Train_Validate_Test.ipynb

{
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# Training set, Testing set, and Validation sets\n"
      ],
      "metadata": {}
    },
    {
      "cell_type": "markdown",
      "source": [
        "Training set: data set that will be use for algorithm and fit the model. \n",
        "\n",
        "Validation set: data set that be use for unbiased evaluation of a model fit on the training dataset while tuning model hyperparameters. It involves randomly dividing the available set of observations into two parts, a training set and a validation set or hold-out set. The model is fit on the training set, and the fitted model is used to predict the responses for the observations in the validation set.\n",
        "\n",
        "Testing set: data set that will be use for unbiased evaluation of a final model fit on the training set.        \n",
        "\n\nValidation set is to find the values for the hyperparmeters and use it to evaluate the performance of the model for different combination of hyperparameter values."
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(\"ignore\")\n",
        "\n",
        "# fix_yahoo_finance is used to fetch data \n",
        "import fix_yahoo_finance as yf\n",
        "yf.pdr_override()"
      ],
      "outputs": [],
      "execution_count": 1,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# input\n",
        "symbol = 'AMD'\n",
        "start = '2014-01-01'\n",
        "end = '2018-08-27'\n",
        "\n",
        "# Read data \n",
        "dataset = yf.download(symbol,start,end)\n",
        "\n",
        "# View Columns\n",
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[*********************100%***********************]  1 of 1 downloaded\n"
          ]
        },
        {
          "output_type": "execute_result",
          "execution_count": 2,
          "data": {
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-02</th>\n",
              "      <td>3.85</td>\n",
              "      <td>3.98</td>\n",
              "      <td>3.84</td>\n",
              "      <td>3.95</td>\n",
              "      <td>3.95</td>\n",
              "      <td>20548400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>22887200</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>42398300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>42932100</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>30678700</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Volume\n",
              "Date                                                    \n",
              "2014-01-02  3.85  3.98  3.84   3.95       3.95  20548400\n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200\n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300\n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100\n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 2,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
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      }
    },
    {
      "cell_type": "code",
      "source": [
        "dataset['Increase_Decrease'] = np.where(dataset['Volume'].shift(-1) > dataset['Volume'],1,0)\n",
        "dataset['Buy_Sell_on_Open'] = np.where(dataset['Open'].shift(-1) > dataset['Open'],1,0)\n",
        "dataset['Buy_Sell'] = np.where(dataset['Adj Close'].shift(-1) > dataset['Adj Close'],1,0)\n",
        "dataset['Returns'] = dataset['Adj Close'].pct_change()\n",
        "dataset = dataset.dropna()\n",
        "dataset.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 3,
          "data": {
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              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.00</td>\n",
              "      <td>3.88</td>\n",
              "      <td>4.00</td>\n",
              "      <td>4.00</td>\n",
              "      <td>22887200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.012658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.18</td>\n",
              "      <td>3.99</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.13</td>\n",
              "      <td>42398300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.25</td>\n",
              "      <td>4.11</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>42932100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.012107</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.23</td>\n",
              "      <td>4.26</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.18</td>\n",
              "      <td>4.18</td>\n",
              "      <td>30678700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>4.20</td>\n",
              "      <td>4.23</td>\n",
              "      <td>4.05</td>\n",
              "      <td>4.09</td>\n",
              "      <td>4.09</td>\n",
              "      <td>30667600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.021531</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "            Open  High   Low  Close  Adj Close    Volume  Increase_Decrease  \\\n",
              "Date                                                                          \n",
              "2014-01-03  3.98  4.00  3.88   4.00       4.00  22887200                  1   \n",
              "2014-01-06  4.01  4.18  3.99   4.13       4.13  42398300                  1   \n",
              "2014-01-07  4.19  4.25  4.11   4.18       4.18  42932100                  0   \n",
              "2014-01-08  4.23  4.26  4.14   4.18       4.18  30678700                  0   \n",
              "2014-01-09  4.20  4.23  4.05   4.09       4.09  30667600                  0   \n",
              "\n",
              "            Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                              \n",
              "2014-01-03                 1         1  0.012658  \n",
              "2014-01-06                 1         1  0.032500  \n",
              "2014-01-07                 1         0  0.012107  \n",
              "2014-01-08                 0         0  0.000000  \n",
              "2014-01-09                 0         1 -0.021531  "
            ]
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      ],
      "execution_count": 3,
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    },
    {
      "cell_type": "markdown",
      "source": [
        "How to separate data?\n",
        "\n60%, 20%, 20% split for training, validation and test sets"
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "train, validate, test = np.split(dataset.sample(frac=1), [int(.6*len(dataset)), int(.8*len(dataset))])"
      ],
      "outputs": [],
      "execution_count": 4,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 5,
          "data": {
            "text/html": [
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-09-02</th>\n",
              "      <td>7.490000</td>\n",
              "      <td>7.640000</td>\n",
              "      <td>7.380000</td>\n",
              "      <td>7.510000</td>\n",
              "      <td>7.510000</td>\n",
              "      <td>18538400</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.021769</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-29</th>\n",
              "      <td>6.880000</td>\n",
              "      <td>6.960000</td>\n",
              "      <td>6.750000</td>\n",
              "      <td>6.860000</td>\n",
              "      <td>6.860000</td>\n",
              "      <td>22580500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.005865</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-06</th>\n",
              "      <td>13.220000</td>\n",
              "      <td>13.390000</td>\n",
              "      <td>13.180000</td>\n",
              "      <td>13.230000</td>\n",
              "      <td>13.230000</td>\n",
              "      <td>28258700</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.008246</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-01-25</th>\n",
              "      <td>2.010000</td>\n",
              "      <td>2.150000</td>\n",
              "      <td>2.010000</td>\n",
              "      <td>2.120000</td>\n",
              "      <td>2.120000</td>\n",
              "      <td>13080900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.049505</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-02-24</th>\n",
              "      <td>3.060000</td>\n",
              "      <td>3.120000</td>\n",
              "      <td>3.020000</td>\n",
              "      <td>3.110000</td>\n",
              "      <td>3.110000</td>\n",
              "      <td>10899400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.016340</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-05</th>\n",
              "      <td>9.890000</td>\n",
              "      <td>10.340000</td>\n",
              "      <td>9.700000</td>\n",
              "      <td>9.910000</td>\n",
              "      <td>9.910000</td>\n",
              "      <td>67304100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.011964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-31</th>\n",
              "      <td>11.290000</td>\n",
              "      <td>11.490000</td>\n",
              "      <td>11.100000</td>\n",
              "      <td>11.190000</td>\n",
              "      <td>11.190000</td>\n",
              "      <td>42929000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.006295</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-11</th>\n",
              "      <td>2.780000</td>\n",
              "      <td>2.790000</td>\n",
              "      <td>2.720000</td>\n",
              "      <td>2.730000</td>\n",
              "      <td>2.730000</td>\n",
              "      <td>8113500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.010870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-03-16</th>\n",
              "      <td>2.750000</td>\n",
              "      <td>2.810000</td>\n",
              "      <td>2.750000</td>\n",
              "      <td>2.760000</td>\n",
              "      <td>2.760000</td>\n",
              "      <td>6132900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.003636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-12</th>\n",
              "      <td>5.010000</td>\n",
              "      <td>5.170000</td>\n",
              "      <td>5.010000</td>\n",
              "      <td>5.140000</td>\n",
              "      <td>5.140000</td>\n",
              "      <td>20832500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.025948</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-10-15</th>\n",
              "      <td>1.970000</td>\n",
              "      <td>2.060000</td>\n",
              "      <td>1.950000</td>\n",
              "      <td>1.970000</td>\n",
              "      <td>1.970000</td>\n",
              "      <td>27327100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.010256</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-16</th>\n",
              "      <td>13.250000</td>\n",
              "      <td>13.350000</td>\n",
              "      <td>12.840000</td>\n",
              "      <td>12.970000</td>\n",
              "      <td>12.970000</td>\n",
              "      <td>52502500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.024812</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-23</th>\n",
              "      <td>13.940000</td>\n",
              "      <td>14.190000</td>\n",
              "      <td>13.900000</td>\n",
              "      <td>14.100000</td>\n",
              "      <td>14.100000</td>\n",
              "      <td>49838000</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.020999</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-06-17</th>\n",
              "      <td>2.370000</td>\n",
              "      <td>2.540000</td>\n",
              "      <td>2.350000</td>\n",
              "      <td>2.470000</td>\n",
              "      <td>2.470000</td>\n",
              "      <td>27497900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.051064</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-03-09</th>\n",
              "      <td>2.920000</td>\n",
              "      <td>2.980000</td>\n",
              "      <td>2.900000</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>12405900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.003425</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-12-29</th>\n",
              "      <td>3.040000</td>\n",
              "      <td>3.060000</td>\n",
              "      <td>2.970000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>15300900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-06-02</th>\n",
              "      <td>4.030000</td>\n",
              "      <td>4.030000</td>\n",
              "      <td>3.940000</td>\n",
              "      <td>3.970000</td>\n",
              "      <td>3.970000</td>\n",
              "      <td>10859500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.007500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-12-23</th>\n",
              "      <td>2.690000</td>\n",
              "      <td>2.720000</td>\n",
              "      <td>2.660000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>8274400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.003759</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-06</th>\n",
              "      <td>12.010000</td>\n",
              "      <td>12.050000</td>\n",
              "      <td>11.710000</td>\n",
              "      <td>11.760000</td>\n",
              "      <td>11.760000</td>\n",
              "      <td>46751200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.012594</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-11</th>\n",
              "      <td>13.020000</td>\n",
              "      <td>13.290000</td>\n",
              "      <td>12.710000</td>\n",
              "      <td>13.100000</td>\n",
              "      <td>13.100000</td>\n",
              "      <td>59916600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-05</th>\n",
              "      <td>2.850000</td>\n",
              "      <td>2.870000</td>\n",
              "      <td>2.770000</td>\n",
              "      <td>2.800000</td>\n",
              "      <td>2.800000</td>\n",
              "      <td>9635100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.010601</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-29</th>\n",
              "      <td>9.000000</td>\n",
              "      <td>9.230000</td>\n",
              "      <td>8.850000</td>\n",
              "      <td>8.930000</td>\n",
              "      <td>8.930000</td>\n",
              "      <td>54831400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.011325</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-25</th>\n",
              "      <td>13.250000</td>\n",
              "      <td>13.280000</td>\n",
              "      <td>12.490000</td>\n",
              "      <td>12.610000</td>\n",
              "      <td>12.610000</td>\n",
              "      <td>84172200</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.051880</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-04-21</th>\n",
              "      <td>2.530000</td>\n",
              "      <td>2.530000</td>\n",
              "      <td>2.350000</td>\n",
              "      <td>2.350000</td>\n",
              "      <td>2.350000</td>\n",
              "      <td>31279400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.056225</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-09-01</th>\n",
              "      <td>1.770000</td>\n",
              "      <td>1.820000</td>\n",
              "      <td>1.710000</td>\n",
              "      <td>1.710000</td>\n",
              "      <td>1.710000</td>\n",
              "      <td>8470700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.055249</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-14</th>\n",
              "      <td>5.750000</td>\n",
              "      <td>6.080000</td>\n",
              "      <td>5.750000</td>\n",
              "      <td>6.040000</td>\n",
              "      <td>6.040000</td>\n",
              "      <td>64251100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.052265</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-05-27</th>\n",
              "      <td>4.050000</td>\n",
              "      <td>4.060000</td>\n",
              "      <td>4.030000</td>\n",
              "      <td>4.040000</td>\n",
              "      <td>4.040000</td>\n",
              "      <td>6922800</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.004975</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-14</th>\n",
              "      <td>4.140000</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>42434800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.041162</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-08-18</th>\n",
              "      <td>4.140000</td>\n",
              "      <td>4.220000</td>\n",
              "      <td>4.140000</td>\n",
              "      <td>4.210000</td>\n",
              "      <td>4.210000</td>\n",
              "      <td>45381300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.019370</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-24</th>\n",
              "      <td>4.090000</td>\n",
              "      <td>4.210000</td>\n",
              "      <td>3.920000</td>\n",
              "      <td>4.200000</td>\n",
              "      <td>4.200000</td>\n",
              "      <td>34283900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.039604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-27</th>\n",
              "      <td>12.430000</td>\n",
              "      <td>12.880000</td>\n",
              "      <td>12.390000</td>\n",
              "      <td>12.530000</td>\n",
              "      <td>12.530000</td>\n",
              "      <td>55975300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.008857</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-05</th>\n",
              "      <td>12.190000</td>\n",
              "      <td>12.220000</td>\n",
              "      <td>11.660000</td>\n",
              "      <td>11.880000</td>\n",
              "      <td>11.880000</td>\n",
              "      <td>63808900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.019802</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-09-10</th>\n",
              "      <td>1.840000</td>\n",
              "      <td>1.880000</td>\n",
              "      <td>1.830000</td>\n",
              "      <td>1.840000</td>\n",
              "      <td>1.840000</td>\n",
              "      <td>4290400</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.005405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-12-17</th>\n",
              "      <td>2.520000</td>\n",
              "      <td>2.600000</td>\n",
              "      <td>2.520000</td>\n",
              "      <td>2.560000</td>\n",
              "      <td>2.560000</td>\n",
              "      <td>11374100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.007874</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-04-28</th>\n",
              "      <td>2.360000</td>\n",
              "      <td>2.370000</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>11448700</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.012821</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-04-30</th>\n",
              "      <td>2.280000</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>2.260000</td>\n",
              "      <td>2.260000</td>\n",
              "      <td>2.260000</td>\n",
              "      <td>11465300</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.008772</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-20</th>\n",
              "      <td>9.880000</td>\n",
              "      <td>9.960000</td>\n",
              "      <td>9.670000</td>\n",
              "      <td>9.750000</td>\n",
              "      <td>9.750000</td>\n",
              "      <td>27982100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.002047</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-03</th>\n",
              "      <td>3.700000</td>\n",
              "      <td>3.710000</td>\n",
              "      <td>3.580000</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>13784800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.037433</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-06</th>\n",
              "      <td>7.560000</td>\n",
              "      <td>7.600000</td>\n",
              "      <td>7.250000</td>\n",
              "      <td>7.340000</td>\n",
              "      <td>7.340000</td>\n",
              "      <td>24994600</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.022636</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-16</th>\n",
              "      <td>3.670000</td>\n",
              "      <td>3.850000</td>\n",
              "      <td>3.650000</td>\n",
              "      <td>3.790000</td>\n",
              "      <td>3.790000</td>\n",
              "      <td>14703800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.032698</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-09</th>\n",
              "      <td>16.730000</td>\n",
              "      <td>16.840000</td>\n",
              "      <td>16.170000</td>\n",
              "      <td>16.610001</td>\n",
              "      <td>16.610001</td>\n",
              "      <td>58525500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.015281</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-10-19</th>\n",
              "      <td>6.700000</td>\n",
              "      <td>6.800000</td>\n",
              "      <td>6.570000</td>\n",
              "      <td>6.770000</td>\n",
              "      <td>6.770000</td>\n",
              "      <td>29420200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.005944</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-31</th>\n",
              "      <td>14.090000</td>\n",
              "      <td>14.220000</td>\n",
              "      <td>13.470000</td>\n",
              "      <td>13.610000</td>\n",
              "      <td>13.610000</td>\n",
              "      <td>69108700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.024373</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-02</th>\n",
              "      <td>10.870000</td>\n",
              "      <td>10.990000</td>\n",
              "      <td>10.660000</td>\n",
              "      <td>10.850000</td>\n",
              "      <td>10.850000</td>\n",
              "      <td>47942500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.004630</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-13</th>\n",
              "      <td>15.810000</td>\n",
              "      <td>16.520000</td>\n",
              "      <td>15.780000</td>\n",
              "      <td>16.320000</td>\n",
              "      <td>16.320000</td>\n",
              "      <td>90227300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.029653</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-19</th>\n",
              "      <td>16.709999</td>\n",
              "      <td>16.879999</td>\n",
              "      <td>16.549999</td>\n",
              "      <td>16.709999</td>\n",
              "      <td>16.709999</td>\n",
              "      <td>41267800</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.008309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-01</th>\n",
              "      <td>6.890000</td>\n",
              "      <td>6.920000</td>\n",
              "      <td>6.570000</td>\n",
              "      <td>6.640000</td>\n",
              "      <td>6.640000</td>\n",
              "      <td>26729000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.032070</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-01-05</th>\n",
              "      <td>2.670000</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>2.640000</td>\n",
              "      <td>2.660000</td>\n",
              "      <td>2.660000</td>\n",
              "      <td>8878200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.003745</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-04-07</th>\n",
              "      <td>3.980000</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>3.830000</td>\n",
              "      <td>3.880000</td>\n",
              "      <td>3.880000</td>\n",
              "      <td>24874600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.032419</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-10-16</th>\n",
              "      <td>2.000000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.890000</td>\n",
              "      <td>1.940000</td>\n",
              "      <td>1.940000</td>\n",
              "      <td>21544900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.015228</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-05-29</th>\n",
              "      <td>4.020000</td>\n",
              "      <td>4.060000</td>\n",
              "      <td>4.010000</td>\n",
              "      <td>4.030000</td>\n",
              "      <td>4.030000</td>\n",
              "      <td>8876700</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.007500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-10-21</th>\n",
              "      <td>2.700000</td>\n",
              "      <td>2.780000</td>\n",
              "      <td>2.680000</td>\n",
              "      <td>2.770000</td>\n",
              "      <td>2.770000</td>\n",
              "      <td>24033800</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.037453</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-03-13</th>\n",
              "      <td>3.940000</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>3.840000</td>\n",
              "      <td>3.860000</td>\n",
              "      <td>3.860000</td>\n",
              "      <td>19803000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.012788</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-06-04</th>\n",
              "      <td>3.930000</td>\n",
              "      <td>4.050000</td>\n",
              "      <td>3.930000</td>\n",
              "      <td>4.040000</td>\n",
              "      <td>4.040000</td>\n",
              "      <td>13286000</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.025381</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-12</th>\n",
              "      <td>11.470000</td>\n",
              "      <td>11.800000</td>\n",
              "      <td>11.430000</td>\n",
              "      <td>11.680000</td>\n",
              "      <td>11.680000</td>\n",
              "      <td>63160900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-03</th>\n",
              "      <td>11.610000</td>\n",
              "      <td>12.140000</td>\n",
              "      <td>11.360000</td>\n",
              "      <td>11.550000</td>\n",
              "      <td>11.550000</td>\n",
              "      <td>154066700</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.051913</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-22</th>\n",
              "      <td>6.350000</td>\n",
              "      <td>6.440000</td>\n",
              "      <td>6.330000</td>\n",
              "      <td>6.370000</td>\n",
              "      <td>6.370000</td>\n",
              "      <td>35848200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.012719</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-18</th>\n",
              "      <td>5.190000</td>\n",
              "      <td>5.570000</td>\n",
              "      <td>5.130000</td>\n",
              "      <td>5.510000</td>\n",
              "      <td>5.510000</td>\n",
              "      <td>38619400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.071984</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-19</th>\n",
              "      <td>13.250000</td>\n",
              "      <td>13.290000</td>\n",
              "      <td>12.880000</td>\n",
              "      <td>13.120000</td>\n",
              "      <td>13.120000</td>\n",
              "      <td>65455200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.003058</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-21</th>\n",
              "      <td>8.870000</td>\n",
              "      <td>9.220000</td>\n",
              "      <td>8.860000</td>\n",
              "      <td>8.940000</td>\n",
              "      <td>8.940000</td>\n",
              "      <td>65595900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.026406</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>702 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close     Volume  \\\n",
              "Date                                                                           \n",
              "2016-09-02   7.490000   7.640000   7.380000   7.510000   7.510000   18538400   \n",
              "2016-07-29   6.880000   6.960000   6.750000   6.860000   6.860000   22580500   \n",
              "2017-10-06  13.220000  13.390000  13.180000  13.230000  13.230000   28258700   \n",
              "2016-01-25   2.010000   2.150000   2.010000   2.120000   2.120000   13080900   \n",
              "2015-02-24   3.060000   3.120000   3.020000   3.110000   3.110000   10899400   \n",
              "2017-12-05   9.890000  10.340000   9.700000   9.910000   9.910000   67304100   \n",
              "2017-05-31  11.290000  11.490000  11.100000  11.190000  11.190000   42929000   \n",
              "2014-11-11   2.780000   2.790000   2.720000   2.730000   2.730000    8113500   \n",
              "2015-03-16   2.750000   2.810000   2.750000   2.760000   2.760000    6132900   \n",
              "2016-07-12   5.010000   5.170000   5.010000   5.140000   5.140000   20832500   \n",
              "2015-10-15   1.970000   2.060000   1.950000   1.970000   1.970000   27327100   \n",
              "2017-02-16  13.250000  13.350000  12.840000  12.970000  12.970000   52502500   \n",
              "2017-10-23  13.940000  14.190000  13.900000  14.100000  14.100000   49838000   \n",
              "2015-06-17   2.370000   2.540000   2.350000   2.470000   2.470000   27497900   \n",
              "2015-03-09   2.920000   2.980000   2.900000   2.930000   2.930000   12405900   \n",
              "2015-12-29   3.040000   3.060000   2.970000   3.000000   3.000000   15300900   \n",
              "2014-06-02   4.030000   4.030000   3.940000   3.970000   3.970000   10859500   \n",
              "2014-12-23   2.690000   2.720000   2.660000   2.670000   2.670000    8274400   \n",
              "2018-03-06  12.010000  12.050000  11.710000  11.760000  11.760000   46751200   \n",
              "2017-04-11  13.020000  13.290000  12.710000  13.100000  13.100000   59916600   \n",
              "2014-11-05   2.850000   2.870000   2.770000   2.800000   2.800000    9635100   \n",
              "2016-11-29   9.000000   9.230000   8.850000   8.930000   8.930000   54831400   \n",
              "2017-09-25  13.250000  13.280000  12.490000  12.610000  12.610000   84172200   \n",
              "2015-04-21   2.530000   2.530000   2.350000   2.350000   2.350000   31279400   \n",
              "2015-09-01   1.770000   1.820000   1.710000   1.710000   1.710000    8470700   \n",
              "2016-09-14   5.750000   6.080000   5.750000   6.040000   6.040000   64251100   \n",
              "2014-05-27   4.050000   4.060000   4.030000   4.040000   4.040000    6922800   \n",
              "2014-01-14   4.140000   4.300000   4.130000   4.300000   4.300000   42434800   \n",
              "2014-08-18   4.140000   4.220000   4.140000   4.210000   4.210000   45381300   \n",
              "2016-05-24   4.090000   4.210000   3.920000   4.200000   4.200000   34283900   \n",
              "...               ...        ...        ...        ...        ...        ...   \n",
              "2018-02-27  12.430000  12.880000  12.390000  12.530000  12.530000   55975300   \n",
              "2018-01-05  12.190000  12.220000  11.660000  11.880000  11.880000   63808900   \n",
              "2015-09-10   1.840000   1.880000   1.830000   1.840000   1.840000    4290400   \n",
              "2015-12-17   2.520000   2.600000   2.520000   2.560000   2.560000   11374100   \n",
              "2015-04-28   2.360000   2.370000   2.310000   2.310000   2.310000   11448700   \n",
              "2015-04-30   2.280000   2.310000   2.260000   2.260000   2.260000   11465300   \n",
              "2017-01-20   9.880000   9.960000   9.670000   9.750000   9.750000   27982100   \n",
              "2016-05-03   3.700000   3.710000   3.580000   3.600000   3.600000   13784800   \n",
              "2016-09-06   7.560000   7.600000   7.250000   7.340000   7.340000   24994600   \n",
              "2016-05-16   3.670000   3.850000   3.650000   3.790000   3.790000   14703800   \n",
              "2018-07-09  16.730000  16.840000  16.170000  16.610001  16.610001   58525500   \n",
              "2016-10-19   6.700000   6.800000   6.570000   6.770000   6.770000   29420200   \n",
              "2017-07-31  14.090000  14.220000  13.470000  13.610000  13.610000   69108700   \n",
              "2017-11-02  10.870000  10.990000  10.660000  10.850000  10.850000   47942500   \n",
              "2018-06-13  15.810000  16.520000  15.780000  16.320000  16.320000   90227300   \n",
              "2018-07-19  16.709999  16.879999  16.549999  16.709999  16.709999   41267800   \n",
              "2016-08-01   6.890000   6.920000   6.570000   6.640000   6.640000   26729000   \n",
              "2015-01-05   2.670000   2.700000   2.640000   2.660000   2.660000    8878200   \n",
              "2014-04-07   3.980000   3.990000   3.830000   3.880000   3.880000   24874600   \n",
              "2015-10-16   2.000000   2.000000   1.890000   1.940000   1.940000   21544900   \n",
              "2014-05-29   4.020000   4.060000   4.010000   4.030000   4.030000    8876700   \n",
              "2014-10-21   2.700000   2.780000   2.680000   2.770000   2.770000   24033800   \n",
              "2014-03-13   3.940000   3.990000   3.840000   3.860000   3.860000   19803000   \n",
              "2014-06-04   3.930000   4.050000   3.930000   4.040000   4.040000   13286000   \n",
              "2018-02-12  11.470000  11.800000  11.430000  11.680000  11.680000   63160900   \n",
              "2018-01-03  11.610000  12.140000  11.360000  11.550000  11.550000  154066700   \n",
              "2016-09-22   6.350000   6.440000   6.330000   6.370000   6.370000   35848200   \n",
              "2016-07-18   5.190000   5.570000   5.130000   5.510000   5.510000   38619400   \n",
              "2017-09-19  13.250000  13.290000  12.880000  13.120000  13.120000   65455200   \n",
              "2016-11-21   8.870000   9.220000   8.860000   8.940000   8.940000   65595900   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2016-09-02                  1                 1         0  0.021769  \n",
              "2016-07-29                  1                 1         0  0.005865  \n",
              "2017-10-06                  1                 1         1 -0.008246  \n",
              "2016-01-25                  0                 1         0  0.049505  \n",
              "2015-02-24                  0                 1         0  0.016340  \n",
              "2017-12-05                  0                 1         1 -0.011964  \n",
              "2017-05-31                  1                 0         0  0.006295  \n",
              "2014-11-11                  1                 0         0 -0.010870  \n",
              "2015-03-16                  1                 0         1  0.003636  \n",
              "2016-07-12                  0                 1         0  0.025948  \n",
              "2015-10-15                  0                 1         0  0.010256  \n",
              "2017-02-16                  0                 0         1 -0.024812  \n",
              "2017-10-23                  1                 1         1  0.020999  \n",
              "2015-06-17                  0                 1         1  0.051064  \n",
              "2015-03-09                  0                 1         0  0.003425  \n",
              "2015-12-29                  0                 0         0  0.000000  \n",
              "2014-06-02                  0                 0         0 -0.007500  \n",
              "2014-12-23                  0                 0         0  0.003759  \n",
              "2018-03-06                  1                 0         1 -0.012594  \n",
              "2017-04-11                  0                 0         0  0.000000  \n",
              "2014-11-05                  0                 0         0 -0.010601  \n",
              "2016-11-29                  0                 1         0  0.011325  \n",
              "2017-09-25                  0                 0         0 -0.051880  \n",
              "2015-04-21                  0                 0         0 -0.056225  \n",
              "2015-09-01                  0                 0         1 -0.055249  \n",
              "2016-09-14                  0                 1         0  0.052265  \n",
              "2014-05-27                  1                 0         0  0.004975  \n",
              "2014-01-14                  1                 1         1  0.041162  \n",
              "2014-08-18                  0                 1         1  0.019370  \n",
              "2016-05-24                  0                 1         0  0.039604  \n",
              "...                       ...               ...       ...       ...  \n",
              "2018-02-27                  0                 1         0  0.008857  \n",
              "2018-01-05                  0                 0         1 -0.019802  \n",
              "2015-09-10                  1                 1         1 -0.005405  \n",
              "2015-12-17                  1                 0         0  0.007874  \n",
              "2015-04-28                  1                 0         0 -0.012821  \n",
              "2015-04-30                  1                 0         1 -0.008772  \n",
              "2017-01-20                  0                 0         1 -0.002047  \n",
              "2016-05-03                  0                 0         0 -0.037433  \n",
              "2016-09-06                  1                 0         0 -0.022636  \n",
              "2016-05-16                  1                 1         0  0.032698  \n",
              "2018-07-09                  0                 0         0  0.015281  \n",
              "2016-10-19                  1                 1         1  0.005944  \n",
              "2017-07-31                  0                 0         1 -0.024373  \n",
              "2017-11-02                  0                 1         1  0.004630  \n",
              "2018-06-13                  1                 1         0  0.029653  \n",
              "2018-07-19                  1                 0         0 -0.008309  \n",
              "2016-08-01                  1                 0         0 -0.032070  \n",
              "2015-01-05                  1                 0         0 -0.003745  \n",
              "2014-04-07                  0                 0         1 -0.032419  \n",
              "2015-10-16                  0                 0         1 -0.015228  \n",
              "2014-05-29                  1                 0         0  0.007500  \n",
              "2014-10-21                  0                 1         0  0.037453  \n",
              "2014-03-13                  0                 0         0 -0.012788  \n",
              "2014-06-04                  1                 1         1  0.025381  \n",
              "2018-02-12                  0                 1         1  0.032714  \n",
              "2018-01-03                  0                 1         1  0.051913  \n",
              "2016-09-22                  1                 0         1  0.012719  \n",
              "2016-07-18                  0                 1         0  0.071984  \n",
              "2017-09-19                  1                 0         1  0.003058  \n",
              "2016-11-21                  1                 1         0  0.026406  \n",
              "\n[702 rows x 10 columns]"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 5,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "validate"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 6,
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2017-07-24</th>\n",
              "      <td>14.000000</td>\n",
              "      <td>14.440000</td>\n",
              "      <td>13.97</td>\n",
              "      <td>14.160000</td>\n",
              "      <td>14.160000</td>\n",
              "      <td>71014900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.020173</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-24</th>\n",
              "      <td>2.690000</td>\n",
              "      <td>2.810000</td>\n",
              "      <td>2.62</td>\n",
              "      <td>2.790000</td>\n",
              "      <td>2.790000</td>\n",
              "      <td>10040200</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.041045</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-08-16</th>\n",
              "      <td>6.940000</td>\n",
              "      <td>6.940000</td>\n",
              "      <td>6.65</td>\n",
              "      <td>6.780000</td>\n",
              "      <td>6.780000</td>\n",
              "      <td>26768800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.024460</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-13</th>\n",
              "      <td>12.510000</td>\n",
              "      <td>12.720000</td>\n",
              "      <td>12.22</td>\n",
              "      <td>12.310000</td>\n",
              "      <td>12.310000</td>\n",
              "      <td>53442600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.035266</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-06-30</th>\n",
              "      <td>2.430000</td>\n",
              "      <td>2.430000</td>\n",
              "      <td>2.35</td>\n",
              "      <td>2.400000</td>\n",
              "      <td>2.400000</td>\n",
              "      <td>19381300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.025641</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-29</th>\n",
              "      <td>12.770000</td>\n",
              "      <td>12.820000</td>\n",
              "      <td>12.60</td>\n",
              "      <td>12.750000</td>\n",
              "      <td>12.750000</td>\n",
              "      <td>33926900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000785</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-03-03</th>\n",
              "      <td>3.660000</td>\n",
              "      <td>3.700000</td>\n",
              "      <td>3.60</td>\n",
              "      <td>3.670000</td>\n",
              "      <td>3.670000</td>\n",
              "      <td>19555800</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.010782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-01-21</th>\n",
              "      <td>2.180000</td>\n",
              "      <td>2.450000</td>\n",
              "      <td>2.14</td>\n",
              "      <td>2.450000</td>\n",
              "      <td>2.450000</td>\n",
              "      <td>46530800</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.093750</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-13</th>\n",
              "      <td>14.330000</td>\n",
              "      <td>14.490000</td>\n",
              "      <td>13.43</td>\n",
              "      <td>13.530000</td>\n",
              "      <td>13.530000</td>\n",
              "      <td>111656900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.053184</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-07-02</th>\n",
              "      <td>4.230000</td>\n",
              "      <td>4.350000</td>\n",
              "      <td>4.22</td>\n",
              "      <td>4.340000</td>\n",
              "      <td>4.340000</td>\n",
              "      <td>20486500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.028436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-16</th>\n",
              "      <td>19.860001</td>\n",
              "      <td>20.070000</td>\n",
              "      <td>19.25</td>\n",
              "      <td>19.330000</td>\n",
              "      <td>19.330000</td>\n",
              "      <td>69733700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.018782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-21</th>\n",
              "      <td>2.650000</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>2.60</td>\n",
              "      <td>2.620000</td>\n",
              "      <td>2.620000</td>\n",
              "      <td>13957200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.029630</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-07-15</th>\n",
              "      <td>4.630000</td>\n",
              "      <td>4.800000</td>\n",
              "      <td>4.41</td>\n",
              "      <td>4.530000</td>\n",
              "      <td>4.530000</td>\n",
              "      <td>156113700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.023707</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-07</th>\n",
              "      <td>13.270000</td>\n",
              "      <td>13.750000</td>\n",
              "      <td>13.18</td>\n",
              "      <td>13.360000</td>\n",
              "      <td>13.360000</td>\n",
              "      <td>88392100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.026114</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-17</th>\n",
              "      <td>12.790000</td>\n",
              "      <td>12.900000</td>\n",
              "      <td>12.66</td>\n",
              "      <td>12.820000</td>\n",
              "      <td>12.820000</td>\n",
              "      <td>38692500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-07-03</th>\n",
              "      <td>4.360000</td>\n",
              "      <td>4.400000</td>\n",
              "      <td>4.14</td>\n",
              "      <td>4.240000</td>\n",
              "      <td>4.240000</td>\n",
              "      <td>22521700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.023041</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-04-24</th>\n",
              "      <td>4.270000</td>\n",
              "      <td>4.350000</td>\n",
              "      <td>4.20</td>\n",
              "      <td>4.280000</td>\n",
              "      <td>4.280000</td>\n",
              "      <td>27532800</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.007059</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-01-12</th>\n",
              "      <td>2.400000</td>\n",
              "      <td>2.460000</td>\n",
              "      <td>2.28</td>\n",
              "      <td>2.390000</td>\n",
              "      <td>2.390000</td>\n",
              "      <td>17986100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.021368</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-08-04</th>\n",
              "      <td>2.180000</td>\n",
              "      <td>2.180000</td>\n",
              "      <td>2.05</td>\n",
              "      <td>2.130000</td>\n",
              "      <td>2.130000</td>\n",
              "      <td>14328400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.031818</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-06-07</th>\n",
              "      <td>4.560000</td>\n",
              "      <td>4.670000</td>\n",
              "      <td>4.47</td>\n",
              "      <td>4.510000</td>\n",
              "      <td>4.510000</td>\n",
              "      <td>20676200</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.008949</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-23</th>\n",
              "      <td>14.150000</td>\n",
              "      <td>14.670000</td>\n",
              "      <td>13.90</td>\n",
              "      <td>14.170000</td>\n",
              "      <td>14.170000</td>\n",
              "      <td>200777300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.014604</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-09-23</th>\n",
              "      <td>3.760000</td>\n",
              "      <td>3.790000</td>\n",
              "      <td>3.69</td>\n",
              "      <td>3.690000</td>\n",
              "      <td>3.690000</td>\n",
              "      <td>16282500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.018617</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-01-26</th>\n",
              "      <td>2.140000</td>\n",
              "      <td>2.150000</td>\n",
              "      <td>2.03</td>\n",
              "      <td>2.070000</td>\n",
              "      <td>2.070000</td>\n",
              "      <td>11092900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.023585</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-04</th>\n",
              "      <td>3.540000</td>\n",
              "      <td>3.670000</td>\n",
              "      <td>3.54</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>8688500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-28</th>\n",
              "      <td>10.570000</td>\n",
              "      <td>10.640000</td>\n",
              "      <td>10.43</td>\n",
              "      <td>10.550000</td>\n",
              "      <td>10.550000</td>\n",
              "      <td>18609400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.001899</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-06</th>\n",
              "      <td>2.190000</td>\n",
              "      <td>2.210000</td>\n",
              "      <td>2.13</td>\n",
              "      <td>2.150000</td>\n",
              "      <td>2.150000</td>\n",
              "      <td>8997100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.022727</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-09-15</th>\n",
              "      <td>1.840000</td>\n",
              "      <td>1.870000</td>\n",
              "      <td>1.81</td>\n",
              "      <td>1.860000</td>\n",
              "      <td>1.860000</td>\n",
              "      <td>6519400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.021978</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-11</th>\n",
              "      <td>13.770000</td>\n",
              "      <td>14.100000</td>\n",
              "      <td>13.62</td>\n",
              "      <td>13.890000</td>\n",
              "      <td>13.890000</td>\n",
              "      <td>71102300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.005793</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-20</th>\n",
              "      <td>12.190000</td>\n",
              "      <td>12.930000</td>\n",
              "      <td>12.18</td>\n",
              "      <td>12.640000</td>\n",
              "      <td>12.640000</td>\n",
              "      <td>118001500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.059514</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-06-12</th>\n",
              "      <td>2.310000</td>\n",
              "      <td>2.330000</td>\n",
              "      <td>2.30</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>4557600</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.004310</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-26</th>\n",
              "      <td>14.390000</td>\n",
              "      <td>14.490000</td>\n",
              "      <td>13.84</td>\n",
              "      <td>14.080000</td>\n",
              "      <td>14.080000</td>\n",
              "      <td>101012500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.006351</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-06-09</th>\n",
              "      <td>2.350000</td>\n",
              "      <td>2.360000</td>\n",
              "      <td>2.28</td>\n",
              "      <td>2.290000</td>\n",
              "      <td>2.290000</td>\n",
              "      <td>12282700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.008658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-06-12</th>\n",
              "      <td>4.330000</td>\n",
              "      <td>4.440000</td>\n",
              "      <td>4.28</td>\n",
              "      <td>4.290000</td>\n",
              "      <td>4.290000</td>\n",
              "      <td>26709500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-06-29</th>\n",
              "      <td>2.410000</td>\n",
              "      <td>2.420000</td>\n",
              "      <td>2.31</td>\n",
              "      <td>2.340000</td>\n",
              "      <td>2.340000</td>\n",
              "      <td>22971500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.052632</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-12</th>\n",
              "      <td>2.790000</td>\n",
              "      <td>2.850000</td>\n",
              "      <td>2.76</td>\n",
              "      <td>2.810000</td>\n",
              "      <td>2.810000</td>\n",
              "      <td>16110100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.018116</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-17</th>\n",
              "      <td>2.620000</td>\n",
              "      <td>2.690000</td>\n",
              "      <td>2.61</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>12593800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.022989</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-12-31</th>\n",
              "      <td>2.970000</td>\n",
              "      <td>3.010000</td>\n",
              "      <td>2.87</td>\n",
              "      <td>2.870000</td>\n",
              "      <td>2.870000</td>\n",
              "      <td>11086100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.036913</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-08-20</th>\n",
              "      <td>4.250000</td>\n",
              "      <td>4.320000</td>\n",
              "      <td>4.22</td>\n",
              "      <td>4.280000</td>\n",
              "      <td>4.280000</td>\n",
              "      <td>11986600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.002342</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-01-19</th>\n",
              "      <td>2.080000</td>\n",
              "      <td>2.110000</td>\n",
              "      <td>1.90</td>\n",
              "      <td>1.950000</td>\n",
              "      <td>1.950000</td>\n",
              "      <td>18978900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.039409</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-05-10</th>\n",
              "      <td>3.660000</td>\n",
              "      <td>3.680000</td>\n",
              "      <td>3.56</td>\n",
              "      <td>3.640000</td>\n",
              "      <td>3.640000</td>\n",
              "      <td>9411300</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.002740</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-01</th>\n",
              "      <td>10.810000</td>\n",
              "      <td>10.970000</td>\n",
              "      <td>10.53</td>\n",
              "      <td>10.730000</td>\n",
              "      <td>10.730000</td>\n",
              "      <td>42128800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.014692</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-22</th>\n",
              "      <td>3.190000</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>3.18</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>143265300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.522901</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-04-16</th>\n",
              "      <td>2.720000</td>\n",
              "      <td>2.940000</td>\n",
              "      <td>2.70</td>\n",
              "      <td>2.870000</td>\n",
              "      <td>2.870000</td>\n",
              "      <td>28617300</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.062963</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-23</th>\n",
              "      <td>10.970000</td>\n",
              "      <td>11.060000</td>\n",
              "      <td>10.62</td>\n",
              "      <td>10.890000</td>\n",
              "      <td>10.890000</td>\n",
              "      <td>49799600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.013587</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-04-04</th>\n",
              "      <td>9.080000</td>\n",
              "      <td>9.810000</td>\n",
              "      <td>9.04</td>\n",
              "      <td>9.770000</td>\n",
              "      <td>9.770000</td>\n",
              "      <td>67356900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.023037</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-29</th>\n",
              "      <td>11.080000</td>\n",
              "      <td>11.170000</td>\n",
              "      <td>10.73</td>\n",
              "      <td>10.830000</td>\n",
              "      <td>10.830000</td>\n",
              "      <td>63333800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.030439</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-16</th>\n",
              "      <td>12.050000</td>\n",
              "      <td>12.200000</td>\n",
              "      <td>11.80</td>\n",
              "      <td>11.910000</td>\n",
              "      <td>11.910000</td>\n",
              "      <td>42686600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.009151</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-28</th>\n",
              "      <td>6.570000</td>\n",
              "      <td>6.650000</td>\n",
              "      <td>6.48</td>\n",
              "      <td>6.590000</td>\n",
              "      <td>6.590000</td>\n",
              "      <td>27878300</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.007645</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-12-17</th>\n",
              "      <td>2.500000</td>\n",
              "      <td>2.570000</td>\n",
              "      <td>2.46</td>\n",
              "      <td>2.550000</td>\n",
              "      <td>2.550000</td>\n",
              "      <td>12521300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.020000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-03-18</th>\n",
              "      <td>2.800000</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>2.77</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>26330500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.046429</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-21</th>\n",
              "      <td>4.310000</td>\n",
              "      <td>4.340000</td>\n",
              "      <td>4.13</td>\n",
              "      <td>4.170000</td>\n",
              "      <td>4.170000</td>\n",
              "      <td>58702900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.002392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-03</th>\n",
              "      <td>10.290000</td>\n",
              "      <td>10.680000</td>\n",
              "      <td>9.85</td>\n",
              "      <td>10.390000</td>\n",
              "      <td>10.390000</td>\n",
              "      <td>140899400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.006783</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-02-17</th>\n",
              "      <td>3.160000</td>\n",
              "      <td>3.170000</td>\n",
              "      <td>3.08</td>\n",
              "      <td>3.110000</td>\n",
              "      <td>3.110000</td>\n",
              "      <td>8678100</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.012698</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-17</th>\n",
              "      <td>11.900000</td>\n",
              "      <td>12.190000</td>\n",
              "      <td>11.82</td>\n",
              "      <td>12.180000</td>\n",
              "      <td>12.180000</td>\n",
              "      <td>38833900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.022670</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-03-07</th>\n",
              "      <td>11.580000</td>\n",
              "      <td>12.820000</td>\n",
              "      <td>11.55</td>\n",
              "      <td>12.240000</td>\n",
              "      <td>12.240000</td>\n",
              "      <td>127603200</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.040816</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-09-28</th>\n",
              "      <td>12.760000</td>\n",
              "      <td>12.840000</td>\n",
              "      <td>12.55</td>\n",
              "      <td>12.740000</td>\n",
              "      <td>12.740000</td>\n",
              "      <td>35812300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-01-19</th>\n",
              "      <td>9.920000</td>\n",
              "      <td>10.250000</td>\n",
              "      <td>9.75</td>\n",
              "      <td>9.770000</td>\n",
              "      <td>9.770000</td>\n",
              "      <td>46151300</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.011134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-17</th>\n",
              "      <td>14.240000</td>\n",
              "      <td>14.350000</td>\n",
              "      <td>14.14</td>\n",
              "      <td>14.160000</td>\n",
              "      <td>14.160000</td>\n",
              "      <td>28995600</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.007013</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-16</th>\n",
              "      <td>16.420000</td>\n",
              "      <td>17.000000</td>\n",
              "      <td>16.41</td>\n",
              "      <td>16.580000</td>\n",
              "      <td>16.580000</td>\n",
              "      <td>65275300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.019053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-17</th>\n",
              "      <td>16.500000</td>\n",
              "      <td>16.879999</td>\n",
              "      <td>16.48</td>\n",
              "      <td>16.870001</td>\n",
              "      <td>16.870001</td>\n",
              "      <td>42313500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.017491</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>234 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High    Low      Close  Adj Close     Volume  \\\n",
              "Date                                                                       \n",
              "2017-07-24  14.000000  14.440000  13.97  14.160000  14.160000   71014900   \n",
              "2016-03-24   2.690000   2.810000   2.62   2.790000   2.790000   10040200   \n",
              "2016-08-16   6.940000   6.940000   6.65   6.780000   6.780000   26768800   \n",
              "2017-04-13  12.510000  12.720000  12.22  12.310000  12.310000   53442600   \n",
              "2015-06-30   2.430000   2.430000   2.35   2.400000   2.400000   19381300   \n",
              "2017-09-29  12.770000  12.820000  12.60  12.750000  12.750000   33926900   \n",
              "2014-03-03   3.660000   3.700000   3.60   3.670000   3.670000   19555800   \n",
              "2015-01-21   2.180000   2.450000   2.14   2.450000   2.450000   46530800   \n",
              "2017-07-13  14.330000  14.490000  13.43  13.530000  13.530000  111656900   \n",
              "2014-07-02   4.230000   4.350000   4.22   4.340000   4.340000   20486500   \n",
              "2018-08-16  19.860001  20.070000  19.25  19.330000  19.330000   69733700   \n",
              "2016-04-21   2.650000   2.700000   2.60   2.620000   2.620000   13957200   \n",
              "2014-07-15   4.630000   4.800000   4.41   4.530000   4.530000  156113700   \n",
              "2017-07-07  13.270000  13.750000  13.18  13.360000  13.360000   88392100   \n",
              "2018-05-17  12.790000  12.900000  12.66  12.820000  12.820000   38692500   \n",
              "2014-07-03   4.360000   4.400000   4.14   4.240000   4.240000   22521700   \n",
              "2014-04-24   4.270000   4.350000   4.20   4.280000   4.280000   27532800   \n",
              "2016-01-12   2.400000   2.460000   2.28   2.390000   2.390000   17986100   \n",
              "2015-08-04   2.180000   2.180000   2.05   2.130000   2.130000   14328400   \n",
              "2016-06-07   4.560000   4.670000   4.47   4.510000   4.510000   20676200   \n",
              "2017-06-23  14.150000  14.670000  13.90  14.170000  14.170000  200777300   \n",
              "2014-09-23   3.760000   3.790000   3.69   3.690000   3.690000   16282500   \n",
              "2016-01-26   2.140000   2.150000   2.03   2.070000   2.070000   11092900   \n",
              "2016-05-04   3.540000   3.670000   3.54   3.600000   3.600000    8688500   \n",
              "2017-12-28  10.570000  10.640000  10.43  10.550000  10.550000   18609400   \n",
              "2015-11-06   2.190000   2.210000   2.13   2.150000   2.150000    8997100   \n",
              "2015-09-15   1.840000   1.870000   1.81   1.860000   1.860000    6519400   \n",
              "2017-07-11  13.770000  14.100000  13.62  13.890000  13.890000   71102300   \n",
              "2017-06-20  12.190000  12.930000  12.18  12.640000  12.640000  118001500   \n",
              "2015-06-12   2.310000   2.330000   2.30   2.310000   2.310000    4557600   \n",
              "...               ...        ...    ...        ...        ...        ...   \n",
              "2017-06-26  14.390000  14.490000  13.84  14.080000  14.080000  101012500   \n",
              "2015-06-09   2.350000   2.360000   2.28   2.290000   2.290000   12282700   \n",
              "2014-06-12   4.330000   4.440000   4.28   4.290000   4.290000   26709500   \n",
              "2015-06-29   2.410000   2.420000   2.31   2.340000   2.340000   22971500   \n",
              "2016-04-12   2.790000   2.850000   2.76   2.810000   2.810000   16110100   \n",
              "2014-11-17   2.620000   2.690000   2.61   2.670000   2.670000   12593800   \n",
              "2015-12-31   2.970000   3.010000   2.87   2.870000   2.870000   11086100   \n",
              "2014-08-20   4.250000   4.320000   4.22   4.280000   4.280000   11986600   \n",
              "2016-01-19   2.080000   2.110000   1.90   1.950000   1.950000   18978900   \n",
              "2016-05-10   3.660000   3.680000   3.56   3.640000   3.640000    9411300   \n",
              "2017-12-01  10.810000  10.970000  10.53  10.730000  10.730000   42128800   \n",
              "2016-04-22   3.190000   3.990000   3.18   3.990000   3.990000  143265300   \n",
              "2015-04-16   2.720000   2.940000   2.70   2.870000   2.870000   28617300   \n",
              "2017-05-23  10.970000  11.060000  10.62  10.890000  10.890000   49799600   \n",
              "2018-04-04   9.080000   9.810000   9.04   9.770000   9.770000   67356900   \n",
              "2017-11-29  11.080000  11.170000  10.73  10.830000  10.830000   63333800   \n",
              "2018-01-16  12.050000  12.200000  11.80  11.910000  11.910000   42686600   \n",
              "2016-09-28   6.570000   6.650000   6.48   6.590000   6.590000   27878300   \n",
              "2014-12-17   2.500000   2.570000   2.46   2.550000   2.550000   12521300   \n",
              "2016-03-18   2.800000   2.930000   2.77   2.930000   2.930000   26330500   \n",
              "2014-01-21   4.310000   4.340000   4.13   4.170000   4.170000   58702900   \n",
              "2017-05-03  10.290000  10.680000   9.85  10.390000  10.390000  140899400   \n",
              "2015-02-17   3.160000   3.170000   3.08   3.110000   3.110000    8678100   \n",
              "2018-01-17  11.900000  12.190000  11.82  12.180000  12.180000   38833900   \n",
              "2018-03-07  11.580000  12.820000  11.55  12.240000  12.240000  127603200   \n",
              "2017-09-28  12.760000  12.840000  12.55  12.740000  12.740000   35812300   \n",
              "2017-01-19   9.920000  10.250000   9.75   9.770000   9.770000   46151300   \n",
              "2017-10-17  14.240000  14.350000  14.14  14.160000  14.160000   28995600   \n",
              "2018-07-16  16.420000  17.000000  16.41  16.580000  16.580000   65275300   \n",
              "2018-07-17  16.500000  16.879999  16.48  16.870001  16.870001   42313500   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2017-07-24                  1                 1         0  0.020173  \n",
              "2016-03-24                  0                 1         0  0.041045  \n",
              "2016-08-16                  0                 0         0 -0.024460  \n",
              "2017-04-13                  0                 1         1 -0.035266  \n",
              "2015-06-30                  0                 1         1  0.025641  \n",
              "2017-09-29                  1                 1         0  0.000785  \n",
              "2014-03-03                  0                 1         1 -0.010782  \n",
              "2015-01-21                  0                 1         1  0.093750  \n",
              "2017-07-13                  0                 0         1 -0.053184  \n",
              "2014-07-02                  1                 1         0  0.028436  \n",
              "2018-08-16                  0                 0         1 -0.018782  \n",
              "2016-04-21                  1                 1         1 -0.029630  \n",
              "2014-07-15                  0                 0         1 -0.023707  \n",
              "2017-07-07                  0                 1         1  0.026114  \n",
              "2018-05-17                  1                 1         1  0.000000  \n",
              "2014-07-03                  0                 0         1 -0.023041  \n",
              "2014-04-24                  1                 0         0  0.007059  \n",
              "2016-01-12                  0                 0         0  0.021368  \n",
              "2015-08-04                  0                 0         1 -0.031818  \n",
              "2016-06-07                  0                 0         0  0.008949  \n",
              "2017-06-23                  0                 1         0 -0.014604  \n",
              "2014-09-23                  0                 0         1 -0.018617  \n",
              "2016-01-26                  0                 0         1 -0.023585  \n",
              "2016-05-04                  1                 1         1  0.000000  \n",
              "2017-12-28                  1                 0         0  0.001899  \n",
              "2015-11-06                  0                 0         0 -0.022727  \n",
              "2015-09-15                  0                 1         1  0.021978  \n",
              "2017-07-11                  1                 1         1  0.005793  \n",
              "2017-06-20                  1                 1         1  0.059514  \n",
              "2015-06-12                  1                 1         1 -0.004310  \n",
              "...                       ...               ...       ...       ...  \n",
              "2017-06-26                  0                 0         0 -0.006351  \n",
              "2015-06-09                  0                 0         1 -0.008658  \n",
              "2014-06-12                  0                 1         0  0.000000  \n",
              "2015-06-29                  0                 1         1 -0.052632  \n",
              "2016-04-12                  0                 0         0  0.018116  \n",
              "2014-11-17                  1                 1         0  0.022989  \n",
              "2015-12-31                  1                 0         0 -0.036913  \n",
              "2014-08-20                  0                 1         0  0.002342  \n",
              "2016-01-19                  1                 0         0 -0.039409  \n",
              "2016-05-10                  0                 0         1 -0.002740  \n",
              "2017-12-01                  1                 1         0 -0.014692  \n",
              "2016-04-22                  0                 1         0  0.522901  \n",
              "2015-04-16                  1                 0         0  0.062963  \n",
              "2017-05-23                  0                 1         0 -0.013587  \n",
              "2018-04-04                  0                 1         1  0.023037  \n",
              "2017-11-29                  0                 0         1 -0.030439  \n",
              "2018-01-16                  0                 0         1 -0.009151  \n",
              "2016-09-28                  1                 0         1  0.007645  \n",
              "2014-12-17                  0                 1         0  0.020000  \n",
              "2016-03-18                  0                 1         0  0.046429  \n",
              "2014-01-21                  1                 0         0 -0.002392  \n",
              "2017-05-03                  0                 1         0  0.006783  \n",
              "2015-02-17                  0                 0         0 -0.012698  \n",
              "2018-01-17                  1                 1         1  0.022670  \n",
              "2018-03-07                  0                 1         0  0.040816  \n",
              "2017-09-28                  0                 1         1  0.000000  \n",
              "2017-01-19                  0                 0         0 -0.011134  \n",
              "2017-10-17                  1                 0         0 -0.007013  \n",
              "2018-07-16                  0                 1         1  0.019053  \n",
              "2018-07-17                  0                 1         0  0.017491  \n",
              "\n[234 rows x 10 columns]"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 6,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "test"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 7,
          "data": {
            "text/html": [
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              "<style scoped>\n",
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2016-05-06</th>\n",
              "      <td>3.65</td>\n",
              "      <td>3.750000</td>\n",
              "      <td>3.640000</td>\n",
              "      <td>3.680000</td>\n",
              "      <td>3.680000</td>\n",
              "      <td>11839300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.005464</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-08</th>\n",
              "      <td>6.85</td>\n",
              "      <td>7.180000</td>\n",
              "      <td>6.750000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>7.000000</td>\n",
              "      <td>37601100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.005747</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-10-20</th>\n",
              "      <td>2.79</td>\n",
              "      <td>2.800000</td>\n",
              "      <td>2.600000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>28711000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.018382</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-06</th>\n",
              "      <td>13.00</td>\n",
              "      <td>13.340000</td>\n",
              "      <td>12.380000</td>\n",
              "      <td>13.040000</td>\n",
              "      <td>13.040000</td>\n",
              "      <td>117192600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000767</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-13</th>\n",
              "      <td>4.19</td>\n",
              "      <td>4.200000</td>\n",
              "      <td>4.090000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>22856100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.009592</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-04-22</th>\n",
              "      <td>2.35</td>\n",
              "      <td>2.360000</td>\n",
              "      <td>2.250000</td>\n",
              "      <td>2.280000</td>\n",
              "      <td>2.280000</td>\n",
              "      <td>27634900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.029787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-12</th>\n",
              "      <td>14.17</td>\n",
              "      <td>14.390000</td>\n",
              "      <td>13.960000</td>\n",
              "      <td>14.290000</td>\n",
              "      <td>14.290000</td>\n",
              "      <td>78508400</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.028798</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-05</th>\n",
              "      <td>13.38</td>\n",
              "      <td>13.460000</td>\n",
              "      <td>13.210000</td>\n",
              "      <td>13.340000</td>\n",
              "      <td>13.340000</td>\n",
              "      <td>34758600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.002254</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-12-01</th>\n",
              "      <td>2.36</td>\n",
              "      <td>2.370000</td>\n",
              "      <td>2.310000</td>\n",
              "      <td>2.340000</td>\n",
              "      <td>2.340000</td>\n",
              "      <td>5646400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.008475</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-14</th>\n",
              "      <td>5.15</td>\n",
              "      <td>5.240000</td>\n",
              "      <td>5.060000</td>\n",
              "      <td>5.170000</td>\n",
              "      <td>5.170000</td>\n",
              "      <td>20050100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.015717</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-07-01</th>\n",
              "      <td>2.47</td>\n",
              "      <td>2.480000</td>\n",
              "      <td>2.360000</td>\n",
              "      <td>2.420000</td>\n",
              "      <td>2.420000</td>\n",
              "      <td>19375000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.008333</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-18</th>\n",
              "      <td>12.63</td>\n",
              "      <td>12.970000</td>\n",
              "      <td>12.580000</td>\n",
              "      <td>12.950000</td>\n",
              "      <td>12.950000</td>\n",
              "      <td>37172000</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.012510</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-07-10</th>\n",
              "      <td>2.00</td>\n",
              "      <td>2.030000</td>\n",
              "      <td>1.950000</td>\n",
              "      <td>1.960000</td>\n",
              "      <td>1.960000</td>\n",
              "      <td>17520800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.010101</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-04</th>\n",
              "      <td>10.88</td>\n",
              "      <td>11.290000</td>\n",
              "      <td>10.870000</td>\n",
              "      <td>11.280000</td>\n",
              "      <td>11.280000</td>\n",
              "      <td>47884900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032022</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-11-06</th>\n",
              "      <td>2.78</td>\n",
              "      <td>2.800000</td>\n",
              "      <td>2.750000</td>\n",
              "      <td>2.760000</td>\n",
              "      <td>2.760000</td>\n",
              "      <td>8932900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.014286</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-11-11</th>\n",
              "      <td>6.64</td>\n",
              "      <td>6.690000</td>\n",
              "      <td>6.470000</td>\n",
              "      <td>6.690000</td>\n",
              "      <td>6.690000</td>\n",
              "      <td>39492200</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.061905</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-09-26</th>\n",
              "      <td>3.63</td>\n",
              "      <td>3.670000</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>3.600000</td>\n",
              "      <td>12976300</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.008264</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-10-12</th>\n",
              "      <td>1.96</td>\n",
              "      <td>1.960000</td>\n",
              "      <td>1.850000</td>\n",
              "      <td>1.870000</td>\n",
              "      <td>1.870000</td>\n",
              "      <td>7686600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.045918</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-12-11</th>\n",
              "      <td>9.97</td>\n",
              "      <td>10.160000</td>\n",
              "      <td>9.960000</td>\n",
              "      <td>10.160000</td>\n",
              "      <td>10.160000</td>\n",
              "      <td>29956400</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.022133</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-08-12</th>\n",
              "      <td>1.88</td>\n",
              "      <td>1.930000</td>\n",
              "      <td>1.840000</td>\n",
              "      <td>1.900000</td>\n",
              "      <td>1.900000</td>\n",
              "      <td>8521200</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-17</th>\n",
              "      <td>11.81</td>\n",
              "      <td>12.290000</td>\n",
              "      <td>11.160000</td>\n",
              "      <td>11.200000</td>\n",
              "      <td>11.200000</td>\n",
              "      <td>160109500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.121569</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-02-19</th>\n",
              "      <td>1.93</td>\n",
              "      <td>1.930000</td>\n",
              "      <td>1.830000</td>\n",
              "      <td>1.910000</td>\n",
              "      <td>1.910000</td>\n",
              "      <td>7784100</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-27</th>\n",
              "      <td>6.93</td>\n",
              "      <td>6.980000</td>\n",
              "      <td>6.680000</td>\n",
              "      <td>6.850000</td>\n",
              "      <td>6.850000</td>\n",
              "      <td>38514300</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.018625</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-02-09</th>\n",
              "      <td>3.03</td>\n",
              "      <td>3.070000</td>\n",
              "      <td>2.930000</td>\n",
              "      <td>3.040000</td>\n",
              "      <td>3.040000</td>\n",
              "      <td>24133800</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.003300</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-12-31</th>\n",
              "      <td>2.64</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>2.640000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>2.670000</td>\n",
              "      <td>11177900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.015209</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-24</th>\n",
              "      <td>11.38</td>\n",
              "      <td>11.420000</td>\n",
              "      <td>11.300000</td>\n",
              "      <td>11.380000</td>\n",
              "      <td>11.380000</td>\n",
              "      <td>11035800</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.000880</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-03</th>\n",
              "      <td>13.42</td>\n",
              "      <td>13.520000</td>\n",
              "      <td>13.080000</td>\n",
              "      <td>13.240000</td>\n",
              "      <td>13.240000</td>\n",
              "      <td>52557400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.009723</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-07-01</th>\n",
              "      <td>5.09</td>\n",
              "      <td>5.140000</td>\n",
              "      <td>5.000000</td>\n",
              "      <td>5.070000</td>\n",
              "      <td>5.070000</td>\n",
              "      <td>18255900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.013619</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-22</th>\n",
              "      <td>11.82</td>\n",
              "      <td>12.000000</td>\n",
              "      <td>11.630000</td>\n",
              "      <td>11.840000</td>\n",
              "      <td>11.840000</td>\n",
              "      <td>37886300</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.010239</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>42398300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-09-05</th>\n",
              "      <td>4.17</td>\n",
              "      <td>4.190000</td>\n",
              "      <td>4.150000</td>\n",
              "      <td>4.150000</td>\n",
              "      <td>4.150000</td>\n",
              "      <td>6630200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.98</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>3.880000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>22887200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.012658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-22</th>\n",
              "      <td>14.10</td>\n",
              "      <td>14.500000</td>\n",
              "      <td>13.560000</td>\n",
              "      <td>14.380000</td>\n",
              "      <td>14.380000</td>\n",
              "      <td>149594200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.028612</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-28</th>\n",
              "      <td>3.43</td>\n",
              "      <td>3.570000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>3.540000</td>\n",
              "      <td>3.540000</td>\n",
              "      <td>27962600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.038123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-20</th>\n",
              "      <td>6.23</td>\n",
              "      <td>6.280000</td>\n",
              "      <td>6.120000</td>\n",
              "      <td>6.170000</td>\n",
              "      <td>6.170000</td>\n",
              "      <td>28990900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.001623</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-01</th>\n",
              "      <td>11.25</td>\n",
              "      <td>11.290000</td>\n",
              "      <td>10.810000</td>\n",
              "      <td>10.930000</td>\n",
              "      <td>10.930000</td>\n",
              "      <td>48002000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.023235</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-11-10</th>\n",
              "      <td>11.22</td>\n",
              "      <td>11.430000</td>\n",
              "      <td>11.120000</td>\n",
              "      <td>11.260000</td>\n",
              "      <td>11.260000</td>\n",
              "      <td>50209900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.012590</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-06-07</th>\n",
              "      <td>12.42</td>\n",
              "      <td>12.960000</td>\n",
              "      <td>12.230000</td>\n",
              "      <td>12.380000</td>\n",
              "      <td>12.380000</td>\n",
              "      <td>151005900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.029094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-01-28</th>\n",
              "      <td>2.16</td>\n",
              "      <td>2.170000</td>\n",
              "      <td>2.070000</td>\n",
              "      <td>2.080000</td>\n",
              "      <td>2.080000</td>\n",
              "      <td>7118400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.023474</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-12-06</th>\n",
              "      <td>8.95</td>\n",
              "      <td>9.540000</td>\n",
              "      <td>8.820000</td>\n",
              "      <td>9.450000</td>\n",
              "      <td>9.450000</td>\n",
              "      <td>92242900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.088710</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-03-09</th>\n",
              "      <td>13.45</td>\n",
              "      <td>13.450000</td>\n",
              "      <td>13.110000</td>\n",
              "      <td>13.330000</td>\n",
              "      <td>13.330000</td>\n",
              "      <td>45244200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.008321</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-07-08</th>\n",
              "      <td>4.25</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>4.100000</td>\n",
              "      <td>4.220000</td>\n",
              "      <td>4.220000</td>\n",
              "      <td>41685800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.009390</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-07-25</th>\n",
              "      <td>14.29</td>\n",
              "      <td>14.320000</td>\n",
              "      <td>13.870000</td>\n",
              "      <td>14.110000</td>\n",
              "      <td>14.110000</td>\n",
              "      <td>98047400</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.003531</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-04-09</th>\n",
              "      <td>4.01</td>\n",
              "      <td>4.020000</td>\n",
              "      <td>3.950000</td>\n",
              "      <td>3.980000</td>\n",
              "      <td>3.980000</td>\n",
              "      <td>11270300</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.002506</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-12</th>\n",
              "      <td>5.83</td>\n",
              "      <td>6.070000</td>\n",
              "      <td>5.770000</td>\n",
              "      <td>5.940000</td>\n",
              "      <td>5.940000</td>\n",
              "      <td>78014400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.006780</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-01</th>\n",
              "      <td>2.79</td>\n",
              "      <td>2.880000</td>\n",
              "      <td>2.760000</td>\n",
              "      <td>2.830000</td>\n",
              "      <td>2.830000</td>\n",
              "      <td>8257700</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.007018</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-10-02</th>\n",
              "      <td>3.37</td>\n",
              "      <td>3.440000</td>\n",
              "      <td>3.280000</td>\n",
              "      <td>3.390000</td>\n",
              "      <td>3.390000</td>\n",
              "      <td>27904500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.011940</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-01-18</th>\n",
              "      <td>12.18</td>\n",
              "      <td>12.680000</td>\n",
              "      <td>12.150000</td>\n",
              "      <td>12.470000</td>\n",
              "      <td>12.470000</td>\n",
              "      <td>62086200</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.023810</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-10-10</th>\n",
              "      <td>13.72</td>\n",
              "      <td>13.790000</td>\n",
              "      <td>13.440000</td>\n",
              "      <td>13.700000</td>\n",
              "      <td>13.700000</td>\n",
              "      <td>43304000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.017075</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-15</th>\n",
              "      <td>2.72</td>\n",
              "      <td>2.750000</td>\n",
              "      <td>2.680000</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>7487500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.007353</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-09-22</th>\n",
              "      <td>3.81</td>\n",
              "      <td>3.830000</td>\n",
              "      <td>3.750000</td>\n",
              "      <td>3.760000</td>\n",
              "      <td>3.760000</td>\n",
              "      <td>14201400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.013123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-11-30</th>\n",
              "      <td>2.34</td>\n",
              "      <td>2.370000</td>\n",
              "      <td>2.250000</td>\n",
              "      <td>2.360000</td>\n",
              "      <td>2.360000</td>\n",
              "      <td>9924400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.012876</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-12-30</th>\n",
              "      <td>2.64</td>\n",
              "      <td>2.700000</td>\n",
              "      <td>2.630000</td>\n",
              "      <td>2.630000</td>\n",
              "      <td>2.630000</td>\n",
              "      <td>7783700</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.011278</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-05-10</th>\n",
              "      <td>10.46</td>\n",
              "      <td>10.850000</td>\n",
              "      <td>10.450000</td>\n",
              "      <td>10.790000</td>\n",
              "      <td>10.790000</td>\n",
              "      <td>65995900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.059921</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-04-20</th>\n",
              "      <td>2.56</td>\n",
              "      <td>2.570000</td>\n",
              "      <td>2.450000</td>\n",
              "      <td>2.490000</td>\n",
              "      <td>2.490000</td>\n",
              "      <td>29126000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.034884</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-09-08</th>\n",
              "      <td>6.64</td>\n",
              "      <td>6.650000</td>\n",
              "      <td>6.150000</td>\n",
              "      <td>6.230000</td>\n",
              "      <td>6.230000</td>\n",
              "      <td>90693700</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.089181</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-08-09</th>\n",
              "      <td>12.76</td>\n",
              "      <td>12.890000</td>\n",
              "      <td>12.540000</td>\n",
              "      <td>12.830000</td>\n",
              "      <td>12.830000</td>\n",
              "      <td>58861500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.021358</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-08-31</th>\n",
              "      <td>1.82</td>\n",
              "      <td>1.870000</td>\n",
              "      <td>1.790000</td>\n",
              "      <td>1.810000</td>\n",
              "      <td>1.810000</td>\n",
              "      <td>6503500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.021622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-19</th>\n",
              "      <td>16.85</td>\n",
              "      <td>17.290001</td>\n",
              "      <td>16.309999</td>\n",
              "      <td>16.690001</td>\n",
              "      <td>16.690001</td>\n",
              "      <td>92542900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.024547</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-21</th>\n",
              "      <td>13.08</td>\n",
              "      <td>13.120000</td>\n",
              "      <td>12.900000</td>\n",
              "      <td>13.000000</td>\n",
              "      <td>13.000000</td>\n",
              "      <td>25689600</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.008391</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>235 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "             Open       High        Low      Close  Adj Close     Volume  \\\n",
              "Date                                                                       \n",
              "2016-05-06   3.65   3.750000   3.640000   3.680000   3.680000   11839300   \n",
              "2016-11-08   6.85   7.180000   6.750000   7.000000   7.000000   37601100   \n",
              "2014-10-20   2.79   2.800000   2.600000   2.670000   2.670000   28711000   \n",
              "2017-03-06  13.00  13.340000  12.380000  13.040000  13.040000  117192600   \n",
              "2014-01-13   4.19   4.200000   4.090000   4.130000   4.130000   22856100   \n",
              "2015-04-22   2.35   2.360000   2.250000   2.280000   2.280000   27634900   \n",
              "2017-07-12  14.17  14.390000  13.960000  14.290000  14.290000   78508400   \n",
              "2017-10-05  13.38  13.460000  13.210000  13.340000  13.340000   34758600   \n",
              "2015-12-01   2.36   2.370000   2.310000   2.340000   2.340000    5646400   \n",
              "2016-07-14   5.15   5.240000   5.060000   5.170000   5.170000   20050100   \n",
              "2015-07-01   2.47   2.480000   2.360000   2.420000   2.420000   19375000   \n",
              "2017-04-18  12.63  12.970000  12.580000  12.950000  12.950000   37172000   \n",
              "2015-07-10   2.00   2.030000   1.950000   1.960000   1.960000   17520800   \n",
              "2018-05-04  10.88  11.290000  10.870000  11.280000  11.280000   47884900   \n",
              "2014-11-06   2.78   2.800000   2.750000   2.760000   2.760000    8932900   \n",
              "2016-11-11   6.64   6.690000   6.470000   6.690000   6.690000   39492200   \n",
              "2014-09-26   3.63   3.670000   3.600000   3.600000   3.600000   12976300   \n",
              "2015-10-12   1.96   1.960000   1.850000   1.870000   1.870000    7686600   \n",
              "2017-12-11   9.97  10.160000   9.960000  10.160000  10.160000   29956400   \n",
              "2015-08-12   1.88   1.930000   1.840000   1.900000   1.900000    8521200   \n",
              "2017-05-17  11.81  12.290000  11.160000  11.200000  11.200000  160109500   \n",
              "2016-02-19   1.93   1.930000   1.830000   1.910000   1.910000    7784100   \n",
              "2016-07-27   6.93   6.980000   6.680000   6.850000   6.850000   38514300   \n",
              "2015-02-09   3.03   3.070000   2.930000   3.040000   3.040000   24133800   \n",
              "2014-12-31   2.64   2.700000   2.640000   2.670000   2.670000   11177900   \n",
              "2017-11-24  11.38  11.420000  11.300000  11.380000  11.380000   11035800   \n",
              "2017-08-03  13.42  13.520000  13.080000  13.240000  13.240000   52557400   \n",
              "2016-07-01   5.09   5.140000   5.000000   5.070000   5.070000   18255900   \n",
              "2018-02-22  11.82  12.000000  11.630000  11.840000  11.840000   37886300   \n",
              "2014-01-06   4.01   4.180000   3.990000   4.130000   4.130000   42398300   \n",
              "...           ...        ...        ...        ...        ...        ...   \n",
              "2014-09-05   4.17   4.190000   4.150000   4.150000   4.150000    6630200   \n",
              "2014-01-03   3.98   4.000000   3.880000   4.000000   4.000000   22887200   \n",
              "2017-06-22  14.10  14.500000  13.560000  14.380000  14.380000  149594200   \n",
              "2014-01-28   3.43   3.570000   3.410000   3.540000   3.540000   27962600   \n",
              "2016-09-20   6.23   6.280000   6.120000   6.170000   6.170000   28990900   \n",
              "2017-06-01  11.25  11.290000  10.810000  10.930000  10.930000   48002000   \n",
              "2017-11-10  11.22  11.430000  11.120000  11.260000  11.260000   50209900   \n",
              "2017-06-07  12.42  12.960000  12.230000  12.380000  12.380000  151005900   \n",
              "2016-01-28   2.16   2.170000   2.070000   2.080000   2.080000    7118400   \n",
              "2016-12-06   8.95   9.540000   8.820000   9.450000   9.450000   92242900   \n",
              "2017-03-09  13.45  13.450000  13.110000  13.330000  13.330000   45244200   \n",
              "2014-07-08   4.25   4.300000   4.100000   4.220000   4.220000   41685800   \n",
              "2017-07-25  14.29  14.320000  13.870000  14.110000  14.110000   98047400   \n",
              "2014-04-09   4.01   4.020000   3.950000   3.980000   3.980000   11270300   \n",
              "2016-09-12   5.83   6.070000   5.770000   5.940000   5.940000   78014400   \n",
              "2016-04-01   2.79   2.880000   2.760000   2.830000   2.830000    8257700   \n",
              "2014-10-02   3.37   3.440000   3.280000   3.390000   3.390000   27904500   \n",
              "2018-01-18  12.18  12.680000  12.150000  12.470000  12.470000   62086200   \n",
              "2017-10-10  13.72  13.790000  13.440000  13.700000  13.700000   43304000   \n",
              "2016-04-15   2.72   2.750000   2.680000   2.700000   2.700000    7487500   \n",
              "2014-09-22   3.81   3.830000   3.750000   3.760000   3.760000   14201400   \n",
              "2015-11-30   2.34   2.370000   2.250000   2.360000   2.360000    9924400   \n",
              "2014-12-30   2.64   2.700000   2.630000   2.630000   2.630000    7783700   \n",
              "2017-05-10  10.46  10.850000  10.450000  10.790000  10.790000   65995900   \n",
              "2015-04-20   2.56   2.570000   2.450000   2.490000   2.490000   29126000   \n",
              "2016-09-08   6.64   6.650000   6.150000   6.230000   6.230000   90693700   \n",
              "2017-08-09  12.76  12.890000  12.540000  12.830000  12.830000   58861500   \n",
              "2015-08-31   1.82   1.870000   1.790000   1.810000   1.810000    6503500   \n",
              "2018-06-19  16.85  17.290001  16.309999  16.690001  16.690001   92542900   \n",
              "2017-04-21  13.08  13.120000  12.900000  13.000000  13.000000   25689600   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2016-05-06                  1                 1         0  0.005464  \n",
              "2016-11-08                  1                 0         0  0.005747  \n",
              "2014-10-20                  0                 0         1 -0.018382  \n",
              "2017-03-06                  0                 1         1  0.000767  \n",
              "2014-01-13                  1                 0         1 -0.009592  \n",
              "2015-04-22                  0                 0         1 -0.029787  \n",
              "2017-07-12                  1                 1         0  0.028798  \n",
              "2017-10-05                  0                 0         0  0.002254  \n",
              "2015-12-01                  1                 0         0 -0.008475  \n",
              "2016-07-14                  0                 1         0  0.015717  \n",
              "2015-07-01                  1                 0         1  0.008333  \n",
              "2017-04-18                  0                 1         0  0.012510  \n",
              "2015-07-10                  0                 0         0 -0.010101  \n",
              "2018-05-04                  1                 1         1  0.032022  \n",
              "2014-11-06                  0                 0         1 -0.014286  \n",
              "2016-11-11                  0                 1         1  0.061905  \n",
              "2014-09-26                  1                 0         0 -0.008264  \n",
              "2015-10-12                  0                 0         1 -0.045918  \n",
              "2017-12-11                  1                 1         0  0.022133  \n",
              "2015-08-12                  0                 1         0  0.000000  \n",
              "2017-05-17                  0                 0         1 -0.121569  \n",
              "2016-02-19                  1                 1         1  0.000000  \n",
              "2016-07-27                  0                 0         0 -0.018625  \n",
              "2015-02-09                  0                 1         0  0.003300  \n",
              "2014-12-31                  0                 1         0  0.015209  \n",
              "2017-11-24                  1                 0         1  0.000880  \n",
              "2017-08-03                  1                 0         0 -0.009723  \n",
              "2016-07-01                  0                 0         0 -0.013619  \n",
              "2018-02-22                  0                 1         1  0.010239  \n",
              "2014-01-06                  1                 1         1  0.032500  \n",
              "...                       ...               ...       ...       ...  \n",
              "2014-09-05                  1                 0         0  0.000000  \n",
              "2014-01-03                  1                 1         1  0.012658  \n",
              "2017-06-22                  1                 1         0  0.028612  \n",
              "2014-01-28                  0                 1         0  0.038123  \n",
              "2016-09-20                  1                 0         1  0.001623  \n",
              "2017-06-01                  0                 0         0 -0.023235  \n",
              "2017-11-10                  1                 0         0  0.012590  \n",
              "2017-06-07                  0                 1         1  0.029094  \n",
              "2016-01-28                  1                 0         1 -0.023474  \n",
              "2016-12-06                  0                 1         1  0.088710  \n",
              "2017-03-09                  1                 1         1  0.008321  \n",
              "2014-07-08                  0                 0         1 -0.009390  \n",
              "2017-07-25                  1                 1         1 -0.003531  \n",
              "2014-04-09                  1                 0         0 -0.002506  \n",
              "2016-09-12                  0                 1         0  0.006780  \n",
              "2016-04-01                  0                 1         0 -0.007018  \n",
              "2014-10-02                  0                 1         1  0.011940  \n",
              "2018-01-18                  0                 1         1  0.023810  \n",
              "2017-10-10                  0                 0         1  0.017075  \n",
              "2016-04-15                  1                 0         1 -0.007353  \n",
              "2014-09-22                  1                 0         0 -0.013123  \n",
              "2015-11-30                  0                 1         0  0.012876  \n",
              "2014-12-30                  1                 0         1 -0.011278  \n",
              "2017-05-10                  1                 1         1  0.059921  \n",
              "2015-04-20                  1                 0         0 -0.034884  \n",
              "2016-09-08                  1                 0         0 -0.089181  \n",
              "2017-08-09                  1                 0         0 -0.021358  \n",
              "2015-08-31                  1                 0         0 -0.021622  \n",
              "2018-06-19                  0                 0         0 -0.024547  \n",
              "2017-04-21                  1                 1         1 -0.008391  \n",
              "\n[235 rows x 10 columns]"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 7,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = dataset[['Open', 'High', 'Low']]\n",
        "y = dataset['Adj Close']"
      ],
      "outputs": [],
      "execution_count": 8,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
        "\nX_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.2, random_state=1)"
      ],
      "outputs": [],
      "execution_count": 9,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.cross_validation import train_test_split\n",
        "\n",
        "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
        "\nX_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.2, random_state=1)"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "C:\\Users\\Tin Hang\\Anaconda3\\envs\\py35\\lib\\site-packages\\sklearn\\cross_validation.py:41: DeprecationWarning: This module was deprecated in version 0.18 in favor of the model_selection module into which all the refactored classes and functions are moved. Also note that the interface of the new CV iterators are different from that of this module. This module will be removed in 0.20.\n",
            "  \"This module will be removed in 0.20.\", DeprecationWarning)\n"
          ]
        }
      ],
      "execution_count": 10,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def train_validate_test_split(df, train_percent=.6, validate_percent=.2):\n",
        "    perm = np.random.permutation(df.index)\n",
        "    m = len(df.index)\n",
        "    train_end = int(train_percent * m)\n",
        "    validate_end = int(validate_percent * m) + train_end\n",
        "    train = df.ix[perm[:train_end]]\n",
        "    validate = df.ix[perm[train_end:validate_end]]\n",
        "    test = df.ix[perm[validate_end:]]\n",
        "    return train, validate, test"
      ],
      "outputs": [],
      "execution_count": 11,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "df = dataset\n",
        "df"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 12,
          "data": {
            "text/html": [
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              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-01-03</th>\n",
              "      <td>3.980000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>3.880000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>4.000000</td>\n",
              "      <td>22887200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.012658</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-06</th>\n",
              "      <td>4.010000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>3.990000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>42398300</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032500</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-07</th>\n",
              "      <td>4.190000</td>\n",
              "      <td>4.250000</td>\n",
              "      <td>4.110000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>42932100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.012107</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-08</th>\n",
              "      <td>4.230000</td>\n",
              "      <td>4.260000</td>\n",
              "      <td>4.140000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>30678700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-09</th>\n",
              "      <td>4.200000</td>\n",
              "      <td>4.230000</td>\n",
              "      <td>4.050000</td>\n",
              "      <td>4.090000</td>\n",
              "      <td>4.090000</td>\n",
              "      <td>30667600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.021531</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-10</th>\n",
              "      <td>4.090000</td>\n",
              "      <td>4.200000</td>\n",
              "      <td>4.070000</td>\n",
              "      <td>4.170000</td>\n",
              "      <td>4.170000</td>\n",
              "      <td>20840800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.019560</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-13</th>\n",
              "      <td>4.190000</td>\n",
              "      <td>4.200000</td>\n",
              "      <td>4.090000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>22856100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.009592</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-14</th>\n",
              "      <td>4.140000</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>4.300000</td>\n",
              "      <td>42434800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.041162</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-15</th>\n",
              "      <td>4.340000</td>\n",
              "      <td>4.600000</td>\n",
              "      <td>4.320000</td>\n",
              "      <td>4.470000</td>\n",
              "      <td>4.470000</td>\n",
              "      <td>66613100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.039535</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-16</th>\n",
              "      <td>4.500000</td>\n",
              "      <td>4.510000</td>\n",
              "      <td>4.320000</td>\n",
              "      <td>4.380000</td>\n",
              "      <td>4.380000</td>\n",
              "      <td>46975600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.020134</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-17</th>\n",
              "      <td>4.150000</td>\n",
              "      <td>4.350000</td>\n",
              "      <td>4.110000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>4.180000</td>\n",
              "      <td>45842700</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.045662</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-21</th>\n",
              "      <td>4.310000</td>\n",
              "      <td>4.340000</td>\n",
              "      <td>4.130000</td>\n",
              "      <td>4.170000</td>\n",
              "      <td>4.170000</td>\n",
              "      <td>58702900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.002392</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-22</th>\n",
              "      <td>3.790000</td>\n",
              "      <td>3.820000</td>\n",
              "      <td>3.660000</td>\n",
              "      <td>3.670000</td>\n",
              "      <td>3.670000</td>\n",
              "      <td>86329500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.119904</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-23</th>\n",
              "      <td>3.670000</td>\n",
              "      <td>3.680000</td>\n",
              "      <td>3.580000</td>\n",
              "      <td>3.620000</td>\n",
              "      <td>3.620000</td>\n",
              "      <td>29844700</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.013624</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-24</th>\n",
              "      <td>3.600000</td>\n",
              "      <td>3.610000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>3.470000</td>\n",
              "      <td>3.470000</td>\n",
              "      <td>48095800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.041436</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-27</th>\n",
              "      <td>3.480000</td>\n",
              "      <td>3.490000</td>\n",
              "      <td>3.350000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>31332300</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.017291</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-28</th>\n",
              "      <td>3.430000</td>\n",
              "      <td>3.570000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>3.540000</td>\n",
              "      <td>3.540000</td>\n",
              "      <td>27962600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.038123</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-29</th>\n",
              "      <td>3.520000</td>\n",
              "      <td>3.560000</td>\n",
              "      <td>3.450000</td>\n",
              "      <td>3.480000</td>\n",
              "      <td>3.480000</td>\n",
              "      <td>21765000</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.016949</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-30</th>\n",
              "      <td>3.510000</td>\n",
              "      <td>3.520000</td>\n",
              "      <td>3.450000</td>\n",
              "      <td>3.480000</td>\n",
              "      <td>3.480000</td>\n",
              "      <td>17111700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-01-31</th>\n",
              "      <td>3.450000</td>\n",
              "      <td>3.470000</td>\n",
              "      <td>3.430000</td>\n",
              "      <td>3.430000</td>\n",
              "      <td>3.430000</td>\n",
              "      <td>13602100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.014368</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-03</th>\n",
              "      <td>3.430000</td>\n",
              "      <td>3.440000</td>\n",
              "      <td>3.330000</td>\n",
              "      <td>3.330000</td>\n",
              "      <td>3.330000</td>\n",
              "      <td>22280200</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.029155</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-04</th>\n",
              "      <td>3.350000</td>\n",
              "      <td>3.430000</td>\n",
              "      <td>3.300000</td>\n",
              "      <td>3.370000</td>\n",
              "      <td>3.370000</td>\n",
