693 88694 88695 88696 88697 88698 88699\n",
            " 88700 88701 88702 88703 88704 88705 88706 88707 88708 88709 88710 88711\n",
            " 88712 88713 88714 88715 88716 88717 88718 88719 88720 88721 88722 88723\n",
            " 88724 88725 88726 88727 88728 88729 88730 88731 88732 88733 88734 88735\n",
            " 88736 88737 88738 88739 88740 88741 88742 88743 88744 88745 88746 88747\n",
            " 88748 88749 88750 88751 88752 88753 88754 88755 88756 88757 88758 88759\n",
            " 88760 88761 88762 88763 88764 88765 88766 88767 88768 88769 88770 88771\n",
            " 88772 88773 88774 88775 88776 88777 88778 88779 88780 88781 88782 88783\n",
            " 88784 88785 88786 88787 88788 88789 88790 88791 88792 88793 88794 88795\n",
            " 88796 88797 88798]\n"
          ]
        }
      ],
      "source": [
        "# sklearn library we used K-fold to split\n",
        "from sklearn.model_selection import KFold\n",
        "\n",
        "kf = KFold(n_splits=150)\n",
        "\n",
        "for train_index, test_index in kf.split(X):\n",
        "    print(\"TRAIN:\", train_index, \"TEST:\", test_index)\n",
        "    X_train, X_test = X[train_index], X[test_index]\n",
        "    y_train, y_test = y[train_index], y[test_index]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "YMGpy9S5-ZTB",
        "outputId": "b194e355-580c-4954-a326-8592fe0dfa56"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original X Shape is  (88208, 784)\n"
          ]
        }
      ],
      "source": [
        "print('Original X Shape is ' , X_train.shape)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "8FprUr-yXALe"
      },
      "source": [
        "Second: train data with the model:\n",
        "-------"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "s5ioOZX7XALf",
        "outputId": "7d0df3fd-1bdf-4907-a3cc-4839e94cdf3c"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Original X Shape is  (88208, 784)\n"
          ]
        }
      ],
      "source": [
        "# transform your data such that its distribution will have a mean value 0 and standard deviation of 1\n",
        "from sklearn.preprocessing import StandardScaler\n",
        "ss = StandardScaler()\n",
        "X_train = ss.fit_transform(X_train)\n",
        "X_test = ss.transform(X_test)\n",
        "print('Original X Shape is ' , X_train.shape)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "4O8ROZBFXALf"
      },
      "outputs": [],
      "source": [
        "# from sklearn library we used the RandomForestClassifier model and use 24 tree\n",
        "from sklearn.ensemble import RandomForestClassifier\n",
        "rf_model = RandomForestClassifier(n_estimators=150, criterion = 'entropy', random_state = 42, min_samples_split=6,\n",
        "                                  min_samples_leaf=1, max_features='auto', max_depth=90, bootstrap=False)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "PPEPGyVqrokl"
      },
      "outputs": [],
      "source": [
        "# from sklearn library we used the DecisionTreeClassifier model\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "dt_model = DecisionTreeClassifier(criterion = 'entropy', random_state = 42) #splitter='best'"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "yAkDPWGaXALg",
        "scrolled": true,
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "ba152907-14ac-421b-c930-bb0a642bbd4f"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "DecisionTreeClassifier(criterion='entropy', random_state=42)"
            ]
          },
          "metadata": {},
          "execution_count": 252
        }
      ],
      "source": [
        "# Training the model to get the relation between the image and the char\n",
        "rf_model.fit(X_train,y_train)\n",
        "dt_model.fit(X_train,y_train)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "P-EZXGD8To7l"
      },
      "outputs": [],
      "source": [
        "from sklearn.metrics import accuracy_score, confusion_matrix, classification_report\n",
        "\n",
        "def print_score(model, X_train, y_train, X_test, y_test, train=True):\n",
        "    if train:\n",
        "        pred = model.predict(X_train)\n",
        "        model_report = pd.DataFrame(classification_report(y_train, pred, output_dict=True))\n",
        "        print(\"Train Result:\")\n",
        "        print(f\"Accuracy Score: {accuracy_score(y_train, pred) * 100:.2f}%\")\n",
        "        print(\"_______________________________________________\")\n",
        "        print(f\"CLASSIFICATION REPORT:\\n{model_report}\")\n",
        "        print(\"_______________________________________________\")\n",
        "        print(f\"Confusion Matrix: \\n {confusion_matrix(y_train, pred)}\\n\")\n",
        "        \n",
        "    elif train==False:\n",
        "        pred = model.predict(X_test)\n",
        "        model_report = pd.DataFrame(classification_report(y_test, pred, output_dict=True))\n",
        "        print(\"Test Result:\")        \n",
        "        print(f\"Accuracy Score: {accuracy_score(y_test, pred) * 100:.2f}%\")\n",
        "        print(\"_______________________________________________\")\n",
        "        print(f\"CLASSIFICATION REPORT:\\n{model_report}\")\n",
        "        print(\"_______________________________________________\")\n",
        "        print(f\"Confusion Matrix: \\n {confusion_matrix(y_test, pred)}\\n\")"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "g1CAEIl9XALg",
        "outputId": "03655a10-8f6b-453b-a22b-163b88f0951d"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Random forest::\n",
            "Train Result:\n",
            "Accuracy Score: 100.00%\n",
            "_______________________________________________\n",
            "CLASSIFICATION REPORT:\n",
            "                1       2       3  ...  accuracy  macro avg  weighted avg\n",
            "precision     1.0     1.0     1.0  ...       1.0        1.0           1.0\n",
