Face_Recognition_using_PCA_RA039_BDA.ipynb

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    "colab": {
      "name": "Face Recognition using PCA : RA039 BDA.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "authorship_tag": "ABX9TyOAvAR9S+P7A4XxEsatik4O",
      "include_colab_link": true
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      "name": "python3",
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    "language_info": {
      "name": "python"
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  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DataMinati/Super-Notebooks-1K/blob/main/Face_Recognition_using_PCA_RA039_BDA.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jhZc2BtL8hj1"
      },
      "source": [
        "<center>\n",
        "\n",
        "# Project - 1\n",
        "\n",
        "## FACE RECOGNITION USING PRINCIPAL COMPONENT ANALYSIS\n",
        "\n",
        "### Made by : Mainak Chaudhuri\n",
        "### Reg. No.: RA1911027010039\n",
        "### Subject : Machine Learning\n",
        "### Sub Code: 18CSE392T\n",
        "### Branch  : Computer Science Engineering, Splz. Big Data\n",
        "### Dated   : 17th September, 2021\n",
        "</center>\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "y8ShVSMM9a2r"
      },
      "source": [
        "### 1. Importing necessary packages"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DdOBM7B56Fdl"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "%matplotlib inline\n",
        "plt.rcParams[\"figure.figsize\"] = (20,7)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZLJNuG1z9eJh"
      },
      "source": [
        "### 2. Importing the dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 405
        },
        "id": "70E34xca55g0",
        "outputId": "1ac34637-bd17-4beb-af4d-70bd2db0d13d"
      },
      "source": [
        "url = 'https://raw.githubusercontent.com/MainakRepositor/Datasets-/master/face.csv'\n",
        "df = pd.read_csv(url,error_bad_lines=False)\n",
        "df.head(10)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
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              "      <td>0.111570</td>\n",
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              "      <td>0.152893</td>\n",
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              "      <td>0.136364</td>\n",
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              "      <td>0.136364</td>\n",
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              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
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              "      <td>0.702479</td>\n",
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              "      <td>0.706612</td>\n",
              "      <td>0.714876</td>\n",
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              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
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              "      <td>0.710744</td>\n",
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              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
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              "      <td>0.826446</td>\n",
              "      <td>0.842975</td>\n",
              "      <td>0.847107</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.760331</td>\n",
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              "      <td>0.714876</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.665289</td>\n",
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              "      <td>0.644628</td>\n",
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              "      <td>0.623967</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.657025</td>\n",
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              "      <td>0.677686</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.681818</td>\n",
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              "      <td>0.652893</td>\n",
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              "      <td>0.545455</td>\n",
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              "      <td>0.607438</td>\n",
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              "      <td>0.607438</td>\n",
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              "      <td>0.132231</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.136364</td>\n",
              "      <td>0.128099</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.140496</td>\n",
              "      <td>0.148760</td>\n",
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              "      <td>0</td>\n",
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              "    <tr>\n",
              "      <th>3</th>\n",
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              "      <td>0.694215</td>\n",
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              "      <td>0.719008</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.719008</td>\n",
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              "      <td>0.710744</td>\n",
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              "      <td>0.756198</td>\n",
              "      <td>0.756198</td>\n",
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              "      <td>0.772727</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>...</td>\n",
              "      <td>0.442149</td>\n",
              "      <td>0.479339</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.566116</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.842975</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>...</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.599174</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.293388</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>5</th>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.533058</td>\n",
              "      <td>0.528926</td>\n",
              "      <td>0.533058</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.603306</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>...</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.561983</td>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.553719</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.553719</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>6</th>\n",
              "      <td>0.330578</td>\n",
              "      <td>0.305785</td>\n",
              "      <td>0.330578</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.425620</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.603306</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>...</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.599174</td>\n",
              "      <td>0.561983</td>\n",
              "      <td>0.516529</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.524793</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.487603</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>7</th>\n",
              "      <td>0.128099</td>\n",
              "      <td>0.185950</td>\n",
              "      <td>0.247934</td>\n",
              "      <td>0.314050</td>\n",
              "      <td>0.388430</td>\n",
              "      <td>0.462810</td>\n",
              "      <td>0.520661</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.847107</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.842975</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>...</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.599174</td>\n",