              "      <td>22681000</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.012012</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-05</th>\n",
              "      <td>3.360000</td>\n",
              "      <td>3.370000</td>\n",
              "      <td>3.290000</td>\n",
              "      <td>3.310000</td>\n",
              "      <td>3.310000</td>\n",
              "      <td>14858900</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.017804</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-06</th>\n",
              "      <td>3.320000</td>\n",
              "      <td>3.460000</td>\n",
              "      <td>3.320000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>3.410000</td>\n",
              "      <td>16072900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.030211</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-07</th>\n",
              "      <td>3.460000</td>\n",
              "      <td>3.500000</td>\n",
              "      <td>3.420000</td>\n",
              "      <td>3.470000</td>\n",
              "      <td>3.470000</td>\n",
              "      <td>23119700</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.017595</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-10</th>\n",
              "      <td>3.500000</td>\n",
              "      <td>3.640000</td>\n",
              "      <td>3.450000</td>\n",
              "      <td>3.630000</td>\n",
              "      <td>3.630000</td>\n",
              "      <td>21241100</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.046110</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-11</th>\n",
              "      <td>3.660000</td>\n",
              "      <td>3.750000</td>\n",
              "      <td>3.650000</td>\n",
              "      <td>3.700000</td>\n",
              "      <td>3.700000</td>\n",
              "      <td>34198100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.019284</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-12</th>\n",
              "      <td>3.710000</td>\n",
              "      <td>3.730000</td>\n",
              "      <td>3.630000</td>\n",
              "      <td>3.690000</td>\n",
              "      <td>3.690000</td>\n",
              "      <td>18321300</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.002703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-13</th>\n",
              "      <td>3.640000</td>\n",
              "      <td>3.710000</td>\n",
              "      <td>3.640000</td>\n",
              "      <td>3.700000</td>\n",
              "      <td>3.700000</td>\n",
              "      <td>13368600</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.002710</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-14</th>\n",
              "      <td>3.700000</td>\n",
              "      <td>3.720000</td>\n",
              "      <td>3.640000</td>\n",
              "      <td>3.690000</td>\n",
              "      <td>3.690000</td>\n",
              "      <td>12387900</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.002703</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-17</th>\n",
              "      <td>16.500000</td>\n",
              "      <td>16.879999</td>\n",
              "      <td>16.480000</td>\n",
              "      <td>16.870001</td>\n",
              "      <td>16.870001</td>\n",
              "      <td>42313500</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.017491</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-18</th>\n",
              "      <td>16.940001</td>\n",
              "      <td>16.990000</td>\n",
              "      <td>16.549999</td>\n",
              "      <td>16.850000</td>\n",
              "      <td>16.850000</td>\n",
              "      <td>40881500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.001186</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-19</th>\n",
              "      <td>16.709999</td>\n",
              "      <td>16.879999</td>\n",
              "      <td>16.549999</td>\n",
              "      <td>16.709999</td>\n",
              "      <td>16.709999</td>\n",
              "      <td>41267800</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.008309</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-20</th>\n",
              "      <td>16.660000</td>\n",
              "      <td>16.879999</td>\n",
              "      <td>16.440001</td>\n",
              "      <td>16.500000</td>\n",
              "      <td>16.500000</td>\n",
              "      <td>42879800</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.012567</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-23</th>\n",
              "      <td>16.469999</td>\n",
              "      <td>16.680000</td>\n",
              "      <td>15.900000</td>\n",
              "      <td>16.660000</td>\n",
              "      <td>16.660000</td>\n",
              "      <td>44940800</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.009697</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-24</th>\n",
              "      <td>16.750000</td>\n",
              "      <td>16.860001</td>\n",
              "      <td>16.110001</td>\n",
              "      <td>16.190001</td>\n",
              "      <td>16.190001</td>\n",
              "      <td>58201500</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.028211</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-25</th>\n",
              "      <td>16.299999</td>\n",
              "      <td>16.389999</td>\n",
              "      <td>15.720000</td>\n",
              "      <td>16.049999</td>\n",
              "      <td>16.049999</td>\n",
              "      <td>82604900</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.008647</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-26</th>\n",
              "      <td>17.160000</td>\n",
              "      <td>18.450001</td>\n",
              "      <td>16.830000</td>\n",
              "      <td>18.350000</td>\n",
              "      <td>18.350000</td>\n",
              "      <td>192661100</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.143302</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-27</th>\n",
              "      <td>19.070000</td>\n",
              "      <td>19.879999</td>\n",
              "      <td>18.309999</td>\n",
              "      <td>18.940001</td>\n",
              "      <td>18.940001</td>\n",
              "      <td>161903800</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032153</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-30</th>\n",
              "      <td>19.400000</td>\n",
              "      <td>20.180000</td>\n",
              "      <td>19.309999</td>\n",
              "      <td>19.420000</td>\n",
              "      <td>19.420000</td>\n",
              "      <td>160823400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.025343</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-07-31</th>\n",
              "      <td>19.350000</td>\n",
              "      <td>19.500000</td>\n",
              "      <td>18.270000</td>\n",
              "      <td>18.330000</td>\n",
              "      <td>18.330000</td>\n",
              "      <td>118403400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.056128</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-01</th>\n",
              "      <td>18.340000</td>\n",
              "      <td>18.950001</td>\n",
              "      <td>18.320000</td>\n",
              "      <td>18.480000</td>\n",
              "      <td>18.480000</td>\n",
              "      <td>75495200</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.008183</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-02</th>\n",
              "      <td>18.170000</td>\n",
              "      <td>18.830000</td>\n",
              "      <td>18.000000</td>\n",
              "      <td>18.790001</td>\n",
              "      <td>18.790001</td>\n",
              "      <td>52867100</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.016775</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-03</th>\n",
              "      <td>18.940001</td>\n",
              "      <td>19.059999</td>\n",
              "      <td>18.370001</td>\n",
              "      <td>18.490000</td>\n",
              "      <td>18.490000</td>\n",
              "      <td>53232100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.015966</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-06</th>\n",
              "      <td>18.889999</td>\n",
              "      <td>19.440001</td>\n",
              "      <td>18.459999</td>\n",
              "      <td>19.430000</td>\n",
              "      <td>19.430000</td>\n",
              "      <td>83579700</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.050838</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-07</th>\n",
              "      <td>19.530001</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.080000</td>\n",
              "      <td>19.559999</td>\n",
              "      <td>19.559999</td>\n",
              "      <td>72822600</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0.006691</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-08</th>\n",
              "      <td>19.459999</td>\n",
              "      <td>19.770000</td>\n",
              "      <td>19.260000</td>\n",
              "      <td>19.580000</td>\n",
              "      <td>19.580000</td>\n",
              "      <td>52081400</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.001023</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-09</th>\n",
              "      <td>19.580000</td>\n",
              "      <td>19.709999</td>\n",
              "      <td>19.080000</td>\n",
              "      <td>19.100000</td>\n",
              "      <td>19.100000</td>\n",
              "      <td>46536400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.024515</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-10</th>\n",
              "      <td>19.090000</td>\n",
              "      <td>19.480000</td>\n",
              "      <td>18.850000</td>\n",
              "      <td>19.059999</td>\n",
              "      <td>19.059999</td>\n",
              "      <td>65821100</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.002094</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-13</th>\n",
              "      <td>19.160000</td>\n",
              "      <td>19.930000</td>\n",
              "      <td>19.120001</td>\n",
              "      <td>19.730000</td>\n",
              "      <td>19.730000</td>\n",
              "      <td>81262200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.035152</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-14</th>\n",
              "      <td>19.969999</td>\n",
              "      <td>20.280001</td>\n",
              "      <td>19.629999</td>\n",
              "      <td>20.020000</td>\n",
              "      <td>20.020000</td>\n",
              "      <td>89195500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.014698</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-15</th>\n",
              "      <td>19.860001</td>\n",
              "      <td>20.100000</td>\n",
              "      <td>19.200001</td>\n",
              "      <td>19.700001</td>\n",
              "      <td>19.700001</td>\n",
              "      <td>86355700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.015984</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-16</th>\n",
              "      <td>19.860001</td>\n",
              "      <td>20.070000</td>\n",
              "      <td>19.250000</td>\n",
              "      <td>19.330000</td>\n",
              "      <td>19.330000</td>\n",
              "      <td>69733700</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.018782</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-17</th>\n",
              "      <td>19.120001</td>\n",
              "      <td>19.820000</td>\n",
              "      <td>18.730000</td>\n",
              "      <td>19.770000</td>\n",
              "      <td>19.770000</td>\n",
              "      <td>60616600</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.022763</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-20</th>\n",
              "      <td>19.790001</td>\n",
              "      <td>20.080000</td>\n",
              "      <td>19.350000</td>\n",
              "      <td>19.980000</td>\n",
              "      <td>19.980000</td>\n",
              "      <td>62983200</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.010622</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-21</th>\n",
              "      <td>19.980000</td>\n",
              "      <td>20.420000</td>\n",
              "      <td>19.860001</td>\n",
              "      <td>20.400000</td>\n",
              "      <td>20.400000</td>\n",
              "      <td>55629000</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.021021</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-22</th>\n",
              "      <td>20.280001</td>\n",
              "      <td>20.920000</td>\n",
              "      <td>20.209999</td>\n",
              "      <td>20.900000</td>\n",
              "      <td>20.900000</td>\n",
              "      <td>62002700</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.024510</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-23</th>\n",
              "      <td>21.190001</td>\n",
              "      <td>22.320000</td>\n",
              "      <td>21.139999</td>\n",
              "      <td>22.290001</td>\n",
              "      <td>22.290001</td>\n",
              "      <td>113444100</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.066507</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-24</th>\n",
              "      <td>22.910000</td>\n",
              "      <td>24.000000</td>\n",
              "      <td>22.670000</td>\n",
              "      <td>23.980000</td>\n",
              "      <td>23.980000</td>\n",
              "      <td>164328200</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.075819</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-08-27</th>\n",
              "      <td>24.940001</td>\n",
              "      <td>27.299999</td>\n",
              "      <td>24.629999</td>\n",
              "      <td>25.260000</td>\n",
              "      <td>25.260000</td>\n",
              "      <td>325058400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0.053378</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>1171 rows × 10 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "                 Open       High        Low      Close  Adj Close     Volume  \\\n",
              "Date                                                                           \n",
              "2014-01-03   3.980000   4.000000   3.880000   4.000000   4.000000   22887200   \n",
              "2014-01-06   4.010000   4.180000   3.990000   4.130000   4.130000   42398300   \n",
              "2014-01-07   4.190000   4.250000   4.110000   4.180000   4.180000   42932100   \n",
              "2014-01-08   4.230000   4.260000   4.140000   4.180000   4.180000   30678700   \n",
              "2014-01-09   4.200000   4.230000   4.050000   4.090000   4.090000   30667600   \n",
              "2014-01-10   4.090000   4.200000   4.070000   4.170000   4.170000   20840800   \n",
              "2014-01-13   4.190000   4.200000   4.090000   4.130000   4.130000   22856100   \n",
              "2014-01-14   4.140000   4.300000   4.130000   4.300000   4.300000   42434800   \n",
              "2014-01-15   4.340000   4.600000   4.320000   4.470000   4.470000   66613100   \n",
              "2014-01-16   4.500000   4.510000   4.320000   4.380000   4.380000   46975600   \n",
              "2014-01-17   4.150000   4.350000   4.110000   4.180000   4.180000   45842700   \n",
              "2014-01-21   4.310000   4.340000   4.130000   4.170000   4.170000   58702900   \n",
              "2014-01-22   3.790000   3.820000   3.660000   3.670000   3.670000   86329500   \n",
              "2014-01-23   3.670000   3.680000   3.580000   3.620000   3.620000   29844700   \n",
              "2014-01-24   3.600000   3.610000   3.410000   3.470000   3.470000   48095800   \n",
              "2014-01-27   3.480000   3.490000   3.350000   3.410000   3.410000   31332300   \n",
              "2014-01-28   3.430000   3.570000   3.410000   3.540000   3.540000   27962600   \n",
              "2014-01-29   3.520000   3.560000   3.450000   3.480000   3.480000   21765000   \n",
              "2014-01-30   3.510000   3.520000   3.450000   3.480000   3.480000   17111700   \n",
              "2014-01-31   3.450000   3.470000   3.430000   3.430000   3.430000   13602100   \n",
              "2014-02-03   3.430000   3.440000   3.330000   3.330000   3.330000   22280200   \n",
              "2014-02-04   3.350000   3.430000   3.300000   3.370000   3.370000   22681000   \n",
              "2014-02-05   3.360000   3.370000   3.290000   3.310000   3.310000   14858900   \n",
              "2014-02-06   3.320000   3.460000   3.320000   3.410000   3.410000   16072900   \n",
              "2014-02-07   3.460000   3.500000   3.420000   3.470000   3.470000   23119700   \n",
              "2014-02-10   3.500000   3.640000   3.450000   3.630000   3.630000   21241100   \n",
              "2014-02-11   3.660000   3.750000   3.650000   3.700000   3.700000   34198100   \n",
              "2014-02-12   3.710000   3.730000   3.630000   3.690000   3.690000   18321300   \n",
              "2014-02-13   3.640000   3.710000   3.640000   3.700000   3.700000   13368600   \n",
              "2014-02-14   3.700000   3.720000   3.640000   3.690000   3.690000   12387900   \n",
              "...               ...        ...        ...        ...        ...        ...   \n",
              "2018-07-17  16.500000  16.879999  16.480000  16.870001  16.870001   42313500   \n",
              "2018-07-18  16.940001  16.990000  16.549999  16.850000  16.850000   40881500   \n",
              "2018-07-19  16.709999  16.879999  16.549999  16.709999  16.709999   41267800   \n",
              "2018-07-20  16.660000  16.879999  16.440001  16.500000  16.500000   42879800   \n",
              "2018-07-23  16.469999  16.680000  15.900000  16.660000  16.660000   44940800   \n",
              "2018-07-24  16.750000  16.860001  16.110001  16.190001  16.190001   58201500   \n",
              "2018-07-25  16.299999  16.389999  15.720000  16.049999  16.049999   82604900   \n",
              "2018-07-26  17.160000  18.450001  16.830000  18.350000  18.350000  192661100   \n",
              "2018-07-27  19.070000  19.879999  18.309999  18.940001  18.940001  161903800   \n",
              "2018-07-30  19.400000  20.180000  19.309999  19.420000  19.420000  160823400   \n",
              "2018-07-31  19.350000  19.500000  18.270000  18.330000  18.330000  118403400   \n",
              "2018-08-01  18.340000  18.950001  18.320000  18.480000  18.480000   75495200   \n",
              "2018-08-02  18.170000  18.830000  18.000000  18.790001  18.790001   52867100   \n",
              "2018-08-03  18.940001  19.059999  18.370001  18.490000  18.490000   53232100   \n",
              "2018-08-06  18.889999  19.440001  18.459999  19.430000  19.430000   83579700   \n",
              "2018-08-07  19.530001  19.709999  19.080000  19.559999  19.559999   72822600   \n",
              "2018-08-08  19.459999  19.770000  19.260000  19.580000  19.580000   52081400   \n",
              "2018-08-09  19.580000  19.709999  19.080000  19.100000  19.100000   46536400   \n",
              "2018-08-10  19.090000  19.480000  18.850000  19.059999  19.059999   65821100   \n",
              "2018-08-13  19.160000  19.930000  19.120001  19.730000  19.730000   81262200   \n",
              "2018-08-14  19.969999  20.280001  19.629999  20.020000  20.020000   89195500   \n",
              "2018-08-15  19.860001  20.100000  19.200001  19.700001  19.700001   86355700   \n",
              "2018-08-16  19.860001  20.070000  19.250000  19.330000  19.330000   69733700   \n",
              "2018-08-17  19.120001  19.820000  18.730000  19.770000  19.770000   60616600   \n",
              "2018-08-20  19.790001  20.080000  19.350000  19.980000  19.980000   62983200   \n",
              "2018-08-21  19.980000  20.420000  19.860001  20.400000  20.400000   55629000   \n",
              "2018-08-22  20.280001  20.920000  20.209999  20.900000  20.900000   62002700   \n",
              "2018-08-23  21.190001  22.320000  21.139999  22.290001  22.290001  113444100   \n",
              "2018-08-24  22.910000  24.000000  22.670000  23.980000  23.980000  164328200   \n",
              "2018-08-27  24.940001  27.299999  24.629999  25.260000  25.260000  325058400   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2014-01-03                  1                 1         1  0.012658  \n",
              "2014-01-06                  1                 1         1  0.032500  \n",
              "2014-01-07                  0                 1         0  0.012107  \n",
              "2014-01-08                  0                 0         0  0.000000  \n",
              "2014-01-09                  0                 0         1 -0.021531  \n",
              "2014-01-10                  1                 1         0  0.019560  \n",
              "2014-01-13                  1                 0         1 -0.009592  \n",
              "2014-01-14                  1                 1         1  0.041162  \n",
              "2014-01-15                  0                 1         0  0.039535  \n",
              "2014-01-16                  0                 0         0 -0.020134  \n",
              "2014-01-17                  1                 1         0 -0.045662  \n",
              "2014-01-21                  1                 0         0 -0.002392  \n",
              "2014-01-22                  0                 0         0 -0.119904  \n",
              "2014-01-23                  1                 0         0 -0.013624  \n",
              "2014-01-24                  0                 0         0 -0.041436  \n",
              "2014-01-27                  0                 0         1 -0.017291  \n",
              "2014-01-28                  0                 1         0  0.038123  \n",
              "2014-01-29                  0                 0         0 -0.016949  \n",
              "2014-01-30                  0                 0         0  0.000000  \n",
              "2014-01-31                  1                 0         0 -0.014368  \n",
              "2014-02-03                  1                 0         1 -0.029155  \n",
              "2014-02-04                  0                 1         0  0.012012  \n",
              "2014-02-05                  1                 0         1 -0.017804  \n",
              "2014-02-06                  1                 1         1  0.030211  \n",
              "2014-02-07                  0                 1         1  0.017595  \n",
              "2014-02-10                  1                 1         1  0.046110  \n",
              "2014-02-11                  0                 1         0  0.019284  \n",
              "2014-02-12                  0                 0         1 -0.002703  \n",
              "2014-02-13                  0                 1         0  0.002710  \n",
              "2014-02-14                  0                 0         1 -0.002703  \n",
              "...                       ...               ...       ...       ...  \n",
              "2018-07-17                  0                 1         0  0.017491  \n",
              "2018-07-18                  1                 0         0 -0.001186  \n",
              "2018-07-19                  1                 0         0 -0.008309  \n",
              "2018-07-20                  1                 0         1 -0.012567  \n",
              "2018-07-23                  1                 1         0  0.009697  \n",
              "2018-07-24                  1                 0         0 -0.028211  \n",
              "2018-07-25                  1                 1         1 -0.008647  \n",
              "2018-07-26                  0                 1         1  0.143302  \n",
              "2018-07-27                  0                 1         1  0.032153  \n",
              "2018-07-30                  0                 0         0  0.025343  \n",
              "2018-07-31                  0                 0         1 -0.056128  \n",
              "2018-08-01                  0                 0         1  0.008183  \n",
              "2018-08-02                  1                 1         0  0.016775  \n",
              "2018-08-03                  1                 0         1 -0.015966  \n",
              "2018-08-06                  0                 1         1  0.050838  \n",
              "2018-08-07                  0                 0         1  0.006691  \n",
              "2018-08-08                  0                 1         0  0.001023  \n",
              "2018-08-09                  1                 0         0 -0.024515  \n",
              "2018-08-10                  1                 1         1 -0.002094  \n",
              "2018-08-13                  1                 1         1  0.035152  \n",
              "2018-08-14                  0                 0         0  0.014698  \n",
              "2018-08-15                  0                 0         0 -0.015984  \n",
              "2018-08-16                  0                 0         1 -0.018782  \n",
              "2018-08-17                  1                 1         1  0.022763  \n",
              "2018-08-20                  0                 1         1  0.010622  \n",
              "2018-08-21                  1                 1         1  0.021021  \n",
              "2018-08-22                  1                 1         1  0.024510  \n",
              "2018-08-23                  1                 1         1  0.066507  \n",
              "2018-08-24                  1                 1         1  0.075819  \n",
              "2018-08-27                  0                 0         0  0.053378  \n",
              "\n[1171 rows x 10 columns]"
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 12,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train, validate, test = train_validate_test_split(df)"
      ],
      "outputs": [],
      "execution_count": 13,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 14,
          "data": {
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              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2017-06-26</th>\n",
              "      <td>14.39</td>\n",
              "      <td>14.49</td>\n",
              "      <td>13.84</td>\n",
              "      <td>14.08</td>\n",
              "      <td>14.08</td>\n",
              "      <td>101012500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.006351</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-03-10</th>\n",
              "      <td>4.04</td>\n",
              "      <td>4.06</td>\n",
              "      <td>3.80</td>\n",
              "      <td>3.81</td>\n",
              "      <td>3.81</td>\n",
              "      <td>42135800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.035443</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-01-04</th>\n",
              "      <td>2.77</td>\n",
              "      <td>2.82</td>\n",
              "      <td>2.63</td>\n",
              "      <td>2.77</td>\n",
              "      <td>2.77</td>\n",
              "      <td>32516800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.034843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2015-07-06</th>\n",
              "      <td>2.46</td>\n",
              "      <td>2.54</td>\n",
              "      <td>2.44</td>\n",
              "      <td>2.47</td>\n",
              "      <td>2.47</td>\n",
              "      <td>20349400</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.023715</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-05-02</th>\n",
              "      <td>11.10</td>\n",
              "      <td>11.16</td>\n",
              "      <td>10.97</td>\n",
              "      <td>10.97</td>\n",
              "      <td>10.97</td>\n",
              "      <td>29267300</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.014376</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             Open   High    Low  Close  Adj Close     Volume  \\\n",
              "Date                                                           \n",
              "2017-06-26  14.39  14.49  13.84  14.08      14.08  101012500   \n",
              "2014-03-10   4.04   4.06   3.80   3.81       3.81   42135800   \n",
              "2016-01-04   2.77   2.82   2.63   2.77       2.77   32516800   \n",
              "2015-07-06   2.46   2.54   2.44   2.47       2.47   20349400   \n",
              "2018-05-02  11.10  11.16  10.97  10.97      10.97   29267300   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2017-06-26                  0                 0         0 -0.006351  \n",
              "2014-03-10                  0                 0         1 -0.035443  \n",
              "2016-01-04                  0                 0         0 -0.034843  \n",
              "2015-07-06                  1                 0         0 -0.023715  \n",
              "2018-05-02                  1                 0         0 -0.014376  "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 14,
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        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "validate.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 15,
          "data": {
            "text/html": [
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
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              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2014-09-25</th>\n",
              "      <td>3.70</td>\n",
              "      <td>3.72</td>\n",
              "      <td>3.60</td>\n",
              "      <td>3.63</td>\n",
              "      <td>3.63</td>\n",
              "      <td>17556500</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.018919</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-02-20</th>\n",
              "      <td>3.72</td>\n",
              "      <td>3.75</td>\n",
              "      <td>3.66</td>\n",
              "      <td>3.69</td>\n",
              "      <td>3.69</td>\n",
              "      <td>13276100</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>-0.008065</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-06-25</th>\n",
              "      <td>15.64</td>\n",
              "      <td>15.74</td>\n",
              "      <td>14.54</td>\n",
              "      <td>15.11</td>\n",
              "      <td>15.11</td>\n",
              "      <td>94418400</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.043671</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2016-04-26</th>\n",
              "      <td>3.45</td>\n",
              "      <td>3.75</td>\n",
              "      <td>3.44</td>\n",
              "      <td>3.66</td>\n",
              "      <td>3.66</td>\n",
              "      <td>36336900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.060870</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-21</th>\n",
              "      <td>12.12</td>\n",
              "      <td>12.12</td>\n",
              "      <td>11.72</td>\n",
              "      <td>11.72</td>\n",
              "      <td>11.72</td>\n",
              "      <td>40195800</td>\n",
              "      <td>0</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.024958</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             Open   High    Low  Close  Adj Close    Volume  \\\n",
              "Date                                                          \n",
              "2014-09-25   3.70   3.72   3.60   3.63       3.63  17556500   \n",
              "2014-02-20   3.72   3.75   3.66   3.69       3.69  13276100   \n",
              "2018-06-25  15.64  15.74  14.54  15.11      15.11  94418400   \n",
              "2016-04-26   3.45   3.75   3.44   3.66       3.66  36336900   \n",
              "2018-02-21  12.12  12.12  11.72  11.72      11.72  40195800   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2014-09-25                  0                 0         0 -0.018919  \n",
              "2014-02-20                  1                 0         0 -0.008065  \n",
              "2018-06-25                  0                 0         1 -0.043671  \n",
              "2016-04-26                  0                 1         1  0.060870  \n",
              "2018-02-21                  0                 0         1 -0.024958  "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 15,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "test.head()"
      ],
      "outputs": [
        {
          "output_type": "execute_result",
          "execution_count": 16,
          "data": {
            "text/html": [
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              "  <thead>\n",
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              "      <th></th>\n",
              "      <th>Open</th>\n",
              "      <th>High</th>\n",
              "      <th>Low</th>\n",
              "      <th>Close</th>\n",
              "      <th>Adj Close</th>\n",
              "      <th>Volume</th>\n",
              "      <th>Increase_Decrease</th>\n",
              "      <th>Buy_Sell_on_Open</th>\n",
              "      <th>Buy_Sell</th>\n",
              "      <th>Returns</th>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>Date</th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
              "      <th></th>\n",
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              "      <th></th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>2018-06-26</th>\n",
              "      <td>15.32</td>\n",
              "      <td>15.60</td>\n",
              "      <td>15.10</td>\n",
              "      <td>15.50</td>\n",
              "      <td>15.50</td>\n",
              "      <td>54213500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>0.025811</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2014-12-19</th>\n",
              "      <td>2.53</td>\n",
              "      <td>2.57</td>\n",
              "      <td>2.51</td>\n",
              "      <td>2.57</td>\n",
              "      <td>2.57</td>\n",
              "      <td>14701500</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.007843</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2018-02-12</th>\n",
              "      <td>11.47</td>\n",
              "      <td>11.80</td>\n",
              "      <td>11.43</td>\n",
              "      <td>11.68</td>\n",
              "      <td>11.68</td>\n",
              "      <td>63160900</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.032714</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-04-04</th>\n",
              "      <td>14.31</td>\n",
              "      <td>14.67</td>\n",
              "      <td>14.03</td>\n",
              "      <td>14.16</td>\n",
              "      <td>14.16</td>\n",
              "      <td>58413000</td>\n",
              "      <td>1</td>\n",
              "      <td>0</td>\n",
              "      <td>1</td>\n",
              "      <td>-0.032787</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2017-02-21</th>\n",
              "      <td>13.41</td>\n",
              "      <td>14.10</td>\n",
              "      <td>13.40</td>\n",
              "      <td>14.00</td>\n",
              "      <td>14.00</td>\n",
              "      <td>66357100</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>1</td>\n",
              "      <td>0.066260</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "             Open   High    Low  Close  Adj Close    Volume  \\\n",
              "Date                                                          \n",
              "2018-06-26  15.32  15.60  15.10  15.50      15.50  54213500   \n",
              "2014-12-19   2.53   2.57   2.51   2.57       2.57  14701500   \n",
              "2018-02-12  11.47  11.80  11.43  11.68      11.68  63160900   \n",
              "2017-04-04  14.31  14.67  14.03  14.16      14.16  58413000   \n",
              "2017-02-21  13.41  14.10  13.40  14.00      14.00  66357100   \n",
              "\n",
              "            Increase_Decrease  Buy_Sell_on_Open  Buy_Sell   Returns  \n",
              "Date                                                                 \n",
              "2018-06-26                  1                 1         0  0.025811  \n",
              "2014-12-19                  1                 1         1  0.007843  \n",
              "2018-02-12                  0                 1         1  0.032714  \n",
              "2017-04-04                  1                 0         1 -0.032787  \n",
              "2017-02-21                  1                 1         1  0.066260  "
            ]
          },
          "metadata": {}
        }
      ],
      "execution_count": 16,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Example of using validate "
      ],
      "metadata": {}
    },
    {
      "cell_type": "code",
      "source": [
        "# 50% of the dataset for validation and the remaining 50% for model training\n",
        "train, validation = train_test_split(dataset, test_size=0.50, random_state = 5) # Higher bias"
      ],
      "outputs": [],
      "execution_count": 17,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Leave one out cross validation (LOOCV)\n",
        "# Lower bias, but higher variation \n",
        "from sklearn.model_selection import LeaveOneOut\n",
        "X = np.array(dataset[['High', 'Low']])\n",
        "y = np.array(dataset['Adj Close'])\n",
        "loo = LeaveOneOut()\n",
        "loo.get_n_splits(X)\n",
        "\n",
        "for train_index, test_index in loo.split(X):\n",
        "        print(\"train:\", train_index, \"validation:\", test_index)\n",
        "        X_train, X_test = X[train_index], X[test_index]\n",
        "        y_train, y_test = y[train_index], y[test_index]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "train: [   1    2    3 ... 1168 1169 1170] validation: [0]\n",
            "train: [   0    2    3 ... 1168 1169 1170] validation: [1]\n",
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          ]
        }
      ],
      "execution_count": 18,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Lower K value is more bised\n",
        "# Higher K value is less biased, but can suffer from large variability. \n",
        "# Smaller K value always takes us towards validation set approach, whereas a higher value of k leads to LOOCV approach.\n",
        "\n",
        "from sklearn.model_selection import RepeatedKFold\n",
        "kf = RepeatedKFold(n_splits=5, n_repeats=10, random_state=None) \n",
        "\n",
        "for train_index, test_index in kf.split(X):\n",
        "      print(\"Train:\", train_index, \"Validation:\",test_index)\n",
        "      X_train, X_test = X[train_index], X[test_index] \n",
        "      y_train, y_test = y[train_index], y[test_index]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train: [   0    1    2    3    4    5    7    8    9   10   11   13   14   15\n",
            "   16   17   18   19   20   21   23   25   26   28   29   30   31   33\n",
            "   35   36   38   39   40   41   42   43   44   45   46   47   48   49\n",
            "   51   52   54   55   57   58   59   60   61   62   63   64   66   68\n",
            "   69   70   71   72   73   74   75   76   77   79   80   81   82   83\n",
            "   84   85   86   87   88   90   91   92   93   94   95   96   97   98\n",
            "  100  103  104  105  106  107  108  109  110  111  112  113  114  115\n",
            "  116  118  119  120  121  124  125  126  128  129  130  131  132  135\n",
            "  136  137  138  139  140  141  142  143  144  145  146  147  148  150\n",
            "  151  152  153  154  155  157  158  159  160  161  162  163  164  165\n",
            "  166  167  168  169  170  172  173  175  176  177  179  181  182  183\n",
            "  184  185  186  187  188  190  191  192  193  194  195  196  197  198\n",
            "  199  200  201  203  204  205  206  207  208  209  211  213  214  215\n",
            "  217  218  219  221  222  223  224  225  226  228  229  230  231  232\n",
            "  234  235  236  237  238  239  241  242  243  244  246  247  248  250\n",
            "  252  253  254  255  256  257  259  260  261  262  263  264  265  266\n",
            "  267  268  269  270  271  273  276  277  279  281  282  283  285  288\n",
            "  289  290  291  292  295  296  298  299  300  301  302  304  305  306\n",
            "  308  309  310  315  316  317  318  319  320  321  323  324  325  327\n",
            "  328  329  330  331  332  333  339  340  341  343  344  345  346  347\n",
            "  348  349  350  351  352  353  354  355  356  357  358  360  361  362\n",
            "  363  364  365  366  367  368  369  370  371  372  373  376  377  378\n",
            "  380  381  382  383  384  385  386  388  389  390  391  392  394  395\n",
            "  396  397  399  401  402  403  404  405  406  407  408  409  412  413\n",
            "  414  416  417  418  419  422  423  424  427  428  429  430  431  432\n",
            "  433  435  436  437  438  439  440  442  443  444  445  446  447  448\n",
            "  450  451  452  453  454  455  456  457  459  460  463  464  465  468\n",
            "  469  470  471  472  473  474  476  477  478  479  480  481  482  483\n",
            "  484  485  486  487  488  490  491  492  494  495  496  497  498  499\n",
            "  500  501  503  504  505  506  508  509  510  511  512  513  514  516\n",
            "  517  519  520  521  522  524  525  527  528  529  530  531  532  534\n",
            "  537  538  540  541  543  544  545  546  547  548  549  550  551  552\n",
            "  554  555  556  557  558  559  560  561  562  563  566  567  568  569\n",
            "  570  571  573  574  575  576  577  578  580  581  582  583  584  585\n",
            "  586  587  588  589  590  591  593  594  595  596  597  598  599  600\n",
            "  602  604  605  606  607  608  609  612  613  614  615  616  619  620\n",
            "  621  622  625  627  629  630  631  632  633  634  635  636  637  638\n",
            "  639  640  642  644  645  646  647  648  649  650  651  652  654  655\n",
            "  656  657  658  659  660  661  662  663  664  665  666  667  668  669\n",
            "  671  672  673  674  675  676  678  680  681  682  683  684  687  689\n",
            "  690  691  692  693  694  695  696  697  698  699  700  701  702  703\n",
            "  704  706  708  709  710  712  713  714  716  717  718  719  720  721\n",
            "  722  724  725  726  727  729  730  731  732  733  735  736  737  738\n",
            "  740  741  742  743  744  747  748  749  750  751  752  753  754  755\n",
            "  757  758  759  760  761  762  763  764  766  767  768  769  771  772\n",
            "  774  776  777  778  779  780  781  783  784  786  787  788  789  790\n",
            "  791  794  795  796  799  800  801  802  803  804  805  806  808  809\n",
            "  810  811  812  813  814  815  816  817  819  820  821  823  824  825\n",
            "  826  827  829  830  831  832  833  834  835  836  837  838  839  840\n",
            "  841  842  844  845  847  849  854  856  857  858  859  860  861  863\n",
            "  864  866  867  869  870  871  872  874  877  878  880  881  882  884\n",
            "  885  886  887  889  890  891  892  893  894  895  896  898  900  901\n",
            "  902  904  905  906  907  909  911  912  913  914  915  916  917  918\n",
            "  919  920  922  925  926  927  929  930  932  935  936  937  938  940\n",
            "  941  942  944  945  947  948  949  950  951  952  953  955  956  958\n",
            "  959  960  961  964  965  966  967  968  969  972  973  974  975  976\n",
            "  977  978  979  980  981  982  983  985  986  987  989  990  991  992\n",
            "  993  994  995  996  997  998 1000 1001 1002 1003 1005 1006 1008 1009\n",
            " 1010 1011 1012 1013 1014 1016 1017 1018 1019 1020 1021 1022 1023 1024\n",
            " 1025 1027 1028 1030 1031 1033 1036 1037 1038 1039 1041 1042 1044 1046\n",
            " 1047 1048 1049 1051 1052 1053 1054 1056 1059 1060 1061 1062 1063 1064\n",
            " 1065 1066 1067 1068 1069 1070 1072 1073 1074 1076 1077 1078 1080 1081\n",
            " 1082 1083 1084 1085 1086 1087 1088 1090 1091 1092 1093 1094 1097 1099\n",
            " 1101 1102 1104 1106 1107 1109 1110 1111 1112 1113 1115 1116 1117 1119\n",
            " 1120 1121 1122 1123 1124 1125 1127 1130 1131 1132 1133 1136 1137 1138\n",
            " 1139 1140 1141 1143 1144 1145 1147 1148 1149 1150 1151 1152 1153 1154\n",
            " 1156 1157 1159 1161 1162 1163 1164 1165 1166 1167 1168 1170] Validation: [   6   12   22   24   27   32   34   37   50   53   56   65   67   78\n",
            "   89   99  101  102  117  122  123  127  133  134  149  156  171  174\n",
            "  178  180  189  202  210  212  216  220  227  233  240  245  249  251\n",
            "  258  272  274  275  278  280  284  286  287  293  294  297  303  307\n",
            "  311  312  313  314  322  326  334  335  336  337  338  342  359  374\n",
            "  375  379  387  393  398  400  410  411  415  420  421  425  426  434\n",
            "  441  449  458  461  462  466  467  475  489  493  502  507  515  518\n",
            "  523  526  533  535  536  539  542  553  564  565  572  579  592  601\n",
            "  603  610  611  617  618  623  624  626  628  641  643  653  670  677\n",
            "  679  685  686  688  705  707  711  715  723  728  734  739  745  746\n",
            "  756  765  770  773  775  782  785  792  793  797  798  807  818  822\n",
            "  828  843  846  848  850  851  852  853  855  862  865  868  873  875\n",
            "  876  879  883  888  897  899  903  908  910  921  923  924  928  931\n",
            "  933  934  939  943  946  954  957  962  963  970  971  984  988  999\n",
            " 1004 1007 1015 1026 1029 1032 1034 1035 1040 1043 1045 1050 1055 1057\n",
            " 1058 1071 1075 1079 1089 1095 1096 1098 1100 1103 1105 1108 1114 1118\n",
            " 1126 1128 1129 1134 1135 1142 1146 1155 1158 1160 1169]\n",
            "Train: [   0    1    2    4    5    6    8   10   11   12   13   15   16   18\n",
            "   19   20   21   22   23   24   25   26   27   28   29   30   31   32\n",
            "   34   35   36   37   38   39   40   44   45   46   48   49   50   51\n",
            "   52   53   54   55   56   59   61   62   63   64   65   66   67   68\n",
            "   69   70   71   72   74   75   77   78   79   80   81   82   83   86\n",
            "   87   88   89   90   91   92   93   94   95   96   97   98   99  101\n",
            "  102  103  104  105  106  107  108  110  111  112  113  114  115  116\n",
            "  117  119  120  121  122  123  124  125  126  127  128  129  130  131\n",
            "  133  134  136  137  138  139  140  141  142  143  144  145  146  147\n",
            "  149  150  152  153  154  155  156  157  158  160  162  165  166  167\n",
            "  168  169  171  172  173  174  175  177  178  179  180  181  183  184\n",
            "  185  188  189  191  194  195  196  198  199  200  201  202  203  204\n",
            "  205  206  208  210  211  212  214  216  218  219  220  221  222  223\n",
            "  224  225  227  228  229  230  231  232  233  234  235  236  238  239\n",
            "  240  242  244  245  246  247  248  249  250  251  252  254  255  256\n",
            "  257  258  259  260  261  262  263  264  265  268  269  271  272  273\n",
            "  274  275  278  279  280  281  282  284  285  286  287  288  291  293\n",
            "  294  295  296  297  298  299  300  301  302  303  304  305  307  308\n",
            "  311  312  313  314  318  319  320  321  322  323  324  326  327  328\n",
            "  330  332  333  334  335  336  337  338  339  340  342  343  344  345\n",
            "  347  348  349  350  351  353  354  355  356  357  359  360  362  363\n",
            "  364  365  367  368  369  370  371  373  374  375  376  377  378  379\n",
            "  380  381  382  384  385  386  387  388  389  390  391  392  393  394\n",
            "  395  396  397  398  400  401  405  406  407  410  411  412  414  415\n",
            "  416  417  418  420  421  422  423  424  425  426  427  430  431  432\n",
            "  434  435  436  437  438  439  441  442  443  445  446  448  449  450\n",
            "  451  452  453  454  456  457  458  459  460  461  462  463  464  465\n",
            "  466  467  468  469  470  471  474  475  476  478  479  481  482  484\n",
            "  486  487  488  489  490  491  493  494  495  496  498  499  500  502\n",
            "  503  505  506  507  508  509  510  511  513  514  515  516  517  518\n",
            "  519  520  521  522  523  524  526  528  529  533  534  535  536  538\n",
            "  539  540  541  542  543  544  545  547  548  549  551  553  554  555\n",
            "  556  557  561  563  564  565  566  567  568  569  570  572  574  575\n",
            "  576  577  578  579  580  581  582  583  584  585  587  588  589  590\n",
            "  591  592  593  594  595  596  597  598  600  601  602  603  604  606\n",
            "  608  610  611  612  614  615  616  617  618  620  621  622  623  624\n",
            "  625  626  627  628  629  630  632  633  635  636  637  641  643  644\n",
            "  645  647  648  650  651  652  653  654  656  658  659  660  662  665\n",
            "  666  667  669  670  671  673  675  676  677  678  679  680  681  684\n",
            "  685  686  687  688  689  690  691  693  697  698  699  700  701  702\n",
            "  703  704  705  706  707  708  709  710  711  712  713  714  715  716\n",
            "  717  719  720  722  723  724  725  726  727  728  730  731  732  733\n",
            "  734  736  738  739  740  741  742  743  744  745  746  747  749  750\n",
            "  751  753  754  756  757  758  759  760  762  764  765  766  767  768\n",
            "  769  770  771  772  773  775  777  779  781  782  783  784  785  786\n",
            "  789  792  793  794  795  796  797  798  799  800  801  802  804  806\n",
            "  807  808  809  810  811  815  817  818  819  820  821  822  823  825\n",
            "  826  828  829  830  832  834  836  838  839  840  841  842  843  844\n",
            "  845  846  847  848  849  850  851  852  853  855  856  857  858  859\n",
            "  860  861  862  863  864  865  866  867  868  869  870  872  873  874\n",
            "  875  876  877  878  879  882  883  885  886  887  888  889  890  891\n",
            "  892  894  895  896  897  898  899  900  901  903  905  906  907  908\n",
            "  909  910  911  912  913  914  915  917  918  919  920  921  922  923\n",
            "  924  926  927  928  929  930  931  933  934  935  936  938  939  940\n",
            "  942  943  944  945  946  947  948  950  951  954  955  957  958  959\n",
            "  960  961  962  963  964  966  967  968  969  970  971  972  973  974\n",
            "  976  978  979  980  981  983  984  985  986  987  988  989  990  991\n",
            "  992  997  999 1000 1002 1004 1005 1006 1007 1008 1009 1010 1011 1012\n",
            " 1013 1014 1015 1016 1017 1019 1020 1021 1023 1024 1026 1027 1028 1029\n",
            " 1031 1032 1033 1034 1035 1038 1039 1040 1042 1043 1044 1045 1046 1047\n",
            " 1048 1049 1050 1051 1053 1055 1056 1057 1058 1059 1060 1061 1062 1063\n",
            " 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077\n",
            " 1078 1079 1080 1081 1083 1084 1085 1086 1087 1088 1089 1092 1094 1095\n",
            " 1096 1098 1099 1100 1102 1103 1105 1107 1108 1109 1110 1111 1112 1113\n",
            " 1114 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128\n",
            " 1129 1130 1131 1132 1134 1135 1137 1138 1140 1141 1142 1143 1144 1146\n",
            " 1147 1149 1150 1152 1154 1155 1157 1158 1160 1161 1166 1169 1170] Validation: [   3    7    9   14   17   33   41   42   43   47   57   58   60   73\n",
            "   76   84   85  100  109  118  132  135  148  151  159  161  163  164\n",
            "  170  176  182  186  187  190  192  193  197  207  209  213  215  217\n",
            "  226  237  241  243  253  266  267  270  276  277  283  289  290  292\n",
            "  306  309  310  315  316  317  325  329  331  341  346  352  358  361\n",
            "  366  372  383  399  402  403  404  408  409  413  419  428  429  433\n",
            "  440  444  447  455  472  473  477  480  483  485  492  497  501  504\n",
            "  512  525  527  530  531  532  537  546  550  552  558  559  560  562\n",
            "  571  573  586  599  605  607  609  613  619  631  634  638  639  640\n",
            "  642  646  649  655  657  661  663  664  668  672  674  682  683  692\n",
            "  694  695  696  718  721  729  735  737  748  752  755  761  763  774\n",
            "  776  778  780  787  788  790  791  803  805  812  813  814  816  824\n",
            "  827  831  833  835  837  854  871  880  881  884  893  902  904  916\n",
            "  925  932  937  941  949  952  953  956  965  975  977  982  993  994\n",
            "  995  996  998 1001 1003 1018 1022 1025 1030 1036 1037 1041 1052 1054\n",
            " 1082 1090 1091 1093 1097 1101 1104 1106 1115 1133 1136 1139 1145 1148\n",
            " 1151 1153 1156 1159 1162 1163 1164 1165 1167 1168]\n",
            "Train: [   0    2    3    6    7    9   11   12   13   14   15   16   17   19\n",
            "   21   22   23   24   26   27   28   29   30   31   32   33   34   35\n",
            "   36   37   38   39   40   41   42   43   46   47   49   50   52   53\n",
            "   55   56   57   58   59   60   62   64   65   67   68   70   71   72\n",
            "   73   75   76   77   78   79   80   81   82   83   84   85   87   88\n",
            "   89   90   91   94   96   99  100  101  102  103  105  106  107  109\n",
            "  110  112  114  115  116  117  118  120  121  122  123  124  125  127\n",
            "  128  129  130  131  132  133  134  135  139  142  143  144  145  146\n",
            "  147  148  149  151  152  154  156  157  159  160  161  163  164  165\n",
            "  166  167  168  170  171  172  173  174  175  176  178  179  180  181\n",
            "  182  183  186  187  189  190  192  193  194  195  196  197  198  199\n",
            "  200  201  202  203  204  206  207  209  210  211  212  213  215  216\n",
            "  217  220  221  222  223  224  226  227  231  232  233  234  235  237\n",
            "  238  240  241  243  245  246  247  248  249  250  251  252  253  254\n",
            "  255  257  258  259  261  262  265  266  267  269  270  271  272  273\n",
            "  274  275  276  277  278  279  280  281  283  284  285  286  287  289\n",
            "  290  292  293  294  296  297  298  299  302  303  304  305  306  307\n",
            "  308  309  310  311  312  313  314  315  316  317  318  319  320  321\n",
            "  322  323  324  325  326  328  329  330  331  333  334  335  336  337\n",
            "  338  340  341  342  343  346  347  348  351  352  353  355  356  357\n",
            "  358  359  361  362  363  364  366  368  371  372  373  374  375  377\n",
            "  378  379  381  382  383  386  387  390  392  393  394  396  398  399\n",
            "  400  401  402  403  404  405  406  407  408  409  410  411  412  413\n",
            "  414  415  416  418  419  420  421  422  423  425  426  427  428  429\n",
            "  430  432  433  434  437  438  440  441  444  445  446  447  449  450\n",
            "  451  452  453  455  456  457  458  459  460  461  462  464  466  467\n",
            "  469  470  471  472  473  475  476  477  478  480  481  482  483  484\n",
            "  485  486  487  488  489  490  492  493  494  495  497  498  499  501\n",
            "  502  503  504  505  506  507  508  509  510  512  514  515  517  518\n",
            "  519  520  521  522  523  524  525  526  527  528  529  530  531  532\n",
            "  533  535  536  537  538  539  540  542  544  545  546  548  550  551\n",
            "  552  553  555  556  557  558  559  560  562  563  564  565  567  569\n",
            "  570  571  572  573  574  576  577  578  579  580  581  582  585  586\n",
            "  587  588  589  590  591  592  593  594  596  597  598  599  601  602\n",
            "  603  604  605  607  609  610  611  612  613  614  615  616  617  618\n",
            "  619  623  624  625  626  627  628  629  630  631  633  634  636  637\n",
            "  638  639  640  641  642  643  644  645  646  647  648  649  651  652\n",
            "  653  654  655  656  657  659  660  661  662  663  664  665  666  668\n",
            "  670  672  673  674  677  679  681  682  683  684  685  686  687  688\n",
            "  689  690  691  692  693  694  695  696  697  698  700  702  705  707\n",
            "  709  710  711  712  714  715  717  718  720  721  723  724  725  726\n",
            "  727  728  729  730  731  732  734  735  736  737  739  740  741  742\n",
            "  743  744  745  746  748  749  750  751  752  755  756  761  762  763\n",
            "  764  765  766  767  768  770  772  773  774  775  776  778  780  781\n",
            "  782  783  785  786  787  788  790  791  792  793  795  797  798  801\n",
            "  802  803  804  805  807  808  810  811  812  813  814  815  816  818\n",
            "  821  822  823  824  825  827  828  829  830  831  832  833  834  835\n",
            "  836  837  839  841  843  844  845  846  847  848  850  851  852  853\n",
            "  854  855  856  857  858  859  860  861  862  863  864  865  866  867\n",
            "  868  870  871  872  873  874  875  876  877  879  880  881  882  883\n",
            "  884  885  887  888  889  890  891  892  893  895  896  897  898  899\n",
            "  900  901  902  903  904  907  908  910  913  914  916  918  919  920\n",
            "  921  923  924  925  926  927  928  929  931  932  933  934  937  938\n",
            "  939  940  941  942  943  944  945  946  949  950  951  952  953  954\n",
            "  956  957  958  959  960  961  962  963  964  965  967  968  969  970\n",
            "  971  972  973  974  975  976  977  978  979  981  982  984  986  987\n",
            "  988  992  993  994  995  996  997  998  999 1001 1002 1003 1004 1005\n",
            " 1007 1009 1010 1011 1013 1014 1015 1016 1018 1019 1020 1021 1022 1025\n",
            " 1026 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1040 1041\n",
            " 1042 1043 1044 1045 1046 1048 1049 1050 1051 1052 1053 1054 1055 1056\n",
            " 1057 1058 1059 1062 1063 1064 1067 1068 1069 1071 1072 1073 1074 1075\n",
            " 1076 1077 1078 1079 1080 1082 1083 1084 1085 1086 1087 1088 1089 1090\n",
            " 1091 1092 1093 1095 1096 1097 1098 1100 1101 1103 1104 1105 1106 1107\n",
            " 1108 1109 1111 1112 1114 1115 1118 1119 1120 1121 1122 1123 1125 1126\n",
            " 1127 1128 1129 1130 1131 1133 1134 1135 1136 1137 1138 1139 1140 1141\n",
            " 1142 1143 1144 1145 1146 1147 1148 1150 1151 1152 1153 1154 1155 1156\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   1    4    5    8   10   18   20   25   44   45   48   51   54   61\n",
            "   63   66   69   74   86   92   93   95   97   98  104  108  111  113\n",
            "  119  126  136  137  138  140  141  150  153  155  158  162  169  177\n",
            "  184  185  188  191  205  208  214  218  219  225  228  229  230  236\n",
            "  239  242  244  256  260  263  264  268  282  288  291  295  300  301\n",
            "  327  332  339  344  345  349  350  354  360  365  367  369  370  376\n",
            "  380  384  385  388  389  391  395  397  417  424  431  435  436  439\n",
            "  442  443  448  454  463  465  468  474  479  491  496  500  511  513\n",
            "  516  534  541  543  547  549  554  561  566  568  575  583  584  595\n",
            "  600  606  608  620  621  622  632  635  650  658  667  669  671  675\n",
            "  676  678  680  699  701  703  704  706  708  713  716  719  722  733\n",
            "  738  747  753  754  757  758  759  760  769  771  777  779  784  789\n",
            "  794  796  799  800  806  809  817  819  820  826  838  840  842  849\n",
            "  869  878  886  894  905  906  909  911  912  915  917  922  930  935\n",
            "  936  947  948  955  966  980  983  985  989  990  991 1000 1006 1008\n",
            " 1012 1017 1023 1024 1027 1039 1047 1060 1061 1065 1066 1070 1081 1094\n",
            " 1099 1102 1110 1113 1116 1117 1124 1132 1149 1157]\n",
            "Train: [   1    2    3    4    5    6    7    8    9   10   11   12   13   14\n",
            "   15   17   18   20   22   24   25   26   27   29   31   32   33   34\n",
            "   35   37   38   40   41   42   43   44   45   47   48   49   50   51\n",
            "   52   53   54   56   57   58   60   61   62   63   64   65   66   67\n",
            "   69   72   73   74   75   76   78   84   85   86   87   89   90   92\n",
            "   93   94   95   96   97   98   99  100  101  102  104  108  109  111\n",
            "  112  113  114  115  117  118  119  120  121  122  123  125  126  127\n",
            "  128  129  130  131  132  133  134  135  136  137  138  139  140  141\n",
            "  142  148  149  150  151  152  153  155  156  157  158  159  161  162\n",
            "  163  164  165  166  167  168  169  170  171  173  174  175  176  177\n",
            "  178  180  181  182  183  184  185  186  187  188  189  190  191  192\n",
            "  193  194  197  198  199  202  203  204  205  206  207  208  209  210\n",
            "  212  213  214  215  216  217  218  219  220  222  225  226  227  228\n",
            "  229  230  233  234  235  236  237  239  240  241  242  243  244  245\n",
            "  246  248  249  250  251  253  256  257  258  260  261  263  264  265\n",
            "  266  267  268  269  270  272  273  274  275  276  277  278  279  280\n",
            "  281  282  283  284  285  286  287  288  289  290  291  292  293  294\n",
            "  295  296  297  298  299  300  301  303  304  305  306  307  308  309\n",
            "  310  311  312  313  314  315  316  317  320  322  323  325  326  327\n",
            "  328  329  330  331  332  334  335  336  337  338  339  340  341  342\n",
            "  343  344  345  346  349  350  352  353  354  358  359  360  361  362\n",
            "  364  365  366  367  368  369  370  372  373  374  375  376  377  378\n",
            "  379  380  381  382  383  384  385  386  387  388  389  390  391  393\n",
            "  394  395  397  398  399  400  402  403  404  406  408  409  410  411\n",
            "  413  415  416  417  419  420  421  423  424  425  426  428  429  430\n",
            "  431  432  433  434  435  436  437  438  439  440  441  442  443  444\n",
            "  445  446  447  448  449  451  454  455  456  457  458  459  461  462\n",
            "  463  465  466  467  468  469  471  472  473  474  475  477  478  479\n",
            "  480  481  483  484  485  487  489  491  492  493  494  496  497  498\n",
            "  500  501  502  503  504  507  509  511  512  513  514  515  516  518\n",
            "  521  523  524  525  526  527  528  530  531  532  533  534  535  536\n",
            "  537  538  539  541  542  543  544  545  546  547  549  550  552  553\n",
            "  554  558  559  560  561  562  564  565  566  567  568  569  571  572\n",
            "  573  575  578  579  580  581  583  584  585  586  589  590  591  592\n",
            "  594  595  596  597  599  600  601  603  604  605  606  607  608  609\n",
            "  610  611  612  613  614  617  618  619  620  621  622  623  624  625\n",
            "  626  628  629  631  632  633  634  635  636  637  638  639  640  641\n",
            "  642  643  644  646  648  649  650  651  653  655  657  658  661  662\n",
            "  663  664  665  666  667  668  669  670  671  672  673  674  675  676\n",
            "  677  678  679  680  682  683  685  686  688  689  690  691  692  693\n",
            "  694  695  696  697  698  699  701  703  704  705  706  707  708  709\n",
            "  711  712  713  715  716  717  718  719  720  721  722  723  724  725\n",
            "  727  728  729  730  733  734  735  737  738  739  744  745  746  747\n",
            "  748  749  752  753  754  755  756  757  758  759  760  761  762  763\n",
            "  765  768  769  770  771  773  774  775  776  777  778  779  780  782\n",
            "  783  784  785  786  787  788  789  790  791  792  793  794  795  796\n",
            "  797  798  799  800  801  802  803  805  806  807  809  812  813  814\n",
            "  815  816  817  818  819  820  822  824  826  827  828  829  830  831\n",
            "  833  835  837  838  840  841  842  843  846  847  848  849  850  851\n",
            "  852  853  854  855  856  857  858  859  860  861  862  865  868  869\n",
            "  871  873  875  876  878  879  880  881  882  883  884  885  886  888\n",
            "  891  892  893  894  895  896  897  898  899  900  902  903  904  905\n",
            "  906  908  909  910  911  912  914  915  916  917  918  921  922  923\n",
            "  924  925  927  928  930  931  932  933  934  935  936  937  938  939\n",
            "  941  942  943  944  945  946  947  948  949  952  953  954  955  956\n",
            "  957  958  960  962  963  965  966  967  968  969  970  971  972  975\n",
            "  976  977  979  980  981  982  983  984  985  987  988  989  990  991\n",
            "  993  994  995  996  997  998  999 1000 1001 1003 1004 1005 1006 1007\n",
            " 1008 1009 1010 1012 1015 1016 1017 1018 1022 1023 1024 1025 1026 1027\n",
            " 1028 1029 1030 1031 1032 1034 1035 1036 1037 1039 1040 1041 1043 1044\n",
            " 1045 1046 1047 1048 1049 1050 1052 1053 1054 1055 1056 1057 1058 1060\n",
            " 1061 1063 1065 1066 1067 1068 1070 1071 1072 1074 1075 1078 1079 1081\n",
            " 1082 1084 1088 1089 1090 1091 1093 1094 1095 1096 1097 1098 1099 1100\n",
            " 1101 1102 1103 1104 1105 1106 1108 1110 1113 1114 1115 1116 1117 1118\n",
            " 1120 1122 1123 1124 1126 1127 1128 1129 1130 1132 1133 1134 1135 1136\n",
            " 1139 1140 1141 1142 1143 1145 1146 1147 1148 1149 1151 1153 1155 1156\n",
            " 1157 1158 1159 1160 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   0   16   19   21   23   28   30   36   39   46   55   59   68   70\n",
            "   71   77   79   80   81   82   83   88   91  103  105  106  107  110\n",
            "  116  124  143  144  145  146  147  154  160  172  179  195  196  200\n",
            "  201  211  221  223  224  231  232  238  247  252  254  255  259  262\n",
            "  271  302  318  319  321  324  333  347  348  351  355  356  357  363\n",
            "  371  392  396  401  405  407  412  414  418  422  427  450  452  453\n",
            "  460  464  470  476  482  486  488  490  495  499  505  506  508  510\n",
            "  517  519  520  522  529  540  548  551  555  556  557  563  570  574\n",
            "  576  577  582  587  588  593  598  602  615  616  627  630  645  647\n",
            "  652  654  656  659  660  681  684  687  700  702  710  714  726  731\n",
            "  732  736  740  741  742  743  750  751  764  766  767  772  781  804\n",
            "  808  810  811  821  823  825  832  834  836  839  844  845  863  864\n",
            "  866  867  870  872  874  877  887  889  890  901  907  913  919  920\n",
            "  926  929  940  950  951  959  961  964  973  974  978  986  992 1002\n",
            " 1011 1013 1014 1019 1020 1021 1033 1038 1042 1051 1059 1062 1064 1069\n",
            " 1073 1076 1077 1080 1083 1085 1086 1087 1092 1107 1109 1111 1112 1119\n",
            " 1121 1125 1131 1137 1138 1144 1150 1152 1154 1161]\n",
            "Train: [   0    1    3    4    5    6    7    8    9   10   12   14   16   17\n",
            "   18   19   20   21   22   23   24   25   27   28   30   32   33   34\n",
            "   36   37   39   41   42   43   44   45   46   47   48   50   51   53\n",
            "   54   55   56   57   58   59   60   61   63   65   66   67   68   69\n",
            "   70   71   73   74   76   77   78   79   80   81   82   83   84   85\n",
            "   86   88   89   91   92   93   95   97   98   99  100  101  102  103\n",
            "  104  105  106  107  108  109  110  111  113  116  117  118  119  122\n",
            "  123  124  126  127  132  133  134  135  136  137  138  140  141  143\n",
            "  144  145  146  147  148  149  150  151  153  154  155  156  158  159\n",
            "  160  161  162  163  164  169  170  171  172  174  176  177  178  179\n",
            "  180  182  184  185  186  187  188  189  190  191  192  193  195  196\n",
            "  197  200  201  202  205  207  208  209  210  211  212  213  214  215\n",
            "  216  217  218  219  220  221  223  224  225  226  227  228  229  230\n",
            "  231  232  233  236  237  238  239  240  241  242  243  244  245  247\n",
            "  249  251  252  253  254  255  256  258  259  260  262  263  264  266\n",
            "  267  268  270  271  272  274  275  276  277  278  280  282  283  284\n",
            "  286  287  288  289  290  291  292  293  294  295  297  300  301  302\n",
            "  303  306  307  309  310  311  312  313  314  315  316  317  318  319\n",
            "  321  322  324  325  326  327  329  331  332  333  334  335  336  337\n",
            "  338  339  341  342  344  345  346  347  348  349  350  351  352  354\n",
            "  355  356  357  358  359  360  361  363  365  366  367  369  370  371\n",
            "  372  374  375  376  379  380  383  384  385  387  388  389  391  392\n",
            "  393  395  396  397  398  399  400  401  402  403  404  405  407  408\n",
            "  409  410  411  412  413  414  415  417  418  419  420  421  422  424\n",
            "  425  426  427  428  429  431  433  434  435  436  439  440  441  442\n",
            "  443  444  447  448  449  450  452  453  454  455  458  460  461  462\n",
            "  463  464  465  466  467  468  470  472  473  474  475  476  477  479\n",
            "  480  482  483  485  486  488  489  490  491  492  493  495  496  497\n",
            "  499  500  501  502  504  505  506  507  508  510  511  512  513  515\n",
            "  516  517  518  519  520  522  523  525  526  527  529  530  531  532\n",
            "  533  534  535  536  537  539  540  541  542  543  546  547  548  549\n",
            "  550  551  552  553  554  555  556  557  558  559  560  561  562  563\n",
            "  564  565  566  568  570  571  572  573  574  575  576  577  579  582\n",
            "  583  584  586  587  588  592  593  595  598  599  600  601  602  603\n",
            "  605  606  607  608  609  610  611  613  615  616  617  618  619  620\n",
            "  621  622  623  624  626  627  628  630  631  632  634  635  638  639\n",
            "  640  641  642  643  645  646  647  649  650  652  653  654  655  656\n",
            "  657  658  659  660  661  663  664  667  668  669  670  671  672  674\n",
            "  675  676  677  678  679  680  681  682  683  684  685  686  687  688\n",
            "  692  694  695  696  699  700  701  702  703  704  705  706  707  708\n",
            "  710  711  713  714  715  716  718  719  721  722  723  726  728  729\n",
            "  731  732  733  734  735  736  737  738  739  740  741  742  743  745\n",
            "  746  747  748  750  751  752  753  754  755  756  757  758  759  760\n",
            "  761  763  764  765  766  767  769  770  771  772  773  774  775  776\n",
            "  777  778  779  780  781  782  784  785  787  788  789  790  791  792\n",
            "  793  794  796  797  798  799  800  803  804  805  806  807  808  809\n",
            "  810  811  812  813  814  816  817  818  819  820  821  822  823  824\n",
            "  825  826  827  828  831  832  833  834  835  836  837  838  839  840\n",
            "  842  843  844  845  846  848  849  850  851  852  853  854  855  862\n",
            "  863  864  865  866  867  868  869  870  871  872  873  874  875  876\n",
            "  877  878  879  880  881  883  884  886  887  888  889  890  893  894\n",
            "  897  899  901  902  903  904  905  906  907  908  909  910  911  912\n",
            "  913  915  916  917  919  920  921  922  923  924  925  926  928  929\n",
            "  930  931  932  933  934  935  936  937  939  940  941  943  946  947\n",
            "  948  949  950  951  952  953  954  955  956  957  959  961  962  963\n",
            "  964  965  966  970  971  973  974  975  977  978  980  982  983  984\n",
            "  985  986  988  989  990  991  992  993  994  995  996  998  999 1000\n",
            " 1001 1002 1003 1004 1006 1007 1008 1011 1012 1013 1014 1015 1017 1018\n",
            " 1019 1020 1021 1022 1023 1024 1025 1026 1027 1029 1030 1032 1033 1034\n",
            " 1035 1036 1037 1038 1039 1040 1041 1042 1043 1045 1047 1050 1051 1052\n",
            " 1054 1055 1057 1058 1059 1060 1061 1062 1064 1065 1066 1069 1070 1071\n",
            " 1073 1075 1076 1077 1079 1080 1081 1082 1083 1085 1086 1087 1089 1090\n",
            " 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104\n",
            " 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118\n",
            " 1119 1121 1124 1125 1126 1128 1129 1131 1132 1133 1134 1135 1136 1137\n",
            " 1138 1139 1142 1144 1145 1146 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1167 1168 1169] Validation: [   2   11   13   15   26   29   31   35   38   40   49   52   62   64\n",
            "   72   75   87   90   94   96  112  114  115  120  121  125  128  129\n",
            "  130  131  139  142  152  157  165  166  167  168  173  175  181  183\n",
            "  194  198  199  203  204  206  222  234  235  246  248  250  257  261\n",
            "  265  269  273  279  281  285  296  298  299  304  305  308  320  323\n",
            "  328  330  340  343  353  362  364  368  373  377  378  381  382  386\n",
            "  390  394  406  416  423  430  432  437  438  445  446  451  456  457\n",
            "  459  469  471  478  481  484  487  494  498  503  509  514  521  524\n",
            "  528  538  544  545  567  569  578  580  581  585  589  590  591  594\n",
            "  596  597  604  612  614  625  629  633  636  637  644  648  651  662\n",
            "  665  666  673  689  690  691  693  697  698  709  712  717  720  724\n",
            "  725  727  730  744  749  762  768  783  786  795  801  802  815  829\n",
            "  830  841  847  856  857  858  859  860  861  882  885  891  892  895\n",
            "  896  898  900  914  918  927  938  942  944  945  958  960  967  968\n",
            "  969  972  976  979  981  987  997 1005 1009 1010 1016 1028 1031 1044\n",
            " 1046 1048 1049 1053 1056 1063 1067 1068 1072 1074 1078 1084 1088 1120\n",
            " 1122 1123 1127 1130 1140 1141 1143 1147 1166 1170]\n",
            "Train: [   0    1    2    3    4    5    6    7    9   11   12   13   14   15\n",
            "   16   17   18   19   20   21   22   23   24   25   26   27   28   29\n",
            "   30   31   32   34   35   38   39   40   41   42   43   44   45   46\n",
            "   47   48   50   51   52   53   54   56   57   58   59   61   62   63\n",
            "   64   65   67   68   69   70   71   72   73   74   75   77   78   79\n",
            "   81   84   85   86   88   89   91   92   94   95   96   97   98   99\n",
            "  100  101  103  104  105  106  107  108  109  110  111  112  113  114\n",
            "  115  116  117  119  120  121  122  124  126  127  128  130  131  132\n",
            "  133  135  136  137  138  140  141  142  143  144  145  147  148  149\n",
            "  150  151  152  153  154  155  156  157  158  159  160  161  164  165\n",
            "  166  167  168  169  170  172  173  174  175  176  177  178  182  183\n",
            "  185  186  187  189  190  191  193  194  195  196  197  198  199  200\n",
            "  201  202  203  206  207  210  211  213  214  216  217  219  220  221\n",
            "  222  223  224  225  226  230  231  233  234  238  239  240  241  242\n",
            "  243  244  245  246  247  248  250  251  252  254  255  256  257  258\n",
            "  260  261  262  263  266  267  268  269  270  271  272  273  276  277\n",
            "  278  279  280  281  282  283  284  285  286  287  288  289  290  292\n",
            "  293  295  296  297  298  299  301  302  306  307  308  309  311  312\n",
            "  314  315  316  317  318  319  321  322  324  325  326  327  328  329\n",
            "  330  331  332  333  334  336  337  338  339  341  343  344  345  346\n",
            "  348  349  350  351  352  353  354  355  356  357  358  360  361  362\n",
            "  363  365  366  367  368  369  370  372  374  375  376  377  378  379\n",
            "  382  383  385  386  387  388  389  390  391  392  393  395  396  398\n",
            "  399  400  401  402  403  404  406  407  410  411  412  413  414  415\n",
            "  416  417  418  419  420  421  422  423  424  425  426  427  428  429\n",
            "  430  431  434  436  437  438  439  440  441  442  443  444  445  446\n",
            "  447  448  451  452  453  454  455  456  457  458  459  460  461  462\n",
            "  463  464  465  468  469  471  472  473  474  476  478  479  480  481\n",
            "  482  483  485  486  487  491  492  493  494  495  496  497  499  500\n",
            "  501  502  504  505  506  507  508  509  510  512  513  514  515  517\n",
            "  518  521  522  523  524  525  526  527  528  529  530  531  532  533\n",
            "  536  537  539  542  543  544  548  549  550  551  553  554  555  556\n",
            "  557  558  560  561  562  563  565  566  567  568  569  571  572  573\n",
            "  574  575  576  577  578  579  580  582  583  584  585  586  587  588\n",
            "  589  590  591  593  594  597  598  599  600  601  602  603  604  605\n",
            "  606  607  608  609  610  611  614  615  617  620  621  622  624  625\n",
            "  626  627  628  630  631  632  633  635  637  638  639  640  642  643\n",
            "  644  645  646  647  649  650  652  653  655  656  657  659  662  663\n",
            "  664  665  666  668  669  671  672  673  674  675  676  677  678  679\n",
            "  680  681  683  684  685  686  687  688  690  691  692  694  695  696\n",
            "  698  699  701  703  704  705  706  708  709  710  711  712  714  717\n",
            "  718  723  724  725  730  731  733  734  736  738  739  740  741  742\n",
            "  743  744  745  746  747  748  749  750  751  752  754  755  756  758\n",
            "  759  761  762  763  767  768  769  771  772  773  774  775  776  777\n",
            "  779  780  781  782  784  785  787  788  789  793  794  795  796  797\n",
            "  799  800  801  802  803  804  805  806  807  808  809  810  811  812\n",
            "  814  815  816  817  818  819  820  821  822  823  824  825  826  827\n",
            "  828  829  830  832  833  834  835  836  837  838  839  840  841  842\n",
            "  843  844  845  846  847  848  849  850  851  852  853  854  855  856\n",
            "  857  858  859  860  861  862  863  864  865  866  867  868  871  872\n",
            "  873  874  875  876  878  879  880  881  882  883  884  885  886  888\n",
            "  889  890  891  892  893  895  896  897  898  899  900  902  904  905\n",
            "  906  907  908  909  911  912  913  915  916  917  918  920  922  923\n",
            "  924  925  926  927  928  930  932  933  935  936  937  938  940  941\n",
            "  942  943  945  946  947  949  950  951  952  953  954  956  957  958\n",
            "  959  960  961  963  964  965  966  967  968  969  970  971  972  973\n",
            "  974  975  976  977  978  979  980  981  983  987  989  990  991  992\n",
            "  993  996  997  998  999 1000 1001 1002 1003 1004 1005 1006 1007 1009\n",
            " 1010 1011 1012 1013 1014 1015 1016 1020 1021 1022 1025 1026 1027 1029\n",
            " 1030 1031 1032 1034 1035 1036 1037 1038 1039 1040 1041 1042 1044 1047\n",
            " 1048 1049 1051 1053 1054 1055 1056 1057 1058 1059 1062 1063 1064 1065\n",
            " 1070 1071 1072 1073 1074 1076 1077 1078 1079 1080 1081 1082 1083 1084\n",
            " 1085 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1100\n",
            " 1102 1103 1104 1106 1107 1109 1112 1113 1114 1115 1116 1117 1118 1119\n",
            " 1120 1121 1122 1123 1124 1126 1127 1128 1129 1130 1131 1132 1133 1136\n",
            " 1140 1141 1142 1143 1144 1145 1146 1147 1149 1150 1152 1153 1154 1155\n",
            " 1156 1157 1159 1160 1161 1163 1164 1166 1167 1168 1169 1170] Validation: [   8   10   33   36   37   49   55   60   66   76   80   82   83   87\n",
            "   90   93  102  118  123  125  129  134  139  146  162  163  171  179\n",
            "  180  181  184  188  192  204  205  208  209  212  215  218  227  228\n",
            "  229  232  235  236  237  249  253  259  264  265  274  275  291  294\n",
            "  300  303  304  305  310  313  320  323  335  340  342  347  359  364\n",
            "  371  373  380  381  384  394  397  405  408  409  432  433  435  449\n",
            "  450  466  467  470  475  477  484  488  489  490  498  503  511  516\n",
            "  519  520  534  535  538  540  541  545  546  547  552  559  564  570\n",
            "  581  592  595  596  612  613  616  618  619  623  629  634  636  641\n",
            "  648  651  654  658  660  661  667  670  682  689  693  697  700  702\n",
            "  707  713  715  716  719  720  721  722  726  727  728  729  732  735\n",
            "  737  753  757  760  764  765  766  770  778  783  786  790  791  792\n",
            "  798  813  831  869  870  877  887  894  901  903  910  914  919  921\n",
            "  929  931  934  939  944  948  955  962  982  984  985  986  988  994\n",
            "  995 1008 1017 1018 1019 1023 1024 1028 1033 1043 1045 1046 1050 1052\n",
            " 1060 1061 1066 1067 1068 1069 1075 1086 1099 1101 1105 1108 1110 1111\n",
            " 1125 1134 1135 1137 1138 1139 1148 1151 1158 1162 1165]\n",
            "Train: [   1    2    3    4    7    8    9   10   11   12   14   16   17   18\n",
            "   20   22   23   24   25   26   27   28   29   30   31   33   34   35\n",
            "   36   37   39   40   41   42   43   44   45   46   47   48   49   50\n",
            "   51   52   54   55   56   57   58   60   61   62   63   64   65   66\n",
            "   67   68   70   71   73   74   75   76   77   78   79   80   82   83\n",
            "   84   85   86   87   89   90   91   92   93   95   96   97   98  100\n",
            "  101  102  104  106  108  109  111  112  113  115  116  118  119  120\n",
            "  121  122  123  124  125  126  127  128  129  130  132  133  134  135\n",
            "  136  139  142  144  145  146  147  148  149  150  151  152  153  154\n",
            "  155  156  158  159  160  162  163  164  165  166  167  168  169  171\n",
            "  173  174  176  178  179  180  181  182  183  184  186  187  188  189\n",
            "  190  192  193  194  195  197  198  199  200  201  204  205  208  209\n",
            "  210  211  212  213  214  215  216  217  218  219  220  221  225  227\n",
            "  228  229  230  231  232  233  235  236  237  238  239  240  241  242\n",
            "  243  245  249  250  251  252  253  254  256  257  259  260  261  263\n",
            "  264  265  266  267  268  269  270  271  272  274  275  276  277  279\n",
            "  280  281  282  283  284  285  287  288  289  290  291  294  296  297\n",
            "  298  299  300  303  304  305  306  308  309  310  313  314  316  318\n",
            "  319  320  321  322  323  325  329  332  333  334  335  336  337  339\n",
            "  340  341  342  343  346  347  348  349  350  352  353  357  359  361\n",
            "  362  363  364  365  366  367  369  371  372  373  374  375  377  378\n",
            "  379  380  381  382  383  384  386  387  388  392  394  395  396  397\n",
            "  398  399  400  401  402  403  404  405  406  408  409  411  412  415\n",
            "  417  418  419  420  421  422  425  427  429  431  432  433  434  435\n",
            "  436  438  439  440  441  442  443  444  445  447  449  450  452  453\n",
            "  454  455  456  457  458  461  462  463  464  465  466  467  468  469\n",
            "  470  471  473  475  476  477  479  480  483  484  485  486  487  488\n",
            "  489  490  492  493  494  495  496  497  498  499  503  504  505  506\n",
            "  507  508  509  510  511  512  513  516  517  518  519  520  521  522\n",
            "  523  524  525  526  527  528  530  531  532  533  534  535  536  538\n",
            "  540  541  542  543  544  545  546  547  551  552  553  554  555  556\n",
            "  557  559  562  563  564  565  566  567  568  570  571  572  573  576\n",
            "  577  578  579  580  581  582  583  584  585  586  587  588  590  591\n",
            "  592  595  596  597  598  599  600  601  602  604  605  610  612  613\n",
            "  616  617  618  619  621  622  623  624  625  626  627  629  630  631\n",
            "  632  633  634  635  636  638  639  640  641  643  644  646  648  649\n",
            "  650  651  652  653  654  655  657  658  659  660  661  662  663  665\n",
            "  666  667  668  669  670  671  672  673  674  675  678  679  681  682\n",
            "  684  685  686  689  690  691  692  693  694  695  696  697  698  699\n",
            "  700  701  702  703  704  706  707  708  709  710  711  712  713  715\n",
            "  716  717  718  719  720  721  722  724  725  726  727  728  729  730\n",
            "  731  732  733  735  737  738  739  741  743  744  746  747  748  751\n",
            "  753  754  755  756  757  758  759  760  761  762  764  765  766  767\n",
            "  768  769  770  771  772  774  775  776  777  778  779  780  783  784\n",
            "  785  786  788  789  790  791  792  793  794  795  796  797  798  799\n",
            "  800  801  803  804  806  808  809  810  812  813  814  815  816  817\n",
            "  818  819  820  823  824  825  826  827  828  829  830  831  832  836\n",
            "  837  838  839  840  841  844  845  847  848  849  850  851  853  854\n",
            "  855  856  857  858  859  860  861  862  863  864  865  866  867  869\n",
            "  870  871  873  875  876  877  878  879  881  882  883  885  886  887\n",
            "  888  890  891  892  893  894  898  899  900  901  903  904  905  906\n",
            "  907  908  909  910  911  912  914  915  916  917  918  919  920  921\n",
            "  922  923  924  925  927  928  929  930  931  932  933  934  935  936\n",
            "  939  941  942  943  944  945  946  947  948  949  950  951  952  953\n",
            "  954  955  956  957  959  960  961  962  963  964  966  967  968  969\n",
            "  970  971  972  973  974  976  978  979  980  981  982  983  984  985\n",
            "  986  987  988  989  990  991  992  993  994  995  996  997  999 1001\n",
            " 1002 1003 1004 1005 1007 1008 1009 1011 1012 1014 1015 1016 1017 1018\n",
            " 1019 1020 1022 1023 1024 1025 1026 1027 1028 1029 1031 1032 1033 1035\n",
            " 1036 1039 1040 1041 1042 1043 1045 1046 1047 1048 1049 1050 1051 1052\n",
            " 1053 1054 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067\n",
            " 1068 1069 1070 1071 1073 1075 1076 1078 1079 1080 1081 1082 1083 1084\n",
            " 1085 1086 1087 1088 1089 1090 1092 1093 1094 1095 1097 1098 1099 1101\n",
            " 1102 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1116 1117 1118\n",
            " 1119 1120 1121 1122 1123 1124 1125 1128 1129 1132 1133 1134 1135 1136\n",
            " 1137 1138 1139 1140 1142 1144 1146 1148 1149 1150 1151 1152 1153 1154\n",
            " 1155 1156 1158 1160 1161 1162 1163 1164 1165 1167 1168 1169 1170] Validation: [   0    5    6   13   15   19   21   32   38   53   59   69   72   81\n",
            "   88   94   99  103  105  107  110  114  117  131  137  138  140  141\n",
            "  143  157  161  170  172  175  177  185  191  196  202  203  206  207\n",
            "  222  223  224  226  234  244  246  247  248  255  258  262  273  278\n",
            "  286  292  293  295  301  302  307  311  312  315  317  324  326  327\n",
            "  328  330  331  338  344  345  351  354  355  356  358  360  368  370\n",
            "  376  385  389  390  391  393  407  410  413  414  416  423  424  426\n",
            "  428  430  437  446  448  451  459  460  472  474  478  481  482  491\n",
            "  500  501  502  514  515  529  537  539  548  549  550  558  560  561\n",
            "  569  574  575  589  593  594  603  606  607  608  609  611  614  615\n",
            "  620  628  637  642  645  647  656  664  676  677  680  683  687  688\n",
            "  705  714  723  734  736  740  742  745  749  750  752  763  773  781\n",
            "  782  787  802  805  807  811  821  822  833  834  835  842  843  846\n",
            "  852  868  872  874  880  884  889  895  896  897  902  913  926  937\n",
            "  938  940  958  965  975  977  998 1000 1006 1010 1013 1021 1030 1034\n",
            " 1037 1038 1044 1055 1072 1074 1077 1091 1096 1100 1103 1104 1115 1126\n",
            " 1127 1130 1131 1141 1143 1145 1147 1157 1159 1166]\n",
            "Train: [   0    3    5    6    7    8    9   10   11   12   13   15   16   17\n",
            "   18   19   20   21   22   23   24   27   29   30   31   32   33   34\n",
            "   36   37   38   39   40   41   43   46   48   49   50   51   52   53\n",
            "   54   55   56   57   59   60   61   62   63   64   65   66   67   68\n",
            "   69   70   72   73   74   75   76   80   81   82   83   84   85   86\n",
            "   87   88   89   90   91   92   93   94   96   97   99  101  102  103\n",
            "  104  105  107  108  109  110  111  112  113  114  115  116  117  118\n",
            "  119  120  122  123  124  125  127  128  129  130  131  132  134  136\n",
            "  137  138  139  140  141  142  143  144  145  146  148  149  150  152\n",
            "  154  155  157  158  159  160  161  162  163  165  166  169  170  171\n",
            "  172  174  175  177  178  179  180  181  183  184  185  186  188  189\n",
            "  191  192  194  195  196  197  198  199  200  201  202  203  204  205\n",
            "  206  207  208  209  210  211  212  213  214  215  216  217  218  219\n",
            "  220  221  222  223  224  226  227  228  229  232  233  234  235  236\n",
            "  237  241  243  244  245  246  247  248  249  250  251  252  253  255\n",
            "  256  258  259  260  261  262  263  264  265  268  269  270  271  272\n",
            "  273  274  275  277  278  282  283  285  286  287  288  289  290  291\n",
            "  292  293  294  295  296  299  300  301  302  303  304  305  306  307\n",
            "  308  310  311  312  313  314  315  317  319  320  322  323  324  326\n",
            "  327  328  329  330  331  332  333  334  335  337  338  339  340  342\n",
            "  343  344  345  346  347  348  349  350  351  353  354  355  356  357\n",
            "  358  359  360  362  363  364  365  366  367  368  369  370  371  373\n",
            "  375  376  378  380  381  382  383  384  385  386  388  389  390  391\n",
            "  392  393  394  395  396  397  398  400  402  403  404  405  406  407\n",
            "  408  409  410  411  413  414  416  420  421  423  424  425  426  427\n",
            "  428  430  431  432  433  434  435  436  437  438  440  442  444  445\n",
            "  446  447  448  449  450  451  456  457  458  459  460  461  462  463\n",
            "  464  466  467  468  469  470  472  473  474  475  476  477  478  479\n",
            "  480  481  482  484  485  486  488  489  490  491  492  493  494  495\n",
            "  497  498  499  500  501  502  503  504  507  508  509  510  511  512\n",
            "  513  514  515  516  519  520  522  523  527  528  529  530  531  532\n",
            "  534  535  536  537  538  539  540  541  542  545  546  547  548  549\n",
            "  550  551  552  553  554  555  557  558  559  560  561  563  564  566\n",
            "  568  569  570  571  572  573  574  575  576  577  578  581  582  583\n",
            "  584  585  587  588  589  590  592  593  594  595  596  597  602  603\n",
            "  605  606  607  608  609  610  611  612  613  614  615  616  618  619\n",
            "  620  621  623  624  625  626  628  629  631  634  635  636  637  638\n",
            "  639  641  642  643  644  645  646  647  648  650  651  653  654  656\n",
            "  657  658  660  661  663  664  665  666  667  668  669  670  674  675\n",
            "  676  677  678  679  680  681  682  683  685  686  687  688  689  692\n",
            "  693  695  696  697  698  699  700  701  702  703  704  705  707  708\n",
            "  709  712  713  714  715  716  717  718  719  720  721  722  723  724\n",
            "  725  726  727  728  729  730  731  732  733  734  735  736  737  738\n",
            "  740  741  742  743  745  746  747  748  749  750  752  753  754  755\n",
            "  756  757  759  760  763  764  765  766  767  768  769  770  771  772\n",
            "  773  775  777  778  779  780  781  782  783  785  786  787  788  789\n",
            "  790  791  792  793  795  797  798  799  800  801  802  803  804  805\n",
            "  807  808  809  810  811  813  814  816  817  818  821  822  823  824\n",
            "  826  827  829  831  832  833  834  835  836  837  838  839  840  841\n",
            "  842  843  844  846  848  850  852  854  855  857  859  860  861  867\n",
            "  868  869  870  871  872  873  874  875  876  877  878  880  881  882\n",
            "  884  887  889  893  894  895  896  897  898  899  901  902  903  905\n",
            "  906  907  908  910  912  913  914  916  918  919  920  921  922  923\n",
            "  924  925  926  927  929  931  933  934  937  938  939  940  943  944\n",
            "  946  948  949  950  951  952  953  955  956  957  958  959  960  962\n",
            "  963  964  965  966  967  968  970  971  972  973  975  976  977  979\n",
            "  981  982  983  984  985  986  988  989  991  992  993  994  995  996\n",
            "  998  999 1000 1002 1004 1006 1007 1008 1009 1010 1011 1012 1013 1014\n",
            " 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025 1028 1030 1031\n",
            " 1032 1033 1034 1035 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046\n",
            " 1047 1049 1050 1051 1052 1054 1055 1057 1058 1059 1060 1061 1062 1063\n",
            " 1064 1065 1066 1067 1068 1069 1071 1072 1074 1075 1076 1077 1080 1081\n",
            " 1083 1084 1085 1086 1089 1091 1092 1093 1094 1095 1096 1098 1099 1100\n",
            " 1101 1102 1103 1104 1105 1107 1108 1110 1111 1113 1114 1115 1116 1118\n",
            " 1120 1123 1124 1125 1126 1127 1130 1131 1132 1134 1135 1136 1137 1138\n",
            " 1139 1141 1142 1143 1144 1145 1147 1148 1149 1150 1151 1152 1153 1154\n",
            " 1155 1157 1158 1159 1160 1161 1162 1163 1165 1166 1168 1169 1170] Validation: [   1    2    4   14   25   26   28   35   42   44   45   47   58   71\n",
            "   77   78   79   95   98  100  106  121  126  133  135  147  151  153\n",
            "  156  164  167  168  173  176  182  187  190  193  225  230  231  238\n",
            "  239  240  242  254  257  266  267  276  279  280  281  284  297  298\n",
            "  309  316  318  321  325  336  341  352  361  372  374  377  379  387\n",
            "  399  401  412  415  417  418  419  422  429  439  441  443  452  453\n",
            "  454  455  465  471  483  487  496  505  506  517  518  521  524  525\n",
            "  526  533  543  544  556  562  565  567  579  580  586  591  598  599\n",
            "  600  601  604  617  622  627  630  632  633  640  649  652  655  659\n",
            "  662  671  672  673  684  690  691  694  706  710  711  739  744  751\n",
            "  758  761  762  774  776  784  794  796  806  812  815  819  820  825\n",
            "  828  830  845  847  849  851  853  856  858  862  863  864  865  866\n",
            "  879  883  885  886  888  890  891  892  900  904  909  911  915  917\n",
            "  928  930  932  935  936  941  942  945  947  954  961  969  974  978\n",
            "  980  987  990  997 1001 1003 1005 1026 1027 1029 1036 1048 1053 1056\n",
            " 1070 1073 1078 1079 1082 1087 1088 1090 1097 1106 1109 1112 1117 1119\n",
            " 1121 1122 1128 1129 1133 1140 1146 1156 1164 1167]\n",
            "Train: [   0    1    2    3    4    5    6    8    9   10   12   13   14   15\n",
            "   16   17   19   21   23   24   25   26   27   28   29   30   32   33\n",
            "   35   36   37   38   39   42   44   45   47   49   51   52   53   54\n",
            "   55   56   57   58   59   60   62   66   69   71   72   75   76   77\n",
            "   78   79   80   81   82   83   86   87   88   89   90   91   92   93\n",
            "   94   95   96   98   99  100  101  102  103  104  105  106  107  108\n",
            "  110  112  114  115  116  117  118  119  121  123  125  126  129  131\n",
            "  132  133  134  135  136  137  138  139  140  141  142  143  146  147\n",
            "  151  153  156  157  158  159  160  161  162  163  164  165  167  168\n",
            "  169  170  171  172  173  175  176  177  179  180  181  182  183  184\n",
            "  185  186  187  188  190  191  192  193  196  197  198  202  203  204\n",
            "  205  206  207  208  209  211  212  213  214  215  218  220  221  222\n",
            "  223  224  225  226  227  228  229  230  231  232  233  234  235  236\n",
            "  237  238  239  240  242  243  244  245  246  247  248  249  251  252\n",
            "  253  254  255  256  257  258  259  261  262  264  265  266  267  269\n",
            "  272  273  274  275  276  277  278  279  280  281  284  285  286  288\n",
            "  289  290  291  292  293  294  295  297  298  300  301  302  303  304\n",
            "  305  306  307  308  309  310  311  312  313  314  315  316  317  318\n",
            "  320  321  323  324  325  326  327  328  329  330  331  333  335  336\n",
            "  337  338  339  340  341  342  344  345  347  350  351  352  354  355\n",
            "  356  358  359  360  361  363  364  365  367  368  369  370  371  372\n",
            "  373  374  375  376  377  378  379  380  381  382  384  385  386  387\n",
            "  389  390  391  393  394  395  396  397  398  399  401  402  405  407\n",
            "  408  409  410  412  413  414  415  416  417  418  419  420  421  422\n",
            "  423  424  426  427  428  429  430  431  432  433  435  436  437  439\n",
            "  440  441  443  444  446  448  449  450  451  452  453  454  455  458\n",
            "  459  460  461  462  464  465  466  467  469  470  471  472  473  474\n",
            "  475  476  477  478  480  481  482  483  484  485  487  488  489  490\n",
            "  491  492  496  498  500  501  502  503  505  506  507  510  511  513\n",
            "  514  515  516  517  518  519  520  521  524  525  526  529  532  533\n",
            "  534  535  536  537  538  539  540  541  543  544  545  546  547  548\n",
            "  549  550  551  552  553  556  557  558  559  560  561  562  563  564\n",
            "  565  567  568  569  570  571  574  575  576  578  579  580  581  583\n",
            "  584  585  586  589  590  591  592  593  594  595  596  597  598  599\n",
            "  600  601  602  603  604  606  607  608  609  611  612  613  614  615\n",
            "  616  617  618  619  620  621  622  623  627  628  629  630  631  632\n",
            "  633  634  636  637  639  640  641  642  643  644  645  647  648  649\n",
            "  651  652  654  655  656  658  659  660  661  662  663  664  665  667\n",
            "  669  670  671  672  673  674  676  677  678  679  680  681  682  683\n",
            "  684  685  687  688  689  690  691  692  693  694  695  697  699  700\n",
            "  702  703  705  706  707  710  711  713  714  715  716  718  719  720\n",
            "  721  722  723  726  727  728  729  731  732  733  734  735  736  737\n",
            "  738  739  740  741  742  743  744  745  747  748  749  750  751  752\n",
            "  753  755  757  758  759  760  761  762  763  764  765  766  769  770\n",
            "  772  773  774  775  776  777  778  780  781  782  783  784  786  787\n",
            "  790  791  792  793  794  796  797  798  800  801  802  803  805  806\n",
            "  807  808  809  810  811  812  813  815  816  817  819  820  821  822\n",
            "  823  825  827  828  829  830  831  833  834  835  837  839  841  842\n",
            "  843  844  845  846  847  848  849  850  851  852  853  856  857  858\n",
            "  860  861  862  863  864  865  866  868  869  870  871  872  874  876\n",
            "  877  878  879  880  883  884  885  886  887  888  889  890  891  892\n",
            "  893  894  895  896  897  898  900  901  902  903  904  906  908  909\n",
            "  910  911  912  913  914  915  916  917  918  919  920  921  925  926\n",
            "  927  928  929  930  931  932  934  935  936  937  938  939  940  941\n",
            "  942  943  944  945  947  948  949  951  953  954  955  957  958  959\n",
            "  960  961  962  964  965  966  969  970  972  974  975  977  978  980\n",
            "  982  984  985  986  987  988  990  991  994  995  996  997  998  999\n",
            " 1000 1001 1002 1003 1004 1005 1006 1008 1009 1010 1011 1012 1013 1014\n",
            " 1016 1017 1018 1019 1021 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1033 1034 1035 1036 1037 1038 1040 1041 1043 1044 1045 1046 1047 1048\n",
            " 1050 1051 1052 1053 1055 1056 1057 1058 1060 1061 1065 1066 1067 1068\n",
            " 1069 1070 1072 1073 1074 1075 1077 1078 1079 1080 1081 1082 1083 1086\n",
            " 1087 1088 1090 1091 1094 1095 1096 1097 1098 1099 1100 1101 1103 1104\n",
            " 1105 1106 1108 1109 1110 1111 1112 1114 1115 1116 1117 1118 1119 1121\n",
            " 1122 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136\n",
            " 1137 1138 1139 1140 1141 1143 1144 1145 1146 1147 1148 1149 1151 1152\n",
            " 1153 1156 1157 1158 1159 1162 1163 1164 1165 1166 1167 1168 1169] Validation: [   7   11   18   20   22   31   34   40   41   43   46   48   50   61\n",
            "   63   64   65   67   68   70   73   74   84   85   97  109  111  113\n",
            "  120  122  124  127  128  130  144  145  148  149  150  152  154  155\n",
            "  166  174  178  189  194  195  199  200  201  210  216  217  219  241\n",
            "  250  260  263  268  270  271  282  283  287  296  299  319  322  332\n",
            "  334  343  346  348  349  353  357  362  366  383  388  392  400  403\n",
            "  404  406  411  425  434  438  442  445  447  456  457  463  468  479\n",
            "  486  493  494  495  497  499  504  508  509  512  522  523  527  528\n",
            "  530  531  542  554  555  566  572  573  577  582  587  588  605  610\n",
            "  624  625  626  635  638  646  650  653  657  666  668  675  686  696\n",
            "  698  701  704  708  709  712  717  724  725  730  746  754  756  767\n",
            "  768  771  779  785  788  789  795  799  804  814  818  824  826  832\n",
            "  836  838  840  854  855  859  867  873  875  881  882  899  905  907\n",
            "  922  923  924  933  946  950  952  956  963  967  968  971  973  976\n",
            "  979  981  983  989  992  993 1007 1015 1020 1022 1032 1039 1042 1049\n",
            " 1054 1059 1062 1063 1064 1071 1076 1084 1085 1089 1092 1093 1102 1107\n",
            " 1113 1120 1123 1142 1150 1154 1155 1160 1161 1170]\n",
            "Train: [   0    1    2    4    5    6    7    8   10   11   13   14   15   18\n",
            "   19   20   21   22   25   26   28   31   32   33   34   35   36   37\n",
            "   38   40   41   42   43   44   45   46   47   48   49   50   53   55\n",
            "   58   59   60   61   63   64   65   66   67   68   69   70   71   72\n",
            "   73   74   76   77   78   79   80   81   82   83   84   85   87   88\n",
            "   90   93   94   95   97   98   99  100  102  103  105  106  107  109\n",
            "  110  111  113  114  117  118  120  121  122  123  124  125  126  127\n",
            "  128  129  130  131  133  134  135  137  138  139  140  141  143  144\n",
            "  145  146  147  148  149  150  151  152  153  154  155  156  157  161\n",
            "  162  163  164  166  167  168  170  171  172  173  174  175  176  177\n",
            "  178  179  180  181  182  184  185  187  188  189  190  191  192  193\n",
            "  194  195  196  199  200  201  202  203  204  205  206  207  208  209\n",
            "  210  212  215  216  217  218  219  222  223  224  225  226  227  228\n",
            "  229  230  231  232  234  235  236  237  238  239  240  241  242  244\n",
            "  246  247  248  249  250  253  254  255  257  258  259  260  262  263\n",
            "  264  265  266  267  268  270  271  273  274  275  276  278  279  280\n",
            "  281  282  283  284  286  287  291  292  293  294  295  296  297  298\n",
            "  299  300  301  302  303  304  305  307  309  310  311  312  313  315\n",
            "  316  317  318  319  320  321  322  323  324  325  326  327  328  330\n",
            "  331  332  334  335  336  338  340  341  342  343  344  345  346  347\n",
            "  348  349  351  352  353  354  355  356  357  358  359  360  361  362\n",
            "  364  366  368  370  371  372  373  374  376  377  379  380  381  383\n",
            "  384  385  387  388  389  390  391  392  393  394  397  399  400  401\n",
            "  403  404  405  406  407  408  409  410  411  412  413  414  415  416\n",
            "  417  418  419  422  423  424  425  426  428  429  430  432  433  434\n",
            "  435  437  438  439  441  442  443  445  446  447  448  449  450  451\n",
            "  452  453  454  455  456  457  459  460  463  465  466  467  468  470\n",
            "  471  472  474  475  477  478  479  481  482  483  484  486  487  488\n",
            "  489  490  491  493  494  495  496  497  498  499  500  501  502  503\n",
            "  504  505  506  508  509  511  512  514  515  516  517  518  519  520\n",
            "  521  522  523  524  525  526  527  528  529  530  531  533  534  535\n",
            "  537  538  539  540  541  542  543  544  545  546  547  548  549  550\n",
            "  552  554  555  556  558  559  560  561  562  564  565  566  567  569\n",
            "  570  572  573  574  575  577  579  580  581  582  586  587  588  589\n",
            "  591  592  593  594  595  596  598  599  600  601  603  604  605  606\n",
            "  607  608  609  610  611  612  613  614  615  616  617  618  619  620\n",
            "  622  623  624  625  626  627  628  629  630  632  633  634  635  636\n",
            "  637  638  640  641  642  645  646  647  648  649  650  651  652  653\n",
            "  654  655  656  657  658  659  660  661  662  664  666  667  668  670\n",
            "  671  672  673  675  676  677  680  682  683  684  686  687  688  689\n",
            "  690  691  693  694  696  697  698  700  701  702  704  705  706  707\n",
            "  708  709  710  711  712  713  714  715  716  717  719  720  721  722\n",
            "  723  724  725  726  727  728  729  730  732  734  735  736  737  739\n",
            "  740  742  744  745  746  749  750  751  752  753  754  756  757  758\n",
            "  760  761  762  763  764  765  766  767  768  770  771  773  774  776\n",
            "  778  779  781  782  783  784  785  786  787  788  789  790  791  792\n",
            "  794  795  796  798  799  802  804  805  806  807  811  812  813  814\n",
            "  815  818  819  820  821  822  824  825  826  828  830  831  832  833\n",
            "  834  835  836  838  840  842  843  845  846  847  849  851  852  853\n",
            "  854  855  856  858  859  862  863  864  865  866  867  868  869  870\n",
            "  872  873  874  875  877  879  880  881  882  883  884  885  886  887\n",
            "  888  889  890  891  892  894  895  896  897  899  900  901  902  903\n",
            "  904  905  907  909  910  911  913  914  915  917  919  921  922  923\n",
            "  924  926  928  929  930  931  932  933  934  935  936  937  938  939\n",
            "  940  941  942  944  945  946  947  948  950  952  954  955  956  958\n",
            "  961  962  963  965  967  968  969  971  973  974  975  976  977  978\n",
            "  979  980  981  982  983  984  985  986  987  988  989  990  992  993\n",
            "  994  995  997  998 1000 1001 1003 1005 1006 1007 1008 1010 1013 1015\n",
            " 1017 1018 1019 1020 1021 1022 1023 1024 1026 1027 1028 1029 1030 1032\n",
            " 1033 1034 1036 1037 1038 1039 1042 1043 1044 1045 1046 1048 1049 1050\n",
            " 1052 1053 1054 1055 1056 1059 1060 1061 1062 1063 1064 1066 1067 1068\n",
            " 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1082 1084 1085\n",
            " 1086 1087 1088 1089 1090 1091 1092 1093 1096 1097 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1115 1117 1119\n",
            " 1120 1121 1122 1123 1125 1126 1127 1128 1129 1130 1131 1133 1134 1135\n",
            " 1137 1138 1139 1140 1141 1142 1143 1145 1146 1147 1148 1150 1151 1154\n",
            " 1155 1156 1157 1158 1159 1160 1161 1162 1164 1165 1166 1167 1170] Validation: [   3    9   12   16   17   23   24   27   29   30   39   51   52   54\n",
            "   56   57   62   75   86   89   91   92   96  101  104  108  112  115\n",
            "  116  119  132  136  142  158  159  160  165  169  183  186  197  198\n",
            "  211  213  214  220  221  233  243  245  251  252  256  261  269  272\n",
            "  277  285  288  289  290  306  308  314  329  333  337  339  350  363\n",
            "  365  367  369  375  378  382  386  395  396  398  402  420  421  427\n",
            "  431  436  440  444  458  461  462  464  469  473  476  480  485  492\n",
            "  507  510  513  532  536  551  553  557  563  568  571  576  578  583\n",
            "  584  585  590  597  602  621  631  639  643  644  663  665  669  674\n",
            "  678  679  681  685  692  695  699  703  718  731  733  738  741  743\n",
            "  747  748  755  759  769  772  775  777  780  793  797  800  801  803\n",
            "  808  809  810  816  817  823  827  829  837  839  841  844  848  850\n",
            "  857  860  861  871  876  878  893  898  906  908  912  916  918  920\n",
            "  925  927  943  949  951  953  957  959  960  964  966  970  972  991\n",
            "  996  999 1002 1004 1009 1011 1012 1014 1016 1025 1031 1035 1040 1041\n",
            " 1047 1051 1057 1058 1065 1080 1081 1083 1094 1095 1098 1114 1116 1118\n",
            " 1124 1132 1136 1144 1149 1152 1153 1163 1168 1169]\n",
            "Train: [   1    2    3    4    7    8   10   11   12   13   14   15   16   17\n",
            "   18   19   20   22   24   25   26   27   28   29   30   31   32   34\n",
            "   35   36   37   38   39   40   41   42   43   45   46   48   49   50\n",
            "   51   52   53   54   55   57   58   60   61   62   63   64   66   67\n",
            "   68   69   70   71   72   73   74   76   77   78   79   82   83   84\n",
            "   85   86   87   88   89   90   91   92   96   97   98   99  100  101\n",
            "  102  103  104  105  106  107  108  109  110  111  112  113  114  115\n",
            "  116  117  118  119  121  122  123  124  125  126  127  128  130  131\n",
            "  132  133  134  136  137  138  139  140  141  143  144  145  146  147\n",
            "  148  149  150  152  153  154  155  156  157  161  162  163  164  165\n",
            "  166  167  170  171  172  173  174  175  176  177  178  179  180  182\n",
            "  183  184  185  186  187  190  191  192  195  197  199  200  201  203\n",
            "  205  207  208  209  210  212  214  215  216  217  218  219  220  221\n",
            "  222  223  225  227  228  229  231  233  235  237  238  239  241  243\n",
            "  244  246  247  249  250  251  252  253  254  255  256  257  258  259\n",
            "  260  261  263  264  265  266  268  270  271  273  274  275  277  279\n",
            "  281  282  283  284  285  286  289  290  293  294  295  296  297  298\n",
            "  299  301  302  303  304  305  306  307  308  310  311  312  313  315\n",
            "  316  317  318  319  320  321  322  324  325  326  327  328  330  332\n",
            "  334  336  337  338  339  340  342  343  344  345  346  348  349  350\n",
            "  351  353  354  358  359  360  361  362  363  364  365  366  367  368\n",
            "  369  371  372  373  374  376  377  378  379  380  381  382  383  384\n",
            "  387  390  391  394  395  396  397  398  399  400  401  402  403  404\n",
            "  405  406  408  409  410  411  412  413  414  416  418  419  420  421\n",
            "  422  423  424  425  426  427  428  429  430  431  432  434  435  437\n",
            "  438  439  440  441  442  443  444  445  446  447  448  449  450  451\n",
            "  452  453  454  455  456  457  458  460  461  462  463  464  465  466\n",
            "  468  469  470  471  473  474  475  476  477  478  481  482  483  484\n",
            "  485  487  488  489  491  492  493  494  495  497  498  499  500  501\n",
            "  502  503  504  505  506  507  509  513  514  515  517  518  519  523\n",
            "  524  525  526  527  529  530  532  534  536  537  538  539  541  542\n",
            "  543  544  545  546  547  548  549  550  551  552  553  554  555  557\n",
            "  558  559  561  562  564  565  566  567  568  569  572  573  574  576\n",
            "  577  578  579  580  581  582  584  586  587  588  591  592  593  594\n",
            "  595  596  597  598  599  601  602  603  606  607  608  609  610  611\n",
            "  612  613  614  615  616  617  618  619  620  621  622  624  625  626\n",
            "  629  630  631  632  633  634  635  636  637  638  639  640  641  642\n",
            "  644  645  647  649  651  652  653  654  655  656  657  658  659  660\n",
            "  661  662  663  664  665  667  668  670  671  672  673  674  675  676\n",
            "  678  679  681  682  683  684  685  686  687  689  691  692  693  694\n",
            "  695  696  698  701  703  704  705  706  708  709  710  711  712  713\n",
            "  714  715  716  717  718  720  721  723  724  725  726  727  728  729\n",
            "  730  731  732  734  735  737  738  740  741  742  744  745  746  748\n",
            "  749  750  751  752  753  754  755  756  757  758  759  760  762  763\n",
            "  764  765  766  767  768  770  771  774  776  778  779  781  782  784\n",
            "  785  786  787  788  789  792  793  794  796  797  798  799  800  801\n",