            "recall        1.0     1.0     1.0  ...       1.0        1.0           1.0\n",
            "f1-score      1.0     1.0     1.0  ...       1.0        1.0           1.0\n",
            "support    3367.0  3374.0  3392.0  ...       1.0    88208.0       88208.0\n",
            "\n",
            "[4 rows x 29 columns]\n",
            "_______________________________________________\n",
            "Confusion Matrix: \n",
            " [[3367    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0 3374    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0 3392    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0 3385    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0 3414    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0 3369    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0 3372    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0 3399    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0 3412    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0 3383    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0 3409    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0 3402    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0 3378    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0 3345\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "  3384    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0 3410    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0 3413    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0 3397    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0 3364    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0 3401    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0 3395    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0 3400    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0 3394    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0 3412    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0 3431    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0 3406]]\n",
            "\n",
            "Test Result:\n",
            "Accuracy Score: 90.86%\n",
            "_______________________________________________\n",
            "CLASSIFICATION REPORT:\n",
            "                   1          2          3  ...  accuracy   macro avg  weighted avg\n",
            "precision   0.862069   0.916667   0.892857  ...  0.908629    0.905005      0.913719\n",
            "recall      0.862069   1.000000   0.925926  ...  0.908629    0.893900      0.908629\n",
            "f1-score    0.862069   0.956522   0.909091  ...  0.908629    0.895372      0.908276\n",
            "support    29.000000  22.000000  27.000000  ...  0.908629  591.000000    591.000000\n",
            "\n",
            "[4 rows x 29 columns]\n",
            "_______________________________________________\n",
            "Confusion Matrix: \n",
            " [[25  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0\n",
            "   0  3]\n",
            " [ 0 22  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0 25  0  2  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  2  0  7  0  0  0  0  0  0  0  0  0  0  3  0  0  0  0  0  0  0  0  0\n",
            "   0  1]\n",
            " [ 0  0  1  0 21  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0 22  1  0  0  0  0  1  0  0  0  0  0  0  0  1  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  2  0  0  0 10  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 2  0  0  0  0  0  0 21  0  0  0  0  0  0  0  0  0  0  0  0  2  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0 13  0  0  3  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  1 17  0  0  0  0  0  0  0  0  0  0  0  1  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0 27  0  0  0  0  0  0  0  0  0  1  0  0  1\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  4  0  0  9  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  1  0  0  0  0 22  0  0  0  0  0  0  0  1  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  1  0  0  0  0  1 18  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 1  0  0  0  0  0  0  0  0  0  0  0  0  1 21  0  0  0  0  0  0  0  1  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 20  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  2  0  1  0  0  0  0  0  0  0 19  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0 21  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0 27  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0 34  0  0  0  0\n",
            "   0  0]\n",
            " [ 1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 23  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  2 20  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 28  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 24\n",
            "   1  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  1\n",
            "  20  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0 21]]\n",
            "\n",
            "================================================\n",
            "Decision tree::\n",
            "Train Result:\n",
            "Accuracy Score: 100.00%\n",
            "_______________________________________________\n",
            "CLASSIFICATION REPORT:\n",
            "                1       2       3  ...  accuracy  macro avg  weighted avg\n",
            "precision     1.0     1.0     1.0  ...       1.0        1.0           1.0\n",
            "recall        1.0     1.0     1.0  ...       1.0        1.0           1.0\n",
            "f1-score      1.0     1.0     1.0  ...       1.0        1.0           1.0\n",
            "support    3367.0  3374.0  3392.0  ...       1.0    88208.0       88208.0\n",
            "\n",
            "[4 rows x 29 columns]\n",
            "_______________________________________________\n",
            "Confusion Matrix: \n",