              "      <td>0.603306</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.289256</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.165289</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>8</th>\n",
              "      <td>0.243802</td>\n",
              "      <td>0.297521</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.495868</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.603306</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.776860</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>...</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.776860</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.235537</td>\n",
              "      <td>0.169422</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9</th>\n",
              "      <td>0.380165</td>\n",
              "      <td>0.442149</td>\n",
              "      <td>0.483471</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.859504</td>\n",
              "      <td>0.876033</td>\n",
              "      <td>0.880165</td>\n",
              "      <td>0.880165</td>\n",
              "      <td>0.880165</td>\n",
              "      <td>0.871901</td>\n",
              "      <td>0.867769</td>\n",
              "      <td>0.842975</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.776860</td>\n",
              "      <td>...</td>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.433884</td>\n",
              "      <td>0.280992</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.061983</td>\n",
              "      <td>0.103306</td>\n",
              "      <td>0.136364</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.202479</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.169422</td>\n",
              "      <td>0.140496</td>\n",
              "      <td>0.128099</td>\n",
              "      <td>0.132231</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.165289</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.165289</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10 rows × 4097 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          0         1         2         3  ...      4093      4094      4095  target\n",
              "0  0.309917  0.367769  0.417355  0.442149  ...  0.152893  0.161157  0.157025       0\n",
              "1  0.454545  0.471074  0.512397  0.557851  ...  0.152893  0.152893  0.152893       0\n",
              "2  0.318182  0.400826  0.491736  0.528926  ...  0.140496  0.148760  0.152893       0\n",
              "3  0.198347  0.194215  0.194215  0.194215  ...  0.752066  0.752066  0.739669       0\n",
              "4  0.500000  0.545455  0.582645  0.623967  ...  0.177686  0.173554  0.173554       0\n",
              "5  0.549587  0.545455  0.541322  0.537190  ...  0.714876  0.706612  0.702479       0\n",
              "6  0.330578  0.305785  0.330578  0.351240  ...  0.144628  0.152893  0.152893       0\n",
              "7  0.128099  0.185950  0.247934  0.314050  ...  0.152893  0.173554  0.173554       0\n",
              "8  0.243802  0.297521  0.367769  0.454545  ...  0.190083  0.181818  0.190083       0\n",
              "9  0.380165  0.442149  0.483471  0.545455  ...  0.173554  0.173554  0.173554       0\n",
              "\n",
              "[10 rows x 4097 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 2
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "duZN_Khe9iLj"
      },
      "source": [
        "### 3. Data Description"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jzAzbRky6Xn8",
        "outputId": "4393803c-69ee-409b-a111-c56a3281fabb"
      },
      "source": [
        "r,c = df.shape \n",
        "print(\"Number of data items (faces) in dataset =\",r)\n",
        "print(\"Number of attributes in the dataset     =\",c)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Number of data items (faces) in dataset = 400\n",
            "Number of attributes in the dataset     = 4097\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "aUnVQi5D6k8w",
        "outputId": "25efb999-b0f0-48fd-9318-254c43f42a86"
      },
      "source": [
        "# Description of the dataframe\n",
        "df.describe().T"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
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              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>count</th>\n",
              "      <th>mean</th>\n",
              "      <th>std</th>\n",
              "      <th>min</th>\n",
              "      <th>25%</th>\n",
              "      <th>50%</th>\n",
              "      <th>75%</th>\n",
              "      <th>max</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.400134</td>\n",
              "      <td>0.180695</td>\n",
              "      <td>0.086777</td>\n",
              "      <td>0.243802</td>\n",
              "      <td>0.392562</td>\n",
              "      <td>0.528926</td>\n",
              "      <td>0.805785</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.434236</td>\n",
              "      <td>0.189504</td>\n",
              "      <td>0.066116</td>\n",
              "      <td>0.267562</td>\n",
              "      <td>0.458678</td>\n",
              "      <td>0.575413</td>\n",
              "      <td>0.822314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.476281</td>\n",
              "      <td>0.194742</td>\n",
              "      <td>0.090909</td>\n",
              "      <td>0.314050</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.871901</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.518481</td>\n",
              "      <td>0.193313</td>\n",
              "      <td>0.041322</td>\n",
              "      <td>0.383264</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.666322</td>\n",
              "      <td>0.892562</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.554845</td>\n",
              "      <td>0.188593</td>\n",
              "      <td>0.107438</td>\n",
              "      <td>0.446281</td>\n",
              "      <td>0.584711</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.871901</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4092</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.335909</td>\n",
              "      <td>0.195280</td>\n",
              "      <td>0.049587</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.299587</td>\n",
              "      <td>0.462810</td>\n",
              "      <td>0.921488</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4093</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.321415</td>\n",
              "      <td>0.187842</td>\n",
              "      <td>0.057851</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.289256</td>\n",
              "      <td>0.446281</td>\n",
              "      <td>0.929752</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4094</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.313647</td>\n",
              "      <td>0.183616</td>\n",
              "      <td>0.061983</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.270661</td>\n",
              "      <td>0.414256</td>\n",
              "      <td>0.884298</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4095</th>\n",
              "      <td>400.0</td>\n",
              "      <td>0.310455</td>\n",
              "      <td>0.180635</td>\n",
              "      <td>0.033058</td>\n",
              "      <td>0.172521</td>\n",
              "      <td>0.272727</td>\n",
              "      <td>0.417355</td>\n",
              "      <td>0.822314</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>target</th>\n",
              "      <td>400.0</td>\n",
              "      <td>19.500000</td>\n",