            "  802  803  805  806  807  808  809  810  811  812  813  814  815  816\n",
            "  817  818  819  820  821  823  824  825  826  827  828  829  830  831\n",
            "  832  834  837  838  839  841  843  844  846  848  849  850  852  853\n",
            "  854  855  856  858  859  860  861  862  863  864  865  867  868  869\n",
            "  871  872  873  875  876  877  878  880  881  882  885  887  888  889\n",
            "  890  891  892  893  894  895  896  897  898  899  901  902  903  905\n",
            "  906  907  908  909  910  911  913  914  915  916  917  918  919  922\n",
            "  924  925  927  929  930  931  932  933  934  936  937  938  939  941\n",
            "  942  944  945  946  947  948  950  951  952  953  954  955  957  958\n",
            "  960  962  963  964  967  968  969  970  971  972  973  974  975  976\n",
            "  977  978  979  980  981  982  983  984  986  988  989  991  992  994\n",
            "  996  997  998 1000 1001 1002 1003 1006 1007 1009 1011 1012 1014 1016\n",
            " 1017 1018 1019 1020 1021 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1035 1036 1038 1039 1040 1041 1042 1043 1044 1045 1047 1048\n",
            " 1049 1050 1051 1052 1053 1054 1055 1056 1058 1059 1060 1061 1063 1066\n",
            " 1067 1068 1069 1070 1071 1072 1073 1074 1076 1077 1081 1082 1083 1084\n",
            " 1085 1086 1087 1090 1091 1092 1094 1095 1096 1097 1098 1099 1101 1102\n",
            " 1103 1106 1107 1108 1110 1112 1113 1114 1115 1116 1117 1118 1121 1122\n",
            " 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1134 1135 1136 1137\n",
            " 1139 1140 1141 1142 1144 1145 1146 1147 1148 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1161 1162 1163 1164 1165 1166 1167 1169] Validation: [   0    5    6    9   21   23   33   44   47   56   59   65   75   80\n",
            "   81   93   94   95  120  129  135  142  151  158  159  160  168  169\n",
            "  181  188  189  193  194  196  198  202  204  206  211  213  224  226\n",
            "  230  232  234  236  240  242  245  248  262  267  269  272  276  278\n",
            "  280  287  288  291  292  300  309  314  323  329  331  333  335  341\n",
            "  347  352  355  356  357  370  375  385  386  388  389  392  393  407\n",
            "  415  417  433  436  459  467  472  479  480  486  490  496  508  510\n",
            "  511  512  516  520  521  522  528  531  533  535  540  556  560  563\n",
            "  570  571  575  583  585  589  590  600  604  605  623  627  628  643\n",
            "  646  648  650  666  669  677  680  688  690  697  699  700  702  707\n",
            "  719  722  733  736  739  743  747  761  769  772  773  775  777  780\n",
            "  783  790  791  795  804  822  833  835  836  840  842  845  847  851\n",
            "  857  866  870  874  879  883  884  886  900  904  912  920  921  923\n",
            "  926  928  935  940  943  949  956  959  961  965  966  985  987  990\n",
            "  993  995  999 1004 1005 1008 1010 1013 1015 1022 1034 1037 1046 1057\n",
            " 1062 1064 1065 1075 1078 1079 1080 1088 1089 1093 1100 1104 1105 1109\n",
            " 1111 1119 1120 1133 1138 1143 1149 1159 1160 1168 1170]\n",
            "Train: [   0    1    3    5    6    7    8    9   10   12   13   15   16   17\n",
            "   18   19   20   21   23   25   26   27   28   30   32   33   35   36\n",
            "   38   39   40   41   42   44   45   46   47   48   49   50   52   53\n",
            "   54   56   57   58   59   61   62   63   64   65   66   67   69   70\n",
            "   71   72   73   74   75   76   77   78   79   80   81   82   83   84\n",
            "   85   86   87   88   89   93   94   95   98   99  100  101  102  103\n",
            "  106  107  108  111  113  114  115  116  117  118  119  120  121  124\n",
            "  126  127  128  129  131  132  133  135  136  137  138  139  140  141\n",
            "  142  144  145  146  149  150  151  154  155  156  157  158  159  160\n",
            "  161  162  163  164  165  166  168  169  170  171  172  173  174  175\n",
            "  176  177  179  180  181  182  183  184  185  186  187  188  189  190\n",
            "  191  192  193  194  195  196  197  198  200  202  203  204  205  206\n",
            "  207  209  210  211  212  213  214  216  217  218  219  220  221  222\n",
            "  223  224  226  227  228  229  230  231  232  233  234  235  236  238\n",
            "  239  240  242  243  244  245  246  247  248  250  251  253  257  259\n",
            "  260  261  262  263  264  266  267  269  270  271  272  274  275  276\n",
            "  277  278  279  280  281  282  283  284  286  287  288  290  291  292\n",
            "  293  295  296  299  300  301  302  305  307  308  309  310  311  314\n",
            "  315  316  317  318  321  322  323  324  325  326  327  328  329  331\n",
            "  332  333  334  335  338  339  340  341  342  343  345  346  347  348\n",
            "  350  352  353  354  355  356  357  358  360  361  362  363  364  367\n",
            "  370  371  372  374  375  376  377  378  379  380  383  384  385  386\n",
            "  388  389  390  392  393  394  395  396  397  398  399  400  401  402\n",
            "  403  404  405  406  407  408  409  410  411  412  413  414  415  416\n",
            "  417  418  419  420  421  422  423  424  425  426  427  428  430  431\n",
            "  432  433  434  435  436  437  439  440  441  442  443  444  445  446\n",
            "  450  452  453  454  457  458  459  460  461  462  463  464  466  467\n",
            "  469  471  472  474  476  477  478  479  480  481  482  483  484  486\n",
            "  488  490  491  492  494  495  496  497  498  499  500  503  504  505\n",
            "  506  507  508  510  511  512  513  514  515  516  518  519  520  521\n",
            "  522  524  526  527  528  530  531  533  534  535  536  537  539  540\n",
            "  541  542  543  544  545  547  548  549  551  552  553  554  555  556\n",
            "  557  559  560  562  563  564  565  566  567  568  569  570  571  572\n",
            "  573  575  576  578  579  581  582  583  585  587  588  589  590  591\n",
            "  592  594  595  596  597  598  599  600  602  603  604  605  607  610\n",
            "  611  612  614  615  616  617  618  619  620  621  622  623  624  625\n",
            "  626  627  628  631  632  633  634  635  636  637  638  639  640  642\n",
            "  643  644  645  646  647  648  649  650  652  653  654  655  656  657\n",
            "  660  661  663  665  666  668  669  670  671  672  674  675  676  677\n",
            "  678  679  680  682  683  685  688  690  693  695  697  698  699  700\n",
            "  701  702  703  704  706  707  708  710  711  712  713  715  716  717\n",
            "  718  719  720  721  722  723  724  726  727  728  729  733  735  736\n",
            "  738  739  740  743  744  746  747  748  749  750  751  752  753  754\n",
            "  757  758  759  761  762  763  764  765  766  767  768  769  771  772\n",
            "  773  774  775  776  777  778  779  780  781  782  783  784  786  787\n",
            "  789  790  791  793  795  796  797  798  799  800  802  804  805  808\n",
            "  809  810  811  812  813  814  815  816  817  818  819  820  821  822\n",
            "  823  824  825  826  827  828  829  832  833  834  835  836  837  840\n",
            "  842  843  844  845  846  847  848  849  850  851  852  853  854  855\n",
            "  856  857  858  859  860  861  864  866  870  871  872  873  874  876\n",
            "  877  879  882  883  884  885  886  888  889  890  891  892  893  894\n",
            "  895  897  898  899  900  901  902  903  904  906  908  910  911  912\n",
            "  913  914  917  919  920  921  922  923  924  925  926  927  928  930\n",
            "  931  934  935  936  937  938  939  940  941  942  943  944  947  948\n",
            "  949  950  952  953  954  955  956  957  958  959  961  963  964  965\n",
            "  966  968  969  971  972  973  974  976  977  978  979  982  983  984\n",
            "  985  986  987  988  989  990  991  992  993  994  995  996  997  998\n",
            "  999 1000 1001 1002 1003 1004 1005 1007 1008 1010 1011 1012 1013 1014\n",
            " 1015 1016 1018 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1031\n",
            " 1032 1034 1035 1036 1037 1038 1039 1041 1042 1043 1045 1046 1047 1048\n",
            " 1050 1051 1052 1053 1054 1056 1057 1058 1059 1060 1061 1062 1064 1065\n",
            " 1068 1071 1072 1074 1075 1076 1077 1078 1079 1080 1083 1084 1085 1086\n",
            " 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100\n",
            " 1101 1102 1104 1105 1108 1109 1110 1111 1112 1114 1115 1117 1118 1119\n",
            " 1120 1121 1122 1123 1124 1125 1128 1130 1131 1133 1135 1136 1137 1138\n",
            " 1140 1141 1142 1143 1144 1145 1147 1148 1149 1150 1151 1153 1154 1155\n",
            " 1157 1158 1159 1160 1161 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   2    4   11   14   22   24   29   31   34   37   43   51   55   60\n",
            "   68   90   91   92   96   97  104  105  109  110  112  122  123  125\n",
            "  130  134  143  147  148  152  153  167  178  199  201  208  215  225\n",
            "  237  241  249  252  254  255  256  258  265  268  273  285  289  294\n",
            "  297  298  303  304  306  312  313  319  320  330  336  337  344  349\n",
            "  351  359  365  366  368  369  373  381  382  387  391  429  438  447\n",
            "  448  449  451  455  456  465  468  470  473  475  485  487  489  493\n",
            "  501  502  509  517  523  525  529  532  538  546  550  558  561  574\n",
            "  577  580  584  586  593  601  606  608  609  613  629  630  641  651\n",
            "  658  659  662  664  667  673  681  684  686  687  689  691  692  694\n",
            "  696  705  709  714  725  730  731  732  734  737  741  742  745  755\n",
            "  756  760  770  785  788  792  794  801  803  806  807  830  831  838\n",
            "  839  841  862  863  865  867  868  869  875  878  880  881  887  896\n",
            "  905  907  909  915  916  918  929  932  933  945  946  951  960  962\n",
            "  967  970  975  980  981 1006 1009 1017 1019 1030 1033 1040 1044 1049\n",
            " 1055 1063 1066 1067 1069 1070 1073 1081 1082 1103 1106 1107 1113 1116\n",
            " 1126 1127 1129 1132 1134 1139 1146 1152 1156 1162]\n",
            "Train: [   0    1    2    4    5    6    7    9   11   13   14   15   17   18\n",
            "   20   21   22   23   24   25   26   27   29   31   32   33   34   35\n",
            "   36   37   38   39   40   41   42   43   44   46   47   48   49   50\n",
            "   51   52   54   55   56   58   59   60   61   62   63   65   66   68\n",
            "   72   75   77   79   80   81   83   84   85   86   87   90   91   92\n",
            "   93   94   95   96   97   99  100  102  103  104  105  106  107  108\n",
            "  109  110  112  113  115  117  119  120  121  122  123  124  125  126\n",
            "  127  128  129  130  131  132  133  134  135  136  137  138  139  141\n",
            "  142  143  144  145  146  147  148  149  151  152  153  157  158  159\n",
            "  160  161  163  164  165  167  168  169  171  172  173  174  175  176\n",
            "  178  179  181  182  183  185  186  187  188  189  190  192  193  194\n",
            "  195  196  198  199  200  201  202  203  204  206  207  208  209  210\n",
            "  211  212  213  214  215  217  223  224  225  226  227  228  230  232\n",
            "  233  234  235  236  237  238  239  240  241  242  243  244  245  247\n",
            "  248  249  250  251  252  253  254  255  256  257  258  259  260  262\n",
            "  265  267  268  269  270  271  272  273  276  277  278  280  281  282\n",
            "  284  285  286  287  288  289  290  291  292  293  294  295  296  297\n",
            "  298  299  300  301  302  303  304  305  306  309  310  312  313  314\n",
            "  315  316  317  318  319  320  323  324  325  326  327  328  329  330\n",
            "  331  333  335  336  337  340  341  343  344  346  347  349  351  352\n",
            "  353  354  355  356  357  358  359  360  361  362  363  364  365  366\n",
            "  367  368  369  370  371  373  375  376  380  381  382  383  384  385\n",
            "  386  387  388  389  390  391  392  393  394  395  396  398  403  406\n",
            "  407  410  411  413  414  415  417  420  421  422  423  424  425  426\n",
            "  427  428  429  430  431  432  433  435  436  437  438  439  440  442\n",
            "  446  447  448  449  450  451  452  453  455  456  457  458  459  460\n",
            "  461  463  465  466  467  468  469  470  472  473  474  475  477  478\n",
            "  479  480  483  484  485  486  487  488  489  490  491  492  493  494\n",
            "  496  497  498  500  501  502  503  504  507  508  509  510  511  512\n",
            "  513  516  517  519  520  521  522  523  524  525  526  528  529  530\n",
            "  531  532  533  534  535  537  538  539  540  541  542  544  545  546\n",
            "  547  548  549  550  551  554  555  556  557  558  559  560  561  562\n",
            "  563  564  567  570  571  572  573  574  575  576  577  578  579  580\n",
            "  581  582  583  584  585  586  588  589  590  592  593  595  596  597\n",
            "  599  600  601  602  603  604  605  606  607  608  609  610  611  612\n",
            "  613  614  615  618  619  620  622  623  626  627  628  629  630  631\n",
            "  637  638  639  640  641  642  643  644  646  647  648  649  650  651\n",
            "  652  653  656  657  658  659  662  663  664  666  667  668  669  670\n",
            "  671  673  674  675  676  677  680  681  682  684  685  686  687  688\n",
            "  689  690  691  692  693  694  696  697  698  699  700  702  703  704\n",
            "  705  707  708  709  710  712  713  714  715  716  717  718  719  720\n",
            "  722  724  725  726  727  728  729  730  731  732  733  734  735  736\n",
            "  737  738  739  740  741  742  743  745  747  748  749  751  752  753\n",
            "  754  755  756  758  760  761  762  763  765  767  768  769  770  772\n",
            "  773  774  775  777  778  780  781  782  783  785  786  788  789  790\n",
            "  791  792  793  794  795  796  797  798  801  803  804  805  806  807\n",
            "  809  814  815  816  818  819  820  821  822  823  824  825  827  828\n",
            "  830  831  832  833  835  836  837  838  839  840  841  842  843  845\n",
            "  846  847  848  851  853  854  855  857  858  859  861  862  863  864\n",
            "  865  866  867  868  869  870  871  872  873  874  875  877  878  879\n",
            "  880  881  882  883  884  885  886  887  889  890  891  892  893  894\n",
            "  896  897  900  902  903  904  905  906  907  909  911  912  913  914\n",
            "  915  916  917  918  919  920  921  922  923  924  925  926  928  929\n",
            "  930  931  932  933  934  935  936  939  940  941  943  945  946  947\n",
            "  948  949  950  951  952  955  956  957  959  960  961  962  964  965\n",
            "  966  967  968  969  970  971  973  974  975  977  978  979  980  981\n",
            "  982  983  985  986  987  988  989  990  992  993  994  995  996  997\n",
            "  998  999 1002 1003 1004 1005 1006 1007 1008 1009 1010 1012 1013 1014\n",
            " 1015 1016 1017 1018 1019 1020 1021 1022 1025 1026 1027 1030 1031 1033\n",
            " 1034 1035 1037 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049\n",
            " 1050 1051 1052 1053 1055 1057 1059 1060 1061 1062 1063 1064 1065 1066\n",
            " 1067 1068 1069 1070 1071 1073 1074 1075 1076 1077 1078 1079 1080 1081\n",
            " 1082 1083 1084 1085 1087 1088 1089 1091 1092 1093 1094 1095 1096 1097\n",
            " 1098 1100 1101 1103 1104 1105 1106 1107 1109 1110 1111 1113 1115 1116\n",
            " 1117 1119 1120 1121 1126 1127 1128 1129 1130 1131 1132 1133 1134 1136\n",
            " 1137 1138 1139 1140 1141 1142 1143 1144 1146 1147 1149 1151 1152 1154\n",
            " 1156 1157 1158 1159 1160 1161 1162 1164 1166 1167 1168 1169 1170] Validation: [   3    8   10   12   16   19   28   30   45   53   57   64   67   69\n",
            "   70   71   73   74   76   78   82   88   89   98  101  111  114  116\n",
            "  118  140  150  154  155  156  162  166  170  177  180  184  191  197\n",
            "  205  216  218  219  220  221  222  229  231  246  261  263  264  266\n",
            "  274  275  279  283  307  308  311  321  322  332  334  338  339  342\n",
            "  345  348  350  372  374  377  378  379  397  399  400  401  402  404\n",
            "  405  408  409  412  416  418  419  434  441  443  444  445  454  462\n",
            "  464  471  476  481  482  495  499  505  506  514  515  518  527  536\n",
            "  543  552  553  565  566  568  569  587  591  594  598  616  617  621\n",
            "  624  625  632  633  634  635  636  645  654  655  660  661  665  672\n",
            "  678  679  683  695  701  706  711  721  723  744  746  750  757  759\n",
            "  764  766  771  776  779  784  787  799  800  802  808  810  811  812\n",
            "  813  817  826  829  834  844  849  850  852  856  860  876  888  895\n",
            "  898  899  901  908  910  927  937  938  942  944  953  954  958  963\n",
            "  972  976  984  991 1000 1001 1011 1023 1024 1028 1029 1032 1036 1038\n",
            " 1054 1056 1058 1072 1086 1090 1099 1102 1108 1112 1114 1118 1122 1123\n",
            " 1124 1125 1135 1145 1148 1150 1153 1155 1163 1165]\n",
            "Train: [   0    1    2    3    4    5    6    8    9   10   11   12   13   14\n",
            "   16   17   18   19   21   22   23   24   25   26   27   28   29   30\n",
            "   31   33   34   35   37   39   40   41   42   43   44   45   46   47\n",
            "   51   53   54   55   56   57   58   59   60   61   62   64   65   66\n",
            "   67   68   69   70   71   72   73   74   75   76   77   78   80   81\n",
            "   82   86   88   89   90   91   92   93   94   95   96   97   98  101\n",
            "  102  103  104  105  109  110  111  112  114  115  116  118  120  121\n",
            "  122  123  124  125  127  129  130  131  132  134  135  136  140  141\n",
            "  142  143  144  147  148  150  151  152  153  154  155  156  158  159\n",
            "  160  161  162  163  164  166  167  168  169  170  171  172  176  177\n",
            "  178  180  181  182  183  184  186  188  189  191  192  193  194  196\n",
            "  197  198  199  201  202  203  204  205  206  208  211  213  214  215\n",
            "  216  218  219  220  221  222  223  224  225  226  228  229  230  231\n",
            "  232  233  234  235  236  237  238  239  240  241  242  243  244  245\n",
            "  246  248  249  252  254  255  256  257  258  259  260  261  262  263\n",
            "  264  265  266  267  268  269  272  273  274  275  276  277  278  279\n",
            "  280  283  284  285  286  287  288  289  291  292  294  296  297  298\n",
            "  300  301  303  304  305  306  307  308  309  311  312  313  314  316\n",
            "  317  319  320  321  322  323  324  326  329  330  331  332  333  334\n",
            "  335  336  337  338  339  341  342  343  344  345  347  348  349  350\n",
            "  351  352  353  355  356  357  358  359  360  361  364  365  366  367\n",
            "  368  369  370  372  373  374  375  376  377  378  379  380  381  382\n",
            "  383  384  385  386  387  388  389  390  391  392  393  394  395  397\n",
            "  398  399  400  401  402  404  405  406  407  408  409  410  412  413\n",
            "  415  416  417  418  419  420  424  425  426  428  429  430  432  433\n",
            "  434  436  438  441  443  444  445  446  447  448  449  450  451  452\n",
            "  453  454  455  456  457  458  459  461  462  463  464  465  467  468\n",
            "  470  471  472  473  475  476  478  479  480  481  482  483  485  486\n",
            "  487  489  490  493  494  495  496  499  500  501  502  503  505  506\n",
            "  508  509  510  511  512  513  514  515  516  517  518  519  520  521\n",
            "  522  523  525  526  527  528  529  530  531  532  533  535  536  538\n",
            "  539  540  541  542  543  544  546  547  548  550  551  552  553  556\n",
            "  557  558  559  560  561  562  563  565  566  568  569  570  571  572\n",
            "  574  575  576  577  580  581  583  584  585  586  587  589  590  591\n",
            "  592  593  594  595  598  600  601  602  603  604  605  606  607  608\n",
            "  609  613  614  616  617  618  621  623  624  625  626  627  628  629\n",
            "  630  632  633  634  635  636  640  641  643  645  646  648  649  650\n",
            "  651  652  653  654  655  658  659  660  661  662  663  664  665  666\n",
            "  667  669  670  672  673  676  677  678  679  680  681  683  684  686\n",
            "  687  688  689  690  691  692  693  694  695  696  697  698  699  700\n",
            "  701  702  705  706  707  709  711  712  714  716  717  719  721  722\n",
            "  723  724  725  727  728  730  731  732  733  734  735  736  737  738\n",
            "  739  741  742  743  744  745  746  747  748  750  751  752  753  754\n",
            "  755  756  757  758  759  760  761  764  765  766  769  770  771  772\n",
            "  773  775  776  777  778  779  780  782  783  784  785  786  787  788\n",
            "  789  790  791  792  793  794  795  796  799  800  801  802  803  804\n",
            "  805  806  807  808  810  811  812  813  816  817  821  822  823  826\n",
            "  828  829  830  831  832  833  834  835  836  838  839  840  841  842\n",
            "  844  845  846  847  848  849  850  851  852  854  855  856  857  858\n",
            "  859  860  861  862  863  864  865  866  867  868  869  870  872  873\n",
            "  874  875  876  878  879  880  881  882  883  884  885  886  887  888\n",
            "  890  892  895  896  898  899  900  901  902  904  905  907  908  909\n",
            "  910  912  915  916  918  919  920  921  923  926  927  928  929  930\n",
            "  931  932  933  934  935  936  937  938  939  940  941  942  943  944\n",
            "  945  946  948  949  950  951  952  953  954  956  957  958  959  960\n",
            "  961  962  963  964  965  966  967  968  970  971  972  974  975  976\n",
            "  977  978  979  980  981  982  983  984  985  987  988  990  991  993\n",
            "  994  995  996  997  998  999 1000 1001 1004 1005 1006 1007 1008 1009\n",
            " 1010 1011 1013 1015 1017 1019 1022 1023 1024 1026 1028 1029 1030 1032\n",
            " 1033 1034 1036 1037 1038 1039 1040 1041 1043 1044 1045 1046 1048 1049\n",
            " 1050 1051 1054 1055 1056 1057 1058 1060 1062 1063 1064 1065 1066 1067\n",
            " 1069 1070 1072 1073 1074 1075 1077 1078 1079 1080 1081 1082 1083 1085\n",
            " 1086 1087 1088 1089 1090 1092 1093 1095 1096 1097 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1107 1108 1109 1111 1112 1113 1114 1115 1116 1118\n",
            " 1119 1120 1121 1122 1123 1124 1125 1126 1127 1129 1130 1131 1132 1133\n",
            " 1134 1135 1138 1139 1141 1143 1145 1146 1148 1149 1150 1151 1152 1153\n",
            " 1154 1155 1156 1159 1160 1161 1162 1163 1165 1166 1167 1168 1170] Validation: [   7   15   20   32   36   38   48   49   50   52   63   79   83   84\n",
            "   85   87   99  100  106  107  108  113  117  119  126  128  133  137\n",
            "  138  139  145  146  149  157  165  173  174  175  179  185  187  190\n",
            "  195  200  207  209  210  212  217  227  247  250  251  253  270  271\n",
            "  281  282  290  293  295  299  302  310  315  318  325  327  328  340\n",
            "  346  354  362  363  371  396  403  411  414  421  422  423  427  431\n",
            "  435  437  439  440  442  460  466  469  474  477  484  488  491  492\n",
            "  497  498  504  507  524  534  537  545  549  554  555  564  567  573\n",
            "  578  579  582  588  596  597  599  610  611  612  615  619  620  622\n",
            "  631  637  638  639  642  644  647  656  657  668  671  674  675  682\n",
            "  685  703  704  708  710  713  715  718  720  726  729  740  749  762\n",
            "  763  767  768  774  781  797  798  809  814  815  818  819  820  824\n",
            "  825  827  837  843  853  871  877  889  891  893  894  897  903  906\n",
            "  911  913  914  917  922  924  925  947  955  969  973  986  989  992\n",
            " 1002 1003 1012 1014 1016 1018 1020 1021 1025 1027 1031 1035 1042 1047\n",
            " 1052 1053 1059 1061 1068 1071 1076 1084 1091 1094 1098 1110 1117 1128\n",
            " 1136 1137 1140 1142 1144 1147 1157 1158 1164 1169]\n",
            "Train: [   0    2    3    4    5    6    7    8    9   10   11   12   14   15\n",
            "   16   19   20   21   22   23   24   28   29   30   31   32   33   34\n",
            "   36   37   38   43   44   45   47   48   49   50   51   52   53   55\n",
            "   56   57   59   60   63   64   65   67   68   69   70   71   73   74\n",
            "   75   76   78   79   80   81   82   83   84   85   87   88   89   90\n",
            "   91   92   93   94   95   96   97   98   99  100  101  104  105  106\n",
            "  107  108  109  110  111  112  113  114  116  117  118  119  120  122\n",
            "  123  125  126  128  129  130  133  134  135  137  138  139  140  142\n",
            "  143  145  146  147  148  149  150  151  152  153  154  155  156  157\n",
            "  158  159  160  162  165  166  167  168  169  170  173  174  175  177\n",
            "  178  179  180  181  184  185  187  188  189  190  191  193  194  195\n",
            "  196  197  198  199  200  201  202  204  205  206  207  208  209  210\n",
            "  211  212  213  215  216  217  218  219  220  221  222  224  225  226\n",
            "  227  229  230  231  232  234  236  237  240  241  242  245  246  247\n",
            "  248  249  250  251  252  253  254  255  256  258  261  262  263  264\n",
            "  265  266  267  268  269  270  271  272  273  274  275  276  278  279\n",
            "  280  281  282  283  285  287  288  289  290  291  292  293  294  295\n",
            "  297  298  299  300  302  303  304  306  307  308  309  310  311  312\n",
            "  313  314  315  318  319  320  321  322  323  325  327  328  329  330\n",
            "  331  332  333  334  335  336  337  338  339  340  341  342  344  345\n",
            "  346  347  348  349  350  351  352  354  355  356  357  359  362  363\n",
            "  365  366  368  369  370  371  372  373  374  375  377  378  379  381\n",
            "  382  385  386  387  388  389  391  392  393  396  397  399  400  401\n",
            "  402  403  404  405  407  408  409  411  412  414  415  416  417  418\n",
            "  419  421  422  423  427  429  431  433  434  435  436  437  438  439\n",
            "  440  441  442  443  444  445  447  448  449  451  454  455  456  459\n",
            "  460  462  464  465  466  467  468  469  470  471  472  473  474  475\n",
            "  476  477  479  480  481  482  484  485  486  487  488  489  490  491\n",
            "  492  493  495  496  497  498  499  501  502  504  505  506  507  508\n",
            "  509  510  511  512  514  515  516  517  518  520  521  522  523  524\n",
            "  525  527  528  529  531  532  533  534  535  536  537  538  540  543\n",
            "  545  546  549  550  552  553  554  555  556  558  560  561  563  564\n",
            "  565  566  567  568  569  570  571  573  574  575  577  578  579  580\n",
            "  582  583  584  585  586  587  588  589  590  591  593  594  596  597\n",
            "  598  599  600  601  604  605  606  608  609  610  611  612  613  615\n",
            "  616  617  619  620  621  622  623  624  625  627  628  629  630  631\n",
            "  632  633  634  635  636  637  638  639  641  642  643  644  645  646\n",
            "  647  648  650  651  654  655  656  657  658  659  660  661  662  664\n",
            "  665  666  667  668  669  671  672  673  674  675  677  678  679  680\n",
            "  681  682  683  684  685  686  687  688  689  690  691  692  694  695\n",
            "  696  697  699  700  701  702  703  704  705  706  707  708  709  710\n",
            "  711  713  714  715  718  719  720  721  722  723  725  726  729  730\n",
            "  731  732  733  734  736  737  739  740  741  742  743  744  745  746\n",
            "  747  749  750  755  756  757  759  760  761  762  763  764  766  767\n",
            "  768  769  770  771  772  773  774  775  776  777  779  780  781  783\n",
            "  784  785  787  788  790  791  792  794  795  797  798  799  800  801\n",
            "  802  803  804  806  807  808  809  810  811  812  813  814  815  817\n",
            "  818  819  820  822  824  825  826  827  829  830  831  833  834  835\n",
            "  836  837  838  839  840  841  842  843  844  845  847  849  850  851\n",
            "  852  853  856  857  860  862  863  865  866  867  868  869  870  871\n",
            "  874  875  876  877  878  879  880  881  883  884  886  887  888  889\n",
            "  891  893  894  895  896  897  898  899  900  901  903  904  905  906\n",
            "  907  908  909  910  911  912  913  914  915  916  917  918  920  921\n",
            "  922  923  924  925  926  927  928  929  932  933  935  937  938  940\n",
            "  942  943  944  945  946  947  949  951  953  954  955  956  958  959\n",
            "  960  961  962  963  965  966  967  969  970  972  973  975  976  980\n",
            "  981  984  985  986  987  989  990  991  992  993  995  999 1000 1001\n",
            " 1002 1003 1004 1005 1006 1008 1009 1010 1011 1012 1013 1014 1015 1016\n",
            " 1017 1018 1019 1020 1021 1022 1023 1024 1025 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1037 1038 1040 1042 1044 1046 1047 1049 1052\n",
            " 1053 1054 1055 1056 1057 1058 1059 1061 1062 1063 1064 1065 1066 1067\n",
            " 1068 1069 1070 1071 1072 1073 1075 1076 1078 1079 1080 1081 1082 1084\n",
            " 1086 1088 1089 1090 1091 1093 1094 1098 1099 1100 1102 1103 1104 1105\n",
            " 1106 1107 1108 1109 1110 1111 1112 1113 1114 1116 1117 1118 1119 1120\n",
            " 1122 1123 1124 1125 1126 1127 1128 1129 1132 1133 1134 1135 1136 1137\n",
            " 1138 1139 1140 1142 1143 1144 1145 1146 1147 1148 1149 1150 1152 1153\n",
            " 1155 1156 1157 1158 1159 1160 1162 1163 1164 1165 1168 1169 1170] Validation: [   1   13   17   18   25   26   27   35   39   40   41   42   46   54\n",
            "   58   61   62   66   72   77   86  102  103  115  121  124  127  131\n",
            "  132  136  141  144  161  163  164  171  172  176  182  183  186  192\n",
            "  203  214  223  228  233  235  238  239  243  244  257  259  260  277\n",
            "  284  286  296  301  305  316  317  324  326  343  353  358  360  361\n",
            "  364  367  376  380  383  384  390  394  395  398  406  410  413  420\n",
            "  424  425  426  428  430  432  446  450  452  453  457  458  461  463\n",
            "  478  483  494  500  503  513  519  526  530  539  541  542  544  547\n",
            "  548  551  557  559  562  572  576  581  592  595  602  603  607  614\n",
            "  618  626  640  649  652  653  663  670  676  693  698  712  716  717\n",
            "  724  727  728  735  738  748  751  752  753  754  758  765  778  782\n",
            "  786  789  793  796  805  816  821  823  828  832  846  848  854  855\n",
            "  858  859  861  864  872  873  882  885  890  892  902  919  930  931\n",
            "  934  936  939  941  948  950  952  957  964  968  971  974  977  978\n",
            "  979  982  983  988  994  996  997  998 1007 1026 1039 1041 1043 1045\n",
            " 1048 1050 1051 1060 1074 1077 1083 1085 1087 1092 1095 1096 1097 1101\n",
            " 1115 1121 1130 1131 1141 1151 1154 1161 1166 1167]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   14\n",
            "   15   16   17   19   20   21   22   23   24   26   27   28   29   30\n",
            "   32   33   34   35   36   37   39   40   41   43   44   45   47   48\n",
            "   49   50   52   53   54   55   56   57   59   60   61   62   63   65\n",
            "   67   68   69   70   71   72   73   74   75   76   77   78   79   80\n",
            "   81   82   83   84   85   86   87   88   89   91   92   96   97   98\n",
            "   99  104  105  106  107  108  109  110  112  113  114  115  116  117\n",
            "  119  120  121  122  123  124  126  127  130  132  134  135  136  137\n",
            "  139  140  141  142  143  146  147  149  150  152  153  155  156  157\n",
            "  159  162  164  165  166  167  168  169  170  171  172  173  174  176\n",
            "  177  178  179  180  181  182  183  184  185  186  187  188  189  190\n",
            "  191  193  194  195  196  197  198  199  200  201  204  205  206  207\n",
            "  208  209  210  213  214  216  217  218  221  222  225  226  227  228\n",
            "  229  230  232  233  234  235  236  237  238  240  241  242  243  244\n",
            "  247  248  249  250  251  252  253  254  255  258  259  260  261  263\n",
            "  265  266  267  268  269  271  272  274  275  279  280  281  282  283\n",
            "  284  286  287  288  290  292  293  296  298  300  301  303  304  305\n",
            "  306  307  308  309  310  311  313  314  315  316  317  318  319  321\n",
            "  322  323  324  325  326  327  328  329  331  332  333  334  335  337\n",
            "  338  339  340  341  342  343  344  345  346  349  350  351  352  353\n",
            "  354  355  356  357  359  360  361  362  365  366  367  369  370  371\n",
            "  372  373  374  375  376  377  378  379  381  383  384  386  388  389\n",
            "  390  391  394  395  396  397  398  399  400  401  402  403  404  406\n",
            "  407  408  409  410  411  412  413  414  415  416  417  418  420  421\n",
            "  422  423  425  426  428  430  431  432  433  434  435  436  437  438\n",
            "  439  440  441  442  445  446  447  448  449  451  452  453  454  456\n",
            "  457  459  460  461  462  464  465  466  467  468  473  474  475  476\n",
            "  479  480  481  482  483  484  486  487  488  492  494  495  496  498\n",
            "  499  500  501  502  503  505  506  507  508  509  510  511  512  514\n",
            "  515  516  518  519  520  521  523  524  526  527  528  529  530  532\n",
            "  533  534  535  536  537  538  539  541  542  543  544  545  546  547\n",
            "  548  550  551  552  553  554  556  557  558  560  561  562  563  565\n",
            "  567  568  569  570  572  573  574  575  576  577  578  579  580  581\n",
            "  582  584  585  586  588  589  590  591  593  594  595  596  597  598\n",
            "  599  602  603  604  605  606  607  610  611  612  613  614  615  617\n",
            "  618  619  620  621  622  623  624  625  626  627  629  630  631  633\n",
            "  634  635  636  637  638  639  640  641  642  643  646  647  648  649\n",
            "  650  651  652  653  654  655  656  657  658  659  660  661  664  665\n",
            "  668  669  670  671  673  674  675  676  677  678  679  680  681  682\n",
            "  684  686  687  688  689  690  691  692  693  694  695  697  698  700\n",
            "  701  702  703  704  705  706  707  708  709  710  712  713  715  716\n",
            "  718  719  720  721  722  723  724  725  726  728  729  731  732  733\n",
            "  734  735  736  738  739  740  741  742  743  744  745  746  747  748\n",
            "  749  753  754  755  756  759  760  761  762  764  765  766  767  768\n",
            "  769  770  771  772  774  775  777  778  779  780  781  782  783  784\n",
            "  785  786  787  788  789  790  791  793  796  797  798  800  802  803\n",
            "  804  805  806  807  808  809  810  811  812  813  814  815  817  818\n",
            "  819  820  821  822  823  824  825  828  829  830  831  832  833  834\n",
            "  836  837  838  839  840  841  842  843  844  845  846  848  849  850\n",
            "  851  852  853  855  856  857  858  859  861  862  864  866  867  868\n",
            "  869  870  872  873  875  876  877  879  880  882  883  884  885  886\n",
            "  887  891  892  894  896  897  898  899  900  901  902  903  904  905\n",
            "  907  908  909  910  911  913  914  916  917  918  919  920  921  923\n",
            "  924  925  926  928  929  931  932  933  934  935  936  937  938  939\n",
            "  940  941  942  943  944  945  947  948  949  951  952  953  954  955\n",
            "  956  957  958  959  960  961  962  963  965  966  968  969  970  971\n",
            "  973  975  976  977  978  979  980  981  982  983  984  986  987  988\n",
            "  989  990  991  992  993  995  997  998  999 1000 1001 1002 1003 1004\n",
            " 1005 1006 1007 1008 1009 1010 1011 1013 1015 1016 1019 1020 1022 1023\n",
            " 1024 1025 1026 1027 1029 1032 1033 1034 1035 1036 1037 1038 1039 1040\n",
            " 1041 1042 1045 1046 1048 1050 1052 1054 1055 1056 1057 1058 1059 1060\n",
            " 1061 1063 1064 1065 1067 1068 1069 1070 1071 1072 1074 1075 1077 1078\n",
            " 1079 1080 1081 1082 1083 1084 1085 1086 1088 1091 1093 1094 1096 1097\n",
            " 1098 1099 1100 1101 1102 1105 1106 1107 1108 1109 1111 1112 1113 1114\n",
            " 1116 1118 1119 1120 1121 1123 1124 1125 1126 1127 1128 1129 1130 1131\n",
            " 1132 1134 1136 1139 1140 1142 1144 1145 1146 1147 1149 1151 1152 1154\n",
            " 1155 1156 1158 1161 1162 1163 1164 1165 1166 1168 1169 1170] Validation: [  13   18   25   31   38   42   46   51   58   64   66   90   93   94\n",
            "   95  100  101  102  103  111  118  125  128  129  131  133  138  144\n",
            "  145  148  151  154  158  160  161  163  175  192  202  203  211  212\n",
            "  215  219  220  223  224  231  239  245  246  256  257  262  264  270\n",
            "  273  276  277  278  285  289  291  294  295  297  299  302  312  320\n",
            "  330  336  347  348  358  363  364  368  380  382  385  387  392  393\n",
            "  405  419  424  427  429  443  444  450  455  458  463  469  470  471\n",
            "  472  477  478  485  489  490  491  493  497  504  513  517  522  525\n",
            "  531  540  549  555  559  564  566  571  583  587  592  600  601  608\n",
            "  609  616  628  632  644  645  662  663  666  667  672  683  685  696\n",
            "  699  711  714  717  727  730  737  750  751  752  757  758  763  773\n",
            "  776  792  794  795  799  801  816  826  827  835  847  854  860  863\n",
            "  865  871  874  878  881  888  889  890  893  895  906  912  915  922\n",
            "  927  930  946  950  964  967  972  974  985  994  996 1012 1014 1017\n",
            " 1018 1021 1028 1030 1031 1043 1044 1047 1049 1051 1053 1062 1066 1073\n",
            " 1076 1087 1089 1090 1092 1095 1103 1104 1110 1115 1117 1122 1133 1135\n",
            " 1137 1138 1141 1143 1148 1150 1153 1157 1159 1160 1167]\n",
            "Train: [   0    1    3    4    5    6    7    8    9   10   12   13   16   18\n",
            "   19   20   21   22   23   24   25   27   28   29   30   31   33   34\n",
            "   35   36   37   38   39   42   43   44   46   47   49   51   52   53\n",
            "   54   55   57   58   60   61   62   64   66   67   68   69   70   71\n",
            "   73   74   75   78   80   84   86   87   88   89   90   93   94   95\n",
            "   96   97   98   99  100  101  102  103  104  105  108  111  113  115\n",
            "  116  117  118  120  121  123  124  125  127  128  129  130  131  132\n",
            "  133  134  135  136  137  138  139  140  142  143  144  145  146  147\n",
            "  148  149  150  151  154  155  156  157  158  159  160  161  162  163\n",
            "  164  166  167  169  173  175  176  177  178  181  182  183  184  185\n",
            "  188  189  190  191  192  193  194  195  197  198  199  200  202  203\n",
            "  204  207  208  209  210  211  212  213  214  215  216  217  218  219\n",
            "  220  221  222  223  224  225  227  229  230  231  232  235  236  237\n",
            "  239  241  242  243  244  245  246  247  250  251  252  253  254  255\n",
            "  256  257  258  259  260  262  263  264  265  266  267  269  270  271\n",
            "  272  273  275  276  277  278  279  283  285  287  288  289  290  291\n",
            "  294  295  296  297  298  299  300  301  302  303  304  305  306  307\n",
            "  308  309  311  312  313  314  315  316  318  319  320  322  323  324\n",
            "  325  327  328  329  330  331  332  333  334  335  336  338  340  341\n",
            "  342  343  344  345  346  347  348  350  351  353  354  355  356  357\n",
            "  358  359  360  361  362  363  364  365  366  367  368  369  371  372\n",
            "  373  374  375  376  377  378  379  380  382  383  385  386  387  388\n",
            "  389  390  391  392  393  394  395  396  398  400  401  402  403  405\n",
            "  406  407  408  410  411  413  414  415  417  418  419  420  421  422\n",
            "  424  426  427  429  431  432  433  434  435  436  438  439  440  441\n",
            "  442  443  444  445  446  447  449  450  451  452  454  455  456  458\n",
            "  459  460  461  463  464  466  467  468  469  470  471  472  473  475\n",
            "  476  477  478  479  480  481  482  483  484  485  486  487  488  489\n",
            "  490  491  493  496  497  498  499  501  503  504  505  506  507  508\n",
            "  510  511  512  513  515  516  517  518  520  521  522  523  524  525\n",
            "  526  527  528  529  530  531  532  533  534  535  536  538  540  541\n",
            "  542  543  544  547  548  549  550  551  552  553  554  555  556  558\n",
            "  559  561  562  563  564  565  566  568  571  572  573  574  576  577\n",
            "  578  579  580  581  583  584  585  586  587  589  591  592  593  594\n",
            "  595  596  597  598  599  600  601  603  605  606  607  608  609  611\n",
            "  612  614  615  616  617  618  619  620  621  622  623  625  626  627\n",
            "  628  629  631  632  633  634  635  636  637  640  641  642  643  644\n",
            "  645  646  648  649  650  652  654  655  656  658  659  660  661  662\n",
            "  663  665  666  667  668  669  670  672  673  674  675  676  677  681\n",
            "  683  685  686  688  689  691  693  696  697  698  699  700  701  702\n",
            "  703  705  706  707  708  709  710  711  712  713  714  716  717  718\n",
            "  719  720  722  723  724  727  728  729  730  731  732  733  734  735\n",
            "  736  737  738  739  740  741  742  744  745  747  749  750  751  752\n",
            "  753  754  755  756  757  758  759  761  762  763  765  766  768  770\n",
            "  771  772  773  774  775  776  777  781  782  783  784  785  786  787\n",
            "  790  792  794  795  796  797  798  799  800  801  802  803  807  809\n",
            "  810  811  812  813  814  815  816  817  818  819  820  821  824  825\n",
            "  826  827  828  830  832  833  834  835  836  837  838  839  841  842\n",
            "  844  846  847  848  851  852  853  854  856  857  858  859  860  861\n",
            "  862  863  865  866  867  869  870  871  872  873  874  875  876  878\n",
            "  879  880  881  882  883  884  885  888  889  890  891  892  893  894\n",
            "  895  896  897  901  903  904  906  907  908  910  911  912  915  916\n",
            "  917  919  920  922  923  925  926  927  928  929  930  931  932  934\n",
            "  935  937  938  939  940  942  944  945  946  947  948  949  950  952\n",
            "  953  956  958  960  961  962  963  964  966  967  969  971  972  973\n",
            "  974  976  977  978  980  983  984  985  986  987  988  989  990  991\n",
            "  992  993  994  996  997  999 1001 1002 1003 1004 1005 1006 1007 1008\n",
            " 1009 1010 1011 1012 1013 1014 1016 1017 1018 1019 1020 1021 1022 1023\n",
            " 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1038 1039\n",
            " 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1051 1052 1053 1055\n",
            " 1056 1057 1058 1060 1061 1062 1064 1066 1067 1069 1070 1072 1073 1075\n",
            " 1076 1077 1078 1079 1080 1081 1082 1083 1085 1086 1087 1088 1089 1090\n",
            " 1091 1092 1093 1094 1095 1096 1097 1098 1099 1102 1103 1104 1105 1106\n",
            " 1107 1108 1109 1110 1111 1113 1115 1116 1117 1118 1119 1120 1122 1124\n",
            " 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138\n",
            " 1139 1140 1141 1142 1143 1144 1145 1147 1148 1150 1151 1153 1155 1156\n",
            " 1157 1158 1159 1160 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   2   11   14   15   17   26   32   40   41   45   48   50   56   59\n",
            "   63   65   72   76   77   79   81   82   83   85   91   92  106  107\n",
            "  109  110  112  114  119  122  126  141  152  153  165  168  170  171\n",
            "  172  174  179  180  186  187  196  201  205  206  226  228  233  234\n",
            "  238  240  248  249  261  268  274  280  281  282  284  286  292  293\n",
            "  310  317  321  326  337  339  349  352  370  381  384  397  399  404\n",
            "  409  412  416  423  425  428  430  437  448  453  457  462  465  474\n",
            "  492  494  495  500  502  509  514  519  537  539  545  546  557  560\n",
            "  567  569  570  575  582  588  590  602  604  610  613  624  630  638\n",
            "  639  647  651  653  657  664  671  678  679  680  682  684  687  690\n",
            "  692  694  695  704  715  721  725  726  743  746  748  760  764  767\n",
            "  769  778  779  780  788  789  791  793  804  805  806  808  822  823\n",
            "  829  831  840  843  845  849  850  855  864  868  877  886  887  898\n",
            "  899  900  902  905  909  913  914  918  921  924  933  936  941  943\n",
            "  951  954  955  957  959  965  968  970  975  979  981  982  995  998\n",
            " 1000 1015 1036 1037 1050 1054 1059 1063 1065 1068 1071 1074 1084 1100\n",
            " 1101 1112 1114 1121 1123 1146 1149 1152 1154 1161]\n",
            "Train: [   2    3    5    7    9   10   11   12   13   14   15   17   18   19\n",
            "   21   22   23   25   26   27   31   32   33   34   36   37   38   39\n",
            "   40   41   42   43   44   45   46   48   50   51   52   53   54   55\n",
            "   56   58   59   63   64   65   66   69   71   72   73   74   76   77\n",
            "   79   80   81   82   83   84   85   86   87   88   90   91   92   93\n",
            "   94   95   96   97   98   99  100  101  102  103  104  105  106  107\n",
            "  108  109  110  111  112  113  114  118  119  120  122  124  125  126\n",
            "  128  129  131  132  133  134  135  136  137  138  141  142  144  145\n",
            "  146  147  148  151  152  153  154  157  158  159  160  161  162  163\n",
            "  164  165  166  167  168  170  171  172  173  174  175  176  177  179\n",
            "  180  181  182  185  186  187  188  189  190  191  192  193  194  195\n",
            "  196  197  201  202  203  205  206  208  209  211  212  215  216  217\n",
            "  219  220  222  223  224  225  226  227  228  230  231  232  233  234\n",
            "  235  236  237  238  239  240  241  243  245  246  248  249  250  251\n",
            "  252  253  254  256  257  258  259  260  261  262  264  265  266  267\n",
            "  268  269  270  273  274  275  276  277  278  279  280  281  282  283\n",
            "  284  285  286  287  288  289  291  292  293  294  295  296  297  299\n",
            "  300  301  302  304  306  307  310  311  312  313  315  317  318  319\n",
            "  320  321  322  323  325  326  327  328  330  331  332  333  334  335\n",
            "  336  337  339  340  341  342  343  345  346  347  348  349  350  352\n",
            "  353  354  357  358  359  360  361  362  363  364  365  366  368  370\n",
            "  371  372  373  374  375  376  377  378  379  380  381  382  383  384\n",
            "  385  386  387  388  389  390  392  393  394  395  396  397  398  399\n",
            "  402  403  404  405  406  409  411  412  413  414  416  418  419  420\n",
            "  422  423  424  425  426  427  428  429  430  431  434  435  436  437\n",
            "  440  441  442  443  444  445  446  447  448  449  450  451  452  453\n",
            "  454  455  456  457  458  460  462  463  464  465  466  469  470  471\n",
            "  472  473  474  476  477  478  481  482  483  485  486  488  489  490\n",
            "  491  492  493  494  495  496  497  498  499  500  501  502  503  504\n",
            "  507  508  509  510  511  513  514  516  517  518  519  521  522  524\n",
            "  525  526  527  529  531  532  533  536  537  538  539  540  541  543\n",
            "  545  546  549  550  551  553  555  557  559  560  562  563  564  565\n",
            "  566  567  568  569  570  571  572  573  575  576  578  580  581  582\n",
            "  583  584  585  586  587  588  589  590  591  592  595  596  597  598\n",
            "  600  601  602  603  604  605  607  608  609  610  613  614  615  616\n",
            "  617  618  620  621  622  623  624  625  626  628  629  630  631  632\n",
            "  633  634  636  638  639  641  642  644  645  647  648  649  650  651\n",
            "  652  653  654  655  656  657  658  659  661  662  663  664  665  666\n",
            "  667  668  669  670  671  672  673  674  675  676  677  678  679  680\n",
            "  682  683  684  685  687  688  690  691  692  694  695  696  698  699\n",
            "  700  701  703  704  706  707  708  709  710  711  712  714  715  717\n",
            "  718  720  721  725  726  727  728  730  731  733  734  736  737  740\n",
            "  741  742  743  744  746  747  748  750  751  752  753  754  755  756\n",
            "  757  758  759  760  761  762  763  764  765  766  767  768  769  771\n",
            "  772  773  774  775  776  777  778  779  780  782  785  788  789  790\n",
            "  791  792  793  794  795  796  799  800  801  803  804  805  806  808\n",
            "  811  812  814  816  817  818  819  821  822  823  824  825  826  827\n",
            "  828  829  831  832  833  834  835  837  838  840  842  843  845  846\n",
            "  847  848  849  850  851  852  854  855  856  857  858  859  860  861\n",
            "  862  863  864  865  866  867  868  871  872  874  875  876  877  878\n",
            "  879  880  881  883  884  885  886  887  888  889  890  891  892  893\n",
            "  895  897  898  899  900  901  902  903  904  905  906  908  909  910\n",
            "  912  913  914  915  917  918  919  920  921  922  924  925  927  928\n",
            "  929  930  931  933  934  935  936  937  938  939  940  941  943  944\n",
            "  946  947  949  950  951  952  953  954  955  956  957  958  959  961\n",
            "  963  964  965  966  967  968  969  970  972  974  975  976  977  978\n",
            "  979  981  982  983  985  988  989  990  992  993  994  995  996  997\n",
            "  998  999 1000 1001 1002 1003 1004 1007 1009 1011 1012 1014 1015 1016\n",
            " 1017 1018 1019 1021 1022 1025 1026 1028 1029 1030 1031 1033 1034 1035\n",
            " 1036 1037 1038 1039 1041 1042 1043 1044 1045 1047 1048 1049 1050 1051\n",
            " 1053 1054 1055 1056 1057 1058 1059 1060 1062 1063 1065 1066 1068 1069\n",
            " 1070 1071 1072 1073 1074 1076 1077 1078 1079 1081 1082 1083 1084 1086\n",
            " 1087 1088 1089 1090 1092 1095 1096 1097 1099 1100 1101 1103 1104 1105\n",
            " 1108 1110 1111 1112 1113 1114 1115 1116 1117 1118 1120 1121 1122 1123\n",
            " 1124 1125 1126 1127 1129 1130 1131 1133 1134 1135 1136 1137 1138 1139\n",
            " 1140 1141 1143 1144 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1156 1157 1159 1160 1161 1162 1163 1164 1165 1167 1168 1169 1170] Validation: [   0    1    4    6    8   16   20   24   28   29   30   35   47   49\n",
            "   57   60   61   62   67   68   70   75   78   89  115  116  117  121\n",
            "  123  127  130  139  140  143  149  150  155  156  169  178  183  184\n",
            "  198  199  200  204  207  210  213  214  218  221  229  242  244  247\n",
            "  255  263  271  272  290  298  303  305  308  309  314  316  324  329\n",
            "  338  344  351  355  356  367  369  391  400  401  407  408  410  415\n",
            "  417  421  432  433  438  439  459  461  467  468  475  479  480  484\n",
            "  487  505  506  512  515  520  523  528  530  534  535  542  544  547\n",
            "  548  552  554  556  558  561  574  577  579  593  594  599  606  611\n",
            "  612  619  627  635  637  640  643  646  660  681  686  689  693  697\n",
            "  702  705  713  716  719  722  723  724  729  732  735  738  739  745\n",
            "  749  770  781  783  784  786  787  797  798  802  807  809  810  813\n",
            "  815  820  830  836  839  841  844  853  869  870  873  882  894  896\n",
            "  907  911  916  923  926  932  942  945  948  960  962  971  973  980\n",
            "  984  986  987  991 1005 1006 1008 1010 1013 1020 1023 1024 1027 1032\n",
            " 1040 1046 1052 1061 1064 1067 1075 1080 1085 1091 1093 1094 1098 1102\n",
            " 1106 1107 1109 1119 1128 1132 1142 1145 1158 1166]\n",
            "Train: [   0    1    2    3    4    6    8   11   13   14   15   16   17   18\n",
            "   19   20   21   23   24   25   26   28   29   30   31   32   34   35\n",
            "   36   37   38   39   40   41   42   43   45   46   47   48   49   50\n",
            "   51   54   55   56   57   58   59   60   61   62   63   64   65   66\n",
            "   67   68   69   70   72   73   74   75   76   77   78   79   80   81\n",
            "   82   83   84   85   86   89   90   91   92   93   94   95   97   98\n",
            "  100  101  102  103  104  105  106  107  108  109  110  111  112  114\n",
            "  115  116  117  118  119  120  121  122  123  124  125  126  127  128\n",
            "  129  130  131  133  135  138  139  140  141  142  143  144  145  146\n",
            "  147  148  149  150  151  152  153  154  155  156  157  158  159  160\n",
            "  161  162  163  165  167  168  169  170  171  172  174  175  176  178\n",
            "  179  180  183  184  186  187  188  189  192  193  195  196  198  199\n",
            "  200  201  202  203  204  205  206  207  208  209  210  211  212  213\n",
            "  214  215  217  218  219  220  221  222  223  224  225  226  228  229\n",
            "  230  231  233  234  236  238  239  240  242  243  244  245  246  247\n",
            "  248  249  252  254  255  256  257  258  259  261  262  263  264  265\n",
            "  268  269  270  271  272  273  274  275  276  277  278  279  280  281\n",
            "  282  283  284  285  286  287  288  289  290  291  292  293  294  295\n",
            "  297  298  299  301  302  303  304  305  306  308  309  310  311  312\n",
            "  314  315  316  317  318  320  321  323  324  325  326  328  329  330\n",
            "  331  336  337  338  339  342  343  344  347  348  349  350  351  352\n",
            "  353  355  356  358  359  361  363  364  365  367  368  369  370  371\n",
            "  372  374  379  380  381  382  383  384  385  386  387  389  390  391\n",
            "  392  393  394  396  397  398  399  400  401  403  404  405  406  407\n",
            "  408  409  410  412  415  416  417  418  419  421  423  424  425  427\n",
            "  428  429  430  431  432  433  434  436  437  438  439  440  441  443\n",
            "  444  445  448  449  450  452  453  454  455  457  458  459  460  461\n",
            "  462  463  464  465  467  468  469  470  471  472  473  474  475  476\n",
            "  477  478  479  480  481  484  485  487  489  490  491  492  493  494\n",
            "  495  497  500  502  503  504  505  506  508  509  510  511  512  513\n",
            "  514  515  517  518  519  520  521  522  523  525  528  529  530  531\n",
            "  534  535  536  537  539  540  542  543  544  545  546  547  548  549\n",
            "  552  553  554  555  556  557  558  559  560  561  564  566  567  568\n",
            "  569  570  571  572  573  574  575  576  577  579  580  582  583  586\n",
            "  587  588  589  590  591  592  593  594  598  599  600  601  602  603\n",
            "  604  606  608  609  610  611  612  613  614  615  616  619  620  621\n",
            "  624  625  626  627  628  630  632  635  636  637  638  639  640  642\n",
            "  643  644  645  646  647  648  650  651  652  653  654  655  656  657\n",
            "  658  660  661  662  663  664  665  666  667  668  671  672  673  674\n",
            "  675  676  678  679  680  681  682  683  684  685  686  687  689  690\n",
            "  691  692  693  694  695  696  697  699  702  703  704  705  707  711\n",
            "  713  714  715  716  717  719  721  722  723  724  725  726  727  729\n",
            "  730  732  733  735  736  737  738  739  740  741  743  744  745  746\n",
            "  748  749  750  751  752  754  756  757  758  759  760  762  763  764\n",
            "  765  766  767  769  770  771  773  774  775  776  778  779  780  781\n",
            "  782  783  784  786  787  788  789  791  792  793  794  795  797  798\n",
            "  799  801  802  804  805  806  807  808  809  810  811  812  813  815\n",
            "  816  817  818  819  820  821  822  823  824  825  826  827  829  830\n",
            "  831  832  833  835  836  837  838  839  840  841  843  844  845  847\n",
            "  849  850  853  854  855  857  859  860  862  863  864  865  868  869\n",
            "  870  871  872  873  874  877  878  879  881  882  883  885  886  887\n",
            "  888  889  890  891  892  893  894  895  896  897  898  899  900  902\n",
            "  903  904  905  906  907  908  909  911  912  913  914  915  916  917\n",
            "  918  920  921  922  923  924  926  927  928  930  932  933  934  936\n",
            "  941  942  943  944  945  946  948  949  950  951  954  955  957  958\n",
            "  959  960  961  962  963  964  965  967  968  970  971  972  973  974\n",
            "  975  977  978  979  980  981  982  983  984  985  986  987  989  991\n",
            "  994  995  996  997  998 1000 1001 1003 1005 1006 1008 1010 1012 1013\n",
            " 1014 1015 1017 1018 1020 1021 1023 1024 1025 1026 1027 1028 1029 1030\n",
            " 1031 1032 1035 1036 1037 1038 1039 1040 1041 1043 1044 1046 1047 1048\n",
            " 1049 1050 1051 1052 1053 1054 1058 1059 1061 1062 1063 1064 1065 1066\n",
            " 1067 1068 1069 1070 1071 1073 1074 1075 1076 1078 1080 1082 1083 1084\n",
            " 1085 1086 1087 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099\n",
            " 1100 1101 1102 1103 1104 1106 1107 1109 1110 1112 1114 1115 1117 1118\n",
            " 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1130 1132 1133 1135\n",
            " 1137 1138 1139 1141 1142 1143 1144 1145 1146 1148 1149 1150 1152 1153\n",
            " 1154 1156 1157 1158 1159 1160 1161 1162 1165 1166 1167 1168 1170] Validation: [   5    7    9   10   12   22   27   33   44   52   53   71   87   88\n",
            "   96   99  113  132  134  136  137  164  166  173  177  181  182  185\n",
            "  190  191  194  197  216  227  232  235  237  241  250  251  253  260\n",
            "  266  267  296  300  307  313  319  322  327  332  333  334  335  340\n",
            "  341  345  346  354  357  360  362  366  373  375  376  377  378  388\n",
            "  395  402  411  413  414  420  422  426  435  442  446  447  451  456\n",
            "  466  482  483  486  488  496  498  499  501  507  516  524  526  527\n",
            "  532  533  538  541  550  551  562  563  565  578  581  584  585  595\n",
            "  596  597  605  607  617  618  622  623  629  631  633  634  641  649\n",
            "  659  669  670  677  688  698  700  701  706  708  709  710  712  718\n",
            "  720  728  731  734  742  747  753  755  761  768  772  777  785  790\n",
            "  796  800  803  814  828  834  842  846  848  851  852  856  858  861\n",
            "  866  867  875  876  880  884  901  910  919  925  929  931  935  937\n",
            "  938  939  940  947  952  953  956  966  969  976  988  990  992  993\n",
            "  999 1002 1004 1007 1009 1011 1016 1019 1022 1033 1034 1042 1045 1055\n",
            " 1056 1057 1060 1072 1077 1079 1081 1088 1105 1108 1111 1113 1116 1129\n",
            " 1131 1134 1136 1140 1147 1151 1155 1163 1164 1169]\n",
            "Train: [   0    1    2    4    5    6    7    8    9   10   11   12   13   14\n",
            "   15   16   17   18   20   22   24   25   26   27   28   29   30   31\n",
            "   32   33   35   38   40   41   42   44   45   46   47   48   49   50\n",
            "   51   52   53   56   57   58   59   60   61   62   63   64   65   66\n",
            "   67   68   70   71   72   75   76   77   78   79   81   82   83   85\n",
            "   87   88   89   90   91   92   93   94   95   96   99  100  101  102\n",
            "  103  106  107  109  110  111  112  113  114  115  116  117  118  119\n",
            "  121  122  123  125  126  127  128  129  130  131  132  133  134  136\n",
            "  137  138  139  140  141  143  144  145  148  149  150  151  152  153\n",
            "  154  155  156  158  160  161  163  164  165  166  168  169  170  171\n",
            "  172  173  174  175  177  178  179  180  181  182  183  184  185  186\n",
            "  187  190  191  192  194  196  197  198  199  200  201  202  203  204\n",
            "  205  206  207  210  211  212  213  214  215  216  218  219  220  221\n",
            "  223  224  226  227  228  229  231  232  233  234  235  237  238  239\n",
            "  240  241  242  244  245  246  247  248  249  250  251  253  255  256\n",
            "  257  260  261  262  263  264  266  267  268  270  271  272  273  274\n",
            "  276  277  278  280  281  282  284  285  286  289  290  291  292  293\n",
            "  294  295  296  297  298  299  300  302  303  305  307  308  309  310\n",
            "  312  313  314  316  317  319  320  321  322  324  326  327  329  330\n",
            "  332  333  334  335  336  337  338  339  340  341  344  345  346  347\n",
            "  348  349  351  352  354  355  356  357  358  360  362  363  364  366\n",
            "  367  368  369  370  373  375  376  377  378  380  381  382  384  385\n",
            "  387  388  391  392  393  395  397  399  400  401  402  404  405  407\n",
            "  408  409  410  411  412  413  414  415  416  417  419  420  421  422\n",
            "  423  424  425  426  427  428  429  430  432  433  435  437  438  439\n",
            "  442  443  444  446  447  448  450  451  453  455  456  457  458  459\n",
            "  461  462  463  465  466  467  468  469  470  471  472  474  475  477\n",
            "  478  479  480  482  483  484  485  486  487  488  489  490  491  492\n",
            "  493  494  495  496  497  498  499  500  501  502  504  505  506  507\n",
            "  509  512  513  514  515  516  517  519  520  522  523  524  525  526\n",
            "  527  528  530  531  532  533  534  535  537  538  539  540  541  542\n",
            "  544  545  546  547  548  549  550  551  552  554  555  556  557  558\n",
            "  559  560  561  562  563  564  565  566  567  569  570  571  574  575\n",
            "  577  578  579  581  582  583  584  585  587  588  590  592  593  594\n",
            "  595  596  597  599  600  601  602  604  605  606  607  608  609  610\n",
            "  611  612  613  616  617  618  619  622  623  624  627  628  629  630\n",
            "  631  632  633  634  635  637  638  639  640  641  643  644  645  646\n",
            "  647  649  651  653  657  659  660  662  663  664  666  667  669  670\n",
            "  671  672  677  678  679  680  681  682  683  684  685  686  687  688\n",
            "  689  690  692  693  694  695  696  697  698  699  700  701  702  704\n",
            "  705  706  708  709  710  711  712  713  714  715  716  717  718  719\n",
            "  720  721  722  723  724  725  726  727  728  729  730  731  732  734\n",
            "  735  737  738  739  742  743  745  746  747  748  749  750  751  752\n",
            "  753  755  757  758  760  761  763  764  767  768  769  770  772  773\n",
            "  776  777  778  779  780  781  783  784  785  786  787  788  789  790\n",
            "  791  792  793  794  795  796  797  798  799  800  801  802  803  804\n",
            "  805  806  807  808  809  810  813  814  815  816  820  822  823  826\n",
            "  827  828  829  830  831  834  835  836  839  840  841  842  843  844\n",
            "  845  846  847  848  849  850  851  852  853  854  855  856  858  860\n",
            "  861  863  864  865  866  867  868  869  870  871  873  874  875  876\n",
            "  877  878  880  881  882  884  886  887  888  889  890  893  894  895\n",
            "  896  898  899  900  901  902  905  906  907  909  910  911  912  913\n",
            "  914  915  916  918  919  921  922  923  924  925  926  927  929  930\n",
            "  931  932  933  935  936  937  938  939  940  941  942  943  945  946\n",
            "  947  948  950  951  952  953  954  955  956  957  959  960  962  964\n",
            "  965  966  967  968  969  970  971  972  973  974  975  976  979  980\n",
            "  981  982  984  985  986  987  988  990  991  992  993  994  995  996\n",
            "  998  999 1000 1002 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013\n",
            " 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1027 1028 1030\n",
            " 1031 1032 1033 1034 1036 1037 1040 1042 1043 1044 1045 1046 1047 1049\n",
            " 1050 1051 1052 1053 1054 1055 1056 1057 1059 1060 1061 1062 1063 1064\n",
            " 1065 1066 1067 1068 1071 1072 1073 1074 1075 1076 1077 1079 1080 1081\n",
            " 1084 1085 1087 1088 1089 1090 1091 1092 1093 1094 1095 1098 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115\n",
            " 1116 1117 1119 1121 1122 1123 1128 1129 1131 1132 1133 1134 1135 1136\n",
            " 1137 1138 1140 1141 1142 1143 1145 1146 1147 1148 1149 1150 1151 1152\n",
            " 1153 1154 1155 1157 1158 1159 1160 1161 1163 1164 1166 1167 1169] Validation: [   3   19   21   23   34   36   37   39   43   54   55   69   73   74\n",
            "   80   84   86   97   98  104  105  108  120  124  135  142  146  147\n",
            "  157  159  162  167  176  188  189  193  195  208  209  217  222  225\n",
            "  230  236  243  252  254  258  259  265  269  275  279  283  287  288\n",
            "  301  304  306  311  315  318  323  325  328  331  342  343  350  353\n",
            "  359  361  365  371  372  374  379  383  386  389  390  394  396  398\n",
            "  403  406  418  431  434  436  440  441  445  449  452  454  460  464\n",
            "  473  476  481  503  508  510  511  518  521  529  536  543  553  568\n",
            "  572  573  576  580  586  589  591  598  603  614  615  620  621  625\n",
            "  626  636  642  648  650  652  654  655  656  658  661  665  668  673\n",
            "  674  675  676  691  703  707  733  736  740  741  744  754  756  759\n",
            "  762  765  766  771  774  775  782  811  812  817  818  819  821  824\n",
            "  825  832  833  837  838  857  859  862  872  879  883  885  891  892\n",
            "  897  903  904  908  917  920  928  934  944  949  958  961  963  977\n",
            "  978  983  989  997 1001 1003 1025 1026 1029 1035 1038 1039 1041 1048\n",
            " 1058 1069 1070 1078 1082 1083 1086 1096 1097 1099 1118 1120 1124 1125\n",
            " 1126 1127 1130 1139 1144 1156 1162 1165 1168 1170]\n",
            "Train: [   0    1    2    3    4    5    6   10   11   12   13   14   15   16\n",
            "   18   19   20   22   23   25   26   27   28   29   30   31   32   33\n",
            "   35   38   39   40   42   43   44   46   47   49   50   52   54   56\n",
            "   57   59   60   61   62   63   64   66   67   68   69   71   72   73\n",
            "   74   75   76   77   78   79   80   81   82   83   85   86   87   88\n",
            "   91   92   94   95   98   99  100  101  102  103  104  105  106  107\n",
            "  108  109  110  111  113  114  115  116  117  118  119  120  121  122\n",
            "  126  127  128  129  130  131  132  133  134  135  136  137  138  139\n",
            "  140  143  145  148  150  151  153  155  156  157  158  159  160  161\n",
            "  162  164  165  166  167  168  169  170  171  172  173  174  175  176\n",
            "  177  178  179  180  181  182  183  184  185  186  187  188  189  190\n",
            "  191  193  194  195  196  197  198  199  200  201  202  203  204  205\n",
            "  206  208  209  210  211  212  213  214  215  216  217  219  220  221\n",
            "  222  223  225  226  227  230  231  232  234  235  236  237  238  239\n",
            "  240  241  242  243  245  246  247  249  250  251  252  253  254  255\n",
            "  256  259  261  263  264  265  266  267  268  269  270  271  272  274\n",
            "  275  276  277  278  281  282  283  286  287  288  289  290  291  292\n",
            "  293  294  295  296  298  299  300  301  302  303  305  306  309  312\n",
            "  313  314  315  316  317  318  319  321  322  323  324  326  327  328\n",
            "  330  331  332  334  335  336  337  338  339  340  341  342  343  344\n",
            "  346  347  350  351  352  353  356  357  358  359  360  364  365  366\n",
            "  367  369  370  371  372  374  376  377  378  379  380  381  382  385\n",
            "  386  387  388  389  390  391  392  393  394  395  396  397  399  400\n",
            "  401  402  403  404  405  406  407  409  410  412  414  415  416  417\n",
            "  418  419  420  421  422  423  424  425  426  427  428  429  430  432\n",
            "  433  435  437  438  439  440  442  445  446  447  448  449  452  454\n",
            "  455  457  459  460  461  462  463  464  465  466  470  471  472  473\n",
            "  474  476  477  478  479  480  481  483  485  487  488  489  490  491\n",
            "  492  494  496  497  498  499  500  501  502  503  504  505  506  507\n",
            "  509  510  511  512  513  517  519  521  522  523  524  525  526  527\n",
            "  528  529  530  531  533  534  535  536  537  538  539  542  543  544\n",
            "  545  548  550  552  553  555  556  557  558  559  560  561  562  563\n",
            "  564  565  566  567  568  569  570  573  574  575  576  577  578  580\n",
            "  581  583  584  587  588  589  590  592  593  594  595  596  597  599\n",
            "  600  602  603  604  605  607  609  610  611  612  613  615  616  617\n",
            "  618  624  625  627  628  629  631  632  633  635  636  637  639  640\n",
            "  641  642  643  644  645  646  647  648  649  650  652  653  654  655\n",
            "  656  657  658  660  661  663  664  665  666  667  668  669  670  671\n",
            "  672  673  674  675  676  680  681  684  686  688  689  690  692  693\n",
            "  694  696  697  698  699  700  701  703  704  706  710  712  713  714\n",
            "  716  717  718  719  720  721  722  724  725  726  727  728  729  730\n",
            "  731  732  733  734  735  736  737  739  740  741  742  743  744  745\n",
            "  746  747  749  750  752  753  754  755  756  757  758  760  761  762\n",
            "  763  765  766  768  770  771  775  776  778  780  781  782  783  784\n",
            "  785  786  790  791  792  794  795  796  797  798  799  800  801  802\n",
            "  804  805  808  809  810  811  812  813  815  816  817  820  821  822\n",
            "  823  824  825  826  827  828  829  830  831  832  833  835  836  837\n",
            "  840  841  842  843  844  845  846  847  848  850  851  852  853  854\n",
            "  855  857  858  859  860  861  862  864  865  868  869  871  872  873\n",
            "  874  875  876  878  879  880  881  884  885  886  887  888  889  890\n",
            "  891  892  893  894  895  896  897  898  900  902  903  904  906  907\n",
            "  908  909  911  912  913  914  915  916  917  918  921  922  923  924\n",
            "  925  926  927  928  930  931  932  934  935  936  937  938  939  940\n",
            "  941  942  943  945  946  947  948  949  950  951  952  953  954  955\n",
            "  956  957  959  960  961  962  963  964  965  966  967  968  969  970\n",
            "  971  972  973  975  976  979  980  981  983  984  985  986  987  988\n",
            "  989  990  991  992  994  995  996  997  999 1000 1001 1002 1003 1004\n",
            " 1006 1007 1009 1010 1011 1012 1014 1015 1016 1017 1018 1019 1020 1021\n",
            " 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1033 1034 1036 1038\n",
            " 1039 1040 1041 1042 1043 1044 1047 1048 1049 1050 1051 1052 1053 1055\n",
            " 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1068 1070 1071\n",
            " 1072 1073 1074 1075 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086\n",
            " 1087 1088 1089 1090 1091 1092 1094 1095 1096 1097 1098 1099 1101 1102\n",
            " 1103 1104 1105 1107 1108 1109 1110 1112 1113 1116 1117 1118 1119 1121\n",
            " 1122 1123 1125 1126 1127 1128 1130 1131 1132 1133 1134 1135 1136 1138\n",
            " 1139 1140 1141 1143 1144 1145 1146 1148 1149 1150 1151 1152 1154 1156\n",
            " 1157 1158 1159 1160 1162 1163 1164 1166 1167 1168 1169 1170] Validation: [   7    8    9   17   21   24   34   36   37   41   45   48   51   53\n",
            "   55   58   65   70   84   89   90   93   96   97  112  123  124  125\n",
            "  141  142  144  146  147  149  152  154  163  192  207  218  224  228\n",
            "  229  233  244  248  257  258  260  262  273  279  280  284  285  297\n",
            "  304  307  308  310  311  320  325  329  333  345  348  349  354  355\n",
            "  361  362  363  368  373  375  383  384  398  408  411  413  431  434\n",
            "  436  441  443  444  450  451  453  456  458  467  468  469  475  482\n",
            "  484  486  493  495  508  514  515  516  518  520  532  540  541  546\n",
            "  547  549  551  554  571  572  579  582  585  586  591  598  601  606\n",
            "  608  614  619  620  621  622  623  626  630  634  638  651  659  662\n",
            "  677  678  679  682  683  685  687  691  695  702  705  707  708  709\n",
            "  711  715  723  738  748  751  759  764  767  769  772  773  774  777\n",
            "  779  787  788  789  793  803  806  807  814  818  819  834  838  839\n",
            "  849  856  863  866  867  870  877  882  883  899  901  905  910  919\n",
            "  920  929  933  944  958  974  977  978  982  993  998 1005 1008 1013\n",
            " 1032 1035 1037 1045 1046 1054 1067 1069 1076 1093 1100 1106 1111 1114\n",
            " 1115 1120 1124 1129 1137 1142 1147 1153 1155 1161 1165]\n",
            "Train: [   2    3    6    7    8    9   10   11   13   14   16   17   18   21\n",
            "   23   24   25   26   27   28   29   32   33   34   35   36   37   39\n",
            "   40   41   42   43   45   47   48   49   50   51   53   55   56   57\n",
            "   58   59   60   62   63   65   66   67   68   69   70   71   72   73\n",
            "   75   76   77   78   80   81   82   83   84   85   86   89   90   91\n",
            "   92   93   94   95   96   97   98  100  103  104  105  106  107  108\n",
            "  110  111  112  114  115  118  119  120  121  122  123  124  125  126\n",
            "  127  129  130  131  133  136  137  140  141  142  143  144  146  147\n",
            "  148  149  151  152  153  154  155  156  157  163  164  165  166  168\n",
            "  169  170  171  173  175  176  177  179  180  181  182  184  186  187\n",
            "  188  189  190  191  192  193  194  195  197  198  199  200  201  204\n",
            "  205  206  207  208  209  210  211  212  213  214  215  218  221  222\n",
            "  224  225  227  228  229  231  232  233  236  237  238  240  241  242\n",
            "  243  244  245  247  248  249  254  256  257  258  259  260  261  262\n",
            "  263  264  265  266  267  268  269  270  272  273  274  275  276  277\n",
            "  278  279  280  281  284  285  288  290  291  292  293  294  296  297\n",
            "  298  299  300  301  303  304  306  307  308  310  311  312  313  314\n",
            "  316  318  320  321  322  323  325  326  327  329  330  332  333  335\n",
            "  336  337  338  340  341  342  344  345  346  348  349  350  351  354\n",
            "  355  357  358  359  361  362  363  365  366  368  369  370  371  372\n",
            "  373  374  375  376  377  378  380  381  382  383  384  385  386  387\n",
            "  388  389  392  394  395  396  398  399  400  401  402  403  404  405\n",
            "  407  408  409  411  412  413  414  415  416  418  420  421  422  423\n",
            "  425  426  427  428  429  430  431  432  433  434  436  437  438  439\n",
            "  440  441  442  443  444  445  446  449  450  451  453  454  455  456\n",
            "  457  458  459  460  462  463  464  465  466  467  468  469  470  471\n",
            "  472  473  474  475  476  477  478  479  481  482  483  484  485  486\n",
            "  487  489  490  491  493  494  495  496  497  498  500  502  504  505\n",
            "  506  507  508  509  510  512  513  514  515  516  517  518  519  520\n",
            "  521  522  523  524  525  526  527  528  529  530  532  534  535  536\n",
            "  537  538  540  541  542  543  544  545  546  547  548  549  551  553\n",
            "  554  556  557  558  559  560  561  562  563  567  568  569  570  571\n",
            "  572  573  575  576  577  578  579  580  581  582  583  584  585  586\n",
            "  588  589  591  592  593  595  596  597  598  601  603  604  605  606\n",
            "  608  609  611  614  615  616  617  619  620  621  622  623  624  625\n",
            "  626  627  628  629  630  631  632  633  634  636  637  638  640  641\n",
            "  642  643  645  646  647  649  650  651  652  653  654  655  656  657\n",
            "  658  659  661  662  664  665  666  668  670  671  675  676  677  678\n",
            "  679  680  681  682  683  684  685  687  688  689  690  691  693  694\n",
            "  695  696  697  698  699  700  701  702  703  704  705  706  707  708\n",
            "  709  710  711  712  713  714  715  716  717  719  720  721  722  723\n",
            "  724  725  726  727  728  731  732  734  737  738  739  740  741  742\n",
            "  743  744  745  746  747  748  749  750  751  752  753  754  756  759\n",
            "  760  761  762  763  764  766  767  768  769  770  772  773  774  776\n",
            "  777  778  779  780  781  782  783  784  785  786  787  788  789  790\n",
            "  792  793  794  795  796  797  798  799  800  801  802  803  804  805\n",
            "  806  807  808  809  810  811  812  814  815  816  817  818  819  820\n",
            "  821  822  823  824  826  827  828  830  832  834  835  838  839  841\n",
            "  842  844  845  848  849  850  853  854  855  856  858  859  860  862\n",
            "  863  865  866  867  869  870  871  872  873  874  876  877  878  879\n",
            "  880  881  882  883  884  885  886  887  888  889  890  891  893  897\n",
            "  899  900  901  903  905  906  907  909  910  912  913  914  915  916\n",
            "  917  918  919  920  922  923  925  926  927  928  929  930  932  933\n",
            "  934  935  936  937  938  940  941  942  943  944  945  946  947  949\n",
            "  950  951  952  953  955  956  957  958  959  960  961  962  964  965\n",
            "  966  967  968  969  970  971  973  974  976  977  978  979  981  982\n",
            "  984  985  986  987  988  989  992  993  995  997  998  999 1000 1001\n",
            " 1003 1005 1008 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020\n",
            " 1021 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035\n",
            " 1036 1037 1038 1039 1040 1041 1045 1046 1047 1048 1049 1050 1052 1053\n",
            " 1054 1055 1056 1057 1058 1060 1061 1062 1064 1065 1067 1069 1071 1072\n",
            " 1073 1075 1076 1078 1079 1081 1082 1083 1085 1086 1087 1088 1089 1090\n",
            " 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1104 1105 1106\n",
            " 1107 1108 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121\n",
            " 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137\n",
            " 1139 1140 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153\n",
            " 1155 1156 1157 1159 1160 1161 1163 1164 1165 1166 1168 1169 1170] Validation: [   0    1    4    5   12   15   19   20   22   30   31   38   44   46\n",
            "   52   54   61   64   74   79   87   88   99  101  102  109  113  116\n",
            "  117  128  132  134  135  138  139  145  150  158  159  160  161  162\n",
            "  167  172  174  178  183  185  196  202  203  216  217  219  220  223\n",
            "  226  230  234  235  239  246  250  251  252  253  255  271  282  283\n",
            "  286  287  289  295  302  305  309  315  317  319  324  328  331  334\n",
            "  339  343  347  352  353  356  360  364  367  379  390  391  393  397\n",
            "  406  410  417  419  424  435  447  448  452  461  480  488  492  499\n",
            "  501  503  511  531  533  539  550  552  555  564  565  566  574  587\n",
            "  590  594  599  600  602  607  610  612  613  618  635  639  644  648\n",
            "  660  663  667  669  672  673  674  686  692  718  729  730  733  735\n",
            "  736  755  757  758  765  771  775  791  813  825  829  831  833  836\n",
            "  837  840  843  846  847  851  852  857  861  864  868  875  892  894\n",
            "  895  896  898  902  904  908  911  921  924  931  939  948  954  963\n",
            "  972  975  980  983  990  991  994  996 1002 1004 1006 1007 1009 1022\n",
            " 1042 1043 1044 1051 1059 1063 1066 1068 1070 1074 1077 1080 1084 1102\n",
            " 1103 1109 1122 1123 1138 1141 1154 1158 1162 1167]\n",
            "Train: [   0    1    2    4    5    6    7    8    9   10   11   12   14   15\n",
            "   16   17   18   19   20   21   22   24   26   27   28   30   31   33\n",
            "   34   35   36   37   38   40   41   42   43   44   45   46   47   48\n",
            "   49   51   52   53   54   55   56   57   58   60   61   62   63   64\n",
            "   65   66   70   71   72   74   75   76   77   78   79   81   82   83\n",
            "   84   85   86   87   88   89   90   91   92   93   94   96   97   99\n",
            "  101  102  103  104  105  107  108  109  111  112  113  114  115  116\n",
            "  117  118  119  121  122  123  124  125  126  127  128  129  130  131\n",
            "  132  134  135  136  137  138  139  140  141  142  144  145  146  147\n",
            "  148  149  150  152  154  156  157  158  159  160  161  162  163  164\n",
            "  165  166  167  170  172  173  174  176  177  178  179  181  183  185\n",
            "  186  187  188  190  191  192  193  194  196  197  198  200  202  203\n",
            "  207  208  209  210  211  212  213  216  217  218  219  220  221  222\n",
            "  223  224  225  226  228  229  230  231  232  233  234  235  239  240\n",
            "  241  242  243  244  246  247  248  250  251  252  253  255  256  257\n",
            "  258  260  262  264  266  267  268  269  270  271  273  274  275  277\n",
            "  278  279  280  281  282  283  284  285  286  287  289  290  291  292\n",
            "  293  294  295  297  298  301  302  303  304  305  306  307  308  309\n",
            "  310  311  312  313  315  316  317  318  319  320  321  324  325  326\n",
            "  328  329  330  331  332  333  334  335  336  337  338  339  340  341\n",
            "  342  343  344  345  346  347  348  349  350  351  352  353  354  355\n",
            "  356  357  358  360  361  362  363  364  365  366  367  368  370  371\n",
            "  372  373  374  375  377  378  379  381  382  383  384  385  387  388\n",
            "  389  390  391  393  394  396  397  398  399  400  401  402  403  404\n",
            "  405  406  408  409  410  411  412  413  414  415  416  417  418  419\n",
            "  421  422  424  425  426  427  431  433  434  435  436  438  440  441\n",
            "  443  444  445  446  447  448  450  451  452  453  454  455  456  457\n",
            "  458  460  461  462  463  464  467  468  469  470  471  472  473  474\n",
            "  475  476  478  480  481  482  483  484  486  487  488  489  491  492\n",
            "  493  494  495  498  499  500  501  502  503  504  507  508  509  510\n",
            "  511  512  513  514  515  516  517  518  520  521  522  523  527  529\n",
            "  530  531  532  533  534  537  539  540  541  544  545  546  547  548\n",
            "  549  550  551  552  554  555  556  558  559  561  562  564  565  566\n",
            "  567  570  571  572  574  575  576  577  579  580  581  582  585  586\n",
            "  587  588  589  590  591  592  593  594  597  598  599  600  601  602\n",
            "  603  605  606  607  608  610  611  612  613  614  617  618  619  620\n",
            "  621  622  623  624  625  626  627  628  629  630  633  634  635  636\n",
            "  637  638  639  640  643  644  645  647  648  649  651  653  655  656\n",
            "  657  658  659  660  661  662  663  664  665  666  667  669  671  672\n",
            "  673  674  675  677  678  679  680  682  683  684  685  686  687  688\n",
            "  689  691  692  695  697  699  700  701  702  704  705  707  708  709\n",
            "  710  711  712  713  714  715  717  718  719  722  723  724  725  726\n",
            "  728  729  730  731  732  733  735  736  737  738  741  743  744  745\n",
            "  747  748  749  751  753  754  755  757  758  759  760  763  764  765\n",
            "  767  768  769  770  771  772  773  774  775  777  779  780  781  782\n",
            "  783  785  787  788  789  790  791  792  793  795  796  799  800  801\n",
            "  803  804  805  806  807  808  809  810  812  813  814  815  818  819\n",
            "  820  821  822  823  824  825  827  829  831  833  834  835  836  837\n",
            "  838  839  840  842  843  845  846  847  849  851  852  853  854  856\n",
            "  857  858  859  861  862  863  864  865  866  867  868  869  870  871\n",
            "  872  874  875  877  878  879  880  881  882  883  884  886  888  890\n",
            "  891  892  894  895  896  898  899  900  901  902  904  905  907  908\n",
            "  909  910  911  912  914  915  916  917  918  919  920  921  922  923\n",
            "  924  925  926  927  928  929  930  931  933  934  935  936  938  939\n",
            "  940  941  942  944  945  946  948  949  950  951  952  953  954  955\n",
            "  956  957  958  959  960  961  962  963  965  966  968  972  974  975\n",
            "  976  977  978  979  980  981  982  983  984  985  988  990  991  992\n",
            "  993  994  995  996  997  998  999 1001 1002 1003 1004 1005 1006 1007\n",
            " 1008 1009 1013 1014 1017 1018 1019 1020 1021 1022 1023 1024 1025 1028\n",
            " 1029 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043\n",
            " 1044 1045 1046 1047 1050 1051 1052 1053 1054 1055 1056 1057 1059 1060\n",
            " 1061 1062 1063 1065 1066 1067 1068 1069 1070 1073 1074 1076 1077 1078\n",
            " 1079 1080 1081 1082 1083 1084 1086 1087 1089 1090 1091 1093 1094 1095\n",
            " 1096 1098 1099 1100 1102 1103 1104 1105 1106 1107 1109 1110 1111 1113\n",
            " 1114 1115 1116 1117 1120 1121 1122 1123 1124 1128 1129 1131 1134 1135\n",
            " 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1153 1154\n",
            " 1155 1157 1158 1159 1161 1162 1163 1164 1165 1167 1168 1169 1170] Validation: [   3   13   23   25   29   32   39   50   59   67   68   69   73   80\n",
            "   95   98  100  106  110  120  133  143  151  153  155  168  169  171\n",
            "  175  180  182  184  189  195  199  201  204  205  206  214  215  227\n",
            "  236  237  238  245  249  254  259  261  263  265  272  276  288  296\n",
            "  299  300  314  322  323  327  359  369  376  380  386  392  395  407\n",
            "  420  423  428  429  430  432  437  439  442  449  459  465  466  477\n",
            "  479  485  490  496  497  505  506  519  524  525  526  528  535  536\n",
            "  538  542  543  553  557  560  563  568  569  573  578  583  584  595\n",
            "  596  604  609  615  616  631  632  641  642  646  650  652  654  668\n",
            "  670  676  681  690  693  694  696  698  703  706  716  720  721  727\n",
            "  734  739  740  742  746  750  752  756  761  762  766  776  778  784\n",
            "  786  794  797  798  802  811  816  817  826  828  830  832  841  844\n",
            "  848  850  855  860  873  876  885  887  889  893  897  903  906  913\n",
            "  932  937  943  947  964  967  969  970  971  973  986  987  989 1000\n",
            " 1010 1011 1012 1015 1016 1026 1027 1030 1048 1049 1058 1064 1071 1072\n",
            " 1075 1085 1088 1092 1097 1101 1108 1112 1118 1119 1125 1126 1127 1130\n",
            " 1132 1133 1148 1149 1150 1151 1152 1156 1160 1166]\n",
            "Train: [   0    1    2    3    4    5    7    8    9   10   12   13   14   15\n",
            "   17   18   19   20   21   22   23   24   25   27   28   29   30   31\n",
            "   32   33   34   35   36   37   38   39   41   43   44   45   46   47\n",
            "   48   50   51   52   53   54   55   56   58   59   61   62   64   65\n",
            "   67   68   69   70   72   73   74   75   79   80   83   84   85   86\n",
            "   87   88   89   90   91   92   93   94   95   96   97   98   99  100\n",
            "  101  102  105  106  108  109  110  112  113  115  116  117  120  121\n",
            "  122  123  124  125  126  128  132  133  134  135  138  139  140  141\n",
            "  142  143  144  145  146  147  149  150  151  152  153  154  155  156\n",
            "  157  158  159  160  161  162  163  165  166  167  168  169  171  172\n",
            "  173  174  175  177  178  180  182  183  184  185  186  189  192  195\n",
            "  196  198  199  200  201  202  203  204  205  206  207  208  209  210\n",
            "  213  214  215  216  217  218  219  220  222  223  224  226  227  228\n",
            "  229  230  232  233  234  235  236  237  238  239  240  241  242  244\n",
            "  245  246  247  248  249  250  251  252  253  254  255  257  258  259\n",
            "  260  261  262  263  265  271  272  273  276  277  278  279  280  281\n",
            "  282  283  284  285  286  287  288  289  294  295  296  297  299  300\n",
            "  301  302  304  305  306  307  308  309  310  311  312  314  315  317\n",
            "  319  320  322  323  324  325  327  328  329  330  331  332  333  334\n",
            "  335  338  339  340  341  343  345  346  347  348  349  352  353  354\n",
            "  355  356  359  360  361  362  363  364  365  367  368  369  371  373\n",
            "  374  375  376  378  379  380  382  383  384  385  386  389  390  391\n",
            "  392  393  395  397  398  400  401  403  404  405  406  407  408  409\n",
            "  410  411  412  413  414  417  418  419  420  422  423  424  425  426\n",
            "  428  429  430  431  432  433  434  435  436  437  438  439  441  442\n",
            "  443  444  445  447  448  449  450  451  452  453  455  456  457  458\n",
            "  459  460  461  463  464  465  466  467  468  469  470  471  474  475\n",
            "  477  479  480  482  483  484  485  486  488  489  490  492  493  495\n",
            "  496  497  498  499  500  501  503  504  505  506  507  508  511  512\n",
            "  514  515  516  517  518  519  520  521  524  525  526  527  528  530\n",
            "  531  532  533  534  535  536  537  538  539  540  541  542  543  544\n",
            "  546  547  548  549  550  551  552  553  554  555  557  558  559  560\n",
            "  561  563  564  565  566  567  568  569  570  571  572  573  574  575\n",
            "  577  578  579  582  583  584  585  586  587  588  589  590  591  593\n",
            "  594  595  596  597  598  599  600  601  602  603  604  606  607  608\n",
            "  609  610  612  613  614  615  616  618  619  620  621  622  623  625\n",
            "  626  627  630  631  632  633  634  635  638  639  641  642  644  646\n",
            "  647  648  649  650  651  652  653  654  658  659  660  661  662  663\n",
            "  664  665  667  668  669  670  672  673  674  676  677  678  679  681\n",
            "  682  683  684  685  686  687  688  690  691  692  693  694  695  696\n",
            "  698  699  701  702  703  705  706  707  708  709  710  711  715  716\n",
            "  717  718  720  721  723  726  727  728  729  730  732  733  734  735\n",
            "  736  737  738  739  740  741  742  743  744  746  747  748  750  751\n",
            "  752  754  755  756  757  758  759  761  762  764  765  766  767  768\n",
            "  769  771  772  773  774  775  776  777  778  779  780  781  784  786\n",
            "  787  788  789  790  791  792  793  794  795  797  798  800  802  803\n",
            "  804  806  807  808  809  811  813  814  815  816  817  818  819  820\n",
            "  821  822  823  824  825  826  827  828  829  830  831  832  833  834\n",
            "  835  836  837  838  839  840  841  842  843  844  845  846  847  848\n",
            "  849  850  851  852  854  855  856  857  858  860  861  863  864  865\n",
            "  866  867  868  870  871  872  873  874  875  876  877  878  880  882\n",
            "  883  884  885  887  889  891  892  893  894  895  896  897  898  899\n",
            "  900  901  902  903  904  905  906  908  910  911  912  913  914  919\n",
            "  920  921  922  924  925  928  929  931  932  933  934  937  938  939\n",
            "  940  941  942  943  944  945  946  947  948  950  951  954  957  958\n",
            "  960  962  963  964  965  966  967  969  970  971  972  973  974  975\n",
            "  976  977  978  980  982  983  984  986  987  989  990  991  993  994\n",
            "  996  997  998  999 1000 1002 1004 1005 1006 1007 1008 1009 1010 1011\n",
            " 1012 1013 1015 1016 1017 1019 1020 1021 1022 1023 1026 1027 1029 1030\n",
            " 1032 1033 1035 1037 1038 1040 1041 1042 1043 1044 1045 1046 1047 1048\n",
            " 1049 1051 1052 1054 1056 1057 1058 1059 1060 1062 1063 1064 1066 1067\n",
            " 1068 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1080 1081 1082\n",
            " 1084 1085 1087 1088 1092 1093 1095 1097 1098 1099 1100 1101 1102 1103\n",
            " 1105 1106 1107 1108 1109 1111 1112 1113 1114 1115 1116 1118 1119 1120\n",
            " 1121 1122 1123 1124 1125 1126 1127 1129 1130 1131 1132 1133 1134 1135\n",
            " 1136 1137 1138 1141 1142 1143 1144 1145 1147 1148 1149 1150 1151 1152\n",
            " 1153 1154 1155 1156 1158 1159 1160 1161 1162 1165 1166 1167 1170] Validation: [   6   11   16   26   40   42   49   57   60   63   66   71   76   77\n",
            "   78   81   82  103  104  107  111  114  118  119  127  129  130  131\n",
            "  136  137  148  164  170  176  179  181  187  188  190  191  193  194\n",
            "  197  211  212  221  225  231  243  256  264  266  267  268  269  270\n",
            "  274  275  290  291  292  293  298  303  313  316  318  321  326  336\n",
            "  337  342  344  350  351  357  358  366  370  372  377  381  387  388\n",
            "  394  396  399  402  415  416  421  427  440  446  454  462  472  473\n",
            "  476  478  481  487  491  494  502  509  510  513  522  523  529  545\n",
            "  556  562  576  580  581  592  605  611  617  624  628  629  636  637\n",
            "  640  643  645  655  656  657  666  671  675  680  689  697  700  704\n",
            "  712  713  714  719  722  724  725  731  745  749  753  760  763  770\n",
            "  782  783  785  796  799  801  805  810  812  853  859  862  869  879\n",
            "  881  886  888  890  907  909  915  916  917  918  923  926  927  930\n",
            "  935  936  949  952  953  955  956  959  961  968  979  981  985  988\n",
            "  992  995 1001 1003 1014 1018 1024 1025 1028 1031 1034 1036 1039 1050\n",
            " 1053 1055 1061 1065 1079 1083 1086 1089 1090 1091 1094 1096 1104 1110\n",
            " 1117 1128 1139 1140 1146 1157 1163 1164 1168 1169]\n",
            "Train: [   0    1    3    4    5    6    7    8    9   11   12   13   15   16\n",
            "   17   19   20   21   22   23   24   25   26   29   30   31   32   34\n",
            "   36   37   38   39   40   41   42   44   45   46   48   49   50   51\n",
            "   52   53   54   55   57   58   59   60   61   63   64   65   66   67\n",
            "   68   69   70   71   73   74   76   77   78   79   80   81   82   84\n",
            "   87   88   89   90   93   95   96   97   98   99  100  101  102  103\n",
            "  104  106  107  109  110  111  112  113  114  116  117  118  119  120\n",
            "  123  124  125  127  128  129  130  131  132  133  134  135  136  137\n",
            "  138  139  141  142  143  144  145  146  147  148  149  150  151  152\n",
            "  153  154  155  158  159  160  161  162  163  164  167  168  169  170\n",
            "  171  172  174  175  176  178  179  180  181  182  183  184  185  187\n",
            "  188  189  190  191  192  193  194  195  196  197  199  201  202  203\n",
            "  204  205  206  207  211  212  214  215  216  217  218  219  220  221\n",
            "  223  224  225  226  227  228  229  230  231  233  234  235  236  237\n",
            "  238  239  243  244  245  246  248  249  250  251  252  253  254  255\n",
            "  256  257  258  259  260  261  262  263  264  265  266  267  268  269\n",
            "  270  271  272  273  274  275  276  279  280  282  283  284  285  286\n",
            "  287  288  289  290  291  292  293  295  296  297  298  299  300  302\n",
            "  303  304  305  307  308  309  310  311  313  314  315  316  317  318\n",
            "  319  320  321  322  323  324  325  326  327  328  329  331  333  334\n",
            "  336  337  339  342  343  344  345  347  348  349  350  351  352  353\n",
            "  354  355  356  357  358  359  360  361  362  363  364  366  367  368\n",
            "  369  370  372  373  375  376  377  379  380  381  383  384  386  387\n",
            "  388  390  391  392  393  394  395  396  397  398  399  402  406  407\n",
            "  408  410  411  413  415  416  417  419  420  421  423  424  427  428\n",
            "  429  430  431  432  434  435  436  437  439  440  441  442  443  444\n",
            "  446  447  448  449  450  451  452  453  454  456  458  459  461  462\n",
            "  465  466  467  468  469  472  473  475  476  477  478  479  480  481\n",
            "  482  484  485  486  487  488  490  491  492  493  494  495  496  497\n",
            "  499  501  502  503  505  506  508  509  510  511  513  514  515  516\n",
            "  518  519  520  522  523  524  525  526  528  529  531  532  533  535\n",
            "  536  538  539  540  541  542  543  545  546  547  549  550  551  552\n",
            "  553  554  555  556  557  560  562  563  564  565  566  568  569  571\n",
            "  572  573  574  576  578  579  580  581  582  583  584  585  586  587\n",
            "  590  591  592  594  595  596  598  599  600  601  602  604  605  606\n",
            "  607  608  609  610  611  612  613  614  615  616  617  618  619  620\n",
            "  621  622  623  624  626  628  629  630  631  632  634  635  636  637\n",
            "  638  639  640  641  642  643  644  645  646  648  650  651  652  654\n",
            "  655  656  657  659  660  662  663  666  667  668  669  670  671  672\n",
            "  673  674  675  676  677  678  679  680  681  682  683  685  686  687\n",
            "  689  690  691  692  693  694  695  696  697  698  700  702  703  704\n",
            "  705  706  707  708  709  711  712  713  714  715  716  718  719  720\n",
            "  721  722  723  724  725  727  729  730  731  733  734  735  736  738\n",
            "  739  740  742  745  746  748  749  750  751  752  753  755  756  757\n",
            "  758  759  760  761  762  763  764  765  766  767  769  770  771  772\n",
            "  773  774  775  776  777  778  779  782  783  784  785  786  787  788\n",
            "  789  791  793  794  796  797  798  799  801  802  803  805  806  807\n",
            "  810  811  812  813  814  816  817  818  819  825  826  828  829  830\n",
            "  831  832  833  834  836  837  838  839  840  841  843  844  846  847\n",
            "  848  849  850  851  852  853  855  856  857  859  860  861  862  863\n",
            "  864  866  867  868  869  870  873  875  876  877  879  881  882  883\n",
            "  885  886  887  888  889  890  892  893  894  895  896  897  898  899\n",
            "  901  902  903  904  905  906  907  908  909  910  911  913  915  916\n",
            "  917  918  919  920  921  923  924  926  927  929  930  931  932  933\n",
            "  935  936  937  939  943  944  947  948  949  952  953  954  955  956\n",
            "  958  959  961  963  964  967  968  969  970  971  972  973  974  975\n",
            "  977  978  979  980  981  982  983  985  986  987  988  989  990  991\n",
            "  992  993  994  995  996  998 1000 1001 1002 1003 1004 1005 1006 1007\n",
            " 1008 1009 1010 1011 1012 1013 1014 1015 1016 1018 1022 1024 1025 1026\n",
            " 1027 1028 1030 1031 1032 1034 1035 1036 1037 1039 1042 1043 1044 1045\n",
            " 1046 1048 1049 1050 1051 1053 1054 1055 1058 1059 1061 1063 1064 1065\n",
            " 1066 1067 1068 1069 1070 1071 1072 1074 1075 1076 1077 1079 1080 1083\n",
            " 1084 1085 1086 1088 1089 1090 1091 1092 1093 1094 1096 1097 1100 1101\n",
            " 1102 1103 1104 1106 1108 1109 1110 1111 1112 1114 1115 1117 1118 1119\n",
            " 1120 1122 1123 1124 1125 1126 1127 1128 1129 1130 1132 1133 1137 1138\n",
            " 1139 1140 1141 1142 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1156 1157 1158 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169] Validation: [   2   10   14   18   27   28   33   35   43   47   56   62   72   75\n",
            "   83   85   86   91   92   94  105  108  115  121  122  126  140  156\n",
            "  157  165  166  173  177  186  198  200  208  209  210  213  222  232\n",
            "  240  241  242  247  277  278  281  294  301  306  312  330  332  335\n",
            "  338  340  341  346  365  371  374  378  382  385  389  400  401  403\n",
            "  404  405  409  412  414  418  422  425  426  433  438  445  455  457\n",
            "  460  463  464  470  471  474  483  489  498  500  504  507  512  517\n",
            "  521  527  530  534  537  544  548  558  559  561  567  570  575  577\n",
            "  588  589  593  597  603  625  627  633  647  649  653  658  661  664\n",
            "  665  684  688  699  701  710  717  726  728  732  737  741  743  744\n",
            "  747  754  768  780  781  790  792  795  800  804  808  809  815  820\n",
            "  821  822  823  824  827  835  842  845  854  858  865  871  872  874\n",
            "  878  880  884  891  900  912  914  922  925  928  934  938  940  941\n",
            "  942  945  946  950  951  957  960  962  965  966  976  984  997  999\n",
            " 1017 1019 1020 1021 1023 1029 1033 1038 1040 1041 1047 1052 1056 1057\n",
            " 1060 1062 1073 1078 1081 1082 1087 1095 1098 1099 1105 1107 1113 1116\n",
            " 1121 1131 1134 1135 1136 1143 1144 1145 1159 1170]\n",
            "Train: [   1    2    3    4    5    6    7    8    9   10   11   12   13   15\n",
            "   18   20   21   22   23   24   25   26   27   28   29   30   31   32\n",
            "   33   34   35   36   39   40   41   43   44   46   48   49   52   53\n",
            "   54   55   56   57   58   59   60   63   64   66   67   68   69   70\n",
            "   71   72   73   75   76   78   79   80   81   82   83   84   85   86\n",
            "   87   88   89   90   91   92   93   94   96   97   99  100  101  102\n",
            "  104  105  106  107  108  109  110  111  112  113  114  115  118  119\n",
            "  120  121  122  123  125  126  127  128  129  130  131  132  133  134\n",
            "  135  136  139  140  141  142  143  144  145  146  147  148  150  151\n",
            "  152  153  154  155  156  159  160  161  162  163  164  165  166  167\n",
            "  168  169  170  172  173  175  176  181  182  183  185  187  189  190\n",
            "  191  192  193  194  195  197  198  199  201  203  205  206  207  208\n",
            "  210  211  213  214  216  217  218  219  221  222  223  224  225  228\n",
            "  230  232  234  236  237  238  239  241  243  246  247  248  249  250\n",
            "  252  255  256  257  258  259  260  261  263  264  265  267  268  269\n",
            "  270  272  273  274  275  276  277  278  279  280  281  282  283  284\n",
            "  285  286  287  291  292  294  295  296  297  298  299  300  302  303\n",
            "  305  307  308  310  311  312  315  316  317  318  320  321  322  323\n",
            "  324  325  326  327  328  329  331  332  333  335  336  337  339  340\n",
            "  341  342  343  345  346  347  348  350  351  352  353  354  355  356\n",
            "  358  361  362  363  364  365  366  367  368  369  370  371  372  375\n",
            "  376  377  379  380  382  383  384  385  386  388  389  390  391  392\n",
            "  393  394  395  396  398  400  401  402  403  404  405  406  407  408\n",
            "  409  410  411  412  414  415  416  417  418  419  420  421  422  423\n",
            "  424  425  426  427  428  429  430  431  432  433  434  435  437  438\n",
            "  439  440  441  442  443  444  446  447  448  449  450  451  453  454\n",
            "  455  456  457  458  459  460  461  462  463  464  465  466  468  469\n",
            "  470  471  472  473  474  477  478  479  480  481  483  484  486  487\n",
            "  488  489  490  491  492  493  496  497  498  499  500  501  502  503\n",
            "  504  505  506  507  510  512  514  515  516  518  519  520  521  523\n",
            "  524  525  526  527  528  529  531  532  533  534  536  537  538  539\n",
            "  540  541  543  544  545  546  547  549  550  551  552  554  555  556\n",
            "  557  558  560  561  563  564  565  566  567  568  569  570  571  572\n",
            "  573  574  575  576  577  578  579  581  582  583  585  586  587  588\n",
            "  589  591  592  594  595  596  597  598  601  602  603  604  605  606\n",
            "  607  610  611  612  613  614  618  619  621  622  623  624  625  626\n",
            "  627  629  630  631  632  633  634  635  636  637  638  640  641  642\n",
            "  643  644  645  646  647  649  650  651  655  656  657  658  659  661\n",
            "  663  664  665  666  668  669  670  672  674  675  676  679  681  682\n",
            "  683  684  685  686  687  688  689  690  691  692  693  694  698  699\n",
            "  700  701  702  704  705  707  708  709  710  711  712  714  715  716\n",
            "  718  719  720  723  725  726  727  728  729  730  731  733  734  735\n",
            "  736  738  739  740  742  743  744  745  747  748  749  750  751  752\n",
            "  754  755  756  759  760  761  762  763  765  766  767  768  769  772\n",
            "  775  776  777  779  780  781  782  783  784  785  786  787  788  791\n",
            "  793  794  795  796  797  798  800  801  802  803  804  805  806  807\n",
            "  810  811  812  813  814  817  818  819  821  822  823  825  828  830\n",
            "  831  832  833  834  835  836  837  838  839  840  841  842  843  845\n",
            "  846  847  848  849  850  851  853  854  855  856  857  858  860  861\n",
            "  862  864  865  866  867  868  869  871  872  873  874  875  877  878\n",
            "  879  881  882  883  884  885  886  888  891  892  893  894  896  897\n",
            "  898  899  900  902  903  904  905  906  907  909  911  912  913  914\n",
            "  916  917  918  919  920  921  922  924  925  927  928  929  930  931\n",
            "  933  934  935  936  937  938  939  940  941  942  943  944  946  947\n",
            "  948  949  950  952  953  954  955  956  957  958  961  962  963  965\n",
            "  966  967  968  969  970  972  973  974  976  977  978  979  980  981\n",
            "  982  983  984  985  987  988  989  991  992  994  995  996  998  999\n",
            " 1000 1001 1002 1003 1004 1006 1007 1008 1009 1010 1012 1013 1014 1015\n",
            " 1016 1017 1018 1020 1021 1022 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1037 1038 1039 1042 1043 1044 1045 1046 1047\n",
            " 1048 1049 1050 1051 1053 1055 1056 1057 1058 1059 1060 1061 1062 1063\n",
            " 1064 1065 1067 1068 1069 1070 1071 1072 1073 1075 1076 1077 1078 1079\n",
            " 1080 1081 1082 1085 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096\n",
            " 1097 1098 1099 1100 1102 1104 1105 1108 1110 1111 1112 1113 1115 1116\n",
            " 1118 1119 1120 1121 1122 1123 1124 1125 1126 1128 1129 1132 1133 1134\n",
            " 1135 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149\n",
            " 1150 1151 1155 1156 1159 1160 1161 1162 1165 1168 1169 1170] Validation: [   0   14   16   17   19   37   38   42   45   47   50   51   61   62\n",
            "   65   74   77   95   98  103  116  117  124  137  138  149  157  158\n",
            "  171  174  177  178  179  180  184  186  188  196  200  202  204  209\n",
            "  212  215  220  226  227  229  231  233  235  240  242  244  245  251\n",
            "  253  254  262  266  271  288  289  290  293  301  304  306  309  313\n",
            "  314  319  330  334  338  344  349  357  359  360  373  374  378  381\n",
            "  387  397  399  413  436  445  452  467  475  476  482  485  494  495\n",
            "  508  509  511  513  517  522  530  535  542  548  553  559  562  580\n",
            "  584  590  593  599  600  608  609  615  616  617  620  628  639  648\n",
            "  652  653  654  660  662  667  671  673  677  678  680  695  696  697\n",
            "  703  706  713  717  721  722  724  732  737  741  746  753  757  758\n",
            "  764  770  771  773  774  778  789  790  792  799  808  809  815  816\n",
            "  820  824  826  827  829  844  852  859  863  870  876  880  887  889\n",
            "  890  895  901  908  910  915  923  926  932  945  951  959  960  964\n",
            "  971  975  986  990  993  997 1005 1011 1019 1023 1040 1041 1052 1054\n",
            " 1066 1074 1083 1084 1086 1101 1103 1106 1107 1109 1114 1117 1127 1130\n",
            " 1131 1136 1152 1153 1154 1157 1158 1163 1164 1166 1167]\n",
            "Train: [   0    1    5    7    8   10   11   12   13   14   16   17   18   19\n",
            "   20   21   22   23   24   25   26   29   30   31   32   34   35   36\n",
            "   37   38   39   40   41   42   43   44   45   46   47   48   49   50\n",
            "   51   53   55   57   58   59   60   61   62   63   64   65   66   67\n",
            "   68   69   70   71   72   73   74   75   76   77   78   79   80   82\n",
            "   83   85   86   87   88   91   94   95   96   97   98  100  101  103\n",
            "  104  105  106  107  108  109  110  111  115  116  117  119  120  121\n",
            "  122  123  124  125  128  130  131  133  134  135  136  137  138  139\n",
            "  142  143  144  145  146  147  149  150  151  152  153  154  155  157\n",
            "  158  159  160  161  162  163  164  165  166  167  168  169  170  171\n",
            "  172  174  175  176  177  178  179  180  181  183  184  185  186  188\n",
            "  189  190  191  192  194  195  196  197  199  200  201  202  203  204\n",
            "  205  206  208  209  211  212  213  214  215  216  217  218  219  220\n",
            "  222  223  224  226  227  229  230  231  232  233  234  235  238  239\n",
            "  240  241  242  243  244  245  246  247  248  249  251  252  253  254\n",
            "  255  256  257  259  260  262  266  267  268  269  270  271  272  273\n",
            "  275  276  278  280  282  283  286  287  288  289  290  292  293  294\n",
            "  295  296  297  299  301  302  303  304  305  306  307  308  309  310\n",
            "  311  312  313  314  315  316  317  319  320  321  322  323  325  326\n",
            "  329  330  331  334  336  338  341  342  344  345  346  347  348  349\n",
            "  350  351  352  353  354  355  356  357  358  359  360  361  362  363\n",
            "  364  365  366  368  369  370  371  372  373  374  375  376  377  378\n",
            "  379  380  381  382  383  384  385  386  387  388  389  390  391  392\n",
            "  393  394  395  396  397  399  400  401  402  403  405  406  407  408\n",
            "  409  410  411  412  413  414  415  416  417  418  420  421  422  423\n",
            "  424  425  426  427  428  429  430  432  433  434  436  437  439  444\n",
            "  445  446  447  448  450  451  452  453  454  455  456  457  459  461\n",
            "  462  463  464  465  466  467  468  469  471  472  473  474  475  476\n",
            "  477  479  480  481  482  483  485  486  487  488  489  491  492  493\n",
            "  494  495  496  497  498  501  502  503  504  505  506  507  508  509\n",
            "  510  511  513  516  517  518  519  521  522  523  524  525  526  527\n",
            "  528  529  530  531  532  533  534  535  537  538  541  542  543  544\n",
            "  545  546  547  548  549  550  551  552  553  554  555  556  557  558\n",
            "  559  562  563  565  567  569  570  573  575  577  580  581  582  583\n",
            "  584  585  588  589  590  592  593  594  595  596  597  599  600  601\n",
            "  602  603  604  605  606  607  608  609  610  611  612  613  615  616\n",
            "  617  619  620  621  623  624  625  626  627  628  629  632  633  634\n",
            "  635  636  638  639  641  642  643  644  645  647  648  649  650  651\n",
            "  652  653  654  655  657  658  659  660  661  662  664  665  667  668\n",
            "  670  671  672  673  676  677  678  679  680  681  682  683  684  686\n",