            " [[3367    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0 3374    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0 3392    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0 3385    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0 3414    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0 3369    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0 3372    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0 3399    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0 3412    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0 3383    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0 3409    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0 3402    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0 3378    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0 3345\n",
            "     0    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "  3384    0    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0 3410    0    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0 3413    0    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0 3397    0    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0 3364    0    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0 3401    0    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0 3395    0    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0 3400    0    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0 3394    0    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0 3412    0    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0 3431    0]\n",
            " [   0    0    0    0    0    0    0    0    0    0    0    0    0    0\n",
            "     0    0    0    0    0    0    0    0    0    0    0 3406]]\n",
            "\n",
            "Test Result:\n",
            "Accuracy Score: 74.62%\n",
            "_______________________________________________\n",
            "CLASSIFICATION REPORT:\n",
            "                   1          2          3  ...  accuracy   macro avg  weighted avg\n",
            "precision   0.676471   0.882353   0.916667  ...  0.746193    0.743921      0.762584\n",
            "recall      0.793103   0.681818   0.814815  ...  0.746193    0.733553      0.746193\n",
            "f1-score    0.730159   0.769231   0.862745  ...  0.746193    0.732722      0.748925\n",
            "support    29.000000  22.000000  27.000000  ...  0.746193  591.000000    591.000000\n",
            "\n",
            "[4 rows x 29 columns]\n",
            "_______________________________________________\n",
            "Confusion Matrix: \n",
            " [[23  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  1  1  0  0  1  0  0  0\n",
            "   0  2]\n",
            " [ 0 15  0  1  1  0  1  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0\n",
            "   2  0]\n",
            " [ 0  0 22  0  1  0  1  0  0  0  0  0  0  0  1  1  0  0  0  1  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  8  0  0  0  0  1  0  1  0  0  1  1  0  0  0  0  0  0  0  0  1\n",
            "   0  0]\n",
            " [ 2  1  0  0 19  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  1  0  0  0 16  0  0  1  0  0  0  0  0  0  1  1  2  0  2  0  0  0  1\n",
            "   0  0]\n",
            " [ 0  0  1  0  0  0  7  1  0  2  0  0  0  0  0  0  2  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 3  0  0  1  0  0  0 15  0  0  2  0  2  0  0  0  0  0  0  0  0  1  0  0\n",
            "   1  0]\n",
            " [ 0  0  0  0  0  0  0  0 12  1  0  3  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  1 16  0  0  0  0  0  0  0  0  0  0  0  1  0  1\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  1  0  0 25  0  0  0  0  0  0  0  0  1  0  1  0  1\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  1  0  0  5  0  1  6  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  1  0  0  0  0  0  0  0  0 19  0  0  0  0  0  0  0  2  0  0  1\n",
            "   0  1]\n",
            " [ 1  0  0  0  0  0  0  1  0  0  0  0  1 15  0  0  0  1  0  1  0  0  0  0\n",
            "   0  0]\n",
            " [ 1  0  0  0  0  0  0  0  0  0  0  0  0  0 21  0  0  0  0  1  0  0  1  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  1  1  0  0  0  0  0  0  0  0 16  0  1  0  0  0  0  0  0\n",
            "   1  0]\n",
            " [ 1  0  0  0  0  0  4  0  1  0  0  0  0  0  1  1 12  0  0  0  0  0  1  0\n",
            "   0  1]\n",
            " [ 1  0  0  0  0  1  0  0  0  0  1  0  0  0  0  2  0 14  0  0  0  3  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  4  1  1  1  0  0  0  0  0  0  0  0 20  0  0  0  0  0\n",
            "   0  1]\n",
            " [ 0  0  0  0  0  3  1  0  1  0  0  0  0  0  0  0  0  1  0 27  0  0  0  0\n",
            "   2  0]\n",
            " [ 1  0  0  0  0  0  0  0  0  1  0  0  0  1  0  0  0  0  0  0 21  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0  0  0  1 19  0  0\n",
            "   1  0]\n",
            " [ 0  0  0  0  0  0  1  0  0  0  0  0  1  0  1  0  0  0  0  1  0  0 24  0\n",
            "   0  0]\n",
            " [ 1  0  0  0  1  0  0  0  0  0  2  1  0  0  0  0  0  1  0  0  1  0  1 17\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  1  0  1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  3\n",
            "  17  0]\n",
            " [ 0  0  0  0  0  0  0  0  1  2  1  2  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0 15]]\n",
            "\n"
          ]
        }
      ],
      "source": [
        "#from sklearn library we used accuracy_score to get the model accuracy ( %)\n",
        "#from sklearn.metrics import accuracy_score\n",
        "print(\"Random forest::\")\n",
        "print_score(rf_model, X_train, y_train, X_test, y_test, train=True)\n",
        "print_score(rf_model, X_train, y_train, X_test, y_test, train=False)\n",
        "print(\"================================================\")\n",
        "print(\"Decision tree::\")\n",
        "print_score(dt_model, X_train, y_train, X_test, y_test, train=True)\n",
        "print_score(dt_model, X_train, y_train, X_test, y_test, train=False)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "avJTbJ4mXALh"
      },
      "source": [
        "Third:test the model with an image:\n",