              "      <td>11.557853</td>\n",
              "      <td>0.000000</td>\n",
              "      <td>9.750000</td>\n",
              "      <td>19.500000</td>\n",
              "      <td>29.250000</td>\n",
              "      <td>39.000000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>4097 rows × 8 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "        count       mean        std  ...        50%        75%        max\n",
              "0       400.0   0.400134   0.180695  ...   0.392562   0.528926   0.805785\n",
              "1       400.0   0.434236   0.189504  ...   0.458678   0.575413   0.822314\n",
              "2       400.0   0.476281   0.194742  ...   0.512397   0.636364   0.871901\n",
              "3       400.0   0.518481   0.193313  ...   0.545455   0.666322   0.892562\n",
              "4       400.0   0.554845   0.188593  ...   0.584711   0.702479   0.871901\n",
              "...       ...        ...        ...  ...        ...        ...        ...\n",
              "4092    400.0   0.335909   0.195280  ...   0.299587   0.462810   0.921488\n",
              "4093    400.0   0.321415   0.187842  ...   0.289256   0.446281   0.929752\n",
              "4094    400.0   0.313647   0.183616  ...   0.270661   0.414256   0.884298\n",
              "4095    400.0   0.310455   0.180635  ...   0.272727   0.417355   0.822314\n",
              "target  400.0  19.500000  11.557853  ...  19.500000  29.250000  39.000000\n",
              "\n",
              "[4097 rows x 8 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gRmjdGkB9l0W"
      },
      "source": [
        "### 4. Setting image labels"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "5FGl0ngK6sEp",
        "outputId": "58de7bed-1404-4c4c-b6b4-f009a84098a3"
      },
      "source": [
        "labels=df[\"target\"]\n",
        "labels"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0       0\n",
              "1       0\n",
              "2       0\n",
              "3       0\n",
              "4       0\n",
              "       ..\n",
              "395    39\n",
              "396    39\n",
              "397    39\n",
              "398    39\n",
              "399    39\n",
              "Name: target, Length: 400, dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "g2xsY8XR9uu8"
      },
      "source": [
        "### 5. Set the pixel targets and display results\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "-DMbpqBc6z0C",
        "outputId": "b8bcd750-ef78-42e6-914c-06100165d815"
      },
      "source": [
        "pixels=df.drop(['target'],axis = 1)\n",
        "pixels"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
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              "      <th>4075</th>\n",
              "      <th>4076</th>\n",
              "      <th>4077</th>\n",
              "      <th>4078</th>\n",
              "      <th>4079</th>\n",
              "      <th>4080</th>\n",
              "      <th>4081</th>\n",
              "      <th>4082</th>\n",
              "      <th>4083</th>\n",
              "      <th>4084</th>\n",
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              "      <td>0.611570</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.475207</td>\n",
              "      <td>0.132231</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.157025</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.471074</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>...</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.603306</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.561983</td>\n",
              "      <td>0.516529</td>\n",
              "      <td>0.533058</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.570248</td>\n",
              "      <td>0.561983</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.111570</td>\n",
              "      <td>0.095041</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.128099</td>\n",
              "      <td>0.136364</td>\n",
              "      <td>0.132231</td>\n",
              "      <td>0.136364</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.136364</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.318182</td>\n",
              "      <td>0.400826</td>\n",
              "      <td>0.491736</td>\n",
              "      <td>0.528926</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.842975</td>\n",
              "      <td>0.847107</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>...</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.677686</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.570248</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.603306</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.413223</td>\n",
              "      <td>0.074380</td>\n",
              "      <td>0.132231</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.136364</td>\n",
              "      <td>0.128099</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.140496</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.152893</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.198347</td>\n",
              "      <td>0.194215</td>\n",
              "      <td>0.194215</td>\n",
              "      <td>0.194215</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.243802</td>\n",
              "      <td>0.404959</td>\n",
              "      <td>0.483471</td>\n",
              "      <td>0.516529</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.566116</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>...</td>\n",
              "      <td>0.400826</td>\n",
              "      <td>0.442149</td>\n",
              "      <td>0.479339</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.566116</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.706612</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.586777</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.644628</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.739669</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.694215</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.842975</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>...</td>\n",
              "      <td>0.561983</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.599174</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.619835</td>\n",
              "      <td>0.293388</td>\n",
              "      <td>0.144628</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.190083</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.173554</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",
              "      <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",
              "      <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",
              "      <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",
              "      <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",
              "      <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",
              "      <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",
              "      <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",
              "      <td>...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>395</th>\n",
              "      <td>0.400826</td>\n",
              "      <td>0.495868</td>\n",
              "      <td>0.570248</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.640496</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.665289</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>...</td>\n",
              "      <td>0.206612</td>\n",
              "      <td>0.231405</td>\n",
              "      <td>0.280992</td>\n",