            "  687  688  689  690  691  694  695  696  697  698  699  700  701  702\n",
            "  703  704  705  706  707  708  709  711  712  713  714  715  716  717\n",
            "  718  719  721  722  723  724  725  727  728  729  730  732  733  734\n",
            "  735  737  738  739  741  742  743  744  745  746  747  749  750  751\n",
            "  752  753  754  755  756  757  758  760  761  762  763  764  765  766\n",
            "  767  768  769  770  771  772  773  774  775  776  777  778  779  781\n",
            "  782  783  784  786  787  789  790  791  792  793  795  796  797  798\n",
            "  799  800  801  802  803  804  805  806  807  808  809  810  811  812\n",
            "  815  816  817  820  822  823  824  826  827  828  829  830  831  832\n",
            "  835  836  837  838  839  841  843  844  847  849  851  852  853  855\n",
            "  858  859  860  861  862  863  865  866  868  869  870  873  874  875\n",
            "  876  877  879  880  881  882  883  886  887  888  889  890  891  892\n",
            "  893  894  895  896  898  901  905  906  908  909  910  912  913  914\n",
            "  915  917  918  919  923  924  925  926  927  928  929  930  931  932\n",
            "  933  934  935  936  937  939  940  941  942  943  945  946  947  948\n",
            "  950  951  953  955  956  957  958  959  960  962  964  965  967  968\n",
            "  971  972  974  975  979  980  981  982  983  984  985  986  987  988\n",
            "  990  991  992  993  994  997  998 1003 1005 1006 1007 1010 1011 1012\n",
            " 1013 1014 1015 1016 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028\n",
            " 1029 1030 1031 1033 1034 1035 1036 1039 1040 1041 1042 1043 1044 1045\n",
            " 1046 1048 1049 1050 1051 1052 1053 1054 1055 1056 1058 1059 1061 1062\n",
            " 1064 1066 1067 1069 1070 1073 1074 1075 1077 1078 1079 1080 1082 1083\n",
            " 1084 1085 1086 1087 1088 1090 1091 1092 1093 1094 1095 1096 1098 1099\n",
            " 1100 1101 1102 1103 1105 1106 1107 1109 1110 1111 1113 1114 1116 1117\n",
            " 1118 1119 1120 1121 1123 1124 1125 1127 1128 1129 1130 1131 1132 1133\n",
            " 1136 1140 1141 1144 1146 1147 1148 1149 1150 1152 1153 1154 1155 1156\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169] Validation: [   2    3    4    6    9   15   27   28   33   52   54   56   81   84\n",
            "   89   90   92   93   99  102  112  113  114  118  126  127  129  132\n",
            "  140  141  148  156  173  182  187  193  198  207  210  221  225  228\n",
            "  236  237  250  258  261  263  264  265  274  277  279  281  284  285\n",
            "  291  298  300  318  324  327  328  332  333  335  337  339  340  343\n",
            "  367  398  404  419  431  435  438  440  441  442  443  449  458  460\n",
            "  470  478  484  490  499  500  512  514  515  520  536  539  540  560\n",
            "  561  564  566  568  571  572  574  576  578  579  586  587  591  598\n",
            "  614  618  622  630  631  637  640  646  656  663  666  669  674  675\n",
            "  685  692  693  710  720  726  731  736  740  748  759  780  785  788\n",
            "  794  813  814  818  819  821  825  833  834  840  842  845  846  848\n",
            "  850  854  856  857  864  867  871  872  878  884  885  897  899  900\n",
            "  902  903  904  907  911  916  920  921  922  938  944  949  952  954\n",
            "  961  963  966  969  970  973  976  977  978  989  995  996  999 1000\n",
            " 1001 1002 1004 1008 1009 1017 1018 1032 1037 1038 1047 1057 1060 1063\n",
            " 1065 1068 1071 1072 1076 1081 1089 1097 1104 1108 1112 1115 1122 1126\n",
            " 1134 1135 1137 1138 1139 1142 1143 1145 1151 1170]\n",
            "Train: [   0    2    3    4    5    6    7    8    9   11   13   14   15   16\n",
            "   17   19   20   22   24   26   27   28   29   33   34   35   36   37\n",
            "   38   40   41   42   43   44   45   47   48   50   51   52   53   54\n",
            "   55   56   57   59   61   62   63   64   65   66   68   69   71   72\n",
            "   73   74   75   77   78   80   81   83   84   87   88   89   90   91\n",
            "   92   93   94   95   97   98   99  102  103  104  105  108  110  111\n",
            "  112  113  114  115  116  117  118  119  121  124  126  127  128  129\n",
            "  130  132  133  134  136  137  138  140  141  144  145  146  147  148\n",
            "  149  150  152  154  156  157  158  159  160  162  163  164  165  166\n",
            "  167  169  170  171  172  173  174  177  178  179  180  182  183  184\n",
            "  185  186  187  188  189  191  193  194  195  196  198  199  200  201\n",
            "  202  203  204  205  206  207  208  209  210  211  212  214  215  216\n",
            "  217  219  220  221  222  223  224  225  226  227  228  229  230  231\n",
            "  232  233  234  235  236  237  238  239  240  241  242  243  244  245\n",
            "  246  248  249  250  251  252  253  254  255  256  258  259  260  261\n",
            "  262  263  264  265  266  267  268  269  271  273  274  276  277  279\n",
            "  280  281  282  283  284  285  286  287  288  289  290  291  292  293\n",
            "  294  295  296  297  298  299  300  301  304  305  306  307  308  309\n",
            "  310  311  312  313  314  315  316  317  318  319  321  322  324  326\n",
            "  327  328  330  332  333  334  335  336  337  338  339  340  341  342\n",
            "  343  344  345  347  349  350  351  354  355  357  358  359  360  363\n",
            "  366  367  370  372  373  374  375  376  377  378  379  381  382  384\n",
            "  385  386  387  389  391  393  395  397  398  399  400  401  402  404\n",
            "  405  407  408  409  411  413  414  416  417  418  419  420  421  422\n",
            "  423  426  427  428  430  431  433  435  436  437  438  439  440  441\n",
            "  442  443  444  445  446  447  448  449  450  451  452  453  455  456\n",
            "  457  458  460  461  462  467  470  472  474  475  476  477  478  479\n",
            "  481  482  483  484  485  486  488  489  490  492  494  495  498  499\n",
            "  500  501  502  503  504  505  506  508  509  511  512  513  514  515\n",
            "  516  517  518  520  522  523  524  525  526  528  529  530  531  532\n",
            "  534  535  536  538  539  540  541  542  543  547  548  549  550  551\n",
            "  553  555  557  558  559  560  561  562  563  564  566  568  570  571\n",
            "  572  574  575  576  577  578  579  580  582  583  584  585  586  587\n",
            "  590  591  592  593  594  595  596  598  599  600  601  602  603  606\n",
            "  608  609  614  615  616  617  618  620  622  623  625  628  629  630\n",
            "  631  632  634  635  636  637  638  639  640  642  643  645  646  647\n",
            "  648  649  650  651  652  653  654  655  656  658  659  660  661  662\n",
            "  663  664  665  666  667  668  669  670  671  672  673  674  675  676\n",
            "  677  678  679  680  681  682  683  685  686  687  688  689  690  692\n",
            "  693  695  696  697  698  699  701  703  704  705  706  707  709  710\n",
            "  711  712  713  714  715  717  718  719  720  721  722  723  724  726\n",
            "  727  728  729  731  732  733  734  735  736  737  739  740  741  746\n",
            "  747  748  749  750  751  752  753  756  757  758  759  760  761  764\n",
            "  766  767  768  769  770  771  772  773  774  776  777  778  780  781\n",
            "  784  785  788  789  790  791  792  793  794  795  798  799  800  802\n",
            "  803  804  805  806  807  808  809  810  813  814  815  816  817  818\n",
            "  819  820  821  822  823  824  825  826  827  828  829  830  832  833\n",
            "  834  835  837  838  840  841  842  844  845  846  848  849  850  851\n",
            "  852  854  855  856  857  858  859  861  862  863  864  865  866  867\n",
            "  870  871  872  874  876  878  880  881  882  883  884  885  887  888\n",
            "  889  890  891  892  893  895  896  897  898  899  900  901  902  903\n",
            "  904  905  906  907  908  910  911  912  913  915  916  918  919  920\n",
            "  921  922  923  925  926  927  929  930  931  932  933  934  935  936\n",
            "  938  939  940  942  943  944  945  947  948  949  951  952  953  954\n",
            "  955  956  957  958  959  960  961  963  964  966  968  969  970  971\n",
            "  973  974  975  976  977  978  980  981  982  983  985  986  988  989\n",
            "  990  991  992  993  994  995  996  997  999 1000 1001 1002 1003 1004\n",
            " 1005 1006 1007 1008 1009 1011 1013 1014 1015 1017 1018 1019 1020 1021\n",
            " 1022 1023 1024 1025 1026 1028 1029 1030 1032 1033 1036 1037 1038 1040\n",
            " 1041 1042 1043 1044 1045 1046 1047 1048 1052 1053 1054 1056 1057 1059\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1070 1071 1072 1073 1074\n",
            " 1075 1076 1077 1079 1080 1081 1082 1083 1084 1086 1088 1089 1091 1092\n",
            " 1093 1094 1095 1096 1097 1098 1100 1101 1102 1103 1104 1105 1106 1107\n",
            " 1108 1109 1111 1112 1113 1114 1115 1117 1119 1120 1121 1122 1123 1124\n",
            " 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138\n",
            " 1139 1140 1141 1142 1143 1144 1145 1146 1147 1150 1151 1152 1153 1154\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1169 1170] Validation: [   1   10   12   18   21   23   25   30   31   32   39   46   49   58\n",
            "   60   67   70   76   79   82   85   86   96  100  101  106  107  109\n",
            "  120  122  123  125  131  135  139  142  143  151  153  155  161  168\n",
            "  175  176  181  190  192  197  213  218  247  257  270  272  275  278\n",
            "  302  303  320  323  325  329  331  346  348  352  353  356  361  362\n",
            "  364  365  368  369  371  380  383  388  390  392  394  396  403  406\n",
            "  410  412  415  424  425  429  432  434  454  459  463  464  465  466\n",
            "  468  469  471  473  480  487  491  493  496  497  507  510  519  521\n",
            "  527  533  537  544  545  546  552  554  556  565  567  569  573  581\n",
            "  588  589  597  604  605  607  610  611  612  613  619  621  624  626\n",
            "  627  633  641  644  657  684  691  694  700  702  708  716  725  730\n",
            "  738  742  743  744  745  754  755  762  763  765  775  779  782  783\n",
            "  786  787  796  797  801  811  812  831  836  839  843  847  853  860\n",
            "  868  869  873  875  877  879  886  894  909  914  917  924  928  937\n",
            "  941  946  950  962  965  967  972  979  984  987  998 1010 1012 1016\n",
            " 1027 1031 1034 1035 1039 1049 1050 1051 1055 1058 1069 1078 1085 1087\n",
            " 1090 1099 1110 1116 1118 1148 1149 1155 1156 1168]\n",
            "Train: [   0    1    2    3    4    6    7    8    9   10   12   14   15   16\n",
            "   17   18   19   20   21   22   23   25   27   28   30   31   32   33\n",
            "   35   37   38   39   40   41   42   44   45   46   47   49   50   51\n",
            "   52   53   54   56   58   60   61   62   64   65   66   67   70   73\n",
            "   74   76   77   78   79   81   82   83   84   85   86   87   89   90\n",
            "   91   92   93   94   95   96   97   98   99  100  101  102  103  105\n",
            "  106  107  108  109  111  112  113  114  115  116  117  118  119  120\n",
            "  122  123  124  125  126  127  129  130  131  132  135  137  138  139\n",
            "  140  141  142  143  144  145  146  148  149  150  151  152  153  155\n",
            "  156  157  158  160  161  165  166  168  169  170  171  172  173  174\n",
            "  175  176  177  178  179  180  181  182  183  184  186  187  188  189\n",
            "  190  192  193  194  196  197  198  200  202  204  205  207  209  210\n",
            "  211  212  213  215  217  218  220  221  223  224  225  226  227  228\n",
            "  229  231  232  233  235  236  237  238  239  240  242  244  245  246\n",
            "  247  249  250  251  252  253  254  255  256  257  258  259  260  261\n",
            "  262  263  264  265  266  267  268  270  271  272  274  275  276  277\n",
            "  278  279  281  282  283  284  285  286  287  288  289  290  291  292\n",
            "  293  295  298  300  301  302  303  304  306  308  309  313  314  315\n",
            "  316  318  319  320  321  323  324  325  326  327  328  329  330  331\n",
            "  332  333  334  335  336  337  338  339  340  342  343  344  346  347\n",
            "  348  349  351  352  353  356  357  359  360  361  362  363  364  365\n",
            "  366  367  368  369  371  372  373  374  376  378  379  380  381  383\n",
            "  387  388  389  390  392  394  396  397  398  399  400  403  404  405\n",
            "  406  409  410  411  412  413  415  416  419  420  422  424  425  427\n",
            "  429  430  431  432  434  435  436  437  438  439  440  441  442  443\n",
            "  445  446  448  449  450  452  453  454  455  457  458  459  460  461\n",
            "  462  463  464  465  466  467  468  469  470  471  473  474  475  476\n",
            "  477  478  480  482  484  485  486  487  490  491  492  493  494  495\n",
            "  496  497  499  500  503  504  506  507  508  509  510  511  512  513\n",
            "  514  515  517  519  520  521  522  523  525  527  529  530  531  532\n",
            "  533  535  536  537  539  540  542  543  544  545  546  547  548  551\n",
            "  552  553  554  556  557  558  559  560  561  562  564  565  566  567\n",
            "  568  569  571  572  573  574  575  576  578  579  580  581  584  586\n",
            "  587  588  589  590  591  593  594  595  597  598  599  600  601  602\n",
            "  604  605  606  607  608  609  610  611  612  613  614  615  616  617\n",
            "  618  619  620  621  622  624  625  626  627  628  630  631  632  633\n",
            "  634  637  638  639  640  641  644  646  647  648  649  650  652  653\n",
            "  654  655  656  657  659  660  661  662  663  664  666  667  669  671\n",
            "  672  673  674  675  676  677  678  679  680  684  685  686  691  692\n",
            "  693  694  695  696  697  698  699  700  701  702  703  704  706  707\n",
            "  708  710  711  712  713  714  715  716  717  720  721  722  724  725\n",
            "  726  728  729  730  731  732  734  735  736  737  738  740  741  742\n",
            "  743  744  745  746  748  750  751  753  754  755  757  758  759  760\n",
            "  762  763  764  765  769  770  771  772  773  774  775  776  778  779\n",
            "  780  782  783  785  786  787  788  789  790  791  792  794  795  796\n",
            "  797  798  799  801  802  804  805  808  809  811  812  813  814  815\n",
            "  816  817  818  819  820  821  822  823  824  825  826  827  828  829\n",
            "  830  831  832  833  834  835  836  837  839  840  842  843  844  845\n",
            "  846  847  848  849  850  852  853  854  855  856  857  858  859  860\n",
            "  863  864  866  867  868  869  870  871  872  873  874  875  876  877\n",
            "  878  879  880  881  882  883  884  885  886  887  889  890  892  894\n",
            "  895  896  897  898  899  900  901  902  903  904  906  907  908  909\n",
            "  910  911  912  913  914  915  916  917  918  920  921  922  923  924\n",
            "  925  926  928  931  932  933  935  937  938  939  940  941  943  944\n",
            "  945  946  947  948  949  950  951  952  953  954  955  956  957  958\n",
            "  959  960  961  962  963  964  965  966  967  968  969  970  971  972\n",
            "  973  975  976  977  978  979  980  981  982  984  985  986  987  988\n",
            "  989  990  992  993  995  996  997  998  999 1000 1001 1002 1004 1005\n",
            " 1006 1007 1008 1009 1010 1011 1012 1014 1016 1017 1018 1019 1021 1022\n",
            " 1023 1025 1027 1029 1031 1032 1033 1034 1035 1037 1038 1039 1040 1041\n",
            " 1043 1044 1047 1048 1049 1050 1051 1052 1054 1055 1056 1057 1058 1060\n",
            " 1062 1063 1064 1065 1066 1068 1069 1071 1072 1073 1074 1075 1076 1077\n",
            " 1078 1079 1081 1082 1083 1084 1085 1086 1087 1089 1090 1092 1093 1094\n",
            " 1095 1097 1099 1101 1103 1104 1106 1107 1108 1109 1110 1111 1112 1114\n",
            " 1115 1116 1117 1118 1119 1120 1122 1126 1127 1128 1130 1131 1134 1135\n",
            " 1136 1137 1138 1139 1140 1142 1143 1145 1146 1148 1149 1151 1152 1153\n",
            " 1154 1155 1156 1157 1158 1159 1163 1164 1166 1167 1168 1169 1170] Validation: [   5   11   13   24   26   29   34   36   43   48   55   57   59   63\n",
            "   68   69   71   72   75   80   88  104  110  121  128  133  134  136\n",
            "  147  154  159  162  163  164  167  185  191  195  199  201  203  206\n",
            "  208  214  216  219  222  230  234  241  243  248  269  273  280  294\n",
            "  296  297  299  305  307  310  311  312  317  322  341  345  350  354\n",
            "  355  358  370  375  377  382  384  385  386  391  393  395  401  402\n",
            "  407  408  414  417  418  421  423  426  428  433  444  447  451  456\n",
            "  472  479  481  483  488  489  498  501  502  505  516  518  524  526\n",
            "  528  534  538  541  549  550  555  563  570  577  582  583  585  592\n",
            "  596  603  623  629  635  636  642  643  645  651  658  665  668  670\n",
            "  681  682  683  687  688  689  690  705  709  718  719  723  727  733\n",
            "  739  747  749  752  756  761  766  767  768  777  781  784  793  800\n",
            "  803  806  807  810  838  841  851  861  862  865  888  891  893  905\n",
            "  919  927  929  930  934  936  942  974  983  991  994 1003 1013 1015\n",
            " 1020 1024 1026 1028 1030 1036 1042 1045 1046 1053 1059 1061 1067 1070\n",
            " 1080 1088 1091 1096 1098 1100 1102 1105 1113 1121 1123 1124 1125 1129\n",
            " 1132 1133 1141 1144 1147 1150 1160 1161 1162 1165]\n",
            "Train: [   0    1    2    3    4    5    6    9   10   11   12   13   14   15\n",
            "   16   17   18   19   21   23   24   25   26   27   28   29   30   31\n",
            "   32   33   34   36   37   38   39   42   43   45   46   47   48   49\n",
            "   50   51   52   54   55   56   57   58   59   60   61   62   63   65\n",
            "   67   68   69   70   71   72   74   75   76   77   79   80   81   82\n",
            "   84   85   86   88   89   90   92   93   95   96   98   99  100  101\n",
            "  102  103  104  106  107  109  110  112  113  114  116  117  118  120\n",
            "  121  122  123  124  125  126  127  128  129  131  132  133  134  135\n",
            "  136  137  138  139  140  141  142  143  147  148  149  151  153  154\n",
            "  155  156  157  158  159  161  162  163  164  167  168  171  173  174\n",
            "  175  176  177  178  179  180  181  182  184  185  186  187  188  190\n",
            "  191  192  193  195  196  197  198  199  200  201  202  203  204  206\n",
            "  207  208  209  210  212  213  214  215  216  218  219  220  221  222\n",
            "  225  226  227  228  229  230  231  233  234  235  236  237  240  241\n",
            "  242  243  244  245  247  248  250  251  253  254  257  258  261  262\n",
            "  263  264  265  266  269  270  271  272  273  274  275  277  278  279\n",
            "  280  281  284  285  288  289  290  291  293  294  296  297  298  299\n",
            "  300  301  302  303  304  305  306  307  309  310  311  312  313  314\n",
            "  317  318  319  320  322  323  324  325  327  328  329  330  331  332\n",
            "  333  334  335  337  338  339  340  341  343  344  345  346  348  349\n",
            "  350  352  353  354  355  356  357  358  359  360  361  362  364  365\n",
            "  367  368  369  370  371  373  374  375  377  378  380  381  382  383\n",
            "  384  385  386  387  388  390  391  392  393  394  395  396  397  398\n",
            "  399  401  402  403  404  406  407  408  410  412  413  414  415  417\n",
            "  418  419  421  423  424  425  426  428  429  431  432  433  434  435\n",
            "  436  438  440  441  442  443  444  445  447  449  451  452  454  456\n",
            "  458  459  460  463  464  465  466  467  468  469  470  471  472  473\n",
            "  475  476  478  479  480  481  482  483  484  485  487  488  489  490\n",
            "  491  493  494  495  496  497  498  499  500  501  502  505  507  508\n",
            "  509  510  511  512  513  514  515  516  517  518  519  520  521  522\n",
            "  524  526  527  528  530  533  534  535  536  537  538  539  540  541\n",
            "  542  544  545  546  548  549  550  552  553  554  555  556  559  560\n",
            "  561  562  563  564  565  566  567  568  569  570  571  572  573  574\n",
            "  576  577  578  579  580  581  582  583  584  585  586  587  588  589\n",
            "  590  591  592  593  596  597  598  599  600  603  604  605  607  608\n",
            "  609  610  611  612  613  614  615  616  617  618  619  620  621  622\n",
            "  623  624  626  627  628  629  630  631  633  635  636  637  639  640\n",
            "  641  642  643  644  645  646  648  651  652  653  654  656  657  658\n",
            "  660  662  663  665  666  667  668  669  670  671  673  674  675  677\n",
            "  678  680  681  682  683  684  685  687  688  689  690  691  692  693\n",
            "  694  695  696  697  700  702  703  705  706  708  709  710  713  716\n",
            "  717  718  719  720  721  722  723  724  725  726  727  730  731  732\n",
            "  733  736  737  738  739  740  741  742  743  744  745  746  747  748\n",
            "  749  752  753  754  755  756  757  758  759  761  762  763  764  765\n",
            "  766  767  768  770  771  773  774  775  777  778  779  780  781  782\n",
            "  783  784  785  786  787  788  789  790  792  793  794  796  797  799\n",
            "  800  801  803  806  807  808  809  810  811  812  813  814  815  816\n",
            "  818  819  820  821  824  825  826  827  829  831  833  834  836  838\n",
            "  839  840  841  842  843  844  845  846  847  848  850  851  852  853\n",
            "  854  856  857  859  860  861  862  863  864  865  867  868  869  870\n",
            "  871  872  873  875  876  877  878  879  880  884  885  886  887  888\n",
            "  889  890  891  893  894  895  897  899  900  901  902  903  904  905\n",
            "  907  908  909  910  911  914  915  916  917  919  920  921  922  923\n",
            "  924  926  927  928  929  930  932  934  936  937  938  941  942  944\n",
            "  945  946  949  950  951  952  954  959  960  961  962  963  964  965\n",
            "  966  967  969  970  971  972  973  974  975  976  977  978  979  983\n",
            "  984  986  987  989  990  991  993  994  995  996  997  998  999 1000\n",
            " 1001 1002 1003 1004 1005 1008 1009 1010 1011 1012 1013 1015 1016 1017\n",
            " 1018 1019 1020 1023 1024 1026 1027 1028 1030 1031 1032 1034 1035 1036\n",
            " 1037 1038 1039 1040 1041 1042 1045 1046 1047 1049 1050 1051 1052 1053\n",
            " 1054 1055 1057 1058 1059 1060 1061 1063 1065 1066 1067 1068 1069 1070\n",
            " 1071 1072 1074 1076 1078 1080 1081 1083 1084 1085 1086 1087 1088 1089\n",
            " 1090 1091 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107\n",
            " 1108 1109 1110 1112 1113 1114 1115 1116 1117 1118 1121 1122 1123 1124\n",
            " 1125 1126 1127 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139\n",
            " 1141 1142 1143 1144 1145 1147 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1156 1157 1158 1160 1161 1162 1163 1164 1165 1166 1167 1168 1170] Validation: [   7    8   20   22   35   40   41   44   53   64   66   73   78   83\n",
            "   87   91   94   97  105  108  111  115  119  130  144  145  146  150\n",
            "  152  160  165  166  169  170  172  183  189  194  205  211  217  223\n",
            "  224  232  238  239  246  249  252  255  256  259  260  267  268  276\n",
            "  282  283  286  287  292  295  308  315  316  321  326  336  342  347\n",
            "  351  363  366  372  376  379  389  400  405  409  411  416  420  422\n",
            "  427  430  437  439  446  448  450  453  455  457  461  462  474  477\n",
            "  486  492  503  504  506  523  525  529  531  532  543  547  551  557\n",
            "  558  575  594  595  601  602  606  625  632  634  638  647  649  650\n",
            "  655  659  661  664  672  676  679  686  698  699  701  704  707  711\n",
            "  712  714  715  728  729  734  735  750  751  760  769  772  776  791\n",
            "  795  798  802  804  805  817  822  823  828  830  832  835  837  849\n",
            "  855  858  866  874  881  882  883  892  896  898  906  912  913  918\n",
            "  925  931  933  935  939  940  943  947  948  953  955  956  957  958\n",
            "  968  980  981  982  985  988  992 1006 1007 1014 1021 1022 1025 1029\n",
            " 1033 1043 1044 1048 1056 1062 1064 1073 1075 1077 1079 1082 1092 1093\n",
            " 1094 1095 1111 1119 1120 1128 1140 1146 1159 1169]\n",
            "Train: [   1    2    4    5    7    8    9   10   11   12   14   15   16   17\n",
            "   19   20   22   23   24   25   27   28   29   30   31   32   33   34\n",
            "   35   36   37   39   40   41   42   45   46   47   48   49   50   51\n",
            "   52   53   54   55   57   58   60   61   62   63   64   65   66   67\n",
            "   70   71   72   74   75   76   78   79   80   81   82   83   85   86\n",
            "   87   88   89   90   91   94   95   96   97   98   99  100  104  105\n",
            "  106  107  108  109  110  111  112  113  115  116  117  119  120  122\n",
            "  124  125  126  127  129  130  131  132  133  134  135  136  137  138\n",
            "  140  141  142  143  146  147  149  150  151  153  154  155  156  157\n",
            "  158  159  160  162  163  165  166  167  168  170  172  173  174  175\n",
            "  177  178  179  180  182  183  184  185  186  188  189  190  193  194\n",
            "  195  196  197  198  200  203  204  205  206  207  208  210  211  212\n",
            "  213  214  215  217  219  222  223  224  225  226  227  228  230  232\n",
            "  233  236  237  239  240  241  242  243  244  245  246  247  248  249\n",
            "  250  251  252  253  254  256  257  258  259  261  262  263  264  265\n",
            "  266  268  270  271  272  273  274  275  276  277  278  279  280  281\n",
            "  283  285  286  287  288  289  293  294  295  296  297  300  301  303\n",
            "  305  307  308  309  310  311  312  313  314  315  316  317  318  320\n",
            "  322  323  324  325  326  327  328  329  330  331  332  333  334  336\n",
            "  337  338  339  341  342  344  345  347  348  350  351  353  355  357\n",
            "  359  360  362  363  364  365  366  368  369  370  371  372  373  374\n",
            "  375  376  377  378  379  380  381  383  386  388  389  390  391  392\n",
            "  394  395  396  398  399  403  404  405  406  407  408  409  410  411\n",
            "  413  414  415  417  418  419  420  421  423  425  426  427  428  429\n",
            "  431  432  433  434  435  436  437  438  439  443  444  446  447  448\n",
            "  449  450  452  454  455  456  457  458  459  461  462  463  465  466\n",
            "  468  470  471  472  473  474  477  478  479  480  481  483  484  485\n",
            "  486  488  489  490  491  492  493  494  495  497  498  499  501  502\n",
            "  503  504  505  506  507  508  509  510  512  513  514  515  516  518\n",
            "  519  521  522  523  525  526  527  528  529  530  533  534  535  536\n",
            "  537  538  539  540  541  542  543  545  546  548  550  552  553  554\n",
            "  555  557  558  559  561  562  563  564  565  566  567  568  569  570\n",
            "  571  572  573  575  576  578  579  580  581  582  583  584  585  587\n",
            "  588  589  590  591  592  593  596  598  599  600  601  602  604  607\n",
            "  608  609  611  612  613  614  615  616  618  619  620  621  622  623\n",
            "  624  626  627  628  631  632  634  635  636  638  640  642  644  645\n",
            "  646  650  652  653  654  655  657  658  659  660  661  662  663  664\n",
            "  665  666  668  669  671  672  673  674  675  676  678  679  680  681\n",
            "  682  683  684  688  689  690  691  692  693  694  695  696  697  699\n",
            "  700  701  702  703  704  705  707  708  709  710  711  712  715  716\n",
            "  717  718  719  720  721  722  723  724  725  726  727  728  729  730\n",
            "  732  733  735  737  738  740  741  742  743  745  746  747  748  749\n",
            "  750  751  752  755  756  757  759  761  763  764  765  766  767  769\n",
            "  770  771  773  774  775  776  779  780  781  782  783  784  785  786\n",
            "  787  788  790  791  792  794  795  796  797  798  799  800  801  802\n",
            "  803  804  805  806  807  808  809  810  811  812  813  814  815  816\n",
            "  817  818  819  822  824  825  826  827  828  830  831  833  834  835\n",
            "  836  837  838  839  840  841  842  843  846  847  848  849  850  851\n",
            "  852  853  854  855  857  858  860  861  862  863  864  865  866  867\n",
            "  868  869  870  871  872  874  875  876  877  878  879  880  881  882\n",
            "  883  884  885  886  887  888  889  890  891  892  893  894  897  899\n",
            "  900  901  902  903  904  905  906  909  911  912  913  915  916  917\n",
            "  918  919  920  921  922  923  924  925  926  927  928  929  930  931\n",
            "  932  936  937  938  940  941  942  943  945  946  947  948  949  950\n",
            "  951  952  953  954  955  956  957  958  959  960  961  962  963  964\n",
            "  966  967  968  970  971  972  973  974  975  976  978  979  985  986\n",
            "  987  988  989  990  991  992  993  994  996  997  998  999 1000 1001\n",
            " 1002 1003 1004 1005 1006 1008 1009 1010 1012 1013 1014 1016 1017 1018\n",
            " 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032\n",
            " 1033 1036 1037 1038 1039 1041 1042 1043 1044 1045 1046 1047 1048 1049\n",
            " 1052 1053 1054 1055 1056 1059 1060 1062 1063 1065 1066 1067 1068 1069\n",
            " 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083\n",
            " 1085 1088 1089 1090 1091 1092 1093 1094 1097 1098 1100 1101 1102 1103\n",
            " 1104 1105 1106 1108 1109 1110 1111 1113 1114 1115 1116 1117 1118 1119\n",
            " 1121 1123 1124 1125 1127 1128 1129 1131 1132 1133 1134 1135 1136 1137\n",
            " 1138 1139 1140 1141 1143 1145 1146 1147 1148 1150 1151 1154 1156 1157\n",
            " 1158 1159 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   0    3    6   13   18   21   26   38   43   44   56   59   68   69\n",
            "   73   77   84   92   93  101  102  103  114  118  121  123  128  139\n",
            "  144  145  148  152  161  164  169  171  176  181  187  191  192  199\n",
            "  201  202  209  216  218  220  221  229  231  234  235  238  255  260\n",
            "  267  269  282  284  290  291  292  298  299  302  304  306  319  321\n",
            "  335  340  343  346  349  352  354  356  358  361  367  382  384  385\n",
            "  387  393  397  400  401  402  412  416  422  424  430  440  441  442\n",
            "  445  451  453  460  464  467  469  475  476  482  487  496  500  511\n",
            "  517  520  524  531  532  544  547  549  551  556  560  574  577  586\n",
            "  594  595  597  603  605  606  610  617  625  629  630  633  637  639\n",
            "  641  643  647  648  649  651  656  667  670  677  685  686  687  698\n",
            "  706  713  714  731  734  736  739  744  753  754  758  760  762  768\n",
            "  772  777  778  789  793  820  821  823  829  832  844  845  856  859\n",
            "  873  895  896  898  907  908  910  914  933  934  935  939  944  965\n",
            "  969  977  980  981  982  983  984  995 1007 1011 1015 1034 1035 1040\n",
            " 1050 1051 1057 1058 1061 1064 1084 1086 1087 1095 1096 1099 1107 1112\n",
            " 1120 1122 1126 1130 1142 1144 1149 1152 1153 1155 1160]\n",
            "Train: [   0    1    2    3    6    8   10   12   13   14   16   17   18   19\n",
            "   20   21   23   24   25   26   27   28   29   30   33   34   35   36\n",
            "   37   38   39   40   42   43   44   46   49   50   51   52   55   56\n",
            "   57   58   59   60   61   62   63   64   67   68   69   70   71   72\n",
            "   73   74   75   76   77   78   79   80   81   83   84   85   86   87\n",
            "   89   90   91   92   93   94   96   97   98   99  100  101  102  103\n",
            "  104  105  107  108  109  111  112  114  117  118  119  120  121  122\n",
            "  123  124  125  126  127  128  129  130  132  133  134  135  136  137\n",
            "  138  139  140  141  143  144  145  146  147  148  150  151  152  153\n",
            "  154  155  156  158  159  160  161  162  164  165  167  169  170  171\n",
            "  172  173  175  176  177  179  181  182  183  184  185  186  187  188\n",
            "  189  191  192  193  194  196  198  199  200  201  202  203  205  206\n",
            "  207  209  210  213  215  216  217  218  220  221  222  223  224  226\n",
            "  228  229  230  231  232  234  235  236  238  240  241  242  245  248\n",
            "  249  250  251  252  254  255  257  258  260  261  262  263  264  265\n",
            "  266  267  268  269  270  271  273  274  276  277  278  279  280  281\n",
            "  282  283  284  285  287  289  290  291  292  294  295  296  297  298\n",
            "  299  300  302  303  304  305  306  307  309  311  312  314  319  320\n",
            "  321  322  323  324  325  326  327  328  329  331  332  335  336  337\n",
            "  338  340  341  342  343  344  345  346  347  348  349  351  352  353\n",
            "  354  355  356  358  359  360  361  362  363  364  365  366  367  368\n",
            "  370  372  373  376  377  378  379  380  382  383  384  385  387  388\n",
            "  390  391  392  393  394  396  397  398  399  400  401  402  403  404\n",
            "  405  407  408  409  410  411  412  414  416  417  418  420  421  422\n",
            "  424  426  427  429  430  431  432  433  434  436  437  439  440  441\n",
            "  442  443  444  445  447  448  449  451  452  453  454  457  458  460\n",
            "  461  464  465  467  469  473  474  475  476  477  478  480  481  482\n",
            "  483  484  485  486  487  488  490  491  492  495  496  497  498  499\n",
            "  500  501  502  503  505  506  508  509  510  511  512  513  514  516\n",
            "  517  520  522  523  524  525  526  528  529  530  531  532  533  534\n",
            "  535  537  538  539  540  541  542  544  545  546  547  548  549  550\n",
            "  551  552  553  554  555  556  557  558  560  561  562  563  564  565\n",
            "  566  567  568  569  570  574  576  577  578  579  580  582  583  585\n",
            "  586  588  589  590  593  594  595  596  597  598  599  600  601  602\n",
            "  603  604  605  606  608  609  610  611  612  614  615  616  617  618\n",
            "  619  620  621  622  623  624  625  627  629  630  631  632  633  635\n",
            "  636  637  638  639  640  641  642  643  644  645  647  648  649  651\n",
            "  652  654  656  658  659  660  661  663  664  665  666  667  668  669\n",
            "  670  671  672  675  676  677  678  681  683  684  685  686  687  688\n",
            "  689  690  692  694  695  696  698  699  700  701  702  703  704  706\n",
            "  707  708  709  711  712  713  714  717  718  719  720  721  722  723\n",
            "  724  726  727  728  729  730  731  732  733  734  735  736  737  739\n",
            "  740  741  742  743  744  745  746  747  749  750  752  753  754  755\n",
            "  756  757  758  760  761  762  763  764  765  767  768  769  770  771\n",
            "  772  773  774  775  777  778  779  780  782  783  784  785  786  788\n",
            "  789  790  791  792  793  794  795  796  797  798  800  801  803  804\n",
            "  805  806  807  808  809  810  811  812  813  814  815  816  818  820\n",
            "  821  822  823  825  826  827  829  830  832  834  835  838  839  840\n",
            "  841  842  844  845  847  850  851  852  854  855  856  857  859  860\n",
            "  861  862  863  865  866  867  868  869  870  871  873  874  875  877\n",
            "  878  879  882  884  885  887  888  889  890  891  892  893  894  895\n",
            "  896  897  898  899  903  904  905  906  907  908  909  910  911  912\n",
            "  913  914  916  917  918  919  920  921  923  924  925  926  928  929\n",
            "  930  931  933  934  935  936  937  939  941  942  944  945  946  947\n",
            "  948  949  950  951  952  954  955  956  957  958  959  960  961  962\n",
            "  963  964  965  967  968  969  970  971  973  975  976  977  978  980\n",
            "  981  982  983  984  985  988  990  991  992  993  994  995  996  997\n",
            "  999 1000 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013\n",
            " 1015 1016 1017 1018 1020 1021 1022 1023 1024 1026 1027 1028 1029 1032\n",
            " 1034 1035 1036 1038 1040 1041 1044 1046 1047 1048 1049 1050 1051 1053\n",
            " 1054 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068\n",
            " 1069 1070 1072 1073 1075 1076 1080 1081 1082 1083 1084 1085 1086 1087\n",
            " 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101\n",
            " 1104 1105 1107 1108 1109 1111 1112 1113 1115 1116 1117 1118 1119 1120\n",
            " 1121 1122 1123 1124 1126 1127 1128 1129 1130 1131 1132 1133 1136 1137\n",
            " 1138 1140 1141 1142 1143 1144 1146 1147 1149 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1159 1160 1162 1163 1166 1167 1168 1169 1170] Validation: [   4    5    7    9   11   15   22   31   32   41   45   47   48   53\n",
            "   54   65   66   82   88   95  106  110  113  115  116  131  142  149\n",
            "  157  163  166  168  174  178  180  190  195  197  204  208  211  212\n",
            "  214  219  225  227  233  237  239  243  244  246  247  253  256  259\n",
            "  272  275  286  288  293  301  308  310  313  315  316  317  318  330\n",
            "  333  334  339  350  357  369  371  374  375  381  386  389  395  406\n",
            "  413  415  419  423  425  428  435  438  446  450  455  456  459  462\n",
            "  463  466  468  470  471  472  479  489  493  494  504  507  515  518\n",
            "  519  521  527  536  543  559  571  572  573  575  581  584  587  591\n",
            "  592  607  613  626  628  634  646  650  653  655  657  662  673  674\n",
            "  679  680  682  691  693  697  705  710  715  716  725  738  748  751\n",
            "  759  766  776  781  787  799  802  817  819  824  828  831  833  836\n",
            "  837  843  846  848  849  853  858  864  872  876  880  881  883  886\n",
            "  900  901  902  915  922  927  932  938  940  943  953  966  972  974\n",
            "  979  986  987  989  998 1001 1014 1019 1025 1030 1031 1033 1037 1039\n",
            " 1042 1043 1045 1052 1055 1071 1074 1077 1078 1079 1102 1103 1106 1110\n",
            " 1114 1125 1134 1135 1139 1145 1148 1161 1164 1165]\n",
            "Train: [   0    3    4    5    6    7    8    9   11   13   14   15   17   18\n",
            "   19   21   22   24   26   27   29   30   31   32   33   34   35   36\n",
            "   37   38   39   40   41   42   43   44   45   46   47   48   49   51\n",
            "   52   53   54   55   56   57   59   60   61   63   65   66   68   69\n",
            "   70   71   72   73   74   75   76   77   78   79   80   81   82   83\n",
            "   84   85   88   89   90   91   92   93   94   95   96   98   99  101\n",
            "  102  103  105  106  107  108  109  110  113  114  115  116  117  118\n",
            "  119  120  121  122  123  124  125  128  129  130  131  132  134  138\n",
            "  139  142  143  144  145  146  147  148  149  150  151  152  153  154\n",
            "  155  157  158  159  161  162  163  164  166  167  168  169  170  171\n",
            "  172  173  174  175  176  177  178  179  180  181  182  183  184  185\n",
            "  186  187  188  190  191  192  193  194  195  197  199  200  201  202\n",
            "  203  204  206  208  209  210  211  212  213  214  215  216  218  219\n",
            "  220  221  223  225  227  228  229  230  231  233  234  235  237  238\n",
            "  239  240  242  243  244  246  247  250  253  254  255  256  257  259\n",
            "  260  261  262  264  265  266  267  269  270  271  272  273  274  275\n",
            "  276  277  278  279  280  282  283  284  285  286  287  288  290  291\n",
            "  292  293  294  295  296  297  298  299  301  302  304  306  307  308\n",
            "  310  313  315  316  317  318  319  320  321  322  323  327  328  329\n",
            "  330  332  333  334  335  337  339  340  341  342  343  345  346  348\n",
            "  349  350  351  352  353  354  356  357  358  360  361  365  366  367\n",
            "  369  371  372  373  374  375  376  377  379  380  381  382  383  384\n",
            "  385  386  387  388  389  393  394  395  396  397  399  400  401  402\n",
            "  403  405  406  409  410  412  413  414  415  416  417  418  419  420\n",
            "  422  423  424  425  428  429  430  431  432  433  434  435  436  437\n",
            "  438  439  440  441  442  443  444  445  446  448  449  450  451  452\n",
            "  453  454  455  456  457  459  460  461  462  463  464  466  467  468\n",
            "  469  470  471  472  473  474  475  476  477  478  479  480  482  483\n",
            "  485  486  487  488  489  490  492  493  494  495  496  499  500  504\n",
            "  505  506  507  510  511  512  513  515  516  517  518  519  520  521\n",
            "  523  524  525  526  527  528  530  531  532  534  536  537  539  540\n",
            "  542  543  544  545  546  547  548  549  550  551  555  556  557  558\n",
            "  559  560  562  565  567  569  570  571  572  573  574  575  576  577\n",
            "  581  583  584  585  586  587  588  589  590  591  592  593  594  595\n",
            "  596  597  599  600  601  602  603  605  606  607  608  609  610  611\n",
            "  612  613  614  616  617  618  620  622  623  624  625  626  628  629\n",
            "  630  633  634  635  636  637  639  640  641  642  643  644  645  646\n",
            "  647  648  649  650  651  652  653  655  656  657  658  659  661  662\n",
            "  663  664  665  666  667  668  669  670  673  674  675  676  677  679\n",
            "  680  682  683  685  686  687  688  689  690  691  692  693  697  698\n",
            "  699  700  701  702  704  705  706  707  708  709  710  711  712  713\n",
            "  714  715  716  717  718  719  721  722  723  725  727  729  730  731\n",
            "  732  733  734  735  736  737  738  739  740  742  743  744  746  748\n",
            "  749  751  753  754  755  758  759  760  761  762  763  764  765  766\n",
            "  767  768  769  770  771  772  773  774  775  776  777  778  780  781\n",
            "  782  783  784  785  786  787  788  789  790  791  793  795  796  799\n",
            "  800  801  802  803  804  805  806  808  810  811  812  813  815  816\n",
            "  817  818  819  820  821  822  823  824  825  826  827  828  829  830\n",
            "  831  832  833  834  836  837  838  839  840  841  843  844  845  846\n",
            "  848  849  851  852  853  855  856  858  859  860  861  864  866  867\n",
            "  868  872  873  874  876  878  879  880  881  883  884  885  886  887\n",
            "  888  890  891  892  893  895  896  898  899  900  901  902  903  904\n",
            "  905  907  908  909  910  911  913  914  915  917  918  919  920  921\n",
            "  922  923  925  926  927  928  929  931  932  933  934  935  936  938\n",
            "  939  940  941  942  943  944  945  946  947  948  949  950  951  953\n",
            "  955  956  958  961  962  963  964  965  966  967  969  970  972  973\n",
            "  974  977  978  979  980  981  982  983  984  985  986  987  989  992\n",
            "  993  995  996  998  999 1000 1001 1002 1003 1004 1006 1007 1009 1010\n",
            " 1011 1012 1013 1014 1015 1017 1018 1019 1020 1021 1022 1024 1025 1027\n",
            " 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041\n",
            " 1042 1043 1045 1046 1047 1049 1050 1051 1052 1053 1054 1055 1057 1058\n",
            " 1059 1060 1061 1063 1064 1065 1066 1069 1070 1071 1073 1074 1075 1076\n",
            " 1077 1078 1079 1081 1083 1084 1085 1086 1087 1089 1090 1091 1093 1094\n",
            " 1095 1096 1097 1098 1099 1100 1102 1103 1106 1107 1108 1109 1110 1111\n",
            " 1112 1113 1114 1115 1116 1117 1119 1120 1121 1122 1124 1125 1126 1127\n",
            " 1129 1130 1134 1135 1138 1139 1140 1142 1143 1144 1145 1146 1147 1148\n",
            " 1149 1150 1151 1152 1153 1155 1160 1161 1162 1164 1165 1166 1168] Validation: [   1    2   10   12   16   20   23   25   28   50   58   62   64   67\n",
            "   86   87   97  100  104  111  112  126  127  133  135  136  137  140\n",
            "  141  156  160  165  189  196  198  205  207  217  222  224  226  232\n",
            "  236  241  245  248  249  251  252  258  263  268  281  289  300  303\n",
            "  305  309  311  312  314  324  325  326  331  336  338  344  347  355\n",
            "  359  362  363  364  368  370  378  390  391  392  398  404  407  408\n",
            "  411  421  426  427  447  458  465  481  484  491  497  498  501  502\n",
            "  503  508  509  514  522  529  533  535  538  541  552  553  554  561\n",
            "  563  564  566  568  578  579  580  582  598  604  615  619  621  627\n",
            "  631  632  638  654  660  671  672  678  681  684  694  695  696  703\n",
            "  720  724  726  728  741  745  747  750  752  756  757  779  792  794\n",
            "  797  798  807  809  814  835  842  847  850  854  857  862  863  865\n",
            "  869  870  871  875  877  882  889  894  897  906  912  916  924  930\n",
            "  937  952  954  957  959  960  968  971  975  976  988  990  991  994\n",
            "  997 1005 1008 1016 1023 1026 1044 1048 1056 1062 1067 1068 1072 1080\n",
            " 1082 1088 1092 1101 1104 1105 1118 1123 1128 1131 1132 1133 1136 1137\n",
            " 1141 1154 1156 1157 1158 1159 1163 1167 1169 1170]\n",
            "Train: [   0    1    2    3    4    5    6    7    9   10   11   12   13   15\n",
            "   16   18   19   20   21   22   23   25   26   28   31   32   34   35\n",
            "   36   38   39   40   41   42   43   44   45   47   48   49   50   51\n",
            "   52   53   54   56   58   59   60   62   63   64   65   66   67   68\n",
            "   69   70   71   72   73   74   77   80   81   82   84   85   86   87\n",
            "   88   89   91   92   93   94   95   96   97   99  100  101  102  103\n",
            "  104  106  109  110  111  112  113  114  115  116  117  118  119  121\n",
            "  123  124  126  127  128  130  131  133  134  135  136  137  138  139\n",
            "  140  141  142  144  145  146  147  148  149  151  152  156  157  160\n",
            "  161  162  163  164  165  166  168  169  170  171  172  173  174  176\n",
            "  178  179  180  181  183  187  189  190  191  192  193  194  195  196\n",
            "  197  198  199  200  201  202  203  204  205  207  208  209  210  211\n",
            "  212  213  214  215  216  217  218  219  220  221  222  224  225  226\n",
            "  227  228  229  230  231  232  233  234  235  236  237  238  239  240\n",
            "  241  243  244  245  246  247  248  249  250  251  252  253  254  255\n",
            "  256  257  258  259  260  261  263  265  267  268  269  272  273  274\n",
            "  275  276  277  279  280  281  282  284  285  286  287  288  289  290\n",
            "  291  292  293  294  298  299  300  301  302  303  304  305  306  307\n",
            "  308  309  310  311  312  313  314  315  316  317  318  319  321  323\n",
            "  324  325  326  327  329  330  331  333  334  335  336  337  338  339\n",
            "  340  342  343  344  345  346  347  348  349  350  351  352  353  354\n",
            "  355  356  357  358  359  360  361  362  363  364  365  366  367  368\n",
            "  369  370  371  373  374  375  376  377  378  381  382  384  385  386\n",
            "  387  388  389  390  391  392  393  395  396  397  398  399  400  401\n",
            "  402  404  405  406  407  408  409  411  412  413  414  415  416  419\n",
            "  420  421  422  423  424  425  426  427  428  429  430  431  435  437\n",
            "  438  439  440  441  442  443  445  446  447  448  450  451  452  453\n",
            "  455  456  458  459  460  462  463  464  465  466  467  468  469  470\n",
            "  471  472  475  476  478  479  481  482  483  484  485  487  488  489\n",
            "  490  491  492  493  494  495  496  497  498  499  500  501  502  503\n",
            "  504  506  507  508  509  511  512  513  514  515  517  518  519  520\n",
            "  521  522  524  526  527  528  529  531  532  533  535  536  537  538\n",
            "  540  541  543  544  545  546  547  549  551  552  553  554  556  558\n",
            "  559  560  561  563  564  565  566  567  568  571  572  573  574  575\n",
            "  576  577  578  579  580  581  582  584  586  587  588  589  591  592\n",
            "  593  594  595  596  597  598  599  602  603  604  605  606  607  609\n",
            "  610  611  613  615  617  619  620  621  624  625  626  627  628  629\n",
            "  630  631  632  633  634  635  637  638  639  641  642  643  645  646\n",
            "  647  648  649  650  651  653  654  655  656  657  659  660  662  664\n",
            "  666  667  668  670  671  672  673  674  676  677  678  679  680  681\n",
            "  682  684  685  686  687  688  691  693  694  695  696  697  698  700\n",
            "  701  703  704  705  706  707  710  713  714  715  716  717  720  722\n",
            "  724  725  726  728  731  733  734  735  736  738  739  741  743  744\n",
            "  745  746  747  748  750  751  752  753  754  755  756  757  758  759\n",
            "  760  761  762  764  766  768  771  772  775  776  777  778  779  780\n",
            "  781  785  787  789  791  792  793  794  797  798  799  800  801  802\n",
            "  805  806  807  809  814  816  817  818  819  820  821  823  824  825\n",
            "  828  829  831  832  833  835  836  837  839  842  843  844  845  846\n",
            "  847  848  849  850  851  852  853  854  856  857  858  859  860  861\n",
            "  862  863  864  865  866  868  869  870  871  872  873  875  876  877\n",
            "  879  880  881  882  883  886  887  888  889  892  893  894  895  896\n",
            "  897  898  900  901  902  903  904  905  906  907  908  910  911  912\n",
            "  913  914  915  916  917  918  919  920  922  924  926  927  928  929\n",
            "  930  932  933  934  935  937  938  939  940  941  943  944  945  947\n",
            "  949  950  952  953  954  957  959  960  964  965  966  968  969  970\n",
            "  971  972  974  975  976  977  979  980  981  982  983  984  985  986\n",
            "  987  988  989  990  991  993  994  995  996  997  998 1000 1001 1005\n",
            " 1006 1007 1008 1009 1011 1013 1014 1015 1016 1019 1020 1022 1023 1025\n",
            " 1026 1027 1028 1029 1030 1031 1033 1034 1035 1036 1037 1038 1039 1040\n",
            " 1041 1042 1043 1044 1045 1047 1048 1049 1050 1051 1052 1053 1054 1055\n",
            " 1056 1057 1058 1060 1061 1062 1064 1066 1067 1068 1069 1070 1071 1072\n",
            " 1074 1076 1077 1078 1079 1080 1082 1083 1084 1085 1086 1087 1088 1091\n",
            " 1092 1093 1094 1095 1096 1097 1099 1101 1102 1103 1104 1105 1106 1107\n",
            " 1110 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123 1124\n",
            " 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138\n",
            " 1139 1141 1142 1143 1144 1145 1147 1148 1149 1150 1152 1153 1154 1155\n",
            " 1156 1157 1158 1159 1160 1161 1163 1164 1165 1166 1167 1169 1170] Validation: [   8   14   17   24   27   29   30   33   37   46   55   57   61   75\n",
            "   76   78   79   83   90   98  105  107  108  120  122  125  129  132\n",
            "  143  150  153  154  155  158  159  167  175  177  182  184  185  186\n",
            "  188  206  223  242  262  264  266  270  271  278  283  295  296  297\n",
            "  320  322  328  332  341  372  379  380  383  394  403  410  417  418\n",
            "  432  433  434  436  444  449  454  457  461  473  474  477  480  486\n",
            "  505  510  516  523  525  530  534  539  542  548  550  555  557  562\n",
            "  569  570  583  585  590  600  601  608  612  614  616  618  622  623\n",
            "  636  640  644  652  658  661  663  665  669  675  683  689  690  692\n",
            "  699  702  708  709  711  712  718  719  721  723  727  729  730  732\n",
            "  737  740  742  749  763  765  767  769  770  773  774  782  783  784\n",
            "  786  788  790  795  796  803  804  808  810  811  812  813  815  822\n",
            "  826  827  830  834  838  840  841  855  867  874  878  884  885  890\n",
            "  891  899  909  921  923  925  931  936  942  946  948  951  955  956\n",
            "  958  961  962  963  967  973  978  992  999 1002 1003 1004 1010 1012\n",
            " 1017 1018 1021 1024 1032 1046 1059 1063 1065 1073 1075 1081 1089 1090\n",
            " 1098 1100 1108 1109 1111 1140 1146 1151 1162 1168]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   16   17   18   20   21   22   23   24   25   26   27   28\n",
            "   29   30   31   32   33   37   38   41   43   44   45   46   47   48\n",
            "   50   53   54   55   56   57   58   59   61   62   64   65   66   67\n",
            "   68   69   73   75   76   77   78   79   82   83   84   86   87   88\n",
            "   90   92   93   95   97   98  100  101  102  103  104  105  106  107\n",
            "  108  110  111  112  113  114  115  116  118  120  121  122  123  125\n",
            "  126  127  128  129  131  132  133  135  136  137  139  140  141  142\n",
            "  143  144  145  148  149  150  152  153  154  155  156  157  158  159\n",
            "  160  161  163  164  165  166  167  168  169  171  174  175  176  177\n",
            "  178  180  181  182  184  185  186  187  188  189  190  191  192  195\n",
            "  196  197  198  199  201  202  204  205  206  207  208  209  211  212\n",
            "  214  216  217  218  219  220  221  222  223  224  225  226  227  229\n",
            "  231  232  233  234  235  236  237  238  239  241  242  243  244  245\n",
            "  246  247  248  249  251  252  253  255  256  258  259  260  262  263\n",
            "  264  266  267  268  269  270  271  272  275  278  281  282  283  284\n",
            "  286  288  289  290  291  292  293  295  296  297  298  299  300  301\n",
            "  302  303  304  305  306  308  309  310  311  312  313  314  315  316\n",
            "  317  318  319  320  321  322  324  325  326  328  330  331  332  333\n",
            "  334  335  336  338  339  340  341  343  344  346  347  349  350  352\n",
            "  354  355  356  357  358  359  361  362  363  364  367  368  369  370\n",
            "  371  372  374  375  378  379  380  381  382  383  384  385  386  387\n",
            "  389  390  391  392  393  394  395  397  398  400  401  402  403  404\n",
            "  406  407  408  410  411  412  413  415  416  417  418  419  421  422\n",
            "  423  424  425  426  427  428  430  432  433  434  435  436  438  440\n",
            "  441  442  444  445  446  447  449  450  451  453  454  455  456  457\n",
            "  458  459  460  461  462  463  464  465  466  467  468  469  470  471\n",
            "  472  473  474  475  476  477  479  480  481  482  484  486  487  489\n",
            "  491  493  494  496  497  498  500  501  502  503  504  505  507  508\n",
            "  509  510  511  514  515  516  517  518  519  520  521  522  523  524\n",
            "  525  527  529  530  531  532  533  534  535  536  538  539  541  542\n",
            "  543  544  547  548  549  550  551  552  553  554  555  556  557  559\n",
            "  560  561  562  563  564  566  568  569  570  571  572  573  574  575\n",
            "  577  578  579  580  581  582  583  584  585  586  587  590  591  592\n",
            "  594  595  597  598  600  601  603  604  605  606  607  608  610  612\n",
            "  613  614  615  616  617  618  619  621  622  623  625  626  627  628\n",
            "  629  630  631  632  633  634  636  637  638  639  640  641  643  644\n",
            "  646  647  648  649  650  651  652  653  654  655  656  657  658  660\n",
            "  661  662  663  665  667  669  670  671  672  673  674  675  677  678\n",
            "  679  680  681  682  683  684  685  686  687  689  690  691  692  693\n",
            "  694  695  696  697  698  699  702  703  705  706  708  709  710  711\n",
            "  712  713  714  715  716  718  719  720  721  723  724  725  726  727\n",
            "  728  729  730  731  732  734  736  737  738  739  740  741  742  744\n",
            "  745  747  748  749  750  751  752  753  754  756  757  758  759  760\n",
            "  762  763  765  766  767  768  769  770  772  773  774  776  777  778\n",
            "  779  781  782  783  784  786  787  788  789  790  792  793  794  795\n",
            "  796  797  798  799  802  803  804  807  808  809  810  811  812  813\n",
            "  814  815  817  819  820  821  822  823  824  826  827  828  829  830\n",
            "  831  832  833  834  835  836  837  838  840  841  842  843  844  845\n",
            "  846  847  848  849  850  853  854  855  856  857  858  859  862  863\n",
            "  864  865  867  869  870  871  872  873  874  875  876  877  878  880\n",
            "  881  882  883  884  885  886  889  890  891  894  895  896  897  898\n",
            "  899  900  901  902  906  907  908  909  910  912  914  915  916  921\n",
            "  922  923  924  925  927  930  931  932  933  934  935  936  937  938\n",
            "  939  940  942  943  944  946  948  951  952  953  954  955  956  957\n",
            "  958  959  960  961  962  963  965  966  967  968  969  971  972  973\n",
            "  974  975  976  977  978  979  980  981  982  983  984  986  987  988\n",
            "  989  990  991  992  994  995  997  998  999 1001 1002 1003 1004 1005\n",
            " 1007 1008 1010 1011 1012 1014 1015 1016 1017 1018 1019 1021 1023 1024\n",
            " 1025 1026 1030 1031 1032 1033 1034 1035 1037 1039 1040 1042 1043 1044\n",
            " 1045 1046 1048 1050 1051 1052 1055 1056 1057 1058 1059 1061 1062 1063\n",
            " 1064 1065 1067 1068 1071 1072 1073 1074 1075 1077 1078 1079 1080 1081\n",
            " 1082 1084 1086 1087 1088 1089 1090 1092 1095 1096 1098 1099 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1114 1118 1120\n",
            " 1122 1123 1125 1126 1128 1130 1131 1132 1133 1134 1135 1136 1137 1139\n",
            " 1140 1141 1142 1144 1145 1146 1148 1149 1151 1152 1153 1154 1155 1156\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1167 1168 1169 1170] Validation: [  19   34   35   36   39   40   42   49   51   52   60   63   70   71\n",
            "   72   74   80   81   85   89   91   94   96   99  109  117  119  124\n",
            "  130  134  138  146  147  151  162  170  172  173  179  183  193  194\n",
            "  200  203  210  213  215  228  230  240  250  254  257  261  265  273\n",
            "  274  276  277  279  280  285  287  294  307  323  327  329  337  342\n",
            "  345  348  351  353  360  365  366  373  376  377  388  396  399  405\n",
            "  409  414  420  429  431  437  439  443  448  452  478  483  485  488\n",
            "  490  492  495  499  506  512  513  526  528  537  540  545  546  558\n",
            "  565  567  576  588  589  593  596  599  602  609  611  620  624  635\n",
            "  642  645  659  664  666  668  676  688  700  701  704  707  717  722\n",
            "  733  735  743  746  755  761  764  771  775  780  785  791  800  801\n",
            "  805  806  816  818  825  839  851  852  860  861  866  868  879  887\n",
            "  888  892  893  903  904  905  911  913  917  918  919  920  926  928\n",
            "  929  941  945  947  949  950  964  970  985  993  996 1000 1006 1009\n",
            " 1013 1020 1022 1027 1028 1029 1036 1038 1041 1047 1049 1053 1054 1060\n",
            " 1066 1069 1070 1076 1083 1085 1091 1093 1094 1097 1113 1115 1116 1117\n",
            " 1119 1121 1124 1127 1129 1138 1143 1147 1150 1166]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   16   17   19   20   22   24   25   26   27   28   29   30\n",
            "   31   32   33   34   35   36   39   40   41   42   43   44   45   46\n",
            "   49   50   52   53   54   55   56   57   58   59   61   62   64   65\n",
            "   66   67   68   69   70   71   72   73   74   75   78   79   80   81\n",
            "   84   85   86   87   88   89   90   91   92   93   94   95   96   99\n",
            "  101  102  103  104  105  106  107  108  109  110  111  112  114  115\n",
            "  117  118  119  120  121  123  124  125  126  127  129  130  131  132\n",
            "  134  135  136  137  138  139  140  141  142  143  144  145  147  148\n",
            "  149  151  152  153  154  155  157  158  160  162  165  166  167  168\n",
            "  169  170  171  172  173  174  175  176  180  181  182  183  185  186\n",
            "  187  190  195  196  198  200  201  202  203  204  205  206  207  208\n",
            "  209  211  212  213  214  215  216  217  220  221  222  224  227  228\n",
            "  229  230  233  235  236  237  238  239  240  241  242  243  244  246\n",
            "  247  248  249  250  251  252  253  255  256  257  259  260  261  262\n",
            "  263  264  265  266  267  268  269  270  271  272  273  274  275  276\n",
            "  277  278  279  280  281  283  284  285  286  287  288  289  290  291\n",
            "  292  293  294  295  296  297  298  300  301  303  305  306  307  308\n",
            "  309  310  311  317  318  319  322  323  324  325  326  327  329  330\n",
            "  331  332  333  334  335  338  339  340  341  342  343  344  345  346\n",
            "  347  348  349  351  353  355  357  358  359  360  361  362  363  364\n",
            "  366  367  369  370  371  372  373  374  375  377  378  380  381  383\n",
            "  384  385  387  388  389  391  393  394  395  396  397  398  399  400\n",
            "  401  402  403  404  406  408  409  410  414  416  417  418  419  420\n",
            "  421  422  423  424  425  426  428  429  430  431  432  433  434  435\n",
            "  437  438  439  440  441  443  444  445  447  448  449  450  453  454\n",
            "  455  456  457  460  461  462  466  467  468  469  470  471  472  475\n",
            "  476  477  479  480  481  482  483  484  485  486  487  488  490  491\n",
            "  492  493  494  495  496  500  501  502  503  504  505  506  507  509\n",
            "  510  511  512  513  515  516  517  518  520  521  522  524  527  528\n",
            "  529  530  531  532  533  534  535  536  538  539  540  542  543  544\n",
            "  545  546  547  548  549  550  551  552  553  554  555  557  558  559\n",
            "  563  564  566  568  569  570  572  573  574  576  578  579  580  581\n",
            "  582  583  584  585  586  587  589  590  591  593  594  595  596  597\n",
            "  598  599  600  601  602  605  607  608  610  611  613  615  616  617\n",
            "  618  619  620  622  623  624  626  627  631  632  633  634  635  638\n",
            "  639  641  642  643  645  647  650  651  652  653  654  655  656  657\n",
            "  658  660  661  664  665  666  667  668  669  670  671  673  674  675\n",
            "  676  677  681  682  684  685  686  688  689  690  691  693  694  695\n",
            "  697  698  699  700  701  702  703  704  705  706  707  708  710  712\n",
            "  713  714  715  716  717  718  720  721  722  723  724  725  726  727\n",
            "  728  729  732  733  734  736  737  738  741  742  743  744  745  746\n",
            "  747  748  749  750  751  754  755  757  758  759  760  761  762  763\n",
            "  765  766  767  768  769  770  771  772  773  774  775  776  777  779\n",
            "  780  781  782  783  784  786  788  789  790  791  792  793  794  795\n",
            "  796  797  798  799  800  801  802  803  804  805  806  807  808  809\n",
            "  810  811  812  813  814  815  816  817  818  820  821  823  824  825\n",
            "  826  828  830  831  832  834  835  836  837  838  840  841  842  843\n",
            "  845  846  847  848  849  850  851  852  853  854  855  856  857  858\n",
            "  860  861  863  865  866  867  868  869  870  871  873  874  875  876\n",
            "  877  879  880  881  882  883  884  885  886  887  888  889  890  891\n",
            "  893  894  895  896  897  898  899  900  902  903  904  905  908  909\n",
            "  910  911  912  913  914  915  916  918  919  920  921  922  923  924\n",
            "  925  926  927  928  929  930  931  932  933  934  936  938  942  943\n",
            "  944  945  946  947  948  951  952  953  955  957  959  960  961  962\n",
            "  963  964  965  966  967  968  969  970  971  972  973  974  975  976\n",
            "  977  978  981  982  983  985  986  987  989  990  991  992  993  994\n",
            "  995  997  998  999 1000 1001 1002 1003 1004 1008 1010 1011 1013 1014\n",
            " 1015 1016 1017 1018 1020 1021 1023 1024 1026 1027 1029 1030 1032 1033\n",
            " 1034 1035 1036 1038 1039 1040 1041 1042 1043 1044 1045 1047 1048 1049\n",
            " 1052 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066\n",
            " 1067 1068 1069 1071 1072 1073 1074 1075 1076 1077 1078 1079 1081 1082\n",
            " 1083 1084 1085 1086 1087 1090 1093 1094 1095 1096 1097 1098 1099 1100\n",
            " 1102 1104 1105 1108 1109 1110 1112 1113 1115 1116 1117 1118 1119 1120\n",
            " 1121 1123 1124 1125 1126 1128 1129 1130 1131 1132 1133 1134 1135 1136\n",
            " 1137 1139 1140 1141 1142 1143 1144 1145 1146 1147 1149 1150 1151 1152\n",
            " 1154 1156 1159 1161 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [  18   21   23   37   38   47   48   51   60   63   76   77   82   83\n",
            "   97   98  100  113  116  122  128  133  146  150  156  159  161  163\n",
            "  164  177  178  179  184  188  189  191  192  193  194  197  199  210\n",
            "  218  219  223  225  226  231  232  234  245  254  258  282  299  302\n",
            "  304  312  313  314  315  316  320  321  328  336  337  350  352  354\n",
            "  356  365  368  376  379  382  386  390  392  405  407  411  412  413\n",
            "  415  427  436  442  446  451  452  458  459  463  464  465  473  474\n",
            "  478  489  497  498  499  508  514  519  523  525  526  537  541  556\n",
            "  560  561  562  565  567  571  575  577  588  592  603  604  606  609\n",
            "  612  614  621  625  628  629  630  636  637  640  644  646  648  649\n",
            "  659  662  663  672  678  679  680  683  687  692  696  709  711  719\n",
            "  730  731  735  739  740  752  753  756  764  778  785  787  819  822\n",
            "  827  829  833  839  844  859  862  864  872  878  892  901  906  907\n",
            "  917  935  937  939  940  941  949  950  954  956  958  979  980  984\n",
            "  988  996 1005 1006 1007 1009 1012 1019 1022 1025 1028 1031 1037 1046\n",
            " 1050 1051 1053 1070 1080 1088 1089 1091 1092 1101 1103 1106 1107 1111\n",
            " 1114 1122 1127 1138 1148 1153 1155 1157 1158 1160 1162]\n",
            "Train: [   0    2    3    5    6    7   10   11   12   13   15   17   18   19\n",
            "   20   21   22   23   24   25   26   27   28   31   32   33   34   35\n",
            "   36   37   38   39   40   42   43   44   46   47   48   49   50   51\n",
            "   52   53   54   56   57   58   60   62   63   64   65   67   68   69\n",
            "   70   71   72   73   74   75   76   77   78   79   80   82   83   84\n",
            "   85   86   88   90   92   93   94   95   96   97   98   99  100  101\n",
            "  103  104  105  106  107  108  109  111  113  114  115  116  117  118\n",
            "  119  120  122  123  124  125  126  127  128  129  130  131  132  133\n",
            "  135  137  139  140  141  143  144  146  149  150  151  152  153  154\n",
            "  156  158  159  160  161  162  163  164  167  168  169  171  172  174\n",
            "  175  176  177  178  179  180  181  183  184  185  186  187  188  189\n",
            "  190  191  192  193  194  195  196  197  198  199  201  202  203  204\n",
            "  205  207  208  209  210  211  212  213  214  215  218  219  220  221\n",
            "  222  223  225  226  228  231  232  233  234  236  237  240  241  242\n",
            "  243  244  245  246  250  251  252  253  254  255  256  257  258  259\n",
            "  260  261  263  264  265  266  267  268  270  274  275  276  277  279\n",
            "  280  281  282  286  288  291  292  294  295  296  297  298  299  300\n",
            "  302  303  304  306  312  313  314  315  316  317  318  319  320  321\n",
            "  322  323  324  325  326  327  328  330  331  332  333  334  336  337\n",
            "  340  341  343  344  345  346  348  349  350  351  352  353  354  356\n",
            "  360  361  364  365  366  367  368  369  371  372  373  374  375  376\n",
            "  378  379  380  381  382  383  384  386  387  388  389  390  391  392\n",
            "  393  394  395  396  397  398  399  403  404  405  406  407  408  410\n",
            "  411  412  413  415  417  418  419  423  424  425  426  427  428  429\n",
            "  430  431  432  435  436  437  438  439  440  441  442  443  444  445\n",
            "  446  448  449  450  451  452  453  454  455  457  458  459  460  461\n",
            "  462  463  464  465  467  468  469  470  472  473  474  476  477  478\n",
            "  479  480  481  482  483  484  485  486  487  488  489  490  491  492\n",
            "  494  495  497  498  499  500  501  502  503  504  506  507  508  509\n",
            "  511  512  513  514  515  517  518  519  520  521  522  523  525  526\n",
            "  527  528  529  530  532  533  534  535  536  537  539  540  541  542\n",
            "  543  544  546  547  548  549  551  553  556  558  559  560  561  562\n",
            "  563  564  565  566  567  568  569  570  571  572  574  575  576  577\n",
            "  578  579  582  583  584  585  587  588  591  592  593  595  596  597\n",
            "  600  601  602  603  604  605  606  607  609  612  613  614  615  616\n",
            "  617  618  621  622  623  624  625  626  627  628  629  630  631  632\n",
            "  634  636  637  639  640  641  643  644  645  646  647  648  649  650\n",
            "  651  653  655  656  657  658  659  660  662  663  664  665  667  669\n",
            "  671  672  677  678  679  680  681  682  683  684  685  686  687  690\n",
            "  691  692  693  694  695  696  698  700  702  703  704  705  706  707\n",
            "  708  709  711  714  715  716  717  718  719  720  721  722  723  724\n",
            "  725  726  727  729  730  731  732  733  734  735  736  738  739  740\n",
            "  741  742  746  748  749  750  751  752  753  756  757  758  759  760\n",
            "  761  762  764  765  770  771  773  774  776  777  778  780  781  782\n",
            "  783  784  785  786  787  788  789  790  791  792  793  794  795  797\n",
            "  799  800  801  803  804  805  806  807  810  812  815  816  817  818\n",
            "  819  820  822  823  825  826  827  828  829  830  831  832  833  836\n",
            "  837  839  840  841  842  843  844  846  847  848  849  850  852  853\n",
            "  856  857  858  859  860  861  862  863  864  865  866  867  868  869\n",
            "  870  872  873  874  875  876  877  878  879  880  883  884  886  887\n",
            "  888  890  892  893  895  897  898  899  900  901  903  904  905  906\n",
            "  907  908  909  910  911  912  913  914  915  916  917  918  919  920\n",
            "  921  922  923  924  925  926  927  928  930  931  932  933  934  935\n",
            "  937  938  939  940  941  942  944  946  947  948  949  950  951  953\n",
            "  954  955  956  957  958  959  960  961  962  963  964  965  966  967\n",
            "  969  970  972  973  974  975  976  977  979  980  981  982  983  984\n",
            "  985  986  987  988  990  991  992  993  994  995  996  997  998  999\n",
            " 1001 1002 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1017\n",
            " 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1036 1037 1038 1039 1040 1041 1042 1044 1045 1046 1047\n",
            " 1048 1049 1050 1051 1052 1053 1054 1056 1057 1059 1060 1063 1064 1066\n",
            " 1067 1068 1069 1070 1071 1073 1074 1076 1077 1078 1080 1081 1083 1084\n",
            " 1085 1086 1087 1088 1089 1091 1092 1095 1097 1098 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1117 1118\n",
            " 1119 1120 1121 1122 1123 1126 1127 1128 1130 1131 1132 1133 1134 1135\n",
            " 1136 1137 1138 1139 1140 1141 1143 1144 1145 1146 1147 1148 1150 1151\n",
            " 1153 1155 1157 1158 1159 1160 1161 1162 1163 1165 1167 1168 1170] Validation: [   1    4    8    9   14   16   29   30   41   45   55   59   61   66\n",
            "   81   87   89   91  102  110  112  121  134  136  138  142  145  147\n",
            "  148  155  157  165  166  170  173  182  200  206  216  217  224  227\n",
            "  229  230  235  238  239  247  248  249  262  269  271  272  273  278\n",
            "  283  284  285  287  289  290  293  301  305  307  308  309  310  311\n",
            "  329  335  338  339  342  347  355  357  358  359  362  363  370  377\n",
            "  385  400  401  402  409  414  416  420  421  422  433  434  447  456\n",
            "  466  471  475  493  496  505  510  516  524  531  538  545  550  552\n",
            "  554  555  557  573  580  581  586  589  590  594  598  599  608  610\n",
            "  611  619  620  633  635  638  642  652  654  661  666  668  670  673\n",
            "  674  675  676  688  689  697  699  701  710  712  713  728  737  743\n",
            "  744  745  747  754  755  763  766  767  768  769  772  775  779  796\n",
            "  798  802  808  809  811  813  814  821  824  834  835  838  845  851\n",
            "  854  855  871  881  882  885  889  891  894  896  902  929  936  943\n",
            "  945  952  968  971  978  989 1000 1003 1004 1016 1035 1043 1055 1058\n",
            " 1061 1062 1065 1072 1075 1079 1082 1090 1093 1094 1096 1115 1116 1124\n",
            " 1125 1129 1142 1149 1152 1154 1156 1164 1166 1169]\n",
            "Train: [   1    3    4    5    6    7    8    9   10   11   12   13   14   16\n",
            "   17   18   21   22   23   25   26   27   28   29   30   32   33   35\n",
            "   37   38   39   41   42   43   45   46   47   48   49   50   51   52\n",
            "   53   54   55   56   58   59   60   61   62   63   64   65   66   67\n",
            "   68   69   70   72   73   74   76   77   80   81   82   83   84   86\n",
            "   87   88   89   91   93   96   97   98   99  100  101  102  104  105\n",
            "  110  112  113  114  115  116  118  119  120  121  122  123  124  125\n",
            "  126  128  131  132  133  134  136  137  138  139  141  142  143  145\n",
            "  146  147  148  150  151  153  155  156  157  158  159  160  161  162\n",
            "  163  164  165  166  167  168  169  170  171  172  173  174  175  176\n",
            "  177  178  179  181  182  183  184  186  187  188  189  190  191  192\n",
            "  193  194  195  196  197  198  199  200  201  202  203  204  205  206\n",
            "  207  209  210  211  212  213  214  216  217  218  219  221  222  223\n",
            "  224  225  226  227  228  229  230  231  232  233  234  235  236  237\n",
            "  238  239  240  241  242  243  244  245  246  247  248  249  250  251\n",
            "  252  253  254  257  258  259  261  262  263  264  265  266  268  269\n",
            "  270  271  272  273  278  281  282  283  284  285  286  287  288  289\n",
            "  290  291  292  293  294  295  296  297  298  299  300  301  302  303\n",
            "  304  305  306  307  308  309  310  311  312  313  314  315  316  317\n",
            "  318  320  321  323  325  326  328  329  331  333  334  335  336  337\n",
            "  338  339  341  342  344  347  348  350  352  353  354  355  356  357\n",
            "  358  359  361  362  363  364  365  366  367  368  369  370  372  373\n",
            "  374  375  376  377  379  381  382  384  385  386  388  389  390  391\n",
            "  392  393  394  396  398  399  400  401  402  403  404  405  406  407\n",
            "  408  409  411  412  413  414  415  416  418  419  420  421  422  424\n",
            "  425  426  427  430  431  432  433  434  436  437  439  440  441  442\n",
            "  443  444  446  447  448  449  451  452  453  456  458  459  460  461\n",
            "  462  463  464  465  466  467  468  470  471  472  473  474  475  476\n",
            "  477  478  480  481  482  484  487  489  491  492  493  494  495  496\n",
            "  497  498  499  501  502  504  505  506  507  508  510  512  513  514\n",
            "  515  516  517  519  521  523  524  525  526  531  533  535  536  537\n",
            "  538  540  541  542  544  545  546  547  548  550  551  552  554  555\n",
            "  556  557  558  559  560  561  562  563  565  566  567  568  571  572\n",
            "  573  574  575  576  577  579  580  581  582  583  584  585  586  587\n",
            "  588  589  590  591  592  593  594  595  596  597  598  599  600  601\n",
            "  602  603  604  605  606  608  609  610  611  612  614  615  617  618\n",
            "  619  620  621  622  624  625  628  629  630  631  633  634  635  636\n",
            "  637  638  640  641  642  643  644  645  646  647  648  649  650  652\n",
            "  653  654  655  657  658  659  660  661  662  663  665  666  667  668\n",
            "  669  670  672  673  674  675  676  677  678  679  680  681  682  683\n",
            "  684  685  686  687  688  689  690  691  692  693  694  695  696  697\n",
            "  698  699  701  702  705  708  709  710  711  712  713  714  718  719\n",
            "  721  725  726  728  729  730  731  734  735  736  737  739  740  743\n",
            "  744  745  746  747  749  750  751  752  753  754  755  756  757  760\n",
            "  762  763  764  765  766  767  768  769  771  772  773  774  775  776\n",
            "  777  778  779  780  781  783  784  785  786  787  788  789  790  792\n",
            "  793  794  795  796  798  799  801  802  803  804  805  806  808  809\n",
            "  811  812  813  814  815  816  818  819  821  822  823  824  825  826\n",
            "  827  828  829  830  831  833  834  835  837  838  839  843  844  845\n",
            "  846  847  848  849  851  852  854  855  857  859  860  861  862  863\n",
            "  864  865  867  868  869  870  871  872  875  876  878  881  882  883\n",
            "  884  885  886  888  889  890  891  892  893  894  895  896  897  898\n",
            "  900  901  902  904  906  907  910  912  913  915  916  917  920  922\n",
            "  923  924  925  926  927  928  929  930  931  932  933  935  936  937\n",
            "  938  939  940  941  942  943  944  945  947  948  949  950  951  952\n",
            "  954  955  956  958  959  963  965  966  967  968  970  971  973  975\n",
            "  977  978  979  980  981  982  983  984  985  988  989  990  991  993\n",
            "  994  995  996  997  999 1000 1001 1002 1003 1004 1005 1006 1007 1008\n",
            " 1009 1010 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023\n",
            " 1024 1025 1026 1027 1028 1029 1030 1031 1033 1034 1035 1037 1038 1041\n",
            " 1042 1043 1046 1047 1048 1050 1051 1053 1054 1055 1056 1057 1058 1061\n",
            " 1062 1063 1064 1065 1068 1070 1071 1072 1073 1074 1075 1078 1079 1080\n",
            " 1081 1082 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096\n",
            " 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1109 1111 1112\n",
            " 1113 1114 1115 1116 1117 1118 1120 1121 1122 1124 1125 1127 1129 1132\n",
            " 1133 1137 1138 1139 1140 1142 1144 1146 1147 1148 1149 1150 1152 1153\n",
            " 1154 1155 1156 1157 1158 1160 1161 1162 1163 1164 1166 1169 1170] Validation: [   0    2   15   19   20   24   31   34   36   40   44   57   71   75\n",
            "   78   79   85   90   92   94   95  103  106  107  108  109  111  117\n",
            "  127  129  130  135  140  144  149  152  154  180  185  208  215  220\n",
            "  255  256  260  267  274  275  276  277  279  280  319  322  324  327\n",
            "  330  332  340  343  345  346  349  351  360  371  378  380  383  387\n",
            "  395  397  410  417  423  428  429  435  438  445  450  454  455  457\n",
            "  469  479  483  485  486  488  490  500  503  509  511  518  520  522\n",
            "  527  528  529  530  532  534  539  543  549  553  564  569  570  578\n",
            "  607  613  616  623  626  627  632  639  651  656  664  671  700  703\n",
            "  704  706  707  715  716  717  720  722  723  724  727  732  733  738\n",
            "  741  742  748  758  759  761  770  782  791  797  800  807  810  817\n",
            "  820  832  836  840  841  842  850  853  856  858  866  873  874  877\n",
            "  879  880  887  899  903  905  908  909  911  914  918  919  921  934\n",
            "  946  953  957  960  961  962  964  969  972  974  976  986  987  992\n",
            "  998 1011 1032 1036 1039 1040 1044 1045 1049 1052 1059 1060 1066 1067\n",
            " 1069 1076 1077 1083 1084 1108 1110 1119 1123 1126 1128 1130 1131 1134\n",
            " 1135 1136 1141 1143 1145 1151 1159 1165 1167 1168]\n",
            "Train: [   0    1    2    3    4    6    8    9   11   12   14   15   16   17\n",
            "   18   19   20   21   23   24   25   27   28   29   30   31   34   36\n",
            "   37   38   39   40   41   42   43   44   45   47   48   51   53   54\n",
            "   55   56   57   59   60   61   62   63   65   66   67   69   70   71\n",
            "   73   75   76   77   78   79   81   82   83   84   85   86   87   89\n",
            "   90   91   92   93   94   95   96   97   98  100  101  102  103  104\n",
            "  106  107  108  109  110  111  112  113  114  115  116  117  119  121\n",
            "  122  126  127  128  129  130  131  133  134  135  136  138  139  140\n",
            "  142  143  144  145  146  147  148  149  150  151  152  153  154  155\n",
            "  156  157  159  160  161  163  164  165  166  168  169  170  173  177\n",
            "  178  179  180  181  182  184  185  186  187  188  189  190  191  192\n",
            "  193  194  195  196  197  198  199  200  204  205  206  207  208  209\n",
            "  210  212  213  215  216  217  218  219  220  222  223  224  225  226\n",
            "  227  229  230  231  232  234  235  237  238  239  240  241  242  244\n",
            "  245  247  248  249  250  254  255  256  258  260  262  264  266  267\n",
            "  268  269  270  271  272  273  274  275  276  277  278  279  280  281\n",
            "  282  283  284  285  287  288  289  290  292  293  297  299  301  302\n",
            "  303  304  305  307  308  309  310  311  312  313  314  315  316  317\n",
            "  318  319  320  321  322  324  325  327  328  329  330  331  332  333\n",
            "  335  336  337  338  339  340  341  342  343  345  346  347  348  349\n",
            "  350  351  352  353  354  355  356  357  358  359  360  361  362  363\n",
            "  365  368  369  370  371  372  374  375  376  377  378  379  380  381\n",
            "  382  383  385  386  387  388  389  390  391  392  393  394  395  397\n",
            "  398  399  400  401  402  405  407  408  409  410  411  412  413  414\n",
            "  415  416  417  418  419  420  421  422  423  424  425  426  427  428\n",
            "  429  433  434  435  436  438  439  442  444  445  446  447  448  449\n",
            "  450  451  452  454  455  456  457  458  459  460  463  464  465  466\n",
            "  469  470  471  472  473  474  475  477  478  479  483  484  485  486\n",
            "  488  489  490  491  492  493  494  495  496  497  498  499  500  502\n",
            "  503  505  506  507  508  509  510  511  512  513  514  515  516  517\n",
            "  518  519  520  522  523  524  525  526  527  528  529  530  531  532\n",
            "  533  534  536  537  538  539  540  541  543  545  549  550  552  553\n",
            "  554  555  556  557  558  559  560  561  562  564  565  566  567  569\n",
            "  570  571  573  575  576  577  578  580  581  582  584  586  587  588\n",
            "  589  590  592  593  594  595  596  598  599  602  603  604  605  606\n",
            "  607  608  609  610  611  612  613  614  616  618  619  620  621  623\n",
            "  624  625  626  627  628  629  630  631  632  633  635  636  637  638\n",
            "  639  640  642  643  644  645  646  647  648  649  651  652  654  656\n",
            "  657  658  659  660  661  662  663  664  666  667  668  669  670  671\n",
            "  672  673  674  675  676  678  679  680  681  682  683  684  685  686\n",
            "  687  688  689  692  694  695  696  697  699  700  701  702  703  704\n",
            "  705  706  707  709  710  711  712  713  715  716  717  719  720  722\n",
            "  723  724  727  728  730  731  732  733  734  735  737  738  739  740\n",
            "  741  742  743  744  745  747  748  752  753  754  755  756  757  758\n",
            "  759  761  763  764  766  767  768  769  770  771  772  774  775  776\n",
            "  778  779  781  782  783  785  787  790  791  792  793  794  796  797\n",
            "  798  799  800  802  803  804  807  808  809  810  811  812  813  814\n",
            "  816  817  819  820  821  822  824  826  827  828  829  832  833  834\n",
            "  835  836  838  839  840  841  842  843  844  845  847  848  849  850\n",
            "  851  852  853  854  855  856  857  858  859  862  863  864  866  867\n",
            "  868  869  870  871  872  873  874  876  877  878  879  880  881  882\n",
            "  883  884  885  886  887  889  890  891  892  893  894  896  898  899\n",
            "  901  902  903  904  905  906  907  908  909  910  911  914  917  918\n",
            "  919  920  921  924  927  928  929  930  933  934  935  936  937  939\n",
            "  940  941  943  944  945  946  947  948  949  950  951  952  953  954\n",
            "  955  956  957  958  960  961  962  964  965  966  967  968  969  970\n",
            "  971  972  973  974  975  976  978  979  980  984  986  987  988  989\n",
            "  990  992  993  994  996  997  998  999 1000 1002 1003 1004 1005 1006\n",
            " 1007 1009 1010 1011 1012 1013 1014 1016 1017 1019 1022 1023 1024 1025\n",
            " 1028 1030 1031 1032 1033 1035 1036 1037 1039 1040 1043 1044 1045 1046\n",
            " 1047 1048 1049 1050 1051 1052 1053 1055 1058 1059 1060 1061 1062 1065\n",
            " 1066 1067 1069 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080\n",
            " 1082 1083 1084 1088 1089 1090 1091 1092 1093 1094 1096 1098 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1110 1111 1112 1114 1115 1116 1118\n",
            " 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1134\n",
            " 1135 1136 1138 1141 1142 1143 1144 1145 1148 1149 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1159 1160 1162 1164 1165 1166 1167 1168 1169] Validation: [   5    7   10   13   22   26   32   33   35   46   49   50   52   58\n",
            "   64   68   72   74   80   88   99  105  118  120  123  124  125  132\n",
            "  137  141  158  162  167  171  172  174  175  176  183  201  202  203\n",
            "  211  214  221  228  233  236  243  246  251  252  253  257  259  261\n",
            "  263  265  286  291  294  295  296  298  300  306  323  326  334  344\n",
            "  364  366  367  373  384  396  403  404  406  430  431  432  437  440\n",
            "  441  443  453  461  462  467  468  476  480  481  482  487  501  504\n",
            "  521  535  542  544  546  547  548  551  563  568  572  574  579  583\n",
            "  585  591  597  600  601  615  617  622  634  641  650  653  655  665\n",
            "  677  690  691  693  698  708  714  718  721  725  726  729  736  746\n",
            "  749  750  751  760  762  765  773  777  780  784  786  788  789  795\n",
            "  801  805  806  815  818  823  825  830  831  837  846  860  861  865\n",
            "  875  888  895  897  900  912  913  915  916  922  923  925  926  931\n",
            "  932  938  942  959  963  977  981  982  983  985  991  995 1001 1008\n",
            " 1015 1018 1020 1021 1026 1027 1029 1034 1038 1041 1042 1054 1056 1057\n",
            " 1063 1064 1068 1081 1085 1086 1087 1095 1097 1099 1109 1113 1117 1132\n",
            " 1133 1137 1139 1140 1146 1147 1150 1161 1163 1170]\n",
            "Train: [   0    1    2    4    5    7    8    9   10   13   14   15   16   18\n",
            "   19   20   21   22   23   24   26   29   30   31   32   33   34   35\n",
            "   36   37   38   40   41   44   45   46   47   48   49   50   51   52\n",
            "   55   57   58   59   60   61   63   64   66   68   71   72   74   75\n",
            "   76   77   78   79   80   81   82   83   85   87   88   89   90   91\n",
            "   92   94   95   97   98   99  100  102  103  105  106  107  108  109\n",
            "  110  111  112  113  116  117  118  120  121  122  123  124  125  127\n",
            "  128  129  130  132  133  134  135  136  137  138  140  141  142  144\n",
            "  145  146  147  148  149  150  152  154  155  156  157  158  159  161\n",
            "  162  163  164  165  166  167  170  171  172  173  174  175  176  177\n",
            "  178  179  180  182  183  184  185  188  189  191  192  193  194  197\n",
            "  199  200  201  202  203  206  208  210  211  214  215  216  217  218\n",
            "  219  220  221  223  224  225  226  227  228  229  230  231  232  233\n",
            "  234  235  236  238  239  243  245  246  247  248  249  251  252  253\n",
            "  254  255  256  257  258  259  260  261  262  263  265  267  269  271\n",
            "  272  273  274  275  276  277  278  279  280  282  283  284  285  286\n",
            "  287  289  290  291  293  294  295  296  298  299  300  301  302  304\n",
            "  305  306  307  308  309  310  311  312  313  314  315  316  319  320\n",
            "  321  322  323  324  326  327  328  329  330  332  334  335  336  337\n",
            "  338  339  340  342  343  344  345  346  347  349  350  351  352  354\n",
            "  355  356  357  358  359  360  362  363  364  365  366  367  368  370\n",
            "  371  373  376  377  378  379  380  382  383  384  385  386  387  390\n",
            "  392  395  396  397  400  401  402  403  404  405  406  407  409  410\n",
            "  411  412  413  414  415  416  417  420  421  422  423  427  428  429\n",
            "  430  431  432  433  434  435  436  437  438  440  441  442  443  445\n",
            "  446  447  450  451  452  453  454  455  456  457  458  459  461  462\n",
            "  463  464  465  466  467  468  469  471  473  474  475  476  478  479\n",
            "  480  481  482  483  485  486  487  488  489  490  493  496  497  498\n",
            "  499  500  501  503  504  505  508  509  510  511  514  516  518  519\n",
            "  520  521  522  523  524  525  526  527  528  529  530  531  532  534\n",
            "  535  537  538  539  541  542  543  544  545  546  547  548  549  550\n",
            "  551  552  553  554  555  556  557  560  561  562  563  564  565  567\n",
            "  568  569  570  571  572  573  574  575  577  578  579  580  581  583\n",
            "  585  586  588  589  590  591  592  594  597  598  599  600  601  603\n",
            "  604  606  607  608  609  610  611  612  613  614  615  616  617  619\n",
            "  620  621  622  623  625  626  627  628  629  630  632  633  634  635\n",
            "  636  637  638  639  640  641  642  644  646  648  649  650  651  652\n",
            "  653  654  655  656  659  661  662  663  664  665  666  668  670  671\n",
            "  672  673  674  675  676  677  678  679  680  683  687  688  689  690\n",
            "  691  692  693  696  697  698  699  700  701  703  704  706  707  708\n",
            "  709  710  711  712  713  714  715  716  717  718  719  720  721  722\n",
            "  723  724  725  726  727  728  729  730  731  732  733  735  736  737\n",
            "  738  739  740  741  742  743  744  745  746  747  748  749  750  751\n",
            "  752  753  754  755  756  758  759  760  761  762  763  764  765  766\n",
            "  767  768  769  770  772  773  775  777  778  779  780  782  784  785\n",
            "  786  787  788  789  791  795  796  797  798  800  801  802  805  806\n",
            "  807  808  809  810  811  813  814  815  817  818  819  820  821  822\n",
            "  823  824  825  827  829  830  831  832  833  834  835  836  837  838\n",
            "  839  840  841  842  844  845  846  850  851  853  854  855  856  858\n",
            "  859  860  861  862  864  865  866  871  872  873  874  875  877  878\n",
            "  879  880  881  882  885  887  888  889  891  892  894  895  896  897\n",
            "  899  900  901  902  903  905  906  907  908  909  911  912  913  914\n",
            "  915  916  917  918  919  921  922  923  925  926  929  931  932  934\n",
            "  935  936  937  938  939  940  941  942  943  945  946  949  950  952\n",
            "  953  954  956  957  958  959  960  961  962  963  964  968  969  971\n",
            "  972  974  976  977  978  979  980  981  982  983  984  985  986  987\n",
            "  988  989  991  992  995  996  998 1000 1001 1003 1004 1005 1006 1007\n",
            " 1008 1009 1011 1012 1015 1016 1018 1019 1020 1021 1022 1025 1026 1027\n",
            " 1028 1029 1031 1032 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043\n",
            " 1044 1045 1046 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1072 1075 1076\n",
            " 1077 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090 1091\n",
            " 1092 1093 1094 1095 1096 1097 1099 1101 1103 1106 1107 1108 1109 1110\n",
            " 1111 1113 1114 1115 1116 1117 1119 1122 1123 1124 1125 1126 1127 1128\n",
            " 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142\n",
            " 1143 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   3    6   11   12   17   25   27   28   39   42   43   53   54   56\n",
            "   62   65   67   69   70   73   84   86   93   96  101  104  114  115\n",
            "  119  126  131  139  143  151  153  160  168  169  181  186  187  190\n",
            "  195  196  198  204  205  207  209  212  213  222  237  240  241  242\n",
            "  244  250  264  266  268  270  281  288  292  297  303  317  318  325\n",
            "  331  333  341  348  353  361  369  372  374  375  381  388  389  391\n",
            "  393  394  398  399  408  418  419  424  425  426  439  444  448  449\n",
            "  460  470  472  477  484  491  492  494  495  502  506  507  512  513\n",
            "  515  517  533  536  540  558  559  566  576  582  584  587  593  595\n",
            "  596  602  605  618  624  631  643  645  647  657  658  660  667  669\n",
            "  681  682  684  685  686  694  695  702  705  734  757  771  774  776\n",
            "  781  783  790  792  793  794  799  803  804  812  816  826  828  843\n",
            "  847  848  849  852  857  863  867  868  869  870  876  883  884  886\n",
            "  890  893  898  904  910  920  924  927  928  930  933  944  947  948\n",
            "  951  955  965  966  967  970  973  975  990  993  994  997  999 1002\n",
            " 1010 1013 1014 1017 1023 1024 1030 1033 1047 1048 1071 1073 1074 1078\n",
            " 1098 1100 1102 1104 1105 1112 1118 1120 1121 1144]\n",
            "Train: [   0    1    2    3    5    7    8    9   10   11   13   14   15   16\n",
            "   17   18   19   21   22   23   25   26   27   28   29   30   31   32\n",
            "   34   35   36   37   39   40   41   42   43   44   45   46   47   48\n",
            "   49   50   51   52   53   54   56   57   58   59   60   61   62   63\n",
            "   64   67   68   70   71   72   73   74   75   77   78   79   80   82\n",
            "   83   84   85   86   87   88   89   90   92   93   94   95   96   97\n",
            "   98   99  100  101  102  104  105  106  107  108  109  110  112  113\n",
            "  114  115  116  117  119  122  123  127  128  129  131  132  133  134\n",
            "  136  137  140  141  142  143  144  145  147  149  150  151  152  154\n",
            "  155  156  158  159  160  161  162  163  164  165  166  167  169  171\n",
            "  172  173  174  175  176  177  178  180  181  183  184  185  186  187\n",
            "  188  190  193  194  196  199  200  202  203  204  207  208  210  211\n",
            "  212  213  215  216  217  218  219  222  223  225  226  227  228  229\n",
            "  230  231  232  233  234  235  236  237  240  241  242  244  245  246\n",
            "  247  249  250  251  252  253  254  255  256  257  258  259  260  261\n",
            "  262  263  264  265  266  267  268  269  270  272  273  274  275  277\n",
            "  278  279  280  281  282  287  289  290  291  293  294  296  299  300\n",
            "  301  302  303  304  305  306  307  308  311  313  314  315  318  320\n",
            "  321  322  323  324  325  326  327  329  330  331  332  334  335  336\n",
            "  337  338  339  341  342  343  344  345  346  347  348  349  350  352\n",
            "  354  355  356  357  358  359  360  361  362  365  366  367  368  370\n",
            "  371  372  373  374  375  377  378  379  380  381  382  383  386  387\n",
            "  388  389  390  391  393  394  397  398  399  400  402  403  404  405\n",
            "  406  407  409  410  411  412  413  414  415  416  417  419  420  421\n",
            "  422  423  427  429  430  431  432  434  435  436  437  439  440  441\n",
            "  442  443  444  445  446  447  449  450  451  452  454  455  457  458\n",
            "  459  461  462  463  465  466  467  468  469  471  473  474  475  476\n",
            "  478  479  483  484  485  487  488  489  491  492  494  496  497  498\n",
            "  499  500  502  503  505  506  507  508  509  510  511  512  513  514\n",
            "  516  517  518  519  520  521  522  523  525  526  527  528  529  530\n",
            "  531  532  533  536  537  539  540  541  542  543  544  545  546  547\n",
            "  548  549  550  553  554  555  557  558  559  560  561  563  564  565\n",
            "  566  568  569  571  572  574  575  576  578  579  580  581  582  583\n",
            "  584  586  587  588  589  590  591  592  593  594  595  596  597  598\n",
            "  599  600  601  602  603  604  605  606  608  609  610  612  613  614\n",
            "  615  617  618  620  621  622  624  625  626  627  628  630  631  633\n",
            "  634  635  636  637  638  639  640  641  642  643  644  645  646  647\n",
            "  648  649  650  651  652  653  654  655  656  657  658  659  660  663\n",
            "  664  665  666  668  669  671  672  673  675  678  679  680  682  683\n",
            "  684  685  686  687  689  690  691  692  694  695  697  698  699  701\n",
            "  702  703  704  705  706  708  709  711  712  713  715  716  717  718\n",
            "  720  721  722  723  724  725  726  727  728  729  730  731  732  734\n",
            "  735  736  737  738  739  740  742  743  745  746  747  748  749  750\n",
            "  751  752  753  754  755  756  757  758  759  760  761  762  763  764\n",
            "  765  766  768  771  772  773  775  776  779  780  781  782  784  785\n",
            "  786  787  788  789  790  791  792  793  794  795  796  797  798  801\n",
            "  802  803  805  806  808  809  811  812  813  814  815  818  819  820\n",
            "  823  826  828  829  830  831  832  833  834  835  836  838  839  840\n",
            "  843  844  845  846  847  849  850  851  852  854  855  856  857  858\n",
            "  859  860  861  863  865  867  868  869  873  874  875  876  877  878\n",
            "  879  880  881  882  883  885  886  887  888  891  892  893  894  895\n",
            "  897  898  899  900  901  902  905  906  908  909  910  911  912  913\n",
            "  914  915  917  919  920  921  922  924  925  926  927  928  929  930\n",
            "  932  935  936  937  939  940  941  942  944  946  947  948  949  950\n",
            "  951  952  953  954  955  956  957  958  959  960  961  962  963  965\n",
            "  966  967  968  969  971  972  974  975  976  977  978  979  981  982\n",
            "  983  985  986  987  988  990  991  992  994  995  996  998 1000 1001\n",
            " 1002 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016\n",
            " 1017 1018 1019 1020 1021 1022 1023 1026 1027 1028 1029 1030 1031 1032\n",
            " 1033 1034 1036 1037 1038 1039 1040 1041 1042 1044 1045 1046 1047 1048\n",
            " 1049 1050 1052 1053 1054 1055 1057 1059 1060 1061 1062 1063 1064 1065\n",
            " 1066 1067 1068 1070 1071 1072 1073 1074 1075 1077 1078 1079 1080 1082\n",
            " 1083 1084 1086 1087 1088 1089 1090 1091 1094 1095 1097 1098 1099 1100\n",
            " 1101 1102 1103 1105 1106 1107 1108 1109 1110 1111 1114 1115 1116 1117\n",
            " 1119 1120 1121 1122 1123 1124 1125 1126 1128 1129 1130 1131 1133 1136\n",
            " 1137 1138 1140 1141 1142 1143 1146 1147 1148 1149 1150 1151 1152 1154\n",
            " 1156 1157 1158 1160 1161 1162 1163 1164 1165 1167 1169 1170] Validation: [   4    6   12   20   24   33   38   55   65   66   69   76   81   91\n",
            "  103  111  118  120  121  124  125  126  130  135  138  139  146  148\n",
            "  153  157  168  170  179  182  189  191  192  195  197  198  201  205\n",
            "  206  209  214  220  221  224  238  239  243  248  271  276  283  284\n",
            "  285  286  288  292  295  297  298  309  310  312  316  317  319  328\n",
            "  333  340  351  353  363  364  369  376  384  385  392  395  396  401\n",
            "  408  418  424  425  426  428  433  438  448  453  456  460  464  470\n",
            "  472  477  480  481  482  486  490  493  495  501  504  515  524  534\n",
            "  535  538  551  552  556  562  567  570  573  577  585  607  611  616\n",
            "  619  623  629  632  661  662  667  670  674  676  677  681  688  693\n",
            "  696  700  707  710  714  719  733  741  744  767  769  770  774  777\n",
            "  778  783  799  800  804  807  810  816  817  821  822  824  825  827\n",
            "  837  841  842  848  853  862  864  866  870  871  872  884  889  890\n",
            "  896  903  904  907  916  918  923  931  933  934  938  943  945  964\n",
            "  970  973  980  984  989  993  997  999 1003 1024 1025 1035 1043 1051\n",
            " 1056 1058 1069 1076 1081 1085 1092 1093 1096 1104 1112 1113 1118 1127\n",
            " 1132 1134 1135 1139 1144 1145 1153 1155 1159 1166 1168]\n",
            "Train: [   0    1    4    5    6    7    9   10   11   12   13   14   15   16\n",
            "   17   18   19   20   21   22   23   24   26   27   28   30   31   32\n",
            "   33   34   35   36   37   38   40   41   42   43   44   45   48   49\n",
            "   50   52   53   54   55   56   57   58   60   61   63   65   66   67\n",
            "   68   69   70   71   73   74   75   76   77   78   79   81   84   85\n",
            "   86   89   90   91   92   95   96  100  101  102  103  104  106  107\n",
            "  108  109  110  111  112  113  114  117  118  119  120  121  122  123\n",
            "  124  125  126  127  128  129  130  131  132  133  134  135  136  137\n",
            "  138  139  140  141  142  144  145  146  147  148  149  150  152  153\n",
            "  154  155  156  157  158  159  160  162  163  164  165  166  167  168\n",
            "  169  170  172  173  174  175  176  178  179  180  181  182  184  185\n",
            "  186  187  188  189  190  191  192  194  195  196  197  198  199  201\n",
            "  202  203  204  205  206  207  208  209  210  213  214  215  216  217\n",
            "  218  219  220  221  222  224  225  228  230  231  233  234  235  236\n",
            "  237  238  239  240  242  243  246  248  249  252  253  254  256  257\n",
            "  261  262  263  264  265  266  268  269  270  271  272  273  274  275\n",
            "  276  277  278  279  280  281  283  284  285  286  288  289  291  292\n",
            "  293  294  295  297  298  299  301  302  304  305  306  307  309  310\n",
            "  312  313  314  315  316  317  318  319  320  321  323  324  325  327\n",
            "  328  329  331  332  333  335  336  337  339  340  341  342  343  344\n",
            "  346  347  349  350  351  352  353  354  355  356  357  358  359  360\n",
            "  361  362  363  364  366  367  368  369  372  374  375  376  377  378\n",
            "  380  381  382  383  384  385  386  388  389  391  392  393  395  396\n",
            "  397  399  400  401  403  404  405  406  407  408  409  410  412  413\n",
            "  414  415  416  417  418  419  421  422  423  424  425  426  428  429\n",
            "  431  432  433  434  435  436  437  438  439  440  441  442  443  445\n",
            "  448  449  450  451  452  453  454  455  456  457  459  460  461  462\n",
            "  463  464  465  466  467  468  469  470  471  472  473  474  475  476\n",
            "  477  478  479  480  481  482  483  484  485  486  487  488  489  490\n",
            "  491  493  495  497  498  499  501  502  503  504  505  507  509  512\n",
            "  514  515  517  519  520  521  523  524  525  526  528  529  530  531\n",
            "  532  533  534  535  536  537  538  539  540  542  544  545  547  549\n",
            "  551  552  553  554  555  556  558  559  560  562  563  566  567  568\n",
            "  570  571  573  576  577  578  580  581  583  584  585  586  588  589\n",
            "  590  591  592  593  594  596  597  598  599  600  601  603  604  605\n",
            "  606  607  608  609  610  611  613  614  616  617  618  619  621  622\n",
            "  623  625  626  627  628  629  631  632  633  634  635  636  638  639\n",
            "  640  643  644  645  646  647  648  649  651  652  653  654  655  657\n",
            "  658  659  660  661  662  663  664  665  666  667  668  669  670  671\n",
            "  673  674  675  676  677  678  679  680  681  682  684  686  688  689\n",
            "  691  693  695  696  697  699  700  702  703  706  707  709  710  712\n",
            "  713  714  715  716  717  719  720  721  722  723  724  725  726  727\n",
            "  728  729  732  733  734  735  736  737  738  740  741  742  744  745\n",
            "  746  748  750  751  752  753  754  755  756  759  760  761  762  763\n",
            "  765  766  767  768  769  770  771  772  773  774  775  777  778  781\n",
            "  783  784  786  788  791  792  793  794  795  797  798  799  800  801\n",
            "  804  805  806  807  808  809  810  811  812  813  814  815  816  817\n",
            "  818  819  820  821  822  823  824  825  827  828  830  831  833  834\n",
            "  835  837  838  839  840  841  842  843  844  845  846  847  848  849\n",
            "  850  851  852  853  855  856  857  859  860  862  864  865  866  867\n",
            "  868  870  871  872  875  878  879  880  883  884  885  887  888  889\n",
            "  890  892  893  894  896  897  898  899  901  903  904  906  907  908\n",
            "  909  911  912  913  915  916  917  918  919  920  922  923  926  927\n",
            "  928  929  931  932  933  934  935  936  937  938  939  940  942  943\n",
            "  945  946  947  948  949  950  951  952  953  954  955  956  957  958\n",
            "  959  961  962  963  964  970  972  973  974  975  976  980  981  982\n",
            "  984  986  987  989  990  992  993  995  996  997  998  999 1000 1001\n",
            " 1003 1004 1005 1006 1007 1008 1009 1010 1011 1013 1014 1015 1016 1017\n",
            " 1018 1019 1020 1021 1022 1024 1025 1026 1030 1031 1032 1033 1034 1035\n",
            " 1036 1037 1038 1040 1041 1042 1043 1045 1046 1047 1048 1049 1050 1051\n",
            " 1052 1053 1054 1056 1057 1058 1059 1060 1061 1063 1064 1066 1067 1068\n",
            " 1069 1070 1071 1072 1074 1075 1076 1077 1078 1080 1081 1082 1083 1085\n",
            " 1088 1090 1091 1092 1093 1096 1097 1099 1100 1101 1102 1104 1107 1108\n",
            " 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1123\n",
            " 1125 1126 1127 1128 1129 1130 1132 1134 1135 1136 1137 1138 1139 1140\n",
            " 1141 1142 1143 1144 1145 1147 1148 1149 1150 1151 1152 1153 1155 1156\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1168 1169 1170] Validation: [   2    3    8   25   29   39   46   47   51   59   62   64   72   80\n",
            "   82   83   87   88   93   94   97   98   99  105  115  116  143  151\n",
            "  161  171  177  183  193  200  211  212  223  226  227  229  232  241\n",
            "  244  245  247  250  251  255  258  259  260  267  282  287  290  296\n",
            "  300  303  308  311  322  326  330  334  338  345  348  365  370  371\n",
            "  373  379  387  390  394  398  402  411  420  427  430  444  446  447\n",
            "  458  492  494  496  500  506  508  510  511  513  516  518  522  527\n",
            "  541  543  546  548  550  557  561  564  565  569  572  574  575  579\n",
            "  582  587  595  602  612  615  620  624  630  637  641  642  650  656\n",
            "  672  683  685  687  690  692  694  698  701  704  705  708  711  718\n",
            "  730  731  739  743  747  749  757  758  764  776  779  780  782  785\n",
            "  787  789  790  796  802  803  826  829  832  836  854  858  861  863\n",
            "  869  873  874  876  877  881  882  886  891  895  900  902  905  910\n",
            "  914  921  924  925  930  941  944  960  965  966  967  968  969  971\n",
            "  977  978  979  983  985  988  991  994 1002 1012 1023 1027 1028 1029\n",
            " 1039 1044 1055 1062 1065 1073 1079 1084 1086 1087 1089 1094 1095 1098\n",
            " 1103 1105 1106 1122 1124 1131 1133 1146 1154 1167]\n",
            "Train: [   2    3    4    5    6    7    8    9   10   12   13   16   17   18\n",
            "   20   21   24   25   26   27   28   29   30   31   32   33   34   36\n",
            "   38   39   40   41   43   44   46   47   48   49   51   52   54   55\n",
            "   56   57   58   59   60   62   64   65   66   67   68   69   70   71\n",
            "   72   73   74   75   76   77   78   79   80   81   82   83   86   87\n",
            "   88   89   91   92   93   94   95   96   97   98   99  100  103  105\n",
            "  106  107  109  111  112  113  115  116  118  120  121  123  124  125\n",
            "  126  127  130  133  135  136  137  138  139  140  141  142  143  144\n",
            "  146  147  148  149  150  151  153  156  157  158  159  160  161  162\n",
            "  163  164  165  166  167  168  169  170  171  173  174  177  179  181\n",
            "  182  183  184  185  186  187  188  189  191  192  193  194  195  197\n",
            "  198  199  200  201  202  203  205  206  209  210  211  212  213  214\n",
            "  215  217  219  220  221  222  223  224  225  226  227  228  229  231\n",
            "  232  233  234  235  236  237  238  239  240  241  242  243  244  245\n",
            "  246  247  248  249  250  251  252  253  254  255  256  258  259  260\n",
            "  262  263  265  266  267  269  270  271  272  273  275  276  277  279\n",
            "  282  283  284  285  286  287  288  289  290  292  293  294  295  296\n",
            "  297  298  299  300  301  302  303  305  306  307  308  309  310  311\n",
            "  312  314  315  316  317  318  319  320  322  324  325  326  328  329\n",
            "  330  331  332  333  334  336  338  339  340  343  345  346  348  349\n",
            "  350  351  352  353  355  358  360  361  363  364  365  367  368  369\n",
            "  370  371  372  373  374  376  377  378  379  380  381  383  384  385\n",
            "  386  387  390  391  392  394  395  396  397  398  399  400  401  402\n",
            "  403  404  405  406  407  408  409  411  412  414  415  417  418  419\n",
            "  420  421  424  425  426  427  428  429  430  432  433  434  435  436\n",
            "  437  438  440  441  443  444  445  446  447  448  449  452  453  454\n",
            "  456  457  458  459  460  461  463  464  465  467  468  470  471  472\n",
            "  475  477  479  480  481  482  483  486  489  490  491  492  493  494\n",
            "  495  496  497  498  499  500  501  502  504  505  506  507  508  509\n",
            "  510  511  512  513  514  515  516  517  518  521  522  524  525  526\n",
            "  527  528  529  530  532  533  534  535  536  538  539  541  542  543\n",
            "  545  546  548  549  550  551  552  554  555  556  557  558  559  560\n",
            "  561  562  564  565  566  567  569  570  571  572  573  574  575  576\n",
            "  577  579  580  582  585  586  587  588  590  591  593  595  596  597\n",
            "  598  600  602  603  604  606  607  608  610  611  612  613  614  615\n",
            "  616  619  620  621  622  623  624  625  627  629  630  632  635  636\n",
            "  637  638  639  640  641  642  644  645  647  649  650  651  652  653\n",
            "  656  657  658  660  661  662  663  664  665  666  667  669  670  671\n",
            "  672  673  674  676  677  679  680  681  683  684  685  686  687  688\n",