        "-------"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "UbgNS_5JXALh"
      },
      "outputs": [],
      "source": [
        "import cv2\n",
        "\n",
        "img = cv2.imread('/content/drive/MyDrive/Colab Notebooks/AI Project/images/1.png')\n",
        "gray = cv2.cvtColor(img, cv2.COLOR_BGR2GRAY) #to make it in gray scale\n",
        "\n",
        "ret, thresh = cv2.threshold(gray, 0, 255, cv2.THRESH_OTSU) #to make it binary\n",
        "\n",
        "# helps in detecting the chars\n",
        "rect_kernel = cv2.getStructuringElement(cv2.MORPH_RECT, (30, 10))\n",
        "threshed = cv2.morphologyEx(thresh, cv2.MORPH_CLOSE, rect_kernel)\n",
        "\n",
        "#find the Contours of an image then create boundingRect \n",
        "ctrs, hier = cv2.findContours(thresh.copy(), cv2.RETR_LIST, cv2.CHAIN_APPROX_SIMPLE)\n",
        "sorted_ctrs = sorted(ctrs, key=lambda ctr: cv2.boundingRect(ctr)[0])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "3CTM27TDXALi"
      },
      "outputs": [],
      "source": [
        "\n",
        "images_char = []\n",
        "for i, ctr in enumerate(sorted_ctrs):\n",
        "    x, y, w, h = cv2.boundingRect(ctr) #to get x-axis, y-axis, width, hight.\n",
        "\n",
        "    roi = img[y:y + h, x:x + w] #it gets the position of every char\n",
        "\n",
        "    area = w*h  #area of the char\n",
        "\n",
        "    if area > 250 : # we want the area that is bigger than 250 pixel to ignor all the small things on the image\n",
        "        rect = cv2.rectangle(img, (x, y), (x + w, y + h), (0, 255, 0), 2) #draw the rectangle\n",
        "        images_char.append(gray[y: y + h, x :x + w ]) #take all chars from the gray image and append to list  \n",
        "\n",
        "\n",
        "#change the size to 28x28 and convert it to vector\n",
        "for i in range(len(images_char)):\n",
        "    images_char[i] = cv2.resize(images_char[i],(28,28)).flatten()\n"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "eVt8gyqnXALi",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "63d58f88-b3bc-46f9-ec07-757e263bb72c"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f87f7996110>"
            ]
          },
          "metadata": {},
          "execution_count": 257
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "import matplotlib.pyplot as plt\n",
        "#befor detecting all chars \n",
        "plt.imshow(thresh,cmap='gray')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "LfRduaukXALi",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 284
        },
        "outputId": "06810be9-8eaa-4ac2-a21c-6009a87e4818"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.image.AxesImage at 0x7f87f5597850>"
            ]
          },
          "metadata": {},
          "execution_count": 258
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAPcAAAD6CAYAAAB9EtGNAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAXqUlEQVR4nO2da4xVVZbH/0ueIshDBIo3hndwhqd0i4kGrQTRtCaSSRudYCThy0xip3tscSaZpJP5YH9pu5OZdIe00ozpbuy2jfgIjujQaVsnRSHYIBQ2pUgo3qDIQwXRNR/q0NZee1WdU/feuvfW5v9LKtx16uxzVp17F/uutddaW1QVhJD0uKrWChBCegYaNyGJQuMmJFFo3IQkCo2bkEShcROSKGUZt4gsE5H3RaRVRNZUSilCSPlIqevcItIHwF8BNAJoA9AM4H5V3dPFGC6qE1JhVFW84+XM3DcBaFXVD1X1IoANAO4p43qEkApSjnGPA3Cwg9yWHSOE1AF9e/oGIrIawOqevg8hJKQc4z4EYEIHeXx2LEBV1wJYC9DnJqSalPO1vBnANBGZIiL9AXwXwIuVUYsQUi4lz9yqeklE/hnA/wDoA+BpVd1dMc0IIWVR8lJYSTfj13JCKk5PLIURQuoYGjchiULjJiRRaNyEJAqNm5BEoXETkig0bkIShcZNSKLQuAlJlB6vCiOk3hBxE7q6RW/YzIMzNyGJQuMmJFFo3IQkCo2bkERhQI1ccfTp06fsa3z11VeBXI8BNs7chCQKjZuQRKFxE5Io9e9z158rQ3o5l3Cp1ip8Q/n5NJ3CmZuQRKFxE5IoNG5CEoXGTUii1F9AjQE0ciVhP+8VDLBx5iYkUWjchCQKjZuQRKFxE5IoNG5CEoXGTUii0LgJSZT6W+cuhQqsDV51Vfz/3ODBgwPZFvlfc801sSoFOmvawv7z588Hsm0EAABffPFFIH/99de5Y6rVQKBfv36B7D2DYcOGBfKAAQMC+fbbb4/GDB8+PJDvvPPOLn8PAGPGjOnyPoD/Xnfk4MGD0bELFy4E8qOPPhrIb775ZnyhGudscOYmJFFo3IQkCo2bkETJNW4ReVpEjovIex2OjRCRzSKyL/s3dn4IITWlSEDtVwD+E8B/dzi2BsAbqvqEiKzJ5Mcqr1718IJA/fv3D2QbUBs0aFCh61hsoOvLL78MZC84dvHixS6v6Y2pFjZA5XUXtYGtq6++OpBHjRoVjbnuuusCedy4cYHsBdRGjBgRyH37xh9xG5y0z87TPy8IV4/kaqyqfwLwsTl8D4D12ev1AO6tsF6EkDIpdSlstKoeyV4fBTC6sxNFZDWA1SXehxBSImWvc6uqikinK3qquhbAWgDo6jxCSGUp1biPiUiDqh4RkQYAxyupVLl4fm+ev3zttddGYx566KFAHjp0aCDPmTMnGmMTOjysj71z585A/uyzz6IxW7duDeRz584FcnNzczTGJl6UktTi+az2b1yyZEkgDxkyJBqzYMGCLs9pbGyMxtj3xNPF0tTUFMjes3z//fe7PMdLYrF++gcffJCrS60pNUrwIoCV2euVADZWRh1CSKUoshT2WwD/B2CGiLSJyCoATwBoFJF9AO7IZEJIHZH7PUdV7+/kV3EyMCGkbkijcMTg+dz2mPXBvQKDsWPHBrJdQ506dWo0xq6Ne9g1608++SSQz549G42xa7p23bWn1mG969pnZ2MRtkgEiJ+l9adtwQcQ++VnzpwJ5EuX4p1D7LPznuXRo0cD2cYvDh8+HI2xPvfnn38enVNv9L6VeUJIIWjchCQKjZuQRKFxE5IoSQTUbNDHdlABgIEDBwbyzJkzA/n666+Pxtx8882BbINAo0fHWbde0YHFdlGxyRk2+cTTzwaKvPvaANSePXsC+fTp09EYm6CyePHi6BwbMFu1alUg24IPAGhoaAhkG3j0ApH2OWzatCmQT548GY3ZuDFMuTh16lR0zscfh6USNsBpk4yA+D2zQbh6hDM3IYlC4yYkUWjchCRKEj63pUixg/XLvcIRmzhiz7ENB4BizRry7uP5fNa/t4Uvnp9rYxH2GRRJUPESUvKaKHjxC3sd+x55zSZskor1n48dOxaNOXDgQCAfPx7XNNlus9XqElttOHMTkig0bkIShcZNSKIk4XNbP9drmGDXUa3P7fnPdv3TFg94O45Yn9Xza62PZ9fgPf0nTZrUpS633XZbNMauxdq12tbW1mhMkXVu63NbH9tr1mB9bPue2eIZIC7OsA0SDh06FI2xa/v2OXn3tqTig3PmJiRRaNyEJAqNm5BEoXETkihJBNQsXhDLHrMBHi+IZQMvpSSoeOR1hfHuY4N3Vv+RI0dGY2ygzga67O+B+Dl4SSx52/F6RSB5BTVeVxWbzGOTT6wMxEFQ77r2+aYSQLNw5iYkUWjchCQKjZuQRJFq+huFthMqQR25KvShvE6m1pe0iRheQsqtt97a5TmzZs2KxtjkmEWLFkXnWF/X6lIk8aVI8wDrs7a1tQWybVrg3dvr8Gr1z+vMCsQJKbYRw7p166IxtuijSCOGIh1Sq0YpplVCWEdV3VGcuQlJFBo3IYlC4yYkUZJc5y7S4M76m95ukLZQwfrcXoMHe8xrdphXROH5rHlr7HY3FCD2021xjLdObO/jXTdvXd6L49hmDPY98opA7LETJ04EstfgkXwDZ25CEoXGTUii0LgJSRQaNyGJkkRALS/BwzvHBtC8jh3Nzc2BbANhu3btisbYBI+WlpboHBt0a2xsDGQvoWbChAmBnJeUA8SBLxtQK7LdsFfwYQNo9nl7ATWbZGOf/759+6IxBw8eDGT7HnlBxlSLQEqBMzchiULjJiRRco1bRCaIyBYR2SMiu0Xkkez4CBHZLCL7sn+H512LEFI9ivjclwD8QFW3i8gQAO+IyGYADwF4Q1WfEJE1ANYAeKznVC2O53cV8cstXmFFR7xdJm3RyqhRo6Jzhg4dGsjz588PZNtwAIg7jBbxLfO6wnoNKiyl+LDeGFvAYZNYbMEHEHdEtdegf901uTO3qh5R1e3Z67MAWgCMA3APgPXZaesB3NtTShJCuk+3fG4RmQxgHoAmAKNV9Uj2q6MA4s2qCSE1o/BSmIgMBvAHAN9T1TMdv/KpqnZWqy0iqwGsLldRQkj3KDRzi0g/tBv2r1X1+ezwMRFpyH7fACDeThGAqq5V1YWqurASChNCipE7c0v7FP0UgBZV/UmHX70IYCWAJ7J/NzrDk6JI91MbKNqxY0d0jg262coxbzse2xXGdiC9++67ozE2GaaU7q2V6via123WdrAB4mQfG8CsaZeVXkCRr+VLAPwjgF0i8m527F/RbtS/E5FVAA4A+IeeUZEQUgq5xq2qf0bnnZ1ur6w6hJBKwQw1QhIlicKRamGTJrwkiryOL0Dsx9qOL57PPX369EC2frrtdJICpSQekW/gzE1IotC4CUkUGjchiUKfuwbYBgh2DdjK3pgiO4NWC9ut1eveatfl7Rr8ihUrojF2R5HXX389kG1hCQDs3bs3kO1OJ0Cx5hIpwJmbkEShcROSKDRuQhKFxk1IojCgVmGKbA1kC0cmT54cyLZTCwBMnDixy3O8IJylpwJHRYJ5gwYN6vL3y5cvj47Zbqe2w6uXIPTMM88Est0G2BvnbT+VApy5CUkUGjchiULjJiRR6HP3MEX8XLtLid0ZxDtmxxTxe0tJdKlWgof9e4A4XmETYTxsEwgv5pFq0oqFMzchiULjJiRRaNyEJAp97jLwfFi7c+aNN94YnTN8eLjz0gMPPBDI3jr3lClTuryPt3uI9S3Pnj0byHanTSD+mzxdSiliyfP3vZ1NbZxh8eLFgeztzHr69OlA9naFefbZZwPZroXbRhhAfjOMevTjOXMTkig0bkIShcZNSKLQuAlJFAbUyqBIEMUGz4B4O94ZM2YEspesMWLEiEDO6+ZSBK+bqA18eYEwmxhSiS4wNkDoMXbs2ED2dhyZNm1aINtiEyAO1HmJLimQ5l9FCKFxE5IqNG5CEoU+dxdYv9b6ZmPGjInG2J0p77jjjugc6wdaH9wrHLG6WH//xIkT0Rjb+fOFF14I5D179kRjrO++bNmy6Byb2DJv3rxALlIEYv30IvELe47nK8+aNSuQvUSdRYsWBXJDQ0Mg2x1gvOvYhg/1uOMoZ25CEoXGTUii0LgJSRT63F2Q5wd6a7PWX540aVJ0jl2ztn56kTVfq5vn89kCCOtjv/XWW9EYW4AyZ86c3Ova9XLPF85bSy7icxdZXx81alQge80PbYzDFqAcPnw4GmOfby13eCkKZ25CEoXGTUii0LgJSZRc4xaRgSKyVUT+IiK7ReRH2fEpItIkIq0i8qyI5DuKhJCqUSSgdgHAUlU9JyL9APxZRDYB+D6AJ1V1g4j8AsAqAD/vQV17FJskAsRJKjZ54+GHH47G2GDZwoULo3Nskoft8uFtO3vu3LlAtkkVzz//fDTGJlq8/fbbgdzW1haNsc/hpZdeis6xhS02CWTkyJHRGPtcbODO68TivScd8YJwNqDpBSeXLl0ayHYrYK/Yx56zefPmQPZ2P6k1uTO3tnP5k9Uv+1EASwE8lx1fD+DeHtGQEFIShXxuEekjIu8COA5gM4APAJxW1cvrA20AxnUydrWIbBORbZVQmBBSjELGrapfqepcAOMB3ARgZtEbqOpaVV2oqvH3U0JIj9GtJBZVPS0iWwB8G8AwEembzd7jARzqCQWrhee/Wd/YJpt4/rT1LSdMmBCdY4szrM/tddq0SRQ2kaSlpSUaY7t67t+/P5CtH+/hXdfGHs6cORPI3o6eebuFeEkueYki3ntmfWzvnBtuuCGQbfzio48+isbYvykvHlAPFImWXy8iw7LXVwNoBNACYAuAFdlpKwFs7CklCSHdp8jM3QBgvYj0Qft/Br9T1ZdFZA+ADSLyHwB2AHiqB/UkhHSTXONW1Z0A5jnHP0S7/00IqUOYoUZIoiRRFWYDL0WqkgYMGBDIXhLFLbfcEsi2msgLlg0ePLhrZREHw3bv3h3IXveQ7du3B7INYjU1NUVjPv3000C+ePFirm72WXrJGTYQt27dukC2gUcg3g7JBqi8jjU2cGc72HgJKkUqx4YMGdLldaZOnRqNsdVm9u+x2xgBwJeIK9KqCWduQhKFxk1IotC4CUmUJHzuIljfyyaSeB07J06cGMjW7/IKJIokO9gkFZtsYn1lANi1a1cgWx+vSMfOUjqM2m1/gfhZNjc3B7LXvfXUqVOBbP3e+fPnR2Pss7OJMKVum2vfI1vE4r2veQlN9diZhTM3IYlC4yYkUWjchCRKEj639Xe8NWu7lml3jPQK9G2BQd5Om0DcCdRbs7bHDhw4EMjemumhQ2FdjvWFi+zYWYqPWmSM1cV2EwXiYgzrl2/bFlcE23Vt6xvbdXAg9su93U/tdez76O0kY3MTbIygtbU1GvMRPoqOVRPO3IQkCo2bkEShcROSKDRuQhIliYCaF0zKwwbdvIIPG9CxQTcbmAHiAE7eNjpAHJDyAmq2+6Yd422bU8pzsXgBNXvMFrF4gca8wp0jR45EY2yhi/0bPd2KFI7Y981exwvU2U44NujmJUHVGs7chCQKjZuQRKFxE5IoSfjc48aFLdNtkwUgLhaYPXt2INtCBiDevtYmwlg/GIgTOF599dXoHFsYYs/xupIePHgwkK0/Wgn/ulRsIYyni40jWN/4tddei8bYRBeb/OMlHjU2Ngay13XVjrPvq+dzW+yuJV7H1L3Ym3sdSyUSjy7DmZuQRKFxE5IoNG5CEiUJn9v6ZtOnT4/OsT713LlzA9lb5540aVIgW3/o2LFj0Ri7Q6dtbAjEjQtsIwZvl0/ry1u/thzfrFy8HVIsdp3YsnPnzuiYXS+3eQe2kAcAFi1aFMhe4wj7Ptr7eIVHdoyNx8ycWXiHrS6hz00IyYXGTUii0LgJSRQaNyGJkkRA7b777gvk5cuXR+fYRAXb4dIr8Dhx4kQg20DXK6+8Eo2xO3TYzqBAnKRir+sVgdjASiUDL/WAV2xi/0a7nbBXrPGb3/wmkL1ElwcffDCQR48eHcheQM0Wm9iAphfELQX7OSwnOYkzNyGJQuMmJFFo3IQkShI+94IFCwLZJjIAvk/XEc9ntTuB2EQSL0Hl5MmTgbx3b1w84CWpXOkUSYTZv39/IHtxEusbewVBd911VyBbv9wWGQGx/2/vY3f9LJUizT0KX6tiVyKE1BU0bkISpbBxi0gfEdkhIi9n8hQRaRKRVhF5VkTindAJITWjOz73IwBaAFze3vDHAJ5U1Q0i8gsAqwD8PO8iHX0X2yQPAL5AvFtFHjNmzAiv4ex4YX1q6/eeP38+GrNp06ZAtmvYO3bsiMbYNWxvnbKSa5lXEkWaH9pGGLapBQDs27cvkO1uIp7/bP1wW2hkd40BANwQH8qjkvkKhWZuERkP4C4Av8xkAbAUwHPZKesB3FsxrQghZVP0a/lPAfwQwOUp5joAp1X1ch1fG4Bx3kARWS0i20Qk3gyKENJj5Bq3iNwN4LiqvlPKDVR1raouVNWFpYwnhJRGEZ97CYDviMhyAAPR7nP/DMAwEembzd7jARzq4hqEkCqTa9yq+jiAxwFARG4D8C+q+oCI/B7ACgAbAKwEsLHIDXsioDZt2rRA9hIBbCcQG1DzdvloamoKZJugYgsZAD+YRypDkcCjDXp6u8LY3U3sObaoyMMWrdgdYEql6gG1TngMwPdFpBXtPvhTlVGJEFIJupV+qqp/BPDH7PWHAG6qvEqEkErADDVCEkWqWeQvItqxgMPbDeLUyVPRMUKuFK7q0/0EJ1WNs3nAmZuQZKFxE5IoNG5CEqXqzRo6+vg2YZ+QK51KFhFx5iYkUWjchCQKjZuQRKFxE5IoVU9i6Vg44hV42C6lFy/EnTQISQY3/aR7MImFkCsMGjchiULjJiRRqu5zd5Q9n9ses10nvY6XRXa8tMfsTpreGJtk09t30iTt5O0+4zV4sJ+xvn3D/C+vSYdNSCmyq0op0Ocm5AqDxk1IotC4CUkUGjchiVLTgBohpHwYUCPkCoPGTUii0LgJSRQaNyGJQuMmJFFo3IQkCo2bkEShcROSKDRuQhKFxk1IotC4CUkUGjchiULjJiRRaNyEJAqNm5BEoXETkijV3sL3JIADAEZmr3sDvUlXoHfp25t0BepT30md/aKqnVj+dlORbaq6sOo3LoHepCvQu/TtTboCvU9ffi0nJFFo3IQkSq2Me22N7lsKvUlXoHfp25t0BXqZvjXxuQkhPQ+/lhOSKFU1bhFZJiLvi0iriKyp5r2LICJPi8hxEXmvw7ERIrJZRPZl/w6vpY6XEZEJIrJFRPaIyG4ReSQ7Xq/6DhSRrSLyl0zfH2XHp4hIU/aZeFZE+tda18uISB8R2SEiL2dy3erqUTXjFpE+AP4LwJ0AZgO4X0RmV+v+BfkVgGXm2BoAb6jqNABvZHI9cAnAD1R1NoBvAfin7HnWq74XACxV1b8HMBfAMhH5FoAfA3hSVacC+ATAqhrqaHkEQEsHuZ51jajmzH0TgFZV/VBVLwLYAOCeKt4/F1X9E4CPzeF7AKzPXq8HcG9VleoEVT2iqtuz12fR/iEch/rVV1X1XCb2y34UwFIAz2XH60ZfERkP4C4Av8xkQZ3q2hnVNO5xAA52kNuyY/XOaFU9kr0+CmB0LZXxEJHJAOYBaEId65t9zX0XwHEAmwF8AOC0ql7KTqmnz8RPAfwQwOVNtq9D/erqwoBaN9D2pYW6Wl4QkcEA/gDge6p6puPv6k1fVf1KVecCGI/2b3Iza6ySi4jcDeC4qr5Ta13KoZq55YcATOggj8+O1TvHRKRBVY+ISAPaZ526QET6od2wf62qz2eH61bfy6jqaRHZAuDbAIaJSN9sRqyXz8QSAN8RkeUABgK4FsDPUJ+6dko1Z+5mANOyiGN/AN8F8GIV718qLwJYmb1eCWBjDXX5G5kP+BSAFlX9SYdf1au+14vIsOz11QAa0R4n2AJgRXZaXeirqo+r6nhVnYz2z+n/quoDqENdu0RVq/YDYDmAv6Ld1/q3at67oH6/BXAEwJdo96lWod3XegPAPgCvAxhRaz0zXW9B+1funQDezX6W17G+fwdgR6bvewD+PTt+A4CtAFoB/B7AgFrravS+DcDLvUFX+8MMNUIShQE1QhKFxk1IotC4CUkUGjchiULjJiRRaNyEJAqNm5BEoXETkij/D4bp7Y3fBCS0AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ],
      "source": [
        "#after detecting all chars \n",
        "plt.imshow(rect)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "5e3GxYquXALj"
      },
      "outputs": [],
      "source": [
        "#transform StandardScaler\n",
        "images_char = ss.transform(images_char)\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "vtznkDc-XALj"
      },
      "source": [
        "The final result:\n",
        "-------"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "uu-NZOPQXALj",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "57d27760-4f57-44c8-c978-ef7f378a8ff7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[24]\n",
            "[24]\n"
          ]
        }
      ],
      "source": [
        "#the detected word in numbers\n",
        "rf_word_in_num =  rf_model.predict(images_char)\n",
        "print(rf_word_in_num)\n",
        "dt_word_in_num =  dt_model.predict(images_char)\n",
        "print(dt_word_in_num)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "C8gID3J9XALk"