              "      <td>0.330578</td>\n",
              "      <td>0.330578</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.347107</td>\n",
              "      <td>0.347107</td>\n",
              "      <td>0.355372</td>\n",
              "      <td>0.376033</td>\n",
              "      <td>0.371901</td>\n",
              "      <td>0.359504</td>\n",
              "      <td>0.342975</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>0.309917</td>\n",
              "      <td>0.301653</td>\n",
              "      <td>0.252066</td>\n",
              "      <td>0.276859</td>\n",
              "      <td>0.314050</td>\n",
              "      <td>0.334711</td>\n",
              "      <td>0.322314</td>\n",
              "      <td>0.330578</td>\n",
              "      <td>0.347107</td>\n",
              "      <td>0.338843</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.371901</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.388430</td>\n",
              "      <td>0.396694</td>\n",
              "      <td>0.264463</td>\n",
              "      <td>0.099174</td>\n",
              "      <td>0.181818</td>\n",
              "      <td>0.243802</td>\n",
              "      <td>0.247934</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.136364</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>396</th>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.301653</td>\n",
              "      <td>0.247934</td>\n",
              "      <td>0.247934</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>...</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.776860</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.780992</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.623967</td>\n",
              "      <td>0.599174</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.582645</td>\n",
              "      <td>0.566116</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.520661</td>\n",
              "      <td>0.491736</td>\n",
              "      <td>0.446281</td>\n",
              "      <td>0.380165</td>\n",
              "      <td>0.334711</td>\n",
              "      <td>0.289256</td>\n",
              "      <td>0.285124</td>\n",
              "      <td>0.338843</td>\n",
              "      <td>0.404959</td>\n",
              "      <td>0.458678</td>\n",
              "      <td>0.487603</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.549587</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>397</th>\n",
              "      <td>0.500000</td>\n",
              "      <td>0.533058</td>\n",
              "      <td>0.607438</td>\n",
              "      <td>0.628099</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.632231</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.673554</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.801653</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>...</td>\n",
              "      <td>0.483471</td>\n",
              "      <td>0.491736</td>\n",
              "      <td>0.537190</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.561983</td>\n",
              "      <td>0.570248</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.557851</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.533058</td>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.541322</td>\n",
              "      <td>0.524793</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.504132</td>\n",
              "      <td>0.466942</td>\n",
              "      <td>0.450413</td>\n",
              "      <td>0.404959</td>\n",
              "      <td>0.371901</td>\n",
              "      <td>0.342975</td>\n",
              "      <td>0.347107</td>\n",
              "      <td>0.363636</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.376033</td>\n",
              "      <td>0.417355</td>\n",
              "      <td>0.111570</td>\n",
              "      <td>0.198347</td>\n",
              "      <td>0.239669</td>\n",
              "      <td>0.194215</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.152893</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.161157</td>\n",
              "      <td>0.173554</td>\n",
              "      <td>0.157025</td>\n",
              "      <td>0.177686</td>\n",
              "      <td>0.148760</td>\n",
              "      <td>0.190083</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>398</th>\n",
              "      <td>0.214876</td>\n",
              "      <td>0.219008</td>\n",
              "      <td>0.219008</td>\n",
              "      <td>0.223141</td>\n",
              "      <td>0.210744</td>\n",
              "      <td>0.202479</td>\n",
              "      <td>0.276859</td>\n",
              "      <td>0.400826</td>\n",
              "      <td>0.487603</td>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.785124</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.809917</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.818182</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>...</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.764463</td>\n",
              "      <td>0.760331</td>\n",
              "      <td>0.772727</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.805785</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.756198</td>\n",
              "      <td>0.752066</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.698347</td>\n",
              "      <td>0.690083</td>\n",
              "      <td>0.657025</td>\n",
              "      <td>0.652893</td>\n",
              "      <td>0.669422</td>\n",
              "      <td>0.648760</td>\n",
              "      <td>0.611570</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.504132</td>\n",
              "      <td>0.446281</td>\n",
              "      <td>0.392562</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.409091</td>\n",
              "      <td>0.479339</td>\n",
              "      <td>0.524793</td>\n",
              "      <td>0.545455</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.590909</td>\n",
              "      <td>0.603306</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>399</th>\n",
              "      <td>0.516529</td>\n",
              "      <td>0.462810</td>\n",
              "      <td>0.280992</td>\n",
              "      <td>0.252066</td>\n",
              "      <td>0.247934</td>\n",
              "      <td>0.367769</td>\n",
              "      <td>0.574380</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.661157</td>\n",
              "      <td>0.615702</td>\n",
              "      <td>0.681818</td>\n",
              "      <td>0.702479</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.739669</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.768595</td>\n",
              "      <td>0.789256</td>\n",
              "      <td>0.793388</td>\n",
              "      <td>0.797521</td>\n",
              "      <td>0.814050</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.838843</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.826446</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.834711</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.830578</td>\n",
              "      <td>0.822314</td>\n",
              "      <td>...</td>\n",
              "      <td>0.714876</td>\n",
              "      <td>0.719008</td>\n",
              "      <td>0.723140</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.731405</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.747934</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.743802</td>\n",
              "      <td>0.735537</td>\n",