            "  689  690  691  692  693  694  695  696  698  699  700  701  703  704\n",
            "  705  706  707  708  709  710  711  713  714  715  716  718  719  720\n",
            "  721  722  724  725  726  728  729  730  731  733  735  738  739  741\n",
            "  743  744  747  749  750  752  754  756  757  758  759  760  761  762\n",
            "  763  764  766  767  768  769  770  771  773  774  775  776  777  778\n",
            "  779  780  781  782  783  784  785  786  787  788  789  790  791  792\n",
            "  793  794  796  798  799  800  801  802  803  804  805  806  807  808\n",
            "  809  810  811  814  815  816  817  819  820  821  822  823  824  825\n",
            "  826  827  828  829  830  831  832  835  836  837  839  841  842  845\n",
            "  846  847  848  849  850  853  854  855  856  857  858  860  861  862\n",
            "  863  864  866  867  868  869  870  871  872  873  874  875  876  877\n",
            "  878  879  880  881  882  883  884  885  886  889  890  891  893  894\n",
            "  895  896  898  900  901  902  903  904  905  906  907  908  909  910\n",
            "  911  912  913  914  915  916  917  918  919  920  921  922  923  924\n",
            "  925  926  927  929  930  931  932  933  934  936  938  939  940  941\n",
            "  942  943  944  945  946  950  951  952  954  955  956  958  959  960\n",
            "  964  965  966  967  968  969  970  971  972  973  974  976  977  978\n",
            "  979  980  981  982  983  984  985  986  988  989  990  991  992  993\n",
            "  994  996  997  999 1000 1001 1002 1003 1005 1006 1007 1009 1012 1015\n",
            " 1016 1018 1019 1020 1021 1022 1023 1024 1025 1027 1028 1029 1031 1032\n",
            " 1033 1034 1035 1038 1039 1040 1042 1043 1044 1045 1046 1047 1048 1050\n",
            " 1051 1052 1053 1054 1055 1056 1058 1060 1061 1062 1064 1065 1066 1067\n",
            " 1069 1070 1072 1073 1074 1075 1076 1077 1078 1079 1081 1084 1085 1086\n",
            " 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100\n",
            " 1101 1103 1104 1105 1106 1107 1108 1109 1112 1113 1114 1115 1116 1117\n",
            " 1118 1119 1120 1121 1122 1123 1124 1127 1128 1129 1130 1131 1132 1133\n",
            " 1134 1135 1136 1139 1140 1142 1143 1144 1145 1146 1148 1149 1152 1153\n",
            " 1154 1155 1157 1159 1160 1161 1163 1164 1165 1166 1167 1168 1170] Validation: [   0    1   11   14   15   19   22   23   35   37   42   45   50   53\n",
            "   61   63   84   85   90  101  102  104  108  110  114  117  119  122\n",
            "  128  129  131  132  134  145  152  154  155  172  175  176  178  180\n",
            "  190  196  204  207  208  216  218  230  257  261  264  268  274  278\n",
            "  280  281  291  304  313  321  323  327  335  337  341  342  344  347\n",
            "  354  356  357  359  362  366  375  382  388  389  393  410  413  416\n",
            "  422  423  431  439  442  450  451  455  462  466  469  473  474  476\n",
            "  478  484  485  487  488  503  519  520  523  531  537  540  544  547\n",
            "  553  563  568  578  581  583  584  589  592  594  599  601  605  609\n",
            "  617  618  626  628  631  633  634  643  646  648  654  655  659  668\n",
            "  675  678  682  697  702  712  717  723  727  732  734  736  737  740\n",
            "  742  745  746  748  751  753  755  765  772  795  797  812  813  818\n",
            "  833  834  838  840  843  844  851  852  859  865  887  888  892  897\n",
            "  899  928  935  937  947  948  949  953  957  961  962  963  975  987\n",
            "  995  998 1004 1008 1010 1011 1013 1014 1017 1026 1030 1036 1037 1041\n",
            " 1049 1057 1059 1063 1068 1071 1080 1082 1083 1102 1110 1111 1125 1126\n",
            " 1137 1138 1141 1147 1150 1151 1156 1158 1162 1169]\n",
            "Train: [   0    1    2    3    4    5    6    8   11   12   14   15   16   18\n",
            "   19   20   22   23   24   25   28   29   30   31   32   33   35   36\n",
            "   37   38   39   40   42   45   46   47   50   51   53   54   55   56\n",
            "   58   59   61   62   63   64   65   66   67   69   71   72   73   74\n",
            "   76   77   78   80   81   82   83   84   85   87   88   89   90   91\n",
            "   93   94   95   96   97   98   99  101  102  103  104  105  107  108\n",
            "  110  111  113  114  115  116  117  118  119  120  121  122  124  125\n",
            "  126  127  128  129  130  131  132  133  134  135  138  139  140  141\n",
            "  142  143  145  146  148  151  152  153  154  155  156  157  159  161\n",
            "  163  165  166  167  168  170  171  172  174  175  176  177  178  179\n",
            "  180  181  182  183  185  186  189  190  191  192  193  194  195  196\n",
            "  197  198  200  201  202  204  205  206  207  208  209  211  212  213\n",
            "  214  216  218  220  221  223  224  226  227  229  230  232  233  234\n",
            "  237  238  239  240  241  242  243  244  245  246  247  248  250  251\n",
            "  255  257  258  259  260  261  262  263  264  265  267  268  271  273\n",
            "  274  276  278  279  280  281  282  283  284  285  286  287  288  290\n",
            "  291  292  294  295  296  297  298  300  301  302  303  304  306  307\n",
            "  308  309  310  311  312  313  315  316  317  318  319  320  321  322\n",
            "  323  324  326  327  328  329  330  331  333  334  335  337  338  339\n",
            "  340  341  342  344  345  346  347  348  349  351  353  354  356  357\n",
            "  359  360  362  363  364  365  366  367  368  369  370  371  372  373\n",
            "  374  375  376  379  380  382  383  384  385  387  388  389  390  391\n",
            "  392  393  394  395  396  397  398  400  401  402  403  404  406  407\n",
            "  408  410  411  413  416  418  420  422  423  424  425  426  427  428\n",
            "  429  430  431  432  433  438  439  440  442  444  445  446  447  448\n",
            "  450  451  453  454  455  456  458  459  460  462  464  465  466  468\n",
            "  469  470  471  472  473  474  476  477  478  480  481  482  483  484\n",
            "  485  486  487  488  489  490  491  492  493  494  495  496  500  501\n",
            "  502  503  504  506  507  508  510  511  513  515  516  518  519  520\n",
            "  522  523  524  525  527  528  529  531  532  534  535  536  537  538\n",
            "  540  541  542  543  544  546  547  548  549  550  551  552  553  556\n",
            "  557  558  559  560  561  562  563  564  565  566  567  568  569  570\n",
            "  571  572  573  574  575  576  577  578  579  581  582  583  584  585\n",
            "  587  589  590  591  592  594  595  596  597  598  599  600  601  602\n",
            "  603  605  606  607  608  609  610  611  612  615  616  617  618  619\n",
            "  620  621  622  623  624  625  626  627  628  629  630  631  632  633\n",
            "  634  637  638  639  641  642  643  646  647  648  649  650  653  654\n",
            "  655  656  659  661  662  663  664  667  668  669  670  671  672  674\n",
            "  675  676  677  678  681  682  683  685  686  687  688  689  690  691\n",
            "  692  693  694  695  696  697  698  699  700  701  702  703  704  705\n",
            "  706  707  708  710  711  712  713  714  715  716  717  718  719  723\n",
            "  724  726  727  728  730  731  732  733  734  736  737  739  740  741\n",
            "  742  743  744  745  746  747  748  749  750  751  753  755  756  757\n",
            "  758  762  763  764  765  766  767  768  769  770  772  773  774  776\n",
            "  777  778  779  780  781  782  783  785  786  787  788  789  790  791\n",
            "  793  795  796  797  798  799  800  801  802  803  804  806  807  808\n",
            "  810  811  812  813  814  816  817  818  819  821  822  824  825  826\n",
            "  827  829  830  831  832  833  834  836  837  838  839  840  841  842\n",
            "  843  844  846  848  851  852  853  854  855  856  858  859  860  861\n",
            "  862  863  864  865  866  867  869  870  871  872  873  874  876  877\n",
            "  879  881  882  884  886  887  888  889  890  891  892  893  895  896\n",
            "  897  898  899  900  902  903  904  905  906  907  908  910  911  912\n",
            "  913  914  916  918  919  921  922  923  924  925  928  929  930  931\n",
            "  933  934  935  936  937  938  941  942  943  944  945  947  948  949\n",
            "  950  951  953  954  956  957  958  960  961  962  963  964  965  966\n",
            "  967  968  969  970  971  972  973  975  976  977  978  979  980  982\n",
            "  983  984  985  986  987  988  989  990  991  993  994  995  996  997\n",
            "  998  999 1000 1002 1003 1004 1005 1006 1008 1009 1010 1011 1012 1013\n",
            " 1014 1017 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030\n",
            " 1031 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1046 1047\n",
            " 1049 1050 1051 1052 1053 1055 1056 1057 1058 1059 1060 1061 1062 1063\n",
            " 1065 1066 1067 1068 1069 1071 1073 1074 1075 1076 1077 1079 1080 1081\n",
            " 1082 1083 1084 1085 1086 1087 1088 1089 1090 1092 1093 1094 1095 1096\n",
            " 1098 1099 1101 1102 1103 1104 1105 1106 1109 1110 1111 1112 1113 1114\n",
            " 1115 1118 1121 1122 1123 1124 1125 1126 1127 1131 1132 1133 1134 1135\n",
            " 1137 1138 1139 1141 1142 1144 1145 1146 1147 1148 1150 1151 1152 1153\n",
            " 1154 1155 1156 1158 1159 1161 1162 1164 1166 1167 1168 1169 1170] Validation: [   7    9   10   13   17   21   26   27   34   41   43   44   48   49\n",
            "   52   57   60   68   70   75   79   86   92  100  106  109  112  123\n",
            "  136  137  144  147  149  150  158  160  162  164  169  173  184  187\n",
            "  188  199  203  210  215  217  219  222  225  228  231  235  236  249\n",
            "  252  253  254  256  266  269  270  272  275  277  289  293  299  305\n",
            "  314  325  332  336  343  350  352  355  358  361  377  378  381  386\n",
            "  399  405  409  412  414  415  417  419  421  434  435  436  437  441\n",
            "  443  449  452  457  461  463  467  475  479  497  498  499  505  509\n",
            "  512  514  517  521  526  530  533  539  545  554  555  580  586  588\n",
            "  593  604  613  614  635  636  640  644  645  651  652  657  658  660\n",
            "  665  666  673  679  680  684  709  720  721  722  725  729  735  738\n",
            "  752  754  759  760  761  771  775  784  792  794  805  809  815  820\n",
            "  823  828  835  845  847  849  850  857  868  875  878  880  883  885\n",
            "  894  901  909  915  917  920  926  927  932  939  940  946  952  955\n",
            "  959  974  981  992 1001 1007 1015 1016 1018 1032 1033 1045 1048 1054\n",
            " 1064 1070 1072 1078 1091 1097 1100 1107 1108 1116 1117 1119 1120 1128\n",
            " 1129 1130 1136 1140 1143 1149 1157 1160 1163 1165]\n",
            "Train: [   0    1    2    3    4    6    7    8    9   10   11   12   13   14\n",
            "   15   17   19   20   21   22   23   24   25   26   27   29   33   34\n",
            "   35   37   38   39   41   42   43   44   45   46   47   48   49   50\n",
            "   51   52   53   55   57   59   60   61   62   63   64   65   66   68\n",
            "   69   70   72   75   76   79   80   81   82   83   84   85   86   87\n",
            "   88   90   91   92   93   94   97   98   99  100  101  102  103  104\n",
            "  105  106  108  109  110  111  112  114  115  116  117  118  119  120\n",
            "  121  122  123  124  125  126  128  129  130  131  132  134  135  136\n",
            "  137  138  139  143  144  145  146  147  148  149  150  151  152  153\n",
            "  154  155  157  158  160  161  162  164  168  169  170  171  172  173\n",
            "  175  176  177  178  179  180  182  183  184  187  188  189  190  191\n",
            "  192  193  195  196  197  198  199  200  201  203  204  205  206  207\n",
            "  208  209  210  211  212  214  215  216  217  218  219  220  221  222\n",
            "  223  224  225  226  227  228  229  230  231  232  235  236  238  239\n",
            "  241  243  244  245  247  248  249  250  251  252  253  254  255  256\n",
            "  257  258  259  260  261  264  266  267  268  269  270  271  272  274\n",
            "  275  276  277  278  280  281  282  283  284  285  286  287  288  289\n",
            "  290  291  292  293  295  296  297  298  299  300  303  304  305  308\n",
            "  309  310  311  312  313  314  316  317  319  321  322  323  325  326\n",
            "  327  328  330  332  333  334  335  336  337  338  340  341  342  343\n",
            "  344  345  347  348  350  351  352  353  354  355  356  357  358  359\n",
            "  361  362  363  364  365  366  369  370  371  373  375  376  377  378\n",
            "  379  381  382  384  385  386  387  388  389  390  392  393  394  395\n",
            "  396  398  399  401  402  405  408  409  410  411  412  413  414  415\n",
            "  416  417  418  419  420  421  422  423  424  425  426  427  428  430\n",
            "  431  433  434  435  436  437  438  439  441  442  443  444  446  447\n",
            "  448  449  450  451  452  453  455  456  457  458  460  461  462  463\n",
            "  464  466  467  469  470  472  473  474  475  476  477  478  479  480\n",
            "  481  482  484  485  486  487  488  490  492  493  494  495  496  497\n",
            "  498  499  500  501  503  504  505  506  508  509  510  511  512  513\n",
            "  514  515  516  517  518  519  520  521  522  523  524  526  527  530\n",
            "  531  533  534  535  537  538  539  540  541  543  544  545  546  547\n",
            "  548  550  551  552  553  554  555  556  557  561  562  563  564  565\n",
            "  567  568  569  570  572  573  574  575  577  578  579  580  581  582\n",
            "  583  584  585  586  587  588  589  592  593  594  595  599  601  602\n",
            "  604  605  607  609  611  612  613  614  615  616  617  618  619  620\n",
            "  623  624  626  628  629  630  631  632  633  634  635  636  637  640\n",
            "  641  642  643  644  645  646  648  650  651  652  654  655  656  657\n",
            "  658  659  660  661  662  665  666  667  668  670  672  673  674  675\n",
            "  676  677  678  679  680  681  682  683  684  685  687  688  690  692\n",
            "  693  694  696  697  698  700  701  702  704  705  707  708  709  710\n",
            "  711  712  714  717  718  719  720  721  722  723  725  727  729  730\n",
            "  731  732  733  734  735  736  737  738  739  740  741  742  743  744\n",
            "  745  746  747  748  749  751  752  753  754  755  757  758  759  760\n",
            "  761  764  765  767  769  770  771  772  774  775  776  777  778  779\n",
            "  780  782  783  784  785  787  789  790  792  794  795  796  797  799\n",
            "  800  802  803  804  805  807  809  810  812  813  815  816  817  818\n",
            "  820  821  822  823  824  825  826  827  828  829  832  833  834  835\n",
            "  836  837  838  840  841  842  843  844  845  847  848  849  850  851\n",
            "  852  853  854  857  858  859  861  862  863  864  865  866  868  869\n",
            "  870  871  872  873  874  875  876  877  878  880  881  882  883  884\n",
            "  885  886  887  888  889  890  891  892  894  895  896  897  899  900\n",
            "  901  902  903  904  905  907  909  910  914  915  916  917  918  920\n",
            "  921  923  924  925  926  927  928  930  931  932  933  934  935  937\n",
            "  938  939  940  941  943  944  945  946  947  948  949  952  953  955\n",
            "  957  959  960  961  962  963  964  965  966  967  968  969  970  971\n",
            "  973  974  975  977  978  979  980  981  983  984  985  987  988  989\n",
            "  991  992  993  994  995  997  998  999 1001 1002 1003 1004 1007 1008\n",
            " 1010 1011 1012 1013 1014 1015 1016 1017 1018 1023 1024 1025 1026 1027\n",
            " 1028 1029 1030 1032 1033 1035 1036 1037 1039 1041 1043 1044 1045 1048\n",
            " 1049 1051 1054 1055 1056 1057 1058 1059 1062 1063 1064 1065 1068 1069\n",
            " 1070 1071 1072 1073 1076 1078 1079 1080 1081 1082 1083 1084 1085 1086\n",
            " 1087 1089 1091 1092 1093 1094 1095 1096 1097 1098 1100 1102 1103 1104\n",
            " 1105 1106 1107 1108 1110 1111 1112 1113 1116 1117 1118 1119 1120 1122\n",
            " 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137\n",
            " 1138 1139 1140 1141 1143 1144 1145 1146 1147 1149 1150 1151 1153 1154\n",
            " 1155 1156 1157 1158 1159 1160 1162 1163 1165 1166 1167 1168 1169] Validation: [   5   16   18   28   30   31   32   36   40   54   56   58   67   71\n",
            "   73   74   77   78   89   95   96  107  113  127  133  140  141  142\n",
            "  156  159  163  165  166  167  174  181  185  186  194  202  213  233\n",
            "  234  237  240  242  246  262  263  265  273  279  294  301  302  306\n",
            "  307  315  318  320  324  329  331  339  346  349  360  367  368  372\n",
            "  374  380  383  391  397  400  403  404  406  407  429  432  440  445\n",
            "  454  459  465  468  471  483  489  491  502  507  525  528  529  532\n",
            "  536  542  549  558  559  560  566  571  576  590  591  596  597  598\n",
            "  600  603  606  608  610  621  622  625  627  638  639  647  649  653\n",
            "  663  664  669  671  686  689  691  695  699  703  706  713  715  716\n",
            "  724  726  728  750  756  762  763  766  768  773  781  786  788  791\n",
            "  793  798  801  806  808  811  814  819  830  831  839  846  855  856\n",
            "  860  867  879  893  898  906  908  911  912  913  919  922  929  936\n",
            "  942  950  951  954  956  958  972  976  982  986  990  996 1000 1005\n",
            " 1006 1009 1019 1020 1021 1022 1031 1034 1038 1040 1042 1046 1047 1050\n",
            " 1052 1053 1060 1061 1066 1067 1074 1075 1077 1088 1090 1099 1101 1109\n",
            " 1114 1115 1121 1123 1142 1148 1152 1161 1164 1170]\n",
            "Train: [   0    1    2    3    4    5    6    8    9   10   11   12   13   14\n",
            "   15   17   18   20   21   23   25   26   27   28   29   31   32   33\n",
            "   34   35   36   37   38   39   40   41   42   43   44   45   46   48\n",
            "   50   51   52   54   55   57   58   59   60   62   65   66   68   69\n",
            "   71   72   73   74   75   76   77   78   79   80   81   82   83   84\n",
            "   85   86   87   88   89   90   91   92   93   94   95   96   97   98\n",
            "   99  100  101  102  103  105  106  107  109  110  111  114  115  116\n",
            "  117  118  119  120  121  122  123  124  125  126  127  128  129  130\n",
            "  131  133  134  135  136  138  140  141  142  143  144  145  146  147\n",
            "  148  150  151  152  153  154  155  156  157  158  159  160  161  162\n",
            "  164  165  166  167  168  169  170  171  172  173  174  175  176  177\n",
            "  178  179  181  182  183  184  188  192  193  194  195  196  197  198\n",
            "  199  200  201  202  203  204  206  207  208  209  210  211  212  213\n",
            "  214  215  216  217  218  219  220  221  222  223  224  225  226  227\n",
            "  229  230  231  232  233  235  236  237  238  240  242  243  244  245\n",
            "  246  247  248  249  250  251  252  254  255  256  258  259  260  261\n",
            "  262  263  264  265  268  269  270  271  272  273  274  275  276  277\n",
            "  278  279  280  283  284  285  286  287  288  290  292  294  295  296\n",
            "  297  299  300  301  302  303  305  308  309  311  312  313  316  317\n",
            "  319  320  321  322  324  325  326  327  328  329  330  331  332  333\n",
            "  334  335  336  337  341  343  344  345  346  347  348  349  350  352\n",
            "  353  354  355  356  357  358  359  360  361  362  363  364  365  366\n",
            "  367  368  369  372  373  374  375  376  377  379  380  381  382  383\n",
            "  384  385  386  387  388  389  390  392  393  394  395  397  398  399\n",
            "  400  401  402  403  404  405  408  411  412  413  414  415  416  417\n",
            "  419  420  422  423  424  425  426  429  430  431  433  436  437  438\n",
            "  439  440  443  444  445  446  447  448  451  452  454  455  456  457\n",
            "  458  459  460  461  463  465  466  467  471  472  473  474  475  476\n",
            "  477  479  480  481  482  483  485  486  488  490  492  494  495  497\n",
            "  498  499  500  502  503  506  507  508  509  510  511  512  513  514\n",
            "  515  516  517  520  521  522  524  525  526  527  528  529  531  532\n",
            "  534  535  537  538  541  542  543  544  545  548  549  550  551  553\n",
            "  554  555  556  557  559  560  561  562  563  564  565  566  567  569\n",
            "  570  573  574  575  576  577  578  581  582  583  585  586  587  588\n",
            "  589  590  592  593  594  596  597  598  599  600  601  602  604  606\n",
            "  607  608  609  610  611  612  614  615  617  618  619  620  621  622\n",
            "  623  624  625  626  627  629  630  632  634  635  636  638  639  640\n",
            "  641  642  643  644  646  648  649  651  653  654  655  656  657  658\n",
            "  659  660  661  662  663  664  665  666  667  668  670  671  672  673\n",
            "  674  675  676  677  678  679  681  682  683  684  685  686  687  688\n",
            "  690  691  692  693  694  696  697  698  699  700  702  703  704  706\n",
            "  707  708  711  712  713  714  716  717  719  720  721  722  723  724\n",
            "  725  726  728  729  731  732  735  737  738  739  740  741  742  743\n",
            "  744  748  749  750  751  752  754  755  756  757  759  760  761  762\n",
            "  765  766  767  768  769  771  773  774  775  776  777  778  779  780\n",
            "  783  784  785  786  787  788  789  791  792  793  795  796  797  798\n",
            "  799  800  801  802  803  805  806  807  808  809  810  811  812  813\n",
            "  815  816  817  818  819  821  822  823  824  825  826  827  829  831\n",
            "  832  833  834  835  836  837  838  840  841  843  844  845  846  847\n",
            "  848  849  850  851  853  855  857  858  860  861  863  864  865  866\n",
            "  867  869  870  872  873  874  876  877  878  879  882  883  884  885\n",
            "  886  888  889  890  891  892  893  894  895  896  897  898  900  903\n",
            "  904  905  906  907  908  909  911  912  914  915  916  918  920  922\n",
            "  924  925  926  927  928  929  930  931  932  933  935  937  939  940\n",
            "  941  942  943  944  945  947  948  950  951  952  953  954  955  956\n",
            "  957  959  961  962  963  964  965  966  967  968  969  970  971  974\n",
            "  975  976  977  978  980  981  983  984  985  987  988  989  990  991\n",
            "  993  995  996  997  998  999 1000 1001 1002 1004 1005 1006 1007 1008\n",
            " 1010 1012 1013 1014 1015 1016 1017 1018 1019 1021 1022 1023 1024 1025\n",
            " 1026 1028 1030 1031 1033 1034 1035 1036 1037 1038 1040 1041 1042 1043\n",
            " 1045 1046 1047 1048 1049 1050 1052 1053 1054 1055 1056 1058 1059 1060\n",
            " 1061 1062 1063 1065 1067 1068 1070 1071 1072 1073 1074 1075 1077 1078\n",
            " 1079 1081 1082 1084 1085 1086 1088 1089 1090 1092 1093 1094 1095 1096\n",
            " 1097 1098 1099 1102 1103 1104 1105 1106 1107 1108 1109 1111 1112 1113\n",
            " 1114 1115 1116 1117 1118 1119 1120 1121 1122 1124 1125 1126 1127 1128\n",
            " 1129 1130 1131 1132 1133 1134 1137 1140 1142 1143 1144 1145 1147 1149\n",
            " 1153 1154 1155 1156 1157 1158 1159 1160 1163 1165 1166 1170] Validation: [   7   16   19   22   24   30   47   49   53   56   61   63   64   67\n",
            "   70  104  108  112  113  132  137  139  149  163  180  185  186  187\n",
            "  189  190  191  205  228  234  239  241  253  257  266  267  281  282\n",
            "  289  291  293  298  304  306  307  310  314  315  318  323  338  339\n",
            "  340  342  351  370  371  378  391  396  406  407  409  410  418  421\n",
            "  427  428  432  434  435  441  442  449  450  453  462  464  468  469\n",
            "  470  478  484  487  489  491  493  496  501  504  505  518  519  523\n",
            "  530  533  536  539  540  546  547  552  558  568  571  572  579  580\n",
            "  584  591  595  603  605  613  616  628  631  633  637  645  647  650\n",
            "  652  669  680  689  695  701  705  709  710  715  718  727  730  733\n",
            "  734  736  745  746  747  753  758  763  764  770  772  781  782  790\n",
            "  794  804  814  820  828  830  839  842  852  854  856  859  862  868\n",
            "  871  875  880  881  887  899  901  902  910  913  917  919  921  923\n",
            "  934  936  938  946  949  958  960  972  973  979  982  986  992  994\n",
            " 1003 1009 1011 1020 1027 1029 1032 1039 1044 1051 1057 1064 1066 1069\n",
            " 1076 1080 1083 1087 1091 1100 1101 1110 1123 1135 1136 1138 1139 1141\n",
            " 1146 1148 1150 1151 1152 1161 1162 1164 1167 1168 1169]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   15   16   17   19   20   22   23   24   25   28   30   31   32   33\n",
            "   34   37   38   39   41   42   46   47   48   49   50   51   52   53\n",
            "   55   56   57   58   60   61   63   64   66   67   69   70   71   72\n",
            "   73   74   76   77   78   79   80   81   82   84   86   87   89   90\n",
            "   91   93   94   95   96   98  102  103  104  106  108  110  111  112\n",
            "  113  114  115  117  118  120  121  122  123  125  127  128  129  130\n",
            "  131  132  133  134  135  137  138  139  140  141  142  143  144  145\n",
            "  146  147  148  149  151  153  154  157  159  160  161  163  164  165\n",
            "  167  168  169  170  171  172  173  174  175  176  177  178  179  180\n",
            "  181  182  183  184  185  186  187  188  189  190  191  194  195  196\n",
            "  197  199  200  201  203  204  205  207  210  211  212  213  214  215\n",
            "  216  217  218  219  220  221  222  223  224  225  227  228  232  233\n",
            "  234  235  236  237  238  239  240  241  242  245  246  247  248  249\n",
            "  250  251  253  254  256  257  258  259  260  261  262  263  264  265\n",
            "  266  267  268  269  270  272  273  274  276  278  279  280  281  282\n",
            "  283  284  286  287  289  290  291  292  293  294  295  296  297  298\n",
            "  299  300  302  303  304  305  306  307  310  313  314  315  316  318\n",
            "  319  320  323  324  326  327  328  329  330  331  332  334  335  336\n",
            "  337  338  339  340  341  342  343  346  347  348  349  350  351  352\n",
            "  353  354  355  356  358  359  361  363  364  365  366  367  370  371\n",
            "  372  373  374  376  377  378  381  382  384  386  388  391  392  393\n",
            "  395  396  398  399  400  402  403  405  406  407  408  409  410  412\n",
            "  414  415  416  417  418  419  420  421  422  423  424  425  426  427\n",
            "  428  430  431  432  433  434  435  436  437  438  439  441  442  443\n",
            "  444  445  446  447  448  449  450  451  452  453  454  455  456  457\n",
            "  459  461  462  464  467  468  469  470  472  474  475  476  478  479\n",
            "  481  482  483  484  486  487  489  490  491  493  494  495  496  497\n",
            "  501  504  505  506  507  508  510  511  513  514  515  517  518  519\n",
            "  520  521  522  523  525  526  527  530  531  533  534  535  536  537\n",
            "  538  539  540  541  542  544  546  547  548  551  552  553  554  555\n",
            "  556  558  560  561  562  563  564  565  566  568  569  571  572  575\n",
            "  576  577  578  579  580  581  582  583  584  585  586  587  588  589\n",
            "  590  591  593  594  595  598  599  600  601  602  603  604  605  606\n",
            "  607  608  609  610  611  612  613  615  616  617  618  619  620  621\n",
            "  622  624  625  627  628  630  631  632  633  634  635  636  637  640\n",
            "  641  642  643  644  645  646  647  648  650  651  652  653  654  655\n",
            "  657  658  660  661  662  664  665  666  667  669  670  671  672  673\n",
            "  674  675  676  677  678  679  680  681  682  683  684  685  687  689\n",
            "  691  692  694  695  697  698  699  701  704  705  707  709  710  711\n",
            "  714  715  716  718  721  723  724  726  727  729  730  731  732  733\n",
            "  734  736  737  738  739  740  741  742  743  745  746  747  748  749\n",
            "  750  752  753  754  755  756  757  758  760  761  762  763  764  765\n",
            "  766  769  770  771  772  773  774  775  776  777  778  779  780  781\n",
            "  782  783  784  785  786  787  788  789  790  791  792  793  794  795\n",
            "  796  797  798  799  800  801  802  803  804  805  807  808  812  813\n",
            "  814  815  816  817  818  820  821  822  823  824  825  826  827  828\n",
            "  829  830  832  833  835  836  837  838  839  840  842  844  845  847\n",
            "  848  850  851  852  853  854  855  856  858  859  860  862  863  864\n",
            "  866  867  868  869  870  871  873  874  875  876  877  878  879  880\n",
            "  881  884  885  886  887  889  891  892  893  895  896  897  898  899\n",
            "  901  902  903  904  905  907  910  911  912  913  914  916  917  918\n",
            "  919  921  923  924  925  926  927  929  930  931  932  933  934  935\n",
            "  936  937  938  939  940  941  942  943  944  945  946  947  948  949\n",
            "  950  956  957  958  959  960  961  964  965  966  967  968  969  970\n",
            "  971  972  973  974  975  976  978  979  982  984  985  986  987  988\n",
            "  989  990  991  992  993  994  997  998  999 1000 1001 1003 1004 1006\n",
            " 1007 1008 1009 1011 1012 1013 1014 1015 1016 1018 1019 1020 1021 1022\n",
            " 1023 1024 1025 1027 1028 1029 1031 1032 1033 1034 1035 1036 1037 1038\n",
            " 1039 1040 1041 1042 1043 1044 1045 1047 1048 1049 1050 1051 1053 1054\n",
            " 1055 1056 1057 1058 1059 1061 1062 1063 1064 1065 1066 1067 1068 1069\n",
            " 1073 1074 1076 1077 1078 1079 1080 1081 1082 1083 1085 1086 1087 1088\n",
            " 1091 1092 1093 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105 1106\n",
            " 1109 1110 1111 1113 1114 1115 1116 1118 1119 1120 1121 1122 1123 1124\n",
            " 1125 1126 1127 1128 1129 1130 1131 1133 1134 1135 1136 1137 1138 1139\n",
            " 1140 1141 1142 1143 1144 1145 1146 1147 1148 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1159 1160 1161 1162 1164 1165 1166 1167 1168 1169] Validation: [  14   18   21   26   27   29   35   36   40   43   44   45   54   59\n",
            "   62   65   68   75   83   85   88   92   97   99  100  101  105  107\n",
            "  109  116  119  124  126  136  150  152  155  156  158  162  166  192\n",
            "  193  198  202  206  208  209  226  229  230  231  243  244  252  255\n",
            "  271  275  277  285  288  301  308  309  311  312  317  321  322  325\n",
            "  333  344  345  357  360  362  368  369  375  379  380  383  385  387\n",
            "  389  390  394  397  401  404  411  413  429  440  458  460  463  465\n",
            "  466  471  473  477  480  485  488  492  498  499  500  502  503  509\n",
            "  512  516  524  528  529  532  543  545  549  550  557  559  567  570\n",
            "  573  574  592  596  597  614  623  626  629  638  639  649  656  659\n",
            "  663  668  686  688  690  693  696  700  702  703  706  708  712  713\n",
            "  717  719  720  722  725  728  735  744  751  759  767  768  806  809\n",
            "  810  811  819  831  834  841  843  846  849  857  861  865  872  882\n",
            "  883  888  890  894  900  906  908  909  915  920  922  928  951  952\n",
            "  953  954  955  962  963  977  980  981  983  995  996 1002 1005 1010\n",
            " 1017 1026 1030 1046 1052 1060 1070 1071 1072 1075 1084 1089 1090 1094\n",
            " 1095 1107 1108 1112 1117 1132 1149 1158 1163 1170]\n",
            "Train: [   0    4    5    6    7    8   10   11   12   13   14   15   16   17\n",
            "   18   19   21   22   24   25   26   27   29   30   32   33   35   36\n",
            "   37   38   40   41   43   44   45   46   47   48   49   52   53   54\n",
            "   55   56   57   58   59   61   62   63   64   65   67   68   70   71\n",
            "   72   73   75   76   77   78   83   84   85   86   87   88   90   92\n",
            "   94   97   98   99  100  101  102  103  104  105  106  107  108  109\n",
            "  110  112  113  114  115  116  117  118  119  120  122  123  124  125\n",
            "  126  127  128  130  131  132  134  136  137  138  139  140  142  145\n",
            "  148  149  150  152  155  156  157  158  159  160  161  162  163  164\n",
            "  165  166  167  168  169  170  172  175  177  178  180  182  183  184\n",
            "  185  186  187  188  189  190  191  192  193  195  196  197  198  200\n",
            "  201  202  203  204  205  206  207  208  209  212  213  215  216  217\n",
            "  218  219  220  221  222  226  227  228  229  230  231  232  233  234\n",
            "  235  236  237  239  240  241  242  243  244  245  249  251  252  253\n",
            "  254  255  256  257  258  259  260  261  262  263  264  265  266  267\n",
            "  269  270  271  274  275  277  278  279  280  281  282  283  285  286\n",
            "  288  289  291  293  294  295  296  297  298  299  300  301  302  303\n",
            "  304  305  306  307  308  309  310  311  312  313  314  315  316  317\n",
            "  318  319  320  321  322  323  324  325  326  328  329  330  332  333\n",
            "  334  335  336  338  339  340  341  342  343  344  345  349  350  351\n",
            "  352  354  355  357  358  359  360  361  362  363  364  366  368  369\n",
            "  370  371  372  373  374  375  377  378  379  380  381  383  384  385\n",
            "  387  389  390  391  392  394  395  396  397  400  401  403  404  405\n",
            "  406  407  408  409  410  411  412  413  414  415  418  421  423  424\n",
            "  425  427  428  429  430  431  432  433  434  435  437  438  440  441\n",
            "  442  443  444  446  447  449  450  451  452  453  454  456  457  458\n",
            "  459  460  462  463  464  465  466  467  468  469  470  471  473  476\n",
            "  477  478  479  480  481  482  483  484  485  486  487  488  489  490\n",
            "  491  492  493  494  495  496  497  498  499  500  501  502  503  504\n",
            "  505  506  508  509  512  513  514  515  516  518  519  520  521  523\n",
            "  524  525  528  529  530  531  532  533  534  535  536  539  540  541\n",
            "  542  543  544  545  546  547  549  550  551  552  554  555  556  557\n",
            "  558  559  561  562  563  566  567  568  569  570  571  572  573  574\n",
            "  576  577  578  579  580  582  583  584  585  589  590  591  592  595\n",
            "  596  597  600  601  602  603  604  605  606  607  608  613  614  615\n",
            "  616  617  618  619  620  622  623  624  626  627  628  629  630  631\n",
            "  632  633  634  636  637  638  639  641  642  644  645  646  647  648\n",
            "  649  650  652  655  656  657  658  659  660  661  662  663  665  666\n",
            "  667  668  669  670  671  672  673  674  675  676  677  679  680  682\n",
            "  683  684  685  686  687  688  689  690  693  694  695  696  697  700\n",
            "  701  702  703  705  706  707  708  709  710  711  712  713  715  716\n",
            "  717  718  719  720  721  722  723  725  726  727  728  729  730  731\n",
            "  733  734  735  736  738  739  740  742  743  744  745  746  747  751\n",
            "  752  753  755  756  758  759  760  761  762  763  764  766  767  768\n",
            "  770  771  772  774  778  779  780  781  782  783  784  785  787  788\n",
            "  789  790  791  792  793  794  795  796  797  798  799  802  803  804\n",
            "  805  806  809  810  811  813  814  815  816  817  818  819  820  821\n",
            "  822  823  824  825  827  828  829  830  831  832  833  834  835  836\n",
            "  837  838  839  841  842  843  844  846  847  849  850  851  852  854\n",
            "  855  856  857  858  859  860  861  862  863  864  865  866  868  869\n",
            "  870  871  872  873  874  875  876  877  878  879  880  881  882  883\n",
            "  884  885  887  888  889  890  891  892  893  894  896  898  899  900\n",
            "  901  902  905  906  907  908  909  910  911  912  913  914  915  916\n",
            "  917  918  919  920  921  922  923  924  925  927  928  929  930  931\n",
            "  932  934  936  938  939  940  941  942  943  944  945  946  948  949\n",
            "  950  951  952  953  954  955  956  957  958  960  962  963  964  968\n",
            "  969  971  972  973  974  975  977  978  979  980  981  982  983  984\n",
            "  986  987  988  989  990  991  992  993  994  995  996  997  998  999\n",
            " 1000 1001 1002 1003 1004 1005 1007 1009 1010 1011 1014 1016 1017 1020\n",
            " 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1037\n",
            " 1039 1040 1041 1042 1044 1045 1046 1051 1052 1054 1055 1057 1058 1059\n",
            " 1060 1061 1062 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074\n",
            " 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1086 1087 1089 1090\n",
            " 1091 1093 1094 1095 1100 1101 1103 1104 1107 1108 1109 1110 1112 1113\n",
            " 1115 1116 1117 1118 1119 1121 1122 1123 1126 1130 1132 1133 1135 1136\n",
            " 1137 1138 1139 1141 1142 1144 1146 1148 1149 1150 1151 1152 1153 1155\n",
            " 1156 1158 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   1    2    3    9   20   23   28   31   34   39   42   50   51   60\n",
            "   66   69   74   79   80   81   82   89   91   93   95   96  111  121\n",
            "  129  133  135  141  143  144  146  147  151  153  154  171  173  174\n",
            "  176  179  181  194  199  210  211  214  223  224  225  238  246  247\n",
            "  248  250  268  272  273  276  284  287  290  292  327  331  337  346\n",
            "  347  348  353  356  365  367  376  382  386  388  393  398  399  402\n",
            "  416  417  419  420  422  426  436  439  445  448  455  461  472  474\n",
            "  475  507  510  511  517  522  526  527  537  538  548  553  560  564\n",
            "  565  575  581  586  587  588  593  594  598  599  609  610  611  612\n",
            "  621  625  635  640  643  651  653  654  664  678  681  691  692  698\n",
            "  699  704  714  724  732  737  741  748  749  750  754  757  765  769\n",
            "  773  775  776  777  786  800  801  807  808  812  826  840  845  848\n",
            "  853  867  886  895  897  903  904  926  933  935  937  947  959  961\n",
            "  965  966  967  970  976  985 1006 1008 1012 1013 1015 1018 1019 1021\n",
            " 1035 1036 1038 1043 1047 1048 1049 1050 1053 1056 1063 1085 1088 1092\n",
            " 1096 1097 1098 1099 1102 1105 1106 1111 1114 1120 1124 1125 1127 1128\n",
            " 1129 1131 1134 1140 1143 1145 1147 1154 1157 1159]\n",
            "Train: [   1    2    3    4    5    6    7    8    9   10   11   14   16   18\n",
            "   19   20   21   22   23   24   26   27   28   29   30   31   32   34\n",
            "   35   36   39   40   41   42   43   44   45   46   47   49   50   51\n",
            "   52   53   54   55   56   58   59   60   61   62   63   64   65   66\n",
            "   67   68   69   70   71   72   73   74   75   76   77   79   80   81\n",
            "   82   83   84   85   86   87   88   89   91   92   93   94   95   96\n",
            "   97   98   99  100  101  102  103  104  105  107  108  109  110  111\n",
            "  112  113  114  115  116  119  120  121  123  124  126  129  130  132\n",
            "  133  134  135  136  137  138  139  140  141  142  143  144  145  146\n",
            "  147  149  150  151  152  153  154  155  156  158  161  162  163  164\n",
            "  166  167  168  170  171  173  174  175  176  177  179  180  181  182\n",
            "  185  186  187  188  189  190  191  192  193  194  195  196  197  198\n",
            "  199  200  202  205  206  208  209  210  211  212  214  215  216  217\n",
            "  218  220  222  223  224  225  226  227  228  229  230  231  232  233\n",
            "  234  236  238  239  241  242  243  244  245  246  247  248  249  250\n",
            "  251  252  253  254  255  257  261  263  266  267  268  271  272  273\n",
            "  274  275  276  277  278  281  282  283  284  285  286  287  288  289\n",
            "  290  291  292  293  294  297  298  299  301  304  305  306  307  308\n",
            "  309  310  311  312  313  314  315  316  317  318  321  322  323  324\n",
            "  325  326  327  329  331  333  337  338  339  340  342  343  344  345\n",
            "  346  347  348  349  351  353  354  356  357  358  359  360  361  362\n",
            "  363  365  367  368  369  370  371  374  375  376  377  378  379  380\n",
            "  382  383  385  386  387  388  389  390  391  393  394  396  397  398\n",
            "  399  401  402  403  404  406  407  409  410  411  412  413  415  416\n",
            "  417  418  419  420  421  422  423  424  426  427  428  429  431  432\n",
            "  434  435  436  437  439  440  441  442  443  444  445  446  447  448\n",
            "  449  450  453  454  455  456  458  460  461  462  463  464  465  466\n",
            "  468  469  470  471  472  473  474  475  476  477  478  480  484  485\n",
            "  486  487  488  489  490  491  492  493  494  496  497  498  499  500\n",
            "  501  502  503  504  505  507  509  510  511  512  514  516  517  518\n",
            "  519  520  521  522  523  524  526  527  528  529  530  531  532  533\n",
            "  536  537  538  539  540  543  545  546  547  548  549  550  551  552\n",
            "  553  555  556  557  558  559  560  561  562  564  565  567  568  570\n",
            "  571  572  573  574  575  578  579  580  581  584  585  586  587  588\n",
            "  591  592  593  594  595  596  597  598  599  601  602  603  604  605\n",
            "  606  607  608  609  610  611  612  613  614  616  621  623  625  626\n",
            "  628  629  631  633  635  637  638  639  640  643  645  647  648  649\n",
            "  650  651  652  653  654  656  657  659  660  661  663  664  665  666\n",
            "  667  668  669  671  673  675  676  677  678  679  680  681  682  684\n",
            "  686  687  688  689  690  691  692  693  694  695  696  698  699  700\n",
            "  701  702  703  704  705  706  708  709  710  712  713  714  715  716\n",
            "  717  718  719  720  721  722  724  725  727  728  730  731  732  733\n",
            "  734  735  736  737  738  739  740  741  742  744  745  746  747  748\n",
            "  749  750  751  752  753  754  755  756  757  758  759  760  761  763\n",
            "  764  765  766  767  768  769  770  772  773  775  776  777  781  782\n",
            "  783  786  787  790  791  792  794  795  796  797  798  800  801  802\n",
            "  804  806  807  808  809  810  811  812  813  814  815  816  817  819\n",
            "  820  822  823  824  826  828  829  830  831  833  834  837  838  839\n",
            "  840  841  842  843  845  846  847  848  849  850  851  852  853  854\n",
            "  856  857  859  861  862  863  864  865  866  867  868  869  871  872\n",
            "  875  876  877  878  879  880  881  882  883  884  886  887  888  890\n",
            "  894  895  897  898  899  900  901  902  903  904  906  908  909  910\n",
            "  912  913  915  916  917  918  919  920  921  922  923  924  926  928\n",
            "  929  930  931  933  934  935  936  937  938  942  943  944  946  947\n",
            "  949  951  952  953  954  955  956  957  958  959  960  961  962  963\n",
            "  964  965  966  967  969  970  971  972  973  974  975  976  977  979\n",
            "  980  981  982  983  985  986  987  988  989  990  991  992  994  995\n",
            "  996  999 1002 1003 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014\n",
            " 1015 1016 1017 1018 1019 1020 1021 1024 1026 1027 1028 1029 1030 1032\n",
            " 1033 1034 1035 1036 1037 1038 1039 1040 1041 1043 1044 1046 1047 1048\n",
            " 1049 1050 1051 1052 1053 1056 1057 1058 1060 1063 1064 1066 1069 1070\n",
            " 1071 1072 1075 1076 1079 1080 1083 1084 1085 1086 1087 1088 1089 1090\n",
            " 1091 1092 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104 1105\n",
            " 1106 1107 1108 1110 1111 1112 1114 1117 1119 1120 1123 1124 1125 1126\n",
            " 1127 1128 1129 1130 1131 1132 1134 1135 1136 1137 1138 1139 1140 1141\n",
            " 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1167 1168 1169 1170] Validation: [   0   12   13   15   17   25   33   37   38   48   57   78   90  106\n",
            "  117  118  122  125  127  128  131  148  157  159  160  165  169  172\n",
            "  178  183  184  201  203  204  207  213  219  221  235  237  240  256\n",
            "  258  259  260  262  264  265  269  270  279  280  295  296  300  302\n",
            "  303  319  320  328  330  332  334  335  336  341  350  352  355  364\n",
            "  366  372  373  381  384  392  395  400  405  408  414  425  430  433\n",
            "  438  451  452  457  459  467  479  481  482  483  495  506  508  513\n",
            "  515  525  534  535  541  542  544  554  563  566  569  576  577  582\n",
            "  583  589  590  600  615  617  618  619  620  622  624  627  630  632\n",
            "  634  636  641  642  644  646  655  658  662  670  672  674  683  685\n",
            "  697  707  711  723  726  729  743  762  771  774  778  779  780  784\n",
            "  785  788  789  793  799  803  805  818  821  825  827  832  835  836\n",
            "  844  855  858  860  870  873  874  885  889  891  892  893  896  905\n",
            "  907  911  914  925  927  932  939  940  941  945  948  950  968  978\n",
            "  984  993  997  998 1000 1001 1004 1022 1023 1025 1031 1042 1045 1054\n",
            " 1055 1059 1061 1062 1065 1067 1068 1073 1074 1077 1078 1081 1082 1093\n",
            " 1109 1113 1115 1116 1118 1121 1122 1133 1156 1166]\n",
            "Train: [   0    1    2    3    7    9   12   13   14   15   16   17   18   19\n",
            "   20   21   22   23   24   25   26   27   28   29   30   31   33   34\n",
            "   35   36   37   38   39   40   42   43   44   45   47   48   49   50\n",
            "   51   53   54   56   57   59   60   61   62   63   64   65   66   67\n",
            "   68   69   70   74   75   78   79   80   81   82   83   85   88   89\n",
            "   90   91   92   93   95   96   97   99  100  101  104  105  106  107\n",
            "  108  109  111  112  113  116  117  118  119  121  122  124  125  126\n",
            "  127  128  129  131  132  133  135  136  137  139  141  143  144  146\n",
            "  147  148  149  150  151  152  153  154  155  156  157  158  159  160\n",
            "  162  163  165  166  169  171  172  173  174  176  178  179  180  181\n",
            "  183  184  185  186  187  189  190  191  192  193  194  198  199  201\n",
            "  202  203  204  205  206  207  208  209  210  211  213  214  219  221\n",
            "  223  224  225  226  228  229  230  231  234  235  237  238  239  240\n",
            "  241  243  244  246  247  248  250  252  253  255  256  257  258  259\n",
            "  260  262  264  265  266  267  268  269  270  271  272  273  275  276\n",
            "  277  279  280  281  282  284  285  287  288  289  290  291  292  293\n",
            "  295  296  298  300  301  302  303  304  306  307  308  309  310  311\n",
            "  312  314  315  317  318  319  320  321  322  323  325  327  328  330\n",
            "  331  332  333  334  335  336  337  338  339  340  341  342  344  345\n",
            "  346  347  348  350  351  352  353  355  356  357  360  362  364  365\n",
            "  366  367  368  369  370  371  372  373  375  376  378  379  380  381\n",
            "  382  383  384  385  386  387  388  389  390  391  392  393  394  395\n",
            "  396  397  398  399  400  401  402  404  405  406  407  408  409  410\n",
            "  411  413  414  416  417  418  419  420  421  422  425  426  427  428\n",
            "  429  430  432  433  434  435  436  438  439  440  441  442  445  448\n",
            "  449  450  451  452  453  455  457  458  459  460  461  462  463  464\n",
            "  465  466  467  468  469  470  471  472  473  474  475  477  478  479\n",
            "  480  481  482  483  484  485  487  488  489  491  492  493  495  496\n",
            "  498  499  500  501  502  503  504  505  506  507  508  509  510  511\n",
            "  512  513  515  516  517  518  519  522  523  524  525  526  527  528\n",
            "  529  530  532  533  534  535  536  537  538  539  540  541  542  543\n",
            "  544  545  546  547  548  549  550  552  553  554  557  558  559  560\n",
            "  563  564  565  566  567  568  569  570  571  572  573  574  575  576\n",
            "  577  579  580  581  582  583  584  586  587  588  589  590  591  592\n",
            "  593  594  595  596  597  598  599  600  603  605  609  610  611  612\n",
            "  613  614  615  616  617  618  619  620  621  622  623  624  625  626\n",
            "  627  628  629  630  631  632  633  634  635  636  637  638  639  640\n",
            "  641  642  643  644  645  646  647  649  650  651  652  653  654  655\n",
            "  656  658  659  662  663  664  668  669  670  672  674  678  680  681\n",
            "  683  685  686  688  689  690  691  692  693  695  696  697  698  699\n",
            "  700  701  702  703  704  705  706  707  708  709  710  711  712  713\n",
            "  714  715  717  718  719  720  722  723  724  725  726  727  728  729\n",
            "  730  732  733  734  735  736  737  741  743  744  745  746  747  748\n",
            "  749  750  751  753  754  757  758  759  762  763  764  765  767  768\n",
            "  769  770  771  772  773  774  775  776  777  778  779  780  781  782\n",
            "  784  785  786  788  789  790  793  794  799  800  801  803  804  805\n",
            "  806  807  808  809  810  811  812  814  818  819  820  821  825  826\n",
            "  827  828  830  831  832  834  835  836  839  840  841  842  843  844\n",
            "  845  846  848  849  852  853  854  855  856  857  858  859  860  861\n",
            "  862  865  867  868  870  871  872  873  874  875  880  881  882  883\n",
            "  885  886  887  888  889  890  891  892  893  894  895  896  897  899\n",
            "  900  901  902  903  904  905  906  907  908  909  910  911  913  914\n",
            "  915  917  919  920  921  922  923  925  926  927  928  932  933  934\n",
            "  935  936  937  938  939  940  941  945  946  947  948  949  950  951\n",
            "  952  953  954  955  958  959  960  961  962  963  965  966  967  968\n",
            "  970  972  973  976  977  978  979  980  981  982  983  984  985  986\n",
            "  992  993  994  995  996  997  998 1000 1001 1002 1003 1004 1005 1006\n",
            " 1008 1009 1010 1011 1012 1013 1015 1017 1018 1019 1020 1021 1022 1023\n",
            " 1025 1026 1027 1029 1030 1031 1032 1035 1036 1038 1039 1042 1043 1044\n",
            " 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1059\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073\n",
            " 1074 1075 1076 1077 1078 1080 1081 1082 1083 1084 1085 1087 1088 1089\n",
            " 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1105\n",
            " 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1120\n",
            " 1121 1122 1123 1124 1125 1127 1128 1129 1131 1132 1133 1134 1135 1136\n",
            " 1138 1139 1140 1141 1143 1145 1146 1147 1148 1149 1150 1151 1152 1154\n",
            " 1156 1157 1158 1159 1161 1162 1163 1164 1166 1167 1168 1169 1170] Validation: [   4    5    6    8   10   11   32   41   46   52   55   58   71   72\n",
            "   73   76   77   84   86   87   94   98  102  103  110  114  115  120\n",
            "  123  130  134  138  140  142  145  161  164  167  168  170  175  177\n",
            "  182  188  195  196  197  200  212  215  216  217  218  220  222  227\n",
            "  232  233  236  242  245  249  251  254  261  263  274  278  283  286\n",
            "  294  297  299  305  313  316  324  326  329  343  349  354  358  359\n",
            "  361  363  374  377  403  412  415  423  424  431  437  443  444  446\n",
            "  447  454  456  476  486  490  494  497  514  520  521  531  551  555\n",
            "  556  561  562  578  585  601  602  604  606  607  608  648  657  660\n",
            "  661  665  666  667  671  673  675  676  677  679  682  684  687  694\n",
            "  716  721  731  738  739  740  742  752  755  756  760  761  766  783\n",
            "  787  791  792  795  796  797  798  802  813  815  816  817  822  823\n",
            "  824  829  833  837  838  847  850  851  863  864  866  869  876  877\n",
            "  878  879  884  898  912  916  918  924  929  930  931  942  943  944\n",
            "  956  957  964  969  971  974  975  987  988  989  990  991  999 1007\n",
            " 1014 1016 1024 1028 1033 1034 1037 1040 1041 1058 1079 1086 1103 1104\n",
            " 1119 1126 1130 1137 1142 1144 1153 1155 1160 1165]\n"
          ]
        }
      ],
      "execution_count": 19,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Stratified k-fold cross validation\n",
        "from sklearn.model_selection import StratifiedKFold\n",
        "skf = StratifiedKFold(n_splits=5, random_state=None)\n",
        "\n",
        "y = dataset['Buy_Sell']\n",
        "\n",
        "# X is the feature set and y is the target\n",
        "# Target must be 'binary' or 'multiclass'\n",
        "for train_index, test_index in skf.split(X,y): \n",
        "    print(\"Train:\", train_index, \"Validation:\", test_index) \n",
        "    X_train, X_test = X[train_index], X[test_index] \n",
        "    y_train, y_test = y[train_index], y[test_index]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train: [ 220  221  225  227  228  231  232  233  235  238  241  245  246  248\n",
            "  249  250  251  252  253  254  255  256  257  258  259  260  261  262\n",
            "  263  264  265  266  267  268  269  270  271  272  273  274  275  276\n",
            "  277  278  279  280  281  282  283  284  285  286  287  288  289  290\n",
            "  291  292  293  294  295  296  297  298  299  300  301  302  303  304\n",
            "  305  306  307  308  309  310  311  312  313  314  315  316  317  318\n",
            "  319  320  321  322  323  324  325  326  327  328  329  330  331  332\n",
            "  333  334  335  336  337  338  339  340  341  342  343  344  345  346\n",
            "  347  348  349  350  351  352  353  354  355  356  357  358  359  360\n",
            "  361  362  363  364  365  366  367  368  369  370  371  372  373  374\n",
            "  375  376  377  378  379  380  381  382  383  384  385  386  387  388\n",
            "  389  390  391  392  393  394  395  396  397  398  399  400  401  402\n",
            "  403  404  405  406  407  408  409  410  411  412  413  414  415  416\n",
            "  417  418  419  420  421  422  423  424  425  426  427  428  429  430\n",
            "  431  432  433  434  435  436  437  438  439  440  441  442  443  444\n",
            "  445  446  447  448  449  450  451  452  453  454  455  456  457  458\n",
            "  459  460  461  462  463  464  465  466  467  468  469  470  471  472\n",
            "  473  474  475  476  477  478  479  480  481  482  483  484  485  486\n",
            "  487  488  489  490  491  492  493  494  495  496  497  498  499  500\n",
            "  501  502  503  504  505  506  507  508  509  510  511  512  513  514\n",
            "  515  516  517  518  519  520  521  522  523  524  525  526  527  528\n",
            "  529  530  531  532  533  534  535  536  537  538  539  540  541  542\n",
            "  543  544  545  546  547  548  549  550  551  552  553  554  555  556\n",
            "  557  558  559  560  561  562  563  564  565  566  567  568  569  570\n",
            "  571  572  573  574  575  576  577  578  579  580  581  582  583  584\n",
            "  585  586  587  588  589  590  591  592  593  594  595  596  597  598\n",
            "  599  600  601  602  603  604  605  606  607  608  609  610  611  612\n",
            "  613  614  615  616  617  618  619  620  621  622  623  624  625  626\n",
            "  627  628  629  630  631  632  633  634  635  636  637  638  639  640\n",
            "  641  642  643  644  645  646  647  648  649  650  651  652  653  654\n",
            "  655  656  657  658  659  660  661  662  663  664  665  666  667  668\n",
            "  669  670  671  672  673  674  675  676  677  678  679  680  681  682\n",
            "  683  684  685  686  687  688  689  690  691  692  693  694  695  696\n",
            "  697  698  699  700  701  702  703  704  705  706  707  708  709  710\n",
            "  711  712  713  714  715  716  717  718  719  720  721  722  723  724\n",
            "  725  726  727  728  729  730  731  732  733  734  735  736  737  738\n",
            "  739  740  741  742  743  744  745  746  747  748  749  750  751  752\n",
            "  753  754  755  756  757  758  759  760  761  762  763  764  765  766\n",
            "  767  768  769  770  771  772  773  774  775  776  777  778  779  780\n",
            "  781  782  783  784  785  786  787  788  789  790  791  792  793  794\n",
            "  795  796  797  798  799  800  801  802  803  804  805  806  807  808\n",
            "  809  810  811  812  813  814  815  816  817  818  819  820  821  822\n",
            "  823  824  825  826  827  828  829  830  831  832  833  834  835  836\n",
            "  837  838  839  840  841  842  843  844  845  846  847  848  849  850\n",
            "  851  852  853  854  855  856  857  858  859  860  861  862  863  864\n",
            "  865  866  867  868  869  870  871  872  873  874  875  876  877  878\n",
            "  879  880  881  882  883  884  885  886  887  888  889  890  891  892\n",
            "  893  894  895  896  897  898  899  900  901  902  903  904  905  906\n",
            "  907  908  909  910  911  912  913  914  915  916  917  918  919  920\n",
            "  921  922  923  924  925  926  927  928  929  930  931  932  933  934\n",
            "  935  936  937  938  939  940  941  942  943  944  945  946  947  948\n",
            "  949  950  951  952  953  954  955  956  957  958  959  960  961  962\n",
            "  963  964  965  966  967  968  969  970  971  972  973  974  975  976\n",
            "  977  978  979  980  981  982  983  984  985  986  987  988  989  990\n",
            "  991  992  993  994  995  996  997  998  999 1000 1001 1002 1003 1004\n",
            " 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018\n",
            " 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032\n",
            " 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046\n",
            " 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060\n",
            " 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074\n",
            " 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088\n",
            " 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116\n",
            " 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130\n",
            " 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144\n",
            " 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158\n",
            " 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\n",
            "  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\n",
            "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
            "  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\n",
            "  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\n",
            "  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\n",
            " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n",
            " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n",
            " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n",
            " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n",
            " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n",
            " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n",
            " 216 217 218 219 222 223 224 226 229 230 234 236 237 239 240 242 243 244\n",
            " 247]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   16   17   18   19   20   21   22   23   24   25   26   27\n",
            "   28   29   30   31   32   33   34   35   36   37   38   39   40   41\n",
            "   42   43   44   45   46   47   48   49   50   51   52   53   54   55\n",
            "   56   57   58   59   60   61   62   63   64   65   66   67   68   69\n",
            "   70   71   72   73   74   75   76   77   78   79   80   81   82   83\n",
            "   84   85   86   87   88   89   90   91   92   93   94   95   96   97\n",
            "   98   99  100  101  102  103  104  105  106  107  108  109  110  111\n",
            "  112  113  114  115  116  117  118  119  120  121  122  123  124  125\n",
            "  126  127  128  129  130  131  132  133  134  135  136  137  138  139\n",
            "  140  141  142  143  144  145  146  147  148  149  150  151  152  153\n",
            "  154  155  156  157  158  159  160  161  162  163  164  165  166  167\n",
            "  168  169  170  171  172  173  174  175  176  177  178  179  180  181\n",
            "  182  183  184  185  186  187  188  189  190  191  192  193  194  195\n",
            "  196  197  198  199  200  201  202  203  204  205  206  207  208  209\n",
            "  210  211  212  213  214  215  216  217  218  219  222  223  224  226\n",
            "  229  230  234  236  237  239  240  242  243  244  247  429  430  431\n",
            "  432  434  435  440  445  449  455  456  458  459  462  463  464  465\n",
            "  466  468  469  470  471  475  478  480  481  482  486  488  489  493\n",
            "  499  500  501  502  503  504  505  506  508  509  510  511  512  513\n",
            "  514  515  516  517  518  519  520  521  522  523  524  525  526  527\n",
            "  528  529  530  531  532  533  534  535  536  537  538  539  540  541\n",
            "  542  543  544  545  546  547  548  549  550  551  552  553  554  555\n",
            "  556  557  558  559  560  561  562  563  564  565  566  567  568  569\n",
            "  570  571  572  573  574  575  576  577  578  579  580  581  582  583\n",
            "  584  585  586  587  588  589  590  591  592  593  594  595  596  597\n",
            "  598  599  600  601  602  603  604  605  606  607  608  609  610  611\n",
            "  612  613  614  615  616  617  618  619  620  621  622  623  624  625\n",
            "  626  627  628  629  630  631  632  633  634  635  636  637  638  639\n",
            "  640  641  642  643  644  645  646  647  648  649  650  651  652  653\n",
            "  654  655  656  657  658  659  660  661  662  663  664  665  666  667\n",
            "  668  669  670  671  672  673  674  675  676  677  678  679  680  681\n",
            "  682  683  684  685  686  687  688  689  690  691  692  693  694  695\n",
            "  696  697  698  699  700  701  702  703  704  705  706  707  708  709\n",
            "  710  711  712  713  714  715  716  717  718  719  720  721  722  723\n",
            "  724  725  726  727  728  729  730  731  732  733  734  735  736  737\n",
            "  738  739  740  741  742  743  744  745  746  747  748  749  750  751\n",
            "  752  753  754  755  756  757  758  759  760  761  762  763  764  765\n",
            "  766  767  768  769  770  771  772  773  774  775  776  777  778  779\n",
            "  780  781  782  783  784  785  786  787  788  789  790  791  792  793\n",
            "  794  795  796  797  798  799  800  801  802  803  804  805  806  807\n",
            "  808  809  810  811  812  813  814  815  816  817  818  819  820  821\n",
            "  822  823  824  825  826  827  828  829  830  831  832  833  834  835\n",
            "  836  837  838  839  840  841  842  843  844  845  846  847  848  849\n",
            "  850  851  852  853  854  855  856  857  858  859  860  861  862  863\n",
            "  864  865  866  867  868  869  870  871  872  873  874  875  876  877\n",
            "  878  879  880  881  882  883  884  885  886  887  888  889  890  891\n",
            "  892  893  894  895  896  897  898  899  900  901  902  903  904  905\n",
            "  906  907  908  909  910  911  912  913  914  915  916  917  918  919\n",
            "  920  921  922  923  924  925  926  927  928  929  930  931  932  933\n",
            "  934  935  936  937  938  939  940  941  942  943  944  945  946  947\n",
            "  948  949  950  951  952  953  954  955  956  957  958  959  960  961\n",
            "  962  963  964  965  966  967  968  969  970  971  972  973  974  975\n",
            "  976  977  978  979  980  981  982  983  984  985  986  987  988  989\n",
            "  990  991  992  993  994  995  996  997  998  999 1000 1001 1002 1003\n",
            " 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017\n",
            " 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045\n",
            " 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073\n",
            " 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087\n",
            " 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115\n",
            " 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129\n",
            " 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143\n",
            " 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [220 221 225 227 228 231 232 233 235 238 241 245 246 248 249 250 251 252\n",
            " 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270\n",
            " 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288\n",
            " 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306\n",
            " 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324\n",
            " 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342\n",
            " 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360\n",
            " 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378\n",
            " 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396\n",
            " 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414\n",
            " 415 416 417 418 419 420 421 422 423 424 425 426 427 428 433 436 437 438\n",
            " 439 441 442 443 444 446 447 448 450 451 452 453 454 457 460 461 467 472\n",
            " 473 474 476 477 479 483 484 485 487 490 491 492 494 495 496 497 498 507]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   16   17   18   19   20   21   22   23   24   25   26   27\n",
            "   28   29   30   31   32   33   34   35   36   37   38   39   40   41\n",
            "   42   43   44   45   46   47   48   49   50   51   52   53   54   55\n",
            "   56   57   58   59   60   61   62   63   64   65   66   67   68   69\n",
            "   70   71   72   73   74   75   76   77   78   79   80   81   82   83\n",
            "   84   85   86   87   88   89   90   91   92   93   94   95   96   97\n",
            "   98   99  100  101  102  103  104  105  106  107  108  109  110  111\n",
            "  112  113  114  115  116  117  118  119  120  121  122  123  124  125\n",
            "  126  127  128  129  130  131  132  133  134  135  136  137  138  139\n",
            "  140  141  142  143  144  145  146  147  148  149  150  151  152  153\n",
            "  154  155  156  157  158  159  160  161  162  163  164  165  166  167\n",
            "  168  169  170  171  172  173  174  175  176  177  178  179  180  181\n",
            "  182  183  184  185  186  187  188  189  190  191  192  193  194  195\n",
            "  196  197  198  199  200  201  202  203  204  205  206  207  208  209\n",
            "  210  211  212  213  214  215  216  217  218  219  220  221  222  223\n",
            "  224  225  226  227  228  229  230  231  232  233  234  235  236  237\n",
            "  238  239  240  241  242  243  244  245  246  247  248  249  250  251\n",
            "  252  253  254  255  256  257  258  259  260  261  262  263  264  265\n",
            "  266  267  268  269  270  271  272  273  274  275  276  277  278  279\n",
            "  280  281  282  283  284  285  286  287  288  289  290  291  292  293\n",
            "  294  295  296  297  298  299  300  301  302  303  304  305  306  307\n",
            "  308  309  310  311  312  313  314  315  316  317  318  319  320  321\n",
            "  322  323  324  325  326  327  328  329  330  331  332  333  334  335\n",
            "  336  337  338  339  340  341  342  343  344  345  346  347  348  349\n",
            "  350  351  352  353  354  355  356  357  358  359  360  361  362  363\n",
            "  364  365  366  367  368  369  370  371  372  373  374  375  376  377\n",
            "  378  379  380  381  382  383  384  385  386  387  388  389  390  391\n",
            "  392  393  394  395  396  397  398  399  400  401  402  403  404  405\n",
            "  406  407  408  409  410  411  412  413  414  415  416  417  418  419\n",
            "  420  421  422  423  424  425  426  427  428  433  436  437  438  439\n",
            "  441  442  443  444  446  447  448  450  451  452  453  454  457  460\n",
            "  461  467  472  473  474  476  477  479  483  484  485  487  490  491\n",
            "  492  494  495  496  497  498  507  664  667  668  669  670  672  673\n",
            "  674  675  677  679  686  693  695  697  699  701  705  708  709  712\n",
            "  713  714  715  718  719  727  729  731  732  733  734  735  736  737\n",
            "  738  739  740  741  742  743  744  745  746  747  748  749  750  751\n",
            "  752  753  754  755  756  757  758  759  760  761  762  763  764  765\n",
            "  766  767  768  769  770  771  772  773  774  775  776  777  778  779\n",
            "  780  781  782  783  784  785  786  787  788  789  790  791  792  793\n",
            "  794  795  796  797  798  799  800  801  802  803  804  805  806  807\n",
            "  808  809  810  811  812  813  814  815  816  817  818  819  820  821\n",
            "  822  823  824  825  826  827  828  829  830  831  832  833  834  835\n",
            "  836  837  838  839  840  841  842  843  844  845  846  847  848  849\n",
            "  850  851  852  853  854  855  856  857  858  859  860  861  862  863\n",
            "  864  865  866  867  868  869  870  871  872  873  874  875  876  877\n",
            "  878  879  880  881  882  883  884  885  886  887  888  889  890  891\n",
            "  892  893  894  895  896  897  898  899  900  901  902  903  904  905\n",
            "  906  907  908  909  910  911  912  913  914  915  916  917  918  919\n",
            "  920  921  922  923  924  925  926  927  928  929  930  931  932  933\n",
            "  934  935  936  937  938  939  940  941  942  943  944  945  946  947\n",
            "  948  949  950  951  952  953  954  955  956  957  958  959  960  961\n",
            "  962  963  964  965  966  967  968  969  970  971  972  973  974  975\n",
            "  976  977  978  979  980  981  982  983  984  985  986  987  988  989\n",
            "  990  991  992  993  994  995  996  997  998  999 1000 1001 1002 1003\n",
            " 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017\n",
            " 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045\n",
            " 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073\n",
            " 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087\n",
            " 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115\n",
            " 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129\n",
            " 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143\n",
            " 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [429 430 431 432 434 435 440 445 449 455 456 458 459 462 463 464 465 466\n",
            " 468 469 470 471 475 478 480 481 482 486 488 489 493 499 500 501 502 503\n",
            " 504 505 506 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522\n",
            " 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540\n",
            " 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558\n",
            " 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576\n",
            " 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594\n",
            " 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612\n",
            " 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630\n",
            " 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648\n",
            " 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 665 666 671\n",
            " 676 678 680 681 682 683 684 685 687 688 689 690 691 692 694 696 698 700\n",
            " 702 703 704 706 707 710 711 716 717 720 721 722 723 724 725 726 728 730]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   16   17   18   19   20   21   22   23   24   25   26   27\n",
            "   28   29   30   31   32   33   34   35   36   37   38   39   40   41\n",
            "   42   43   44   45   46   47   48   49   50   51   52   53   54   55\n",
            "   56   57   58   59   60   61   62   63   64   65   66   67   68   69\n",
            "   70   71   72   73   74   75   76   77   78   79   80   81   82   83\n",
            "   84   85   86   87   88   89   90   91   92   93   94   95   96   97\n",
            "   98   99  100  101  102  103  104  105  106  107  108  109  110  111\n",
            "  112  113  114  115  116  117  118  119  120  121  122  123  124  125\n",
            "  126  127  128  129  130  131  132  133  134  135  136  137  138  139\n",
            "  140  141  142  143  144  145  146  147  148  149  150  151  152  153\n",
            "  154  155  156  157  158  159  160  161  162  163  164  165  166  167\n",
            "  168  169  170  171  172  173  174  175  176  177  178  179  180  181\n",
            "  182  183  184  185  186  187  188  189  190  191  192  193  194  195\n",
            "  196  197  198  199  200  201  202  203  204  205  206  207  208  209\n",
            "  210  211  212  213  214  215  216  217  218  219  220  221  222  223\n",
            "  224  225  226  227  228  229  230  231  232  233  234  235  236  237\n",
            "  238  239  240  241  242  243  244  245  246  247  248  249  250  251\n",
            "  252  253  254  255  256  257  258  259  260  261  262  263  264  265\n",
            "  266  267  268  269  270  271  272  273  274  275  276  277  278  279\n",
            "  280  281  282  283  284  285  286  287  288  289  290  291  292  293\n",
            "  294  295  296  297  298  299  300  301  302  303  304  305  306  307\n",
            "  308  309  310  311  312  313  314  315  316  317  318  319  320  321\n",
            "  322  323  324  325  326  327  328  329  330  331  332  333  334  335\n",
            "  336  337  338  339  340  341  342  343  344  345  346  347  348  349\n",
            "  350  351  352  353  354  355  356  357  358  359  360  361  362  363\n",
            "  364  365  366  367  368  369  370  371  372  373  374  375  376  377\n",
            "  378  379  380  381  382  383  384  385  386  387  388  389  390  391\n",
            "  392  393  394  395  396  397  398  399  400  401  402  403  404  405\n",
            "  406  407  408  409  410  411  412  413  414  415  416  417  418  419\n",
            "  420  421  422  423  424  425  426  427  428  429  430  431  432  433\n",
            "  434  435  436  437  438  439  440  441  442  443  444  445  446  447\n",
            "  448  449  450  451  452  453  454  455  456  457  458  459  460  461\n",
            "  462  463  464  465  466  467  468  469  470  471  472  473  474  475\n",
            "  476  477  478  479  480  481  482  483  484  485  486  487  488  489\n",
            "  490  491  492  493  494  495  496  497  498  499  500  501  502  503\n",
            "  504  505  506  507  508  509  510  511  512  513  514  515  516  517\n",
            "  518  519  520  521  522  523  524  525  526  527  528  529  530  531\n",
            "  532  533  534  535  536  537  538  539  540  541  542  543  544  545\n",
            "  546  547  548  549  550  551  552  553  554  555  556  557  558  559\n",
            "  560  561  562  563  564  565  566  567  568  569  570  571  572  573\n",
            "  574  575  576  577  578  579  580  581  582  583  584  585  586  587\n",
            "  588  589  590  591  592  593  594  595  596  597  598  599  600  601\n",
            "  602  603  604  605  606  607  608  609  610  611  612  613  614  615\n",
            "  616  617  618  619  620  621  622  623  624  625  626  627  628  629\n",
            "  630  631  632  633  634  635  636  637  638  639  640  641  642  643\n",
            "  644  645  646  647  648  649  650  651  652  653  654  655  656  657\n",
            "  658  659  660  661  662  663  665  666  671  676  678  680  681  682\n",
            "  683  684  685  687  688  689  690  691  692  694  696  698  700  702\n",
            "  703  704  706  707  710  711  716  717  720  721  722  723  724  725\n",
            "  726  728  730  917  918  919  923  924  925  926  928  929  935  936\n",
            "  937  938  940  942  944  946  953  954  955  956  958  959  960  961\n",
            "  962  963  964  965  966  967  968  969  970  971  972  973  974  975\n",
            "  976  977  978  979  980  981  982  983  984  985  986  987  988  989\n",
            "  990  991  992  993  994  995  996  997  998  999 1000 1001 1002 1003\n",
            " 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017\n",
            " 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045\n",
            " 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073\n",
            " 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087\n",
            " 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115\n",
            " 1116 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129\n",
            " 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143\n",
            " 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [664 667 668 669 670 672 673 674 675 677 679 686 693 695 697 699 701 705\n",
            " 708 709 712 713 714 715 718 719 727 729 731 732 733 734 735 736 737 738\n",
            " 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755 756\n",
            " 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773 774\n",
            " 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791 792\n",
            " 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809 810\n",
            " 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827 828\n",
            " 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845 846\n",
            " 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863 864\n",
            " 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881 882\n",
            " 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899 900\n",
            " 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 920 921\n",
            " 922 927 930 931 932 933 934 939 941 943 945 947 948 949 950 951 952 957]\n",
            "Train: [  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\n",
            "  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\n",
            "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
            "  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\n",
            "  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\n",
            "  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\n",
            " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n",
            " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n",
            " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n",
            " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n",
            " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n",
            " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n",
            " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n",
            " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n",
            " 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269\n",
            " 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287\n",
            " 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305\n",
            " 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323\n",
            " 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341\n",
            " 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359\n",
            " 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377\n",
            " 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395\n",
            " 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413\n",
            " 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431\n",
            " 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449\n",
            " 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467\n",
            " 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485\n",
            " 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503\n",
            " 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521\n",
            " 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539\n",
            " 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557\n",
            " 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575\n",
            " 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593\n",
            " 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611\n",
            " 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629\n",
            " 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647\n",
            " 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665\n",
            " 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683\n",
            " 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701\n",
            " 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719\n",
            " 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737\n",
            " 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755\n",
            " 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773\n",
            " 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791\n",
            " 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809\n",
            " 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827\n",
            " 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845\n",
            " 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863\n",
            " 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878 879 880 881\n",
            " 882 883 884 885 886 887 888 889 890 891 892 893 894 895 896 897 898 899\n",
            " 900 901 902 903 904 905 906 907 908 909 910 911 912 913 914 915 916 920\n",
            " 921 922 927 930 931 932 933 934 939 941 943 945 947 948 949 950 951 952\n",
            " 957] Validation: [ 917  918  919  923  924  925  926  928  929  935  936  937  938  940\n",
            "  942  944  946  953  954  955  956  958  959  960  961  962  963  964\n",
            "  965  966  967  968  969  970  971  972  973  974  975  976  977  978\n",
            "  979  980  981  982  983  984  985  986  987  988  989  990  991  992\n",
            "  993  994  995  996  997  998  999 1000 1001 1002 1003 1004 1005 1006\n",
            " 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020\n",
            " 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034\n",
            " 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047 1048\n",
            " 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062\n",
            " 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076\n",
            " 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090\n",
            " 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104\n",
            " 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118\n",
            " 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132\n",
            " 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146\n",
            " 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158 1159 1160\n",
            " 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170]\n"
          ]
        }
      ],
      "execution_count": 21,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# k-fold cross validation with repetition\n",
        "# Repeated cross-validation, the cross-validation procedure is repeated n times, yielding n random partitions of the original sample. \n",
        "# The n results are again averaged (or otherwise combined) to produce a single estimation.\n",
        "from sklearn.model_selection import RepeatedKFold\n",
        "rkf = RepeatedKFold(n_splits=5, n_repeats=10, random_state=None)\n",
        "\n",
        "# X is the feature set and y is the target\n",
        "for train_index, test_index in rkf.split(X):\n",
        "     print(\"Train:\", train_index, \"Validation:\", test_index)\n",
        "     X_train, X_test = X[train_index], X[test_index]\n",
        "     y_train, y_test = y[train_index], y[test_index]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train: [   0    1    2    3    4    5    6    7   10   12   14   15   16   17\n",
            "   18   19   20   21   22   24   25   27   28   29   30   31   33   34\n",
            "   35   36   37   39   40   41   43   45   47   48   49   50   51   52\n",
            "   54   55   56   57   58   60   61   62   63   64   65   67   68   69\n",
            "   71   72   73   74   75   76   77   78   79   81   83   84   85   86\n",
            "   87   89   90   91   92   93   94   95   96   97   98   99  100  102\n",
            "  103  104  105  106  107  108  109  110  111  112  113  114  115  116\n",
            "  118  119  120  121  123  124  126  127  129  130  131  132  133  134\n",
            "  135  136  137  138  139  140  141  142  143  145  146  147  149  150\n",
            "  152  153  154  156  158  159  160  162  164  165  166  167  168  169\n",
            "  170  171  172  173  174  175  176  177  178  179  180  181  182  183\n",
            "  184  185  186  187  188  190  191  192  194  195  198  200  201  202\n",
            "  203  204  205  206  207  209  210  211  213  214  216  218  220  221\n",
            "  222  223  224  225  226  227  229  230  231  232  233  234  235  237\n",
            "  238  239  240  241  242  243  244  246  247  248  249  250  251  252\n",
            "  253  254  255  257  259  261  264  265  266  267  268  269  270  271\n",
            "  272  273  274  275  277  278  279  280  282  283  284  285  287  288\n",
            "  289  292  293  294  295  297  298  300  301  303  304  305  306  308\n",
            "  309  310  311  312  313  315  316  317  318  319  320  321  322  323\n",
            "  325  326  327  328  329  330  331  333  334  335  336  337  338  339\n",
            "  340  341  342  343  345  346  347  348  350  351  352  353  354  355\n",
            "  356  357  358  359  361  362  363  364  365  367  370  371  372  373\n",
            "  374  375  376  377  378  379  381  382  383  385  387  388  390  391\n",
            "  392  393  394  396  397  398  400  401  403  404  406  407  409  411\n",
            "  413  414  417  418  419  420  422  423  424  425  426  427  428  429\n",
            "  431  432  433  434  435  436  437  438  440  441  442  443  444  445\n",
            "  446  447  448  449  450  451  453  454  455  456  457  458  459  460\n",
            "  461  463  464  465  467  468  469  470  471  475  476  477  478  479\n",
            "  480  481  482  484  485  487  488  489  490  491  492  493  494  495\n",
            "  496  497  498  500  501  503  504  505  506  507  508  509  511  512\n",
            "  513  514  515  517  519  520  522  524  525  526  527  529  530  531\n",
            "  533  534  535  536  537  538  539  541  542  543  544  547  548  549\n",
            "  550  551  553  555  556  557  558  559  560  561  562  563  564  565\n",
            "  566  568  569  570  571  572  573  576  577  578  579  580  582  583\n",
            "  584  585  586  587  592  593  594  595  596  597  598  599  601  602\n",
            "  603  604  605  608  609  610  611  612  613  614  615  617  618  619\n",
            "  621  622  623  624  625  626  627  628  629  630  631  632  633  634\n",
            "  637  638  641  643  644  645  646  647  648  650  652  653  654  657\n",
            "  658  659  660  661  662  665  666  667  668  669  671  672  674  675\n",
            "  676  677  678  679  684  685  686  687  688  689  693  694  695  696\n",
            "  697  698  699  700  701  702  703  704  705  706  707  708  709  710\n",
            "  711  713  714  717  719  720  721  722  723  724  725  726  727  728\n",
            "  729  730  731  732  733  734  736  737  738  739  741  742  743  744\n",
            "  745  746  747  749  750  751  754  755  757  759  760  761  762  763\n",
            "  765  766  767  768  769  770  771  773  776  779  780  781  782  783\n",
            "  784  785  786  788  791  793  794  795  797  798  799  800  801  803\n",
            "  804  805  806  808  809  810  811  812  813  814  815  816  817  818\n",
            "  819  820  821  822  823  825  826  827  829  831  832  833  834  836\n",
            "  837  838  839  840  844  845  846  847  848  849  850  851  852  853\n",
            "  855  856  858  859  860  861  862  863  864  865  866  868  870  872\n",
            "  873  874  877  878  879  881  882  883  884  885  886  888  890  893\n",
            "  895  896  897  898  899  900  901  902  903  905  906  908  909  911\n",
            "  912  913  914  915  916  918  919  921  922  923  924  925  926  927\n",
            "  928  929  931  932  933  934  936  938  939  940  943  944  945  947\n",
            "  948  949  951  952  953  955  956  957  958  960  961  963  964  966\n",
            "  967  968  969  970  971  972  973  974  975  976  977  979  980  981\n",
            "  984  985  986  987  988  989  990  991  992  993  994  998  999 1000\n",
            " 1001 1003 1004 1006 1007 1009 1011 1014 1015 1016 1017 1018 1019 1021\n",
            " 1023 1025 1026 1027 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037\n",
            " 1039 1040 1041 1042 1043 1046 1047 1048 1049 1050 1054 1055 1056 1057\n",
            " 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1071 1072\n",
            " 1073 1074 1075 1076 1077 1078 1079 1081 1082 1083 1084 1086 1087 1088\n",
            " 1090 1091 1092 1094 1095 1097 1098 1099 1100 1101 1102 1103 1104 1106\n",
            " 1107 1108 1109 1110 1111 1112 1114 1115 1116 1117 1118 1120 1121 1122\n",
            " 1123 1124 1125 1126 1127 1128 1130 1131 1133 1134 1135 1136 1137 1138\n",
            " 1139 1140 1141 1142 1143 1144 1145 1147 1148 1149 1152 1153 1154 1155\n",
            " 1156 1157 1158 1160 1161 1162 1163 1165 1166 1168 1169 1170] Validation: [   8    9   11   13   23   26   32   38   42   44   46   53   59   66\n",
            "   70   80   82   88  101  117  122  125  128  144  148  151  155  157\n",
            "  161  163  189  193  196  197  199  208  212  215  217  219  228  236\n",
            "  245  256  258  260  262  263  276  281  286  290  291  296  299  302\n",
            "  307  314  324  332  344  349  360  366  368  369  380  384  386  389\n",
            "  395  399  402  405  408  410  412  415  416  421  430  439  452  462\n",
            "  466  472  473  474  483  486  499  502  510  516  518  521  523  528\n",
            "  532  540  545  546  552  554  567  574  575  581  588  589  590  591\n",
            "  600  606  607  616  620  635  636  639  640  642  649  651  655  656\n",
            "  663  664  670  673  680  681  682  683  690  691  692  712  715  716\n",
            "  718  735  740  748  752  753  756  758  764  772  774  775  777  778\n",
            "  787  789  790  792  796  802  807  824  828  830  835  841  842  843\n",
            "  854  857  867  869  871  875  876  880  887  889  891  892  894  904\n",
            "  907  910  917  920  930  935  937  941  942  946  950  954  959  962\n",
            "  965  978  982  983  995  996  997 1002 1005 1008 1010 1012 1013 1020\n",
            " 1022 1024 1038 1044 1045 1051 1052 1053 1070 1080 1085 1089 1093 1096\n",
            " 1105 1113 1119 1129 1132 1146 1150 1151 1159 1164 1167]\n",
            "Train: [   1    2    4    5    6    8    9   10   11   13   14   15   16   17\n",
            "   18   19   20   21   22   23   25   26   27   28   29   30   31   32\n",
            "   34   35   36   37   38   39   41   42   44   46   47   49   51   52\n",
            "   53   54   55   56   58   59   60   61   62   63   64   65   66   67\n",
            "   69   70   71   72   73   74   75   76   77   78   80   81   82   85\n",
            "   86   87   88   89   90   91   92   93   94   95   96   97   98  101\n",
            "  103  104  105  106  108  109  111  113  114  115  116  117  119  120\n",
            "  121  122  123  124  125  126  128  129  130  131  132  133  134  136\n",
            "  137  138  139  140  141  143  144  145  147  148  149  150  151  153\n",
            "  154  155  156  157  158  159  160  161  162  163  164  165  166  167\n",
            "  168  169  171  172  174  175  176  177  178  179  180  181  182  183\n",
            "  184  186  187  189  191  192  193  194  196  197  198  199  200  201\n",
            "  203  204  206  207  208  209  210  211  212  214  215  216  217  218\n",
            "  219  220  221  222  224  225  226  228  229  230  231  233  234  236\n",
            "  237  239  240  241  243  244  245  246  247  248  249  250  251  252\n",
            "  253  254  255  256  257  258  259  260  262  263  264  265  266  267\n",
            "  268  272  273  274  276  277  278  279  280  281  283  284  285  286\n",
            "  287  288  289  290  291  292  294  295  296  297  298  299  301  302\n",
            "  303  304  305  306  307  309  310  311  312  313  314  315  316  318\n",
            "  319  320  321  322  323  324  325  326  327  328  329  331  332  333\n",
            "  334  335  337  338  339  340  341  342  343  344  345  346  348  349\n",
            "  351  353  354  355  358  360  361  362  363  364  365  366  367  368\n",
            "  369  370  371  374  375  376  377  378  379  380  384  386  387  388\n",
            "  389  390  391  393  394  395  396  399  401  402  403  404  405  407\n",
            "  408  409  410  412  414  415  416  417  419  420  421  422  423  424\n",
            "  428  430  431  432  434  435  437  439  440  441  442  443  444  445\n",
            "  446  447  449  450  451  452  454  455  456  457  458  459  460  462\n",
            "  463  464  465  466  467  468  469  471  472  473  474  475  477  479\n",
            "  480  482  483  484  485  486  487  488  489  490  491  492  493  495\n",
            "  496  497  498  499  500  501  502  503  504  505  506  507  508  509\n",
            "  510  511  512  513  516  518  521  522  523  524  525  526  527  528\n",
            "  530  532  533  534  535  536  537  540  541  542  545  546  547  548\n",
            "  549  550  552  554  555  556  557  559  560  562  563  564  566  567\n",
            "  568  569  570  571  572  573  574  575  576  577  578  579  580  581\n",
            "  583  585  586  587  588  589  590  591  595  596  597  599  600  601\n",
            "  603  604  605  606  607  608  609  610  611  612  613  615  616  619\n",
            "  620  621  622  623  624  625  627  628  630  631  633  634  635  636\n",
            "  637  638  639  640  641  642  643  644  646  647  648  649  650  651\n",
            "  652  653  654  655  656  658  659  660  661  663  664  666  667  670\n",
            "  671  672  673  674  675  676  677  678  679  680  681  682  683  687\n",
            "  690  691  692  693  694  696  697  698  700  702  704  706  707  708\n",
            "  709  710  711  712  713  714  715  716  717  718  720  722  723  724\n",
            "  725  726  727  728  729  730  731  732  733  735  737  738  740  741\n",
            "  742  743  744  748  749  752  753  754  755  756  758  759  760  761\n",
            "  763  764  765  766  768  769  770  771  772  773  774  775  777  778\n",
            "  779  780  781  782  784  785  786  787  788  789  790  791  792  793\n",
            "  795  796  797  799  802  803  804  805  806  807  809  811  812  816\n",
            "  817  818  820  821  822  824  825  826  828  829  830  831  832  833\n",
            "  834  835  836  837  838  841  842  843  844  845  846  847  848  850\n",
            "  851  852  853  854  855  856  857  864  865  866  867  868  869  870\n",
            "  871  872  873  874  875  876  877  878  879  880  881  882  883  884\n",
            "  886  887  888  889  890  891  892  894  895  896  897  898  899  900\n",
            "  901  902  903  904  905  907  908  910  911  912  913  914  915  916\n",
            "  917  918  919  920  921  922  923  924  926  927  928  929  930  931\n",
            "  933  934  935  936  937  938  941  942  943  945  946  947  949  950\n",
            "  951  954  956  957  958  959  960  961  962  964  965  966  968  969\n",
            "  972  973  975  976  978  979  981  982  983  984  985  986  987  990\n",
            "  992  993  994  995  996  997  998  999 1000 1001 1002 1003 1004 1005\n",
            " 1006 1007 1008 1010 1011 1012 1013 1016 1017 1018 1019 1020 1021 1022\n",
            " 1024 1025 1026 1027 1028 1031 1032 1035 1036 1037 1038 1039 1041 1042\n",
            " 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1055 1056 1057 1059\n",
            " 1060 1061 1063 1064 1065 1066 1067 1069 1070 1072 1073 1075 1076 1078\n",
            " 1080 1081 1082 1084 1085 1086 1088 1089 1090 1092 1093 1096 1097 1098\n",
            " 1099 1100 1101 1102 1103 1105 1107 1111 1113 1115 1116 1118 1119 1120\n",
            " 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1137\n",
            " 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151\n",
            " 1152 1154 1155 1157 1158 1159 1160 1161 1162 1164 1165 1167 1170] Validation: [   0    3    7   12   24   33   40   43   45   48   50   57   68   79\n",
            "   83   84   99  100  102  107  110  112  118  127  135  142  146  152\n",
            "  170  173  185  188  190  195  202  205  213  223  227  232  235  238\n",
            "  242  261  269  270  271  275  282  293  300  308  317  330  336  347\n",
            "  350  352  356  357  359  372  373  381  382  383  385  392  397  398\n",
            "  400  406  411  413  418  425  426  427  429  433  436  438  448  453\n",
            "  461  470  476  478  481  494  514  515  517  519  520  529  531  538\n",
            "  539  543  544  551  553  558  561  565  582  584  592  593  594  598\n",
            "  602  614  617  618  626  629  632  645  657  662  665  668  669  684\n",
            "  685  686  688  689  695  699  701  703  705  719  721  734  736  739\n",
            "  745  746  747  750  751  757  762  767  776  783  794  798  800  801\n",
            "  808  810  813  814  815  819  823  827  839  840  849  858  859  860\n",
            "  861  862  863  885  893  906  909  925  932  939  940  944  948  952\n",
            "  953  955  963  967  970  971  974  977  980  988  989  991 1009 1014\n",
            " 1015 1023 1029 1030 1033 1034 1040 1043 1054 1058 1062 1068 1071 1074\n",
            " 1077 1079 1083 1087 1091 1094 1095 1104 1106 1108 1109 1110 1112 1114\n",
            " 1117 1121 1135 1136 1153 1156 1163 1166 1168 1169]\n",
            "Train: [   0    1    2    3    4    7    8    9   11   12   13   14   15   16\n",
            "   17   18   19   20   22   23   24   26   27   28   29   32   33   34\n",
            "   35   36   37   38   39   40   42   43   44   45   46   48   50   51\n",
            "   52   53   54   55   57   58   59   60   62   65   66   67   68   69\n",
            "   70   71   73   74   76   78   79   80   81   82   83   84   87   88\n",
            "   89   94   95   97   98   99  100  101  102  103  104  105  106  107\n",
            "  108  109  110  111  112  113  114  117  118  120  121  122  124  125\n",
            "  126  127  128  129  132  134  135  136  137  140  141  142  143  144\n",
            "  145  146  147  148  151  152  153  154  155  156  157  159  160  161\n",
            "  163  164  165  166  169  170  172  173  174  175  176  179  180  183\n",
            "  184  185  186  187  188  189  190  191  193  194  195  196  197  198\n",
            "  199  200  201  202  203  204  205  207  208  212  213  214  215  216\n",
            "  217  219  220  223  224  225  226  227  228  229  230  232  235  236\n",
            "  238  239  240  241  242  244  245  246  247  248  249  250  252  256\n",
            "  257  258  260  261  262  263  264  266  267  268  269  270  271  272\n",
            "  273  275  276  278  279  280  281  282  283  284  286  287  289  290\n",
            "  291  292  293  296  297  298  299  300  302  303  304  305  306  307\n",
            "  308  309  310  311  314  316  317  320  322  324  325  326  327  328\n",
            "  329  330  331  332  333  335  336  337  339  340  341  344  347  349\n",
            "  350  352  354  355  356  357  358  359  360  363  364  366  368  369\n",
            "  370  371  372  373  374  375  376  377  378  379  380  381  382  383\n",
            "  384  385  386  387  388  389  391  392  393  394  395  397  398  399\n",
            "  400  401  402  404  405  406  407  408  410  411  412  413  414  415\n",
            "  416  417  418  419  421  422  423  424  425  426  427  428  429  430\n",
            "  432  433  434  435  436  438  439  440  442  443  445  447  448  449\n",
            "  451  452  453  454  456  457  459  460  461  462  464  465  466  467\n",
            "  470  472  473  474  475  476  477  478  479  480  481  482  483  486\n",
            "  487  488  489  490  493  494  495  498  499  500  501  502  505  507\n",
            "  509  510  511  512  513  514  515  516  517  518  519  520  521  522\n",
            "  523  524  527  528  529  531  532  533  534  536  537  538  539  540\n",
            "  541  542  543  544  545  546  548  549  551  552  553  554  555  557\n",
            "  558  559  560  561  562  563  564  565  566  567  568  569  571  572\n",
            "  573  574  575  578  579  580  581  582  583  584  585  586  587  588\n",
            "  589  590  591  592  593  594  595  598  599  600  602  603  605  606\n",
            "  607  608  613  614  615  616  617  618  619  620  621  622  623  624\n",
            "  625  626  627  629  630  631  632  633  634  635  636  637  638  639\n",
            "  640  642  645  646  647  649  650  651  652  654  655  656  657  659\n",
            "  661  662  663  664  665  667  668  669  670  673  674  676  678  679\n",
            "  680  681  682  683  684  685  686  687  688  689  690  691  692  693\n",
            "  695  696  697  698  699  700  701  703  704  705  706  707  709  710\n",
            "  711  712  713  715  716  717  718  719  720  721  722  723  724  725\n",
            "  726  727  728  729  730  732  734  735  736  739  740  744  745  746\n",
            "  747  748  749  750  751  752  753  755  756  757  758  759  760  761\n",
            "  762  764  765  766  767  768  770  772  773  774  775  776  777  778\n",
            "  779  781  782  783  784  787  788  789  790  791  792  793  794  795\n",
            "  796  797  798  799  800  801  802  804  805  806  807  808  809  810\n",
            "  811  813  814  815  816  818  819  821  822  823  824  826  827  828\n",
            "  829  830  831  832  833  834  835  837  839  840  841  842  843  845\n",
            "  846  847  848  849  850  853  854  855  856  857  858  859  860  861\n",
            "  862  863  864  867  869  870  871  872  873  874  875  876  878  879\n",
            "  880  881  882  883  885  887  888  889  891  892  893  894  895  897\n",
            "  898  900  901  904  906  907  908  909  910  911  915  916  917  918\n",
            "  919  920  921  924  925  926  927  928  929  930  931  932  933  934\n",
            "  935  937  938  939  940  941  942  944  945  946  947  948  949  950\n",
            "  952  953  954  955  957  958  959  961  962  963  964  965  966  967\n",
            "  969  970  971  974  975  976  977  978  980  982  983  984  987  988\n",
            "  989  991  992  993  994  995  996  997  998  999 1001 1002 1004 1005\n",
            " 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1017 1018 1020 1021\n",
            " 1022 1023 1024 1025 1026 1029 1030 1031 1032 1033 1034 1037 1038 1039\n",
            " 1040 1041 1042 1043 1044 1045 1046 1049 1051 1052 1053 1054 1057 1058\n",
            " 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1074\n",
            " 1075 1076 1077 1079 1080 1082 1083 1084 1085 1087 1088 1089 1090 1091\n",
            " 1092 1093 1094 1095 1096 1097 1099 1102 1103 1104 1105 1106 1107 1108\n",
            " 1109 1110 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122 1123\n",
            " 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1138\n",
            " 1140 1141 1143 1144 1146 1147 1148 1149 1150 1151 1152 1153 1154 1156\n",
            " 1157 1158 1159 1160 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   5    6   10   21   25   30   31   41   47   49   56   61   63   64\n",
            "   72   75   77   85   86   90   91   92   93   96  115  116  119  123\n",
            "  130  131  133  138  139  149  150  158  162  167  168  171  177  178\n",
            "  181  182  192  206  209  210  211  218  221  222  231  233  234  237\n",
            "  243  251  253  254  255  259  265  274  277  285  288  294  295  301\n",
            "  312  313  315  318  319  321  323  334  338  342  343  345  346  348\n",
            "  351  353  361  362  365  367  390  396  403  409  420  431  437  441\n",
            "  444  446  450  455  458  463  468  469  471  484  485  491  492  496\n",
            "  497  503  504  506  508  525  526  530  535  547  550  556  570  576\n",
            "  577  596  597  601  604  609  610  611  612  628  641  643  644  648\n",
            "  653  658  660  666  671  672  675  677  694  702  708  714  731  733\n",
            "  737  738  741  742  743  754  763  769  771  780  785  786  803  812\n",
            "  817  820  825  836  838  844  851  852  865  866  868  877  884  886\n",
            "  890  896  899  902  903  905  912  913  914  922  923  936  943  951\n",
            "  956  960  968  972  973  979  981  985  986  990 1000 1003 1016 1019\n",
            " 1027 1028 1035 1036 1047 1048 1050 1055 1056 1059 1073 1078 1081 1086\n",
            " 1098 1100 1101 1111 1137 1139 1142 1145 1155 1161]\n",
            "Train: [   0    3    5    6    7    8    9   10   11   12   13   19   21   23\n",
            "   24   25   26   27   28   30   31   32   33   34   36   38   40   41\n",
            "   42   43   44   45   46   47   48   49   50   51   53   56   57   59\n",
            "   61   62   63   64   65   66   67   68   70   71   72   73   75   77\n",
            "   78   79   80   81   82   83   84   85   86   88   89   90   91   92\n",
            "   93   96   97   98   99  100  101  102  105  106  107  110  112  114\n",
            "  115  116  117  118  119  121  122  123  125  126  127  128  129  130\n",
            "  131  132  133  135  136  137  138  139  141  142  143  144  145  146\n",
            "  148  149  150  151  152  153  154  155  156  157  158  159  161  162\n",
            "  163  164  165  166  167  168  170  171  172  173  175  177  178  179\n",
            "  180  181  182  183  185  186  187  188  189  190  191  192  193  194\n",
            "  195  196  197  198  199  200  201  202  203  204  205  206  207  208\n",
            "  209  210  211  212  213  215  216  217  218  219  220  221  222  223\n",
            "  224  226  227  228  229  230  231  232  233  234  235  236  237  238\n",
            "  241  242  243  245  246  248  250  251  253  254  255  256  258  259\n",
            "  260  261  262  263  265  268  269  270  271  273  274  275  276  277\n",
            "  278  281  282  283  284  285  286  288  289  290  291  292  293  294\n",
            "  295  296  299  300  301  302  303  304  305  307  308  310  312  313\n",
            "  314  315  317  318  319  321  323  324  325  326  328  329  330  331\n",
            "  332  334  336  337  338  339  340  342  343  344  345  346  347  348\n",
            "  349  350  351  352  353  354  355  356  357  359  360  361  362  363\n",
            "  365  366  367  368  369  370  372  373  375  377  379  380  381  382\n",
            "  383  384  385  386  389  390  392  393  395  396  397  398  399  400\n",
            "  401  402  403  404  405  406  407  408  409  410  411  412  413  414\n",
            "  415  416  417  418  419  420  421  422  423  424  425  426  427  428\n",
            "  429  430  431  432  433  434  436  437  438  439  440  441  442  443\n",
            "  444  445  446  447  448  449  450  452  453  455  456  457  458  459\n",
            "  460  461  462  463  464  465  466  468  469  470  471  472  473  474\n",
            "  476  477  478  479  481  483  484  485  486  490  491  492  494  495\n",
            "  496  497  499  502  503  504  506  507  508  509  510  511  512  513\n",
            "  514  515  516  517  518  519  520  521  522  523  524  525  526  527\n",
            "  528  529  530  531  532  533  534  535  538  539  540  543  544  545\n",
            "  546  547  550  551  552  553  554  555  556  557  558  559  560  561\n",
            "  564  565  567  568  569  570  571  574  575  576  577  581  582  584\n",
            "  586  588  589  590  591  592  593  594  596  597  598  599  600  601\n",
            "  602  603  604  606  607  609  610  611  612  614  615  616  617  618\n",
            "  620  623  624  625  626  628  629  631  632  633  634  635  636  637\n",
            "  638  639  640  641  642  643  644  645  647  648  649  651  652  653\n",
            "  654  655  656  657  658  660  661  662  663  664  665  666  667  668\n",
            "  669  670  671  672  673  674  675  676  677  678  680  681  682  683\n",
            "  684  685  686  688  689  690  691  692  693  694  695  696  698  699\n",
            "  701  702  703  704  705  708  709  711  712  714  715  716  718  719\n",
            "  720  721  722  725  726  728  729  731  732  733  734  735  736  737\n",
            "  738  739  740  741  742  743  745  746  747  748  750  751  752  753\n",
            "  754  755  756  757  758  759  761  762  763  764  767  768  769  770\n",
            "  771  772  774  775  776  777  778  779  780  782  783  784  785  786\n",
            "  787  788  789  790  791  792  793  794  796  798  800  801  802  803\n",
            "  807  808  809  810  811  812  813  814  815  816  817  819  820  821\n",
            "  823  824  825  826  827  828  829  830  835  836  837  838  839  840\n",
            "  841  842  843  844  849  850  851  852  854  856  857  858  859  860\n",
            "  861  862  863  864  865  866  867  868  869  871  875  876  877  880\n",
            "  884  885  886  887  889  890  891  892  893  894  896  897  898  899\n",
            "  901  902  903  904  905  906  907  908  909  910  911  912  913  914\n",
            "  917  918  920  921  922  923  924  925  930  932  935  936  937  938\n",
            "  939  940  941  942  943  944  946  948  950  951  952  953  954  955\n",
            "  956  957  958  959  960  962  963  964  965  966  967  968  970  971\n",
            "  972  973  974  976  977  978  979  980  981  982  983  985  986  988\n",
            "  989  990  991  995  996  997  998  999 1000 1002 1003 1005 1006 1007\n",
            " 1008 1009 1010 1012 1013 1014 1015 1016 1017 1019 1020 1022 1023 1024\n",
            " 1027 1028 1029 1030 1033 1034 1035 1036 1037 1038 1039 1040 1042 1043\n",
            " 1044 1045 1047 1048 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059\n",
            " 1061 1062 1063 1066 1068 1069 1070 1071 1073 1074 1076 1077 1078 1079\n",
            " 1080 1081 1083 1084 1085 1086 1087 1089 1091 1093 1094 1095 1096 1097\n",
            " 1098 1100 1101 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113\n",
            " 1114 1115 1116 1117 1119 1121 1122 1124 1125 1126 1128 1129 1132 1134\n",
            " 1135 1136 1137 1138 1139 1142 1143 1144 1145 1146 1148 1150 1151 1153\n",
            " 1154 1155 1156 1157 1159 1160 1161 1163 1164 1166 1167 1168 1169] Validation: [   1    2    4   14   15   16   17   18   20   22   29   35   37   39\n",
            "   52   54   55   58   60   69   74   76   87   94   95  103  104  108\n",
            "  109  111  113  120  124  134  140  147  160  169  174  176  184  214\n",
            "  225  239  240  244  247  249  252  257  264  266  267  272  279  280\n",
            "  287  297  298  306  309  311  316  320  322  327  333  335  341  358\n",
            "  364  371  374  376  378  387  388  391  394  435  451  454  467  475\n",
            "  480  482  487  488  489  493  498  500  501  505  536  537  541  542\n",
            "  548  549  562  563  566  572  573  578  579  580  583  585  587  595\n",
            "  605  608  613  619  621  622  627  630  646  650  659  679  687  697\n",
            "  700  706  707  710  713  717  723  724  727  730  744  749  760  765\n",
            "  766  773  781  795  797  799  804  805  806  818  822  831  832  833\n",
            "  834  845  846  847  848  853  855  870  872  873  874  878  879  881\n",
            "  882  883  888  895  900  915  916  919  926  927  928  929  931  933\n",