      },
      "outputs": [],
      "source": [
        "#change array of numbers to string\n",
        "rf_out = ''\n",
        "for x in rf_word_in_num:\n",
        "    rf_out += chr(64+x)\n",
        "dt_out = ''\n",
        "for x in dt_word_in_num:\n",
        "      dt_out += chr(64+x)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "kLrVA6ZkXALk",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "db9e1eb0-7c59-46ae-836c-d040d5e6d3b4"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "RF out:  X\n",
            "DT out:  X\n"
          ]
        }
      ],
      "source": [
        "print('RF out:  '+rf_out)\n",
        "print('DT out:  '+dt_out)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_predict_train= rf_model.predict(X_train)\n",
        "\n",
        "print(y_train[12:23])#random sample 12:23\n",
        "print('============================')\n",
        "print(y_predict_train[12:23])\n",
        "print('============================')\n",
        "\n",
        "y_predict_train = dt_model.predict(X_train)\n",
        "print(y_train[12:23])\n",
        "print('============================')\n",
        "print(y_predict_train[12:23])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e-AmxvyfIgXe",
        "outputId": "219225cb-cacf-4a9b-ea6f-b6f450434f3a"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[21 26 21 21 24 19  5  2 25  9  5]\n",
            "============================\n",
            "[21 26 21 21 24 19  5  2 25  9  5]\n",
            "============================\n",
            "[21 26 21 21 24 19  5  2 25  9  5]\n",
            "============================\n",
            "[21 26 21 21 24 19  5  2 25  9  5]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "jd-E9GPg0G4g",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "586a2b79-e848-4c9e-d8f3-adb60c6c55bd"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[10 20 24 22  1  3 23 20 11 16 26]\n",
            "============================\n",
            "[10 20 24 22 26  3 23 20 11 16 26]\n",
            "============================\n",
            "[10 20 24 22  1  3 23 20 11 16 26]\n",
            "============================\n",
            "[24 20 24 22 26  3 23 20 11  6  9]\n"
          ]
        }
      ],
      "source": [
        "y_predict = rf_model.predict(X_test)\n",
        "print(y_test[12:23]) #random sample 12:23\n",
        "print('============================')\n",
        "print(y_predict[12:23])\n",
        "print('============================')\n",
        "\n",
        "y_predict = dt_model.predict(X_test)\n",
        "print(y_test[12:23])\n",
        "print('============================')\n",
        "print(y_predict[12:23])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "-9xvVuV8Zh_M",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "d989a989-e076-42b8-b5f3-018cdf66d410"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[25  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0  0\n",
            "   0  3]\n",
            " [ 0 22  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0 25  0  2  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  2  0  7  0  0  0  0  0  0  0  0  0  0  3  0  0  0  0  0  0  0  0  0\n",
            "   0  1]\n",
            " [ 0  0  1  0 21  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0 22  1  0  0  0  0  1  0  0  0  0  0  0  0  1  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  2  0  0  0 10  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 2  0  0  0  0  0  0 21  0  0  0  0  0  0  0  0  0  0  0  0  2  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0 13  0  0  3  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  1 17  0  0  0  0  0  0  0  0  0  0  0  1  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0 27  0  0  0  0  0  0  0  0  0  1  0  0  1\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  4  0  0  9  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  1  0  0  0  0 22  0  0  0  0  0  0  0  1  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  1  0  0  0  0  1 18  0  0  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 1  0  0  0  0  0  0  0  0  0  0  0  0  1 21  0  0  0  0  0  0  0  1  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 20  0  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  2  0  1  0  0  0  0  0  0  0 19  0  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0 21  0  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  0  0  0 27  0  0  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0 34  0  0  0  0\n",
            "   0  0]\n",
            " [ 1  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 23  0  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  2 20  0  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 28  0\n",
            "   0  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0 24\n",
            "   1  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  1  0  0  1\n",
            "  20  0]\n",
            " [ 0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0  0\n",
            "   0 21]]\n",
            "              precision    recall  f1-score   support\n",
            "\n",
            "           1       0.86      0.86      0.86        29\n",
            "           2       0.92      1.00      0.96        22\n",
            "           3       0.89      0.93      0.91        27\n",
            "           4       1.00      0.54      0.70        13\n",
            "           5       0.91      0.91      0.91        23\n",
            "           6       1.00      0.88      0.94        25\n",
            "           7       0.77      0.77      0.77        13\n",
            "           8       0.91      0.84      0.87        25\n",
            "           9       0.68      0.81      0.74        16\n",
            "          10       1.00      0.89      0.94        19\n",
            "          11       1.00      0.93      0.96        29\n",
            "          12       0.69      0.69      0.69        13\n",