              "      <td>0.727273</td>\n",
              "      <td>0.710744</td>\n",
              "      <td>0.685950</td>\n",
              "      <td>0.636364</td>\n",
              "      <td>0.595041</td>\n",
              "      <td>0.578512</td>\n",
              "      <td>0.549587</td>\n",
              "      <td>0.512397</td>\n",
              "      <td>0.487603</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.458678</td>\n",
              "      <td>0.454545</td>\n",
              "      <td>0.429752</td>\n",
              "      <td>0.417355</td>\n",
              "      <td>0.376033</td>\n",
              "      <td>0.351240</td>\n",
              "      <td>0.338843</td>\n",
              "      <td>0.276859</td>\n",
              "      <td>0.264463</td>\n",
              "      <td>0.293388</td>\n",
              "      <td>0.301653</td>\n",
              "      <td>0.293388</td>\n",
              "      <td>0.322314</td>\n",
              "      <td>0.322314</td>\n",
              "      <td>0.359504</td>\n",
              "      <td>0.355372</td>\n",
              "      <td>0.384298</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>400 rows × 4096 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "            0         1         2  ...      4093      4094      4095\n",
              "0    0.309917  0.367769  0.417355  ...  0.152893  0.161157  0.157025\n",
              "1    0.454545  0.471074  0.512397  ...  0.152893  0.152893  0.152893\n",
              "2    0.318182  0.400826  0.491736  ...  0.140496  0.148760  0.152893\n",
              "3    0.198347  0.194215  0.194215  ...  0.752066  0.752066  0.739669\n",
              "4    0.500000  0.545455  0.582645  ...  0.177686  0.173554  0.173554\n",
              "..        ...       ...       ...  ...       ...       ...       ...\n",
              "395  0.400826  0.495868  0.570248  ...  0.161157  0.157025  0.136364\n",
              "396  0.367769  0.367769  0.351240  ...  0.487603  0.512397  0.549587\n",
              "397  0.500000  0.533058  0.607438  ...  0.177686  0.148760  0.190083\n",
              "398  0.214876  0.219008  0.219008  ...  0.574380  0.590909  0.603306\n",
              "399  0.516529  0.462810  0.280992  ...  0.359504  0.355372  0.384298\n",
              "\n",
              "[400 rows x 4096 columns]"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "7mdFuNzG63Ta",
        "outputId": "eaf307f1-aa38-476d-a684-dc477d055d3a"
      },
      "source": [
        "show_orignal_images(pixels)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x504 with 100 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "hWeBFFXI92V3"
      },
      "source": [
        "### 6. Splitting the dataset into train and test and applying Machine Learning Models"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "MRIkh6wb65eE"
      },
      "source": [
        "from sklearn.model_selection import train_test_split \n",
        "x_train,x_test,y_train,y_test=train_test_split (pixels,labels)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "871wnxpy9-rh"
      },
      "source": [
        "### 7. Performing Principal Component Analysis"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qc3EQmTU7C_c"
      },
      "source": [
        "#PCA step\n",
        "from sklearn.decomposition import PCA\n",
        "pca=PCA(135).fit(x_train)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        },
        "id": "BWwkgJyS7F4G",
        "outputId": "1f19d6df-3191-4dea-f883-d8a0b262979e"
      },
      "source": [
        "per_var = np.round(pca.explained_variance_ratio_*100, decimals=1)\n",
        "labels = [str(x) for x in range(1,len(per_var)+1)]\n",
        " \n",
        "plt.bar(x=range(1,len(per_var)+1), height=per_var, tick_label=labels)\n",
        "plt.ylabel('Percentage of Explained Variance')\n",
        "plt.xlabel('Principal Component')\n",
        "plt.xticks(rotation=90)\n",
        "plt.title('Plot of PCA based results',size=21)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 474
        },
        "id": "9vh3E8GU7TvC",
        "outputId": "1a9d26a9-622f-44d2-a7a3-ca0e5057a53c"
      },
      "source": [
        "plt.plot(np.cumsum(pca.explained_variance_ratio_))\n",
        "plt.title('Principal Components - Variance Ratio\\n',size=22)\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fy2XJAQAZhlAIAAAAwxYLdxrbI/7WEVZDe0RN7WE1tkfUEMzzy8Nq7PDrNXVEFO0ZONjJMu0V3MwsLwgCnP7z+4U7QWsdBkYGAGDoCIUAAAAymHNO7eGoGoIwp6kj0nu/MTbt6Lvf0B5WUxDwdA8S7hTn+xY45YW5qijM04zyAlUUJgtz+j8uYpBkAADGDKEQAADAJBHu7lFje1j1bWE1tPnWOf3CnrZwv4CnMRhkebABlAvzslVRmNcb8CyaXqqywlxVFOaqvCAvuJ8XhD+5Kivw6+bl0BULAIDxjlAIAABgHIr2ODV1RLSnLayG9rCftoW1p91P63sf+7CnoS2slq7uAZ+vIDdb5YW5Ki/MU3kw1k55XJiTGPCUF/hxeLgaFgAAkxehEAAAwCiLjb/T0BbpDXViYU9vuBMf/gRdtwbqnRVrvTOlKE8VRXmaO7VQU4ryNaUoVxVFeZpSmKfyYHl50GUrlEu4AwAA+iMUAgAAGIH2cLfqW8Pa3dql+taw6tu6tLs1rPrWsPa0dam+Lazdwf2GtoG7aOVkmaYUBQFPYZ4WTS9VRVGupsSFPrFlsfUIeAAAQCoQCgEAAMiPx9PQ3j/k8aFPWPWtPuSpbwvut4bVEYkmfZ6ivGxNLc7X1OI8zSoPaems0r5WPIV5mlqc16+VT0l+jswYWBkAAIw9QiEAADAp9fQ4NXZE+gKdfq15EoOfLjV3Jh+PJzfbNLXIhzxTi/N1YGVR7/0pRXmqLM7rW16Ur4I8WvEAAICJgVAIAABMGD09Tg3tYe1s6dKu2K217358656G9rCiSQblMZOmBC12phTlafHMUlUW5fW27plalO+DniD0KQ3RkgcAAExOQwqFzOwsST+SlC3pRufctQnLD5B0k6QqSXskvcc5tyXFtQIAgEmqPdytXS1d/cOe4LazpbM3+NndmjzoKcrLVmVJviqL8zVnSqGOmFOhqUV5vS164kOfisI8ZWcR8gAAAOwzFDKzbEnXSTpT0hZJK8zsbufcmrjVvi/pVufcLWZ2uqRvS3rvaBQMAAAmhu5oj/a0DdyqZ2dLZ+/9tvDe4/NkZ5kqi/NUVZKvquJ8HTyjzN+Pu1UHQVBRPo2fAQAAhmya8kUAACAASURBVGso/4M6RtJ659wGSTKzOySdJyk+FFoi6VPB/Ycl/TGVRQIAgPGjO9qj+rawtjd1akdzp3a0dGlnc3C/uUs7mjv9YM1tYbkkl1QvDeX0hjpLa8pVVZyv6lIf/MQHPlMK85RFix4AAIBRM5RQaJakzXGPt0g6NmGdZyW9Xb6L2dsklZjZVOdcfUqqBAAAo845pz1tYR/stHQGQU9XEPb0D3wSe3BlmVRVkq9ppSHVVBToiDkVvS15eoOeIPThcuoAAADjQ6raWn9a0k/M7FJJj0iqk7RXO3Azu1zS5ZI0Z86cFO0aAAAMxjmnlq7ufiHP9uZO7UwIfHa2dCoS3btpz5SiPE0rDWlaab6WzCjVtNJ8VZeGNL001Dt/anE+4/QAAABMMEMJheokzY57XBPM6+Wc2yrfUkhmVizpfOdcY+ITOedukHSDJC1btixJg3IAADAcPT2utyvX1qYObWvs0LbmTm1r9GHPzpYubW/qVEdk7zF7SvJzNK3MhzrHzp2i6iDgmV4a6r1fVZKv/Bxa9gAAAExGQwmFVkhaYGZz5cOgd0q6OH4FM6uUtMc51yPpC/JXIgMAAPsh1p1rW1OntjZ2aHtzp7Y2dmp7U4e2NnVqW1OHdjR1KRzt6bddXnaWppXla0ZpgQ6eWarTF1VrWml+0KrH36pLGJwZAAAg0+3zf4POuW4zu0rSffKXpL/JObfazL4uaaVz7m5Jp0r6tpk5+e5jHx3FmgEAmPCcc2psjwSte3zAs62pM7j13Q939w98crNN00pDmllWoCNmV2jG0pBmlIY0o7xAM8sKNL0spKlFDNAMAACAfTOX7LIgY2DZsmVu5cqVadk3AACjLRLt0Y7mTtU1dGhrU4fqGjpU19ipusYObQ1u7QmXYc/J8oHPjDIf8swoC8XdCjSjPKTKonwCHwAAAAzIzJ5yzi0byrq0GwcAYARaOiPa2tipusZ21TX67l11DT7sqWvs0I7mzr2u0DW1KE8zywt0YFWRTl5QpZnlIc0Mwp+Z5QWqZLBmAAAAjCFCIQAAEsS6dm1uaNfmPR3a3NDeG/rEWvo0d3b32yYnyzSjPKRZ5QU6/sCpqikv0MzgNqvCd+0qyGPAZgAAAIwfhEIAgIzUGYlqS0O7Nu0Jgp89wf2GDm3Z066Wrv6hT2koRzPLC1RTUaBj5k7RrLjQp6aCVj4AAACYeAiFAACTUrTHaVtTR29Ln817gltDhzbtadeulq5+64dyszS7olCzpxTqmNoKzZ7i7/t5BSoJ5abplQAAAACjg1AIADBhtYe7tXF3u16rb9PG+lirn/be7l6RaN+gPlkmzSwv0OyKQp12UJVmVxRqztRC1QShT1Vxvsxo6QMAAIDMQSgEABjX4oOfV+vbtHG3D4A27m7TzoTWPlOL8lQzpVCH1pTrnKUzNHtKoeYErX1mlIeUm52VplcBAAAAjD+EQgCAtOuMRLWxvk2v7tp38FNVkq/aqYU6ZWGVaiuLVDu1SAdMLVRtZZGK8/lnDQAAABgq/vcMABgT0R6nrY0d2rC7Ta/uavXT3W3asKtNW5s65OIu315ZnK+5lYU6eWGV5hL8AAAAAKOC/1kDAFKqoS2sDbtbtWFXWxAA+fDn1fo2hbt7etcrzs/RvKoiHV1bobmVszW3qkjzKosIfgAAAIAxwv+6AQDDFt/da0PQ2ufV3b71T2N7pHe9nCzTnKmFmldZrFMOqtK8yiLNrSzS3KoiBnYGAAAA0oxQCAAwoKaOiNbvbNX6nS1av7NV63a2av3OVtU19u/uNb00pLmVRTp76QzNqyzSvKoizassVk1FgXIY3BkAAAAYlwiFACDDOedU3xbWuh2tWr+rVet3tGj9rlat29Hab5Dn/JwsHVhVrCPnVOiCo/q6e82tLFIR3b0AAACACYf/xQNAhnDOaXdrWC/vaNFL21uCVj++BVBDXJevorxszZ9WopMXVml+dbEWVBdrfnWxaioKlZ1Fdy8AAABgsiAUAoBJqKUzEoQ/rb0h0Es7WrSnLdy7TnlhrhZUF+usQ2b0hj8LphVremmIsX4AAACADEAoBAATWGckqld2tfYGQC9tb9bLO/yYPzGFedlaOK1EZy6epoOml+ig6SVaMK2YgZ4BAACADEcoBAATgHNOO1u6tGZbs9ZsbdaL2/xtY327oj1+xOfcbNOBVcVaVluhi6fN0UHTfAA0q7xAWXT7