            "  934  945  947  949  961  969  975  984  987  992  993  994 1001 1004\n",
            " 1011 1018 1021 1025 1026 1031 1032 1041 1046 1049 1060 1064 1065 1067\n",
            " 1072 1075 1082 1088 1090 1092 1099 1102 1118 1120 1123 1127 1130 1131\n",
            " 1133 1140 1141 1147 1149 1152 1158 1162 1165 1170]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   16   17   18   20   21   22   23   24   25   26   29   30\n",
            "   31   32   33   35   37   38   39   40   41   42   43   44   45   46\n",
            "   47   48   49   50   52   53   54   55   56   57   58   59   60   61\n",
            "   63   64   66   68   69   70   72   74   75   76   77   79   80   82\n",
            "   83   84   85   86   87   88   90   91   92   93   94   95   96   99\n",
            "  100  101  102  103  104  107  108  109  110  111  112  113  115  116\n",
            "  117  118  119  120  122  123  124  125  127  128  130  131  133  134\n",
            "  135  138  139  140  142  144  146  147  148  149  150  151  152  155\n",
            "  157  158  160  161  162  163  167  168  169  170  171  173  174  176\n",
            "  177  178  181  182  184  185  188  189  190  192  193  195  196  197\n",
            "  199  202  205  206  208  209  210  211  212  213  214  215  217  218\n",
            "  219  221  222  223  225  227  228  231  232  233  234  235  236  237\n",
            "  238  239  240  242  243  244  245  247  249  251  252  253  254  255\n",
            "  256  257  258  259  260  261  262  263  264  265  266  267  269  270\n",
            "  271  272  274  275  276  277  279  280  281  282  285  286  287  288\n",
            "  290  291  293  294  295  296  297  298  299  300  301  302  306  307\n",
            "  308  309  311  312  313  314  315  316  317  318  319  320  321  322\n",
            "  323  324  327  330  332  333  334  335  336  338  341  342  343  344\n",
            "  345  346  347  348  349  350  351  352  353  356  357  358  359  360\n",
            "  361  362  364  365  366  367  368  369  371  372  373  374  376  378\n",
            "  380  381  382  383  384  385  386  387  388  389  390  391  392  394\n",
            "  395  396  397  398  399  400  402  403  405  406  408  409  410  411\n",
            "  412  413  415  416  418  420  421  425  426  427  429  430  431  433\n",
            "  435  436  437  438  439  441  444  446  448  450  451  452  453  454\n",
            "  455  458  461  462  463  466  467  468  469  470  471  472  473  474\n",
            "  475  476  478  480  481  482  483  484  485  486  487  488  489  491\n",
            "  492  493  494  496  497  498  499  500  501  502  503  504  505  506\n",
            "  508  510  514  515  516  517  518  519  520  521  523  525  526  528\n",
            "  529  530  531  532  535  536  537  538  539  540  541  542  543  544\n",
            "  545  546  547  548  549  550  551  552  553  554  556  558  561  562\n",
            "  563  565  566  567  570  572  573  574  575  576  577  578  579  580\n",
            "  581  582  583  584  585  587  588  589  590  591  592  593  594  595\n",
            "  596  597  598  600  601  602  604  605  606  607  608  609  610  611\n",
            "  612  613  614  616  617  618  619  620  621  622  626  627  628  629\n",
            "  630  632  635  636  639  640  641  642  643  644  645  646  648  649\n",
            "  650  651  653  655  656  657  658  659  660  662  663  664  665  666\n",
            "  668  669  670  671  672  673  675  677  679  680  681  682  683  684\n",
            "  685  686  687  688  689  690  691  692  694  695  697  699  700  701\n",
            "  702  703  705  706  707  708  710  712  713  714  715  716  717  718\n",
            "  719  721  723  724  727  730  731  733  734  735  736  737  738  739\n",
            "  740  741  742  743  744  745  746  747  748  749  750  751  752  753\n",
            "  754  756  757  758  760  762  763  764  765  766  767  769  771  772\n",
            "  773  774  775  776  777  778  780  781  783  785  786  787  789  790\n",
            "  792  794  795  796  797  798  799  800  801  802  803  804  805  806\n",
            "  807  808  810  812  813  814  815  817  818  819  820  822  823  824\n",
            "  825  827  828  830  831  832  833  834  835  836  838  839  840  841\n",
            "  842  843  844  845  846  847  848  849  851  852  853  854  855  857\n",
            "  858  859  860  861  862  863  865  866  867  868  869  870  871  872\n",
            "  873  874  875  876  877  878  879  880  881  882  883  884  885  886\n",
            "  887  888  889  890  891  892  893  894  895  896  899  900  902  903\n",
            "  904  905  906  907  909  910  912  913  914  915  916  917  919  920\n",
            "  922  923  925  926  927  928  929  930  931  932  933  934  935  936\n",
            "  937  939  940  941  942  943  944  945  946  947  948  949  950  951\n",
            "  952  953  954  955  956  959  960  961  962  963  965  967  968  969\n",
            "  970  971  972  973  974  975  977  978  979  980  981  982  983  984\n",
            "  985  986  987  988  989  990  991  992  993  994  995  996  997 1000\n",
            " 1001 1002 1003 1004 1005 1008 1009 1010 1011 1012 1013 1014 1015 1016\n",
            " 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1038 1040 1041 1043 1044 1045 1046 1047 1048\n",
            " 1049 1050 1051 1052 1053 1054 1055 1056 1058 1059 1060 1062 1064 1065\n",
            " 1067 1068 1070 1071 1072 1073 1074 1075 1077 1078 1079 1080 1081 1082\n",
            " 1083 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1098\n",
            " 1099 1100 1101 1102 1104 1105 1106 1108 1109 1110 1111 1112 1113 1114\n",
            " 1117 1118 1119 1120 1121 1123 1127 1129 1130 1131 1132 1133 1135 1136\n",
            " 1137 1139 1140 1141 1142 1145 1146 1147 1149 1150 1151 1152 1153 1155\n",
            " 1156 1158 1159 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [  19   27   28   34   36   51   62   65   67   71   73   78   81   89\n",
            "   97   98  105  106  114  121  126  129  132  136  137  141  143  145\n",
            "  153  154  156  159  164  165  166  172  175  179  180  183  186  187\n",
            "  191  194  198  200  201  203  204  207  216  220  224  226  229  230\n",
            "  241  246  248  250  268  273  278  283  284  289  292  303  304  305\n",
            "  310  325  326  328  329  331  337  339  340  354  355  363  370  375\n",
            "  377  379  393  401  404  407  414  417  419  422  423  424  428  432\n",
            "  434  440  442  443  445  447  449  456  457  459  460  464  465  477\n",
            "  479  490  495  507  509  511  512  513  522  524  527  533  534  555\n",
            "  557  559  560  564  568  569  571  586  599  603  615  623  624  625\n",
            "  631  633  634  637  638  647  652  654  661  667  674  676  678  693\n",
            "  696  698  704  709  711  720  722  725  726  728  729  732  755  759\n",
            "  761  768  770  779  782  784  788  791  793  809  811  816  821  826\n",
            "  829  837  850  856  864  897  898  901  908  911  918  921  924  938\n",
            "  957  958  964  966  976  998  999 1006 1007 1017 1037 1039 1042 1057\n",
            " 1061 1063 1066 1069 1076 1084 1097 1103 1107 1115 1116 1122 1124 1125\n",
            " 1126 1128 1134 1138 1143 1144 1148 1154 1157 1160]\n",
            "Train: [   1    2    5    6    7    8    9   10   11   12   13   14   15   16\n",
            "   17   19   20   21   22   23   24   25   26   27   28   29   30   31\n",
            "   32   34   35   37   38   39   40   41   42   44   45   46   47   48\n",
            "   50   51   53   54   55   56   57   58   59   60   63   64   66   67\n",
            "   68   69   70   71   73   74   75   76   77   78   79   80   83   84\n",
            "   85   86   87   88   89   92   93   95   97   98   99  101  102  103\n",
            "  105  106  107  108  109  110  111  112  113  114  115  116  118  119\n",
            "  120  121  122  123  124  126  128  131  132  133  134  135  136  138\n",
            "  139  140  142  143  144  146  147  148  149  150  152  153  154  155\n",
            "  156  157  159  160  161  162  163  164  165  166  167  168  169  171\n",
            "  172  173  174  176  177  178  179  180  181  182  183  184  186  187\n",
            "  188  189  190  191  193  194  195  196  197  198  200  201  202  203\n",
            "  204  205  206  207  208  209  210  211  213  214  216  217  219  220\n",
            "  221  223  224  225  226  227  230  231  232  233  235  236  237  239\n",
            "  240  241  242  243  244  245  246  247  248  249  250  251  252  253\n",
            "  254  257  259  260  261  262  263  264  265  267  271  273  275  277\n",
            "  278  279  281  282  283  284  286  287  288  290  291  292  293  294\n",
            "  295  296  297  298  299  300  302  303  304  305  306  308  310  311\n",
            "  312  314  315  320  321  322  323  325  326  327  329  330  331  332\n",
            "  333  334  335  337  338  339  340  341  342  343  344  345  346  347\n",
            "  348  350  351  352  353  354  356  357  358  360  361  362  363  364\n",
            "  365  366  368  369  370  371  373  375  377  378  379  380  381  382\n",
            "  383  384  385  386  387  388  392  393  395  396  397  398  399  400\n",
            "  402  403  404  405  406  407  408  409  410  411  413  414  415  416\n",
            "  417  418  419  420  421  422  423  424  425  426  429  430  431  432\n",
            "  433  434  435  437  438  439  440  441  442  443  444  445  446  447\n",
            "  448  450  452  453  454  455  456  457  458  459  460  461  462  463\n",
            "  465  466  467  468  469  470  471  473  474  475  476  477  478  480\n",
            "  482  483  484  485  486  487  488  489  491  492  493  495  496  497\n",
            "  498  499  500  501  502  503  505  506  507  508  510  511  512  513\n",
            "  514  515  516  517  518  521  523  524  525  528  529  530  531  532\n",
            "  534  535  537  538  539  540  541  542  543  544  545  546  547  549\n",
            "  550  551  552  553  554  555  556  557  560  562  564  565  566  567\n",
            "  568  569  571  572  573  574  576  578  579  580  582  583  584  585\n",
            "  586  588  590  591  592  593  594  595  596  597  598  599  600  602\n",
            "  603  604  605  606  607  608  609  610  611  612  613  615  616  617\n",
            "  618  619  620  621  622  623  624  625  626  627  629  630  631  632\n",
            "  633  634  635  636  637  638  639  640  641  642  643  644  645  648\n",
            "  651  653  654  655  656  657  659  660  662  665  666  667  668  670\n",
            "  671  672  673  675  676  677  678  679  680  682  685  687  688  691\n",
            "  692  693  696  697  699  700  701  702  703  704  705  706  707  708\n",
            "  709  711  712  713  714  715  716  717  718  719  720  721  722  723\n",
            "  724  725  727  729  730  731  732  733  734  735  736  737  738  739\n",
            "  740  741  742  743  744  745  746  747  748  749  750  751  752  754\n",
            "  755  756  757  758  759  761  762  763  764  767  770  771  772  773\n",
            "  774  775  777  778  780  781  783  785  786  787  788  789  791  793\n",
            "  794  795  796  797  798  799  801  802  803  804  805  806  807  808\n",
            "  809  811  813  814  815  817  819  821  822  823  825  826  827  828\n",
            "  829  830  831  832  835  836  839  842  843  844  845  846  847  848\n",
            "  849  851  852  853  854  855  856  858  860  861  862  863  864  865\n",
            "  866  867  869  870  873  874  875  877  878  880  881  882  883  884\n",
            "  885  886  887  888  889  890  892  893  894  895  896  897  899  900\n",
            "  901  902  903  905  907  909  911  912  913  916  920  921  922  924\n",
            "  925  926  927  928  930  931  932  933  934  937  938  939  941  942\n",
            "  943  944  945  946  947  949  950  953  954  956  957  959  962  964\n",
            "  965  967  968  969  970  971  972  973  975  976  977  978  979  980\n",
            "  981  982  983  984  986  987  988  989  992  993  994  995  997  998\n",
            "  999 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014\n",
            " 1016 1018 1019 1022 1023 1024 1025 1026 1028 1029 1030 1031 1032 1033\n",
            " 1034 1035 1036 1037 1038 1039 1040 1041 1042 1044 1045 1046 1047 1049\n",
            " 1050 1051 1052 1054 1055 1057 1058 1059 1060 1062 1063 1064 1065 1066\n",
            " 1069 1070 1072 1073 1076 1077 1078 1080 1081 1082 1083 1084 1085 1086\n",
            " 1088 1089 1090 1091 1092 1093 1094 1095 1098 1099 1100 1101 1103 1104\n",
            " 1105 1107 1108 1109 1110 1111 1113 1115 1116 1117 1118 1119 1120 1121\n",
            " 1122 1123 1124 1125 1126 1127 1129 1130 1131 1132 1133 1134 1135 1137\n",
            " 1138 1139 1141 1142 1143 1144 1145 1146 1147 1150 1151 1152 1153 1154\n",
            " 1156 1157 1159 1160 1161 1163 1164 1165 1166 1167 1169 1170] Validation: [   0    3    4   18   33   36   43   49   52   61   62   65   72   81\n",
            "   82   90   91   94   96  100  104  117  125  127  129  130  137  141\n",
            "  145  151  158  170  175  185  192  199  212  215  218  222  228  229\n",
            "  234  238  255  256  258  266  268  269  270  272  274  276  280  285\n",
            "  289  301  307  309  313  316  317  318  319  324  328  336  349  355\n",
            "  359  367  372  374  376  389  390  391  394  401  412  427  428  436\n",
            "  449  451  464  472  479  481  490  494  504  509  519  520  522  526\n",
            "  527  533  536  548  558  559  561  563  570  575  577  581  587  589\n",
            "  601  614  628  646  647  649  650  652  658  661  663  664  669  674\n",
            "  681  683  684  686  689  690  694  695  698  710  726  728  753  760\n",
            "  765  766  768  769  776  779  782  784  790  792  800  810  812  816\n",
            "  818  820  824  833  834  837  838  840  841  850  857  859  868  871\n",
            "  872  876  879  891  898  904  906  908  910  914  915  917  918  919\n",
            "  923  929  935  936  940  948  951  952  955  958  960  961  963  966\n",
            "  974  985  990  991  996 1000 1001 1015 1017 1020 1021 1027 1043 1048\n",
            " 1053 1056 1061 1067 1068 1071 1074 1075 1079 1087 1096 1097 1102 1106\n",
            " 1112 1114 1128 1136 1140 1148 1149 1155 1158 1162 1168]\n",
            "Train: [   0    2    3    4    5    6   14   15   16   17   18   20   21   22\n",
            "   24   26   27   29   31   32   33   36   38   39   41   43   44   45\n",
            "   46   47   49   50   52   54   56   57   58   59   61   62   63   64\n",
            "   65   69   70   72   74   75   76   77   78   79   81   82   83   84\n",
            "   85   86   88   89   90   91   92   94   95   96   97   98   99  100\n",
            "  101  102  103  104  105  106  108  109  110  111  112  113  115  116\n",
            "  117  118  119  120  121  122  123  124  125  127  128  129  130  131\n",
            "  132  134  135  136  137  138  140  141  142  143  144  145  146  147\n",
            "  149  150  151  152  153  156  157  158  159  160  161  162  163  164\n",
            "  165  166  167  168  169  170  171  172  173  175  176  179  180  181\n",
            "  182  183  185  187  189  190  191  192  193  194  196  197  198  199\n",
            "  200  202  203  204  205  206  207  208  211  212  213  214  215  216\n",
            "  218  219  220  221  222  225  226  227  228  229  231  234  235  236\n",
            "  238  239  240  241  242  243  244  246  247  249  250  251  252  254\n",
            "  255  256  257  258  259  260  261  262  263  265  266  267  268  269\n",
            "  270  271  272  273  274  275  276  277  278  280  281  282  283  284\n",
            "  285  287  288  289  291  294  295  297  298  299  301  302  303  304\n",
            "  305  306  307  308  309  310  311  312  313  314  316  317  318  319\n",
            "  320  321  323  324  326  327  328  329  331  332  333  334  335  336\n",
            "  338  339  340  341  342  343  344  348  349  350  351  353  354  355\n",
            "  356  357  358  359  360  361  362  363  364  365  366  367  369  371\n",
            "  372  374  375  376  377  378  379  380  381  386  387  388  389  390\n",
            "  391  392  394  395  396  397  398  399  400  401  402  404  405  407\n",
            "  408  409  410  411  412  413  414  415  416  418  419  421  422  423\n",
            "  424  427  428  430  431  432  434  436  437  438  439  440  442  443\n",
            "  444  445  446  449  450  451  452  453  454  455  458  459  460  462\n",
            "  464  465  467  468  469  470  471  472  474  475  476  477  478  479\n",
            "  480  481  482  483  484  485  486  489  490  491  492  493  494  496\n",
            "  497  498  499  500  501  504  505  506  509  510  511  513  514  516\n",
            "  519  520  522  523  524  525  526  527  528  529  530  532  533  535\n",
            "  536  537  538  539  540  541  542  544  546  547  548  549  550  551\n",
            "  554  555  556  557  558  559  560  561  562  563  565  566  569  570\n",
            "  572  573  574  575  576  577  578  580  581  582  583  584  586  587\n",
            "  588  589  590  592  594  595  596  597  600  601  604  605  606  607\n",
            "  608  610  612  613  614  615  616  618  619  621  622  623  624  625\n",
            "  626  628  629  630  631  632  636  637  639  640  642  643  644  645\n",
            "  646  647  648  649  650  652  653  654  655  656  658  659  660  661\n",
            "  662  663  664  666  667  668  669  670  672  673  674  675  676  679\n",
            "  680  681  682  683  684  685  686  688  689  690  691  692  693  694\n",
            "  695  696  697  698  700  701  703  706  708  709  710  712  713  715\n",
            "  716  717  718  719  720  721  722  723  724  725  726  727  728  729\n",
            "  730  731  732  733  734  735  737  738  740  741  742  743  744  745\n",
            "  746  747  748  750  752  753  754  755  757  758  759  760  761  762\n",
            "  763  764  765  766  767  768  769  770  772  773  774  775  776  777\n",
            "  779  781  782  783  784  785  788  789  790  791  792  793  794  795\n",
            "  796  797  798  800  801  802  803  804  805  808  809  810  811  812\n",
            "  813  814  815  816  817  818  819  820  822  823  824  825  827  828\n",
            "  829  833  834  835  837  838  839  840  841  842  843  844  846  847\n",
            "  848  849  850  851  852  853  854  855  856  857  858  859  860  861\n",
            "  863  864  865  866  867  868  869  870  871  872  873  874  875  876\n",
            "  877  878  879  881  882  883  884  885  887  888  891  892  893  894\n",
            "  895  897  898  901  903  904  906  907  908  909  910  911  912  914\n",
            "  915  916  917  918  919  920  921  922  923  926  927  928  929  930\n",
            "  931  932  933  935  936  937  938  939  940  942  944  945  947  948\n",
            "  949  950  951  952  953  954  955  956  958  959  960  961  963  964\n",
            "  965  966  967  970  971  972  973  974  975  976  977  978  979  981\n",
            "  982  983  984  985  986  987  988  989  990  991  993  995  996  997\n",
            "  998  999 1000 1001 1003 1004 1005 1006 1007 1008 1011 1012 1013 1014\n",
            " 1015 1016 1017 1018 1019 1020 1021 1022 1023 1025 1026 1027 1030 1031\n",
            " 1033 1035 1037 1038 1039 1042 1043 1044 1045 1046 1048 1049 1050 1051\n",
            " 1052 1053 1055 1056 1057 1058 1059 1060 1061 1062 1063 1066 1067 1068\n",
            " 1069 1070 1071 1072 1074 1075 1076 1078 1079 1081 1082 1083 1084 1085\n",
            " 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099\n",
            " 1100 1101 1102 1104 1106 1107 1108 1109 1110 1112 1113 1114 1116 1117\n",
            " 1118 1119 1120 1123 1125 1126 1127 1128 1129 1131 1132 1133 1136 1137\n",
            " 1138 1140 1142 1143 1144 1145 1146 1147 1148 1149 1150 1152 1153 1154\n",
            " 1155 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169] Validation: [   1    7    8    9   10   11   12   13   19   23   25   28   30   34\n",
            "   35   37   40   42   48   51   53   55   60   66   67   68   71   73\n",
            "   80   87   93  107  114  126  133  139  148  154  155  174  177  178\n",
            "  184  186  188  195  201  209  210  217  223  224  230  232  233  237\n",
            "  245  248  253  264  279  286  290  292  293  296  300  315  322  325\n",
            "  330  337  345  346  347  352  368  370  373  382  383  384  385  393\n",
            "  403  406  417  420  425  426  429  433  435  441  447  448  456  457\n",
            "  461  463  466  473  487  488  495  502  503  507  508  512  515  517\n",
            "  518  521  531  534  543  545  552  553  564  567  568  571  579  585\n",
            "  591  593  598  599  602  603  609  611  617  620  627  633  634  635\n",
            "  638  641  651  657  665  671  677  678  687  699  702  704  705  707\n",
            "  711  714  736  739  749  751  756  771  778  780  786  787  799  806\n",
            "  807  821  826  830  831  832  836  845  862  880  886  889  890  896\n",
            "  899  900  902  905  913  924  925  934  941  943  946  957  962  968\n",
            "  969  980  992  994 1002 1009 1010 1024 1028 1029 1032 1034 1036 1040\n",
            " 1041 1047 1054 1064 1065 1073 1077 1080 1103 1105 1111 1115 1121 1122\n",
            " 1124 1130 1134 1135 1139 1141 1151 1156 1157 1170]\n",
            "Train: [   0    1    3    4    6    7    8    9   10   11   12   13   14   15\n",
            "   17   18   19   20   21   23   24   25   27   28   29   30   32   33\n",
            "   34   35   36   37   39   40   41   42   43   44   45   46   47   48\n",
            "   49   50   51   52   53   55   58   59   60   61   62   63   65   66\n",
            "   67   68   69   71   72   73   74   75   76   77   79   80   81   82\n",
            "   85   86   87   88   89   90   91   92   93   94   95   96   97   98\n",
            "   99  100  101  102  103  104  105  106  107  108  109  111  112  113\n",
            "  114  115  116  117  120  121  122  124  125  126  127  128  129  130\n",
            "  133  134  135  136  137  138  139  141  142  145  146  147  148  149\n",
            "  150  151  153  154  155  156  157  158  159  161  162  164  165  166\n",
            "  169  170  172  173  174  175  176  177  178  180  181  182  184  185\n",
            "  186  187  188  190  192  193  194  195  196  197  198  199  200  201\n",
            "  202  203  204  206  207  208  209  210  211  212  213  215  216  217\n",
            "  218  219  220  222  223  224  225  227  228  229  230  231  232  233\n",
            "  234  235  237  238  241  242  244  245  246  247  248  249  250  253\n",
            "  254  255  256  257  258  260  261  262  263  264  265  266  268  269\n",
            "  270  272  274  276  278  279  280  281  282  283  285  286  288  289\n",
            "  290  291  292  293  295  296  297  298  299  300  301  303  304  306\n",
            "  307  309  310  311  313  314  315  316  317  318  319  320  322  323\n",
            "  324  325  327  328  330  333  334  336  337  338  341  342  343  344\n",
            "  345  346  347  348  349  350  352  353  354  355  358  359  360  361\n",
            "  363  364  365  367  368  369  370  371  372  373  374  375  376  379\n",
            "  382  383  384  385  386  389  390  391  393  394  397  398  401  402\n",
            "  403  404  405  406  408  411  412  416  417  420  421  422  425  426\n",
            "  427  428  429  430  431  432  433  435  436  437  438  440  441  444\n",
            "  446  447  448  449  450  451  452  453  454  455  456  457  458  460\n",
            "  461  463  464  465  466  468  469  470  471  472  473  474  476  477\n",
            "  478  479  480  481  483  484  485  486  487  488  489  490  491  492\n",
            "  493  494  495  496  498  499  500  502  503  504  505  507  508  509\n",
            "  511  512  513  515  516  517  518  519  520  521  522  523  524  525\n",
            "  526  527  528  529  531  532  533  534  535  536  537  538  539  540\n",
            "  541  542  543  545  547  548  549  550  552  553  554  555  556  557\n",
            "  558  559  560  561  563  564  565  566  567  568  570  571  572  573\n",
            "  574  575  577  579  581  583  585  587  588  589  590  591  592  593\n",
            "  595  596  598  599  601  602  603  604  607  609  610  611  613  614\n",
            "  616  617  619  620  621  622  623  624  625  626  627  628  631  632\n",
            "  633  634  635  636  638  639  641  642  645  646  647  648  649  650\n",
            "  651  652  653  654  655  657  658  659  660  661  663  664  665  666\n",
            "  667  668  669  670  671  672  674  676  677  678  679  681  683  684\n",
            "  686  687  689  690  691  692  693  694  695  697  698  699  701  702\n",
            "  703  704  705  706  707  710  711  712  714  717  718  719  720  721\n",
            "  722  723  725  726  727  728  731  732  733  735  736  739  741  743\n",
            "  744  745  749  751  752  753  754  755  756  758  759  760  761  763\n",
            "  765  766  768  769  771  773  774  775  776  777  778  779  780  781\n",
            "  782  783  784  786  787  789  790  792  793  794  795  796  797  799\n",
            "  800  801  802  803  804  805  806  807  809  810  811  812  813  815\n",
            "  816  817  818  820  821  822  823  824  825  826  828  829  830  831\n",
            "  832  833  834  836  837  838  839  840  841  842  844  845  846  848\n",
            "  849  850  851  852  853  854  855  857  859  860  861  862  863  864\n",
            "  868  869  871  872  873  874  875  876  879  880  881  882  883  884\n",
            "  885  886  888  889  890  891  892  893  896  897  898  899  900  901\n",
            "  902  903  904  905  906  907  908  909  910  911  912  913  914  915\n",
            "  917  918  919  920  922  923  924  925  926  927  928  929  930  932\n",
            "  934  935  936  937  938  939  940  941  942  943  944  945  946  948\n",
            "  949  950  951  952  954  955  957  958  959  960  961  962  963  964\n",
            "  965  966  968  969  970  971  974  975  976  977  978  979  980  981\n",
            "  982  983  984  985  986  989  990  991  992  993  994  996  997  998\n",
            " 1000 1001 1002 1005 1006 1007 1009 1010 1011 1013 1014 1015 1016 1017\n",
            " 1018 1019 1020 1021 1022 1023 1024 1026 1027 1028 1029 1030 1032 1033\n",
            " 1034 1035 1036 1037 1038 1039 1040 1041 1043 1044 1045 1046 1047 1048\n",
            " 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1064 1065\n",
            " 1066 1067 1068 1069 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080\n",
            " 1081 1082 1084 1085 1086 1087 1088 1089 1090 1093 1094 1095 1096 1097\n",
            " 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1109 1111 1112 1113\n",
            " 1114 1115 1116 1117 1121 1122 1124 1126 1127 1128 1129 1130 1131 1133\n",
            " 1134 1135 1136 1139 1140 1141 1144 1146 1148 1149 1150 1151 1152 1153\n",
            " 1155 1156 1157 1158 1159 1160 1162 1164 1165 1166 1168 1169 1170] Validation: [   2    5   16   22   26   31   38   54   56   57   64   70   78   83\n",
            "   84  110  118  119  123  131  132  140  143  144  152  160  163  167\n",
            "  168  171  179  183  189  191  205  214  221  226  236  239  240  243\n",
            "  251  252  259  267  271  273  275  277  284  287  294  302  305  308\n",
            "  312  321  326  329  331  332  335  339  340  351  356  357  362  366\n",
            "  377  378  380  381  387  388  392  395  396  399  400  407  409  410\n",
            "  413  414  415  418  419  423  424  434  439  442  443  445  459  462\n",
            "  467  475  482  497  501  506  510  514  530  544  546  551  562  569\n",
            "  576  578  580  582  584  586  594  597  600  605  606  608  612  615\n",
            "  618  629  630  637  640  643  644  656  662  673  675  680  682  685\n",
            "  688  696  700  708  709  713  715  716  724  729  730  734  737  738\n",
            "  740  742  746  747  748  750  757  762  764  767  770  772  785  788\n",
            "  791  798  808  814  819  827  835  843  847  856  858  865  866  867\n",
            "  870  877  878  887  894  895  916  921  931  933  947  953  956  967\n",
            "  972  973  987  988  995  999 1003 1004 1008 1012 1025 1031 1042 1049\n",
            " 1050 1063 1070 1083 1091 1092 1108 1110 1118 1119 1120 1123 1125 1132\n",
            " 1137 1138 1142 1143 1145 1147 1154 1161 1163 1167]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   16   18   19   20   22   23   25   26   27   28   30   31   32   33\n",
            "   34   35   36   37   38   39   40   41   42   43   45   47   48   49\n",
            "   51   52   53   54   55   56   57   58   60   61   62   63   64   65\n",
            "   66   67   68   70   71   72   73   74   75   77   78   79   80   81\n",
            "   82   83   84   87   89   90   91   92   93   94   95   96   97  100\n",
            "  103  104  107  109  110  114  115  116  117  118  119  120  123  125\n",
            "  126  127  129  130  131  132  133  135  137  138  139  140  141  142\n",
            "  143  144  145  148  149  150  151  152  154  155  158  159  160  161\n",
            "  163  165  167  168  169  170  171  172  174  175  176  177  178  179\n",
            "  182  183  184  185  186  187  188  189  190  191  192  195  196  199\n",
            "  200  201  205  207  209  210  212  213  214  215  216  217  218  221\n",
            "  222  223  224  226  227  228  229  230  232  233  234  235  236  237\n",
            "  238  239  240  241  243  245  246  247  248  250  251  252  253  254\n",
            "  255  256  257  258  259  260  262  263  264  266  267  268  269  270\n",
            "  271  272  273  274  275  276  277  278  279  280  283  284  285  286\n",
            "  287  289  290  292  293  294  295  296  298  300  301  302  303  304\n",
            "  305  307  308  309  310  311  312  313  314  315  316  317  318  319\n",
            "  320  321  322  323  324  325  326  328  329  330  331  332  334  335\n",
            "  336  337  338  339  340  341  342  345  346  347  348  349  351  352\n",
            "  353  355  356  357  358  359  360  361  362  365  366  367  368  370\n",
            "  372  373  374  375  376  377  378  380  381  382  383  384  385  386\n",
            "  387  388  389  390  391  392  393  394  395  396  399  400  401  402\n",
            "  403  405  406  407  409  410  412  413  414  415  417  418  419  420\n",
            "  421  422  423  424  425  426  427  428  429  430  433  434  435  436\n",
            "  437  438  439  441  442  443  444  445  446  447  448  449  450  451\n",
            "  453  456  457  459  460  461  462  463  464  465  466  467  469  472\n",
            "  473  474  475  476  479  480  481  482  484  487  488  490  493  494\n",
            "  495  496  497  498  501  502  503  504  505  506  507  508  509  510\n",
            "  512  513  514  515  516  517  518  519  520  521  522  523  524  525\n",
            "  526  527  528  529  530  531  533  534  536  540  543  544  545  546\n",
            "  547  548  549  550  551  552  553  557  558  559  561  562  563  564\n",
            "  566  567  568  569  570  571  572  573  574  575  576  577  578  579\n",
            "  580  581  582  584  585  586  587  589  591  592  593  594  595  596\n",
            "  597  598  599  600  601  602  603  605  606  608  609  610  611  612\n",
            "  613  614  615  617  618  619  620  622  625  626  627  628  629  630\n",
            "  633  634  635  637  638  639  640  641  642  643  644  645  646  647\n",
            "  649  650  651  652  654  656  657  658  659  661  662  663  664  665\n",
            "  667  668  669  671  672  673  674  675  676  677  678  679  680  681\n",
            "  682  683  684  685  686  687  688  689  690  694  695  696  697  698\n",
            "  699  700  702  703  704  705  707  708  709  710  711  712  713  714\n",
            "  715  716  717  719  721  722  723  724  726  727  728  729  730  732\n",
            "  734  735  736  737  738  739  740  742  743  745  746  747  748  749\n",
            "  750  751  753  754  756  757  760  761  762  763  764  765  766  767\n",
            "  768  769  770  771  772  774  776  777  778  779  780  782  784  785\n",
            "  786  787  788  790  791  792  793  796  798  799  800  802  803  805\n",
            "  806  807  808  810  811  812  813  814  815  816  818  819  820  821\n",
            "  822  823  824  825  826  827  830  831  832  833  834  835  836  837\n",
            "  838  839  840  841  842  843  845  846  847  848  850  853  856  857\n",
            "  858  859  861  862  864  865  866  867  868  869  870  871  872  874\n",
            "  876  877  878  879  880  886  887  889  890  891  892  893  894  895\n",
            "  896  898  899  900  902  903  904  905  906  907  908  910  911  913\n",
            "  914  915  916  917  918  919  921  923  924  925  926  929  930  931\n",
            "  932  933  934  935  936  937  939  940  941  942  943  944  945  946\n",
            "  947  948  950  951  952  953  955  956  957  958  959  960  961  962\n",
            "  963  964  966  967  968  969  971  972  973  974  979  980  981  982\n",
            "  983  985  987  988  990  991  992  994  995  996  997  998  999 1000\n",
            " 1001 1002 1003 1004 1005 1007 1008 1009 1010 1011 1012 1013 1014 1015\n",
            " 1016 1017 1018 1020 1021 1022 1024 1025 1026 1027 1028 1029 1031 1032\n",
            " 1034 1035 1036 1037 1040 1041 1042 1043 1044 1045 1047 1048 1049 1050\n",
            " 1052 1053 1054 1055 1056 1059 1060 1061 1062 1063 1064 1065 1067 1068\n",
            " 1069 1070 1071 1073 1074 1075 1077 1078 1079 1080 1083 1085 1086 1087\n",
            " 1088 1090 1091 1092 1094 1096 1097 1099 1100 1102 1103 1104 1105 1106\n",
            " 1108 1109 1110 1111 1112 1113 1114 1115 1118 1119 1120 1121 1122 1123\n",
            " 1124 1125 1126 1127 1128 1129 1130 1132 1134 1135 1136 1137 1138 1139\n",
            " 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1161 1162 1163 1164 1165 1166 1167 1168 1170] Validation: [  14   15   17   21   24   29   44   46   50   59   69   76   85   86\n",
            "   88   98   99  101  102  105  106  108  111  112  113  121  122  124\n",
            "  128  134  136  146  147  153  156  157  162  164  166  173  180  181\n",
            "  193  194  197  198  202  203  204  206  208  211  219  220  225  231\n",
            "  242  244  249  261  265  281  282  288  291  297  299  306  327  333\n",
            "  343  344  350  354  363  364  369  371  379  397  398  404  408  411\n",
            "  416  431  432  440  452  454  455  458  468  470  471  477  478  483\n",
            "  485  486  489  491  492  499  500  511  532  535  537  538  539  541\n",
            "  542  554  555  556  560  565  583  588  590  604  607  616  621  623\n",
            "  624  631  632  636  648  653  655  660  666  670  691  692  693  701\n",
            "  706  718  720  725  731  733  741  744  752  755  758  759  773  775\n",
            "  781  783  789  794  795  797  801  804  809  817  828  829  844  849\n",
            "  851  852  854  855  860  863  873  875  881  882  883  884  885  888\n",
            "  897  901  909  912  920  922  927  928  938  949  954  965  970  975\n",
            "  976  977  978  984  986  989  993 1006 1019 1023 1030 1033 1038 1039\n",
            " 1046 1051 1057 1058 1066 1072 1076 1081 1082 1084 1089 1093 1095 1098\n",
            " 1101 1107 1116 1117 1131 1133 1150 1159 1160 1169]\n",
            "Train: [   0    1    2    3    4    5    7    8    9   10   11   12   13   14\n",
            "   15   16   17   18   19   21   22   23   24   25   26   28   29   30\n",
            "   31   33   34   35   36   37   38   40   42   43   44   46   48   49\n",
            "   50   51   52   53   54   55   56   57   59   60   61   62   64   65\n",
            "   66   67   68   69   70   71   72   73   76   78   80   81   82   83\n",
            "   84   85   86   87   88   90   91   93   94   96   98   99  100  101\n",
            "  102  104  105  106  107  108  110  111  112  113  114  117  118  119\n",
            "  121  122  123  124  125  126  127  128  129  130  131  132  133  134\n",
            "  136  137  139  140  141  143  144  145  146  147  148  151  152  153\n",
            "  154  155  156  157  158  160  162  163  164  166  167  168  170  171\n",
            "  173  174  175  177  178  179  180  181  183  184  185  186  188  189\n",
            "  191  192  193  194  195  197  198  199  201  202  203  204  205  206\n",
            "  208  209  210  211  212  214  215  217  218  219  220  221  222  223\n",
            "  224  225  226  228  229  230  231  232  233  234  236  237  238  239\n",
            "  240  242  243  244  245  248  249  251  252  253  255  256  258  259\n",
            "  261  264  265  266  267  268  269  270  271  272  273  274  275  276\n",
            "  277  279  280  281  282  284  285  286  287  288  289  290  291  292\n",
            "  293  294  296  297  299  300  301  302  305  306  307  308  309  312\n",
            "  313  315  316  317  318  319  321  322  324  325  326  327  328  329\n",
            "  330  331  332  333  335  336  337  339  340  343  344  345  346  347\n",
            "  349  350  351  352  354  355  356  357  359  362  363  364  366  367\n",
            "  368  369  370  371  372  373  374  376  377  378  379  380  381  382\n",
            "  383  384  385  387  388  389  390  391  392  393  394  395  396  397\n",
            "  398  399  400  401  403  404  406  407  408  409  410  411  412  413\n",
            "  414  415  416  417  418  419  420  423  424  425  426  427  428  429\n",
            "  431  432  433  434  435  436  439  440  441  442  443  445  447  448\n",
            "  449  451  452  454  455  456  457  458  459  461  462  463  464  466\n",
            "  467  468  470  471  472  473  475  477  478  479  481  482  483  485\n",
            "  486  487  488  489  490  491  492  494  495  497  499  500  501  502\n",
            "  503  504  506  507  508  509  510  511  512  514  515  517  518  519\n",
            "  520  521  522  526  527  530  531  532  533  534  535  536  537  538\n",
            "  539  541  542  543  544  545  546  548  551  552  553  554  555  556\n",
            "  558  559  560  561  562  563  564  565  567  568  569  570  571  575\n",
            "  576  577  578  579  580  581  582  583  584  585  586  587  588  589\n",
            "  590  591  593  594  597  598  599  600  601  602  603  604  605  606\n",
            "  607  608  609  611  612  614  615  616  617  618  620  621  623  624\n",
            "  627  628  629  630  631  632  633  634  635  636  637  638  640  641\n",
            "  643  644  646  647  648  649  650  651  652  653  655  656  657  658\n",
            "  660  661  662  663  664  665  666  669  670  671  673  674  675  677\n",
            "  678  680  681  682  683  684  685  686  687  688  689  690  691  692\n",
            "  693  694  695  696  698  699  700  701  702  704  705  706  707  708\n",
            "  709  710  711  713  714  715  716  718  720  724  725  726  728  729\n",
            "  730  731  733  734  736  737  738  739  740  741  742  744  746  747\n",
            "  748  749  750  751  752  753  755  756  757  758  759  760  762  764\n",
            "  765  766  767  768  769  770  771  772  773  775  776  778  779  780\n",
            "  781  782  783  784  785  786  787  788  789  790  791  792  794  795\n",
            "  797  798  799  800  801  804  806  807  808  809  810  812  814  816\n",
            "  817  818  819  820  821  824  826  827  828  829  830  831  832  833\n",
            "  834  835  836  837  838  840  841  843  844  845  847  849  850  851\n",
            "  852  854  855  856  857  858  859  860  862  863  865  866  867  868\n",
            "  870  871  872  873  875  876  877  878  879  880  881  882  883  884\n",
            "  885  886  887  888  889  890  891  894  895  896  897  898  899  900\n",
            "  901  902  904  905  906  908  909  910  912  913  914  915  916  917\n",
            "  918  919  920  921  922  923  924  925  927  928  929  931  933  934\n",
            "  935  936  938  940  941  943  946  947  948  949  951  952  953  954\n",
            "  955  956  957  958  960  961  962  963  965  966  967  968  969  970\n",
            "  972  973  974  975  976  977  978  980  984  985  986  987  988  989\n",
            "  990  991  992  993  994  995  996  999 1000 1001 1002 1003 1004 1006\n",
            " 1008 1009 1010 1012 1015 1017 1019 1020 1021 1023 1024 1025 1027 1028\n",
            " 1029 1030 1031 1032 1033 1034 1036 1038 1039 1040 1041 1042 1043 1046\n",
            " 1047 1048 1049 1050 1051 1053 1054 1056 1057 1058 1061 1063 1064 1065\n",
            " 1066 1067 1068 1070 1071 1072 1073 1074 1075 1076 1077 1079 1080 1081\n",
            " 1082 1083 1084 1087 1089 1091 1092 1093 1095 1096 1097 1098 1101 1102\n",
            " 1103 1105 1106 1107 1108 1110 1111 1112 1114 1115 1116 1117 1118 1119\n",
            " 1120 1121 1122 1123 1124 1125 1128 1130 1131 1132 1133 1134 1135 1136\n",
            " 1137 1138 1139 1140 1141 1142 1143 1145 1147 1148 1149 1150 1151 1154\n",
            " 1155 1156 1157 1158 1159 1160 1161 1162 1163 1167 1168 1169 1170] Validation: [   6   20   27   32   39   41   45   47   58   63   74   75   77   79\n",
            "   89   92   95   97  103  109  115  116  120  135  138  142  149  150\n",
            "  159  161  165  169  172  176  182  187  190  196  200  207  213  216\n",
            "  227  235  241  246  247  250  254  257  260  262  263  278  283  295\n",
            "  298  303  304  310  311  314  320  323  334  338  341  342  348  353\n",
            "  358  360  361  365  375  386  402  405  421  422  430  437  438  444\n",
            "  446  450  453  460  465  469  474  476  480  484  493  496  498  505\n",
            "  513  516  523  524  525  528  529  540  547  549  550  557  566  572\n",
            "  573  574  592  595  596  610  613  619  622  625  626  639  642  645\n",
            "  654  659  667  668  672  676  679  697  703  712  717  719  721  722\n",
            "  723  727  732  735  743  745  754  761  763  774  777  793  796  802\n",
            "  803  805  811  813  815  822  823  825  839  842  846  848  853  861\n",
            "  864  869  874  892  893  903  907  911  926  930  932  937  939  942\n",
            "  944  945  950  959  964  971  979  981  982  983  997  998 1005 1007\n",
            " 1011 1013 1014 1016 1018 1022 1026 1035 1037 1044 1045 1052 1055 1059\n",
            " 1060 1062 1069 1078 1085 1086 1088 1090 1094 1099 1100 1104 1109 1113\n",
            " 1126 1127 1129 1144 1146 1152 1153 1164 1165 1166]\n",
            "Train: [   0    2    3    4    6    7    8    9   10   11   12   13   14   15\n",
            "   16   17   18   19   20   21   22   23   24   26   27   28   29   30\n",
            "   31   33   34   35   37   38   40   41   42   43   44   45   47   48\n",
            "   49   50   51   52   53   55   57   58   59   60   62   64   65   66\n",
            "   68   69   70   71   73   75   76   77   78   80   81   82   83   84\n",
            "   86   87   88   89   90   91   92   93   94   95   97   98   99  100\n",
            "  101  102  103  105  106  107  108  111  112  113  114  115  119  120\n",
            "  123  124  125  126  130  131  132  133  134  135  136  137  138  140\n",
            "  141  143  144  145  147  148  149  150  151  152  153  154  156  157\n",
            "  158  159  161  163  165  166  168  169  170  171  172  173  174  175\n",
            "  176  177  179  180  181  182  183  184  186  187  188  189  190  191\n",
            "  192  193  194  195  196  197  198  200  202  203  204  205  207  208\n",
            "  209  210  211  213  214  216  218  219  220  221  222  224  226  227\n",
            "  228  231  232  234  235  236  237  238  239  240  241  242  243  244\n",
            "  245  246  247  250  251  252  254  255  256  259  260  262  263  264\n",
            "  265  266  267  268  269  270  271  272  273  274  275  276  277  278\n",
            "  279  280  282  283  284  286  287  288  289  290  291  292  293  294\n",
            "  295  298  299  300  301  302  303  304  305  306  307  308  309  310\n",
            "  311  312  314  315  316  317  319  320  322  323  325  326  327  328\n",
            "  329  331  332  333  334  337  340  341  343  346  347  348  351  352\n",
            "  355  356  357  359  361  362  363  364  366  368  369  370  373  375\n",
            "  376  377  378  379  380  381  383  384  387  388  390  392  393  394\n",
            "  395  396  399  401  402  404  405  406  408  409  410  411  412  413\n",
            "  415  417  418  419  420  421  422  423  424  425  426  427  428  429\n",
            "  430  431  432  433  434  436  437  438  439  440  441  442  444  445\n",
            "  446  447  448  449  450  451  453  454  455  456  457  458  459  460\n",
            "  461  462  463  464  465  466  467  468  470  471  472  474  476  477\n",
            "  478  479  480  482  483  486  488  489  490  491  492  493  494  495\n",
            "  497  498  499  500  502  503  504  505  506  507  508  509  512  513\n",
            "  515  518  519  520  521  523  524  525  526  527  528  530  531  532\n",
            "  533  535  536  537  538  539  540  541  542  543  545  547  548  550\n",
            "  551  552  554  555  556  557  559  560  561  562  563  564  565  566\n",
            "  567  568  569  570  571  572  573  574  575  576  577  579  580  581\n",
            "  583  584  586  588  589  590  591  593  595  597  598  599  601  602\n",
            "  603  604  605  606  607  608  609  610  611  612  613  614  615  617\n",
            "  618  619  620  621  623  624  625  627  628  630  632  633  634  635\n",
            "  636  637  638  639  640  641  642  643  644  645  646  647  649  651\n",
            "  652  653  654  655  656  658  659  660  661  663  664  666  667  669\n",
            "  670  671  673  674  675  677  678  679  680  681  683  684  685  686\n",
            "  687  689  690  691  692  693  694  695  696  697  698  699  700  701\n",
            "  702  703  704  705  707  709  711  712  713  714  715  716  717  718\n",
            "  719  720  721  722  723  725  726  727  728  729  730  731  733  735\n",
            "  737  738  739  740  741  742  743  744  745  746  748  749  750  752\n",
            "  753  755  756  759  760  761  762  763  764  765  766  767  769  770\n",
            "  771  772  773  774  775  776  778  779  781  782  783  784  785  786\n",
            "  787  788  790  791  792  794  795  796  797  798  799  800  801  802\n",
            "  804  805  806  807  808  809  810  811  813  814  815  818  819  820\n",
            "  821  822  823  824  825  826  827  829  830  831  832  833  834  836\n",
            "  837  838  839  840  842  843  844  845  846  847  849  850  851  852\n",
            "  853  854  855  857  860  861  862  863  864  867  868  869  870  871\n",
            "  872  874  875  876  877  878  879  881  882  883  884  885  887  889\n",
            "  891  892  893  894  895  896  897  898  899  900  901  902  903  905\n",
            "  906  907  908  909  911  912  913  914  916  917  918  919  920  922\n",
            "  924  925  926  928  929  931  933  934  935  937  939  940  941  942\n",
            "  943  944  945  946  947  948  949  952  953  954  957  959  960  961\n",
            "  962  963  964  967  968  969  970  971  972  973  976  978  981  982\n",
            "  983  984  985  986  991  992  993  994  996  997  998  999 1001 1004\n",
            " 1005 1007 1008 1010 1011 1012 1015 1016 1017 1019 1022 1023 1024 1025\n",
            " 1026 1027 1028 1029 1030 1031 1032 1033 1035 1036 1037 1038 1039 1040\n",
            " 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054\n",
            " 1055 1058 1059 1060 1061 1062 1063 1064 1066 1067 1068 1070 1072 1073\n",
            " 1074 1075 1076 1077 1078 1079 1080 1081 1083 1084 1086 1087 1088 1089\n",
            " 1091 1092 1094 1095 1096 1097 1098 1099 1100 1102 1103 1105 1106 1107\n",
            " 1108 1109 1110 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122\n",
            " 1123 1124 1125 1126 1127 1128 1129 1130 1131 1133 1134 1135 1137 1138\n",
            " 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1154 1156\n",
            " 1157 1158 1160 1161 1162 1163 1164 1165 1166 1167 1169 1170] Validation: [   1    5   25   32   36   39   46   54   56   61   63   67   72   74\n",
            "   79   85   96  104  109  110  116  117  118  121  122  127  128  129\n",
            "  139  142  146  155  160  162  164  167  178  185  199  201  206  212\n",
            "  215  217  223  225  229  230  233  248  249  253  257  258  261  281\n",
            "  285  296  297  313  318  321  324  330  335  336  338  339  342  344\n",
            "  345  349  350  353  354  358  360  365  367  371  372  374  382  385\n",
            "  386  389  391  397  398  400  403  407  414  416  435  443  452  469\n",
            "  473  475  481  484  485  487  496  501  510  511  514  516  517  522\n",
            "  529  534  544  546  549  553  558  578  582  585  587  592  594  596\n",
            "  600  616  622  626  629  631  648  650  657  662  665  668  672  676\n",
            "  682  688  706  708  710  724  732  734  736  747  751  754  757  758\n",
            "  768  777  780  789  793  803  812  816  817  828  835  841  848  856\n",
            "  858  859  865  866  873  880  886  888  890  904  910  915  921  923\n",
            "  927  930  932  936  938  950  951  955  956  958  965  966  974  975\n",
            "  977  979  980  987  988  989  990  995 1000 1002 1003 1006 1009 1013\n",
            " 1014 1018 1020 1021 1034 1056 1057 1065 1069 1071 1082 1085 1090 1093\n",
            " 1101 1104 1111 1132 1136 1139 1152 1153 1155 1159 1168]\n",
            "Train: [   1    2    3    5    6    7    8    9   10   11   13   15   19   20\n",
            "   24   25   26   28   29   30   31   32   33   34   36   37   39   40\n",
            "   41   43   44   46   49   50   51   52   53   54   56   57   58   60\n",
            "   61   63   64   66   67   68   69   70   72   73   74   76   77   78\n",
            "   79   81   82   85   86   88   89   90   91   92   95   96   97   98\n",
            "   99  101  103  104  105  106  109  110  111  113  114  115  116  117\n",
            "  118  119  120  121  122  123  124  125  126  127  128  129  130  132\n",
            "  133  134  135  137  139  141  142  143  144  145  146  147  149  150\n",
            "  151  152  153  155  158  159  160  161  162  163  164  165  166  167\n",
            "  173  174  175  177  178  179  180  181  183  185  187  188  189  190\n",
            "  191  193  194  195  196  198  199  201  203  204  205  206  207  208\n",
            "  209  210  211  212  213  214  215  216  217  218  219  220  221  222\n",
            "  223  224  225  226  227  229  230  232  233  234  235  236  237  238\n",
            "  239  240  242  243  245  248  249  252  253  255  256  257  258  259\n",
            "  261  262  263  264  265  267  268  269  271  274  276  278  279  280\n",
            "  281  282  283  284  285  286  287  288  290  292  294  295  296  297\n",
            "  299  301  302  304  305  306  308  309  310  311  312  313  314  317\n",
            "  318  319  320  321  322  323  324  325  326  327  328  329  330  331\n",
            "  333  334  335  336  337  338  339  342  343  344  345  347  348  349\n",
            "  350  352  353  354  355  356  357  358  359  360  361  362  363  364\n",
            "  365  366  367  369  370  371  372  373  374  375  376  377  378  380\n",
            "  381  382  384  385  386  387  389  390  391  392  395  396  397  398\n",
            "  400  401  403  404  405  407  408  409  410  412  413  414  415  416\n",
            "  417  418  419  420  421  422  423  424  425  426  427  428  429  431\n",
            "  432  433  434  435  436  437  438  439  441  442  443  444  446  447\n",
            "  448  449  450  451  452  453  454  455  456  457  458  459  460  461\n",
            "  462  466  467  468  469  470  472  473  474  475  477  478  479  480\n",
            "  481  482  483  484  485  486  487  488  490  491  492  493  495  496\n",
            "  498  499  500  501  502  503  504  506  507  508  509  510  511  513\n",
            "  514  515  516  517  519  520  521  522  523  524  525  526  527  528\n",
            "  529  530  532  533  534  535  537  539  540  541  542  543  544  545\n",
            "  546  547  548  549  550  553  555  557  558  559  560  561  562  563\n",
            "  564  565  566  567  570  571  572  573  576  577  578  582  584  585\n",
            "  586  587  589  590  592  594  595  596  597  598  600  601  603  605\n",
            "  606  607  608  609  610  611  612  613  614  615  616  619  620  622\n",
            "  623  624  626  627  628  629  630  631  633  635  636  638  640  641\n",
            "  642  643  645  648  649  650  651  652  653  655  656  657  658  659\n",
            "  660  661  662  663  664  665  666  667  668  669  670  672  675  676\n",
            "  677  678  679  680  682  683  684  685  686  687  688  689  690  691\n",
            "  692  694  695  696  697  698  700  701  702  703  704  706  707  708\n",
            "  709  710  712  713  714  715  716  717  718  719  720  721  722  723\n",
            "  724  725  726  727  728  730  731  732  733  734  735  736  738  739\n",
            "  740  741  742  744  745  746  747  748  749  750  751  752  753  754\n",
            "  755  756  757  758  759  760  761  762  763  764  765  766  767  768\n",
            "  769  770  771  772  773  774  775  777  778  779  780  781  782  783\n",
            "  784  785  787  788  789  791  793  794  796  797  798  799  800  801\n",
            "  802  803  805  806  807  808  809  810  812  813  814  816  817  819\n",
            "  820  821  822  823  824  826  827  828  830  831  833  834  835  836\n",
            "  837  839  841  842  843  845  846  847  848  849  851  852  853  854\n",
            "  855  856  857  858  859  862  865  866  867  868  869  870  872  873\n",
            "  874  875  878  880  882  883  884  885  886  887  888  889  890  891\n",
            "  892  893  894  895  896  898  899  900  902  903  904  905  906  907\n",
            "  908  909  910  911  912  913  914  915  916  918  919  920  921  923\n",
            "  925  927  928  930  931  932  933  935  936  937  938  939  941  942\n",
            "  943  946  947  948  950  951  953  954  955  956  958  960  961  962\n",
            "  963  965  966  967  972  973  974  975  976  977  979  980  981  985\n",
            "  986  987  988  989  990  991  992  993  994  995  996  997  998 1000\n",
            " 1001 1002 1003 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014\n",
            " 1015 1016 1018 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1031\n",
            " 1032 1033 1034 1036 1037 1038 1039 1040 1041 1042 1043 1045 1046 1047\n",
            " 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1060 1061 1062\n",
            " 1063 1064 1065 1066 1068 1069 1071 1072 1073 1075 1076 1077 1078 1080\n",
            " 1081 1082 1083 1085 1086 1088 1090 1093 1094 1095 1096 1097 1098 1099\n",
            " 1100 1101 1103 1104 1105 1106 1107 1108 1110 1111 1112 1114 1115 1116\n",
            " 1118 1119 1121 1122 1125 1126 1127 1128 1129 1132 1133 1135 1136 1137\n",
            " 1138 1139 1140 1141 1143 1145 1146 1147 1148 1149 1150 1151 1152 1153\n",
            " 1154 1155 1156 1157 1159 1160 1161 1162 1163 1164 1167 1168 1169] Validation: [   0    4   12   14   16   17   18   21   22   23   27   35   38   42\n",
            "   45   47   48   55   59   62   65   71   75   80   83   84   87   93\n",
            "   94  100  102  107  108  112  131  136  138  140  148  154  156  157\n",
            "  168  169  170  171  172  176  182  184  186  192  197  200  202  228\n",
            "  231  241  244  246  247  250  251  254  260  266  270  272  273  275\n",
            "  277  289  291  293  298  300  303  307  315  316  332  340  341  346\n",
            "  351  368  379  383  388  393  394  399  402  406  411  430  440  445\n",
            "  463  464  465  471  476  489  494  497  505  512  518  531  536  538\n",
            "  551  552  554  556  568  569  574  575  579  580  581  583  588  591\n",
            "  593  599  602  604  617  618  621  625  632  634  637  639  644  646\n",
            "  647  654  671  673  674  681  693  699  705  711  729  737  743  776\n",
            "  786  790  792  795  804  811  815  818  825  829  832  838  840  844\n",
            "  850  860  861  863  864  871  876  877  879  881  897  901  917  922\n",
            "  924  926  929  934  940  944  945  949  952  957  959  964  968  969\n",
            "  970  971  978  982  983  984  999 1017 1029 1030 1035 1044 1059 1067\n",
            " 1070 1074 1079 1084 1087 1089 1091 1092 1102 1109 1113 1117 1120 1123\n",
            " 1124 1130 1131 1134 1142 1144 1158 1165 1166 1170]\n",
            "Train: [   0    1    3    4    5    7    8    9   10   12   13   14   15   16\n",
            "   17   18   21   22   23   24   25   26   27   28   29   32   35   36\n",
            "   38   39   40   42   44   45   46   47   48   49   50   51   52   53\n",
            "   54   55   56   57   59   60   61   62   63   64   65   66   67   68\n",
            "   70   71   72   73   74   75   76   77   78   79   80   81   83   84\n",
            "   85   86   87   88   89   90   91   93   94   95   96   97  100  101\n",
            "  102  104  106  107  108  109  110  111  112  113  114  115  116  117\n",
            "  118  119  120  121  122  125  127  128  129  131  132  133  134  135\n",
            "  136  137  138  139  140  141  142  144  145  146  148  149  150  151\n",
            "  152  153  154  155  156  157  158  160  161  162  163  164  165  166\n",
            "  167  168  169  170  171  172  173  175  176  177  178  179  182  184\n",
            "  185  186  190  191  192  193  194  196  197  199  200  201  202  203\n",
            "  204  205  206  207  208  209  210  211  212  215  216  217  218  220\n",
            "  221  222  223  225  226  227  228  229  230  231  232  233  234  235\n",
            "  236  238  239  240  241  243  244  245  246  247  248  249  250  251\n",
            "  252  253  254  255  257  258  260  261  262  263  266  267  268  269\n",
            "  270  271  272  273  274  275  276  277  278  280  281  282  283  285\n",
            "  289  290  291  292  293  294  296  297  298  299  300  301  302  303\n",
            "  304  305  307  308  310  311  312  313  315  316  317  318  321  324\n",
            "  325  328  329  330  331  332  334  335  336  338  339  340  341  342\n",
            "  343  344  345  346  347  349  350  351  352  353  354  358  359  360\n",
            "  361  363  365  367  368  370  371  372  373  374  375  377  378  379\n",
            "  381  382  383  384  385  386  387  388  389  390  391  392  393  394\n",
            "  395  396  397  398  399  400  402  403  404  405  406  407  408  409\n",
            "  411  412  413  414  416  417  418  419  421  422  423  425  426  427\n",
            "  428  429  430  431  432  433  435  436  437  439  440  443  444  445\n",
            "  447  448  450  451  452  453  454  455  456  457  458  459  461  462\n",
            "  463  464  465  469  470  471  472  473  475  476  478  481  482  484\n",
            "  485  486  487  488  489  490  491  492  493  494  496  497  499  500\n",
            "  501  502  503  504  505  506  507  508  509  510  511  512  514  515\n",
            "  516  517  518  520  521  522  523  524  525  528  529  531  533  534\n",
            "  535  536  538  539  541  542  544  546  547  549  551  552  553  554\n",
            "  556  557  558  559  560  562  563  564  566  567  568  569  570  571\n",
            "  573  574  575  578  579  580  581  582  583  584  585  587  588  589\n",
            "  590  591  592  593  594  595  596  598  599  600  601  602  603  604\n",
            "  605  607  608  610  613  614  616  617  618  620  621  622  623  624\n",
            "  625  626  627  628  629  631  632  634  635  636  637  639  640  641\n",
            "  642  644  646  647  648  649  650  651  652  653  654  655  657  659\n",
            "  660  661  662  663  664  665  666  668  669  670  671  672  673  674\n",
            "  676  677  678  679  681  682  684  686  687  688  689  691  692  693\n",
            "  697  698  699  700  702  703  704  705  706  708  709  710  711  713\n",
            "  714  716  718  721  722  724  725  726  727  728  729  730  731  732\n",
            "  733  734  735  736  737  738  739  740  741  743  746  747  748  749\n",
            "  750  751  752  753  754  755  756  757  758  759  760  761  764  765\n",
            "  766  767  768  770  771  772  773  774  775  776  777  778  780  781\n",
            "  782  783  784  786  787  789  790  792  793  794  795  798  800  801\n",
            "  803  804  806  808  811  812  815  816  817  818  820  823  824  825\n",
            "  826  828  829  830  831  832  833  834  835  838  839  840  841  843\n",
            "  844  846  848  850  851  854  856  858  859  860  861  862  863  864\n",
            "  865  866  867  870  871  872  873  875  876  877  878  879  880  881\n",
            "  882  883  884  885  886  887  888  890  891  892  893  897  898  900\n",
            "  901  903  904  905  907  908  910  911  912  915  916  917  918  919\n",
            "  920  921  922  923  924  925  926  927  929  930  931  932  933  934\n",
            "  935  936  937  938  939  940  941  942  943  944  945  946  947  948\n",
            "  949  950  951  952  953  954  955  956  957  958  959  960  961  962\n",
            "  963  964  965  966  968  969  970  971  972  973  974  975  977  978\n",
            "  979  980  981  982  983  984  985  986  987  988  989  990  991  992\n",
            "  995  996  999 1000 1001 1002 1003 1005 1006 1008 1009 1012 1013 1014\n",
            " 1015 1016 1017 1018 1019 1020 1021 1024 1025 1029 1030 1031 1032 1033\n",
            " 1034 1035 1036 1039 1041 1042 1044 1045 1046 1047 1049 1050 1051 1052\n",
            " 1053 1054 1055 1056 1057 1058 1059 1060 1062 1063 1065 1066 1067 1068\n",
            " 1069 1070 1071 1074 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086\n",
            " 1087 1089 1090 1091 1092 1093 1098 1099 1100 1101 1102 1103 1104 1105\n",
            " 1106 1108 1109 1110 1111 1112 1113 1116 1117 1119 1120 1121 1122 1123\n",
            " 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137\n",
            " 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152\n",
            " 1153 1155 1156 1157 1158 1159 1161 1162 1165 1166 1168 1169 1170] Validation: [   2    6   11   19   20   30   31   33   34   37   41   43   58   69\n",
            "   82   92   98   99  103  105  123  124  126  130  143  147  159  174\n",
            "  180  181  183  187  188  189  195  198  213  214  219  224  237  242\n",
            "  256  259  264  265  279  284  286  287  288  295  306  309  314  319\n",
            "  320  322  323  326  327  333  337  348  355  356  357  362  364  366\n",
            "  369  376  380  401  410  415  420  424  434  438  441  442  446  449\n",
            "  460  466  467  468  474  477  479  480  483  495  498  513  519  526\n",
            "  527  530  532  537  540  543  545  548  550  555  561  565  572  576\n",
            "  577  586  597  606  609  611  612  615  619  630  633  638  643  645\n",
            "  656  658  667  675  680  683  685  690  694  695  696  701  707  712\n",
            "  715  717  719  720  723  742  744  745  762  763  769  779  785  788\n",
            "  791  796  797  799  802  805  807  809  810  813  814  819  821  822\n",
            "  827  836  837  842  845  847  849  852  853  855  857  868  869  874\n",
            "  889  894  895  896  899  902  906  909  913  914  928  967  976  993\n",
            "  994  997  998 1004 1007 1010 1011 1022 1023 1026 1027 1028 1037 1038\n",
            " 1040 1043 1048 1061 1064 1072 1073 1075 1076 1088 1094 1095 1096 1097\n",
            " 1107 1114 1115 1118 1138 1154 1160 1163 1164 1167]\n",
            "Train: [   0    1    2    4    5    6    7    9   11   12   14   15   16   17\n",
            "   18   19   20   21   22   23   24   25   26   27   28   29   30   31\n",
            "   32   33   34   35   36   37   38   39   40   41   42   43   44   45\n",
            "   46   47   48   49   50   51   53   54   55   56   57   58   59   60\n",
            "   61   62   63   64   65   66   67   68   69   71   72   73   74   75\n",
            "   79   80   82   83   84   85   87   90   91   92   93   94   96   98\n",
            "   99  100  101  102  103  104  105  106  107  108  109  110  111  112\n",
            "  113  114  116  117  118  119  121  122  123  124  125  126  127  128\n",
            "  129  130  131  132  133  134  135  136  138  139  140  142  143  146\n",
            "  147  148  150  154  155  156  157  158  159  160  162  163  164  165\n",
            "  166  167  168  169  170  171  172  174  175  176  178  180  181  182\n",
            "  183  184  185  186  187  188  189  190  191  192  193  195  197  198\n",
            "  199  200  201  202  203  206  209  210  212  213  214  215  217  218\n",
            "  219  223  224  225  226  228  229  230  231  233  235  237  239  240\n",
            "  241  242  243  244  246  247  248  249  250  251  252  253  254  255\n",
            "  256  257  258  259  260  261  262  263  264  265  266  267  270  271\n",
            "  272  273  274  275  276  277  279  280  281  283  284  285  286  287\n",
            "  288  289  290  291  293  295  296  297  298  299  300  303  305  306\n",
            "  307  308  309  312  313  314  315  316  317  318  319  320  321  322\n",
            "  323  324  326  327  328  330  332  333  335  336  337  338  339  340\n",
            "  341  342  344  345  346  347  348  349  350  351  352  353  354  355\n",
            "  356  357  358  360  362  364  365  366  367  368  369  371  372  373\n",
            "  374  375  376  377  379  380  381  382  383  385  386  387  388  389\n",
            "  390  391  392  393  394  395  396  397  398  399  400  401  402  403\n",
            "  404  405  406  407  408  409  410  411  414  415  416  417  420  424\n",
            "  425  426  427  429  430  434  435  436  437  438  439  440  441  442\n",
            "  443  444  445  446  447  449  451  452  453  456  457  458  459  460\n",
            "  461  462  463  464  465  466  467  468  469  471  473  474  475  476\n",
            "  477  478  479  480  481  482  483  484  485  487  488  489  494  495\n",
            "  496  497  498  499  501  505  510  511  512  513  514  516  517  518\n",
            "  519  521  522  523  524  525  526  527  528  529  530  531  532  534\n",
            "  535  536  537  538  539  540  541  543  544  545  546  548  549  550\n",
            "  551  552  553  554  555  556  557  558  560  561  563  564  565  566\n",
            "  568  569  570  572  574  575  576  577  578  579  580  581  582  583\n",
            "  585  586  587  588  591  592  593  594  595  596  597  599  600  602\n",
            "  603  604  606  609  611  612  613  614  615  616  617  618  619  621\n",
            "  622  623  625  626  629  630  631  632  633  634  635  637  638  639\n",
            "  640  642  643  644  645  646  647  648  649  650  651  652  653  654\n",
            "  655  656  657  658  661  662  664  665  667  668  669  670  671  672\n",
            "  673  674  675  676  678  679  680  681  682  683  684  685  686  688\n",
            "  690  691  693  694  695  696  697  699  700  701  702  705  706  707\n",
            "  708  710  711  712  713  714  715  717  719  720  721  723  724  729\n",
            "  730  731  732  734  736  737  738  742  743  744  745  747  748  751\n",
            "  753  754  757  758  759  760  761  762  763  766  768  769  770  774\n",
            "  776  777  779  780  781  782  783  785  786  788  789  790  791  792\n",
            "  793  795  796  797  799  802  803  804  805  807  808  809  810  811\n",
            "  812  813  814  815  816  817  818  819  821  822  824  825  827  828\n",
            "  829  832  833  835  836  837  838  839  840  841  842  843  844  845\n",
            "  846  847  848  849  850  852  853  854  855  856  857  858  859  860\n",
            "  861  862  863  864  865  866  867  868  869  870  871  873  874  876\n",
            "  877  879  880  881  886  888  889  890  891  892  894  895  896  897\n",
            "  898  899  900  901  902  903  904  906  908  909  910  911  912  913\n",
            "  914  915  917  918  919  920  921  922  923  924  925  926  927  928\n",
            "  929  930  931  932  933  934  936  937  938  940  942  943  944  945\n",
            "  946  947  948  949  950  951  952  953  954  955  956  957  958  959\n",
            "  961  962  964  965  966  967  968  969  970  971  972  973  974  975\n",
            "  976  977  978  979  980  981  982  983  984  987  988  989  990  992\n",
            "  993  994  995  997  998  999 1000 1002 1003 1004 1006 1007 1009 1010\n",
            " 1011 1012 1013 1014 1015 1017 1018 1020 1021 1022 1023 1026 1027 1028\n",
            " 1029 1030 1033 1034 1035 1037 1038 1040 1043 1044 1046 1047 1048 1049\n",
            " 1050 1052 1055 1056 1057 1059 1060 1061 1062 1063 1064 1065 1067 1069\n",
            " 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1082 1083 1084 1085\n",
            " 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1100\n",
            " 1101 1102 1103 1104 1107 1109 1111 1113 1114 1115 1116 1117 1118 1119\n",
            " 1120 1122 1123 1124 1126 1127 1128 1129 1130 1131 1132 1134 1135 1136\n",
            " 1137 1138 1139 1141 1142 1144 1146 1148 1150 1151 1152 1153 1154 1155\n",
            " 1156 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1170] Validation: [   3    8   10   13   52   70   76   77   78   81   86   88   89   95\n",
            "   97  115  120  137  141  144  145  149  151  152  153  161  173  177\n",
            "  179  194  196  204  205  207  208  211  216  220  221  222  227  232\n",
            "  234  236  238  245  268  269  278  282  292  294  301  302  304  310\n",
            "  311  325  329  331  334  343  359  361  363  370  378  384  412  413\n",
            "  418  419  421  422  423  428  431  432  433  448  450  454  455  470\n",
            "  472  486  490  491  492  493  500  502  503  504  506  507  508  509\n",
            "  515  520  533  542  547  559  562  567  571  573  584  589  590  598\n",
            "  601  605  607  608  610  620  624  627  628  636  641  659  660  663\n",
            "  666  677  687  689  692  698  703  704  709  716  718  722  725  726\n",
            "  727  728  733  735  739  740  741  746  749  750  752  755  756  764\n",
            "  765  767  771  772  773  775  778  784  787  794  798  800  801  806\n",
            "  820  823  826  830  831  834  851  872  875  878  882  883  884  885\n",
            "  887  893  905  907  916  935  939  941  960  963  985  986  991  996\n",
            " 1001 1005 1008 1016 1019 1024 1025 1031 1032 1036 1039 1041 1042 1045\n",
            " 1051 1053 1054 1058 1066 1068 1080 1081 1099 1105 1106 1108 1110 1112\n",
            " 1121 1125 1133 1140 1143 1145 1147 1149 1157 1169]\n",
            "Train: [   0    1    2    3    4    5    6    8   10   11   12   13   14   16\n",
            "   17   18   19   20   21   22   23   25   27   30   31   32   33   34\n",
            "   35   36   37   38   39   41   42   43   45   46   47   48   52   54\n",
            "   55   56   58   59   61   62   63   65   67   69   70   71   72   74\n",
            "   75   76   77   78   79   80   81   82   83   84   85   86   87   88\n",
            "   89   92   93   94   95   96   97   98   99  100  102  103  104  105\n",
            "  107  108  109  110  112  115  116  117  118  120  121  122  123  124\n",
            "  126  127  128  129  130  131  136  137  138  139  140  141  142  143\n",
            "  144  145  146  147  148  149  151  152  153  154  155  156  157  159\n",
            "  160  161  162  164  167  168  169  170  171  172  173  174  176  177\n",
            "  178  179  180  181  182  183  184  185  186  187  188  189  192  194\n",
            "  195  196  197  198  199  200  201  202  204  205  206  207  208  211\n",
            "  212  213  214  215  216  217  219  220  221  222  223  224  225  227\n",
            "  228  229  230  231  232  233  234  236  237  238  241  242  244  245\n",
            "  246  247  248  249  250  251  253  254  256  257  258  259  260  261\n",
            "  264  265  266  268  269  270  272  273  275  277  278  279  281  282\n",
            "  284  285  286  287  288  289  291  292  293  294  295  296  297  298\n",
            "  300  301  302  303  304  306  307  309  310  311  313  314  315  316\n",
            "  318  319  320  321  322  323  324  325  326  327  329  330  331  332\n",
            "  333  334  335  336  337  338  339  340  341  342  343  344  345  346\n",
            "  348  349  350  351  353  354  355  356  357  358  359  360  361  362\n",
            "  363  364  365  366  367  368  369  370  371  372  374  376  378  379\n",
            "  380  382  383  384  385  386  388  389  391  393  394  397  398  399\n",
            "  400  401  402  403  406  407  410  411  412  413  414  415  416  418\n",
            "  419  420  421  422  423  424  428  430  431  432  433  434  435  438\n",
            "  440  441  442  443  445  446  448  449  450  452  454  455  460  463\n",
            "  464  465  466  467  468  469  470  471  472  473  474  475  476  477\n",
            "  479  480  481  483  484  485  486  487  489  490  491  492  493  494\n",
            "  495  496  497  498  500  501  502  503  504  505  506  507  508  509\n",
            "  510  511  512  513  514  515  516  517  518  519  520  522  526  527\n",
            "  529  530  531  532  533  534  536  537  538  540  542  543  544  545\n",
            "  546  547  548  549  550  551  552  553  554  555  556  558  559  561\n",
            "  562  565  567  568  569  571  572  573  574  575  576  577  578  579\n",
            "  580  581  582  583  584  585  586  587  588  589  590  591  592  593\n",
            "  594  596  597  598  599  600  601  602  604  605  606  607  608  609\n",
            "  610  611  612  615  616  617  618  619  620  621  622  624  625  626\n",
            "  627  628  629  630  631  632  633  634  636  637  638  639  641  643\n",
            "  644  645  646  647  648  650  654  656  657  658  659  660  662  663\n",
            "  665  666  667  668  671  672  673  674  675  676  677  680  681  682\n",
            "  683  685  687  688  689  690  692  693  694  695  696  698  699  701\n",
            "  703  704  705  706  707  708  709  710  711  712  715  716  717  718\n",
            "  719  720  722  723  724  725  726  727  728  729  732  733  734  735\n",
            "  736  737  739  740  741  742  743  744  745  746  747  749  750  751\n",
            "  752  754  755  756  757  758  762  763  764  765  767  768  769  771\n",
            "  772  773  775  776  777  778  779  780  784  785  786  787  788  789\n",
            "  790  791  792  793  794  795  796  797  798  799  800  801  802  803\n",
            "  804  805  806  807  809  810  811  812  813  814  815  816  817  818\n",
            "  819  820  821  822  823  825  826  827  828  829  830  831  832  834\n",
            "  835  836  837  838  840  841  842  844  845  847  848  849  850  851\n",
            "  852  853  855  856  857  858  859  860  861  863  864  865  866  868\n",
            "  869  871  872  873  874  875  876  877  878  879  880  881  882  883\n",
            "  884  885  886  887  888  889  890  893  894  895  896  897  899  901\n",
            "  902  904  905  906  907  909  910  913  914  915  916  917  921  922\n",
            "  923  924  926  927  928  929  930  932  934  935  936  938  939  940\n",
            "  941  944  945  949  950  951  952  955  956  957  958  959  960  963\n",
            "  964  965  966  967  968  969  970  971  974  975  976  977  978  979\n",
            "  980  982  983  984  985  986  987  988  989  990  991  993  994  995\n",
            "  996  997  998  999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009\n",
            " 1010 1011 1013 1014 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025\n",
            " 1026 1027 1028 1029 1030 1031 1032 1034 1035 1036 1037 1038 1039 1040\n",
            " 1041 1042 1043 1044 1045 1048 1051 1053 1054 1056 1057 1058 1059 1061\n",
            " 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074 1075 1076 1079\n",
            " 1080 1081 1082 1084 1085 1087 1088 1089 1090 1091 1092 1093 1094 1095\n",
            " 1096 1097 1099 1101 1102 1104 1105 1106 1107 1108 1109 1110 1111 1112\n",
            " 1113 1114 1115 1117 1118 1120 1121 1123 1124 1125 1130 1131 1132 1133\n",
            " 1134 1136 1138 1139 1140 1142 1143 1144 1145 1147 1149 1152 1153 1154\n",
            " 1155 1157 1158 1159 1160 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   7    9   15   24   26   28   29   40   44   49   50   51   53   57\n",
            "   60   64   66   68   73   90   91  101  106  111  113  114  119  125\n",
            "  132  133  134  135  150  158  163  165  166  175  190  191  193  203\n",
            "  209  210  218  226  235  239  240  243  252  255  262  263  267  271\n",
            "  274  276  280  283  290  299  305  308  312  317  328  347  352  373\n",
            "  375  377  381  387  390  392  395  396  404  405  408  409  417  425\n",
            "  426  427  429  436  437  439  444  447  451  453  456  457  458  459\n",
            "  461  462  478  482  488  499  521  523  524  525  528  535  539  541\n",
            "  557  560  563  564  566  570  595  603  613  614  623  635  640  642\n",
            "  649  651  652  653  655  661  664  669  670  678  679  684  686  691\n",
            "  697  700  702  713  714  721  730  731  738  748  753  759  760  761\n",
            "  766  770  774  781  782  783  808  824  833  839  843  846  854  862\n",
            "  867  870  891  892  898  900  903  908  911  912  918  919  920  925\n",
            "  931  933  937  942  943  946  947  948  953  954  961  962  972  973\n",
            "  981  992 1012 1015 1033 1046 1047 1049 1050 1052 1055 1060 1062 1063\n",
            " 1077 1078 1083 1086 1098 1100 1103 1116 1119 1122 1126 1127 1128 1129\n",
            " 1135 1137 1141 1146 1148 1150 1151 1156 1161 1162]\n",
            "Train: [   0    1    3    4    6    7    8    9   10   11   12   13   15   16\n",
            "   17   18   19   21   22   23   24   25   26   27   29   30   31   32\n",
            "   33   34   36   37   38   40   41   42   43   44   45   46   47   48\n",
            "   49   50   51   53   55   56   57   58   60   61   62   63   65   66\n",
            "   67   68   69   70   71   72   73   74   75   77   78   80   82   83\n",
            "   84   85   86   87   88   89   90   91   92   93   95   96   97   98\n",
            "   99  102  103  104  105  106  107  108  110  111  112  113  114  115\n",
            "  116  117  118  121  123  125  126  127  128  129  130  132  135  137\n",
            "  138  142  143  144  145  149  150  151  152  153  155  156  157  158\n",
            "  159  160  161  162  163  164  165  166  167  168  169  171  172  174\n",
            "  175  177  178  179  180  181  182  183  184  185  187  188  191  192\n",
            "  193  194  195  196  197  198  199  201  202  203  204  205  206  207\n",
            "  208  209  210  211  212  213  214  215  216  217  218  219  220  221\n",
            "  222  224  225  226  227  228  229  230  231  232  234  235  236  237\n",
            "  238  239  240  242  244  246  247  248  250  252  253  255  256  257\n",
            "  258  259  260  261  263  264  265  266  268  269  270  271  272  274\n",
            "  275  277  278  280  281  282  283  284  285  286  288  289  290  291\n",
            "  292  293  295  296  297  299  300  302  303  304  305  306  307  308\n",
            "  309  310  311  312  313  314  315  317  319  321  322  323  324  325\n",
            "  326  327  328  329  331  333  334  335  336  337  338  339  340  341\n",
            "  342  343  344  345  346  347  348  349  350  351  352  353  356  357\n",
            "  358  359  360  361  363  364  366  367  368  369  370  371  372  373\n",
            "  375  376  378  379  380  381  382  383  384  385  388  389  390  391\n",
            "  394  395  396  397  398  399  400  401  402  404  405  406  407  408\n",
            "  410  411  412  413  414  415  416  417  418  419  421  422  423  424\n",
            "  425  426  427  428  429  430  432  433  434  435  436  438  440  441\n",
            "  443  444  446  449  450  451  452  453  455  456  457  458  459  460\n",
            "  461  462  463  465  466  467  468  471  472  473  474  475  476  478\n",
            "  479  480  481  482  483  484  485  486  487  490  491  492  494  495\n",
            "  496  497  498  499  500  501  502  503  504  505  506  507  508  509\n",
            "  510  511  512  513  514  515  517  519  520  522  523  525  526  527\n",
            "  528  529  530  531  532  534  535  537  538  539  541  542  543  544\n",
            "  546  547  548  549  550  551  552  553  554  555  558  559  561  562\n",
            "  563  564  566  568  569  570  571  572  573  574  575  576  577  578\n",
            "  579  581  583  585  586  587  588  589  590  591  592  594  596  598\n",
            "  599  600  602  603  604  605  606  607  608  609  610  611  612  614\n",
            "  615  616  618  619  620  621  622  623  624  625  626  627  628  630\n",
            "  632  633  634  635  636  637  638  639  640  643  644  645  646  647\n",
            "  648  649  650  652  653  654  655  656  657  658  659  660  662  664\n",
            "  665  666  667  668  669  672  673  674  675  676  677  679  680  681\n",
            "  682  683  684  686  687  688  689  691  692  694  697  698  699  700\n",
            "  701  702  703  705  706  710  711  712  713  714  715  716  718  719\n",
            "  720  721  722  723  724  725  726  728  729  730  731  732  735  737\n",
            "  738  739  740  742  743  744  745  746  752  753  754  755  756  757\n",
            "  758  759  760  761  764  765  767  771  772  773  774  776  777  778\n",
            "  779  780  782  783  784  786  788  789  790  791  792  793  794  795\n",
            "  796  797  798  800  801  802  804  805  806  808  809  810  811  812\n",
            "  813  814  815  816  817  819  820  822  823  825  826  827  828  829\n",
            "  830  831  832  833  834  836  837  838  839  840  841  842  843  844\n",
            "  846  849  850  851  852  853  855  857  858  859  860  861  862  863\n",
            "  864  865  866  867  868  869  870  871  872  874  875  876  878  879\n",
            "  880  881  883  885  886  887  888  889  890  891  895  896  898  899\n",
            "  900  902  903  904  906  907  910  911  913  915  916  917  918  921\n",
            "  922  923  924  925  926  928  929  930  931  932  933  935  937  938\n",
            "  940  941  942  943  945  946  948  949  951  952  953  954  955  956\n",
            "  957  960  961  967  968  969  970  971  972  973  974  976  978  979\n",
            "  980  982  983  984  985  986  988  990  993  995  996  997  999 1002\n",
            " 1003 1005 1006 1007 1008 1009 1010 1012 1013 1014 1015 1016 1017 1018\n",
            " 1019 1020 1021 1022 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033\n",
            " 1034 1035 1036 1039 1040 1042 1043 1044 1046 1047 1048 1052 1053 1054\n",
            " 1055 1056 1057 1059 1060 1062 1063 1064 1065 1066 1067 1068 1071 1072\n",
            " 1073 1074 1076 1077 1078 1079 1081 1082 1083 1084 1085 1087 1089 1090\n",
            " 1091 1092 1093 1094 1096 1097 1098 1099 1100 1101 1103 1104 1105 1106\n",
            " 1107 1108 1109 1110 1111 1112 1114 1115 1116 1118 1121 1122 1123 1124\n",
            " 1125 1126 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139\n",
            " 1140 1141 1142 1143 1144 1147 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1156 1158 1159 1160 1161 1162 1163 1164 1165 1168 1169 1170] Validation: [   2    5   14   20   28   35   39   52   54   59   64   76   79   81\n",
            "   94  100  101  109  119  120  122  124  131  133  134  136  139  140\n",
            "  141  146  147  148  154  170  173  176  186  189  190  200  223  233\n",
            "  241  243  245  249  251  254  262  267  273  276  279  287  294  298\n",
            "  301  316  318  320  330  332  354  355  362  365  374  377  386  387\n",
            "  392  393  403  409  420  431  437  439  442  445  447  448  454  464\n",
            "  469  470  477  488  489  493  516  518  521  524  533  536  540  545\n",
            "  556  557  560  565  567  580  582  584  593  595  597  601  613  617\n",
            "  629  631  641  642  651  661  663  670  671  678  685  690  693  695\n",
            "  696  704  707  708  709  717  727  733  734  736  741  747  748  749\n",
            "  750  751  762  763  766  768  769  770  775  781  785  787  799  803\n",
            "  807  818  821  824  835  845  847  848  854  856  873  877  882  884\n",
            "  892  893  894  897  901  905  908  909  912  914  919  920  927  934\n",
            "  936  939  944  947  950  958  959  962  963  964  965  966  975  977\n",
            "  981  987  989  991  992  994  998 1000 1001 1004 1011 1023 1037 1038\n",
            " 1041 1045 1049 1050 1051 1058 1061 1069 1070 1075 1080 1086 1088 1095\n",
            " 1102 1113 1117 1119 1120 1127 1145 1146 1157 1166 1167]\n",
            "Train: [   0    1    2    3    4    5    7    9   12   13   14   18   19   20\n",
            "   21   22   24   25   26   27   28   31   32   33   35   36   39   40\n",
            "   41   42   44   45   46   47   48   49   50   51   52   54   55   57\n",
            "   59   60   62   63   64   65   66   67   70   71   72   73   74   75\n",
            "   76   77   78   79   81   82   84   85   86   87   91   92   94   95\n",
            "   96   97  100  101  102  103  104  105  106  107  108  109  110  112\n",
            "  113  114  115  116  119  120  121  122  123  124  128  130  131  132\n",
            "  133  134  135  136  137  138  139  140  141  142  143  144  145  146\n",
            "  147  148  150  151  152  153  154  155  156  157  158  159  162  163\n",
            "  164  165  166  167  168  169  170  171  172  173  174  175  176  179\n",
            "  180  181  182  183  184  186  187  189  190  191  192  193  194  195\n",
            "  197  198  199  200  202  203  204  205  206  207  208  209  210  211\n",
            "  212  213  215  216  217  218  219  223  226  227  228  229  231  232\n",
            "  233  234  235  236  238  239  241  242  243  244  245  246  247  249\n",
            "  250  251  252  254  255  256  260  261  262  264  265  267  268  269\n",
            "  271  272  273  276  277  278  279  281  283  287  289  290  291  292\n",
            "  293  294  297  298  299  300  301  303  304  305  306  307  308  309\n",
            "  310  311  312  313  316  317  318  319  320  321  322  323  324  325\n",
            "  326  327  328  329  330  332  333  334  335  338  339  341  342  345\n",
            "  346  347  348  349  350  351  352  353  354  355  356  357  358  359\n",
            "  361  362  363  364  365  367  368  369  370  372  373  374  375  377\n",
            "  378  379  380  382  383  384  385  386  387  388  391  392  393  396\n",
            "  398  399  400  401  402  403  404  405  406  408  409  411  412  413\n",
            "  414  415  416  418  420  421  422  424  427  428  429  431  432  433\n",
            "  434  435  436  437  438  439  440  441  442  443  444  445  447  448\n",
            "  449  452  453  454  457  458  459  460  461  463  464  465  466  468\n",
            "  469  470  471  472  473  475  476  477  478  479  480  481  483  484\n",
            "  486  487  488  489  490  491  492  493  495  496  497  498  499  503\n",
            "  505  508  509  510  511  512  514  515  516  518  520  521  522  524\n",
            "  525  526  527  528  529  530  531  532  533  534  536  537  538  539\n",
            "  540  542  543  544  545  547  549  550  551  552  554  555  556  557\n",
            "  558  559  560  561  563  565  567  568  570  571  572  573  574  575\n",
            "  576  578  579  580  581  582  583  584  585  586  587  588  590  592\n",
            "  593  595  596  597  598  599  601  602  603  604  605  606  607  608\n",
            "  611  612  613  615  616  617  618  619  622  623  624  626  627  628\n",
            "  629  630  631  632  633  634  635  638  639  640  641  642  643  645\n",
            "  646  647  649  650  651  652  653  654  655  656  657  658  660  661\n",
            "  662  663  665  667  668  669  670  671  673  674  675  677  678  679\n",
            "  680  681  682  683  684  685  686  687  688  690  691  692  693  694\n",
            "  695  696  697  698  700  701  704  705  706  707  708  709  710  711\n",
            "  713  714  715  716  717  718  719  720  724  725  726  727  728  729\n",
            "  730  731  732  733  734  735  736  737  740  741  743  744  745  746\n",
            "  747  748  749  750  751  752  753  754  755  756  757  758  759  760\n",
            "  761  762  763  764  766  767  768  769  770  771  773  774  775  776\n",
            "  777  778  779  780  781  782  783  784  785  786  787  788  789  791\n",
            "  792  793  794  795  796  797  798  799  800  801  802  803  804  805\n",
            "  806  807  808  809  810  811  814  815  816  817  818  819  820  821\n",
            "  822  823  824  826  828  829  830  832  833  834  835  836  839  840\n",
            "  841  842  844  845  846  847  848  849  850  851  853  854  855  856\n",
            "  857  858  860  861  863  864  865  866  867  868  870  871  872  873\n",
            "  874  875  876  877  878  882  883  884  887  888  889  890  891  892\n",
            "  893  894  895  896  897  899  901  903  904  905  907  908  909  910\n",
            "  911  912  913  914  916  918  919  920  921  922  923  924  925  926\n",
            "  927  928  929  932  933  934  935  936  938  939  940  943  944  945\n",
            "  947  948  949  950  951  953  954  956  957  958  959  960  961  962\n",
            "  963  964  965  966  968  969  970  972  973  974  975  977  979  980\n",
            "  981  982  983  984  985  987  988  989  990  991  992  994  995  996\n",
            "  998 1000 1001 1002 1003 1004 1007 1008 1009 1010 1011 1012 1013 1014\n",
            " 1015 1017 1018 1019 1020 1021 1023 1024 1025 1026 1028 1029 1031 1032\n",
            " 1033 1034 1035 1036 1037 1038 1039 1041 1043 1044 1045 1048 1049 1050\n",
            " 1051 1054 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1068\n",
            " 1069 1070 1071 1072 1073 1075 1076 1078 1079 1080 1082 1083 1084 1085\n",
            " 1086 1087 1088 1089 1091 1092 1093 1094 1095 1096 1097 1099 1100 1101\n",
            " 1102 1103 1104 1105 1106 1107 1108 1109 1110 1113 1114 1115 1116 1117\n",
            " 1119 1120 1121 1122 1123 1125 1126 1127 1128 1129 1130 1131 1133 1135\n",
            " 1136 1137 1139 1140 1141 1142 1143 1144 1145 1146 1150 1151 1152 1153\n",
            " 1154 1156 1157 1158 1159 1160 1161 1163 1165 1166 1167 1168 1170] Validation: [   6    8   10   11   15   16   17   23   29   30   34   37   38   43\n",
            "   53   56   58   61   68   69   80   83   88   89   90   93   98   99\n",
            "  111  117  118  125  126  127  129  149  160  161  177  178  185  188\n",
            "  196  201  214  220  221  222  224  225  230  237  240  248  253  257\n",
            "  258  259  263  266  270  274  275  280  282  284  285  286  288  295\n",
            "  296  302  314  315  331  336  337  340  343  344  360  366  371  376\n",
            "  381  389  390  394  395  397  407  410  417  419  423  425  426  430\n",
            "  446  450  451  455  456  462  467  474  482  485  494  500  501  502\n",
            "  504  506  507  513  517  519  523  535  541  546  548  553  562  564\n",
            "  566  569  577  589  591  594  600  609  610  614  620  621  625  636\n",
            "  637  644  648  659  664  666  672  676  689  699  702  703  712  721\n",
            "  722  723  738  739  742  765  772  790  812  813  825  827  831  837\n",
            "  838  843  852  859  862  869  879  880  881  885  886  898  900  902\n",
            "  906  915  917  930  931  937  941  942  946  952  955  967  971  976\n",
            "  978  986  993  997  999 1005 1006 1016 1022 1027 1030 1040 1042 1046\n",
            " 1047 1052 1053 1055 1067 1074 1077 1081 1090 1098 1111 1112 1118 1124\n",
            " 1132 1134 1138 1147 1148 1149 1155 1162 1164 1169]\n",
            "Train: [   0    2    3    4    5    6    7    8    9   10   11   13   14   15\n",
            "   16   17   18   19   20   21   22   23   24   25   26   28   29   30\n",
            "   31   33   34   35   37   38   39   41   43   44   45   47   49   50\n",
            "   51   52   53   54   56   58   59   60   61   62   64   65   66   67\n",
            "   68   69   70   72   76   79   80   81   83   86   88   89   90   91\n",
            "   92   93   94   95   97   98   99  100  101  102  103  104  105  106\n",
            "  107  108  109  110  111  112  113  114  115  116  117  118  119  120\n",
            "  122  123  124  125  126  127  128  129  130  131  133  134  135  136\n",
            "  137  138  139  140  141  142  143  144  145  146  147  148  149  150\n",
            "  151  153  154  155  159  160  161  162  164  165  166  167  168  170\n",
            "  172  173  174  175  176  177  178  180  181  183  184  185  186  188\n",
            "  189  190  191  192  193  195  196  197  198  199  200  201  202  203\n",
            "  204  205  206  207  210  211  212  213  214  215  217  219  220  221\n",
            "  222  223  224  225  226  227  230  231  232  233  236  237  239  240\n",
            "  241  243  244  245  246  247  248  249  251  252  253  254  255  256\n",
            "  257  258  259  261  262  263  266  267  268  269  270  271  272  273\n",
            "  274  275  276  277  279  280  281  282  283  284  285  286  287  288\n",
            "  289  290  293  294  295  296  298  299  300  301  302  303  304  305\n",
            "  306  308  309  310  311  312  314  315  316  318  320  321  322  323\n",
            "  324  325  326  327  328  330  331  332  335  336  337  338  340  341\n",
            "  343  344  346  347  348  349  350  351  354  355  358  360  362  363\n",
            "  365  366  367  371  372  373  374  376  377  378  379  380  381  382\n",
            "  383  385  386  387  388  389  390  391  392  393  394  395  396  397\n",
            "  398  402  403  405  406  407  408  409  410  411  413  415  416  417\n",
            "  418  419  420  421  422  423  424  425  426  427  429  430  431  432\n",
            "  433  435  436  437  439  441  442  443  444  445  446  447  448  449\n",
            "  450  451  452  453  454  455  456  460  461  462  463  464  466  467\n",
            "  469  470  471  473  474  475  476  477  478  479  480  481  482  483\n",
            "  484  485  487  488  489  491  492  493  494  495  496  497  499  500\n",
            "  501  502  504  505  506  507  508  513  514  516  517  518  519  520\n",
            "  521  522  523  524  525  526  527  529  533  534  535  536  537  538\n",
            "  539  540  541  542  543  544  545  546  548  550  551  553  555  556\n",
            "  557  558  560  561  562  563  564  565  566  567  569  571  572  573\n",
            "  576  577  578  579  580  582  583  584  585  586  587  588  589  590\n",
            "  591  592  593  594  595  596  597  600  601  603  604  605  606  607\n",
            "  609  610  611  612  613  614  615  616  617  618  619  620  621  622\n",
            "  623  625  627  628  629  630  631  632  633  634  635  636  637  639\n",
            "  640  641  642  643  644  646  647  648  649  650  651  653  654  655\n",
            "  657  658  659  661  662  663  664  666  667  668  670  671  672  674\n",
            "  675  676  677  678  679  680  681  683  684  685  687  689  690  691\n",
            "  692  693  694  695  696  697  699  702  703  704  706  707  708  709\n",
            "  710  712  713  714  715  716  717  720  721  722  723  724  725  727\n",
            "  728  729  731  733  734  736  737  738  739  740  741  742  743  745\n",
            "  746  747  748  749  750  751  753  754  755  756  757  758  759  762\n",
            "  763  765  766  768  769  770  772  774  775  777  779  780  781  782\n",
            "  784  785  787  788  789  790  791  794  795  798  799  800  801  803\n",
            "  804  806  807  808  812  813  814  815  817  818  819  820  821  823\n",
            "  824  825  826  827  829  830  831  833  835  836  837  838  839  840\n",
            "  841  842  843  844  845  846  847  848  851  852  854  855  856  858\n",
            "  859  860  861  862  863  866  867  868  869  871  872  873  874  875\n",
            "  876  877  878  879  880  881  882  883  884  885  886  887  890  891\n",
            "  892  893  894  895  896  897  898  899  900  901  902  903  905  906\n",
            "  907  908  909  910  911  912  913  914  915  916  917  918  919  920\n",
            "  921  922  924  925  926  927  928  929  930  931  932  933  934  936\n",
            "  937  938  939  940  941  942  943  944  945  946  947  948  949  950\n",
            "  952  954  955  958  959  961  962  963  964  965  966  967  968  969\n",
            "  970  971  974  975  976  977  978  979  980  981  982  983  984  985\n",
            "  986  987  989  991  992  993  994  995  996  997  998  999 1000 1001\n",
            " 1002 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016\n",
            " 1018 1020 1021 1022 1023 1025 1026 1027 1028 1029 1030 1031 1032 1036\n",
            " 1037 1038 1039 1040 1041 1042 1045 1046 1047 1048 1049 1050 1051 1052\n",
            " 1053 1055 1058 1059 1061 1063 1065 1067 1068 1069 1070 1071 1073 1074\n",
            " 1075 1076 1077 1080 1081 1082 1083 1084 1085 1086 1087 1088 1089 1090\n",
            " 1092 1095 1096 1098 1099 1102 1105 1106 1107 1108 1109 1111 1112 1113\n",
            " 1115 1116 1117 1118 1119 1120 1123 1124 1127 1129 1130 1131 1132 1133\n",
            " 1134 1136 1138 1139 1141 1142 1143 1145 1146 1147 1148 1149 1150 1152\n",
            " 1154 1155 1157 1159 1161 1162 1163 1164 1166 1167 1168 1169 1170] Validation: [   1   12   27   32   36   40   42   46   48   55   57   63   71   73\n",
            "   74   75   77   78   82   84   85   87   96  121  132  152  156  157\n",
            "  158  163  169  171  179  182  187  194  208  209  216  218  228  229\n",
            "  234  235  238  242  250  260  264  265  278  291  292  297  307  313\n",
            "  317  319  329  333  334  339  342  345  352  353  356  357  359  361\n",
            "  364  368  369  370  375  384  399  400  401  404  412  414  428  434\n",
            "  438  440  457  458  459  465  468  472  486  490  498  503  509  510\n",
            "  511  512  515  528  530  531  532  547  549  552  554  559  568  570\n",
            "  574  575  581  598  599  602  608  624  626  638  645  652  656  660\n",
            "  665  669  673  682  686  688  698  700  701  705  711  718  719  726\n",
            "  730  732  735  744  752  760  761  764  767  771  773  776  778  783\n",
            "  786  792  793  796  797  802  805  809  810  811  816  822  828  832\n",
            "  834  849  850  853  857  864  865  870  888  889  904  923  935  951\n",
            "  953  956  957  960  972  973  988  990 1003 1017 1019 1024 1033 1034\n",
            " 1035 1043 1044 1054 1056 1057 1060 1062 1064 1066 1072 1078 1079 1091\n",
            " 1093 1094 1097 1100 1101 1103 1104 1110 1114 1121 1122 1125 1126 1128\n",
            " 1135 1137 1140 1144 1151 1153 1156 1158 1160 1165]\n",
            "Train: [   0    1    2    3    5    6    8    9   10   11   12   13   14   15\n",
            "   16   17   20   21   23   25   26   27   28   29   30   31   32   33\n",
            "   34   35   36   37   38   39   40   42   43   44   46   47   48   50\n",
            "   51   52   53   54   55   56   57   58   59   60   61   63   64   66\n",
            "   68   69   70   71   72   73   74   75   76   77   78   79   80   81\n",
            "   82   83   84   85   86   87   88   89   90   92   93   94   95   96\n",
            "   97   98   99  100  101  102  106  107  108  109  111  112  113  115\n",
            "  117  118  119  120  121  122  123  124  125  126  127  129  130  131\n",
            "  132  133  134  135  136  137  138  139  140  141  143  144  145  146\n",
            "  147  148  149  150  151  152  153  154  156  157  158  160  161  162\n",
            "  163  164  165  169  170  171  172  173  174  175  176  177  178  179\n",
            "  182  184  185  186  187  188  189  190  191  193  194  195  196  197\n",
            "  198  199  200  201  202  205  206  208  209  210  214  216  217  218\n",
            "  220  221  222  223  224  225  228  229  230  231  232  233  234  235\n",
            "  236  237  238  239  240  241  242  243  244  245  248  249  250  251\n",
            "  252  253  254  257  258  259  260  262  263  264  265  266  267  268\n",
            "  269  270  273  274  275  276  278  279  280  282  284  285  286  287\n",
            "  288  289  291  292  293  294  295  296  297  298  300  301  302  304\n",
            "  306  307  311  312  313  314  315  316  317  318  319  320  323  324\n",
            "  326  327  329  330  331  332  333  334  336  337  339  340  341  342\n",
            "  343  344  345  346  347  348  349  352  353  354  355  356  357  358\n",
            "  359  360  361  362  363  364  365  366  368  369  370  371  373  374\n",
            "  375  376  377  378  380  381  384  386  387  389  390  392  393  394\n",
            "  395  397  398  399  400  401  402  403  404  405  407  408  409  410\n",
            "  411  412  414  415  417  418  419  420  422  423  424  425  426  428\n",
            "  429  430  431  432  433  434  435  436  437  438  439  440  442  443\n",
            "  445  446  447  448  449  450  451  454  455  456  457  458  459  462\n",
            "  463  464  465  466  467  468  469  470  471  472  473  474  475  477\n",
            "  478  481  482  484  485  486  487  488  489  490  493  494  497  498\n",
            "  499  500  501  502  503  504  506  507  509  510  511  512  513  515\n",
            "  516  517  518  519  521  522  523  524  527  528  530  531  532  533\n",
            "  534  535  536  537  539  540  541  545  546  547  548  549  550  552\n",
            "  553  554  556  557  559  560  561  562  564  565  566  567  568  569\n",
            "  570  571  572  573  574  575  577  578  579  580  581  582  583  584\n",
            "  587  589  590  591  593  594  595  597  598  599  600  601  602  605\n",
            "  608  609  610  612  613  614  617  619  620  621  624  625  626  628\n",
            "  629  631  632  634  636  637  638  639  640  641  642  643  644  645\n",
            "  646  648  649  650  651  652  655  656  657  658  659  660  661  662\n",
            "  663  664  665  666  669  670  671  672  673  675  676  678  679  682\n",
            "  684  685  686  688  689  690  692  693  695  696  697  698  699  700\n",
            "  701  702  703  704  705  707  708  709  711  712  713  716  717  718\n",
            "  719  721  722  723  724  726  727  728  729  730  731  732  733  734\n",
            "  735  736  737  738  739  740  741  742  743  744  746  747  748  749\n",
            "  750  751  752  755  760  761  762  763  764  765  766  767  768  769\n",
            "  770  771  772  773  775  776  778  780  781  782  783  784  785  786\n",
            "  787  789  790  791  792  793  795  796  797  798  799  801  802  803\n",
            "  805  807  809  810  811  812  813  815  816  818  821  822  823  824\n",
            "  825  827  828  829  831  832  833  834  835  836  837  838  839  840\n",
            "  842  843  845  847  848  849  850  852  853  854  855  856  857  859\n",
            "  862  864  865  866  869  870  872  873  874  877  879  880  881  882\n",
            "  883  884  885  886  887  888  889  891  892  893  894  897  898  900\n",
            "  901  902  903  904  905  906  907  908  909  912  914  915  916  917\n",
            "  919  920  922  923  924  925  926  927  930  931  932  934  935  936\n",
            "  937  938  939  941  942  944  945  946  947  948  950  951  952  953\n",
            "  955  956  957  958  959  960  961  962  963  964  965  966  967  969\n",
            "  970  971  972  973  974  975  976  977  978  981  982  983  984  985\n",
            "  986  987  988  989  990  991  992  993  994  996  997  998  999 1000\n",
            " 1001 1002 1003 1004 1005 1006 1007 1008 1009 1011 1014 1015 1016 1017\n",
            " 1019 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1032 1033 1034\n",
            " 1035 1037 1038 1040 1041 1042 1043 1044 1045 1046 1047 1048 1049 1050\n",
            " 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1064 1066\n",
            " 1067 1069 1070 1071 1072 1073 1074 1075 1077 1078 1079 1080 1081 1082\n",
            " 1083 1084 1086 1088 1090 1091 1093 1094 1095 1096 1097 1098 1099 1100\n",
            " 1101 1102 1103 1104 1108 1110 1111 1112 1113 1114 1117 1118 1119 1120\n",
            " 1121 1122 1123 1124 1125 1126 1127 1128 1130 1131 1132 1134 1135 1136\n",
            " 1137 1138 1139 1140 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153\n",
            " 1154 1155 1156 1157 1158 1160 1162 1164 1165 1166 1167 1169 1170] Validation: [   4    7   18   19   22   24   41   45   49   62   65   67   91  103\n",
            "  104  105  110  114  116  128  142  155  159  166  167  168  180  181\n",
            "  183  192  203  204  207  211  212  213  215  219  226  227  246  247\n",
            "  255  256  261  271  272  277  281  283  290  299  303  305  308  309\n",
            "  310  321  322  325  328  335  338  350  351  367  372  379  382  383\n",
            "  385  388  391  396  406  413  416  421  427  441  444  452  453  460\n",
            "  461  476  479  480  483  491  492  495  496  505  508  514  520  525\n",
            "  526  529  538  542  543  544  551  555  558  563  576  585  586  588\n",
            "  592  596  603  604  606  607  611  615  616  618  622  623  627  630\n",
            "  633  635  647  653  654  667  668  674  677  680  681  683  687  691\n",
            "  694  706  710  714  715  720  725  745  753  754  756  757  758  759\n",
            "  774  777  779  788  794  800  804  806  808  814  817  819  820  826\n",
            "  830  841  844  846  851  858  860  861  863  867  868  871  875  876\n",
            "  878  890  895  896  899  910  911  913  918  921  928  929  933  940\n",
            "  943  949  954  968  979  980  995 1010 1012 1013 1018 1020 1031 1036\n",
            " 1039 1063 1065 1068 1076 1085 1087 1089 1092 1105 1106 1107 1109 1115\n",
            " 1116 1129 1133 1141 1142 1143 1159 1161 1163 1168]\n",
            "Train: [   1    2    4    5    6    7    8   10   11   12   14   15   16   17\n",
            "   18   19   20   22   23   24   27   28   29   30   32   34   35   36\n",
            "   37   38   39   40   41   42   43   45   46   48   49   52   53   54\n",
            "   55   56   57   58   59   61   62   63   64   65   67   68   69   71\n",
            "   73   74   75   76   77   78   79   80   81   82   83   84   85   87\n",
            "   88   89   90   91   93   94   96   98   99  100  101  103  104  105\n",
            "  109  110  111  114  116  117  118  119  120  121  122  124  125  126\n",
            "  127  128  129  131  132  133  134  136  139  140  141  142  146  147\n",
            "  148  149  152  154  155  156  157  158  159  160  161  163  166  167\n",
            "  168  169  170  171  173  176  177  178  179  180  181  182  183  185\n",
            "  186  187  188  189  190  192  194  196  200  201  203  204  207  208\n",
            "  209  211  212  213  214  215  216  218  219  220  221  222  223  224\n",
            "  225  226  227  228  229  230  233  234  235  237  238  240  241  242\n",
            "  243  245  246  247  248  249  250  251  253  254  255  256  257  258\n",
            "  259  260  261  262  263  264  265  266  267  270  271  272  273  274\n",
            "  275  276  277  278  279  280  281  282  283  284  285  286  287  288\n",
            "  290  291  292  294  295  296  297  298  299  301  302  303  305  307\n",
            "  308  309  310  313  314  315  316  317  318  319  320  321  322  325\n",
            "  328  329  330  331  332  333  334  335  336  337  338  339  340  342\n",
            "  343  344  345  350  351  352  353  354  355  356  357  359  360  361\n",
            "  362  364  365  366  367  368  369  370  371  372  374  375  376  377\n",
            "  379  381  382  383  384  385  386  387  388  389  390  391  392  393\n",
            "  394  395  396  397  399  400  401  403  404  406  407  409  410  412\n",
            "  413  414  416  417  419  420  421  423  425  426  427  428  430  431\n",
            "  434  437  438  439  440  441  442  444  445  446  447  448  450  451\n",
            "  452  453  454  455  456  457  458  459  460  461  462  464  465  467\n",
            "  468  469  470  472  474  476  477  479  480  482  483  485  486  488\n",
            "  489  490  491  492  493  494  495  496  498  500  501  502  503  504\n",
            "  505  506  507  508  509  510  511  512  513  514  515  516  517  518\n",
            "  519  520  521  523  524  525  526  528  529  530  531  532  533  535\n",
            "  536  538  540  541  542  543  544  545  546  547  548  549  551  552\n",
            "  553  554  555  556  557  558  559  560  562  563  564  565  566  567\n",
            "  568  569  570  574  575  576  577  580  581  582  584  585  586  588\n",
            "  589  591  592  593  594  595  596  597  598  599  600  601  602  603\n",
            "  604  606  607  608  609  610  611  613  614  615  616  617  618  620\n",
            "  621  622  623  624  625  626  627  629  630  631  633  635  636  637\n",
            "  638  641  642  644  645  647  648  651  652  653  654  656  659  660\n",
            "  661  663  664  665  666  667  668  669  670  671  672  673  674  676\n",
            "  677  678  680  681  682  683  685  686  687  688  689  690  691  693\n",
            "  694  695  696  698  699  700  701  702  703  704  705  706  707  708\n",
            "  709  710  711  712  714  715  717  718  719  720  721  722  723  725\n",
            "  726  727  730  732  733  734  735  736  738  739  741  742  744  745\n",
            "  747  748  749  750  751  752  753  754  756  757  758  759  760  761\n",
            "  762  763  764  765  766  767  768  769  770  771  772  773  774  775\n",
            "  776  777  778  779  781  783  785  786  787  788  790  792  793  794\n",
            "  796  797  799  800  802  803  804  805  806  807  808  809  810  811\n",
            "  812  813  814  816  817  818  819  820  821  822  824  825  826  827\n",
            "  828  830  831  832  834  835  837  838  841  843  844  845  846  847\n",
            "  848  849  850  851  852  853  854  856  857  858  859  860  861  862\n",
            "  863  864  865  867  868  869  870  871  873  875  876  877  878  879\n",
            "  880  881  882  884  885  886  888  889  890  892  893  894  895  896\n",
            "  897  898  899  900  901  902  904  905  906  908  909  910  911  912\n",
            "  913  914  915  917  918  919  920  921  923  927  928  929  930  931\n",
            "  933  934  935  936  937  939  940  941  942  943  944  946  947  949\n",
            "  950  951  952  953  954  955  956  957  958  959  960  962  963  964\n",
            "  965  966  967  968  971  972  973  975  976  977  978  979  980  981\n",
            "  986  987  988  989  990  991  992  993  994  995  997  998  999 1000\n",
            " 1001 1003 1004 1005 1006 1010 1011 1012 1013 1016 1017 1018 1019 1020\n",
            " 1022 1023 1024 1027 1030 1031 1033 1034 1035 1036 1037 1038 1039 1040\n",
            " 1041 1042 1043 1044 1045 1046 1047 1049 1050 1051 1052 1053 1054 1055\n",
            " 1056 1057 1058 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070\n",
            " 1072 1074 1075 1076 1077 1078 1079 1080 1081 1085 1086 1087 1088 1089\n",
            " 1090 1091 1092 1093 1094 1095 1097 1098 1100 1101 1102 1103 1104 1105\n",
            " 1106 1107 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120\n",
            " 1121 1122 1124 1125 1126 1127 1128 1129 1132 1133 1134 1135 1137 1138\n",
            " 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1151 1153 1155 1156\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169] Validation: [   0    3    9   13   21   25   26   31   33   44   47   50   51   60\n",
            "   66   70   72   86   92   95   97  102  106  107  108  112  113  115\n",
            "  123  130  135  137  138  143  144  145  150  151  153  162  164  165\n",
            "  172  174  175  184  191  193  195  197  198  199  202  205  206  210\n",
            "  217  231  232  236  239  244  252  268  269  289  293  300  304  306\n",
            "  311  312  323  324  326  327  341  346  347  348  349  358  363  373\n",
            "  378  380  398  402  405  408  411  415  418  422  424  429  432  433\n",
            "  435  436  443  449  463  466  471  473  475  478  481  484  487  497\n",