            "          13       0.92      0.92      0.92        24\n",
            "          14       0.90      0.90      0.90        20\n",
            "          15       0.88      0.88      0.88        24\n",
            "          16       1.00      1.00      1.00        20\n",
            "          17       0.90      0.86      0.88        22\n",
            "          18       0.95      0.95      0.95        22\n",
            "          19       0.96      0.96      0.96        28\n",
            "          20       0.97      0.97      0.97        35\n",
            "          21       0.77      0.96      0.85        24\n",
            "          22       0.95      0.91      0.93        22\n",
            "          23       0.97      1.00      0.98        28\n",
            "          24       0.92      0.96      0.94        25\n",
            "          25       0.95      0.91      0.93        22\n",
            "          26       0.84      1.00      0.91        21\n",
            "\n",
            "    accuracy                           0.91       591\n",
            "   macro avg       0.91      0.89      0.90       591\n",
            "weighted avg       0.91      0.91      0.91       591\n",
            "\n",
            "0.9086294416243654\n"
          ]
        }
      ],
      "source": [
        "from sklearn.metrics import classification_report, confusion_matrix, accuracy_score\n",
        "y_pred = rf_model.predict(X_test)\n",
        "print(confusion_matrix(y_test,y_pred))\n",
        "print(classification_report(y_test,y_pred))\n",
        "print(accuracy_score(y_test, y_pred))"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_pred=rf_model.predict(X_test)"
      ],
      "metadata": {
        "id": "yznh9W6e9sfn"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "cm = confusion_matrix(y_test, y_pred)\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot(111)\n",
        "cax = ax.matshow(cm)\n",
        "plt.title('Confusion matrix of the classifier')\n",
        "fig.colorbar(cax)\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('True')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "id": "EPsRsQwiMZBf",
        "outputId": "f324a565-07cd-4748-fd78-ca73c89560f5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "matrix = confusion_matrix(y_test, y_pred)\n",
        "fig, ax = plt.subplots(figsize=(7.5, 7.5))\n",
        "ax.matshow(matrix, cmap=plt.cm.Blues, alpha=0.3)\n",
        "for i in range(matrix.shape[0]):\n",
        "    for j in range(matrix.shape[1]):\n",
        "        ax.text(x=j, y=i,s=matrix[i, j], va='center', ha='center', size='larger')\n",
        "plt.xlabel('Predictions', fontsize=18)\n",
        "plt.ylabel('Actuals', fontsize=18)\n",
        "plt.title('Confusion Matrix', fontsize=18)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "1WdtcS1NCORP",
        "outputId": "3e954d56-3cd5-4b1f-a237-6fae8dc22528"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 540x540 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import roc_auc_score\n",
        "#predicting the data\n",
        "#y_pred_cnb = rf_model.predict(X_test)\n",
        "y_prob_pred_cnb = rf_model.predict_proba(X_test)\n",
        "\n",
        "#roc auc score\n",
        "roc_auc_score(y_test, y_prob_pred_cnb, multi_class='ovo', average='weighted')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Hho-oewFOMM6",
        "outputId": "77c69bd3-abe7-46b9-c655-137860f46327"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.997240359043099"
            ]
          },
          "metadata": {},
          "execution_count": 269
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "y_predict = dt_model.predict(X_test)"
      ],
      "metadata": {
        "id": "DcBwx-K0dDRH"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "matrix = confusion_matrix(y_test,y_predict)\n",
        "fig, ax = plt.subplots(figsize=(7.5, 7.5))\n",
        "ax.matshow(matrix, cmap=plt.cm.Blues, alpha=0.3)\n",
        "for i in range(matrix.shape[0]):\n",
        "    for j in range(matrix.shape[1]):\n",
        "        ax.text(x=j, y=i,s=matrix[i, j], va='center', ha='center', size='larger')\n",
        "plt.xlabel('Predictions', fontsize=18)\n",
        "plt.ylabel('Actuals', fontsize=18)\n",
        "plt.title('Confusion Matrix', fontsize=18)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 501
        },
        "id": "_7OebDcDePLH",
        "outputId": "539f4089-c53f-49bf-fde6-ec83ddf21845"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 540x540 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "\n",
        "cm = confusion_matrix(y_test, y_predict)\n",
        "fig = plt.figure()\n",
        "ax = fig.add_subplot(111)\n",
        "cax = ax.matshow(cm)\n",
        "plt.title('Confusion matrix of the classifier')\n",
        "fig.colorbar(cax)\n",
        "plt.xlabel('Predicted')\n",
        "plt.ylabel('True')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 289
        },
        "id": "VT-uRXiIfDTC",
        "outputId": "eed117ad-385e-4e2c-9979-e5703f58ea81"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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CDBd3sX0hnODMrBBFX8lQBCc4MyvMiHtRzayOsovtneDMrIYCsba4S7UK4QRnZoWIwIW+ZlZXcqHvWGjqFKZs1vrO3SOrn8ttI68QspMiXv24/YjJsd+y3DbGq4iCzn4UhZah8BSqUSDbiSrEGXgPzsxqzJ0MZlZLgQob8LIoTnBmVojstoHlSinlisbMKqyzmzr3kxOcmRUi8JUMZlZj3oMzs1qKkPfgxiLWDrW9sW0/bsgM+XVuD1y8a9v52x3+63HHUJe6rk4U8b1Omj6t7fy87TVlduv6y4Z+3HS5Ct971sngS7WQ9CCwChgGhjq5w7WZlZ3vydDsrRHxxADXb2YFyjoZfA7OzGqqbFcyDCqaAK6RdKukhaMtIGmhpMWSFq9lTZ/DM7NuNa5k6OTRL4Pag9snIpZJ2hy4VtI9EXF98wIRsQhYBLCRNolBBGlm3fFNZ4CIWJb+XSnpcmB34Pr27zKzMouAtSPlSnB9j0bSNEkzGs+BdwJ39TsOMytWdog6qaNHvwxiD24WcLmkxvq/FRFXjafBstzsOK/O7bn/vEduGzOuubvt/KrUbRWhDJ+1LNuqDHVunZjwVzJExO+AN/V7vWbWWy4TMbMaK9+lWuWKxswqbSTdlyHvkUfSVpJ+IuluSUskfSxN30TStZLuS/9u3K4dJzgzK0TWizq5o0cHhoATImInYE/gI5J2Ak4ErouIHYDr0uuWnODMrBBFFvpGxPKIuC09XwUsBeYABwEXpsUuBA5u147PwZlZYXpx20BJc4FdgZuBWRGxPM16jKwqoyUnODMrRJe9qDMlLW56vShdvfQykqYDlwLHR8SzqbwsW19ESGp7lZMTnJkVpote1CfyhkmTNJUsuV0cEZelySskzY6I5ZJmAyvbtVGJBKf112fy3O1azh++94HcNvIKJTsZXHG8xZbTLr05d5l7zm0/NN6OxyxuO7+TwtS8Atl+tTFeZSnCzdOPIvN+/H7zRIihgspElO2qnQcsjYgzmmZdARwFnJb+/X67diqR4MysGgos9N0bOBK4U9LtadpJZIntu5KOBh4CDm3XiBOcmRWiyCsZIuJGaNlj8bZO23GCM7PC+FItM6ulRh1cmTjBmVlhelEHNx5OcGZWiAgYKtmAl05wZlYYH6KOQaxZ01Gt23iUZUDBvDq3hz67V9v5237pztx15NWPTd6xdc3hi230+Puok378tsrw+/U5ODOrtXCCM7O6cieDmdVShM/BmVltiWH3oppZXfkcnJnVku+qZWb1Fdl5uDJxgquYvDq3+762fW4beTeo7nXN4URTxHhw/RhTrgjuRTWzWgp3MphZnfkQ1cxqy72oZlZLEU5wZlZjLhMxs9ryOTgzq6VAjLgX1czqqmQ7cE5wZTPegs68Il6Af33wprbzPzl3z9w2Jooy3FC5MkrYydCz/UlJ50taKemupmmbSLpW0n3p3417tX4zG4Do8NEnvTxgvgDYf51pJwLXRcQOwHXptZnVRIQ6evRLzxJcRFwPPLXO5IOAC9PzC4GDe7V+M+uvAEZG1NGjX/p9Dm5WRCxPzx8DZrVaUNJCYCHABryqD6GZ2bgEULJzcAPrZIiIkNTyaDwiFgGLADbSJmXrnDGzUZStDq7fRSsrJM0GSP+u7PP6zayXJlAnw2iuAI5Kz48Cvt/n9ZtZz3TWwdDPToaeHaJKugRYAMyU9AhwMnAa8F1JRwMPAYf2av2DUMSghHnLjLxl1/Yx3JBfB/fpN7yj7fwX9n9dbhvrXXVL7jJ1UESNW1na6IuSHaL2LMFFxGEtZr2tV+s0swEKiD72kHaiXBeOmVnFqcNHTiujXyhwiqRlkm5PjwPz2nGCM7PiFNfJcAGvvFAA4MyImJceV+Y14gRnZsUpKMG1uFCga05wZlaMRqFvJ4+s83Fx02Nhh2s5TtId6RA291p2JzgzK0xEZw/giYiY3/RY1EHzZwPbAfOA5cDpeW/wcElmVpwe9qJGxIrGc0nnAD/Me0/uHpwyR0j6THq9taTdxxWpmdWSorPHmNpOV0ElhwB3tVq2oZM9uH8HRoD9gFOBVcClwF+NIcbSKmJgw34UY3ZSyJsnL85Oinj14zlt58d+y7qKqcqmzN6i7fyh5Y+Nex1FFJG3a0OrCzhbVeBlWC0uFFggaV5ay4PAsXntdJLg9oiI3ST9GiAinpa03lgDN7O6erEDYdxaXChwXrftdJLg1kqaTMrNkjYj26MzM3u5kl2q1cl+6f8CLgc2l/QF4Ebgn3salZlV00iHjz7J3YOLiIsl3Up2DamAgyNiac8jM7NqqeKAl5K2Bv4E/KB5WkT8oZeBmVn1jLWHtFc6OQf3I7LcLGADYFvgt8DOPYzLzKqoagkuIt7Q/FrSbsB/61lEZmYF6fpKhoi4TdIevQimFU2axKTprWt46jSgYBH1Tv2gg55tO/+3585vO3/HYxYXGU5L492endRHFlHnlqfXv/GIYs78V+4QVdLHm15OAnYDHu1ZRGZWTUFPL9Uai0724Jr/CxsiOyd3aW/CMbNKq9IeXCrwnRERn+hTPGZWYZU5RJU0JSKGJO3dz4DMrMKqkuCAX5Gdb7td0hXAfwDPNWZGxGU9js3MqqZCCa5hA+BJstFEGvVwATjBmdmLxjMUUq+0S3Cbpx7Uu3gpsTWU7GOYWSlUqBd1MjCd0e/x5QTXI2Wpc8uTF2dendvrb80/eFj65qGuYhpNFbZnEWMRlkWV9uCWR8SpfYvEzKqvQgmuXPuaZlZuFTsH97a+RWFm9VCVBBcR477pqplNLCrZWN++L6qZ1Zbvi2pmxanKIaqZWVcq1slgZtYdJ7juxchIJQodOynYzFOFz1mETop4H7h417bztzs8/ybY4x3wsh/fRxHrKE2xcMkSXM86GSSdL2mlpLuapp0iaZmk29PjwF6t38z6S2S9qJ08+qWXvagXAPuPMv3MiJiXHlf2cP1m1k/x0gX3eY9+6VmCi4jrAdfSmU0k0eGjTwZRB3ecpDvSIezGrRaStFDSYkmL17Kmn/GZ2VhN8AR3NrAdMA9YDpzeasGIWBQR8yNi/lTW71d8ZjYOE+YQdTQRsSIihiO7R9k5wO79XL+Z9dhE3oOTNLvp5SFkg2maWR1E+XpRe1YHJ+kSYAEwU9IjwMnAAknzyHL4g8CxHbXVhxs/FyEvDu26c34jv17SdnZVbgydp5O6rR0+fH/b+b//7F65bWxz8i86jmlQiqhh6+R7b7cerS5oX6egvTNJ5wPvBlZGxC5p2ibAd4C5ZPnj0Ih4ul07PUtwEXHYKJPP69X6zGzwCjy/dgHwFeAbTdNOBK6LiNMknZhef7pdIx5NxMyKU9A5uBZlZgcBF6bnFwIH57VTiUu1zKwCuutAmCmp+cYdiyJiUc57ZkXE8vT8MWBW3kqc4MysEKKrQ9QnImL+WNcVESHlr82HqGZWmB7Xwa1oVGKkf1fmvcEJzsyK09s6uCuAo9Lzo4Dv573BCc7MilNQgktlZr8EXivpEUlHA6cB75B0H/D29Lotn4Mzs2IUeBlWizIz6PJuf05wBcotws0p4u1EPwZHLMsgj1Nmb9F2fidFvPd9eY+283f46M25bYzX5B23azt/+N4Heh4DtN/m2dWTBSjZgJdOcGZWmLLdNtAJzswK45vOmFk99XmkkE44wZlZcZzgzKyOurySoS+c4MysMBopV4ZzgjOzYvgc3NhU5cbPRQx4qfv/UFQ4LVVhWwIMLX9s3G3k1blt+vOW9z0C4Mm9246n2JF+1bnl6ceAlz5ENbP6coIzs7ryHpyZ1ZcTnJnVUvhSLTOrKdfBmVm9RbkynBOcmRXGe3A1ljfuV3RQ45ZXo1aGsdyqJG975dW5Xf3o7bnreNeW87qKqRfyxs6D9nWFhYwH50JfM6szdzKYWW05wZlZPQXuZDCz+nIng5nVlxOcmdWRC33NrL4iPOClmdVYufJbNRKcJk1i0vTWBZtlKW7tx8CG4y0E7qSNIpSlIHm86+mkiPf1t7b/M1r65qFxxdCJIgYHLULZDlGLGcZzFJK2kvQTSXdLWiLpY2n6JpKulXRf+rf9kKpmVg0BjERnjz7pWYIDhoATImInYE/gI5J2Ak4ErouIHYDr0mszq4Po8NEnPUtwEbE8Im5Lz1cBS4E5wEHAhWmxC4GDexWDmfWXorNHv/TlHJykucCuwM3ArIhYnmY9Bsxq8Z6FwEKADTSt90Ga2biVrRe1l4eoAEiaDlwKHB8RzzbPi4iWO6wRsSgi5kfE/PW0Qa/DNLPx6vTwtC57cJKmkiW3iyPisjR5haTZEbFc0mxgZS9jMLP+yAp9i8tekh4EVgHDwFBEzO+2jV72ogo4D1gaEWc0zboCOCo9Pwr4fq9iMLM+G+nw0bm3RsS8sSQ36O0e3N7AkcCdkhqjBp4EnAZ8V9LRwEPAoXkNVeXGz2XQyXbqR43aRPq+frtgw7bz9eON2s6P/ZaNO4ay1D8WuQdXhJ4luIi4kWyvdTRv69V6zWxAij+/FsA1kgL4ekQs6raBSlzJYGZV0NW1qDMlLW56vWiUBLZPRCyTtDlwraR7IuL6biJygjOz4nR+iPpE3nm1iFiW/l0p6XJgd6CrBNfzMhEzmyDSjZ87eeSRNE3SjMZz4J3AXd2G5D04MytOcZ0Ms4DLs2IMpgDfioirum3ECc7MilNQfouI3wFvGm87TnBmVhiNlOu2Wk5wfVSWWqUi1jHeWrqybIs8hcS5X/v5/3j/0tx1nLn968cXQz8E3Rbx9pwTnJkVQsTEKfQ1swnICc7MassJzsxqyefgzKzO3ItqZjUVPkQ1s5oKnODMrMbKdYRajQRXlhs/j7e4tRTFmMCU2Vu0nT+y+rncNsb7Wer0nY13HWftunvuOpZdtnXb+XPeuyS3jX5wHZyZ1ZcTnJnVUgQMl+sY1QnOzIrjPTgzqy0nODOrpQBKdmd7JzgzK0hA+BycmdVR4E6GsSjLjZ/HG0MRgycWcdPmoeWP5S5TF1UYQLST92994p/bzv/DZTvnttGXWjmfgzOz2nKCM7N68sX2ZlZXAXi4JDOrLe/BmVk9+VItM6urgHAdnJnVlq9kMLPamijn4CRtBXwDmEXWv7IoIs6SdArwIeDxtOhJEXFlr+Iok34UneYNZgn5A1pOmj4tt42JVCxcBsP3PtB2/pz35rdx77nzW85bc+ovuw3plSImVC/qEHBCRNwmaQZwq6Rr07wzI+JLPVy3mQ3CRNmDi4jlwPL0fJWkpcCcXq3PzAYtiOHhQQfxMpP6sRJJc4FdgZvTpOMk3SHpfEkb9yMGM+uxxnBJnTz6pOcJTtJ04FLg+Ih4Fjgb2A6YR7aHd3qL9y2UtFjS4rWs6XWYZlaEGOns0Sc9TXCSppIlt4sj4jKAiFgREcORFcycA4x6S6GIWBQR8yNi/lTW72WYZlaAAGIkOnp0QtL+kn4r6X5JJ44lpp4lOEkCzgOWRsQZTdNnNy12CHBXr2Iwsz6KKGwPTtJk4KvAAcBOwGGSduo2pF72ou4NHAncKen2NO0kskDnkSX8B4FjexiDmfVRgZ0MuwP3R8TvACR9GzgIuLubRhQl69YdjaTHgYeaJs0EnhhQON1wnMWqQpxViBFeGec2EbHZeBqUdFVqtxMbAM2jeC6KiEVNbf0tsH9EHJNeHwnsERHHdRNTJa5kWHfDS1ocEa2rFkvCcRarCnFWIUboTZwRsX+R7RWhL2UiZmZdWgZs1fT6NWlaV5zgzKyMbgF2kLStpPWA9wNXdNtIJQ5RR7Eof5FScJzFqkKcVYgRSh5nRAxJOg64GpgMnB8RXd81pxKdDNYbkoaBO8n+o1sKHBURfxpjWxcAP4yI70k6FzgjIkbt8ZK0AHghIn7R5ToeBOZHRBVO4lsJ+BB1Yns+IuZFxC7AC8CHm2dKGtMefkQc0yq5JQuAvcbStlk3nOCs4QZge0kLJN0g6QrgbkmTJf2rpFvS9cPHQlbILekrqdL8/wGbNxqS9FNJ89Pz/SXdJuk3kq5L1yV/GPhHSbdLeoukzSRdmtZxi6S903s3lXSNpCVpr1D93SRWdVU9B2cFSntqBwBXpUm7AbtExO8lLQT+GBF/JWl94OeSriEbPOG1ZIhBXGYAAAFsSURBVFXms8gKMM9fp93NyC7H2ze1tUlEPCXpa8DqxpBZkr5FNoTWjZK2Jjvv8nrgZODGiDhV0t8AR/d0Q1jtOMFNbBs2XWVyA9mldXsBv4qI36fp7wTemAovAV4N7ADsC1wSEcPAo5J+PEr7ewLXN9qKiKdaxPF2YKfs6j4ANkqDNOwLvDe990eSnh7j57QJygluYns+IuY1T0hJpnnIXwEfjYir11nuwALjmATsGRHNle00JTyzMfE5OMtzNfAPaWQYJO0oaRpwPfC+dI5uNvDWUd57E7CvpG3TezdJ01cBM5qWuwb4aONFulaZtI4PpGkHAB470LriBGd5ziU7v3abpLuAr5Pt+V8O3JfmfQN4xaD+EfE4sBC4TNJvgO+kWT8ADml0MgD/HZifOjHu5qXe3M+SJcglZIeqf+jRZ7Sach2cmdWW9+DMrLac4MystpzgzKy2nODMrLac4MystpzgzKy2nODMrLb+P8wietfU/JszAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ],
  "metadata": {
    "accelerator": "TPU",
    "colab": {
      "collapsed_sections": [],
      "name": "EMNIST- OCR-AI.ipynb",
      "provenance": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.3"
    }
  },
  "nbformat": 4,
  "nbformat_minor": 0
}