AgAAAJCAUAgAxplItEcbdrVpzbYmvbitpTcEqo/r+lVTUaDFM0p19tIZvvXPtBLVVhYplyt9AQAAABgiQiEASKOmjojWbmvWmqDlz5ptvvtXuLtHkpSXk6WDppXojMXVWjKjVItnlGrRjFKVFeSmuXIAAAAAEx2hEACMkab2iF7Y2qTn64LbliZt2tPeu3xqUZ6WzCzV+0+o1eIZpVoys1TzKouUQ+sfAAAAAKOAUAgARkFTR0Sr65r0XBAAvVDXpNfq+wKgmooCLZ1VpouOnq0lM0t18IxSVZUw8DMAAACAsUMoBAD7KRYAPR93SxYAXbhstg6tKdMhM8tUUZSXxooBAAAAgFAIAIaluTOiF4KuX7EWQBvjAqBZ5X0B0NJZZTpkVpmmEAABAAAAGIcIhQBgAJ2RqF6oa9KqTY2+G9iWxqQB0AXLZuuQWWVaSgAEAAAAYAIhFAIASc45bWno0NObGrRqU6NWbWrQmm3NikSdJB8AHTKrVO84qkZLa8p1yMxSTS3OT3PVAAAAADByhEIAMlJ3tEdrtjVrxcYGrXh1j57a1KBdLV2SpILcbB1aU6bLTpqnI+eU64g5FaoqIQACAAAAMLkQCgHICO3hbq3a1KgVG/do5cYGPb2pQe3hqCRp9pQCnTS/sjcAWjS9hMvAAwAAAJj0CIUATEq7W7u0cmODVm7coxUb9+iFrc2K9jiZSYuml+qCo2q0rHaKjq6doulloXSXCwAAAABjjlAIwITnnNPmPR16cuMerXh1j1a8tkcbdrVJkvJysnT47HJ9+JR5Orp2io48oEKlodw0VwwAAAAA6UcoBGBCqmvs0OOv1OvxV+r1xIZ61TV2SJLKCnK17IAKXbhsto6urdAhs8qUn5Od5moBAAAAYPwhFAIwIexq6dJj63f7IGhDvTbt8ZeGryjM1XHzpuqKU+bp2LlTtaC6WFlZluZqAQAAAGD8IxQCMC5Fe5ye2dyg5S/t0vKXdun5uiZJviXQsXOn6P0n1ur4A6dqYXUJIRAAAAAAjAChEIBxY1dLl/7x8i4tf2mnHl23W00dEWWZdOScCn36DQt1ysJqLZlZqmxCIAAAAADYb4RCANLGOacXt7XowRd36MG1O/XslkY5J1WV5OvMJdN06kFVet38KpUVMjA0AAAAAKQaoRCAMdXVHdXjr9TrwRd36qG1O3sHiD5sdrk+9fqFOm1RtZbMKKVLGAAAAACMMkIhAKNud2uXHlq7Uw++uEOPrtut9nBUBbnZOmlBpT52xnydtqha1SWhdJcJAAAAABmFUAhAyjnn9NKOFj344k498OIOPbPZdwubURbS246YpdcvnqbjD5yqUC6XigcAAACAdCEUApASkWiPnnx1j+5fvV0PvNjXLezQmjJ94oyFOmNxtQ6eWSozuoUBAAAAwHhAKARgxDrCUf3j5V26f/V2Pbh2p5o6IgrlZumk+ZW66vT5On1RtaaV0i0MAAAAAMajIYVCZnaWpB9JypZ0o3Pu2oTlcyTdIqk8WOfzzrl7U1wrgHGgoS2sB9fu1H2rt+vRdbvUGelRWUGuzlhcrTcePF0nL6hSQR7dwgAAAABgvNtnKGRm2ZKuk3SmpC2SVpjZ3c65NXGrfVnSnc65681siaR7JdWOQr0A0qCusUP3r96u+1fv0JMb9yja4zSjLKSLls3WGw+erqPnTlFudla6ywQAAAAADMNQWgodI2m9c26DJJnZHZLOkxQfCjlJpcH9MklbU1kkgLHlnNPLO1p1/+rtum/Ndr1Q1yxJWlBdrCtPOVBvOHials4qY3wgAAAAAJjAhhIKzZK0Oe7xFknHJqxzjaT7zew/JBVJen1KqgMwZmJXDLvn2a269/ntenV3myTpiDnl+vybFukNS6ZpXlVxmqsEAAAAAKRKqgaafpekXzrn/svMjpf0KzM7xDnXE7+SmV0u6XJJmjNnTop2DWB/bNjVqj8/t033PLtV63a2KsukEw6s1GUnzdUblkxTNQNFAwAAAMCkNJRQqE7S7LjHNcG8eJdJOkuSnHOPm1lIUqWknfErOedukHSDJC1btsyNsGYA+6musUP3PLtVf35uq16oa5aZdHTtFH3jvIP1pqUzVFmcn+4SAQAAAACjbCih0ApJC8xsrnwY9E5JFyess0nSGZJ+aWaLJYUk7UploQD2T0tnRH99frv+sGqLntiwR5J02OxyffmcxTrn0BmaUVaQ5goBAAAAAGNpn6GQc67bzK6SdJ/85eZvcs6tNrOvS1rpnLtb0tWSfmFmn5QfdPpS5xwtgYA064726J/rd+sPT9fpvtXb1dXdo7mVRbr6zIU67/BZmjO1MN0lAgAAAADSZEhjCjnn7pW/zHz8vK/G3V8j6cTUlgZgpF7e0aI7V2zWH5/Zqt2tXSoryNWFy2brbUfO0hGzy7lqGAAAAAAgZQNNA0iz9nC3/vzsNt2+YpNWbWpUbrbptIOq9fYja3Taoirl52Snu0QAAAAAwDhCKARMcM9vadLtKzbp7me2qrWrWwdWFenL5yzW246YpakMGA0AAAAAGAChEDABtXZ164+r6nT7k5u0emuzQrlZOnvpDL3rmDladkAF3cMAAAAAAPtEKARMIOt3tuhXj7+m3z9dp9aubi2ZUapvnHew3nL4LJUV5Ka7PAAAAADABEIoBIxzkWiPHlizQ7c+/poe31CvvOwsvfnQGXrv8QfocAaNBgAAAACMEKEQME7taunSbf/epNuefE07mrs0q7xAnz3rIF20bDZjBQEAAAAA9huhEDDOvLS9RTc+ukF/emarwtEevW5Bpf7fW5fq9EXVys6iVRAAAAAAIDUIhYBxwDmnR9bt1o2PbtCj63YrlJuli46erfefWKt5VcXpLg8AAAAAMAkRCgFp1BmJ6u5nturGf27QyztaVVWSr8+88SBdfMwcVRTlpbs8AAAAAMAkRigEpEFLZ0S/fmKT/vefr2p3a5cWTS/Rf11wmN582Azl52SnuzwAAAAAQAYgFALGUH1rl25+bKNueXyjWjq79boFlfrwKYfrhAOnchUxAAAAAMCYIhQCxsDWxg794tENuv3JTerq7tFZB0/XR06dr6U1ZekuDQAAAACQoQiFgFH06u42Xb98ve5aVSfnpLceMUsfPuVAza9m8GgAAAAAQHoRCgGjYFN9u3780DrdtapOOVmmi4+Zow+dPE81FYXpLg0AAAAAAEmEQkBKbd7Trp88tF6/e3qLcrJMl55QqytOmafqklC6SwMAAAAAoB9CISAF6ho79JOH1uu3KzcrK8v03uMO0EdOPVDVpYRBAAAAAIDxiVAI2A87mzv1Pw+t1x0rNslkuvjYOfrIqfM1vYwwCAAAAAAwvhEKASPQ2tWtGx7ZoF88skGRaI8uPHq2PnrafM0qL0h3aQAAAAAADAmhEDAMkWiP7lixWT964GXtbg3rnENn6DNvOEi1lUXpLg0AAAAAgGEhFAKGwDmn+1Zv13f/9pI27G7TMXOn6BeXLNIRcyrSXRoAAAAAACNCKATsw1OvNeibf1mjpzc1an51sW68ZJnOWFwtM0t3aQAAAAAAjBihEDCAnc2d+vZf1+quVXWqLsnXtW9fqnccVaOc7Kx0lwYAAAAAwH4jFAIShLt7dPNjr+rHD65TJOr00dMO1EdOna+ifD4uAAAAAIDJg1+5QJx/vLxLX7tntTbsatMZi6r1lTcvYRBpAAAAAMCkRCgESNpU366v/3mNHnhxh+ZWFunmS4/WaYuq010WAAAAAACjhlAIGa0zEtX1y1/R9f94RTlZps+dtUgfOKlW+TnZ6S4NAAAAAIBRRSiEjPXIy7v01T+9oI317Tr3sJn60tmLNb0slO6yAAAAAAAYE4RCyDg7mjv19T+v0V+e26a5lUX69WXH6qQFlekuCwAAAACAMUUohIzRHe3Rr554Tf91/8sKR3v0ydcv1BWnzFMol65iAAAAAIDMQyiEjPDM5kZ96a7ntXprs05eWKWvv+VgrioGAAAAAMhohEKY1DojUf33Ay/rF49sUFVJvq67+EidvXS6zCzdpQEAAAAAkFaEQpi0ntvSqKvvfFbrdrbqXcfM1hfPXqySUG66ywIAAAAAYFwgFMKkE+7u0f88tE4/Xf6KqorzdcsHjtEpC6vSXRYAAAAAAOMKoRAmldVbm3T1nc9q7fYWveOoGn3lzUtUVkDrIAAAAAAAEhEKYVKIRHv004df0f88tE4VRXm68ZJlev2SaekuCwAAAACAcYtQCBPea/Vt+tgdz+jZzY067/CZ+tpbDlZ5YV66ywIAAAAAYFwjFMKE5ZzTXavq9JU/vqDsLNN1Fx+pcw6dke6yAAAAAACYEAiFMCE1d0b0lT++oD89s1XHzJ2iH150uGaWF6S7LAAAAAAAJgxCIUw4T73WoI/fsUrbmjr16Tcs1JWnzld2lqW7LAAAAAAAJpQhhUJmdpakH0nKlnSjc+7ahOX/Lem04GGhpGrnXHkqCwWiPU7XPbxeP3pwnWaWh/TbDx+vI+dUpLssAAAAAAAmpH2GQmaWLek6SWdK2iJphZnd7ZxbE1vHOffJuPX/Q9IRo1ArMtjO5k5ddfsqPfnqHr318Jn6xlsPUUmIS80DAAAAADBSQ2kpdIyk9c65DZJkZndIOk/SmgHWf5ek/0xNeYD0zOZGXfGrlWru6NYPLjxMbz+yJt0lAQAAAAAw4Q0lFJolaXPc4y2Sjk22opkdIGmupIf2vzRA+t1TW/TFu55XdUm+fn/lCVoyszTdJQEAAAAAMCmkeqDpd0r6nXMummyhmV0u6XJJmjNnTop3jcmkO9qjb927Vjc99qpOOHCqfnLxkZpSlJfusgAAAAAAmDSGEgrVSZod97gmmJfMOyV9dKAncs7dIOkGSVq2bJkbYo3IMA1tYX30tqf1r1fq9f4Ta/WlsxcrJzsr3WUBAAAAADCpDCUUWiFpgZnNlQ+D3inp4sSVzGyRpApJj6e0QmSUF7c160O3rtTOli59/4LD9I6jGD8IAAAAAIDRsM9QyDnXbWZXSbpP/pL0NznnVpvZ1yWtdM7dHaz6Tkl3OOdoAYQR+evz2/SpO59VaUGO7rzieB0+uzzdJQEAAAAAMGkNaUwh59y9ku5NmPfVhMfXpK4sZBLnnH72jw36zt/W6og55fr5e45SdWko3WUBAAAAADCppXqgaWBYItEeffmuF/SblZt17mEz9b13HKpQbna6ywIAAAAAYNIjFELaNHVEdOWvn9K/XqnXx06fr0+8fqGysizdZQEAAAAAkBEIhZAWm+rb9f5fPqlNe9r1XxccpvMZUBoAAAAAgDFFKIQx99RrDbr81pXq7nH61WXH6rh5U9NdEgAAAAAAGYdQCGPqnme36urfPquZZSHddOnRmldVnO6SAAAAAADISIRCGDN3rtysz/7uOR1TO0U/e+9RmlKUl+6SAAAAAADIWIRCGBN/X7NDn//9c3rdgkrd+L5lys/hCmMAAAAAAKRTVroLwOT37w31+uhtT2tpTbl+9p6jCIQAAAAAABgHCIUwqtZsbdYHb1mp2RUFuvnSo1WUT+M0AAAAAADGA0IhjJpN9e265KYnVRzK0a2XHcsYQgAAAAAAjCOEQhgVO1s69Z7//be6e3r0q8uO0azygnSXBAAAAAAA4hAKIeWaOyN6300rtKulSzdferTmV5ekuyQAAAAAAJCAUAgp1RmJ6oO3rNS6HS362XuP0hFzKtJdEgAAAAAASIJRf5Ey3dEefez2VVqxcY9+eNHhOmVhVbpLAgAAAAAAA6ClEFLCOaev3r1a96/Zoa++eYnOO3xWuksCAAAAAACDIBRCSvzPQ+t127836cpTD9T7T5yb7nIAAAAAAMA+EAphv93x5Cb94O8v6+1HztJn33hQussBAAAAAABDQCiE/fLAmh364l3P6+SFVfrO+YfKzNJdEgAAAAAAGAJCIYzYU6816Krbn9Yhs8p0/buPVG42pxMAAAAAABMFv+IxIut3tuqyW1ZoWmlIN116tIryuZAdAAAAAAATCaEQhm1Hc6fed9OTysky3fqBY1RZnJ/ukgAAAAAAwDDRvAPD0twZ0ftuelIN7WH95vLjdcDUonSXBAAAAAAARoCWQhiynh6nT97xjNbvbNXP3nOUltaUpbskAAAAAAAwQoRCGLIfPvCyHly7U189d4lOXliV7nIAAAAAAMB+IBTCkPzthW368UPrdcFRNXrvcQekuxwAAAAAALCfCIWwTy/vaNHVdz6rw2aX6xtvPURmlu6SAAAAAADAfiIUwqCa2iO6/NaVKsjL0c/fc5RCudnpLgkAAAAAAKQAoRAGFO1x+vhvVqmusUM/e8+Rml4WSndJAAAAAAAgRQiFMKD/uv8lLX9pl/7z3IO1rHZKussBAAAAAAApRCiEpP7y3Db9dPkretcxs/XuY+ekuxwAAAAAAJBihELYy9rtzfr0b5/VkXPKdc1bDmZgaQAAAAAAJiFCIfTT1BHR5bc+pZJQjq5/z1HKz2FgaQAAAAAAJqOcdBeA8cM5p6vvfFZbGzv0myuO07RSBpYGAAAAAGCyoqUQev38kQ164MUd+uLZi3XUAQwsDQAAAADAZEYoBEnSExvq9d2/rdU5S2fo/SfWprscAAAAAAAwygiFoJ3NnbrqtlWqnVqka89fysDSAAAAAABkAMYUynDd0R5ddfsqtXV16/8+eKxKQrnpLgkAAAAAAIwBQqEM9737X9KTr+7Rf190mA6aXpLucgAAAAAAwBgZUvcxMzvLzF4ys/Vm9vkB1rnQzNaY2Wozuy21ZWI03L96u37+jw1697Fz9LYjatJdDgAAAAAAGEP7bClkZtmSrpN0pqQtklaY2d3OuTVx6yyQ9AVJJzrnGsyserQKRmq8Vt+mq3/7rA6tKdNXz12S7nIAAAAAAMAYG0pLoWMkrXfObXDOhSXdIem8hHU+JOk651yDJDnndqa2TKRSZySqK3/9tLLMdN3FRyo/JzvdJQEAAAAAgDE2lFBolqTNcY+3BPPiLZS00MweM7MnzOysVBWI1Lv2r2u1ZluzfnjR4Zo9pTDd5QAAAAAAgDRI1UDTOZIWSDpVUo2kR8xsqXOuMX4lM7tc0uWSNGfOnBTtGsOxalODbnl8o953/AE6bRG9/AAAAAAAyFRDaSlUJ2l23OOaYF68LZLuds5FnHOvSnpZPiTqxzl3g3NumXNuWVVV1UhrxghFoj36wh+e1/TSkD5z1qJ0lwMAAAAAANJoKKHQCkkLzGyumeVJeqekuxPW+aN8KyGZWaV8d7INKawTKfCLRzdo7fYWfe0tB6s4P1WNxAAAAAAAwES0z1DIOdct6SpJ90l6UdKdzrnVZvZ1M3tLsNp9kurNbI2khyV9xjlXP1pFY/heq2/Tjx5Yp7MOnq43HDw93eUAAAAAAIA0G1JzEefcvZLuTZj31bj7TtKnghvGGeecvnTXC8rLztI1bzk43eUAAAAAAIBxYCjdxzDB3bWqTv9cv1ufPesgTS8LpbscAAAAAAAwDhAKTXJ72sL6xp/X6Mg55Xr3sQekuxwAAAAAADBOEApNct/8y4tq6ezWt99+qLKyLN3lAAAAAACAcYJQaBJ7bP1u/f7pLfrwKQfqoOkl6S4HAAAAAACMI4RCk1RnJKov3vW8aqcW6qrT56e7HAAAAAAAMM4M6epjmHh+/OA6vVbfrts+eKxCudnpLgcAAAAAAIwztBSahDbubtMNj2zQ+UfW6IT5lekuBwAAAAAAjEOEQpPQjx9cp5xs0+fedFC6SwEAAAAAAOMUodAks35nq/74TJ0uOb5W1SWhdJcDAAAAAP+/vbsPsrO67wP+/Wn1BgghDAIEAoMxrkPAjm0KtkOMa7sJJB7ITDIpjlO/D04nTNzGndaOO+7Unf6RpGPnpTRTYrt2J2mw6yQtqcE2xq5f2kLAL0ECDKiyCRIrEGBdGdDqBZ3+sRd7LSS07N6r597dz2dGo/s897D7G3Tm7NVX5/weYEQJhRaYP7z5vqxcNpF3v+YFXZcCAAAAjDCh0AJy70M/yF/f8WDe+uozc8KqFV2XAwAAAIwwodAC8gdfvC9HL5vIVT9jlxAAAADw7IRCC8Tdkzvz2Q2TecfFZ+X4Y5Z3XQ4AAAAw4oRCC8RHbro3x65YmnddbJcQAAAAcHhCoQVgw5ZevnDXQ3nnz5yV445e1nU5AAAAwBgQCi0Av//Fe3PcUcvyjovP6roUAAAAYEwIhcbctx/YkZu/83Cues0LsnqlXUIAAADA7AiFxtxHbro3xx+9LG999ZldlwIAAACMEaHQGPvG/Y/lK/duz7svOTurViztuhwAAABgjAiFxthHbrovJxyzPG951fO7LgUAAAAYM0KhMXXr5kfz9U2P5J+89uwcvdwuIQAAAOC5EQqNqT/60qasPXZF3nyRXUIAAADAcycUGkMbt/by9U2P5J0Xn5Wjlk90XQ4AAAAwhoRCY+jar27OqhVL86sXndF1KQAAAMCYEgqNmS3ffzKf3TCZN114elavXNZ1OQAAAMCYEgqNmY99/bupJG//6bO6LgUAAAAYY0KhMbLjyT351G0P5PKXnppT1xzVdTkAAADAGBMKjZE/veX+PLnnqVx1yQu6LgUAAAAYc0KhMTG196l84v/cn0tetDYvPmV11+UAAAAAY04oNCb+6ltb88jju/Pu19glBAAAAMyfUGgM7N/f8idf25zzTludV519QtflAAAALyyfXwAAFJxJREFUAAuAUGgMfPHuh7J5+xO56jVnp6q6LgcAAABYAIRCY+Dar27O+uOPys+fd0rXpQAAAAALhFBoxH3j/sdy+/3fz7suPitLJ/xxAQAAAIMhZRhx/+krm7Pm6GX5lb9/etelAAAAAAuIUGiEbd7+eG66+6H841c+P0cvX9p1OQAAAMACIhQaYX/yte9m2cSSvOVVZ3ZdCgAAALDACIVG1COP785ffHNLfvkV67P22BVdlwMAAAAsMLMKharq0qq6p6o2VdX7DvL+26pqe1V9u//rXYMvdXH57B2T2bNvf9726jO7LgUAAABYgA7bqKaqJpJck+QfJtmS5Laqur61dtcBQz/VWrt6CDUuSjdunMwLT1qVF518bNelAAAAAAvQbHYKXZhkU2ttc2ttT5Lrklwx3LIWt0cf352/+e5juey8U7ouBQAAAFigZhMKnZbkgRnXW/r3DvRLVXVHVX2mqjw/fR6+cNdD2d+SS4VCAAAAwJAMqtH0Xyc5s7X2kiQ3JfnkwQZV1VVVdXtV3b59+/YBfeuF54YNkznjeUfn3HWruy4FAAAAWKBmEwptTTJz58/6/r0faq092lrb3b/8aJJXHOwLtdauba1d0Fq7YO3atXOpd8HrPbk3//f/PZrLzj8lVdV1OQAAAMACNZtQ6LYk51TVWVW1PMmVSa6fOaCq1s24vDzJ3YMrcXG56e6Hsm9/y2XnrTv8YAAAAIA5OuzTx1pr+6rq6iSfTzKR5OOttTur6kNJbm+tXZ/kN6vq8iT7kjyW5G1DrHlB+9zGyZx63Mq8dP1xXZcCAAAALGCHDYWSpLV2Q5IbDrj3wRmv35/k/YMtbfF5fPe+fPW+R/Lmi85wdAwAAAAYqkE1mmYAvvSdh7Nn335HxwAAAIChEwqNkM9tnMyJq1bkFc8/vutSAAAAgAVOKDQidu15Kl/+zvb83E+enIkljo4BAAAAwyUUGhFfuXd7du19ytExAAAA4IgQCo2Iz22czJqjl+WiFzyv61IAAACARUAoNAJ273sqN9/9cH723JOzbMIfCQAAADB8EogR8L83PZIf7N7n6BgAAABwxAiFRsCNG7bl2BVL8+oXntB1KQAAAMAiIRTq2N6n9uemux/K63/ipKxYOtF1OQAAAMAiIRTq2K2bH8uOJ/fmUkfHAAAAgCNIKNSxGzdO5qhlE7nkRWu7LgUAAABYRIRCHXpqf8vn73wo/+DFa3PUckfHAAAAgCNHKNShb9z//Tzy+G5HxwAAAIAjTijUoRs3Tmb50iV53YtP6roUAAAAYJERCnXoK/duz0+ffUJWrVjadSkAAADAIiMU6sgPpvZm8/Yn8vIzju+6FAAAAGAREgp15M4HdyZJzlt/XMeVAAAAAIuRUKgjG7b0kiTnnyYUAgAAAI48oVBHNmzt5dTjVubEVSu6LgUAAABYhIRCHdm4tZfz7BICAAAAOiIU6sDOqb3Z/MgTjo4BAAAAnREKdeDOrdNNps/XZBoAAADoiFCoAxu3ajINAAAAdEso1IE7+k2mT9BkGgAAAOiIUKgDG7f2HB0DAAAAOiUUOsJ2Tu3NdzWZBgAAADomFDrCnm4y7XH0AAAAQJeEQkfYhq07kmgyDQAAAHRLKHSEbdi6M6etOUqTaQAAAKBTQqEjbOPWXs47bXXXZQAAAACLnFDoCNJkGgAAABgVQqEjaOPWXpLk/PVrOq4EAAAAWOyEQkfQD0MhO4UAAACAjgmFjqA7tvRy2pqj8rxjlnddCgAAALDICYWOoI1be3YJAQAAACNBKHSE7Jzam+89+mTOXy8UAgAAALonFDpCnu4ndJ6dQgAAAMAIEAodIRu2aDINAAAAjA6h0BGyYasm0wAAAMDomFUoVFWXVtU9VbWpqt73LON+qapaVV0wuBIXBk2mAQAAgFFy2FCoqiaSXJPksiTnJnlTVZ17kHHHJnlPklsHXeS46+3SZBoAAAAYLbPZKXRhkk2ttc2ttT1JrktyxUHG/dskv5NkaoD1LQh3btVPCAAAABgtswmFTkvywIzrLf17P1RVL09yemvtswOsbcHYIBQCAAAARsy8G01X1ZIkH07y3lmMvaqqbq+q27dv3z7fbz027ug3mT5ek2kAAABgRMwmFNqa5PQZ1+v79552bJLzkvyvqvpeklcmuf5gzaZba9e21i5orV2wdu3auVc9ZjSZBgAAAEbNbEKh25KcU1VnVdXyJFcmuf7pN1trvdbaia21M1trZya5JcnlrbXbh1LxmOnt2pv7NZkGAAAARsxhQ6HW2r4kVyf5fJK7k3y6tXZnVX2oqi4fdoHjTpNpAAAAYBQtnc2g1toNSW444N4HDzH2tfMva+G4QygEAAAAjKB5N5rm2W3Y2sv64zWZBgAAAEaLUGjINJkGAAAARpFQaIh6T043mT5PKAQAAACMGKHQEG18UD8hAAAAYDQJhYZo08OPJ0lefMqxHVcCAAAA8OOEQkM02ZvKsonKiatWdF0KAAAAwI8RCg3Rtt6unLx6ZZYsqa5LAQAAAPgxQqEherA3lVOPO6rrMgAAAACeQSg0RNt6UznluJVdlwEAAADwDEKhIWmtZVtvKuvWCIUAAACA0SMUGpJHn9iTPU/tz7rVQiEAAABg9AiFhmRbbypJcoqeQgAAAMAIEgoNyYM7diVJTnV8DAAAABhBQqEh2bbz6Z1CQiEAAABg9AiFhmSyN5VlE5UTj1nRdSkAAAAAzyAUGpLJHbty8uqVWbKkui4FAAAA4BmEQkMy2ZvKOkfHAAAAgBElFBqSbTunss6TxwAAAIARJRQagtaanUIAAADASBMKDcFjT+zJnn37PXkMAAAAGFlCoSGY7E0/jt7xMQAAAGBUCYWG4EehkJ1CAAAAwGgSCg3Btt6uJEIhAAAAYHQJhYbgwd5Uli6pnLhqRdelAAAAAByUUGgItvWmcvLqlVmypLouBQAAAOCghEJDMNnb5egYAAAAMNKEQkMw2ZvKujWePAYAAACMLqHQgLXWpkMhO4UAAACAESYUGrDHntiTPfv2C4UAAACAkSYUGrDJ3lQSj6MHAAAARptQaMC29UOhU47TUwgAAAAYXUKhAZvs7UqSnGqnEAAAADDChEIDNtmbytIllRNWrei6FAAAAIBDEgoN2LbeVE5evTITS6rrUgAAAAAOSSg0YA/2dmkyDQAAAIw8odCAbetN5RShEAAAADDihEID1FrLZG/KTiEAAABg5AmFBuj7T+7N7n37s87j6AEAAIARN6tQqKourap7qmpTVb3vIO//elVtqKpvV9XXq+rcwZc6+p5+HL2dQgAAAMCoO2woVFUTSa5JclmSc5O86SChz39trZ3fWvupJL+b5MMDr3QMTO6YSpKsW2OnEAAAADDaZrNT6MIkm1prm1tre5Jcl+SKmQNaaztnXB6TpA2uxPExubMfCtkpBAAAAIy4pbMYc1qSB2Zcb0ly0YGDquo3kvxWkuVJXjeQ6sbMtt6uLF1SOXHViq5LAQAAAHhWA2s03Vq7prV2dpJ/meRfHWxMVV1VVbdX1e3bt28f1LceGZM7pnLy6pWZWFJdlwIAAADwrGYTCm1NcvqM6/X9e4dyXZJfPNgbrbVrW2sXtNYuWLt27eyrHBOTvamc4ugYAAAAMAZmEwrdluScqjqrqpYnuTLJ9TMHVNU5My5/Icl9gytxfGzbKRQCAAAAxsNhewq11vZV1dVJPp9kIsnHW2t3VtWHktzeWrs+ydVV9YYke5N8P8lbh1n0KGqt5cEdu/KGnzip61IAAAAADms2jabTWrshyQ0H3PvgjNfvGXBdY2fHk3uze9/+nHKcx9EDAAAAo29gjaYXuwd7u5Ikpzo+BgAAAIwBodCAbOtNJYmeQgAAAMBYEAoNyGQ/FFrn+BgAAAAwBoRCAzLZ25WJJZW1x67ouhQAAACAwxIKDchkbyonH7siE0uq61IAAAAADksoNCDbelP6CQEAAABjQyg0IJO9qaxbo58QAAAAMB6EQgPQWstkb1fWrbZTCAAAABgPQqEB6O3am6m9+x0fAwAAAMaGUGgAHtwx/Tj6Ux0fAwAAAMaEUGgAtu3clSR2CgEAAABjQyg0AD/cKXScnUIAAADAeBAKDcC23lQmllTWHrui61IAAAAAZkUoNACTvamcdOyKTCyprksBAAAAmBWh0ABM9nZlnX5CAAAAwBgRCg3Att5U1uknBAAAAIwRodA8tdYy2Zvy5DEAAABgrAiF5qm3a2927X3K8TEAAABgrAiF5mmyN/04esfHAAAAgHEiFJqnyd6uJMm6NXYKAQAAAONDKDRPP9opJBQCAAAAxodQaJ629aaypJK1q1Z0XQoAAADArAmF5unBHVM5efXKLJ3wvxIAAAAYH5KMedq2c5fH0QMAAABjRyg0T5O9Kf2EAAAAgLEjFJqH1lomd0x5HD0AAAAwdpZ2XcC4+9N3XZTjj17WdRkAAAAAz4lQaB6qKq94/vFdlwEAAADwnDk+BgAAALAICYUAAAAAFiGhEAAAAMAiJBQCAAAAWISEQgAAAACLkFAIAAAAYBESCgEAAAAsQkIhAAAAgEVIKAQAAACwCAmFAAAAABahWYVCVXVpVd1TVZuq6n0Hef+3ququqrqjqm6uqucPvlQAAAAABuWwoVBVTSS5JsllSc5N8qaqOveAYd9KckFr7SVJPpPkdwddKAAAAACDM5udQhcm2dRa29xa25PkuiRXzBzQWvtya+3J/uUtSdYPtkwAAAAABmk2odBpSR6Ycb2lf+9Q3pnkxvkUBQAAAMBwLR3kF6uqX0tyQZJLDvH+VUmuSpIzzjhjkN8aAAAAgOdgNqHQ1iSnz7he37/3Y6rqDUk+kOSS1trug32h1tq1Sa7tj99eVfc/54pH04lJHum6CBYkc4thMr8YFnOLYTK/GBZzi2Extximg82vWT/8q1przz6gammSe5O8PtNh0G1JfrW1dueMMS/LdIPpS1tr9832my8UVXV7a+2Crutg4TG3GCbzi2Extxgm84thMbcYFnOLYZrv/DpsT6HW2r4kVyf5fJK7k3y6tXZnVX2oqi7vD/u9JKuS/Leq+nZVXT/XggAAAAAYvln1FGqt3ZDkhgPufXDG6zcMuC4AAAAAhmg2Tx/j8K7tugAWLHOLYTK/GBZzi2EyvxgWc4thMbcYpnnNr8P2FAIAAABg4bFTCAAAAGAREgrNQ1VdWlX3VNWmqnpf1/Uw3qrq9Kr6clXdVVV3VtV7+vefV1U3VdV9/d+P77pWxlNVTVTVt6rqf/avz6qqW/tr2KeqannXNTKeqmpNVX2mqr5TVXdX1ausXQxCVf2z/s/EjVX151W10trFXFXVx6vq4araOOPeQdeqmvaH/Xl2R1W9vLvKGXWHmFu/1/+5eEdV/VVVrZnx3vv7c+ueqvq5bqpmHBxsbs14771V1arqxP71nNYtodAcVdVEkmuSXJbk3CRvqqpzu62KMbcvyXtba+cmeWWS3+jPqfclubm1dk6Sm/vXMBfvyfRTJJ/2O0k+0lp7YZLvJ3lnJ1WxEPxBks+11l6c5KWZnmfWLualqk5L8ptJLmitnZdkIsmVsXYxd59IcukB9w61Vl2W5Jz+r6uS/PERqpHx9Ik8c27dlOS81tpLktyb5P1J0v98f2WSn+z/N/+x/3dLOJhP5JlzK1V1epKfTfJ3M27Pad0SCs3dhUk2tdY2t9b2JLkuyRUd18QYa61Ntta+2X/9g0z/peq0TM+rT/aHfTLJL3ZTIeOsqtYn+YUkH+1fV5LXJflMf4i5xZxU1XFJXpPkY0nSWtvTWtsRaxeDsTTJUVW1NMnRSSZj7WKOWmtfTfLYAbcPtVZdkeS/tGm3JFlTVeuOTKWMm4PNrdbaF1pr+/qXtyRZ3399RZLrWmu7W2vfTbIp03+3hGc4xLqVJB9J8i+SzGwSPad1Syg0d6cleWDG9Zb+PZi3qjozycuS3Jrk5NbaZP+tbUlO7qgsxtvvZ/oHx/7+9QlJdsz4sGINY67OSrI9yX/uH0/8aFUdE2sX89Ra25rk32f6X0Enk/SSfCPWLgbrUGuVz/oM0juS3Nh/bW4xL1V1RZKtrbW/PeCtOc0toRCMmKpaleQvkvzT1trOme+16ccFemQgz0lVvTHJw621b3RdCwvS0iQvT/LHrbWXJXkiBxwVs3YxF/3eLldkOng8NckxOcgWehgUaxXDUFUfyHSbiD/ruhbGX1UdneS3k3xwUF9TKDR3W5OcPuN6ff8ezFlVLct0IPRnrbW/7N9+6Oltf/3fH+6qPsbWTye5vKq+l+mjrq/LdA+YNf0jGYk1jLnbkmRLa+3W/vVnMh0SWbuYrzck+W5rbXtrbW+Sv8z0embtYpAOtVb5rM+8VdXbkrwxyZv7oWNibjE/Z2f6H0v+tv/Zfn2Sb1bVKZnj3BIKzd1tSc7pPwFjeaabhV3fcU2MsX6Pl48lubu19uEZb12f5K39129N8j+OdG2Mt9ba+1tr61trZ2Z6rfpSa+3NSb6c5Jf7w8wt5qS1ti3JA1X19/q3Xp/krli7mL+/S/LKqjq6/zPy6bll7WKQDrVWXZ/kLf2n+bwySW/GMTM4rKq6NNNH9y9vrT05463rk1xZVSuq6qxMNwX+my5qZPy01ja01k5qrZ3Z/2y/JcnL+5/H5rRu1Y8CS56rqvr5TPfpmEjy8dbav+u4JMZYVV2c5GtJNuRHfV9+O9N9hT6d5Iwk9yf5ldbawZqNwWFV1WuT/PPW2hur6gWZ3jn0vCTfSvJrrbXdXdbHeKqqn8p0E/PlSTYneXum/+HJ2sW8VNW/SfKPMn304ltJ3pXp/gjWLp6zqvrzJK9NcmKSh5L86yT/PQdZq/pB5H/I9JHFJ5O8vbV2exd1M/oOMbfen2RFkkf7w25prf16f/wHMt1naF+mW0bceODXhOTgc6u19rEZ738v00/pfGSu65ZQCAAAAGARcnwMAAAAYBESCgEAAAAsQkIhAAAAgEVIKAQAAACwCAmFAAAAABYhoRAAAADAIiQUAgAAAFiEhEIAAAAAi9D/BzmnXMbx3qLVAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 1440x504 with 1 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 408
        },
        "id": "lhr-OR9o7jej",
        "outputId": "695d6a93-18bb-4d9f-b778-4d53e72157c7"
      },
      "source": [
        "def show_eigenfaces(pca):\n",
        "   #Displaying Eigenfaces\n",
        "   fig, axes = plt.subplots(3, 8, figsize=(15, 7),subplot_kw={'xticks':[], 'yticks':[]})\n",
        "   for i, ax in enumerate(axes.flat):\n",
        "       ax.imshow(pca.components_[i].reshape(64, 64), cmap='gray')\n",
        "       ax.set_title(\"PC \" + str(i+1))\n",
        "   plt.show()\n",
        "\n",
        "show_eigenfaces(pca)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1080x504 with 24 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jDjyHkN--Wqh"
      },
      "source": [
        "### 8. Classifying images using SVM"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wKQrLbUf7xpC"
      },
      "source": [
        "x_train_pca=pca.transform(x_train)#create_classifer\n",
        "from time import time\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.svm import SVC"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cAf7EfOK7_xc",
        "outputId": "26bce59e-8711-4013-8458-6b328816b2ea"
      },
      "source": [
        "clf=SVC(kernel=\"rbf\",C=1000,gamma=0.01)\n",
        "clf.fit(x_train_pca,y_train)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "SVC(C=1000, break_ties=False, cache_size=200, class_weight=None, coef0=0.0,\n",
              "    decision_function_shape='ovr', degree=3, gamma=0.01, kernel='rbf',\n",
              "    max_iter=-1, probability=False, random_state=None, shrinking=True,\n",
              "    tol=0.001, verbose=False)"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5bhKk5pR-fG6"
      },
      "source": [
        "### 9. Testing results"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "p7vKPIaU8CbU",
        "outputId": "1c2c467e-103d-4e92-a330-26777f589e42"
      },
      "source": [
        "#testing\n",
        "x_test_pca=pca.transform(x_test)\n",
        "y_pred=clf.predict(x_test_pca)\n",
        "\n",
        "print(classification_report(y_test,y_pred))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       1.00      1.00      1.00         3\n",
            "           1       1.00      1.00      1.00         2\n",
            "           2       1.00      0.75      0.86         4\n",
            "           3       1.00      1.00      1.00         3\n",
            "           4       1.00      1.00      1.00         2\n",
            "           5       1.00      1.00      1.00         5\n",
            "           6       1.00      1.00      1.00         1\n",
            "           7       1.00      1.00      1.00         1\n",
            "           8       1.00      1.00      1.00         2\n",
            "           9       0.67      1.00      0.80         2\n",
            "          10       1.00      1.00      1.00         2\n",
            "          11       1.00      1.00      1.00         2\n",
            "          12       1.00      1.00      1.00         4\n",
            "          13       1.00      1.00      1.00         4\n",
            "          14       1.00      1.00      1.00         2\n",
            "          15       1.00      1.00      1.00         3\n",
            "          16       1.00      1.00      1.00         2\n",
            "          17       1.00      1.00      1.00         4\n",
            "          18       1.00      1.00      1.00         2\n",
            "          20       1.00      1.00      1.00         4\n",
            "          21       1.00      1.00      1.00         1\n",
            "          22       1.00      1.00      1.00         4\n",
            "          23       0.00      0.00      0.00         1\n",
            "          24       1.00      1.00      1.00         3\n",
            "          25       1.00      1.00      1.00         1\n",
            "          26       1.00      1.00      1.00         2\n",
            "          27       1.00      1.00      1.00         4\n",
            "          28       1.00      1.00      1.00         5\n",
            "          29       1.00      1.00      1.00         5\n",
            "          31       1.00      1.00      1.00         2\n",
            "          32       1.00      1.00      1.00         1\n",
            "          33       1.00      1.00      1.00         1\n",
            "          35       1.00      1.00      1.00         1\n",
            "          36       1.00      1.00      1.00         3\n",
            "          37       1.00      0.60      0.75         5\n",
            "          38       1.00      1.00      1.00         3\n",
            "          39       0.57      1.00      0.73         4\n",
            "\n",
            "    accuracy                           0.96       100\n",
            "   macro avg       0.95      0.96      0.95       100\n",
            "weighted avg       0.97      0.96      0.96       100\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/metrics/_classification.py:1272: UndefinedMetricWarning: Precision and F-score are ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, msg_start, len(result))\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AFUTCSVZ8HQR",
        "outputId": "3cfe024a-f6f7-4571-f578-4622fb4798d5"
      },
      "source": [
        "y_pred"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([33, 24, 27, 22,  0,  3, 31,  5, 29, 38, 28,  9, 12, 18, 10, 28, 13,\n",
              "        5,  3, 28, 12,  0, 14, 13, 22, 38, 39, 29, 28, 15, 36,  9, 11, 26,\n",
              "        2, 12,  3,  8, 35,  2, 27, 29, 10, 29,  5, 39,  5, 29, 36, 37, 31,\n",
              "       20, 26, 16, 25, 11, 13, 24, 17, 20, 21, 39, 15, 17, 28, 38,  8,  1,\n",
              "        1, 37,  4, 18, 37,  9, 27, 22,  4, 17, 32, 39, 14, 27, 22, 20,  7,\n",
              "       39,  0, 17, 13, 20, 39, 39, 36,  6, 12, 16, 15,  5, 24,  2])"
            ]
          },
          "metadata": {},
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "gLiCtP-u-iSJ"
      },
      "source": [
        "### 10. Image Recognition Output"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 415
        },
        "id": "hw32QuFp8Kan",
        "outputId": "38fc6918-d0b7-46c6-df78-f2225b7e751d"
      },
      "source": [
        "show_orignal_images(x_test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x504 with 100 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 86
        },
        "id": "A4UKbuo08MN2",
        "outputId": "8a46aedb-f9ac-477a-f4a6-de7300a790d3"
      },
      "source": [
        "image1=df[df.target==15].drop([\"target\"],axis=1)\n",
        "\n",
        "def show_orignal_images1(pixels):\n",
        "#Displaying Orignal Images\n",
        "  fig, axes = plt.subplots(1, 10, figsize=(11, 7), subplot_kw={'xticks':[], 'yticks':[]})\n",
        "  for i, ax in enumerate(axes.flat):\n",
        "    ax.imshow(np.array(pixels)[i].reshape(64, 64), cmap='gray')\n",
        "  plt.show()\n",
        "\n",
        "show_orignal_images1(image1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 792x504 with 10 Axes>"
            ]
          },
          "metadata": {}
        }
      ]
    }
  ]
}