            "  499  522  527  534  537  539  550  561  571  572  573  578  579  583\n",
            "  587  590  605  612  619  628  632  634  639  640  643  646  649  650\n",
            "  655  657  658  662  675  679  684  692  697  713  716  724  728  729\n",
            "  731  737  740  743  746  755  780  782  784  789  791  795  798  801\n",
            "  815  823  829  833  836  839  840  842  855  866  872  874  883  887\n",
            "  891  903  907  916  922  924  925  926  932  938  945  948  961  969\n",
            "  970  974  982  983  984  985  996 1002 1007 1008 1009 1014 1015 1021\n",
            " 1025 1026 1028 1029 1032 1048 1059 1071 1073 1082 1083 1084 1096 1099\n",
            " 1108 1123 1130 1131 1136 1139 1150 1152 1154 1170]\n",
            "Train: [   0    3    4    6    7    8   10   11   12   13   14   15   16   18\n",
            "   19   20   22   24   25   27   28   29   30   31   32   33   35   36\n",
            "   37   38   39   40   41   42   44   45   46   48   49   50   51   53\n",
            "   54   55   56   57   58   61   62   64   65   66   68   69   70   71\n",
            "   72   73   74   75   76   77   79   80   81   82   83   84   85   88\n",
            "   89   90   91   92   94   95   96   97   98   99  100  103  104  105\n",
            "  106  107  108  109  110  111  112  113  114  115  116  117  118  119\n",
            "  120  123  124  125  126  128  129  130  132  133  134  135  136  137\n",
            "  139  141  143  145  146  147  148  149  151  152  153  154  155  156\n",
            "  157  158  159  160  161  162  163  164  165  166  167  169  170  171\n",
            "  173  174  175  177  179  180  181  182  183  184  185  186  187  188\n",
            "  189  190  191  192  194  197  198  200  201  202  203  204  207  209\n",
            "  210  211  213  216  217  220  221  222  223  224  225  226  227  228\n",
            "  229  230  231  232  234  236  238  239  240  242  243  244  245  246\n",
            "  248  249  250  253  254  255  257  259  260  261  262  263  266  267\n",
            "  268  269  270  272  273  274  276  278  279  281  282  283  284  285\n",
            "  286  287  288  289  291  292  293  294  295  296  297  298  299  300\n",
            "  301  302  303  304  305  307  308  309  311  312  314  315  316  317\n",
            "  318  319  321  322  323  324  325  326  327  328  329  330  331  332\n",
            "  333  335  336  337  338  340  341  342  344  345  346  347  348  349\n",
            "  350  351  352  353  354  355  357  358  359  362  363  365  366  367\n",
            "  368  371  373  375  376  377  380  381  382  384  385  387  388  389\n",
            "  390  394  395  396  397  398  399  400  401  402  403  404  405  406\n",
            "  407  409  410  411  412  414  415  416  417  418  419  420  421  423\n",
            "  425  426  427  428  429  430  431  432  433  434  435  436  437  438\n",
            "  439  441  443  444  445  446  449  451  452  454  455  456  457  460\n",
            "  461  462  463  464  465  466  467  468  469  471  472  473  474  475\n",
            "  476  477  478  479  480  481  483  484  485  487  488  489  490  491\n",
            "  493  496  497  498  499  500  501  503  504  507  508  509  511  512\n",
            "  514  515  516  517  518  519  520  521  522  523  524  525  526  527\n",
            "  529  530  533  534  535  536  537  539  540  542  543  544  545  546\n",
            "  547  548  550  551  552  554  555  556  557  558  559  560  561  562\n",
            "  563  564  565  566  567  568  570  573  575  576  577  578  579  580\n",
            "  581  582  583  584  585  586  588  589  590  591  592  593  594  595\n",
            "  596  597  598  599  600  601  602  605  607  608  611  612  613  614\n",
            "  615  616  617  618  619  620  621  622  623  624  625  626  627  628\n",
            "  629  630  631  632  633  634  637  638  640  641  642  643  644  645\n",
            "  646  647  648  649  652  654  655  656  657  658  659  660  661  662\n",
            "  663  664  665  667  668  669  670  671  673  674  675  676  677  678\n",
            "  679  680  681  682  683  685  686  687  688  689  690  691  693  694\n",
            "  695  696  701  702  704  706  707  708  709  710  713  716  718  720\n",
            "  722  723  724  725  726  727  729  731  732  735  737  738  739  740\n",
            "  741  744  745  747  748  749  750  751  752  753  754  755  756  757\n",
            "  759  760  762  763  764  765  768  769  770  772  773  775  777  778\n",
            "  779  782  783  784  785  786  788  790  791  792  793  794  795  796\n",
            "  797  799  800  801  802  805  807  808  809  810  811  812  813  814\n",
            "  815  817  818  819  820  821  823  824  825  827  828  829  830  831\n",
            "  832  833  834  835  836  837  838  839  840  841  842  843  844  846\n",
            "  847  848  849  850  851  852  854  855  856  857  858  859  860  861\n",
            "  862  863  864  865  866  867  868  869  870  871  872  873  874  875\n",
            "  876  877  878  879  880  881  884  886  887  889  890  891  893  894\n",
            "  895  896  897  899  900  901  902  903  905  906  907  908  909  911\n",
            "  912  913  914  915  916  917  918  919  921  923  925  926  927  928\n",
            "  929  930  932  933  934  936  937  938  939  940  941  942  943  944\n",
            "  946  948  949  950  951  952  953  955  956  957  958  959  960  961\n",
            "  963  964  965  966  967  968  969  971  972  973  974  975  976  978\n",
            "  979  980  981  982  983  984  985  987  988  989  990  991  993  995\n",
            "  996  997  998  999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1009\n",
            " 1011 1012 1014 1015 1016 1017 1018 1019 1020 1021 1022 1023 1024 1025\n",
            " 1026 1027 1028 1030 1031 1033 1035 1036 1037 1039 1041 1042 1044 1045\n",
            " 1046 1047 1048 1049 1052 1053 1055 1056 1057 1059 1061 1063 1064 1066\n",
            " 1067 1068 1069 1070 1071 1072 1073 1075 1076 1077 1078 1080 1081 1082\n",
            " 1083 1084 1085 1086 1088 1089 1090 1092 1093 1094 1095 1096 1097 1099\n",
            " 1101 1102 1103 1105 1107 1108 1109 1111 1112 1113 1114 1116 1117 1118\n",
            " 1119 1120 1121 1122 1124 1125 1127 1128 1129 1134 1136 1138 1139 1140\n",
            " 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1153 1154 1155\n",
            " 1156 1157 1158 1160 1161 1162 1163 1164 1166 1167 1168 1169] Validation: [   1    2    5    9   17   21   23   26   34   43   47   52   59   60\n",
            "   63   67   78   86   87   93  101  102  121  122  127  131  138  140\n",
            "  142  144  150  168  172  176  178  193  195  196  199  205  206  208\n",
            "  212  214  215  218  219  233  235  237  241  247  251  252  256  258\n",
            "  264  265  271  275  277  280  290  306  310  313  320  334  339  343\n",
            "  356  360  361  364  369  370  372  374  378  379  383  386  391  392\n",
            "  393  408  413  422  424  440  442  447  448  450  453  458  459  470\n",
            "  482  486  492  494  495  502  505  506  510  513  528  531  532  538\n",
            "  541  549  553  569  571  572  574  587  603  604  606  609  610  635\n",
            "  636  639  650  651  653  666  672  684  692  697  698  699  700  703\n",
            "  705  711  712  714  715  717  719  721  728  730  733  734  736  742\n",
            "  743  746  758  761  766  767  771  774  776  780  781  787  789  798\n",
            "  803  804  806  816  822  826  845  853  882  883  885  888  892  898\n",
            "  904  910  920  922  924  931  935  945  947  954  962  970  977  986\n",
            "  992  994 1010 1013 1029 1032 1034 1038 1040 1043 1050 1051 1054 1058\n",
            " 1060 1062 1065 1074 1079 1087 1091 1098 1100 1104 1106 1110 1115 1123\n",
            " 1126 1130 1131 1132 1133 1135 1137 1152 1159 1165 1170]\n",
            "Train: [   0    1    2    5    6    7    9   10   11   12   13   14   16   17\n",
            "   18   19   20   21   23   25   26   27   28   30   32   33   34   36\n",
            "   37   38   41   42   43   45   46   47   48   49   51   52   53   54\n",
            "   56   58   59   60   61   62   63   64   65   66   67   70   71   72\n",
            "   73   74   76   77   78   79   80   81   82   83   84   85   86   87\n",
            "   88   89   90   91   93   95   99  101  102  103  104  105  107  109\n",
            "  110  111  112  113  115  116  117  119  120  121  122  123  124  125\n",
            "  126  127  128  129  130  131  132  133  134  135  137  138  139  140\n",
            "  141  142  143  144  145  146  147  148  149  150  151  152  153  154\n",
            "  155  156  157  160  161  162  163  164  166  167  168  169  170  171\n",
            "  172  174  175  176  178  180  182  183  185  186  191  193  194  195\n",
            "  196  197  199  200  202  203  204  205  206  208  210  212  214  215\n",
            "  218  219  221  223  224  226  227  229  230  231  232  233  234  235\n",
            "  236  237  239  240  241  242  243  244  245  246  247  248  249  250\n",
            "  251  252  256  257  258  259  260  261  262  263  264  265  267  269\n",
            "  270  271  272  273  275  276  277  278  279  280  281  282  284  285\n",
            "  286  287  288  289  290  291  292  294  295  296  297  301  302  303\n",
            "  304  305  306  307  308  309  310  311  313  314  316  318  319  320\n",
            "  321  322  323  324  325  326  327  328  329  330  331  332  333  334\n",
            "  335  336  337  339  340  341  342  343  344  345  347  349  350  351\n",
            "  352  353  354  356  357  358  359  360  361  362  363  364  365  366\n",
            "  367  368  369  370  371  372  374  376  378  379  380  381  382  383\n",
            "  384  386  387  388  389  390  391  392  393  394  395  398  400  401\n",
            "  402  403  404  405  406  408  409  410  411  412  413  414  416  417\n",
            "  418  419  421  422  423  424  425  426  427  430  432  433  434  436\n",
            "  437  438  439  440  441  442  444  445  446  447  448  449  450  451\n",
            "  453  454  455  456  457  458  459  460  461  462  463  464  465  466\n",
            "  467  468  470  471  472  473  474  475  476  477  478  479  481  482\n",
            "  483  486  488  490  491  492  493  494  495  496  497  498  499  502\n",
            "  505  506  507  508  509  510  511  513  515  516  517  519  520  521\n",
            "  522  523  524  527  528  529  530  531  532  536  538  539  540  541\n",
            "  542  543  544  545  546  548  549  550  552  553  554  555  557  558\n",
            "  559  562  563  564  565  566  568  569  570  571  572  573  574  575\n",
            "  576  577  579  580  581  582  583  585  586  587  588  589  590  591\n",
            "  592  594  595  596  597  598  600  601  602  603  604  605  606  607\n",
            "  608  609  610  612  613  614  615  616  619  620  621  622  623  624\n",
            "  625  627  628  630  632  633  635  636  637  638  639  640  643  646\n",
            "  647  648  649  650  651  652  653  654  655  656  657  658  659  660\n",
            "  662  663  666  667  669  670  671  672  673  675  676  677  678  681\n",
            "  682  683  684  685  686  687  688  690  691  692  693  694  695  696\n",
            "  697  698  699  700  701  703  704  705  706  707  708  709  710  711\n",
            "  712  714  715  716  717  718  719  721  723  724  725  726  728  729\n",
            "  730  731  732  733  734  735  736  737  738  739  740  741  742  743\n",
            "  744  745  746  747  751  752  753  754  755  756  757  758  759  761\n",
            "  762  763  764  765  766  767  769  770  771  772  773  774  776  778\n",
            "  780  781  782  783  784  785  786  787  788  789  790  791  794  795\n",
            "  796  797  798  800  801  802  803  804  805  806  807  812  813  814\n",
            "  815  816  817  819  821  822  823  824  825  826  828  829  830  831\n",
            "  832  834  836  839  840  841  842  844  845  846  848  849  850  851\n",
            "  853  854  855  857  858  859  860  861  863  864  865  866  868  869\n",
            "  872  873  874  875  876  877  878  879  880  881  882  883  885  887\n",
            "  888  889  892  894  895  897  898  899  901  902  904  905  906  907\n",
            "  909  910  913  914  915  916  917  918  919  920  921  922  923  924\n",
            "  925  926  927  928  929  930  931  933  934  935  936  939  940  941\n",
            "  942  943  944  945  946  947  948  949  951  953  954  955  956  957\n",
            "  958  959  962  964  966  967  969  970  971  972  973  975  976  977\n",
            "  978  979  980  982  983  984  985  986  987  988  989  990  991  992\n",
            "  993  994  997  998 1000 1001 1002 1003 1004 1005 1007 1008 1009 1010\n",
            " 1011 1013 1014 1016 1018 1019 1020 1021 1022 1023 1024 1025 1027 1028\n",
            " 1029 1030 1031 1032 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043\n",
            " 1045 1046 1048 1049 1050 1051 1052 1054 1055 1056 1057 1058 1060 1061\n",
            " 1062 1063 1064 1065 1066 1067 1069 1072 1073 1074 1075 1076 1078 1079\n",
            " 1080 1083 1084 1085 1086 1087 1088 1089 1090 1091 1093 1095 1097 1098\n",
            " 1099 1100 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113\n",
            " 1115 1116 1117 1118 1119 1120 1121 1123 1124 1126 1129 1130 1131 1132\n",
            " 1133 1135 1136 1137 1140 1141 1142 1143 1144 1145 1146 1147 1151 1152\n",
            " 1153 1154 1157 1158 1159 1161 1162 1163 1165 1166 1168 1169 1170] Validation: [   3    4    8   15   22   24   29   31   35   39   40   44   50   55\n",
            "   57   68   69   75   92   94   96   97   98  100  106  108  114  118\n",
            "  136  158  159  165  173  177  179  181  184  187  188  189  190  192\n",
            "  198  201  207  209  211  213  216  217  220  222  225  228  238  253\n",
            "  254  255  266  268  274  283  293  298  299  300  312  315  317  338\n",
            "  346  348  355  373  375  377  385  396  397  399  407  415  420  428\n",
            "  429  431  435  443  452  469  480  484  485  487  489  500  501  503\n",
            "  504  512  514  518  525  526  533  534  535  537  547  551  556  560\n",
            "  561  567  578  584  593  599  611  617  618  626  629  631  634  641\n",
            "  642  644  645  661  664  665  668  674  679  680  689  702  713  720\n",
            "  722  727  748  749  750  760  768  775  777  779  792  793  799  808\n",
            "  809  810  811  818  820  827  833  835  837  838  843  847  852  856\n",
            "  862  867  870  871  884  886  890  891  893  896  900  903  908  911\n",
            "  912  932  937  938  950  952  960  961  963  965  968  974  981  995\n",
            "  996  999 1006 1012 1015 1017 1026 1033 1044 1047 1053 1059 1068 1070\n",
            " 1071 1077 1081 1082 1092 1094 1096 1101 1114 1122 1125 1127 1128 1134\n",
            " 1138 1139 1148 1149 1150 1155 1156 1160 1164 1167]\n",
            "Train: [   0    1    2    3    4    5    6    8    9   10   12   13   14   15\n",
            "   16   17   18   20   21   22   23   24   25   26   27   29   30   31\n",
            "   32   33   34   35   36   39   40   41   43   44   45   46   47   48\n",
            "   49   50   51   52   53   55   56   57   58   59   60   61   62   63\n",
            "   64   66   67   68   69   70   75   76   77   78   82   83   84   85\n",
            "   86   87   88   89   90   91   92   93   94   95   96   97   98   99\n",
            "  100  101  102  103  104  105  106  107  108  109  110  111  113  114\n",
            "  116  118  119  120  121  122  125  126  127  129  130  131  132  133\n",
            "  134  135  136  138  139  140  141  142  143  144  146  148  149  150\n",
            "  152  153  155  156  158  159  160  161  162  164  165  167  168  172\n",
            "  173  174  176  177  178  179  180  181  182  183  184  185  186  187\n",
            "  188  189  190  191  192  193  195  196  198  199  200  201  202  203\n",
            "  204  205  206  207  208  209  211  212  213  214  215  216  217  218\n",
            "  219  220  221  222  223  225  226  227  228  229  230  233  235  237\n",
            "  238  240  241  242  244  246  247  250  251  252  253  254  255  256\n",
            "  257  258  261  262  264  265  266  268  270  271  273  274  275  276\n",
            "  277  278  280  281  283  284  285  287  288  289  290  291  293  294\n",
            "  295  296  297  298  299  300  301  303  306  307  308  309  310  311\n",
            "  312  313  314  315  316  317  320  321  322  324  325  326  327  328\n",
            "  329  330  333  334  335  336  338  339  341  342  343  345  346  347\n",
            "  348  350  352  355  356  357  358  359  360  361  362  364  365  366\n",
            "  367  368  369  370  371  372  373  374  375  376  377  378  379  380\n",
            "  381  382  383  384  385  386  388  389  391  392  393  394  396  397\n",
            "  399  401  402  403  405  406  407  408  411  412  413  415  417  418\n",
            "  420  422  423  424  425  426  427  428  429  430  431  432  433  434\n",
            "  435  436  438  440  442  443  446  447  448  449  450  451  452  453\n",
            "  455  456  457  458  459  461  463  464  466  469  470  471  473  474\n",
            "  475  478  479  480  481  482  484  485  486  487  489  490  491  492\n",
            "  493  494  495  497  500  501  502  503  504  505  506  507  508  509\n",
            "  510  512  513  514  515  516  517  518  519  520  521  522  525  526\n",
            "  527  528  529  530  531  532  533  534  535  536  537  538  539  540\n",
            "  541  542  544  545  546  547  548  549  550  551  553  554  555  556\n",
            "  558  559  560  561  562  563  565  566  567  568  569  570  571  572\n",
            "  574  575  578  579  580  582  583  584  585  586  587  590  591  593\n",
            "  596  598  599  600  601  602  603  604  606  607  608  609  610  611\n",
            "  612  613  614  615  616  617  618  619  622  623  624  625  626  627\n",
            "  628  629  630  631  632  633  634  635  636  638  639  641  642  643\n",
            "  644  645  647  648  649  650  651  652  653  654  655  656  657  658\n",
            "  659  660  661  663  664  665  666  667  668  669  670  671  672  673\n",
            "  674  677  678  679  680  681  682  683  684  685  686  687  688  689\n",
            "  690  691  692  697  698  699  700  701  702  703  704  705  706  707\n",
            "  710  711  712  713  714  715  716  717  719  720  721  722  725  726\n",
            "  727  728  730  731  732  733  734  735  736  738  739  741  742  743\n",
            "  744  745  746  748  749  750  751  754  755  757  758  759  760  761\n",
            "  763  764  765  766  767  768  771  772  774  775  776  777  779  780\n",
            "  781  784  785  787  789  790  791  792  793  795  797  798  799  800\n",
            "  801  802  803  804  805  806  807  808  809  810  811  812  813  814\n",
            "  815  816  817  818  820  822  824  825  826  827  828  829  830  832\n",
            "  833  835  836  837  838  839  840  841  842  843  844  845  847  848\n",
            "  849  850  852  853  854  855  856  857  858  859  860  861  862  863\n",
            "  864  865  867  868  869  870  871  874  877  878  879  881  882  883\n",
            "  884  885  886  888  889  890  891  892  893  894  895  896  898  899\n",
            "  900  901  902  903  904  906  907  908  910  911  912  913  915  918\n",
            "  920  922  923  924  925  926  927  928  929  931  932  933  935  936\n",
            "  937  938  940  941  942  944  945  946  947  949  950  951  952  954\n",
            "  957  958  959  960  961  962  963  965  968  970  971  972  973  974\n",
            "  975  976  977  979  981  984  985  986  988  989  990  991  992  993\n",
            "  994  995  996  997  999 1001 1004 1005 1006 1007 1009 1010 1012 1013\n",
            " 1015 1016 1017 1018 1020 1021 1022 1023 1024 1026 1027 1029 1030 1031\n",
            " 1032 1033 1034 1035 1036 1038 1040 1042 1043 1044 1045 1046 1047 1048\n",
            " 1049 1050 1051 1052 1053 1054 1058 1059 1060 1061 1062 1063 1064 1065\n",
            " 1066 1067 1068 1070 1071 1072 1073 1074 1076 1077 1079 1080 1081 1082\n",
            " 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1096 1097\n",
            " 1098 1100 1101 1102 1104 1106 1107 1109 1110 1113 1114 1115 1117 1118\n",
            " 1119 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134\n",
            " 1135 1136 1137 1138 1139 1140 1143 1148 1149 1150 1151 1152 1154 1155\n",
            " 1156 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   7   11   19   28   37   38   42   54   65   71   72   73   74   79\n",
            "   80   81  112  115  117  123  124  128  137  145  147  151  154  157\n",
            "  163  166  169  170  171  175  194  197  210  224  231  232  234  236\n",
            "  239  243  245  248  249  259  260  263  267  269  272  279  282  286\n",
            "  292  302  304  305  318  319  323  331  332  337  340  344  349  351\n",
            "  353  354  363  387  390  395  398  400  404  409  410  414  416  419\n",
            "  421  437  439  441  444  445  454  460  462  465  467  468  472  476\n",
            "  477  483  488  496  498  499  511  523  524  543  552  557  564  573\n",
            "  576  577  581  588  589  592  594  595  597  605  620  621  637  640\n",
            "  646  662  675  676  693  694  695  696  708  709  718  723  724  729\n",
            "  737  740  747  752  753  756  762  769  770  773  778  782  783  786\n",
            "  788  794  796  819  821  823  831  834  846  851  866  872  873  875\n",
            "  876  880  887  897  905  909  914  916  917  919  921  930  934  939\n",
            "  943  948  953  955  956  964  966  967  969  978  980  982  983  987\n",
            "  998 1000 1002 1003 1008 1011 1014 1019 1025 1028 1037 1039 1041 1055\n",
            " 1056 1057 1069 1075 1078 1095 1099 1103 1105 1108 1111 1112 1116 1120\n",
            " 1121 1141 1142 1144 1145 1146 1147 1153 1157 1158]\n",
            "Train: [   1    2    3    4    5    6    7    8    9   11   14   15   16   17\n",
            "   18   19   20   21   22   23   24   26   27   28   29   30   31   34\n",
            "   35   36   37   38   39   40   42   43   44   47   48   49   50   51\n",
            "   52   54   55   56   57   58   59   60   62   63   64   65   66   67\n",
            "   68   69   70   71   72   73   74   75   78   79   80   81   83   85\n",
            "   86   87   89   91   92   93   94   96   97   98   99  100  101  102\n",
            "  103  104  106  107  108  109  110  111  112  113  114  115  116  117\n",
            "  118  121  122  123  124  125  127  128  131  132  135  136  137  138\n",
            "  140  141  142  143  144  145  146  147  148  150  151  154  155  156\n",
            "  157  158  159  162  163  164  165  166  168  169  170  171  172  173\n",
            "  175  176  177  178  179  180  181  184  187  188  189  190  191  192\n",
            "  193  194  195  196  197  198  199  200  201  203  205  206  207  208\n",
            "  209  210  211  212  213  214  215  216  217  218  219  220  222  223\n",
            "  224  225  226  228  230  231  232  233  234  235  236  237  238  239\n",
            "  240  241  243  244  245  247  248  249  251  252  253  254  255  256\n",
            "  258  259  260  261  262  263  264  265  266  267  268  269  271  272\n",
            "  273  274  275  276  277  278  279  280  282  283  284  285  286  287\n",
            "  288  290  291  292  293  297  298  299  300  302  304  305  306  309\n",
            "  310  311  312  313  314  315  316  317  318  319  320  323  325  330\n",
            "  331  332  334  335  336  337  338  339  340  341  342  343  344  346\n",
            "  347  348  349  350  351  352  353  354  355  356  357  358  359  360\n",
            "  361  363  364  366  369  370  372  373  374  375  377  378  379  380\n",
            "  382  383  385  386  387  388  389  390  391  392  393  394  395  396\n",
            "  397  398  399  400  404  405  407  408  409  410  412  413  414  415\n",
            "  416  419  420  421  422  424  426  428  429  431  433  434  435  436\n",
            "  437  439  440  441  442  443  444  445  447  448  449  450  451  452\n",
            "  453  454  455  457  458  459  460  462  465  466  467  468  469  470\n",
            "  471  472  473  475  476  477  478  479  480  482  483  484  485  486\n",
            "  487  488  489  490  491  492  493  494  495  496  498  499  500  501\n",
            "  502  503  504  505  506  509  510  511  512  513  514  515  518  523\n",
            "  524  525  526  528  530  531  532  533  534  535  536  537  538  541\n",
            "  543  544  546  547  548  549  550  551  552  553  556  557  559  560\n",
            "  561  563  564  565  566  567  568  569  571  572  573  574  575  576\n",
            "  577  578  580  581  582  583  584  587  588  589  590  591  592  593\n",
            "  594  595  596  597  599  601  602  603  604  605  606  607  609  610\n",
            "  611  612  613  614  615  617  618  619  620  621  623  624  626  629\n",
            "  631  634  635  636  637  639  640  641  642  643  644  645  646  647\n",
            "  649  650  651  653  654  656  657  660  661  662  664  665  666  667\n",
            "  668  669  671  672  673  674  675  676  677  678  679  680  681  683\n",
            "  684  687  689  691  692  693  694  695  696  697  698  699  700  702\n",
            "  703  705  706  708  709  710  711  712  713  714  715  716  717  718\n",
            "  719  720  721  722  723  724  725  727  728  729  730  733  734  735\n",
            "  736  737  740  742  743  744  745  746  747  748  749  750  752  753\n",
            "  756  758  759  760  761  762  764  766  767  768  769  770  771  772\n",
            "  773  774  775  776  777  778  779  780  781  782  783  784  785  786\n",
            "  787  788  789  791  792  793  794  796  797  798  799  800  803  804\n",
            "  805  806  807  808  809  810  811  812  816  818  819  820  821  822\n",
            "  823  825  826  827  828  830  831  833  834  835  837  838  839  840\n",
            "  841  842  843  845  846  847  848  850  851  852  853  856  859  860\n",
            "  862  863  864  866  867  870  871  872  873  875  876  880  882  883\n",
            "  884  885  886  887  888  890  891  892  893  894  895  896  897  898\n",
            "  900  901  903  904  905  906  908  909  910  911  912  914  915  916\n",
            "  917  919  920  921  922  924  925  926  927  929  930  931  932  933\n",
            "  934  935  936  937  938  939  940  941  943  944  945  946  947  948\n",
            "  950  951  952  953  954  955  956  957  958  960  961  962  963  964\n",
            "  965  966  967  968  969  970  971  972  973  974  975  976  977  978\n",
            "  980  981  982  983  985  986  987  988  989  990  992  994  995  996\n",
            "  997  998  999 1000 1002 1003 1006 1008 1010 1011 1012 1013 1014 1015\n",
            " 1017 1019 1021 1022 1023 1025 1026 1027 1028 1029 1030 1032 1033 1034\n",
            " 1037 1038 1039 1040 1041 1042 1043 1044 1045 1047 1048 1050 1051 1052\n",
            " 1053 1054 1055 1056 1057 1058 1059 1060 1062 1065 1066 1068 1069 1070\n",
            " 1071 1073 1074 1075 1077 1078 1079 1081 1082 1083 1084 1086 1087 1088\n",
            " 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1108 1109 1110 1111 1112 1113 1114 1115 1116 1119\n",
            " 1120 1121 1122 1123 1124 1125 1126 1127 1128 1130 1131 1132 1133 1134\n",
            " 1135 1137 1138 1139 1141 1142 1144 1145 1146 1147 1148 1149 1150 1152\n",
            " 1153 1155 1156 1157 1158 1159 1160 1164 1165 1166 1167 1169 1170] Validation: [   0   10   12   13   25   32   33   41   45   46   53   61   76   77\n",
            "   82   84   88   90   95  105  119  120  126  129  130  133  134  139\n",
            "  149  152  153  160  161  167  174  182  183  185  186  202  204  221\n",
            "  227  229  242  246  250  257  270  281  289  294  295  296  301  303\n",
            "  307  308  321  322  324  326  327  328  329  333  345  362  365  367\n",
            "  368  371  376  381  384  401  402  403  406  411  417  418  423  425\n",
            "  427  430  432  438  446  456  461  463  464  474  481  497  507  508\n",
            "  516  517  519  520  521  522  527  529  539  540  542  545  554  555\n",
            "  558  562  570  579  585  586  598  600  608  616  622  625  627  628\n",
            "  630  632  633  638  648  652  655  658  659  663  670  682  685  686\n",
            "  688  690  701  704  707  726  731  732  738  739  741  751  754  755\n",
            "  757  763  765  790  795  801  802  813  814  815  817  824  829  832\n",
            "  836  844  849  854  855  857  858  861  865  868  869  874  877  878\n",
            "  879  881  889  899  902  907  913  918  923  928  942  949  959  979\n",
            "  984  991  993 1001 1004 1005 1007 1009 1016 1018 1020 1024 1031 1035\n",
            " 1036 1046 1049 1061 1063 1064 1067 1072 1076 1080 1085 1107 1117 1118\n",
            " 1129 1136 1140 1143 1151 1154 1161 1162 1163 1168]\n",
            "Train: [   0    1    2    3    4    5    7    8    9   10   11   12   13   15\n",
            "   17   19   21   22   23   24   25   26   28   29   31   32   33   34\n",
            "   35   37   38   39   40   41   42   43   44   45   46   47   50   52\n",
            "   53   54   55   57   59   60   61   63   65   67   68   69   71   72\n",
            "   73   74   75   76   77   78   79   80   81   82   84   86   87   88\n",
            "   90   92   93   94   95   96   97   98  100  101  102  105  106  108\n",
            "  112  114  115  117  118  119  120  121  122  123  124  126  127  128\n",
            "  129  130  131  133  134  136  137  138  139  140  142  144  145  147\n",
            "  149  150  151  152  153  154  157  158  159  160  161  163  165  166\n",
            "  167  168  169  170  171  172  173  174  175  176  177  178  179  181\n",
            "  182  183  184  185  186  187  188  189  190  192  193  194  195  196\n",
            "  197  198  199  201  202  204  205  206  207  208  209  210  211  212\n",
            "  213  214  215  216  217  218  219  220  221  222  224  225  227  228\n",
            "  229  231  232  233  234  235  236  237  238  239  241  242  243  245\n",
            "  246  247  248  249  250  251  252  253  254  255  256  257  258  259\n",
            "  260  263  264  265  266  267  268  269  270  271  272  274  275  277\n",
            "  279  280  281  282  283  286  289  290  292  293  294  295  296  298\n",
            "  299  300  301  302  303  304  305  306  307  308  310  312  313  315\n",
            "  317  318  319  320  321  322  323  324  326  327  328  329  331  332\n",
            "  333  334  337  338  339  340  343  344  345  346  348  349  351  353\n",
            "  354  355  356  360  361  362  363  364  365  367  368  369  370  371\n",
            "  372  373  374  375  376  377  378  379  381  383  384  385  386  387\n",
            "  390  391  392  393  395  396  397  398  399  400  401  402  403  404\n",
            "  406  407  408  409  410  411  413  414  415  416  417  418  419  420\n",
            "  421  422  423  424  425  427  428  429  430  431  432  435  437  438\n",
            "  439  440  441  442  443  444  445  446  447  448  450  452  453  454\n",
            "  456  458  459  460  461  462  463  464  465  467  468  469  470  472\n",
            "  474  476  477  480  481  482  483  484  485  486  487  488  489  492\n",
            "  494  495  496  497  498  499  500  501  502  503  504  505  506  507\n",
            "  508  510  511  512  513  514  516  517  518  519  520  521  522  523\n",
            "  524  525  526  527  528  529  531  532  533  534  535  537  538  539\n",
            "  540  541  542  543  545  547  549  551  552  553  554  555  556  557\n",
            "  558  560  561  562  564  567  569  570  571  572  573  574  576  577\n",
            "  578  579  581  584  585  586  587  588  589  592  593  594  595  597\n",
            "  598  599  600  603  604  605  606  608  609  610  611  616  617  618\n",
            "  620  621  622  625  626  627  628  629  630  631  632  633  634  635\n",
            "  636  637  638  639  640  641  642  644  645  646  648  650  651  652\n",
            "  653  655  658  659  661  662  663  664  665  666  668  670  672  674\n",
            "  675  676  679  680  682  684  685  686  688  689  690  692  693  694\n",
            "  695  696  697  698  699  700  701  702  703  704  705  707  708  709\n",
            "  711  712  713  714  715  717  718  719  720  721  722  723  724  726\n",
            "  727  728  729  730  731  732  733  734  736  737  738  739  740  741\n",
            "  742  743  746  747  748  749  750  751  752  753  754  755  756  757\n",
            "  758  760  761  762  763  765  766  767  768  769  770  771  773  774\n",
            "  775  776  777  778  779  780  781  782  783  786  787  788  789  790\n",
            "  792  793  794  795  796  798  799  801  802  803  804  806  808  809\n",
            "  810  811  813  814  815  816  817  818  819  820  821  822  823  824\n",
            "  826  827  829  831  832  833  834  835  836  837  838  843  844  845\n",
            "  846  847  849  851  852  853  854  855  856  857  858  861  862  865\n",
            "  866  867  868  869  870  871  872  873  874  875  876  877  878  879\n",
            "  880  881  882  883  884  885  886  887  888  889  890  891  892  893\n",
            "  896  897  898  899  900  902  903  904  905  907  908  909  910  911\n",
            "  912  913  914  916  917  918  919  920  921  922  923  924  928  930\n",
            "  931  932  934  935  937  938  939  942  943  945  947  948  949  950\n",
            "  952  953  954  955  956  959  960  961  962  963  964  965  966  967\n",
            "  968  969  970  974  977  978  979  980  981  982  983  984  986  987\n",
            "  991  992  993  994  995  996  998  999 1000 1001 1002 1003 1004 1005\n",
            " 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018 1019\n",
            " 1020 1024 1025 1026 1028 1029 1031 1032 1033 1034 1035 1036 1037 1038\n",
            " 1039 1040 1041 1043 1044 1046 1047 1049 1050 1051 1053 1054 1055 1056\n",
            " 1057 1058 1059 1060 1061 1062 1063 1064 1065 1067 1068 1069 1070 1071\n",
            " 1072 1074 1075 1076 1077 1078 1079 1080 1081 1082 1085 1087 1091 1092\n",
            " 1094 1095 1096 1098 1099 1100 1101 1103 1104 1105 1106 1107 1108 1110\n",
            " 1111 1112 1114 1115 1116 1117 1118 1120 1121 1122 1123 1125 1126 1127\n",
            " 1128 1129 1130 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141\n",
            " 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155\n",
            " 1156 1157 1158 1159 1160 1161 1162 1163 1164 1165 1167 1168 1170] Validation: [   6   14   16   18   20   27   30   36   48   49   51   56   58   62\n",
            "   64   66   70   83   85   89   91   99  103  104  107  109  110  111\n",
            "  113  116  125  132  135  141  143  146  148  155  156  162  164  180\n",
            "  191  200  203  223  226  230  240  244  261  262  273  276  278  284\n",
            "  285  287  288  291  297  309  311  314  316  325  330  335  336  341\n",
            "  342  347  350  352  357  358  359  366  380  382  388  389  394  405\n",
            "  412  426  433  434  436  449  451  455  457  466  471  473  475  478\n",
            "  479  490  491  493  509  515  530  536  544  546  548  550  559  563\n",
            "  565  566  568  575  580  582  583  590  591  596  601  602  607  612\n",
            "  613  614  615  619  623  624  643  647  649  654  656  657  660  667\n",
            "  669  671  673  677  678  681  683  687  691  706  710  716  725  735\n",
            "  744  745  759  764  772  784  785  791  797  800  805  807  812  825\n",
            "  828  830  839  840  841  842  848  850  859  860  863  864  894  895\n",
            "  901  906  915  925  926  927  929  933  936  940  941  944  946  951\n",
            "  957  958  971  972  973  975  976  985  988  989  990  997 1021 1022\n",
            " 1023 1027 1030 1042 1045 1048 1052 1066 1073 1083 1084 1086 1088 1089\n",
            " 1090 1093 1097 1102 1109 1113 1119 1124 1166 1169]\n",
            "Train: [   0    1    3    4    5    9   10   12   13   14   15   16   17   18\n",
            "   19   20   21   22   23   25   27   28   29   30   31   33   34   35\n",
            "   36   37   40   41   42   44   45   46   47   48   49   50   52   53\n",
            "   54   55   56   59   60   62   63   67   68   69   70   71   72   73\n",
            "   75   76   77   78   79   80   81   82   84   85   86   88   89   91\n",
            "   92   93   94   95   96   97   98  100  101  102  103  104  105  106\n",
            "  107  108  110  112  113  114  116  117  118  119  122  123  124  128\n",
            "  129  130  131  132  133  134  135  136  137  138  140  141  142  143\n",
            "  144  146  148  150  151  152  153  154  156  157  158  159  160  161\n",
            "  162  164  165  167  168  169  171  172  173  174  175  176  177  178\n",
            "  179  180  182  183  184  185  186  187  188  189  190  191  192  193\n",
            "  195  196  197  198  199  200  202  203  204  206  207  208  210  211\n",
            "  212  213  214  215  216  217  218  221  222  223  224  226  228  229\n",
            "  230  231  232  234  235  236  237  238  240  241  242  243  244  245\n",
            "  246  247  248  249  250  251  252  253  254  256  257  258  262  263\n",
            "  264  266  269  270  271  272  273  274  275  276  277  278  279  281\n",
            "  282  283  284  285  286  287  288  289  290  292  293  295  296  297\n",
            "  298  300  301  302  303  304  305  306  307  308  309  310  311  312\n",
            "  313  315  316  317  318  319  320  321  323  325  326  327  329  332\n",
            "  333  334  335  336  338  339  340  341  342  344  346  347  348  349\n",
            "  350  351  352  353  357  358  359  360  363  366  367  368  369  370\n",
            "  373  374  376  377  378  379  381  383  384  388  389  390  391  394\n",
            "  395  397  399  400  401  402  403  404  405  406  407  408  409  412\n",
            "  413  415  416  417  418  419  420  421  422  423  426  427  428  429\n",
            "  433  434  435  437  438  439  440  441  442  443  444  445  446  448\n",
            "  449  450  451  452  453  454  455  456  457  458  459  460  462  463\n",
            "  464  465  466  469  470  471  472  473  475  477  478  479  480  481\n",
            "  482  483  484  485  486  488  489  490  491  492  494  495  497  499\n",
            "  500  501  502  503  504  505  506  507  508  509  510  512  513  515\n",
            "  516  518  519  520  521  522  523  524  526  527  528  529  530  531\n",
            "  532  533  534  535  536  537  539  540  541  542  543  545  547  549\n",
            "  550  551  552  553  554  555  556  557  559  560  561  562  565  567\n",
            "  568  569  570  573  574  575  577  578  579  580  582  583  584  585\n",
            "  586  587  588  589  590  591  592  593  595  596  597  598  599  600\n",
            "  601  602  603  604  605  606  607  608  609  610  611  612  613  614\n",
            "  616  617  618  619  620  621  623  624  625  626  627  629  631  632\n",
            "  633  634  635  636  638  640  641  642  643  644  645  646  648  650\n",
            "  651  652  654  656  657  658  659  660  662  663  664  665  666  667\n",
            "  668  669  671  672  673  674  675  677  678  680  682  683  684  685\n",
            "  686  687  688  689  690  692  694  695  696  697  698  700  702  703\n",
            "  705  706  708  709  710  711  712  714  715  716  717  718  719  722\n",
            "  724  725  726  727  728  729  730  731  732  733  735  737  738  739\n",
            "  740  741  742  743  744  745  746  747  748  749  750  751  754  755\n",
            "  757  758  759  761  762  763  764  765  766  769  770  771  773  774\n",
            "  775  778  779  780  781  782  784  785  787  789  790  791  792  793\n",
            "  794  796  798  800  801  803  804  805  806  807  808  809  810  811\n",
            "  812  813  814  815  816  817  818  819  820  821  823  824  826  828\n",
            "  829  830  831  833  834  835  836  837  839  841  842  843  844  847\n",
            "  848  849  850  851  854  856  857  858  859  860  861  863  864  865\n",
            "  866  867  868  869  870  871  872  873  874  875  876  877  878  879\n",
            "  882  883  884  885  886  888  889  890  891  892  893  895  896  897\n",
            "  898  899  902  905  906  907  908  909  910  912  913  914  916  918\n",
            "  921  922  923  924  925  926  928  929  930  931  932  933  934  935\n",
            "  936  937  939  940  941  942  943  944  945  947  948  949  950  952\n",
            "  953  954  955  957  958  959  963  965  966  967  968  969  971  972\n",
            "  973  974  975  976  977  978  979  980  982  983  984  985  986  987\n",
            "  988  989  990  991  992  994  995  996  997  998  999 1003 1004 1005\n",
            " 1006 1008 1011 1012 1013 1014 1015 1017 1018 1019 1020 1023 1024 1025\n",
            " 1026 1028 1029 1030 1031 1032 1033 1034 1035 1036 1041 1042 1043 1044\n",
            " 1045 1046 1047 1049 1050 1051 1052 1055 1056 1057 1058 1059 1060 1061\n",
            " 1062 1063 1064 1065 1067 1068 1069 1070 1071 1072 1073 1074 1075 1077\n",
            " 1078 1079 1080 1081 1083 1084 1085 1086 1087 1088 1089 1090 1091 1092\n",
            " 1093 1094 1095 1096 1097 1098 1100 1101 1102 1103 1104 1105 1107 1108\n",
            " 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122\n",
            " 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134 1135 1138\n",
            " 1139 1140 1143 1145 1146 1147 1148 1149 1150 1151 1152 1153 1155 1156\n",
            " 1158 1159 1160 1161 1162 1164 1165 1166 1167 1168 1169 1170] Validation: [   2    6    7    8   11   24   26   32   38   39   43   51   57   58\n",
            "   61   64   65   66   74   83   87   90   99  109  111  115  120  121\n",
            "  125  126  127  139  145  147  149  155  163  166  170  181  194  201\n",
            "  205  209  219  220  225  227  233  239  255  259  260  261  265  267\n",
            "  268  280  291  294  299  314  322  324  328  330  331  337  343  345\n",
            "  354  355  356  361  362  364  365  371  372  375  380  382  385  386\n",
            "  387  392  393  396  398  410  411  414  424  425  430  431  432  436\n",
            "  447  461  467  468  474  476  487  493  496  498  511  514  517  525\n",
            "  538  544  546  548  558  563  564  566  571  572  576  581  594  615\n",
            "  622  628  630  637  639  647  649  653  655  661  670  676  679  681\n",
            "  691  693  699  701  704  707  713  720  721  723  734  736  752  753\n",
            "  756  760  767  768  772  776  777  783  786  788  795  797  799  802\n",
            "  822  825  827  832  838  840  845  846  852  853  855  862  880  881\n",
            "  887  894  900  901  903  904  911  915  917  919  920  927  938  946\n",
            "  951  956  960  961  962  964  970  981  993 1000 1001 1002 1007 1009\n",
            " 1010 1016 1021 1022 1027 1037 1038 1039 1040 1048 1053 1054 1066 1076\n",
            " 1082 1099 1106 1136 1137 1141 1142 1144 1154 1157 1163]\n",
            "Train: [   1    2    3    4    6    7    8    9   10   11   12   13   14   15\n",
            "   16   17   18   19   20   21   23   24   25   26   28   29   30   31\n",
            "   32   33   34   35   36   38   39   40   42   43   44   45   46   47\n",
            "   48   49   50   51   53   54   55   56   57   58   59   61   62   64\n",
            "   65   66   67   68   69   70   71   72   73   74   75   77   80   81\n",
            "   82   83   84   86   87   88   89   90   91   92   94   95   98   99\n",
            "  100  101  103  104  107  108  109  110  111  112  113  114  115  117\n",
            "  118  119  120  121  122  123  124  125  126  127  128  129  131  132\n",
            "  133  134  135  136  137  138  139  140  142  143  144  145  147  148\n",
            "  149  150  151  152  153  154  155  156  157  158  159  160  161  162\n",
            "  163  166  169  170  171  173  174  175  176  177  179  180  181  182\n",
            "  183  187  188  189  190  191  192  193  194  195  197  198  199  201\n",
            "  202  203  204  205  206  208  209  210  211  213  214  217  219  220\n",
            "  221  222  224  225  226  227  228  229  230  231  233  234  235  237\n",
            "  238  239  241  242  243  244  245  246  247  248  249  250  252  253\n",
            "  254  255  256  257  258  259  260  261  262  264  265  266  267  268\n",
            "  269  270  271  272  273  275  276  277  278  279  280  281  283  284\n",
            "  287  288  289  290  291  292  293  294  295  298  299  300  302  303\n",
            "  304  305  306  307  308  309  310  311  312  313  314  316  317  318\n",
            "  319  320  321  322  323  324  325  326  327  328  329  330  331  332\n",
            "  333  334  335  336  337  338  339  340  343  345  348  349  350  351\n",
            "  352  353  354  355  356  357  358  359  360  361  362  363  364  365\n",
            "  366  368  369  370  371  372  373  374  375  376  377  378  380  381\n",
            "  382  383  384  385  386  387  388  392  393  395  396  398  399  400\n",
            "  401  402  403  405  406  407  410  411  412  413  414  416  417  418\n",
            "  419  420  422  424  425  426  427  430  431  432  433  434  436  437\n",
            "  438  439  440  442  444  445  447  448  449  450  452  453  454  455\n",
            "  458  459  460  461  465  466  467  468  470  471  472  473  474  475\n",
            "  476  477  478  479  480  481  483  486  487  488  489  490  491  492\n",
            "  493  494  496  497  498  499  500  501  503  504  505  506  508  510\n",
            "  511  512  513  514  515  516  517  518  519  521  522  525  526  527\n",
            "  528  530  532  533  534  535  537  538  539  540  542  543  544  546\n",
            "  547  548  549  550  551  552  554  556  558  559  560  561  562  563\n",
            "  564  565  566  567  568  569  570  571  572  573  575  576  578  580\n",
            "  581  582  583  584  585  586  587  588  589  590  591  592  593  594\n",
            "  595  596  597  598  599  600  601  603  604  605  606  607  608  609\n",
            "  610  611  612  613  614  615  616  617  619  621  622  623  624  625\n",
            "  626  628  629  630  631  632  633  634  635  636  637  639  640  641\n",
            "  642  643  645  647  649  650  651  653  654  655  657  658  659  660\n",
            "  661  662  663  664  665  666  668  669  670  671  673  674  675  676\n",
            "  677  678  679  681  683  685  688  689  690  691  693  695  697  698\n",
            "  699  700  701  702  703  704  706  707  709  711  712  713  714  716\n",
            "  718  719  720  721  723  725  726  727  729  730  732  733  734  736\n",
            "  738  739  740  745  748  749  751  752  753  754  755  756  757  760\n",
            "  761  762  763  765  767  768  769  770  772  773  775  776  777  778\n",
            "  780  782  783  784  785  786  788  792  793  795  796  797  799  800\n",
            "  801  802  805  806  808  809  810  811  812  813  814  815  817  819\n",
            "  820  821  822  823  824  825  827  828  831  832  834  836  837  838\n",
            "  839  840  841  844  845  846  847  849  850  851  852  853  855  857\n",
            "  862  864  866  867  868  869  870  871  872  874  875  876  877  878\n",
            "  879  880  881  883  884  885  886  887  888  889  890  891  892  893\n",
            "  894  895  896  898  899  900  901  902  903  904  905  909  910  911\n",
            "  912  913  914  915  916  917  918  919  920  921  922  925  926  927\n",
            "  929  930  931  932  933  934  935  937  938  939  940  942  943  944\n",
            "  946  947  948  949  951  953  956  957  958  959  960  961  962  963\n",
            "  964  965  967  968  969  970  972  973  974  975  976  977  978  979\n",
            "  981  983  984  985  987  988  989  990  991  993  994  995  997  999\n",
            " 1000 1001 1002 1003 1004 1006 1007 1008 1009 1010 1011 1012 1013 1015\n",
            " 1016 1018 1019 1020 1021 1022 1023 1024 1025 1027 1028 1029 1030 1031\n",
            " 1032 1033 1034 1036 1037 1038 1039 1040 1042 1045 1046 1047 1048 1050\n",
            " 1051 1052 1053 1054 1057 1058 1059 1061 1062 1064 1065 1066 1067 1068\n",
            " 1069 1070 1071 1072 1073 1074 1076 1077 1079 1080 1081 1082 1083 1084\n",
            " 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098\n",
            " 1099 1100 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113\n",
            " 1115 1116 1117 1120 1121 1122 1123 1124 1125 1126 1129 1130 1131 1133\n",
            " 1136 1137 1140 1141 1142 1144 1145 1146 1147 1148 1149 1150 1151 1152\n",
            " 1153 1154 1155 1157 1158 1159 1160 1161 1163 1164 1167 1169 1170] Validation: [   0    5   22   27   37   41   52   60   63   76   78   79   85   93\n",
            "   96   97  102  105  106  116  130  141  146  164  165  167  168  172\n",
            "  178  184  185  186  196  200  207  212  215  216  218  223  232  236\n",
            "  240  251  263  274  282  285  286  296  297  301  315  341  342  344\n",
            "  346  347  367  379  389  390  391  394  397  404  408  409  415  421\n",
            "  423  428  429  435  441  443  446  451  456  457  462  463  464  469\n",
            "  482  484  485  495  502  507  509  520  523  524  529  531  536  541\n",
            "  545  553  555  557  574  577  579  602  618  620  627  638  644  646\n",
            "  648  652  656  667  672  680  682  684  686  687  692  694  696  705\n",
            "  708  710  715  717  722  724  728  731  735  737  741  742  743  744\n",
            "  746  747  750  758  759  764  766  771  774  779  781  787  789  790\n",
            "  791  794  798  803  804  807  816  818  826  829  830  833  835  842\n",
            "  843  848  854  856  858  859  860  861  863  865  873  882  897  906\n",
            "  907  908  923  924  928  936  941  945  950  952  954  955  966  971\n",
            "  980  982  986  992  996  998 1005 1014 1017 1026 1035 1041 1043 1044\n",
            " 1049 1055 1056 1060 1063 1075 1078 1101 1114 1118 1119 1127 1128 1132\n",
            " 1134 1135 1138 1139 1143 1156 1162 1165 1166 1168]\n",
            "Train: [   0    1    2    4    5    6    7    8    9   10   11   15   16   18\n",
            "   20   22   24   25   26   27   28   29   31   32   33   34   35   36\n",
            "   37   38   39   40   41   42   43   44   45   46   47   48   49   50\n",
            "   51   52   54   55   57   58   60   61   62   63   64   65   66   69\n",
            "   71   73   74   75   76   78   79   80   81   82   83   84   85   86\n",
            "   87   88   89   90   91   92   93   94   95   96   97   98   99  100\n",
            "  101  102  103  104  105  106  107  109  110  111  112  113  115  116\n",
            "  117  119  120  121  122  123  125  126  127  128  129  130  131  134\n",
            "  136  137  138  139  140  141  143  144  145  146  147  148  149  150\n",
            "  151  152  153  154  155  158  160  161  162  163  164  165  166  167\n",
            "  168  170  172  173  174  175  176  178  181  182  184  185  186  187\n",
            "  189  190  193  194  195  196  197  200  201  202  203  205  206  207\n",
            "  208  209  212  213  214  215  216  218  219  220  222  223  225  226\n",
            "  227  228  229  230  231  232  233  235  236  237  238  239  240  242\n",
            "  245  246  249  250  251  252  253  255  256  257  259  260  261  262\n",
            "  263  265  266  267  268  269  272  273  274  278  280  281  282  283\n",
            "  284  285  286  287  288  291  292  293  294  295  296  297  298  299\n",
            "  301  303  304  305  307  308  310  311  312  313  314  315  316  317\n",
            "  319  320  322  324  326  328  329  330  331  332  334  335  336  337\n",
            "  338  339  341  342  343  344  345  346  347  350  351  352  353  354\n",
            "  355  356  357  358  361  362  364  365  366  367  368  370  371  372\n",
            "  373  374  375  376  378  379  380  382  383  384  385  386  387  388\n",
            "  389  390  391  392  393  394  395  396  397  398  399  400  402  404\n",
            "  406  407  408  409  410  411  412  413  414  415  416  417  419  421\n",
            "  423  424  425  426  428  429  430  431  432  433  434  435  436  438\n",
            "  439  440  441  443  444  445  446  447  449  451  452  453  456  457\n",
            "  460  461  462  463  464  465  466  467  468  469  471  473  474  475\n",
            "  476  477  478  479  481  482  483  484  485  486  487  488  491  492\n",
            "  493  494  495  496  497  498  500  501  502  504  505  506  507  508\n",
            "  509  511  513  514  515  516  517  518  520  522  523  524  525  527\n",
            "  529  531  533  534  535  536  537  538  539  540  541  542  543  544\n",
            "  545  546  548  549  550  551  552  553  554  555  556  557  558  559\n",
            "  560  561  563  564  566  567  569  571  572  574  575  576  577  578\n",
            "  579  580  581  582  583  584  586  587  588  589  591  592  593  594\n",
            "  595  596  598  599  600  602  603  604  607  608  609  613  614  615\n",
            "  616  617  618  620  621  622  623  624  626  627  628  630  631  633\n",
            "  635  636  637  638  639  641  642  643  644  645  646  647  648  649\n",
            "  651  652  653  655  656  658  660  661  662  664  667  668  669  670\n",
            "  672  673  674  675  676  677  678  679  680  681  682  683  684  686\n",
            "  687  688  690  691  692  693  694  695  696  697  699  700  701  703\n",
            "  704  705  706  707  708  709  710  711  712  713  714  715  716  717\n",
            "  718  719  720  721  722  723  724  725  727  728  730  731  732  733\n",
            "  734  735  736  737  738  740  741  742  743  744  745  746  747  748\n",
            "  749  750  751  752  753  754  755  756  757  758  759  760  761  762\n",
            "  764  765  766  767  768  769  771  772  773  774  775  776  777  779\n",
            "  781  782  783  785  786  787  788  789  790  791  792  793  794  795\n",
            "  796  797  798  799  800  801  802  803  804  806  807  808  809  811\n",
            "  814  816  817  818  819  821  822  823  825  826  827  829  830  831\n",
            "  832  833  835  837  838  839  840  842  843  845  846  848  849  850\n",
            "  851  852  853  854  855  856  857  858  859  860  861  862  863  864\n",
            "  865  867  868  869  870  872  873  874  875  877  878  880  881  882\n",
            "  883  884  885  887  889  891  892  893  894  896  897  898  900  901\n",
            "  902  903  904  906  907  908  911  913  914  915  916  917  919  920\n",
            "  921  923  924  925  927  928  930  931  932  934  935  936  937  938\n",
            "  939  940  941  942  943  945  946  948  949  950  951  952  953  954\n",
            "  955  956  958  959  960  961  962  963  964  965  966  967  970  971\n",
            "  972  975  980  981  982  984  985  986  988  989  990  992  993  995\n",
            "  996  997  998 1000 1001 1002 1003 1004 1005 1006 1007 1009 1010 1011\n",
            " 1013 1014 1015 1016 1017 1020 1021 1022 1023 1025 1026 1027 1029 1030\n",
            " 1031 1032 1033 1035 1036 1037 1038 1039 1040 1041 1043 1044 1045 1046\n",
            " 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1059 1060 1061 1062\n",
            " 1063 1065 1066 1067 1069 1070 1071 1072 1073 1075 1076 1077 1078 1081\n",
            " 1082 1083 1084 1085 1087 1088 1090 1091 1092 1093 1095 1097 1099 1101\n",
            " 1103 1105 1106 1107 1109 1110 1111 1112 1113 1114 1118 1119 1120 1121\n",
            " 1122 1123 1124 1125 1127 1128 1131 1132 1133 1134 1135 1136 1137 1138\n",
            " 1139 1140 1141 1142 1143 1144 1145 1147 1150 1151 1153 1154 1155 1156\n",
            " 1157 1158 1159 1160 1161 1162 1163 1164 1165 1166 1168 1169 1170] Validation: [   3   12   13   14   17   19   21   23   30   53   56   59   67   68\n",
            "   70   72   77  108  114  118  124  132  133  135  142  156  157  159\n",
            "  169  171  177  179  180  183  188  191  192  198  199  204  210  211\n",
            "  217  221  224  234  241  243  244  247  248  254  258  264  270  271\n",
            "  275  276  277  279  289  290  300  302  306  309  318  321  323  325\n",
            "  327  333  340  348  349  359  360  363  369  377  381  401  403  405\n",
            "  418  420  422  427  437  442  448  450  454  455  458  459  470  472\n",
            "  480  489  490  499  503  510  512  519  521  526  528  530  532  547\n",
            "  562  565  568  570  573  585  590  597  601  605  606  610  611  612\n",
            "  619  625  629  632  634  640  650  654  657  659  663  665  666  671\n",
            "  685  689  698  702  726  729  739  763  770  778  780  784  805  810\n",
            "  812  813  815  820  824  828  834  836  841  844  847  866  871  876\n",
            "  879  886  888  890  895  899  905  909  910  912  918  922  926  929\n",
            "  933  944  947  957  968  969  973  974  976  977  978  979  983  987\n",
            "  991  994  999 1008 1012 1018 1019 1024 1028 1034 1042 1047 1058 1064\n",
            " 1068 1074 1079 1080 1086 1089 1094 1096 1098 1100 1102 1104 1108 1115\n",
            " 1116 1117 1126 1129 1130 1146 1148 1149 1152 1167]\n",
            "Train: [   0    2    3    5    6    7    8    9   10   11   12   13   14   15\n",
            "   17   19   21   22   23   24   26   27   28   29   30   32   33   34\n",
            "   36   37   38   39   40   41   43   44   46   47   51   52   53   55\n",
            "   56   57   58   59   60   61   63   64   65   66   67   68   70   71\n",
            "   72   73   74   76   77   78   79   83   84   85   86   87   88   89\n",
            "   90   91   92   93   96   97   99  100  101  102  105  106  107  108\n",
            "  109  110  111  113  114  115  116  118  119  120  121  122  124  125\n",
            "  126  127  128  130  132  133  135  137  139  140  141  142  144  145\n",
            "  146  147  149  150  151  154  155  156  157  159  160  161  162  163\n",
            "  164  165  166  167  168  169  170  171  172  173  177  178  179  180\n",
            "  181  183  184  185  186  187  188  189  191  192  194  195  196  198\n",
            "  199  200  201  202  203  204  205  206  207  209  210  211  212  213\n",
            "  215  216  217  218  219  220  221  222  223  224  225  226  227  230\n",
            "  232  233  234  235  236  237  239  240  241  242  243  244  247  248\n",
            "  251  252  254  255  258  259  260  261  263  264  265  267  268  269\n",
            "  270  271  273  274  275  276  277  279  280  281  282  283  285  286\n",
            "  288  289  290  291  292  293  294  296  297  298  299  300  301  302\n",
            "  303  305  306  307  309  310  314  315  316  318  321  322  323  324\n",
            "  325  327  328  330  331  333  335  336  337  338  340  341  342  343\n",
            "  344  345  346  347  348  349  350  351  352  354  355  356  357  358\n",
            "  359  360  361  362  363  364  365  367  368  369  370  371  372  373\n",
            "  375  376  377  379  380  381  382  384  385  386  387  388  389  390\n",
            "  391  392  393  394  395  396  397  398  400  401  403  404  405  407\n",
            "  408  409  410  411  414  415  416  418  419  420  421  422  423  424\n",
            "  425  426  427  428  429  430  431  432  435  436  437  439  441  442\n",
            "  443  444  446  447  448  449  450  451  452  453  454  455  456  457\n",
            "  458  459  461  462  463  464  465  466  467  468  469  470  471  472\n",
            "  473  474  475  476  477  479  480  482  483  484  485  487  488  489\n",
            "  490  491  493  495  496  498  499  500  502  503  504  505  507  509\n",
            "  510  511  512  513  514  515  516  517  519  520  521  522  523  524\n",
            "  525  526  528  529  530  531  532  533  535  536  538  541  544  545\n",
            "  546  547  548  550  551  552  553  555  556  557  558  562  563  564\n",
            "  565  566  567  568  570  571  572  573  574  576  577  579  580  581\n",
            "  582  584  585  587  588  590  591  592  594  595  597  598  599  600\n",
            "  601  602  603  604  605  606  607  608  610  611  612  613  615  616\n",
            "  617  618  619  620  622  624  625  627  628  629  630  632  633  634\n",
            "  635  636  637  638  639  640  641  643  644  646  647  648  649  650\n",
            "  652  653  654  655  656  657  659  660  661  662  663  664  665  666\n",
            "  667  669  670  671  672  675  676  677  679  680  681  682  684  685\n",
            "  686  687  688  689  691  692  693  694  695  696  698  699  700  701\n",
            "  702  703  704  705  707  708  710  711  712  713  715  716  717  718\n",
            "  720  721  722  723  724  726  728  729  731  732  734  735  736  737\n",
            "  738  739  741  742  743  744  745  746  747  748  749  750  751  752\n",
            "  753  754  756  758  759  760  762  763  764  765  766  767  768  770\n",
            "  771  772  774  776  777  778  779  780  781  783  784  786  787  788\n",
            "  789  790  791  793  794  795  797  798  799  800  801  802  803  804\n",
            "  805  806  807  808  810  812  813  814  815  816  818  820  821  822\n",
            "  823  824  825  826  827  828  829  830  832  833  834  835  836  837\n",
            "  838  839  840  841  842  843  844  845  846  847  848  851  852  853\n",
            "  854  855  856  858  859  860  861  862  863  864  865  866  869  871\n",
            "  872  873  875  876  877  878  879  880  881  882  886  887  888  889\n",
            "  890  894  895  897  898  899  900  901  902  903  904  905  906  907\n",
            "  908  909  910  911  912  913  914  915  917  918  919  920  922  923\n",
            "  924  925  926  927  928  929  931  933  936  937  938  939  941  944\n",
            "  945  946  947  948  950  951  952  954  955  956  957  959  960  961\n",
            "  962  963  964  965  966  967  968  969  970  971  973  974  975  976\n",
            "  977  978  979  980  981  982  983  986  987  988  991  992  993  994\n",
            "  996  997  998  999 1000 1001 1002 1005 1007 1008 1009 1010 1012 1013\n",
            " 1014 1015 1016 1017 1018 1019 1021 1022 1024 1025 1026 1027 1028 1029\n",
            " 1030 1031 1033 1034 1035 1037 1038 1039 1040 1041 1042 1043 1044 1045\n",
            " 1046 1047 1048 1049 1050 1051 1053 1054 1055 1056 1057 1058 1059 1060\n",
            " 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1074 1075 1076\n",
            " 1077 1078 1079 1080 1081 1082 1083 1085 1086 1087 1089 1094 1096 1098\n",
            " 1099 1100 1101 1102 1104 1106 1107 1108 1109 1114 1115 1116 1117 1118\n",
            " 1119 1120 1126 1127 1128 1129 1130 1132 1133 1134 1135 1136 1137 1138\n",
            " 1139 1140 1141 1142 1143 1144 1145 1146 1148 1149 1151 1152 1154 1155\n",
            " 1156 1157 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169] Validation: [   1    4   16   18   20   25   31   35   42   45   48   49   50   54\n",
            "   62   69   75   80   81   82   94   95   98  103  104  112  117  123\n",
            "  129  131  134  136  138  143  148  152  153  158  174  175  176  182\n",
            "  190  193  197  208  214  228  229  231  238  245  246  249  250  253\n",
            "  256  257  262  266  272  278  284  287  295  304  308  311  312  313\n",
            "  317  319  320  326  329  332  334  339  353  366  374  378  383  399\n",
            "  402  406  412  413  417  433  434  438  440  445  460  478  481  486\n",
            "  492  494  497  501  506  508  518  527  534  537  539  540  542  543\n",
            "  549  554  559  560  561  569  575  578  583  586  589  593  596  609\n",
            "  614  621  623  626  631  642  645  651  658  668  673  674  678  683\n",
            "  690  697  706  709  714  719  725  727  730  733  740  755  757  761\n",
            "  769  773  775  782  785  792  796  809  811  817  819  831  849  850\n",
            "  857  867  868  870  874  883  884  885  891  892  893  896  916  921\n",
            "  930  932  934  935  940  942  943  949  953  958  972  984  985  989\n",
            "  990  995 1003 1004 1006 1011 1020 1023 1032 1036 1052 1072 1073 1084\n",
            " 1088 1090 1091 1092 1093 1095 1097 1103 1105 1110 1111 1112 1113 1121\n",
            " 1122 1123 1124 1125 1131 1147 1150 1153 1158 1170]\n",
            "Train: [   0    1    2    3    4    5    6    7    8   11   12   13   14   16\n",
            "   17   18   19   20   21   22   23   24   25   26   27   30   31   32\n",
            "   35   37   38   39   41   42   43   45   48   49   50   51   52   53\n",
            "   54   56   57   58   59   60   61   62   63   64   65   66   67   68\n",
            "   69   70   72   74   75   76   77   78   79   80   81   82   83   85\n",
            "   87   90   93   94   95   96   97   98   99  102  103  104  105  106\n",
            "  108  109  111  112  114  115  116  117  118  120  121  123  124  125\n",
            "  126  127  129  130  131  132  133  134  135  136  138  139  141  142\n",
            "  143  145  146  147  148  149  152  153  155  156  157  158  159  163\n",
            "  164  165  166  167  168  169  170  171  172  174  175  176  177  178\n",
            "  179  180  181  182  183  184  185  186  188  190  191  192  193  194\n",
            "  196  197  198  199  200  201  204  205  207  208  209  210  211  212\n",
            "  214  215  216  217  218  219  220  221  223  224  225  227  228  229\n",
            "  231  232  233  234  236  238  239  240  241  243  244  245  246  247\n",
            "  248  249  250  251  253  254  255  256  257  258  259  260  261  262\n",
            "  263  264  265  266  267  268  270  271  272  274  275  276  277  278\n",
            "  279  280  282  284  285  286  287  289  290  291  294  295  296  297\n",
            "  299  300  301  302  304  306  308  309  311  312  313  314  315  317\n",
            "  318  319  320  321  322  323  324  325  326  327  328  329  330  331\n",
            "  332  333  334  337  339  340  341  342  343  344  345  346  347  348\n",
            "  349  353  354  355  356  359  360  361  362  363  364  365  366  367\n",
            "  369  371  372  374  375  377  378  379  380  381  382  383  385  386\n",
            "  387  389  390  391  392  393  394  396  397  398  399  401  402  403\n",
            "  404  405  406  408  409  410  411  412  413  414  415  417  418  420\n",
            "  421  422  423  424  425  427  428  429  430  431  432  433  434  435\n",
            "  436  437  438  440  441  442  443  445  446  447  448  450  451  454\n",
            "  455  456  457  458  459  460  461  462  463  464  467  468  469  470\n",
            "  472  474  476  478  480  481  482  484  485  486  487  489  490  492\n",
            "  493  494  495  496  497  498  499  501  502  503  506  507  508  509\n",
            "  510  511  512  514  517  518  519  520  521  523  524  525  526  527\n",
            "  528  529  530  531  532  534  536  537  538  539  540  541  542  543\n",
            "  544  545  546  547  548  549  553  554  555  557  558  559  560  561\n",
            "  562  563  564  565  566  568  569  570  571  572  573  574  575  576\n",
            "  577  578  579  581  583  585  586  589  590  593  594  596  597  601\n",
            "  602  605  606  609  610  611  612  614  615  618  619  620  621  622\n",
            "  623  625  626  627  628  629  630  631  632  634  637  638  639  640\n",
            "  642  644  645  646  647  648  649  650  651  652  653  654  655  656\n",
            "  657  658  659  661  663  665  666  667  668  670  671  672  673  674\n",
            "  676  678  679  680  681  682  683  684  685  686  687  689  690  691\n",
            "  692  693  694  696  697  698  699  701  702  704  705  706  707  708\n",
            "  709  710  713  714  715  717  719  720  721  722  723  724  725  726\n",
            "  727  728  729  730  731  733  734  735  736  737  739  740  741  742\n",
            "  743  744  746  747  750  752  753  755  756  757  758  759  760  761\n",
            "  763  764  766  767  768  769  770  771  772  773  774  775  776  777\n",
            "  778  779  780  781  782  783  784  785  786  787  788  789  790  791\n",
            "  792  794  795  796  797  798  799  802  803  804  805  807  809  810\n",
            "  811  812  813  815  816  817  818  819  820  822  824  825  826  827\n",
            "  828  829  830  831  832  833  834  835  836  838  840  841  842  843\n",
            "  844  845  846  847  848  849  850  852  853  854  855  856  857  858\n",
            "  859  860  861  862  863  865  866  867  868  870  871  873  874  876\n",
            "  879  880  881  882  883  884  885  886  887  888  890  891  892  893\n",
            "  894  895  896  897  899  900  901  903  904  905  906  907  908  909\n",
            "  910  911  912  915  916  917  918  919  920  921  922  923  924  926\n",
            "  927  928  929  930  932  933  934  935  936  938  940  941  942  943\n",
            "  944  945  946  947  949  950  951  952  953  954  955  956  957  958\n",
            "  960  961  962  964  966  968  969  970  971  972  973  974  976  977\n",
            "  978  979  980  981  982  983  984  985  986  987  989  990  991  992\n",
            "  993  994  995  996  998  999 1000 1001 1002 1003 1004 1005 1006 1007\n",
            " 1008 1009 1010 1011 1012 1014 1016 1017 1018 1019 1020 1021 1022 1023\n",
            " 1024 1026 1027 1028 1032 1034 1035 1036 1037 1038 1039 1040 1041 1042\n",
            " 1043 1044 1047 1048 1049 1052 1053 1054 1055 1056 1058 1060 1063 1064\n",
            " 1066 1068 1072 1073 1074 1075 1076 1078 1079 1080 1082 1084 1086 1088\n",
            " 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1108 1110 1111 1112 1113 1114 1115 1116 1117 1118\n",
            " 1119 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1134\n",
            " 1135 1136 1137 1138 1139 1141 1142 1143 1144 1146 1147 1148 1149 1150\n",
            " 1152 1153 1154 1156 1157 1158 1162 1163 1165 1166 1167 1168 1170] Validation: [   9   10   15   28   29   33   34   36   40   44   46   47   55   71\n",
            "   73   84   86   88   89   91   92  100  101  107  110  113  119  122\n",
            "  128  137  140  144  150  151  154  160  161  162  173  187  189  195\n",
            "  202  203  206  213  222  226  230  235  237  242  252  269  273  281\n",
            "  283  288  292  293  298  303  305  307  310  316  335  336  338  350\n",
            "  351  352  357  358  368  370  373  376  384  388  395  400  407  416\n",
            "  419  426  439  444  449  452  453  465  466  471  473  475  477  479\n",
            "  483  488  491  500  504  505  513  515  516  522  533  535  550  551\n",
            "  552  556  567  580  582  584  587  588  591  592  595  598  599  600\n",
            "  603  604  607  608  613  616  617  624  633  635  636  641  643  660\n",
            "  662  664  669  675  677  688  695  700  703  711  712  716  718  732\n",
            "  738  745  748  749  751  754  762  765  793  800  801  806  808  814\n",
            "  821  823  837  839  851  864  869  872  875  877  878  889  898  902\n",
            "  913  914  925  931  937  939  948  959  963  965  967  975  988  997\n",
            " 1013 1015 1025 1029 1030 1031 1033 1045 1046 1050 1051 1057 1059 1061\n",
            " 1062 1065 1067 1069 1070 1071 1077 1081 1083 1085 1087 1107 1109 1120\n",
            " 1133 1140 1145 1151 1155 1159 1160 1161 1164 1169]\n",
            "Train: [   0    1    3    4    5    6    8    9   10   11   16   17   18   19\n",
            "   20   24   25   26   27   28   29   32   33   34   37   40   41   42\n",
            "   43   44   45   46   47   48   49   51   52   53   54   55   56   57\n",
            "   59   61   63   64   65   66   68   70   71   72   73   74   75   76\n",
            "   77   78   79   80   82   83   84   85   86   88   89   90   91   92\n",
            "   93   94   95   96   98   99  100  101  102  104  105  106  108  109\n",
            "  110  111  112  113  114  115  117  118  119  120  122  123  124  125\n",
            "  126  127  128  130  131  132  135  136  137  138  139  140  141  142\n",
            "  145  146  147  148  149  151  152  154  155  157  158  159  160  162\n",
            "  163  165  167  168  170  171  172  173  174  175  176  177  179  180\n",
            "  181  182  183  184  186  187  188  189  190  191  192  193  194  195\n",
            "  196  198  200  201  202  203  204  205  206  207  208  209  210  211\n",
            "  212  214  215  218  219  220  221  222  223  224  225  226  228  229\n",
            "  230  231  232  233  234  235  236  237  238  239  240  241  242  245\n",
            "  246  247  248  250  251  253  254  255  257  258  259  260  261  262\n",
            "  263  264  265  266  267  268  269  270  271  272  273  274  275  276\n",
            "  277  279  281  282  283  284  285  286  291  292  293  294  295  298\n",
            "  299  300  301  302  303  305  306  307  308  310  311  314  315  316\n",
            "  317  318  319  320  322  323  324  325  326  327  328  329  330  331\n",
            "  332  335  336  337  338  339  340  342  343  344  345  348  349  351\n",
            "  352  354  355  356  357  358  359  360  364  365  366  368  370  372\n",
            "  373  375  377  378  379  380  381  383  384  385  386  387  388  389\n",
            "  390  391  394  395  396  397  398  399  401  402  404  405  406  407\n",
            "  408  410  411  412  413  414  416  417  418  419  420  422  423  424\n",
            "  425  426  427  428  429  430  431  433  434  435  436  438  439  440\n",
            "  441  443  444  445  446  447  448  449  450  451  452  455  456  457\n",
            "  458  459  460  461  462  463  464  466  468  469  470  471  473  474\n",
            "  475  476  478  479  480  481  482  483  484  486  487  488  490  491\n",
            "  492  494  495  496  498  501  502  503  504  505  507  508  510  511\n",
            "  512  513  514  515  516  517  518  519  521  522  523  524  525  527\n",
            "  528  529  530  531  532  533  534  535  538  540  543  545  548  549\n",
            "  550  553  554  555  556  557  558  559  560  561  562  563  564  565\n",
            "  566  567  568  569  570  571  573  574  575  576  577  578  579  581\n",
            "  582  583  584  585  586  587  589  591  592  593  594  595  596  597\n",
            "  598  599  600  601  602  603  604  605  606  608  609  610  611  613\n",
            "  615  616  617  619  620  621  622  623  624  625  626  628  629  630\n",
            "  632  634  636  637  638  639  640  641  642  643  646  647  648  649\n",
            "  650  651  652  653  654  657  659  660  661  662  663  664  665  666\n",
            "  667  669  670  671  672  673  675  676  677  678  679  681  682  683\n",
            "  684  686  687  688  689  690  691  692  693  694  695  697  698  699\n",
            "  700  701  702  703  705  706  707  708  709  710  711  712  714  716\n",
            "  717  718  719  720  721  722  723  724  725  726  727  728  729  730\n",
            "  731  733  735  736  738  739  740  742  743  745  746  747  748  750\n",
            "  752  753  754  755  756  757  758  759  760  761  762  763  764  765\n",
            "  766  767  768  770  773  774  776  777  778  779  780  781  782  783\n",
            "  784  785  787  788  789  790  791  792  793  794  796  799  800  801\n",
            "  802  803  804  805  806  807  809  810  811  812  813  814  815  818\n",
            "  819  820  821  822  823  827  828  829  830  831  832  833  834  836\n",
            "  837  838  839  841  842  843  844  845  846  847  848  851  852  854\n",
            "  855  856  857  860  861  862  863  864  865  866  867  869  870  872\n",
            "  875  876  877  878  879  881  883  884  885  887  888  890  891  892\n",
            "  895  897  898  899  900  901  902  903  904  906  907  909  911  912\n",
            "  913  914  915  916  917  920  921  922  923  924  925  927  928  929\n",
            "  930  932  933  934  935  936  937  939  940  941  942  943  944  945\n",
            "  946  947  948  949  950  951  952  953  954  955  956  959  960  961\n",
            "  963  964  965  966  967  969  971  972  973  974  975  976  977  978\n",
            "  979  980  981  982  983  985  987  989  990  991  992  993  994  995\n",
            "  996  997  998  999 1000 1001 1002 1003 1005 1006 1007 1008 1009 1010\n",
            " 1011 1012 1013 1015 1016 1017 1018 1019 1020 1021 1022 1023 1025 1027\n",
            " 1028 1029 1030 1031 1032 1033 1034 1035 1036 1037 1038 1039 1041 1043\n",
            " 1044 1046 1047 1048 1049 1051 1053 1055 1056 1057 1058 1059 1060 1062\n",
            " 1064 1067 1069 1070 1071 1072 1073 1074 1075 1076 1077 1079 1080 1081\n",
            " 1082 1083 1084 1085 1086 1090 1092 1093 1094 1095 1096 1097 1098 1099\n",
            " 1102 1103 1104 1105 1106 1107 1109 1110 1111 1112 1113 1114 1115 1117\n",
            " 1118 1119 1121 1122 1123 1124 1125 1126 1127 1128 1131 1133 1135 1136\n",
            " 1137 1138 1139 1140 1141 1142 1143 1145 1147 1148 1149 1150 1151 1152\n",
            " 1153 1154 1158 1159 1160 1161 1162 1163 1164 1166 1167 1168] Validation: [   2    7   12   13   14   15   21   22   23   30   31   35   36   38\n",
            "   39   50   58   60   62   67   69   81   87   97  103  107  116  121\n",
            "  129  133  134  143  144  150  153  156  161  164  166  169  178  185\n",
            "  197  199  213  216  217  227  243  244  249  252  256  278  280  287\n",
            "  288  289  290  296  297  304  309  312  313  321  333  334  341  346\n",
            "  347  350  353  361  362  363  367  369  371  374  376  382  392  393\n",
            "  400  403  409  415  421  432  437  442  453  454  465  467  472  477\n",
            "  485  489  493  497  499  500  506  509  520  526  536  537  539  541\n",
            "  542  544  546  547  551  552  572  580  588  590  607  612  614  618\n",
            "  627  631  633  635  644  645  655  656  658  668  674  680  685  696\n",
            "  704  713  715  732  734  737  741  744  749  751  769  771  772  775\n",
            "  786  795  797  798  808  816  817  824  825  826  835  840  849  850\n",
            "  853  858  859  868  871  873  874  880  882  886  889  893  894  896\n",
            "  905  908  910  918  919  926  931  938  957  958  962  968  970  984\n",
            "  986  988 1004 1014 1024 1026 1040 1042 1045 1050 1052 1054 1061 1063\n",
            " 1065 1066 1068 1078 1087 1088 1089 1091 1100 1101 1108 1116 1120 1129\n",
            " 1130 1132 1134 1144 1146 1155 1156 1157 1165 1169 1170]\n",
            "Train: [   0    1    2    3    4    5    7    9   10   11   12   13   14   15\n",
            "   16   17   18   19   20   21   22   23   24   26   28   30   31   32\n",
            "   33   34   35   36   37   38   39   40   42   43   45   46   47   48\n",
            "   49   50   52   53   54   55   56   57   58   59   60   61   62   63\n",
            "   64   65   66   67   68   69   70   72   73   74   75   76   77   78\n",
            "   79   80   81   82   83   84   85   86   87   89   90   92   93   94\n",
            "   97   98   99  101  102  103  104  105  107  108  109  111  112  113\n",
            "  115  116  118  120  121  122  123  124  125  126  129  131  132  133\n",
            "  134  135  136  137  138  139  140  141  143  144  145  146  147  148\n",
            "  149  150  151  153  154  156  157  158  159  161  162  164  165  166\n",
            "  167  168  169  170  171  172  173  174  177  178  179  180  181  183\n",
            "  184  185  187  188  191  192  193  194  195  197  199  200  203  204\n",
            "  206  207  209  210  211  212  213  214  215  216  217  218  219  220\n",
            "  221  222  223  224  226  227  228  229  230  232  234  237  238  239\n",
            "  242  243  244  246  247  248  249  251  252  254  255  256  257  258\n",
            "  259  260  261  262  263  264  265  266  268  269  270  271  272  273\n",
            "  274  275  276  277  278  279  280  282  283  284  285  286  287  288\n",
            "  289  290  292  293  294  295  296  297  298  301  304  305  306  307\n",
            "  309  310  312  313  314  315  316  317  319  321  322  325  327  328\n",
            "  329  330  331  333  334  335  336  338  339  340  341  342  344  345\n",
            "  346  347  348  349  350  351  352  353  354  356  357  359  360  361\n",
            "  362  363  364  365  366  367  369  370  371  374  376  377  379  380\n",
            "  381  382  385  386  387  388  389  390  391  392  393  394  395  397\n",
            "  399  400  401  403  406  407  408  409  410  412  414  415  417  418\n",
            "  420  421  422  425  426  427  428  429  431  432  433  434  435  436\n",
            "  437  438  439  442  443  446  447  448  449  450  451  452  453  454\n",
            "  456  458  459  460  461  464  465  466  467  471  472  473  474  476\n",
            "  477  478  480  481  482  483  484  485  486  488  489  490  491  492\n",
            "  493  495  496  497  498  499  500  501  505  506  509  510  511  512\n",
            "  513  516  517  518  520  521  522  523  524  525  526  527  528  529\n",
            "  530  531  532  533  534  536  537  539  540  541  542  544  545  546\n",
            "  547  549  550  551  552  553  555  556  558  559  560  561  563  564\n",
            "  565  566  568  570  571  572  573  574  575  576  577  578  580  581\n",
            "  582  583  584  585  588  589  590  591  592  593  594  595  598  599\n",
            "  600  601  604  606  607  610  611  612  613  614  615  616  618  622\n",
            "  623  624  626  627  629  630  631  632  633  634  635  636  638  639\n",
            "  640  641  642  644  645  646  647  648  649  650  651  654  655  656\n",
            "  657  658  659  661  662  664  665  666  668  671  672  673  674  675\n",
            "  676  678  679  680  681  683  684  685  687  688  689  690  692  693\n",
            "  694  695  696  697  698  699  701  702  704  706  707  708  709  710\n",
            "  711  712  713  714  715  717  719  722  723  724  725  727  728  730\n",
            "  731  732  733  734  737  738  739  740  741  742  743  744  745  746\n",
            "  747  748  749  750  751  752  753  754  755  756  758  760  761  762\n",
            "  763  764  766  768  769  770  771  772  773  774  775  776  777  778\n",
            "  780  781  782  783  784  785  786  787  788  789  790  791  792  794\n",
            "  795  796  797  798  799  800  803  804  807  808  809  810  811  812\n",
            "  813  814  815  816  817  818  819  820  821  822  823  824  825  826\n",
            "  827  828  829  830  832  833  834  835  836  838  839  840  843  844\n",
            "  845  847  848  849  850  851  853  854  855  857  858  859  860  861\n",
            "  862  863  864  865  866  867  868  869  870  871  872  873  874  875\n",
            "  876  877  878  879  880  882  883  886  887  888  889  891  893  894\n",
            "  895  896  897  898  899  900  901  902  904  905  906  908  909  910\n",
            "  911  912  913  915  917  918  919  920  921  922  923  924  925  926\n",
            "  927  928  930  931  932  933  935  936  937  938  939  940  941  942\n",
            "  943  944  945  946  947  948  949  950  951  953  955  956  957  958\n",
            "  959  960  961  962  964  965  966  967  968  969  970  971  972  974\n",
            "  975  976  978  979  980  981  983  984  986  987  988  989  990  992\n",
            "  993  994  995  996  997  999 1001 1002 1003 1004 1005 1007 1008 1009\n",
            " 1010 1011 1013 1014 1018 1020 1021 1023 1024 1026 1027 1028 1030 1031\n",
            " 1032 1033 1034 1035 1036 1037 1039 1040 1041 1042 1044 1045 1046 1047\n",
            " 1048 1049 1050 1051 1052 1054 1056 1057 1058 1059 1060 1061 1062 1063\n",
            " 1065 1066 1067 1068 1072 1073 1074 1075 1076 1077 1078 1080 1082 1083\n",
            " 1085 1086 1087 1088 1089 1090 1091 1092 1093 1094 1097 1098 1099 1100\n",
            " 1101 1102 1103 1104 1106 1107 1108 1109 1110 1112 1113 1116 1117 1119\n",
            " 1120 1121 1122 1123 1126 1127 1129 1130 1131 1132 1133 1134 1135 1136\n",
            " 1137 1138 1139 1140 1144 1145 1146 1147 1148 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1159 1161 1162 1164 1165 1167 1168 1169 1170] Validation: [   6    8   25   27   29   41   44   51   71   88   91   95   96  100\n",
            "  106  110  114  117  119  127  128  130  142  152  155  160  163  175\n",
            "  176  182  186  189  190  196  198  201  202  205  208  225  231  233\n",
            "  235  236  240  241  245  250  253  267  281  291  299  300  302  303\n",
            "  308  311  318  320  323  324  326  332  337  343  355  358  368  372\n",
            "  373  375  378  383  384  396  398  402  404  405  411  413  416  419\n",
            "  423  424  430  440  441  444  445  455  457  462  463  468  469  470\n",
            "  475  479  487  494  502  503  504  507  508  514  515  519  535  538\n",
            "  543  548  554  557  562  567  569  579  586  587  596  597  602  603\n",
            "  605  608  609  617  619  620  621  625  628  637  643  652  653  660\n",
            "  663  667  669  670  677  682  686  691  700  703  705  716  718  720\n",
            "  721  726  729  735  736  757  759  765  767  779  793  801  802  805\n",
            "  806  831  837  841  842  846  852  856  881  884  885  890  892  903\n",
            "  907  914  916  929  934  952  954  963  973  977  982  985  991  998\n",
            " 1000 1006 1012 1015 1016 1017 1019 1022 1025 1029 1038 1043 1053 1055\n",
            " 1064 1069 1070 1071 1079 1081 1084 1095 1096 1105 1111 1114 1115 1118\n",
            " 1124 1125 1128 1141 1142 1143 1149 1160 1163 1166]\n",
            "Train: [   2    3    4    5    6    7    8    9   10   12   13   14   15   17\n",
            "   18   19   20   21   22   23   25   26   27   28   29   30   31   32\n",
            "   33   34   35   36   37   38   39   41   44   48   50   51   52   53\n",
            "   54   55   56   58   59   60   62   63   64   67   69   70   71   73\n",
            "   75   76   77   78   79   80   81   83   85   86   87   88   89   91\n",
            "   95   96   97   99  100  101  103  106  107  109  110  112  114  115\n",
            "  116  117  119  121  123  124  125  126  127  128  129  130  131  133\n",
            "  134  135  136  137  138  140  141  142  143  144  145  147  148  149\n",
            "  150  151  152  153  154  155  156  157  158  159  160  161  163  164\n",
            "  166  167  168  169  170  172  175  176  178  180  181  182  183  184\n",
            "  185  186  187  188  189  190  192  193  194  195  196  197  198  199\n",
            "  200  201  202  204  205  208  209  210  212  213  216  217  218  222\n",
            "  223  224  225  227  228  229  230  231  232  233  235  236  237  238\n",
            "  239  240  241  242  243  244  245  247  249  250  252  253  255  256\n",
            "  259  260  262  263  264  266  267  268  269  270  271  274  275  276\n",
            "  277  278  279  280  281  283  285  286  287  288  289  290  291  293\n",
            "  296  297  298  299  300  302  303  304  305  308  309  311  312  313\n",
            "  314  315  317  318  319  320  321  323  324  326  327  328  330  331\n",
            "  332  333  334  335  336  337  338  339  340  341  343  344  345  346\n",
            "  347  348  350  351  353  354  355  356  358  359  360  361  362  363\n",
            "  364  365  367  368  369  370  371  372  373  374  375  376  377  378\n",
            "  380  382  383  384  385  386  390  392  393  395  396  397  398  400\n",
            "  401  402  403  404  405  406  408  409  410  411  413  415  416  419\n",
            "  421  423  424  425  427  428  430  432  434  436  437  438  440  441\n",
            "  442  443  444  445  447  448  449  451  452  453  454  455  456  457\n",
            "  458  459  460  461  462  463  465  466  467  468  469  470  471  472\n",
            "  474  475  477  478  479  480  481  482  483  485  486  487  488  489\n",
            "  493  494  495  496  497  498  499  500  501  502  503  504  505  506\n",
            "  507  508  509  510  511  512  514  515  517  518  519  520  521  522\n",
            "  523  524  526  527  528  529  530  531  532  534  535  536  537  538\n",
            "  539  540  541  542  543  544  545  546  547  548  550  551  552  553\n",
            "  554  555  556  557  559  560  561  562  564  565  566  567  569  570\n",
            "  571  572  573  574  575  576  577  578  579  580  581  582  583  584\n",
            "  586  587  588  590  591  592  593  594  596  597  599  600  601  602\n",
            "  603  605  607  608  609  610  611  612  614  616  617  618  619  620\n",
            "  621  624  625  626  627  628  630  631  632  633  635  636  637  641\n",
            "  642  643  644  645  646  647  648  649  651  652  653  654  655  656\n",
            "  657  658  659  660  661  662  663  664  665  667  668  669  670  673\n",
            "  674  675  677  678  679  680  681  682  684  685  686  687  688  689\n",
            "  690  691  693  694  695  696  697  698  700  701  702  703  704  705\n",
            "  706  707  708  710  711  713  715  716  717  718  719  720  721  722\n",
            "  723  724  726  727  728  729  731  732  733  734  735  736  737  738\n",
            "  740  741  743  744  745  746  747  748  749  750  751  752  753  755\n",
            "  757  758  759  760  761  762  764  765  766  767  768  769  771  772\n",
            "  774  775  776  777  778  779  780  781  782  783  785  786  787  788\n",
            "  789  790  792  793  795  796  797  798  799  800  801  802  803  804\n",
            "  805  806  808  809  810  815  816  817  818  821  822  823  824  825\n",
            "  826  827  828  829  831  833  834  835  837  840  841  842  843  844\n",
            "  846  847  849  850  851  852  853  855  856  857  858  859  860  861\n",
            "  864  865  866  867  868  869  870  871  873  874  875  876  879  880\n",
            "  881  882  884  885  886  887  889  890  891  892  893  894  895  896\n",
            "  897  898  900  901  902  903  904  905  906  907  908  910  911  912\n",
            "  913  914  915  916  917  918  919  920  923  924  926  929  930  931\n",
            "  932  933  934  935  936  937  938  940  941  942  943  944  945  946\n",
            "  948  950  951  952  953  954  956  957  958  960  961  962  963  965\n",
            "  966  968  970  972  973  974  975  977  979  980  981  982  983  984\n",
            "  985  986  988  989  991  993  994  995  996  997  998  999 1000 1001\n",
            " 1002 1003 1004 1005 1006 1007 1008 1009 1011 1012 1013 1014 1015 1016\n",
            " 1017 1018 1019 1020 1021 1022 1024 1025 1026 1028 1029 1030 1031 1032\n",
            " 1035 1036 1037 1038 1039 1040 1042 1043 1044 1045 1046 1047 1048 1049\n",
            " 1050 1051 1052 1053 1054 1055 1056 1057 1058 1061 1062 1063 1064 1065\n",
            " 1066 1068 1069 1070 1071 1072 1074 1075 1077 1078 1079 1080 1081 1083\n",
            " 1084 1086 1087 1088 1089 1090 1091 1093 1094 1095 1096 1097 1098 1100\n",
            " 1101 1102 1103 1105 1108 1109 1110 1111 1113 1114 1115 1116 1117 1118\n",
            " 1119 1120 1122 1123 1124 1125 1127 1128 1129 1130 1131 1132 1134 1135\n",
            " 1136 1138 1139 1140 1141 1142 1143 1144 1146 1147 1148 1149 1153 1155\n",
            " 1156 1157 1158 1160 1161 1162 1163 1165 1166 1167 1168 1169 1170] Validation: [   0    1   11   16   24   40   42   43   45   46   47   49   57   61\n",
            "   65   66   68   72   74   82   84   90   92   93   94   98  102  104\n",
            "  105  108  111  113  118  120  122  132  139  146  162  165  171  173\n",
            "  174  177  179  191  203  206  207  211  214  215  219  220  221  226\n",
            "  234  246  248  251  254  257  258  261  265  272  273  282  284  292\n",
            "  294  295  301  306  307  310  316  322  325  329  342  349  352  357\n",
            "  366  379  381  387  388  389  391  394  399  407  412  414  417  418\n",
            "  420  422  426  429  431  433  435  439  446  450  464  473  476  484\n",
            "  490  491  492  513  516  525  533  549  558  563  568  585  589  595\n",
            "  598  604  606  613  615  622  623  629  634  638  639  640  650  666\n",
            "  671  672  676  683  692  699  709  712  714  725  730  739  742  754\n",
            "  756  763  770  773  784  791  794  807  811  812  813  814  819  820\n",
            "  830  832  836  838  839  845  848  854  862  863  872  877  878  883\n",
            "  888  899  909  921  922  925  927  928  939  947  949  955  959  964\n",
            "  967  969  971  976  978  987  990  992 1010 1023 1027 1033 1034 1041\n",
            " 1059 1060 1067 1073 1076 1082 1085 1092 1099 1104 1106 1107 1112 1121\n",
            " 1126 1133 1137 1145 1150 1151 1152 1154 1159 1164]\n",
            "Train: [   0    1    2    4    5    6    7    8    9   10   11   12   13   14\n",
            "   15   16   18   20   21   22   23   24   25   26   27   28   29   30\n",
            "   31   34   35   36   37   38   39   40   41   42   43   44   45   46\n",
            "   47   49   50   51   52   54   57   58   59   60   61   62   63   64\n",
            "   65   66   67   68   69   71   72   74   77   80   81   82   83   84\n",
            "   87   88   89   90   91   92   93   94   95   96   97   98  100  102\n",
            "  103  104  105  106  107  108  110  111  113  114  116  117  118  119\n",
            "  120  121  122  123  124  125  126  127  128  129  130  131  132  133\n",
            "  134  136  137  139  140  142  143  144  145  146  148  149  150  151\n",
            "  152  153  154  155  156  157  160  161  162  163  164  165  166  167\n",
            "  168  169  170  171  173  174  175  176  177  178  179  181  182  184\n",
            "  185  186  189  190  191  192  194  195  196  197  198  199  201  202\n",
            "  203  205  206  207  208  209  211  212  213  214  215  216  217  219\n",
            "  220  221  223  224  225  226  227  230  231  232  233  234  235  236\n",
            "  238  239  240  241  243  244  245  246  247  248  249  250  251  252\n",
            "  253  254  256  257  258  259  261  262  263  264  265  266  267  272\n",
            "  273  278  279  280  281  282  283  284  285  287  288  289  290  291\n",
            "  292  294  295  296  297  298  299  300  301  302  303  304  305  306\n",
            "  307  308  309  310  311  312  313  314  316  318  319  320  321  322\n",
            "  323  324  325  326  328  329  332  333  334  336  337  339  341  342\n",
            "  343  345  346  347  349  350  352  353  354  355  356  357  358  361\n",
            "  362  363  366  367  368  369  370  371  372  373  374  375  376  377\n",
            "  378  379  380  381  382  383  384  387  388  389  391  392  393  394\n",
            "  395  396  397  398  399  400  402  403  404  405  407  408  409  410\n",
            "  411  412  413  414  415  416  417  418  419  420  421  422  423  424\n",
            "  426  428  429  430  431  432  433  435  437  439  440  441  442  444\n",
            "  445  446  448  449  450  452  453  454  455  457  458  459  460  462\n",
            "  463  464  465  467  468  469  470  472  473  475  476  477  479  480\n",
            "  482  483  484  485  486  487  489  490  491  492  493  494  495  497\n",
            "  498  499  500  501  502  503  504  506  507  508  509  513  514  515\n",
            "  516  519  520  522  523  524  525  526  527  528  529  533  535  536\n",
            "  537  538  539  540  541  542  543  544  546  547  548  549  550  551\n",
            "  552  553  554  557  558  559  562  563  564  567  568  569  570  571\n",
            "  572  573  576  577  579  580  582  583  585  586  587  588  589  590\n",
            "  593  594  595  596  597  598  601  602  603  604  605  606  607  608\n",
            "  609  610  612  613  614  615  616  617  618  619  620  621  622  623\n",
            "  625  626  627  628  629  631  633  634  635  636  637  638  639  640\n",
            "  642  643  644  645  647  649  650  652  653  655  656  657  658  660\n",
            "  662  663  664  665  666  667  668  669  670  671  672  673  674  675\n",
            "  676  677  678  679  680  682  683  685  686  687  690  691  692  695\n",
            "  696  699  700  701  703  704  705  706  707  709  712  713  714  715\n",
            "  716  718  720  721  725  726  727  728  729  730  732  733  734  735\n",
            "  736  737  739  740  741  742  743  744  747  748  749  750  751  754\n",
            "  756  757  759  761  762  763  765  766  767  769  770  771  772  773\n",
            "  774  775  776  779  781  784  786  789  790  791  793  794  795  796\n",
            "  797  798  801  802  803  804  805  806  807  808  811  812  813  814\n",
            "  815  816  817  819  820  821  822  824  825  826  827  828  829  830\n",
            "  831  832  833  834  835  836  837  838  839  840  841  842  845  846\n",
            "  848  849  850  852  853  854  856  857  858  859  860  861  862  863\n",
            "  867  868  870  871  872  873  874  875  877  878  880  881  882  883\n",
            "  884  885  886  887  888  889  890  891  892  893  894  895  896  898\n",
            "  899  900  902  903  904  905  907  908  909  910  912  914  915  916\n",
            "  918  919  920  921  922  923  924  925  926  927  928  929  931  933\n",
            "  934  935  936  937  938  939  940  941  942  943  944  947  949  951\n",
            "  952  954  955  956  957  958  959  960  962  963  964  966  967  968\n",
            "  969  970  971  973  974  976  977  978  979  981  982  983  984  985\n",
            "  986  987  988  989  990  991  992  995  996  998  999 1000 1001 1003\n",
            " 1004 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017\n",
            " 1018 1019 1021 1022 1023 1024 1025 1026 1027 1029 1033 1034 1035 1038\n",
            " 1040 1041 1042 1043 1045 1048 1049 1050 1052 1053 1054 1055 1056 1057\n",
            " 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071\n",
            " 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086\n",
            " 1087 1088 1089 1091 1092 1095 1096 1097 1099 1100 1101 1104 1105 1106\n",
            " 1107 1108 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121\n",
            " 1122 1123 1124 1125 1126 1128 1129 1130 1131 1132 1133 1134 1135 1137\n",
            " 1138 1141 1142 1143 1144 1145 1146 1148 1149 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1159 1160 1161 1163 1164 1165 1166 1168 1169 1170] Validation: [   3   17   19   32   33   48   53   55   56   70   73   75   76   78\n",
            "   79   85   86   99  101  109  112  115  135  138  141  147  158  159\n",
            "  172  180  183  187  188  193  200  204  210  218  222  228  229  237\n",
            "  242  255  260  268  269  270  271  274  275  276  277  286  293  315\n",
            "  317  327  330  331  335  338  340  344  348  351  359  360  364  365\n",
            "  385  386  390  401  406  425  427  434  436  438  443  447  451  456\n",
            "  461  466  471  474  478  481  488  496  505  510  511  512  517  518\n",
            "  521  530  531  532  534  545  555  556  560  561  565  566  574  575\n",
            "  578  581  584  591  592  599  600  611  624  630  632  641  646  648\n",
            "  651  654  659  661  681  684  688  689  693  694  697  698  702  708\n",
            "  710  711  717  719  722  723  724  731  738  745  746  752  753  755\n",
            "  758  760  764  768  777  778  780  782  783  785  787  788  792  799\n",
            "  800  809  810  818  823  843  844  847  851  855  864  865  866  869\n",
            "  876  879  897  901  906  911  913  917  930  932  945  946  948  950\n",
            "  953  961  965  972  975  980  993  994  997 1002 1020 1028 1030 1031\n",
            " 1032 1036 1037 1039 1044 1046 1047 1051 1072 1090 1093 1094 1098 1102\n",
            " 1103 1109 1127 1136 1139 1140 1147 1158 1162 1167]\n",
            "Train: [   0    1    2    3    6    7    8   11   12   13   14   15   16   17\n",
            "   19   21   22   23   24   25   27   29   30   31   32   33   35   36\n",
            "   38   39   40   41   42   43   44   45   46   47   48   49   50   51\n",
            "   53   55   56   57   58   60   61   62   65   66   67   68   69   70\n",
            "   71   72   73   74   75   76   78   79   81   82   84   85   86   87\n",
            "   88   90   91   92   93   94   95   96   97   98   99  100  101  102\n",
            "  103  104  105  106  107  108  109  110  111  112  113  114  115  116\n",
            "  117  118  119  120  121  122  127  128  129  130  132  133  134  135\n",
            "  138  139  141  142  143  144  146  147  150  152  153  155  156  158\n",
            "  159  160  161  162  163  164  165  166  169  171  172  173  174  175\n",
            "  176  177  178  179  180  182  183  185  186  187  188  189  190  191\n",
            "  193  196  197  198  199  200  201  202  203  204  205  206  207  208\n",
            "  210  211  213  214  215  216  217  218  219  220  221  222  225  226\n",
            "  227  228  229  231  233  234  235  236  237  240  241  242  243  244\n",
            "  245  246  248  249  250  251  252  253  254  255  256  257  258  260\n",
            "  261  265  267  268  269  270  271  272  273  274  275  276  277  278\n",
            "  280  281  282  284  286  287  288  289  290  291  292  293  294  295\n",
            "  296  297  299  300  301  302  303  304  306  307  308  309  310  311\n",
            "  312  313  315  316  317  318  320  321  322  323  324  325  326  327\n",
            "  329  330  331  332  333  334  335  337  338  340  341  342  343  344\n",
            "  346  347  348  349  350  351  352  353  355  357  358  359  360  361\n",
            "  362  363  364  365  366  367  368  369  371  372  373  374  375  376\n",
            "  378  379  381  382  383  384  385  386  387  388  389  390  391  392\n",
            "  393  394  396  398  399  400  401  402  403  404  405  406  407  409\n",
            "  411  412  413  414  415  416  417  418  419  420  421  422  423  424\n",
            "  425  426  427  429  430  431  432  433  434  435  436  437  438  439\n",
            "  440  441  442  443  444  445  446  447  450  451  453  454  455  456\n",
            "  457  461  462  463  464  465  466  467  468  469  470  471  472  473\n",
            "  474  475  476  477  478  479  481  484  485  487  488  489  490  491\n",
            "  492  493  494  496  497  499  500  502  503  504  505  506  507  508\n",
            "  509  510  511  512  513  514  515  516  517  518  519  520  521  525\n",
            "  526  530  531  532  533  534  535  536  537  538  539  541  542  543\n",
            "  544  545  546  547  548  549  551  552  554  555  556  557  558  560\n",
            "  561  562  563  565  566  567  568  569  572  574  575  578  579  580\n",
            "  581  584  585  586  587  588  589  590  591  592  595  596  597  598\n",
            "  599  600  602  603  604  605  606  607  608  609  611  612  613  614\n",
            "  615  617  618  619  620  621  622  623  624  625  627  628  629  630\n",
            "  631  632  633  634  635  637  638  639  640  641  643  644  645  646\n",
            "  648  650  651  652  653  654  655  656  658  659  660  661  663  666\n",
            "  667  668  669  670  671  672  674  676  677  680  681  682  683  684\n",
            "  685  686  688  689  691  692  693  694  696  697  698  699  700  702\n",
            "  703  704  705  708  709  710  711  712  713  714  715  716  717  718\n",
            "  719  720  721  722  723  724  725  726  729  730  731  732  734  735\n",
            "  736  737  738  739  741  742  744  745  746  749  751  752  753  754\n",
            "  755  756  757  758  759  760  763  764  765  767  768  769  770  771\n",
            "  772  773  775  777  778  779  780  782  783  784  785  786  787  788\n",
            "  791  792  793  794  795  797  798  799  800  801  802  805  806  807\n",
            "  808  809  810  811  812  813  814  816  817  818  819  820  823  824\n",
            "  825  826  830  831  832  835  836  837  838  839  840  841  842  843\n",
            "  844  845  846  847  848  849  850  851  852  853  854  855  856  858\n",
            "  859  862  863  864  865  866  868  869  871  872  873  874  876  877\n",
            "  878  879  880  881  882  883  884  885  886  888  889  890  892  893\n",
            "  894  896  897  899  901  903  905  906  907  908  909  910  911  913\n",
            "  914  916  917  918  919  921  922  925  926  927  928  929  930  931\n",
            "  932  934  938  939  945  946  947  948  949  950  952  953  954  955\n",
            "  957  958  959  961  962  963  964  965  967  968  969  970  971  972\n",
            "  973  975  976  977  978  980  982  984  985  986  987  988  990  991\n",
            "  992  993  994  997  998 1000 1002 1004 1006 1010 1012 1014 1015 1016\n",
            " 1017 1019 1020 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032\n",
            " 1033 1034 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046 1047\n",
            " 1050 1051 1052 1053 1054 1055 1059 1060 1061 1063 1064 1065 1066 1067\n",
            " 1068 1069 1070 1071 1072 1073 1076 1078 1079 1081 1082 1084 1085 1087\n",
            " 1088 1089 1090 1091 1092 1093 1094 1095 1096 1098 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1107 1108 1109 1111 1112 1114 1115 1116 1118 1120\n",
            " 1121 1124 1125 1126 1127 1128 1129 1130 1132 1133 1134 1136 1137 1139\n",
            " 1140 1141 1142 1143 1144 1145 1146 1147 1149 1150 1151 1152 1154 1155\n",
            " 1156 1157 1158 1159 1160 1162 1163 1164 1165 1166 1167 1169 1170] Validation: [   4    5    9   10   18   20   26   28   34   37   52   54   59   63\n",
            "   64   77   80   83   89  123  124  125  126  131  136  137  140  145\n",
            "  148  149  151  154  157  167  168  170  181  184  192  194  195  209\n",
            "  212  223  224  230  232  238  239  247  259  262  263  264  266  279\n",
            "  283  285  298  305  314  319  328  336  339  345  354  356  370  377\n",
            "  380  395  397  408  410  428  448  449  452  458  459  460  480  482\n",
            "  483  486  495  498  501  522  523  524  527  528  529  540  550  553\n",
            "  559  564  570  571  573  576  577  582  583  593  594  601  610  616\n",
            "  626  636  642  647  649  657  662  664  665  673  675  678  679  687\n",
            "  690  695  701  706  707  727  728  733  740  743  747  748  750  761\n",
            "  762  766  774  776  781  789  790  796  803  804  815  821  822  827\n",
            "  828  829  833  834  857  860  861  867  870  875  887  891  895  898\n",
            "  900  902  904  912  915  920  923  924  933  935  936  937  940  941\n",
            "  942  943  944  951  956  960  966  974  979  981  983  989  995  996\n",
            "  999 1001 1003 1005 1007 1008 1009 1011 1013 1018 1021 1035 1048 1049\n",
            " 1056 1057 1058 1062 1074 1075 1077 1080 1083 1086 1097 1110 1113 1117\n",
            " 1119 1122 1123 1131 1135 1138 1148 1153 1161 1168]\n",
            "Train: [   1    2    3    5    6    7    8    9   10   11   12   13   14   15\n",
            "   16   17   18   19   20   21   22   23   24   25   26   28   29   30\n",
            "   33   35   36   37   38   39   40   42   44   45   46   47   48   49\n",
            "   50   51   52   53   54   55   57   60   62   64   65   66   67   68\n",
            "   70   71   73   74   75   76   77   78   79   80   81   82   83   84\n",
            "   85   86   87   88   89   90   91   92   93   94   95   96   97   98\n",
            "   99  100  101  102  103  104  105  106  107  108  109  110  112  115\n",
            "  116  117  118  120  121  122  123  125  126  127  128  129  130  131\n",
            "  133  134  135  136  137  139  140  141  143  144  145  146  147  148\n",
            "  149  150  151  152  154  155  156  159  160  161  162  163  167  168\n",
            "  169  171  173  174  175  176  178  179  180  181  182  183  184  185\n",
            "  188  189  190  191  192  193  194  195  196  197  198  199  200  201\n",
            "  202  204  205  206  207  208  209  210  211  212  213  215  216  217\n",
            "  218  219  220  222  223  225  226  227  229  230  231  232  233  234\n",
            "  235  236  237  238  239  240  241  242  243  244  245  246  248  249\n",
            "  252  253  254  255  257  258  259  260  261  262  263  264  265  267\n",
            "  268  269  270  271  274  275  276  277  279  280  281  283  284  285\n",
            "  286  287  289  290  291  292  293  294  295  296  297  298  299  300\n",
            "  301  302  303  304  305  306  309  310  311  312  313  314  318  321\n",
            "  322  323  325  326  328  329  330  331  332  333  336  337  338  340\n",
            "  341  342  343  344  345  346  347  348  349  351  352  354  358  359\n",
            "  361  362  363  364  365  366  367  368  371  372  375  376  377  378\n",
            "  379  380  381  383  385  386  388  392  393  394  396  397  398  399\n",
            "  400  401  402  403  404  405  407  409  410  411  412  413  414  415\n",
            "  416  417  418  420  422  423  425  426  427  428  430  431  432  435\n",
            "  436  437  439  440  441  442  443  444  446  448  449  450  451  452\n",
            "  453  454  455  459  460  461  462  463  464  465  466  467  468  469\n",
            "  471  472  473  474  475  476  477  478  479  480  481  482  483  484\n",
            "  486  487  488  489  490  491  492  493  494  495  498  499  500  502\n",
            "  504  507  508  509  510  511  512  513  514  517  519  521  522  523\n",
            "  524  525  526  527  528  529  530  532  533  534  535  536  537  538\n",
            "  539  540  541  542  543  544  545  546  547  548  550  551  552  553\n",
            "  554  555  556  557  559  560  561  562  563  564  567  568  569  570\n",
            "  571  572  573  574  575  576  577  578  579  583  585  586  587  588\n",
            "  590  591  592  593  594  595  596  597  598  599  600  601  603  604\n",
            "  606  607  608  609  610  611  612  613  615  616  618  619  621  623\n",
            "  624  625  626  627  628  629  630  631  632  633  634  635  636  637\n",
            "  638  640  642  643  644  645  646  648  649  650  651  653  654  655\n",
            "  657  658  659  661  662  663  664  665  666  668  669  671  673  676\n",
            "  677  678  679  680  681  682  683  684  685  687  688  690  691  692\n",
            "  693  694  695  696  697  698  699  700  701  702  703  704  705  706\n",
            "  708  709  710  711  712  714  715  717  718  719  720  721  722  724\n",
            "  725  726  727  728  729  730  731  733  735  736  738  739  741  743\n",
            "  744  745  746  747  748  749  750  751  753  754  755  756  757  758\n",
            "  759  760  762  764  765  766  767  768  769  770  771  772  773  774\n",
            "  775  776  779  780  781  785  787  788  791  792  793  794  796  797\n",
            "  799  800  801  802  805  806  807  808  809  810  811  812  813  814\n",
            "  815  816  817  818  819  820  821  822  824  825  826  828  830  832\n",
            "  833  834  836  837  838  839  840  842  843  844  845  847  848  849\n",
            "  852  853  855  856  857  858  859  860  861  864  865  866  867  868\n",
            "  870  872  873  874  875  876  877  878  879  880  881  882  883  884\n",
            "  885  887  888  889  891  893  895  897  898  900  901  902  903  905\n",
            "  906  907  908  909  910  911  912  913  914  915  916  919  921  922\n",
            "  923  925  929  930  931  932  933  934  935  936  937  938  940  941\n",
            "  942  943  944  945  947  948  950  951  952  955  956  961  962  963\n",
            "  964  965  967  968  969  970  972  973  974  975  978  979  980  982\n",
            "  983  985  986  987  988  989  990  992  993  994  995  998 1001 1002\n",
            " 1003 1004 1005 1006 1008 1009 1010 1012 1013 1014 1015 1016 1018 1019\n",
            " 1020 1021 1022 1023 1025 1026 1027 1028 1029 1031 1033 1034 1035 1036\n",
            " 1037 1038 1039 1041 1042 1043 1044 1045 1046 1047 1048 1050 1051 1052\n",
            " 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066\n",
            " 1068 1069 1070 1071 1072 1073 1074 1076 1077 1078 1080 1081 1082 1083\n",
            " 1085 1086 1087 1088 1089 1090 1092 1093 1094 1095 1096 1097 1098 1099\n",
            " 1100 1101 1102 1103 1105 1106 1108 1109 1110 1111 1114 1115 1116 1117\n",
            " 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1131 1132\n",
            " 1133 1135 1136 1138 1140 1141 1142 1144 1145 1146 1148 1150 1152 1153\n",
            " 1154 1155 1156 1157 1159 1160 1161 1162 1164 1166 1167 1168] Validation: [   0    4   27   31   32   34   41   43   56   58   59   61   63   69\n",
            "   72  111  113  114  119  124  132  138  142  153  157  158  164  165\n",
            "  166  170  172  177  186  187  203  214  221  224  228  247  250  251\n",
            "  256  266  272  273  278  282  288  307  308  315  316  317  319  320\n",
            "  324  327  334  335  339  350  353  355  356  357  360  369  370  373\n",
            "  374  382  384  387  389  390  391  395  406  408  419  421  424  429\n",
            "  433  434  438  445  447  456  457  458  470  485  496  497  501  503\n",
            "  505  506  515  516  518  520  531  549  558  565  566  580  581  582\n",
            "  584  589  602  605  614  617  620  622  639  641  647  652  656  660\n",
            "  667  670  672  674  675  686  689  707  713  716  723  732  734  737\n",
            "  740  742  752  761  763  777  778  782  783  784  786  789  790  795\n",
            "  798  803  804  823  827  829  831  835  841  846  850  851  854  862\n",
            "  863  869  871  886  890  892  894  896  899  904  917  918  920  924\n",
            "  926  927  928  939  946  949  953  954  957  958  959  960  966  971\n",
            "  976  977  981  984  991  996  997  999 1000 1007 1011 1017 1024 1030\n",
            " 1032 1040 1049 1067 1075 1079 1084 1091 1104 1107 1112 1113 1130 1134\n",
            " 1137 1139 1143 1147 1149 1151 1158 1163 1165 1169 1170]\n",
            "Train: [   0    1    2    3    4    5    6    7    8   10   11   12   14   15\n",
            "   17   18   19   20   21   23   24   25   26   27   30   31   32   33\n",
            "   34   35   36   37   38   40   41   42   43   44   47   48   49   51\n",
            "   53   56   58   59   60   61   62   63   65   66   67   68   69   71\n",
            "   72   73   75   76   79   80   81   82   88   90   91   92   93   96\n",
            "   97  101  102  103  104  105  107  108  109  110  111  112  113  114\n",
            "  115  116  118  119  120  121  122  124  128  129  130  131  132  133\n",
            "  134  136  137  138  139  140  141  142  143  145  148  149  151  152\n",
            "  153  155  157  158  159  160  161  162  163  164  165  166  167  168\n",
            "  169  170  171  172  173  175  176  177  179  181  184  186  187  189\n",
            "  190  192  193  194  196  197  198  199  202  203  205  206  207  208\n",
            "  209  211  213  214  215  217  219  221  222  224  225  226  227  228\n",
            "  230  231  232  233  234  235  236  237  238  239  240  241  242  243\n",
            "  244  245  246  247  248  249  250  251  252  254  256  258  259  260\n",
            "  261  263  266  267  269  270  272  273  274  275  277  278  280  282\n",
            "  283  284  286  288  289  292  293  295  297  298  300  301  302  303\n",
            "  304  305  307  308  309  310  311  312  313  315  316  317  318  319\n",
            "  320  321  322  323  324  325  326  327  328  329  330  333  334  335\n",
            "  337  338  339  340  341  342  344  345  346  348  349  350  353  354\n",
            "  355  356  357  358  359  360  362  363  364  365  367  369  370  371\n",
            "  373  374  375  376  377  378  379  380  381  382  383  384  385  386\n",
            "  387  388  389  390  391  392  393  394  395  396  397  398  399  401\n",
            "  402  403  404  405  406  407  408  409  410  411  412  413  414  415\n",
            "  416  417  419  420  421  424  425  426  427  428  429  430  431  433\n",
            "  434  436  437  438  440  443  445  446  447  448  449  450  452  453\n",
            "  454  455  456  457  458  459  460  462  463  464  465  466  467  468\n",
            "  469  470  472  473  474  475  476  478  479  480  481  482  483  484\n",
            "  485  487  488  489  490  492  494  496  497  499  500  501  502  503\n",
            "  504  505  506  508  509  510  511  512  513  514  515  516  518  520\n",
            "  522  523  524  526  528  530  531  532  534  535  536  537  538  539\n",
            "  540  541  542  543  544  545  546  547  548  549  550  551  552  553\n",
            "  554  555  556  557  558  559  562  564  565  566  568  569  570  571\n",
            "  572  573  574  575  577  578  579  580  581  582  583  584  587  588\n",
            "  589  590  591  592  593  594  598  599  600  602  603  605  607  608\n",
            "  609  610  611  612  613  614  615  616  617  618  619  620  622  623\n",
            "  624  625  629  631  633  634  635  636  637  638  639  640  641  643\n",
            "  644  645  646  647  648  649  650  651  652  653  654  655  656  657\n",
            "  658  659  660  661  662  664  665  666  667  670  671  672  673  674\n",
            "  675  676  677  679  680  682  683  684  685  686  687  688  689  690\n",
            "  691  692  693  694  695  696  697  699  700  701  702  703  704  706\n",
            "  707  708  709  711  712  713  714  716  718  719  720  721  723  724\n",
            "  725  726  727  728  729  730  731  732  733  734  735  736  737  740\n",
            "  741  742  744  745  746  748  750  751  752  753  755  756  757  759\n",
            "  761  762  763  764  765  766  767  768  769  770  771  772  773  774\n",
            "  775  776  777  778  779  781  782  783  784  785  786  787  789  790\n",
            "  791  793  794  795  797  798  799  801  802  803  804  805  807  808\n",
            "  810  811  812  814  815  816  818  819  820  821  822  823  824  825\n",
            "  826  827  828  829  830  831  832  834  835  836  837  841  842  843\n",
            "  844  845  846  847  848  849  850  851  853  854  855  857  858  859\n",
            "  860  861  862  863  864  865  866  869  870  871  872  873  875  877\n",
            "  880  881  882  883  884  885  886  887  888  889  890  891  892  894\n",
            "  895  896  897  898  899  900  901  902  903  904  905  906  907  908\n",
            "  910  913  914  915  916  917  918  920  921  922  923  924  925  926\n",
            "  927  928  929  930  932  933  934  935  937  938  939  940  942  944\n",
            "  946  947  948  949  951  952  953  954  955  956  957  958  959  960\n",
            "  961  962  965  966  969  970  971  972  975  976  977  978  979  980\n",
            "  981  982  983  984  985  986  987  989  990  991  993  994  995  996\n",
            "  997  998  999 1000 1001 1002 1003 1004 1005 1006 1007 1008 1010 1011\n",
            " 1013 1015 1017 1019 1020 1021 1022 1023 1024 1026 1027 1028 1029 1030\n",
            " 1031 1032 1033 1036 1037 1038 1040 1041 1044 1046 1047 1048 1049 1050\n",
            " 1051 1053 1055 1056 1057 1058 1059 1060 1061 1062 1063 1064 1066 1067\n",
            " 1068 1069 1070 1071 1072 1074 1075 1076 1077 1078 1079 1080 1081 1082\n",
            " 1083 1084 1086 1087 1088 1090 1091 1092 1093 1094 1096 1098 1100 1102\n",
            " 1103 1104 1105 1106 1107 1108 1110 1111 1112 1113 1114 1115 1116 1117\n",
            " 1119 1120 1121 1122 1123 1124 1125 1126 1129 1130 1131 1132 1133 1134\n",
            " 1135 1136 1137 1138 1139 1140 1143 1144 1145 1146 1147 1148 1149 1151\n",
            " 1153 1156 1158 1159 1161 1162 1163 1165 1166 1167 1168 1169 1170] Validation: [   9   13   16   22   28   29   39   45   46   50   52   54   55   57\n",
            "   64   70   74   77   78   83   84   85   86   87   89   94   95   98\n",
            "   99  100  106  117  123  125  126  127  135  144  146  147  150  154\n",
            "  156  174  178  180  182  183  185  188  191  195  200  201  204  210\n",
            "  212  216  218  220  223  229  253  255  257  262  264  265  268  271\n",
            "  276  279  281  285  287  290  291  294  296  299  306  314  331  332\n",
            "  336  343  347  351  352  361  366  368  372  400  418  422  423  432\n",
            "  435  439  441  442  444  451  461  471  477  486  491  493  495  498\n",
            "  507  517  519  521  525  527  529  533  560  561  563  567  576  585\n",
            "  586  595  596  597  601  604  606  621  626  627  628  630  632  642\n",
            "  663  668  669  678  681  698  705  710  715  717  722  738  739  743\n",
            "  747  749  754  758  760  780  788  792  796  800  806  809  813  817\n",
            "  833  838  839  840  852  856  867  868  874  876  878  879  893  909\n",
            "  911  912  919  931  936  941  943  945  950  963  964  967  968  973\n",
            "  974  988  992 1009 1012 1014 1016 1018 1025 1034 1035 1039 1042 1043\n",
            " 1045 1052 1054 1065 1073 1085 1089 1095 1097 1099 1101 1109 1118 1127\n",
            " 1128 1141 1142 1150 1152 1154 1155 1157 1160 1164]\n",
            "Train: [   0    1    3    4    5    6    7    8    9   10   13   14   16   17\n",
            "   18   19   20   21   22   23   25   26   27   28   29   30   31   32\n",
            "   33   34   35   36   37   39   40   41   42   43   44   45   46   47\n",
            "   48   50   51   52   54   55   56   57   58   59   60   61   62   63\n",
            "   64   65   66   68   69   70   71   72   73   74   75   76   77   78\n",
            "   79   80   81   83   84   85   86   87   89   94   95   97   98   99\n",
            "  100  103  106  107  108  109  111  112  113  114  115  116  117  118\n",
            "  119  120  121  122  123  124  125  126  127  129  130  131  132  135\n",
            "  137  138  140  141  142  144  145  146  147  148  150  151  152  153\n",
            "  154  155  156  157  158  159  162  164  165  166  167  168  169  170\n",
            "  172  174  175  176  177  178  179  180  182  183  185  186  187  188\n",
            "  189  190  191  192  193  195  196  197  198  199  200  201  202  203\n",
            "  204  205  208  209  210  212  214  215  216  218  219  220  221  222\n",
            "  223  224  225  227  228  229  231  232  233  234  235  236  241  243\n",
            "  244  246  247  249  250  251  252  253  255  256  257  260  261  262\n",
            "  263  264  265  266  267  268  269  270  271  272  273  274  275  276\n",
            "  277  278  279  280  281  282  283  285  286  287  288  289  290  291\n",
            "  292  294  295  296  298  299  301  302  303  304  305  306  307  308\n",
            "  311  312  313  314  315  316  317  319  320  321  322  324  325  326\n",
            "  327  328  329  331  332  334  335  336  338  339  340  343  344  346\n",
            "  347  348  349  350  351  352  353  354  355  356  357  358  359  360\n",
            "  361  363  364  365  366  367  368  369  370  371  372  373  374  375\n",
            "  376  377  378  379  380  382  384  385  386  387  388  389  390  391\n",
            "  392  393  394  395  396  397  398  399  400  401  406  407  408  409\n",
            "  411  412  413  414  415  416  418  419  421  422  423  424  429  430\n",
            "  431  432  433  434  435  437  438  439  441  442  443  444  445  446\n",
            "  447  449  451  452  454  456  457  458  459  460  461  462  465  466\n",
            "  469  470  471  472  473  474  475  476  477  478  479  480  482  484\n",
            "  485  486  488  491  492  493  495  496  497  498  499  500  501  502\n",
            "  503  504  505  506  507  508  511  512  513  514  515  516  517  518\n",
            "  519  520  521  522  524  525  527  529  530  531  533  536  538  539\n",
            "  540  541  542  543  544  545  546  547  548  549  550  551  552  553\n",
            "  554  555  556  557  558  559  560  561  562  563  564  565  566  567\n",
            "  568  569  576  577  578  580  581  582  583  584  585  586  587  588\n",
            "  589  591  592  593  594  595  596  597  598  599  600  601  602  603\n",
            "  604  605  606  607  609  611  612  614  615  616  617  618  620  621\n",
            "  622  623  624  625  626  627  628  629  630  632  633  635  638  639\n",
            "  641  642  643  644  645  646  647  648  649  651  652  653  655  656\n",
            "  657  658  660  661  663  664  666  667  668  669  670  672  673  674\n",
            "  675  676  677  678  679  681  682  683  686  687  688  689  691  693\n",
            "  695  696  697  698  699  705  706  707  709  710  711  712  713  714\n",
            "  715  716  717  718  719  720  722  723  725  727  729  730  732  733\n",
            "  734  735  737  738  739  740  741  742  743  744  745  746  747  749\n",
            "  752  754  755  757  758  759  760  761  763  764  765  767  768  769\n",
            "  770  771  772  773  774  776  777  778  779  780  781  782  783  784\n",
            "  785  786  787  788  789  790  791  792  793  794  795  796  797  798\n",
            "  799  800  802  803  804  805  806  809  811  813  814  815  816  817\n",
            "  818  819  820  822  823  825  826  827  829  830  831  832  833  835\n",
            "  837  838  839  840  841  842  845  846  847  849  850  851  852  854\n",
            "  856  857  861  862  863  864  865  867  868  869  870  871  872  873\n",
            "  874  875  876  877  878  879  881  882  883  884  886  890  892  893\n",
            "  894  895  896  897  899  900  902  904  905  906  909  910  911  912\n",
            "  913  914  915  916  917  918  919  920  921  923  924  925  926  927\n",
            "  928  931  932  934  935  936  937  939  941  943  944  945  946  948\n",
            "  949  950  952  953  954  955  957  958  959  960  962  963  964  965\n",
            "  966  967  968  971  972  973  974  976  977  979  981  982  983  984\n",
            "  985  987  988  991  992  993  996  997  998  999 1000 1001 1004 1005\n",
            " 1006 1007 1008 1009 1010 1011 1012 1013 1014 1016 1017 1018 1021 1022\n",
            " 1024 1025 1026 1027 1029 1030 1031 1032 1034 1035 1036 1037 1038 1039\n",
            " 1040 1041 1042 1043 1044 1045 1048 1049 1050 1051 1052 1054 1055 1056\n",
            " 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1070 1071 1072\n",
            " 1073 1074 1075 1077 1078 1079 1080 1081 1082 1083 1084 1085 1087 1088\n",
            " 1089 1091 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102 1103 1104\n",
            " 1105 1106 1107 1109 1110 1111 1112 1113 1114 1115 1116 1118 1119 1121\n",
            " 1122 1123 1126 1127 1128 1130 1131 1133 1134 1135 1136 1137 1138 1139\n",
            " 1140 1141 1142 1143 1144 1146 1147 1148 1149 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1160 1161 1163 1164 1165 1166 1168 1169 1170] Validation: [   2   11   12   15   24   38   49   53   67   82   88   90   91   92\n",
            "   93   96  101  102  104  105  110  128  133  134  136  139  143  149\n",
            "  160  161  163  171  173  181  184  194  206  207  211  213  217  226\n",
            "  230  237  238  239  240  242  245  248  254  258  259  284  293  297\n",
            "  300  309  310  318  323  330  333  337  341  342  345  362  381  383\n",
            "  402  403  404  405  410  417  420  425  426  427  428  436  440  448\n",
            "  450  453  455  463  464  467  468  481  483  487  489  490  494  509\n",
            "  510  523  526  528  532  534  535  537  570  571  572  573  574  575\n",
            "  579  590  608  610  613  619  631  634  636  637  640  650  654  659\n",
            "  662  665  671  680  684  685  690  692  694  700  701  702  703  704\n",
            "  708  721  724  726  728  731  736  748  750  751  753  756  762  766\n",
            "  775  801  807  808  810  812  821  824  828  834  836  843  844  848\n",
            "  853  855  858  859  860  866  880  885  887  888  889  891  898  901\n",
            "  903  907  908  922  929  930  933  938  940  942  947  951  956  961\n",
            "  969  970  975  978  980  986  989  990  994  995 1002 1003 1015 1019\n",
            " 1020 1023 1028 1033 1046 1047 1053 1057 1069 1076 1086 1090 1092 1108\n",
            " 1117 1120 1124 1125 1129 1132 1145 1159 1162 1167]\n",
            "Train: [   0    1    2    3    4    5    6    7    9   10   11   12   13   15\n",
            "   16   17   18   19   20   22   23   24   25   27   28   29   30   31\n",
            "   32   34   35   37   38   39   41   42   43   45   46   47   49   50\n",
            "   51   52   53   54   55   56   57   58   59   60   61   63   64   66\n",
            "   67   69   70   71   72   73   74   76   77   78   81   82   83   84\n",
            "   85   86   87   88   89   90   91   92   93   94   95   96   98   99\n",
            "  100  101  102  104  105  106  109  110  111  112  113  114  115  116\n",
            "  117  118  119  123  124  125  126  127  128  129  131  132  133  134\n",
            "  135  136  138  139  141  142  143  144  145  146  147  149  150  152\n",
            "  153  154  155  156  157  158  159  160  161  163  164  165  166  167\n",
            "  168  169  170  171  172  173  174  175  176  177  178  180  181  182\n",
            "  183  184  185  186  187  188  191  192  194  195  196  199  200  201\n",
            "  202  203  204  205  206  207  208  210  211  212  213  214  216  217\n",
            "  218  219  220  221  223  224  225  226  227  228  229  230  231  234\n",
            "  235  237  238  239  240  241  242  244  245  247  248  250  251  252\n",
            "  253  254  255  256  257  258  259  261  262  264  265  266  267  268\n",
            "  269  271  272  273  275  276  278  279  280  281  282  284  285  287\n",
            "  288  289  290  291  292  293  294  296  297  299  300  306  307  308\n",
            "  309  310  314  315  316  317  318  319  320  323  324  325  326  327\n",
            "  329  330  331  332  333  334  335  336  337  339  341  342  343  344\n",
            "  345  347  350  351  352  353  355  356  357  358  359  360  361  362\n",
            "  365  366  368  369  370  371  372  373  374  375  376  378  379  380\n",
            "  381  382  383  384  385  386  387  388  389  390  391  392  393  394\n",
            "  395  398  400  401  402  403  404  405  406  408  409  410  411  412\n",
            "  417  418  419  420  421  422  423  424  425  426  427  428  429  431\n",
            "  432  433  434  435  436  438  439  440  441  442  443  444  445  446\n",
            "  447  448  450  451  453  455  456  457  458  459  460  461  463  464\n",
            "  467  468  470  471  472  473  474  477  479  480  481  482  483  485\n",
            "  486  487  488  489  490  491  493  494  495  496  497  498  501  503\n",
            "  505  506  507  509  510  512  514  515  516  517  518  519  520  521\n",
            "  522  523  525  526  527  528  529  530  531  532  533  534  535  537\n",
            "  538  540  541  544  545  546  547  548  549  550  551  552  553  555\n",
            "  557  558  560  561  563  564  565  566  567  569  570  571  572  573\n",
            "  574  575  576  578  579  580  581  582  583  584  585  586  589  590\n",
            "  595  596  597  599  601  602  604  605  606  607  608  610  613  614\n",
            "  615  617  619  620  621  622  626  627  628  630  631  632  633  634\n",
            "  635  636  637  638  639  640  641  642  643  644  645  646  647  650\n",
            "  651  652  654  656  658  659  660  662  663  665  666  667  668  669\n",
            "  670  671  672  674  675  676  677  678  680  681  683  684  685  686\n",
            "  687  689  690  691  692  694  695  698  699  700  701  702  703  704\n",
            "  705  706  707  708  710  711  712  713  714  715  716  717  719  720\n",
            "  721  722  723  724  726  727  728  729  731  732  734  735  736  737\n",
            "  738  739  740  741  742  743  746  747  748  749  750  751  752  753\n",
            "  754  756  758  760  761  762  763  764  766  767  768  769  770  773\n",
            "  775  777  778  779  780  782  783  784  786  787  788  789  790  791\n",
            "  792  793  794  795  796  797  798  799  800  801  802  803  804  805\n",
            "  806  807  808  809  810  812  813  814  815  817  818  821  823  824\n",
            "  827  828  829  830  831  833  834  835  836  837  838  839  840  841\n",
            "  843  844  846  847  848  849  850  851  852  853  854  855  856  857\n",
            "  858  859  860  862  863  864  866  867  868  869  871  874  875  876\n",
            "  878  879  880  883  885  886  887  888  889  890  891  892  893  894\n",
            "  895  896  897  898  899  900  901  903  904  905  906  907  908  909\n",
            "  910  911  912  914  917  918  919  920  922  923  924  925  926  927\n",
            "  928  929  930  931  933  936  937  938  939  940  941  942  943  944\n",
            "  945  946  947  949  950  951  953  954  955  956  957  958  959  960\n",
            "  961  962  963  964  965  966  967  968  969  970  971  973  974  975\n",
            "  976  977  978  980  981  983  984  985  986  988  989  990  991  992\n",
            "  994  995  996  997  999 1000 1001 1002 1003 1006 1007 1008 1009 1010\n",
            " 1011 1012 1013 1014 1015 1016 1017 1018 1019 1020 1021 1023 1024 1025\n",
            " 1026 1028 1029 1030 1032 1033 1034 1035 1036 1039 1040 1042 1043 1045\n",
            " 1046 1047 1048 1049 1050 1052 1053 1054 1057 1058 1059 1060 1061 1063\n",
            " 1064 1065 1067 1068 1069 1070 1072 1073 1075 1076 1077 1079 1080 1081\n",
            " 1082 1084 1085 1086 1089 1090 1091 1092 1095 1097 1098 1099 1101 1102\n",
            " 1104 1105 1107 1108 1109 1110 1111 1112 1113 1116 1117 1118 1120 1123\n",
            " 1124 1125 1127 1128 1129 1130 1132 1134 1135 1137 1138 1139 1141 1142\n",
            " 1143 1144 1145 1146 1147 1148 1149 1150 1151 1152 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   8   14   21   26   33   36   40   44   48   62   65   68   75   79\n",
            "   80   97  103  107  108  120  121  122  130  137  140  148  151  162\n",
            "  179  189  190  193  197  198  209  215  222  232  233  236  243  246\n",
            "  249  260  263  270  274  277  283  286  295  298  301  302  303  304\n",
            "  305  311  312  313  321  322  328  338  340  346  348  349  354  363\n",
            "  364  367  377  396  397  399  407  413  414  415  416  430  437  449\n",
            "  452  454  462  465  466  469  475  476  478  484  492  499  500  502\n",
            "  504  508  511  513  524  536  539  542  543  554  556  559  562  568\n",
            "  577  587  588  591  592  593  594  598  600  603  609  611  612  616\n",
            "  618  623  624  625  629  648  649  653  655  657  661  664  673  679\n",
            "  682  688  693  696  697  709  718  725  730  733  744  745  755  757\n",
            "  759  765  771  772  774  776  781  785  811  816  819  820  822  825\n",
            "  826  832  842  845  861  865  870  872  873  877  881  882  884  902\n",
            "  913  915  916  921  932  934  935  948  952  972  979  982  987  993\n",
            "  998 1004 1005 1022 1027 1031 1037 1038 1041 1044 1051 1055 1056 1062\n",
            " 1066 1071 1074 1078 1083 1087 1088 1093 1094 1096 1100 1103 1106 1114\n",
            " 1115 1119 1121 1122 1126 1131 1133 1136 1140 1153]\n",
            "Train: [   0    2    4    8    9   11   12   13   14   15   16   21   22   24\n",
            "   26   27   28   29   31   32   33   34   36   38   39   40   41   43\n",
            "   44   45   46   48   49   50   52   53   54   55   56   57   58   59\n",
            "   61   62   63   64   65   67   68   69   70   72   74   75   77   78\n",
            "   79   80   82   83   84   85   86   87   88   89   90   91   92   93\n",
            "   94   95   96   97   98   99  100  101  102  103  104  105  106  107\n",
            "  108  110  111  113  114  117  119  120  121  122  123  124  125  126\n",
            "  127  128  130  132  133  134  135  136  137  138  139  140  142  143\n",
            "  144  146  147  148  149  150  151  153  154  156  157  158  160  161\n",
            "  162  163  164  165  166  170  171  172  173  174  177  178  179  180\n",
            "  181  182  183  184  185  186  187  188  189  190  191  193  194  195\n",
            "  197  198  200  201  203  204  206  207  209  210  211  212  213  214\n",
            "  215  216  217  218  220  221  222  223  224  226  228  229  230  232\n",
            "  233  236  237  238  239  240  242  243  245  246  247  248  249  250\n",
            "  251  253  254  255  256  257  258  259  260  262  263  264  265  266\n",
            "  268  270  271  272  273  274  276  277  278  279  281  282  283  284\n",
            "  285  286  287  288  290  291  293  294  295  296  297  298  299  300\n",
            "  301  302  303  304  305  306  307  308  309  310  311  312  313  314\n",
            "  315  316  317  318  319  320  321  322  323  324  327  328  330  331\n",
            "  332  333  334  335  336  337  338  339  340  341  342  343  345  346\n",
            "  347  348  349  350  351  352  353  354  355  356  357  360  361  362\n",
            "  363  364  366  367  368  369  370  372  373  374  377  381  382  383\n",
            "  384  387  389  390  391  395  396  397  399  400  402  403  404  405\n",
            "  406  407  408  410  413  414  415  416  417  418  419  420  421  422\n",
            "  423  424  425  426  427  428  429  430  432  433  434  435  436  437\n",
            "  438  439  440  441  442  444  445  447  448  449  450  451  452  453\n",
            "  454  455  456  457  458  461  462  463  464  465  466  467  468  469\n",
            "  470  471  475  476  477  478  481  483  484  485  486  487  489  490\n",
            "  491  492  493  494  495  496  497  498  499  500  501  502  503  504\n",
            "  505  506  507  508  509  510  511  513  515  516  517  518  519  520\n",
            "  521  523  524  525  526  527  528  529  531  532  533  534  535  536\n",
            "  537  539  542  543  549  554  556  558  559  560  561  562  563  565\n",
            "  566  567  568  570  571  572  573  574  575  576  577  579  580  581\n",
            "  582  584  585  586  587  588  589  590  591  592  593  594  595  596\n",
            "  597  598  600  601  602  603  604  605  606  608  609  610  611  612\n",
            "  613  614  616  617  618  619  620  621  622  623  624  625  626  627\n",
            "  628  629  630  631  632  634  636  637  639  640  641  642  647  648\n",
            "  649  650  652  653  654  655  656  657  659  660  661  662  663  664\n",
            "  665  667  668  669  670  671  672  673  674  675  678  679  680  681\n",
            "  682  684  685  686  688  689  690  692  693  694  696  697  698  700\n",
            "  701  702  703  704  705  707  708  709  710  713  715  716  717  718\n",
            "  721  722  723  724  725  726  728  730  731  732  733  734  736  737\n",
            "  738  739  740  742  743  744  745  747  748  749  750  751  752  753\n",
            "  754  755  756  757  758  759  760  761  762  763  765  766  771  772\n",
            "  774  775  776  777  778  780  781  782  783  784  785  786  788  789\n",
            "  790  792  795  796  798  800  801  803  804  806  807  808  809  810\n",
            "  811  812  813  816  817  819  820  821  822  823  824  825  826  827\n",
            "  828  829  831  832  833  834  835  836  838  839  840  841  842  843\n",
            "  844  845  846  848  850  851  852  853  854  855  856  858  859  860\n",
            "  861  862  863  865  866  867  868  869  870  871  872  873  874  876\n",
            "  877  878  879  880  881  882  884  885  886  887  888  889  890  891\n",
            "  892  893  894  896  898  899  901  902  903  904  907  908  909  911\n",
            "  912  913  915  916  917  918  919  920  921  922  924  926  927  928\n",
            "  929  930  931  932  933  934  935  936  938  939  940  941  942  943\n",
            "  945  946  947  948  949  950  951  952  953  954  956  957  958  959\n",
            "  960  961  963  964  966  967  968  969  970  971  972  973  974  975\n",
            "  976  977  978  979  980  981  982  984  986  987  988  989  990  991\n",
            "  992  993  994  995  996  997  998  999 1000 1002 1003 1004 1005 1007\n",
            " 1009 1011 1012 1014 1015 1016 1017 1018 1019 1020 1022 1023 1024 1025\n",
            " 1027 1028 1030 1031 1032 1033 1034 1035 1037 1038 1039 1040 1041 1042\n",
            " 1043 1044 1045 1046 1047 1049 1051 1052 1053 1054 1055 1056 1057 1062\n",
            " 1065 1066 1067 1069 1071 1073 1074 1075 1076 1078 1079 1083 1084 1085\n",
            " 1086 1087 1088 1089 1090 1091 1092 1093 1094 1095 1096 1097 1099 1100\n",
            " 1101 1103 1104 1106 1107 1108 1109 1112 1113 1114 1115 1117 1118 1119\n",
            " 1120 1121 1122 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134\n",
            " 1136 1137 1139 1140 1141 1142 1143 1145 1147 1149 1150 1151 1152 1153\n",
            " 1154 1155 1157 1158 1159 1160 1162 1163 1164 1165 1167 1169 1170] Validation: [   1    3    5    6    7   10   17   18   19   20   23   25   30   35\n",
            "   37   42   47   51   60   66   71   73   76   81  109  112  115  116\n",
            "  118  129  131  141  145  152  155  159  167  168  169  175  176  192\n",
            "  196  199  202  205  208  219  225  227  231  234  235  241  244  252\n",
            "  261  267  269  275  280  289  292  325  326  329  344  358  359  365\n",
            "  371  375  376  378  379  380  385  386  388  392  393  394  398  401\n",
            "  409  411  412  431  443  446  459  460  472  473  474  479  480  482\n",
            "  488  512  514  522  530  538  540  541  544  545  546  547  548  550\n",
            "  551  552  553  555  557  564  569  578  583  599  607  615  633  635\n",
            "  638  643  644  645  646  651  658  666  676  677  683  687  691  695\n",
            "  699  706  711  712  714  719  720  727  729  735  741  746  764  767\n",
            "  768  769  770  773  779  787  791  793  794  797  799  802  805  814\n",
            "  815  818  830  837  847  849  857  864  875  883  895  897  900  905\n",
            "  906  910  914  923  925  937  944  955  962  965  983  985 1001 1006\n",
            " 1008 1010 1013 1021 1026 1029 1036 1048 1050 1058 1059 1060 1061 1063\n",
            " 1064 1068 1070 1072 1077 1080 1081 1082 1098 1102 1105 1110 1111 1116\n",
            " 1123 1135 1138 1144 1146 1148 1156 1161 1166 1168]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   15   17   21   23   24   26   27   29   30   31   32   33   34   35\n",
            "   36   37   38   39   41   42   43   45   48   49   50   51   53   54\n",
            "   56   57   58   59   60   61   62   63   64   65   66   67   69   71\n",
            "   72   73   74   75   76   77   79   82   83   84   85   87   90   91\n",
            "   92   94   95   96   97   99  100  101  103  104  105  106  107  108\n",
            "  110  111  112  113  115  117  118  119  120  121  122  123  124  125\n",
            "  126  128  129  130  131  132  133  135  136  137  138  139  140  141\n",
            "  142  144  145  146  147  148  149  150  151  152  155  157  158  159\n",
            "  162  163  164  165  166  167  168  170  171  173  174  175  177  178\n",
            "  179  180  183  184  185  186  187  188  189  190  191  192  193  194\n",
            "  195  196  197  199  200  202  203  204  205  206  207  208  210  211\n",
            "  213  214  215  216  217  219  220  223  224  225  226  227  228  229\n",
            "  230  231  232  233  235  236  237  238  239  242  243  245  246  247\n",
            "  248  249  250  251  252  254  255  256  257  259  260  261  262  264\n",
            "  265  267  268  270  272  273  274  275  276  277  278  279  280  281\n",
            "  282  284  285  287  289  290  291  292  293  294  295  296  297  298\n",
            "  299  300  301  303  304  305  306  307  308  309  310  311  313  314\n",
            "  315  316  317  318  319  320  321  322  323  324  325  326  327  329\n",
            "  330  331  332  334  335  336  337  339  340  341  343  344  345  348\n",
            "  349  350  351  352  353  354  357  358  359  360  361  362  363  365\n",
            "  366  367  369  370  371  372  373  375  376  377  378  379  380  381\n",
            "  382  383  384  385  386  388  389  390  391  393  394  395  397  398\n",
            "  399  400  401  403  406  407  409  410  411  412  414  415  416  417\n",
            "  418  419  422  423  424  428  429  431  433  434  436  437  438  439\n",
            "  440  442  443  445  448  449  450  451  453  455  457  459  461  462\n",
            "  463  464  465  466  467  468  469  472  475  477  478  479  480  481\n",
            "  482  483  484  485  486  487  488  489  490  492  493  494  495  497\n",
            "  499  500  501  502  503  504  505  506  507  508  509  510  512  515\n",
            "  517  518  519  520  521  522  523  524  525  526  527  529  530  532\n",
            "  533  534  535  537  539  540  541  542  543  544  545  546  547  548\n",
            "  550  551  552  554  555  556  557  559  561  562  563  564  565  566\n",
            "  569  570  571  572  573  574  575  576  577  579  580  581  582  584\n",
            "  586  587  588  589  591  592  593  594  595  596  597  599  600  601\n",
            "  603  605  606  607  608  609  610  611  612  613  614  615  617  618\n",
            "  619  620  621  623  625  627  629  631  632  633  634  635  637  638\n",
            "  639  640  641  642  643  645  646  647  648  649  650  651  652  653\n",
            "  655  656  657  658  659  660  661  663  664  665  666  667  668  669\n",
            "  670  671  673  674  675  676  678  679  680  683  684  685  686  687\n",
            "  688  689  691  693  697  698  699  700  701  702  704  705  707  708\n",
            "  709  710  711  712  713  715  717  718  720  721  722  723  725  726\n",
            "  727  729  730  731  732  733  734  736  737  738  739  740  741  743\n",
            "  744  745  746  747  748  749  750  751  752  753  754  755  757  758\n",
            "  759  760  761  762  766  767  768  769  770  771  772  773  774  775\n",
            "  776  777  778  779  780  781  782  783  784  785  787  788  789  790\n",
            "  791  792  793  794  795  796  797  798  799  800  801  803  804  805\n",
            "  807  808  809  810  812  813  814  815  817  818  819  822  823  824\n",
            "  825  826  827  828  829  830  831  832  833  834  836  837  838  839\n",
            "  840  841  842  843  844  845  846  848  849  850  851  852  854  855\n",
            "  857  859  860  861  862  863  865  866  867  868  870  871  872  873\n",
            "  874  875  876  878  879  880  881  882  883  884  885  886  887  888\n",
            "  890  891  892  893  894  895  896  897  898  899  900  901  902  903\n",
            "  904  905  906  907  908  909  910  911  912  913  916  917  918  919\n",
            "  920  921  922  923  924  925  927  928  929  930  931  935  936  937\n",
            "  939  940  941  943  944  945  946  947  948  950  951  952  953  954\n",
            "  955  956  957  958  959  960  961  962  963  964  965  966  971  972\n",
            "  973  974  975  976  977  980  983  984  985  986  987  989  990  991\n",
            "  995  996  999 1000 1001 1002 1003 1004 1005 1007 1009 1011 1012 1013\n",
            " 1015 1016 1017 1018 1019 1020 1021 1022 1024 1025 1026 1027 1028 1029\n",
            " 1030 1031 1032 1033 1034 1035 1036 1037 1038 1041 1042 1043 1044 1045\n",
            " 1046 1047 1049 1050 1051 1052 1053 1056 1058 1059 1060 1061 1063 1064\n",
            " 1065 1066 1067 1068 1069 1071 1072 1074 1075 1076 1077 1078 1080 1082\n",
            " 1083 1085 1086 1088 1089 1090 1092 1093 1094 1097 1098 1099 1100 1101\n",
            " 1103 1104 1107 1109 1110 1111 1112 1113 1114 1115 1116 1118 1119 1120\n",
            " 1121 1122 1124 1125 1126 1127 1128 1129 1131 1132 1134 1135 1136 1138\n",
            " 1139 1140 1141 1146 1147 1148 1149 1150 1151 1152 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1169 1170] Validation: [  14   16   18   19   20   22   25   28   40   44   46   47   52   55\n",
            "   68   70   78   80   81   86   88   89   93   98  102  109  114  116\n",
            "  127  134  143  153  154  156  160  161  169  172  176  181  182  198\n",
            "  201  209  212  218  221  222  234  240  241  244  253  258  263  266\n",
            "  269  271  283  286  288  302  312  328  333  338  342  346  347  355\n",
            "  356  364  368  374  387  392  396  402  404  405  408  413  420  421\n",
            "  425  426  427  430  432  435  441  444  446  447  452  454  456  458\n",
            "  460  470  471  473  474  476  491  496  498  511  513  514  516  528\n",
            "  531  536  538  549  553  558  560  567  568  578  583  585  590  598\n",
            "  602  604  616  622  624  626  628  630  636  644  654  662  672  677\n",
            "  681  682  690  692  694  695  696  703  706  714  716  719  724  728\n",
            "  735  742  756  763  764  765  786  802  806  811  816  820  821  835\n",
            "  847  853  856  858  864  869  877  889  914  915  926  932  933  934\n",
            "  938  942  949  967  968  969  970  978  979  981  982  988  992  993\n",
            "  994  997  998 1006 1008 1010 1014 1023 1039 1040 1048 1054 1055 1057\n",
            " 1062 1070 1073 1079 1081 1084 1087 1091 1095 1096 1102 1105 1106 1108\n",
            " 1117 1123 1130 1133 1137 1142 1143 1144 1145 1153 1168]\n",
            "Train: [   0    2    3    4    5    6    7    8    9   10   11   12   13   14\n",
            "   16   17   18   19   20   22   23   24   25   26   27   28   30   31\n",
            "   32   33   36   38   40   41   42   43   44   45   46   47   48   49\n",
            "   50   51   52   53   54   55   56   57   58   59   60   61   63   64\n",
            "   67   68   69   70   71   73   74   75   76   77   78   79   80   81\n",
            "   82   83   84   85   86   87   88   89   92   93   94   95   96   98\n",
            "   99  100  101  102  104  106  107  108  109  110  111  112  113  114\n",
            "  115  116  117  119  121  122  123  124  125  126  127  128  129  130\n",
            "  131  134  135  136  137  138  140  141  143  144  145  147  148  149\n",
            "  150  151  152  153  154  155  156  157  158  159  160  161  162  163\n",
            "  164  165  166  167  168  169  170  172  173  174  175  176  177  179\n",
            "  180  181  182  183  184  185  187  188  189  190  191  194  195  198\n",
            "  199  200  201  202  203  205  206  207  208  209  210  211  212  213\n",
            "  214  215  216  217  218  219  220  221  222  225  226  228  229  230\n",
            "  231  234  235  236  237  238  239  240  241  242  243  244  245  246\n",
            "  247  248  249  250  251  252  253  254  255  256  257  258  259  261\n",
            "  262  263  264  265  266  267  268  269  271  273  274  276  278  279\n",
            "  280  283  284  286  287  288  289  291  292  295  296  297  298  299\n",
            "  300  301  302  303  304  305  307  308  309  310  311  312  313  315\n",
            "  316  317  318  319  321  322  323  324  325  327  328  329  330  332\n",
            "  333  334  336  337  338  339  340  341  342  343  344  345  346  347\n",
            "  348  351  352  353  354  355  356  359  360  361  362  363  364  366\n",
            "  367  368  370  372  373  374  375  377  379  381  383  384  386  387\n",
            "  388  390  391  392  393  394  395  396  397  398  400  402  403  404\n",
            "  405  407  408  409  410  413  414  415  417  418  420  421  423  424\n",
            "  425  426  427  428  429  430  432  434  435  436  439  440  441  443\n",
            "  444  445  446  447  448  449  452  453  454  455  456  457  458  459\n",
            "  460  461  465  466  467  468  469  470  471  472  473  474  475  476\n",
            "  477  478  479  482  486  487  488  489  491  492  494  495  496  497\n",
            "  498  500  502  503  504  505  506  507  509  510  511  512  513  514\n",
            "  515  516  517  519  521  522  524  525  526  528  529  531  532  533\n",
            "  534  535  536  537  538  539  540  541  542  543  544  546  547  549\n",
            "  551  552  553  554  557  558  559  560  561  562  563  564  565  566\n",
            "  567  568  570  571  572  576  577  578  579  580  581  582  583  585\n",
            "  586  587  588  589  590  591  592  593  594  596  597  598  599  602\n",
            "  604  605  606  607  608  610  612  613  614  615  616  618  621  622\n",
            "  624  625  626  627  628  630  631  632  635  636  637  638  639  640\n",
            "  642  644  645  646  647  648  649  654  655  656  659  661  662  665\n",
            "  666  668  670  672  673  674  677  678  679  680  681  682  683  684\n",
            "  685  686  687  688  689  690  691  692  694  695  696  699  701  702\n",
            "  703  705  706  707  708  712  713  714  715  716  717  718  719  720\n",
            "  721  722  723  724  727  728  729  730  731  733  734  735  737  738\n",
            "  739  740  741  742  743  745  746  747  749  752  754  755  756  757\n",
            "  758  760  763  764  765  767  769  770  771  772  773  774  776  777\n",
            "  778  779  780  781  782  785  786  788  789  790  792  793  795  796\n",
            "  797  798  799  800  801  802  804  805  806  809  811  812  813  815\n",
            "  816  817  818  819  820  821  822  823  825  826  827  828  829  830\n",
            "  831  834  835  836  837  838  839  840  843  844  846  847  848  849\n",
            "  850  852  853  854  855  856  857  858  859  860  862  863  864  866\n",
            "  868  869  870  871  872  873  874  875  876  877  878  879  881  883\n",
            "  884  885  887  888  889  890  891  892  893  895  896  897  898  899\n",
            "  900  901  902  903  907  908  910  911  912  913  914  915  917  919\n",
            "  922  923  924  925  926  927  928  929  930  932  933  934  936  937\n",
            "  938  939  940  941  942  945  946  949  951  952  956  960  961  962\n",
            "  963  964  965  966  967  968  969  970  971  972  973  975  976  978\n",
            "  979  980  981  982  983  984  985  986  987  988  989  990  991  992\n",
            "  993  994  996  997  998  999 1000 1001 1002 1003 1004 1005 1006 1007\n",
            " 1008 1009 1010 1012 1013 1014 1015 1016 1018 1019 1021 1023 1024 1025\n",
            " 1026 1027 1028 1030 1031 1032 1033 1034 1035 1036 1038 1039 1040 1041\n",
            " 1042 1043 1044 1045 1046 1047 1048 1049 1050 1051 1052 1053 1054 1055\n",
            " 1056 1057 1058 1059 1060 1061 1062 1063 1066 1068 1069 1070 1071 1072\n",
            " 1073 1074 1075 1076 1077 1079 1080 1081 1083 1084 1085 1086 1087 1088\n",
            " 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1102 1103 1105\n",
            " 1106 1107 1108 1112 1113 1114 1115 1116 1117 1118 1119 1120 1121 1122\n",
            " 1123 1124 1125 1127 1128 1129 1130 1132 1133 1134 1135 1136 1137 1138\n",
            " 1141 1142 1143 1144 1145 1147 1148 1150 1152 1153 1154 1155 1156 1157\n",
            " 1158 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [   1   15   21   29   34   35   37   39   62   65   66   72   90   91\n",
            "   97  103  105  118  120  132  133  139  142  146  171  178  186  192\n",
            "  193  196  197  204  223  224  227  232  233  260  270  272  275  277\n",
            "  281  282  285  290  293  294  306  314  320  326  331  335  349  350\n",
            "  357  358  365  369  371  376  378  380  382  385  389  399  401  406\n",
            "  411  412  416  419  422  431  433  437  438  442  450  451  462  463\n",
            "  464  480  481  483  484  485  490  493  499  501  508  518  520  523\n",
            "  527  530  545  548  550  555  556  569  573  574  575  584  595  600\n",
            "  601  603  609  611  617  619  620  623  629  633  634  641  643  650\n",
            "  651  652  653  657  658  660  663  664  667  669  671  675  676  693\n",
            "  697  698  700  704  709  710  711  725  726  732  736  744  748  750\n",
            "  751  753  759  761  762  766  768  775  783  784  787  791  794  803\n",
            "  807  808  810  814  824  832  833  841  842  845  851  861  865  867\n",
            "  880  882  886  894  904  905  906  909  916  918  920  921  931  935\n",
            "  943  944  947  948  950  953  954  955  957  958  959  974  977  995\n",
            " 1011 1017 1020 1022 1029 1037 1064 1065 1067 1078 1082 1100 1101 1104\n",
            " 1109 1110 1111 1126 1131 1139 1140 1146 1149 1151]\n",
            "Train: [   0    1    5    6    7    8    9   10   11   13   14   15   16   18\n",
            "   19   20   21   22   23   24   25   26   27   28   29   30   31   34\n",
            "   35   36   37   38   39   40   42   44   45   46   47   50   51   52\n",
            "   54   55   56   60   61   62   65   66   68   69   70   71   72   73\n",
            "   74   76   78   79   80   81   84   86   87   88   89   90   91   92\n",
            "   93   94   95   96   97   98  100  102  103  104  105  106  107  108\n",
            "  109  110  113  114  116  117  118  120  121  122  123  124  125  126\n",
            "  127  129  130  131  132  133  134  136  137  139  140  141  142  143\n",
            "  144  145  146  147  149  151  153  154  156  157  158  159  160  161\n",
            "  162  163  164  165  166  167  168  169  170  171  172  174  175  176\n",
            "  177  178  179  180  181  182  183  184  185  186  187  191  192  193\n",
            "  194  195  196  197  198  201  203  204  205  206  208  209  210  212\n",
            "  213  214  218  219  220  221  222  223  224  225  226  227  231  232\n",
            "  233  234  235  237  239  240  241  242  243  244  246  247  248  250\n",
            "  251  252  253  254  255  257  258  260  262  263  264  265  266  268\n",
            "  269  270  271  272  274  275  276  277  280  281  282  283  285  286\n",
            "  288  290  291  293  294  295  296  298  300  301  302  304  306  307\n",
            "  309  310  311  312  314  316  317  318  319  320  321  323  324  325\n",
            "  326  327  328  329  331  332  333  334  335  336  337  338  341  342\n",
            "  343  344  345  346  347  349  350  351  353  354  355  356  357  358\n",
            "  361  362  363  364  365  367  368  369  371  372  373  374  375  376\n",
            "  377  378  379  380  382  384  385  386  387  389  390  392  393  394\n",
            "  395  396  397  398  399  400  401  402  403  404  405  406  407  408\n",
            "  409  411  412  413  416  417  418  419  420  421  422  423  424  425\n",
            "  426  427  429  430  431  432  433  434  435  436  437  438  441  442\n",
            "  443  444  445  446  447  448  449  450  451  452  454  455  456  457\n",
            "  458  460  462  463  464  465  466  467  468  470  471  472  473  474\n",
            "  476  478  479  480  481  482  483  484  485  486  487  488  490  491\n",
            "  492  493  494  496  497  498  499  501  502  503  504  506  507  508\n",
            "  509  510  511  512  513  514  516  517  518  520  523  525  526  527\n",
            "  528  530  531  532  533  534  536  538  539  540  541  542  543  544\n",
            "  545  546  548  549  550  553  554  555  556  558  559  560  561  566\n",
            "  567  568  569  570  571  573  574  575  576  577  578  582  583  584\n",
            "  585  588  589  590  592  593  594  595  596  597  598  600  601  602\n",
            "  603  604  608  609  610  611  614  615  616  617  618  619  620  621\n",
            "  622  623  624  625  626  627  628  629  630  633  634  635  636  639\n",
            "  640  641  643  644  645  646  647  649  650  651  652  653  654  655\n",
            "  656  657  658  659  660  661  662  663  664  665  667  668  669  670\n",
            "  671  672  674  675  676  677  678  679  680  681  682  683  684  686\n",
            "  687  688  689  690  691  692  693  694  695  696  697  698  699  700\n",
            "  701  703  704  705  706  707  708  709  710  711  712  713  714  715\n",
            "  716  717  718  719  720  721  724  725  726  727  728  730  731  732\n",
            "  733  734  735  736  737  738  739  740  741  742  743  744  746  747\n",
            "  748  749  750  751  753  756  757  758  759  761  762  763  764  765\n",
            "  766  767  768  770  771  772  774  775  777  779  781  782  783  784\n",
            "  786  787  788  790  791  792  793  794  795  796  797  801  802  803\n",
            "  805  806  807  808  809  810  811  814  815  816  817  819  820  821\n",
            "  822  823  824  825  826  829  830  831  832  833  834  835  836  837\n",
            "  838  839  840  841  842  843  844  845  847  848  849  851  853  856\n",
            "  858  859  860  861  862  863  864  865  867  868  869  870  871  872\n",
            "  873  874  875  877  878  879  880  882  883  884  885  886  887  888\n",
            "  889  890  891  893  894  898  899  900  901  902  904  905  906  907\n",
            "  909  910  911  912  913  914  915  916  918  920  921  922  923  924\n",
            "  925  926  927  928  931  932  933  934  935  936  937  938  939  941\n",
            "  942  943  944  947  948  949  950  951  952  953  954  955  956  957\n",
            "  958  959  960  963  964  965  967  968  969  970  971  973  974  976\n",
            "  977  978  979  980  981  982  983  985  986  987  988  989  990  992\n",
            "  993  994  995  996  997  998  999 1000 1001 1005 1006 1007 1008 1010\n",
            " 1011 1012 1013 1014 1015 1016 1017 1018 1020 1021 1022 1023 1024 1026\n",
            " 1028 1029 1032 1033 1034 1035 1037 1039 1040 1041 1044 1045 1046 1047\n",
            " 1048 1049 1051 1052 1054 1055 1056 1057 1059 1060 1062 1064 1065 1066\n",
            " 1067 1068 1069 1070 1073 1074 1076 1077 1078 1079 1081 1082 1083 1084\n",
            " 1085 1086 1087 1088 1091 1092 1093 1094 1095 1096 1097 1100 1101 1102\n",
            " 1104 1105 1106 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117 1118\n",
            " 1119 1120 1121 1123 1124 1125 1126 1128 1129 1130 1131 1133 1134 1135\n",
            " 1136 1137 1138 1139 1140 1141 1142 1143 1144 1145 1146 1149 1151 1152\n",
            " 1153 1155 1156 1157 1159 1160 1161 1162 1163 1165 1166 1168 1170] Validation: [   2    3    4   12   17   32   33   41   43   48   49   53   57   58\n",
            "   59   63   64   67   75   77   82   83   85   99  101  111  112  115\n",
            "  119  128  135  138  148  150  152  155  173  188  189  190  199  200\n",
            "  202  207  211  215  216  217  228  229  230  236  238  245  249  256\n",
            "  259  261  267  273  278  279  284  287  289  292  297  299  303  305\n",
            "  308  313  315  322  330  339  340  348  352  359  360  366  370  381\n",
            "  383  388  391  410  414  415  428  439  440  453  459  461  469  475\n",
            "  477  489  495  500  505  515  519  521  522  524  529  535  537  547\n",
            "  551  552  557  562  563  564  565  572  579  580  581  586  587  591\n",
            "  599  605  606  607  612  613  631  632  637  638  642  648  666  673\n",
            "  685  702  722  723  729  745  752  754  755  760  769  773  776  778\n",
            "  780  785  789  798  799  800  804  812  813  818  827  828  846  850\n",
            "  852  854  855  857  866  876  881  892  895  896  897  903  908  917\n",
            "  919  929  930  940  945  946  961  962  966  972  975  984  991 1002\n",
            " 1003 1004 1009 1019 1025 1027 1030 1031 1036 1038 1042 1043 1050 1053\n",
            " 1058 1061 1063 1071 1072 1075 1080 1089 1090 1098 1099 1103 1107 1122\n",
            " 1127 1132 1147 1148 1150 1154 1158 1164 1167 1169]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   14\n",
            "   15   16   17   18   19   20   21   22   25   26   28   29   30   31\n",
            "   32   33   34   35   36   37   38   39   40   41   42   43   44   45\n",
            "   46   47   48   49   50   51   52   53   54   55   56   57   58   59\n",
            "   62   63   64   65   66   67   68   69   70   71   72   73   75   77\n",
            "   78   79   80   81   82   83   84   85   86   88   89   90   91   92\n",
            "   93   97   98   99  101  102  103  105  107  109  110  111  112  113\n",
            "  114  115  116  117  118  119  120  122  123  126  127  128  132  133\n",
            "  134  135  136  137  138  139  141  142  143  145  146  147  148  150\n",
            "  152  153  154  155  156  160  161  162  164  165  166  167  169  170\n",
            "  171  172  173  174  175  176  178  181  182  183  184  185  186  188\n",
            "  189  190  191  192  193  194  195  196  197  198  199  200  201  202\n",
            "  204  206  207  209  210  211  212  214  215  216  217  218  219  220\n",
            "  221  222  223  224  227  228  229  230  231  232  233  234  235  236\n",
            "  237  238  240  241  243  244  245  246  247  248  249  252  253  256\n",
            "  257  258  259  260  261  263  266  267  269  270  271  272  273  275\n",
            "  276  277  278  279  281  282  283  284  285  286  287  288  289  290\n",
            "  292  293  294  296  297  298  299  302  303  305  306  308  312  313\n",
            "  314  315  317  319  320  322  323  324  325  326  327  328  330  331\n",
            "  333  335  338  339  340  341  342  343  346  347  348  349  350  352\n",
            "  354  355  356  357  358  359  360  361  363  364  365  366  368  369\n",
            "  370  371  372  373  374  376  378  380  381  382  383  385  386  387\n",
            "  388  389  391  392  396  398  399  401  402  404  405  406  408  410\n",
            "  411  412  413  414  415  416  419  420  421  422  423  425  426  427\n",
            "  428  429  430  431  432  433  435  437  438  439  440  441  442  444\n",
            "  446  447  450  451  452  453  454  455  456  457  458  459  460  461\n",
            "  462  463  464  469  470  471  472  473  474  475  476  477  479  480\n",
            "  481  482  483  484  485  486  487  488  489  490  491  493  494  495\n",
            "  496  498  499  500  501  502  504  505  506  508  510  511  512  513\n",
            "  514  515  516  518  519  520  521  522  523  524  525  526  527  528\n",
            "  529  530  531  535  536  537  538  539  540  541  542  543  544  545\n",
            "  547  548  549  550  551  552  553  554  555  556  557  558  559  560\n",
            "  561  562  563  564  565  566  567  568  569  572  573  574  575  578\n",
            "  579  580  581  583  584  585  586  587  588  589  590  591  593  595\n",
            "  597  598  599  600  601  602  603  604  605  606  607  609  611  612\n",
            "  613  614  615  616  617  618  619  620  621  622  623  624  626  628\n",
            "  629  630  631  632  633  634  636  637  638  640  641  642  643  644\n",
            "  647  648  650  651  652  653  654  657  658  660  662  663  664  666\n",
            "  667  669  670  671  672  673  675  676  677  678  679  681  682  683\n",
            "  684  685  687  688  689  690  692  693  694  695  696  697  698  700\n",
            "  701  702  703  704  705  706  709  710  711  712  713  714  715  716\n",
            "  719  720  722  723  724  725  726  728  729  731  732  733  734  735\n",
            "  736  738  740  742  744  745  746  747  748  750  751  752  753  754\n",
            "  755  756  759  760  761  762  763  764  765  766  767  768  769  773\n",
            "  774  775  776  777  778  780  783  784  785  786  787  789  790  791\n",
            "  792  793  794  795  797  798  799  800  802  803  804  805  806  807\n",
            "  808  810  811  812  813  814  815  816  818  820  821  822  824  826\n",
            "  827  828  829  830  831  832  833  835  840  841  842  844  845  846\n",
            "  847  848  849  850  851  852  853  854  855  856  857  858  861  862\n",
            "  864  865  866  867  869  870  873  874  876  877  879  880  881  882\n",
            "  884  885  886  887  889  891  892  893  894  895  896  897  898  899\n",
            "  901  903  904  905  906  907  908  909  913  914  915  916  917  918\n",
            "  919  920  921  922  923  924  925  926  929  930  931  932  933  934\n",
            "  935  936  937  938  939  940  942  943  944  945  946  947  948  949\n",
            "  950  951  953  954  955  957  958  959  960  961  962  963  966  967\n",
            "  968  969  970  972  973  974  975  976  977  978  979  980  981  982\n",
            "  983  984  988  989  991  992  993  994  995  997  998  999 1000 1002\n",
            " 1003 1004 1006 1008 1009 1010 1011 1014 1016 1017 1018 1019 1020 1022\n",
            " 1023 1025 1027 1028 1029 1030 1031 1032 1034 1035 1036 1037 1038 1039\n",
            " 1040 1042 1043 1044 1046 1047 1048 1049 1050 1051 1053 1054 1055 1056\n",
            " 1057 1058 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070\n",
            " 1071 1072 1073 1074 1075 1078 1079 1080 1081 1082 1084 1086 1087 1088\n",
            " 1089 1090 1091 1092 1093 1095 1096 1097 1098 1099 1100 1101 1102 1103\n",
            " 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116 1117\n",
            " 1118 1120 1121 1122 1123 1124 1125 1126 1127 1130 1131 1132 1133 1134\n",
            " 1136 1137 1139 1140 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151\n",
            " 1153 1154 1158 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [  13   23   24   27   60   61   74   76   87   94   95   96  100  104\n",
            "  106  108  121  124  125  129  130  131  140  144  149  151  157  158\n",
            "  159  163  168  177  179  180  187  203  205  208  213  225  226  239\n",
            "  242  250  251  254  255  262  264  265  268  274  280  291  295  300\n",
            "  301  304  307  309  310  311  316  318  321  329  332  334  336  337\n",
            "  344  345  351  353  362  367  375  377  379  384  390  393  394  395\n",
            "  397  400  403  407  409  417  418  424  434  436  443  445  448  449\n",
            "  465  466  467  468  478  492  497  503  507  509  517  532  533  534\n",
            "  546  570  571  576  577  582  592  594  596  608  610  625  627  635\n",
            "  639  645  646  649  655  656  659  661  665  668  674  680  686  691\n",
            "  699  707  708  717  718  721  727  730  737  739  741  743  749  757\n",
            "  758  770  771  772  779  781  782  788  796  801  809  817  819  823\n",
            "  825  834  836  837  838  839  843  859  860  863  868  871  872  875\n",
            "  878  883  888  890  900  902  910  911  912  927  928  941  952  956\n",
            "  964  965  971  985  986  987  990  996 1001 1005 1007 1012 1013 1015\n",
            " 1021 1024 1026 1033 1041 1045 1052 1076 1077 1083 1085 1094 1119 1128\n",
            " 1129 1135 1138 1141 1152 1155 1156 1157 1159 1160]\n",
            "Train: [   1    2    3    4   12   13   14   15   16   17   18   19   20   21\n",
            "   22   23   24   25   27   28   29   32   33   34   35   37   39   40\n",
            "   41   43   44   46   47   48   49   52   53   55   57   58   59   60\n",
            "   61   62   63   64   65   66   67   68   70   72   74   75   76   77\n",
            "   78   80   81   82   83   85   86   87   88   89   90   91   93   94\n",
            "   95   96   97   98   99  100  101  102  103  104  105  106  108  109\n",
            "  111  112  114  115  116  118  119  120  121  124  125  127  128  129\n",
            "  130  131  132  133  134  135  138  139  140  142  143  144  146  148\n",
            "  149  150  151  152  153  154  155  156  157  158  159  160  161  163\n",
            "  168  169  171  172  173  176  177  178  179  180  181  182  186  187\n",
            "  188  189  190  192  193  196  197  198  199  200  201  202  203  204\n",
            "  205  207  208  209  211  212  213  215  216  217  218  221  222  223\n",
            "  224  225  226  227  228  229  230  232  233  234  236  238  239  240\n",
            "  241  242  244  245  249  250  251  253  254  255  256  258  259  260\n",
            "  261  262  263  264  265  266  267  268  269  270  271  272  273  274\n",
            "  275  277  278  279  280  281  282  283  284  285  286  287  288  289\n",
            "  290  291  292  293  294  295  297  299  300  301  302  303  304  305\n",
            "  306  307  308  309  310  311  312  313  314  315  316  318  320  321\n",
            "  322  326  328  329  330  331  332  333  334  335  336  337  338  339\n",
            "  340  342  344  345  346  347  348  349  350  351  352  353  355  356\n",
            "  357  358  359  360  362  364  365  366  367  368  369  370  371  374\n",
            "  375  376  377  378  379  380  381  382  383  384  385  387  388  389\n",
            "  390  391  392  393  394  395  396  397  399  400  401  402  403  404\n",
            "  405  406  407  408  409  410  411  412  413  414  415  416  417  418\n",
            "  419  420  421  422  424  425  426  427  428  430  431  432  433  434\n",
            "  435  436  437  438  439  440  441  442  443  444  445  446  447  448\n",
            "  449  450  451  452  453  454  456  458  459  460  461  462  463  464\n",
            "  465  466  467  468  469  470  471  473  474  475  476  477  478  480\n",
            "  481  483  484  485  489  490  491  492  493  495  496  497  498  499\n",
            "  500  501  503  505  507  508  509  511  513  514  515  516  517  518\n",
            "  519  520  521  522  523  524  527  528  529  530  531  532  533  534\n",
            "  535  536  537  538  545  546  547  548  549  550  551  552  553  555\n",
            "  556  557  558  560  562  563  564  565  567  568  569  570  571  572\n",
            "  573  574  575  576  577  578  579  580  581  582  583  584  585  586\n",
            "  587  590  591  592  594  595  596  598  599  600  601  602  603  604\n",
            "  605  606  607  608  609  610  611  612  613  616  617  619  620  622\n",
            "  623  624  625  626  627  628  629  630  631  632  633  634  635  636\n",
            "  637  638  639  641  642  643  644  645  646  648  649  650  651  652\n",
            "  653  654  655  656  657  658  659  660  661  662  663  664  665  666\n",
            "  667  668  669  671  672  673  674  675  676  677  680  681  682  685\n",
            "  686  690  691  692  693  694  695  696  697  698  699  700  702  703\n",
            "  704  706  707  708  709  710  711  714  716  717  718  719  721  722\n",
            "  723  724  725  726  727  728  729  730  732  735  736  737  739  741\n",
            "  742  743  744  745  748  749  750  751  752  753  754  755  756  757\n",
            "  758  759  760  761  762  763  764  765  766  768  769  770  771  772\n",
            "  773  775  776  778  779  780  781  782  783  784  785  786  787  788\n",
            "  789  791  794  796  798  799  800  801  802  803  804  806  807  808\n",
            "  809  810  811  812  813  814  816  817  818  819  820  821  823  824\n",
            "  825  827  828  832  833  834  835  836  837  838  839  841  842  843\n",
            "  845  846  847  850  851  852  853  854  855  856  857  858  859  860\n",
            "  861  863  864  865  866  867  868  869  871  872  875  876  877  878\n",
            "  880  881  882  883  886  888  889  890  892  894  895  896  897  900\n",
            "  902  903  904  905  906  908  909  910  911  912  914  915  916  917\n",
            "  918  919  920  921  926  927  928  929  930  931  932  933  934  935\n",
            "  938  940  941  942  943  944  945  946  947  948  949  950  952  953\n",
            "  954  955  956  957  958  959  961  962  964  965  966  967  968  969\n",
            "  970  971  972  974  975  977  978  979  981  982  984  985  986  987\n",
            "  988  990  991  992  993  994  995  996  997  998 1001 1002 1003 1004\n",
            " 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1017 1019 1020\n",
            " 1021 1022 1023 1024 1025 1026 1027 1029 1030 1031 1033 1036 1037 1038\n",
            " 1039 1040 1041 1042 1043 1045 1048 1050 1052 1053 1054 1055 1057 1058\n",
            " 1061 1062 1063 1064 1065 1067 1070 1071 1072 1073 1075 1076 1077 1078\n",
            " 1079 1080 1081 1082 1083 1084 1085 1087 1089 1090 1091 1094 1095 1096\n",
            " 1098 1099 1100 1101 1102 1103 1104 1105 1106 1107 1108 1109 1110 1111\n",
            " 1117 1119 1122 1123 1126 1127 1128 1129 1130 1131 1132 1133 1135 1137\n",
            " 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1149 1150 1151\n",
            " 1152 1153 1154 1155 1156 1157 1158 1159 1160 1164 1167 1168 1169] Validation: [   0    5    6    7    8    9   10   11   26   30   31   36   38   42\n",
            "   45   50   51   54   56   69   71   73   79   84   92  107  110  113\n",
            "  117  122  123  126  136  137  141  145  147  162  164  165  166  167\n",
            "  170  174  175  183  184  185  191  194  195  206  210  214  219  220\n",
            "  231  235  237  243  246  247  248  252  257  276  296  298  317  319\n",
            "  323  324  325  327  341  343  354  361  363  372  373  386  398  423\n",
            "  429  455  457  472  479  482  486  487  488  494  502  504  506  510\n",
            "  512  525  526  539  540  541  542  543  544  554  559  561  566  588\n",
            "  589  593  597  614  615  618  621  640  647  670  678  679  683  684\n",
            "  687  688  689  701  705  712  713  715  720  731  733  734  738  740\n",
            "  746  747  767  774  777  790  792  793  795  797  805  815  822  826\n",
            "  829  830  831  840  844  848  849  862  870  873  874  879  884  885\n",
            "  887  891  893  898  899  901  907  913  922  923  924  925  936  937\n",
            "  939  951  960  963  973  976  980  983  989  999 1000 1016 1018 1028\n",
            " 1032 1034 1035 1044 1046 1047 1049 1051 1056 1059 1060 1066 1068 1069\n",
            " 1074 1086 1088 1092 1093 1097 1112 1113 1114 1115 1116 1118 1120 1121\n",
            " 1124 1125 1134 1136 1161 1162 1163 1165 1166 1170]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   14   15   17   18   19   20   21   22   23   24   25   26   28   29\n",
            "   30   31   33   34   35   36   37   38   39   40   41   42   43   44\n",
            "   46   47   48   49   50   52   53   54   55   57   58   59   60   61\n",
            "   62   64   65   66   68   69   70   71   73   74   75   76   77   78\n",
            "   79   80   81   82   83   85   86   87   88   89   90   92   93   94\n",
            "   97   98  100  101  102  103  105  106  107  108  109  110  111  112\n",
            "  113  115  116  117  118  119  120  121  123  124  125  127  128  129\n",
            "  130  131  133  134  135  136  137  138  139  140  141  142  144  145\n",
            "  147  148  149  150  151  152  153  154  155  157  158  159  160  161\n",
            "  162  164  165  167  168  169  170  171  172  174  175  176  177  178\n",
            "  179  181  182  184  185  186  187  188  189  192  193  194  196  197\n",
            "  198  199  200  202  203  204  206  207  208  209  210  211  212  214\n",
            "  215  216  218  219  220  221  224  225  227  228  229  230  232  234\n",
            "  235  236  237  238  240  242  243  244  245  246  248  249  250  253\n",
            "  254  255  256  257  259  260  261  262  263  264  265  266  267  269\n",
            "  271  272  273  274  275  276  277  279  280  281  282  283  284  285\n",
            "  286  287  288  290  291  293  294  295  296  297  298  299  300  301\n",
            "  302  303  304  305  306  307  308  310  311  312  313  314  315  316\n",
            "  318  319  320  321  322  323  324  325  326  327  328  329  330  331\n",
            "  332  335  336  338  339  340  341  342  345  346  347  348  349  350\n",
            "  351  352  353  354  358  360  362  363  364  365  366  367  369  370\n",
            "  372  373  374  375  376  377  378  379  380  382  383  384  386  387\n",
            "  389  391  393  394  397  398  400  401  402  403  406  408  409  410\n",
            "  411  412  414  416  417  418  419  420  421  422  423  425  426  427\n",
            "  428  429  430  433  435  436  437  438  439  440  441  443  444  446\n",
            "  448  449  450  451  453  455  456  458  462  464  465  466  468  470\n",
            "  471  472  473  474  475  476  477  478  479  481  482  483  484  485\n",
            "  486  487  488  489  490  491  492  493  494  495  496  497  499  500\n",
            "  501  502  503  504  505  506  507  508  509  510  512  513  514  515\n",
            "  516  517  518  520  521  523  524  525  526  527  529  530  531  532\n",
            "  533  535  536  537  538  542  543  545  547  548  549  550  551  552\n",
            "  553  554  555  556  557  559  560  562  565  566  568  570  572  574\n",
            "  575  576  577  578  579  580  582  584  585  586  587  589  592  593\n",
            "  594  595  597  598  599  600  601  602  604  605  607  609  610  611\n",
            "  612  614  615  616  618  619  620  622  623  625  626  629  630  631\n",
            "  632  633  634  636  638  639  640  641  642  645  646  647  648  650\n",
            "  652  653  654  655  656  657  659  660  661  663  664  666  667  668\n",
            "  669  671  672  673  674  675  676  677  678  679  680  681  682  683\n",
            "  685  687  688  689  690  693  694  695  696  697  699  700  705  706\n",
            "  709  711  712  713  714  715  716  717  718  719  720  721  722  723\n",
            "  724  725  726  727  728  729  730  731  733  735  736  737  738  739\n",
            "  740  741  742  743  744  745  746  747  748  749  750  752  753  754\n",
            "  755  756  758  760  761  762  763  764  765  766  767  769  770  771\n",
            "  772  773  775  776  777  778  779  780  781  783  784  785  787  788\n",
            "  789  790  791  792  794  795  796  797  799  800  801  802  803  804\n",
            "  805  807  808  809  810  811  812  813  814  815  816  817  818  819\n",
            "  820  822  825  826  827  828  829  830  831  832  834  835  837  838\n",
            "  839  840  842  843  844  845  848  850  851  852  855  856  857  858\n",
            "  859  860  861  863  864  865  866  867  868  869  871  873  874  875\n",
            "  876  878  879  880  881  882  883  885  886  887  888  889  890  891\n",
            "  892  894  895  897  898  900  901  902  904  905  906  907  909  911\n",
            "  912  913  914  915  918  919  920  921  922  924  926  929  930  932\n",
            "  933  934  935  936  938  940  941  942  943  944  945  947  948  950\n",
            "  951  952  954  955  956  959  960  963  964  965  966  967  968  969\n",
            "  971  972  973  974  975  976  977  978  979  980  981  982  983  986\n",
            "  987  988  989  991  993  994  995  996  997  998  999 1001 1002 1003\n",
            " 1004 1005 1006 1007 1008 1010 1011 1014 1015 1016 1017 1018 1019 1020\n",
            " 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032 1033 1035\n",
            " 1036 1037 1038 1039 1040 1041 1042 1043 1046 1047 1048 1049 1050 1052\n",
            " 1054 1056 1057 1059 1060 1061 1062 1063 1064 1065 1066 1067 1068 1069\n",
            " 1070 1071 1072 1073 1074 1075 1076 1077 1078 1079 1080 1081 1082 1084\n",
            " 1085 1086 1087 1088 1089 1091 1093 1094 1095 1096 1099 1100 1101 1102\n",
            " 1104 1105 1106 1107 1108 1109 1110 1111 1112 1115 1116 1118 1119 1120\n",
            " 1121 1122 1123 1124 1126 1127 1128 1130 1133 1134 1135 1136 1137 1138\n",
            " 1139 1140 1141 1143 1144 1147 1149 1150 1151 1152 1153 1154 1155 1156\n",
            " 1157 1159 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170] Validation: [  16   27   32   45   51   56   63   67   72   84   91   95   96   99\n",
            "  104  114  122  126  132  143  146  156  163  166  173  180  183  190\n",
            "  191  195  201  205  213  217  222  223  226  231  233  239  241  247\n",
            "  251  252  258  268  270  278  289  292  309  317  333  334  337  343\n",
            "  344  355  356  357  359  361  368  371  381  385  388  390  392  395\n",
            "  396  399  404  405  407  413  415  424  431  432  434  442  445  447\n",
            "  452  454  457  459  460  461  463  467  469  480  498  511  519  522\n",
            "  528  534  539  540  541  544  546  558  561  563  564  567  569  571\n",
            "  573  581  583  588  590  591  596  603  606  608  613  617  621  624\n",
            "  627  628  635  637  643  644  649  651  658  662  665  670  684  686\n",
            "  691  692  698  701  702  703  704  707  708  710  732  734  751  757\n",
            "  759  768  774  782  786  793  798  806  821  823  824  833  836  841\n",
            "  846  847  849  853  854  862  870  872  877  884  893  896  899  903\n",
            "  908  910  916  917  923  925  927  928  931  937  939  946  949  953\n",
            "  957  958  961  962  970  984  985  990  992 1000 1009 1012 1013 1034\n",
            " 1044 1045 1051 1053 1055 1058 1083 1090 1092 1097 1098 1103 1113 1114\n",
            " 1117 1125 1129 1131 1132 1142 1145 1146 1148 1158 1160]\n",
            "Train: [   0    1    2    3    4    5    8    9   11   12   13   14   15   16\n",
            "   17   18   20   21   22   23   24   25   27   29   30   31   32   33\n",
            "   35   37   38   39   40   41   42   43   44   45   47   48   50   51\n",
            "   52   53   56   57   58   60   61   62   63   64   65   66   67   68\n",
            "   70   71   72   73   74   75   76   77   78   79   80   81   82   83\n",
            "   84   85   87   88   89   90   91   95   96   97   99  100  102  104\n",
            "  106  107  109  111  112  113  114  116  117  118  119  120  121  122\n",
            "  123  124  125  126  127  128  129  130  131  132  133  134  135  136\n",
            "  137  138  140  141  142  143  144  145  146  147  148  149  152  154\n",
            "  156  157  158  159  160  161  163  164  165  166  167  169  171  172\n",
            "  173  174  176  178  179  180  181  183  184  185  186  187  188  190\n",
            "  191  193  195  197  199  200  201  202  203  204  205  207  209  210\n",
            "  212  213  214  215  217  218  219  220  222  223  224  225  226  227\n",
            "  229  230  231  232  233  237  238  239  241  242  243  244  245  246\n",
            "  247  248  250  251  252  253  254  257  258  259  260  261  263  264\n",
            "  265  266  267  268  269  270  271  272  273  274  275  276  277  278\n",
            "  279  280  281  282  283  286  287  288  289  290  292  293  294  295\n",
            "  296  297  298  299  300  301  303  305  306  307  308  309  311  312\n",
            "  313  314  317  318  319  321  322  324  325  326  327  328  329  330\n",
            "  331  332  333  334  335  337  338  339  340  342  343  344  346  348\n",
            "  349  350  352  354  355  356  357  358  359  360  361  362  363  364\n",
            "  365  367  368  370  371  372  373  374  375  376  377  378  380  381\n",
            "  382  383  385  388  389  390  391  392  393  394  395  396  397  398\n",
            "  399  400  401  402  403  404  405  407  408  409  412  413  414  415\n",
            "  419  420  421  423  424  425  426  427  429  430  431  432  433  434\n",
            "  435  436  437  438  439  441  442  443  445  446  447  448  450  452\n",
            "  453  454  455  456  457  459  460  461  462  463  464  466  467  468\n",
            "  469  470  471  475  477  478  479  480  483  484  485  486  487  488\n",
            "  489  491  492  493  494  495  496  498  499  500  501  503  504  505\n",
            "  506  507  508  510  511  514  516  517  519  520  521  522  523  525\n",
            "  526  527  528  530  531  532  533  534  535  536  537  538  539  540\n",
            "  541  543  544  545  546  547  549  550  552  553  554  555  556  557\n",
            "  558  559  561  562  563  564  565  566  567  568  569  571  573  574\n",
            "  575  576  577  579  580  581  582  583  585  586  587  588  589  590\n",
            "  591  593  594  595  596  597  598  599  601  602  603  605  606  607\n",
            "  608  609  610  611  612  613  614  615  616  617  619  621  622  623\n",
            "  624  627  628  629  631  633  634  635  636  637  638  639  641  642\n",
            "  643  644  645  647  649  650  651  652  653  654  656  658  660  662\n",
            "  663  664  665  666  668  669  670  671  672  673  675  676  677  678\n",
            "  679  680  682  683  684  685  686  688  690  691  692  693  694  695\n",
            "  696  697  698  699  701  702  703  704  706  707  708  710  712  713\n",
            "  716  717  718  720  723  724  725  726  727  728  730  732  733  734\n",
            "  735  736  737  738  739  741  742  743  744  745  748  749  750  751\n",
            "  752  753  754  756  757  758  759  760  761  762  763  764  766  767\n",
            "  768  769  770  771  772  773  774  776  777  778  779  780  781  782\n",
            "  783  784  785  786  787  788  789  790  791  793  794  795  796  797\n",
            "  798  799  800  802  803  805  806  807  808  810  811  812  813  814\n",
            "  815  817  820  821  822  823  824  825  828  829  831  832  833  836\n",
            "  837  839  841  842  844  845  846  847  848  849  850  851  853  854\n",
            "  855  856  857  859  860  861  862  863  864  865  867  868  870  871\n",
            "  872  873  874  875  876  877  878  879  880  881  882  883  884  886\n",
            "  887  888  889  890  892  893  896  897  898  899  900  901  902  903\n",
            "  904  906  908  909  910  911  912  913  914  916  917  919  920  921\n",
            "  922  923  924  925  926  927  928  929  931  932  935  936  937  938\n",
            "  939  940  942  946  947  948  949  950  951  953  954  955  957  958\n",
            "  960  961  962  963  964  966  968  969  970  971  972  974  975  976\n",
            "  977  978  979  980  983  984  985  987  989  990  991  992  993  996\n",
            "  997  999 1000 1002 1003 1004 1005 1007 1008 1009 1010 1011 1012 1013\n",
            " 1014 1015 1016 1017 1018 1021 1022 1023 1024 1025 1026 1027 1028 1029\n",
            " 1031 1032 1033 1034 1035 1036 1038 1039 1040 1041 1042 1043 1044 1045\n",
            " 1046 1049 1050 1051 1053 1054 1055 1056 1057 1058 1059 1060 1061 1062\n",
            " 1063 1064 1065 1066 1068 1069 1071 1073 1078 1079 1080 1083 1084 1085\n",
            " 1086 1087 1088 1089 1090 1092 1093 1094 1095 1097 1098 1099 1100 1102\n",
            " 1103 1104 1105 1108 1110 1111 1112 1113 1114 1115 1116 1117 1118 1119\n",
            " 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133 1134\n",
            " 1135 1136 1137 1138 1142 1144 1145 1146 1147 1148 1149 1150 1152 1155\n",
            " 1156 1158 1159 1160 1161 1162 1163 1164 1165 1167 1168 1169 1170] Validation: [   6    7   10   19   26   28   34   36   46   49   54   55   59   69\n",
            "   86   92   93   94   98  101  103  105  108  110  115  139  150  151\n",
            "  153  155  162  168  170  175  177  182  189  192  194  196  198  206\n",
            "  208  211  216  221  228  234  235  236  240  249  255  256  262  284\n",
            "  285  291  302  304  310  315  316  320  323  336  341  345  347  351\n",
            "  353  366  369  379  384  386  387  406  410  411  416  417  418  422\n",
            "  428  440  444  449  451  458  465  472  473  474  476  481  482  490\n",
            "  497  502  509  512  513  515  518  524  529  542  548  551  560  570\n",
            "  572  578  584  592  600  604  618  620  625  626  630  632  640  646\n",
            "  648  655  657  659  661  667  674  681  687  689  700  705  709  711\n",
            "  714  715  719  721  722  729  731  740  746  747  755  765  775  792\n",
            "  801  804  809  816  818  819  826  827  830  834  835  838  840  843\n",
            "  852  858  866  869  885  891  894  895  905  907  915  918  930  933\n",
            "  934  941  943  944  945  952  956  959  965  967  973  981  982  986\n",
            "  988  994  995  998 1001 1006 1019 1020 1030 1037 1047 1048 1052 1067\n",
            " 1070 1072 1074 1075 1076 1077 1081 1082 1091 1096 1101 1106 1107 1109\n",
            " 1120 1139 1140 1141 1143 1151 1153 1154 1157 1166]\n",
            "Train: [   0    1    2    3    4    5    6    7    8    9   10   11   12   13\n",
            "   15   16   17   19   20   22   24   25   26   27   28   29   32   33\n",
            "   34   35   36   37   39   40   41   42   43   44   45   46   49   51\n",
            "   52   54   55   56   59   60   61   62   63   64   65   66   67   68\n",
            "   69   70   71   72   73   76   77   78   79   80   82   84   85   86\n",
            "   87   88   89   91   92   93   94   95   96   98   99  101  102  103\n",
            "  104  105  108  109  110  111  112  113  114  115  116  117  118  120\n",
            "  121  122  123  126  127  130  132  133  134  135  136  139  140  141\n",
            "  142  143  144  145  146  147  148  149  150  151  152  153  154  155\n",
            "  156  157  158  159  161  162  163  164  165  166  167  168  170  171\n",
            "  172  173  174  175  176  177  178  179  180  182  183  184  185  187\n",
            "  188  189  190  191  192  194  195  196  197  198  199  200  201  202\n",
            "  204  205  206  208  209  210  211  212  213  215  216  217  218  219\n",
            "  220  221  222  223  225  226  227  228  230  231  233  234  235  236\n",
            "  237  239  240  241  242  244  246  247  248  249  250  251  252  254\n",
            "  255  256  257  258  259  261  262  263  264  265  266  267  268  270\n",
            "  274  275  277  278  279  280  282  283  284  285  286  287  288  289\n",
            "  291  292  294  297  302  304  305  306  309  310  311  312  313  315\n",
            "  316  317  318  320  321  323  324  325  326  327  328  329  330  331\n",
            "  332  333  334  336  337  339  341  343  344  345  346  347  348  349\n",
            "  350  351  352  353  354  355  356  357  358  359  360  361  362  366\n",
            "  367  368  369  370  371  373  374  375  377  379  381  382  383  384\n",
            "  385  386  387  388  390  392  393  394  395  396  397  399  402  403\n",
            "  404  405  406  407  408  409  410  411  413  414  415  416  417  418\n",
            "  419  421  422  423  424  425  426  427  428  429  430  431  432  433\n",
            "  434  435  436  437  438  439  440  442  443  444  445  447  448  449\n",
            "  450  451  452  453  454  455  457  458  459  460  461  462  463  464\n",
            "  465  467  469  471  472  473  474  475  476  477  478  480  481  482\n",
            "  484  485  486  487  488  490  492  494  495  496  497  498  499  501\n",
            "  502  506  507  509  511  512  513  514  515  516  517  518  519  522\n",
            "  524  525  526  528  529  530  531  534  535  536  538  539  540  541\n",
            "  542  544  545  546  547  548  549  551  552  553  555  556  557  558\n",
            "  560  561  562  563  564  566  567  569  570  571  572  573  575  576\n",
            "  577  578  579  580  581  583  584  586  587  588  589  590  591  592\n",
            "  593  594  595  596  597  599  600  601  602  603  604  605  606  608\n",
            "  609  610  613  614  617  618  619  620  621  623  624  625  626  627\n",
            "  628  630  631  632  633  635  637  639  640  641  642  643  644  645\n",
            "  646  648  649  650  651  652  654  655  656  657  658  659  660  661\n",
            "  662  663  664  665  666  667  669  670  672  673  674  675  676  679\n",
            "  681  682  683  684  686  687  689  691  692  694  695  697  698  699\n",
            "  700  701  702  703  704  705  706  707  708  709  710  711  712  713\n",
            "  714  715  717  719  720  721  722  724  725  726  728  729  730  731\n",
            "  732  733  734  735  736  737  738  740  741  742  743  744  745  746\n",
            "  747  748  749  750  751  752  754  755  756  757  758  759  760  762\n",
            "  763  765  767  768  769  771  772  773  774  775  777  778  779  780\n",
            "  781  782  783  784  785  786  787  788  789  792  793  794  795  796\n",
            "  798  801  802  804  805  806  807  809  811  812  813  815  816  817\n",
            "  818  819  820  821  822  823  824  826  827  829  830  831  832  833\n",
            "  834  835  836  838  840  841  843  844  846  847  848  849  850  851\n",
            "  852  853  854  855  856  857  858  861  862  863  866  867  868  869\n",
            "  870  871  872  873  874  875  877  878  879  880  881  882  884  885\n",
            "  886  888  889  890  891  892  893  894  895  896  897  898  899  900\n",
            "  901  902  903  905  907  908  910  911  913  914  915  916  917  918\n",
            "  920  921  922  923  924  925  926  927  928  930  931  933  934  935\n",
            "  936  937  939  940  941  942  943  944  945  946  948  949  950  952\n",
            "  953  955  956  957  958  959  960  961  962  963  964  965  967  970\n",
            "  971  973  977  978  980  981  982  983  984  985  986  987  988  990\n",
            "  991  992  993  994  995  996  997  998 1000 1001 1003 1005 1006 1007\n",
            " 1008 1009 1010 1011 1012 1013 1015 1016 1017 1018 1019 1020 1023 1027\n",
            " 1028 1029 1030 1031 1032 1033 1034 1037 1038 1041 1042 1043 1044 1045\n",
            " 1047 1048 1049 1050 1051 1052 1053 1055 1056 1057 1058 1060 1064 1066\n",
            " 1067 1069 1070 1071 1072 1073 1074 1075 1076 1077 1079 1080 1081 1082\n",
            " 1083 1084 1085 1087 1089 1090 1091 1092 1094 1096 1097 1098 1100 1101\n",
            " 1103 1104 1105 1106 1107 1108 1109 1110 1113 1114 1116 1117 1118 1119\n",
            " 1120 1121 1123 1124 1125 1126 1127 1128 1129 1131 1132 1134 1135 1136\n",
            " 1137 1139 1140 1141 1142 1143 1144 1145 1146 1148 1149 1150 1151 1153\n",
            " 1154 1155 1157 1158 1160 1161 1162 1163 1165 1166 1167 1168 1169] Validation: [  14   18   21   23   30   31   38   47   48   50   53   57   58   74\n",
            "   75   81   83   90   97  100  106  107  119  124  125  128  129  131\n",
            "  137  138  160  169  181  186  193  203  207  214  224  229  232  238\n",
            "  243  245  253  260  269  271  272  273  276  281  290  293  295  296\n",
            "  298  299  300  301  303  307  308  314  319  322  335  338  340  342\n",
            "  363  364  365  372  376  378  380  389  391  398  400  401  412  420\n",
            "  441  446  456  466  468  470  479  483  489  491  493  500  503  504\n",
            "  505  508  510  520  521  523  527  532  533  537  543  550  554  559\n",
            "  565  568  574  582  585  598  607  611  612  615  616  622  629  634\n",
            "  636  638  647  653  668  671  677  678  680  685  688  690  693  696\n",
            "  716  718  723  727  739  753  761  764  766  770  776  790  791  797\n",
            "  799  800  803  808  810  814  825  828  837  839  842  845  859  860\n",
            "  864  865  876  883  887  904  906  909  912  919  929  932  938  947\n",
            "  951  954  966  968  969  972  974  975  976  979  989  999 1002 1004\n",
            " 1014 1021 1022 1024 1025 1026 1035 1036 1039 1040 1046 1054 1059 1061\n",
            " 1062 1063 1065 1068 1078 1086 1088 1093 1095 1099 1102 1111 1112 1115\n",
            " 1122 1130 1133 1138 1147 1152 1156 1159 1164 1170]\n",
            "Train: [   1    3    4    6    7    9   10   14   16   17   18   19   20   21\n",
            "   22   23   25   26   27   28   29   30   31   32   33   34   36   38\n",
            "   39   40   41   42   43   45   46   47   48   49   50   51   52   53\n",
            "   54   55   56   57   58   59   60   62   63   64   65   67   68   69\n",
            "   71   72   74   75   77   78   80   81   82   83   84   86   87   88\n",
            "   89   90   91   92   93   94   95   96   97   98   99  100  101  103\n",
            "  104  105  106  107  108  109  110  111  113  114  115  116  117  119\n",
            "  121  122  124  125  126  128  129  130  131  132  135  136  137  138\n",
            "  139  141  142  143  144  146  147  148  150  151  152  153  154  155\n",
            "  156  157  160  162  163  164  165  166  168  169  170  173  174  175\n",
            "  176  177  179  180  181  182  183  184  185  186  188  189  190  191\n",
            "  192  193  194  195  196  197  198  201  202  203  204  205  206  207\n",
            "  208  209  211  212  213  214  215  216  217  219  221  222  223  224\n",
            "  226  227  228  229  230  231  232  233  234  235  236  237  238  239\n",
            "  240  241  242  243  245  246  247  248  249  250  251  252  253  254\n",
            "  255  256  257  258  260  262  264  265  266  268  269  270  271  272\n",
            "  273  276  278  280  281  282  284  285  287  289  290  291  292  293\n",
            "  294  295  296  298  299  300  301  302  303  304  305  307  308  309\n",
            "  310  311  313  314  315  316  317  318  319  320  322  323  326  327\n",
            "  328  331  333  334  335  336  337  338  340  341  342  343  344  345\n",
            "  347  348  351  352  353  354  355  356  357  358  359  361  362  363\n",
            "  364  365  366  368  369  371  372  374  376  377  378  379  380  381\n",
            "  382  384  385  386  387  388  389  390  391  392  393  395  396  397\n",
            "  398  399  400  401  402  404  405  406  407  410  411  412  413  414\n",
            "  415  416  417  418  420  421  422  424  426  427  428  430  431  432\n",
            "  434  435  438  440  441  442  444  445  446  447  448  449  450  451\n",
            "  452  453  454  456  457  458  459  460  461  463  464  465  466  467\n",
            "  468  469  470  471  472  473  474  475  476  479  480  481  482  483\n",
            "  484  486  487  488  489  490  491  493  497  498  500  501  502  503\n",
            "  504  505  508  509  510  511  512  513  515  516  518  519  520  521\n",
            "  522  523  524  527  528  529  530  531  532  533  534  536  537  538\n",
            "  539  540  541  542  543  544  545  546  548  550  551  552  554  557\n",
            "  558  559  560  561  562  563  564  565  566  567  568  569  570  571\n",
            "  572  573  574  575  578  580  581  582  583  584  585  586  587  588\n",
            "  589  590  591  592  595  596  597  598  599  600  603  604  605  606\n",
            "  607  608  611  612  613  615  616  617  618  620  621  622  624  625\n",
            "  626  627  628  629  630  631  632  633  634  635  636  637  638  640\n",
            "  643  644  646  647  648  649  650  651  652  653  654  655  656  657\n",
            "  658  659  661  662  663  664  665  667  668  669  670  671  673  674\n",
            "  675  676  677  678  679  680  681  682  683  684  685  686  687  688\n",
            "  689  690  691  692  693  695  696  697  698  700  701  702  703  704\n",
            "  705  707  708  709  710  711  712  713  714  715  716  717  718  719\n",
            "  721  722  723  726  727  728  729  730  731  732  733  734  738  739\n",
            "  740  743  744  746  747  749  750  751  753  755  757  758  759  760\n",
            "  761  762  763  764  765  766  767  768  770  771  772  774  775  776\n",
            "  777  779  782  783  786  790  791  792  793  794  795  797  798  799\n",
            "  800  801  802  803  804  805  806  807  808  809  810  812  814  816\n",
            "  818  819  820  821  822  823  824  825  826  827  828  829  830  833\n",
            "  834  835  836  837  838  839  840  841  842  843  844  845  846  847\n",
            "  849  850  852  853  854  856  857  858  859  860  861  862  864  865\n",
            "  866  867  868  869  870  872  874  875  876  877  879  881  883  884\n",
            "  885  886  887  888  891  893  894  895  896  897  898  899  900  902\n",
            "  903  904  905  906  907  908  909  910  912  915  916  917  918  919\n",
            "  923  924  925  927  928  929  930  931  932  933  934  937  938  939\n",
            "  941  943  944  945  946  947  948  949  951  952  953  954  956  957\n",
            "  958  959  961  962  963  965  966  967  968  969  970  972  973  974\n",
            "  975  976  978  979  980  981  982  983  984  985  986  988  989  990\n",
            "  992  993  994  995  998  999 1000 1001 1002 1004 1006 1009 1010 1012\n",
            " 1013 1014 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1030 1034\n",
            " 1035 1036 1037 1039 1040 1042 1043 1044 1045 1046 1047 1048 1049 1050\n",
            " 1051 1052 1053 1054 1055 1056 1057 1058 1059 1061 1062 1063 1065 1066\n",
            " 1067 1068 1069 1070 1072 1074 1075 1076 1077 1078 1079 1081 1082 1083\n",
            " 1086 1088 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101\n",
            " 1102 1103 1105 1106 1107 1109 1110 1111 1112 1113 1114 1115 1117 1119\n",
            " 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130 1131 1132 1133\n",
            " 1136 1138 1139 1140 1141 1142 1143 1144 1145 1146 1147 1148 1151 1152\n",
            " 1153 1154 1156 1157 1158 1159 1160 1163 1164 1166 1168 1169 1170] Validation: [   0    2    5    8   11   12   13   15   24   35   37   44   61   66\n",
            "   70   73   76   79   85  102  112  118  120  123  127  133  134  140\n",
            "  145  149  158  159  161  167  171  172  178  187  199  200  210  218\n",
            "  220  225  244  259  261  263  267  274  275  277  279  283  286  288\n",
            "  297  306  312  321  324  325  329  330  332  339  346  349  350  360\n",
            "  367  370  373  375  383  394  403  408  409  419  423  425  429  433\n",
            "  436  437  439  443  455  462  477  478  485  492  494  495  496  499\n",
            "  506  507  514  517  525  526  535  547  549  553  555  556  576  577\n",
            "  579  593  594  601  602  609  610  614  619  623  639  641  642  645\n",
            "  660  666  672  694  699  706  720  724  725  735  736  737  741  742\n",
            "  745  748  752  754  756  769  773  778  780  781  784  785  787  788\n",
            "  789  796  811  813  815  817  831  832  848  851  855  863  871  873\n",
            "  878  880  882  889  890  892  901  911  913  914  920  921  922  926\n",
            "  935  936  940  942  950  955  960  964  971  977  987  991  996  997\n",
            " 1003 1005 1007 1008 1011 1015 1016 1017 1018 1029 1031 1032 1033 1038\n",
            " 1041 1060 1064 1071 1073 1080 1084 1085 1087 1089 1104 1108 1116 1118\n",
            " 1134 1135 1137 1149 1150 1155 1161 1162 1165 1167]\n",
            "Train: [   0    2    5    6    7    8   10   11   12   13   14   15   16   18\n",
            "   19   21   23   24   26   27   28   30   31   32   34   35   36   37\n",
            "   38   44   45   46   47   48   49   50   51   53   54   55   56   57\n",
            "   58   59   61   63   66   67   69   70   72   73   74   75   76   79\n",
            "   81   83   84   85   86   90   91   92   93   94   95   96   97   98\n",
            "   99  100  101  102  103  104  105  106  107  108  110  112  114  115\n",
            "  118  119  120  122  123  124  125  126  127  128  129  131  132  133\n",
            "  134  137  138  139  140  143  145  146  149  150  151  153  155  156\n",
            "  158  159  160  161  162  163  166  167  168  169  170  171  172  173\n",
            "  175  177  178  180  181  182  183  186  187  189  190  191  192  193\n",
            "  194  195  196  198  199  200  201  203  205  206  207  208  210  211\n",
            "  213  214  216  217  218  220  221  222  223  224  225  226  228  229\n",
            "  231  232  233  234  235  236  238  239  240  241  243  244  245  247\n",
            "  249  251  252  253  255  256  258  259  260  261  262  263  267  268\n",
            "  269  270  271  272  273  274  275  276  277  278  279  281  283  284\n",
            "  285  286  288  289  290  291  292  293  295  296  297  298  299  300\n",
            "  301  302  303  304  306  307  308  309  310  312  314  315  316  317\n",
            "  319  320  321  322  323  324  325  329  330  332  333  334  335  336\n",
            "  337  338  339  340  341  342  343  344  345  346  347  349  350  351\n",
            "  353  355  356  357  359  360  361  363  364  365  366  367  368  369\n",
            "  370  371  372  373  375  376  378  379  380  381  383  384  385  386\n",
            "  387  388  389  390  391  392  394  395  396  398  399  400  401  403\n",
            "  404  405  406  407  408  409  410  411  412  413  415  416  417  418\n",
            "  419  420  422  423  424  425  428  429  431  432  433  434  436  437\n",
            "  439  440  441  442  443  444  445  446  447  449  451  452  454  455\n",
            "  456  457  458  459  460  461  462  463  465  466  467  468  469  470\n",
            "  472  473  474  476  477  478  479  480  481  482  483  485  489  490\n",
            "  491  492  493  494  495  496  497  498  499  500  502  503  504  505\n",
            "  506  507  508  509  510  511  512  513  514  515  517  518  519  520\n",
            "  521  522  523  524  525  526  527  528  529  532  533  534  535  537\n",
            "  539  540  541  542  543  544  546  547  548  549  550  551  553  554\n",
            "  555  556  558  559  560  561  563  564  565  567  568  569  570  571\n",
            "  572  573  574  576  577  578  579  581  582  583  584  585  588  590\n",
            "  591  592  593  594  596  598  600  601  602  603  604  606  607  608\n",
            "  609  610  611  612  613  614  615  616  617  618  619  620  621  622\n",
            "  623  624  625  626  627  628  629  630  632  634  635  636  637  638\n",
            "  639  640  641  642  643  644  645  646  647  648  649  651  653  655\n",
            "  657  658  659  660  661  662  665  666  667  668  670  671  672  674\n",
            "  677  678  680  681  684  685  686  687  688  689  690  691  692  693\n",
            "  694  696  698  699  700  701  702  703  704  705  706  707  708  709\n",
            "  710  711  714  715  716  718  719  720  721  722  723  724  725  727\n",
            "  729  731  732  734  735  736  737  739  740  741  742  745  746  747\n",
            "  748  751  752  753  754  755  756  757  759  761  764  765  766  768\n",
            "  769  770  773  774  775  776  778  780  781  782  784  785  786  787\n",
            "  788  789  790  791  792  793  796  797  798  799  800  801  803  804\n",
            "  806  808  809  810  811  813  814  815  816  817  818  819  821  823\n",
            "  824  825  826  827  828  830  831  832  833  834  835  836  837  838\n",
            "  839  840  841  842  843  845  846  847  848  849  851  852  853  854\n",
            "  855  858  859  860  862  863  864  865  866  869  870  871  872  873\n",
            "  876  877  878  880  882  883  884  885  887  889  890  891  892  893\n",
            "  894  895  896  899  901  903  904  905  906  907  908  909  910  911\n",
            "  912  913  914  915  916  917  918  919  920  921  922  923  925  926\n",
            "  927  928  929  930  931  932  933  934  935  936  937  938  939  940\n",
            "  941  942  943  944  945  946  947  949  950  951  952  953  954  955\n",
            "  956  957  958  959  960  961  962  964  965  966  967  968  969  970\n",
            "  971  972  973  974  975  976  977  979  981  982  984  985  986  987\n",
            "  988  989  990  991  992  994  995  996  997  998  999 1000 1001 1002\n",
            " 1003 1004 1005 1006 1007 1008 1009 1011 1012 1013 1014 1015 1016 1017\n",
            " 1018 1019 1020 1021 1022 1024 1025 1026 1029 1030 1031 1032 1033 1034\n",
            " 1035 1036 1037 1038 1039 1040 1041 1044 1045 1046 1047 1048 1051 1052\n",
            " 1053 1054 1055 1058 1059 1060 1061 1062 1063 1064 1065 1067 1068 1070\n",
            " 1071 1072 1073 1074 1075 1076 1077 1078 1080 1081 1082 1083 1084 1085\n",
            " 1086 1087 1088 1089 1090 1091 1092 1093 1095 1096 1097 1098 1099 1101\n",
            " 1102 1103 1104 1106 1107 1108 1109 1111 1112 1113 1114 1115 1116 1117\n",
            " 1118 1120 1122 1125 1129 1130 1131 1132 1133 1134 1135 1137 1138 1139\n",
            " 1140 1141 1142 1143 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154\n",
            " 1155 1156 1157 1158 1159 1160 1161 1162 1164 1165 1166 1167 1170] Validation: [   1    3    4    9   17   20   22   25   29   33   39   40   41   42\n",
            "   43   52   60   62   64   65   68   71   77   78   80   82   87   88\n",
            "   89  109  111  113  116  117  121  130  135  136  141  142  144  147\n",
            "  148  152  154  157  164  165  174  176  179  184  185  188  197  202\n",
            "  204  209  212  215  219  227  230  237  242  246  248  250  254  257\n",
            "  264  265  266  280  282  287  294  305  311  313  318  326  327  328\n",
            "  331  348  352  354  358  362  374  377  382  393  397  402  414  421\n",
            "  426  427  430  435  438  448  450  453  464  471  475  484  486  487\n",
            "  488  501  516  530  531  536  538  545  552  557  562  566  575  580\n",
            "  586  587  589  595  597  599  605  631  633  650  652  654  656  663\n",
            "  664  669  673  675  676  679  682  683  695  697  712  713  717  726\n",
            "  728  730  733  738  743  744  749  750  758  760  762  763  767  771\n",
            "  772  777  779  783  794  795  802  805  807  812  820  822  829  844\n",
            "  850  856  857  861  867  868  874  875  879  881  886  888  897  898\n",
            "  900  902  924  948  963  978  980  983  993 1010 1023 1027 1028 1042\n",
            " 1043 1049 1050 1056 1057 1066 1069 1079 1094 1100 1105 1110 1119 1121\n",
            " 1123 1124 1126 1127 1128 1136 1144 1163 1168 1169]\n"
          ]
        }
      ],
      "execution_count": 23,
      "metadata": {
        "collapsed": false,
        "outputHidden": false,
        "inputHidden": false
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Cross Validation for time series\n",
        "# Splitting a time-series dataset randomly and is used for forecasting problem\n",
        "from sklearn.model_selection import TimeSeriesSplit\n",
        "\n",
        "tscv = TimeSeriesSplit(n_splits=3)\n",
        "\n",
        "for train_index, test_index in tscv.split(X):\n",
        "     print(\"Train:\", train_index, \"Validation:\", test_index)\n",
        "     X_train, X_test = X[train_index], X[test_index]\n",
        "     y_train, y_test = y[train_index], y[test_index]"
      ],
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Train: [  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\n",
            "  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\n",
            "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
            "  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\n",
            "  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\n",
            "  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\n",
            " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n",
            " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n",
            " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n",
            " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n",
            " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n",
            " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n",
            " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n",
            " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n",
            " 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269\n",
            " 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287\n",
            " 288 289 290 291 292 293 294] Validation: [295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312\n",
            " 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330\n",
            " 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348\n",
            " 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366\n",
            " 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384\n",
            " 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402\n",
            " 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420\n",
            " 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438\n",
            " 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456\n",
            " 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474\n",
            " 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492\n",
            " 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510\n",
            " 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528\n",
            " 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546\n",
            " 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564\n",
            " 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582\n",
            " 583 584 585 586]\n",
            "Train: [  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\n",
            "  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\n",
            "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
            "  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\n",
            "  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\n",
            "  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\n",
            " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n",
            " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n",
            " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n",
            " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n",
            " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n",
            " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n",
            " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n",
            " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n",
            " 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269\n",
            " 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287\n",
            " 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305\n",
            " 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323\n",
            " 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341\n",
            " 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359\n",
            " 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377\n",
            " 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395\n",
            " 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413\n",
            " 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431\n",
            " 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449\n",
            " 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467\n",
            " 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485\n",
            " 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503\n",
            " 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521\n",
            " 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539\n",
            " 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557\n",
            " 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575\n",
            " 576 577 578 579 580 581 582 583 584 585 586] Validation: [587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604\n",
            " 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622\n",
            " 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640\n",
            " 641 642 643 644 645 646 647 648 649 650 651 652 653 654 655 656 657 658\n",
            " 659 660 661 662 663 664 665 666 667 668 669 670 671 672 673 674 675 676\n",
            " 677 678 679 680 681 682 683 684 685 686 687 688 689 690 691 692 693 694\n",
            " 695 696 697 698 699 700 701 702 703 704 705 706 707 708 709 710 711 712\n",
            " 713 714 715 716 717 718 719 720 721 722 723 724 725 726 727 728 729 730\n",
            " 731 732 733 734 735 736 737 738 739 740 741 742 743 744 745 746 747 748\n",
            " 749 750 751 752 753 754 755 756 757 758 759 760 761 762 763 764 765 766\n",
            " 767 768 769 770 771 772 773 774 775 776 777 778 779 780 781 782 783 784\n",
            " 785 786 787 788 789 790 791 792 793 794 795 796 797 798 799 800 801 802\n",
            " 803 804 805 806 807 808 809 810 811 812 813 814 815 816 817 818 819 820\n",
            " 821 822 823 824 825 826 827 828 829 830 831 832 833 834 835 836 837 838\n",
            " 839 840 841 842 843 844 845 846 847 848 849 850 851 852 853 854 855 856\n",
            " 857 858 859 860 861 862 863 864 865 866 867 868 869 870 871 872 873 874\n",
            " 875 876 877 878]\n",
            "Train: [  0   1   2   3   4   5   6   7   8   9  10  11  12  13  14  15  16  17\n",
            "  18  19  20  21  22  23  24  25  26  27  28  29  30  31  32  33  34  35\n",
            "  36  37  38  39  40  41  42  43  44  45  46  47  48  49  50  51  52  53\n",
            "  54  55  56  57  58  59  60  61  62  63  64  65  66  67  68  69  70  71\n",
            "  72  73  74  75  76  77  78  79  80  81  82  83  84  85  86  87  88  89\n",
            "  90  91  92  93  94  95  96  97  98  99 100 101 102 103 104 105 106 107\n",
            " 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125\n",
            " 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143\n",
            " 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161\n",
            " 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179\n",
            " 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197\n",
            " 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215\n",
            " 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233\n",
            " 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251\n",
            " 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269\n",
            " 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287\n",
            " 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305\n",
            " 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323\n",
            " 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341\n",
            " 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359\n",
            " 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377\n",
            " 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395\n",
            " 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413\n",
            " 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431\n",
            " 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449\n",
            " 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467\n",
            " 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485\n",
            " 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503\n",
            " 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521\n",
            " 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539\n",
            " 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557\n",
            " 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575\n",
            " 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593\n",
            " 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611\n",
            " 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629\n",
            " 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647\n",
            " 648 649 650 651 652 653 654 655 656 657 658 659 660 661 662 663 664 665\n",
            " 666 667 668 669 670 671 672 673 674 675 676 677 678 679 680 681 682 683\n",
            " 684 685 686 687 688 689 690 691 692 693 694 695 696 697 698 699 700 701\n",
            " 702 703 704 705 706 707 708 709 710 711 712 713 714 715 716 717 718 719\n",
            " 720 721 722 723 724 725 726 727 728 729 730 731 732 733 734 735 736 737\n",
            " 738 739 740 741 742 743 744 745 746 747 748 749 750 751 752 753 754 755\n",
            " 756 757 758 759 760 761 762 763 764 765 766 767 768 769 770 771 772 773\n",
            " 774 775 776 777 778 779 780 781 782 783 784 785 786 787 788 789 790 791\n",
            " 792 793 794 795 796 797 798 799 800 801 802 803 804 805 806 807 808 809\n",
            " 810 811 812 813 814 815 816 817 818 819 820 821 822 823 824 825 826 827\n",
            " 828 829 830 831 832 833 834 835 836 837 838 839 840 841 842 843 844 845\n",
            " 846 847 848 849 850 851 852 853 854 855 856 857 858 859 860 861 862 863\n",
            " 864 865 866 867 868 869 870 871 872 873 874 875 876 877 878] Validation: [ 879  880  881  882  883  884  885  886  887  888  889  890  891  892\n",
            "  893  894  895  896  897  898  899  900  901  902  903  904  905  906\n",
            "  907  908  909  910  911  912  913  914  915  916  917  918  919  920\n",
            "  921  922  923  924  925  926  927  928  929  930  931  932  933  934\n",
            "  935  936  937  938  939  940  941  942  943  944  945  946  947  948\n",
            "  949  950  951  952  953  954  955  956  957  958  959  960  961  962\n",
            "  963  964  965  966  967  968  969  970  971  972  973  974  975  976\n",
            "  977  978  979  980  981  982  983  984  985  986  987  988  989  990\n",
            "  991  992  993  994  995  996  997  998  999 1000 1001 1002 1003 1004\n",
            " 1005 1006 1007 1008 1009 1010 1011 1012 1013 1014 1015 1016 1017 1018\n",
            " 1019 1020 1021 1022 1023 1024 1025 1026 1027 1028 1029 1030 1031 1032\n",
            " 1033 1034 1035 1036 1037 1038 1039 1040 1041 1042 1043 1044 1045 1046\n",
            " 1047 1048 1049 1050 1051 1052 1053 1054 1055 1056 1057 1058 1059 1060\n",
            " 1061 1062 1063 1064 1065 1066 1067 1068 1069 1070 1071 1072 1073 1074\n",
            " 1075 1076 1077 1078 1079 1080 1081 1082 1083 1084 1085 1086 1087 1088\n",
            " 1089 1090 1091 1092 1093 1094 1095 1096 1097 1098 1099 1100 1101 1102\n",
            " 1103 1104 1105 1106 1107 1108 1109 1110 1111 1112 1113 1114 1115 1116\n",
            " 1117 1118 1119 1120 1121 1122 1123 1124 1125 1126 1127 1128 1129 1130\n",
            " 1131 1132 1133 1134 1135 1136 1137 1138 1139 1140 1141 1142 1143 1144\n",
            " 1145 1146 1147 1148 1149 1150 1151 1152 1153 1154 1155 1156 1157 1158\n",
            " 1159 1160 1161 1162 1163 1164 1165 1166 1167 1168 1169 1170]\n"
          ]
        }
      ],
      "execution_count": 25,
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