checking_model_with_image_from_esp32s3_eye.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "F6KLcWCckBzi"
      },
      "outputs": [],
      "source": [
        "from keras import models\n",
        "model = models.load_model('/content/handrecognition_model.h5')"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yK6jFhfc9nZp",
        "outputId": "124ec4d5-8382-418d-b30e-1a51cd4043e5"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_3\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d_5 (Conv2D)           (None, 92, 92, 32)        832       \n",
            "                                                                 \n",
            " max_pooling2d_5 (MaxPooling  (None, 46, 46, 32)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_6 (Conv2D)           (None, 44, 44, 64)        18496     \n",
            "                                                                 \n",
            " max_pooling2d_6 (MaxPooling  (None, 22, 22, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " conv2d_7 (Conv2D)           (None, 20, 20, 64)        36928     \n",
            "                                                                 \n",
            " max_pooling2d_7 (MaxPooling  (None, 10, 10, 64)       0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " flatten_3 (Flatten)         (None, 6400)              0         \n",
            "                                                                 \n",
            " dense_6 (Dense)             (None, 128)               819328    \n",
            "                                                                 \n",
            " dense_7 (Dense)             (None, 6)                 774       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 876,358\n",
            "Trainable params: 876,358\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "array=[[101, 101, 104, 104, 103, 105, 103, 103, 108, 100, 100, 102, 105,\n",
        "        113, 105, 110, 108, 111, 108, 111, 117, 109, 108, 109, 106, 109,\n",
        "        106, 105, 104, 109, 109, 111, 110, 105, 112, 104, 112, 109, 109,\n",
        "        109, 116, 110, 111, 114, 111, 111, 112, 110, 114, 114, 109, 111,\n",
        "        108, 105, 104, 112, 106, 101, 104, 104,  96, 101,  96,  96,  96,\n",
        "         93,  99,  93,  95,  92,  93,  95,  93,  88,  89,  87,  82,  80,\n",
        "         82,  78,  80,  82,  79,  79,  82,  80,  78,  78,  76,  79,  82,\n",
        "         87,  79,  81,  85,  83],\n",
        "       [ 98,  98,  93,  94,  94,  96, 107,  99, 101,  99, 101, 104, 103,\n",
        "        103, 104, 105, 107, 107, 105, 111, 112, 106, 106, 106, 112, 111,\n",
        "        108, 108, 105, 103, 104, 104, 101, 102, 101, 104, 104, 104, 102,\n",
        "        104, 106, 104,  99, 100, 101, 101,  99, 101, 100, 102,  98,  96,\n",
        "         93,  93,  92,  94,  85,  96,  90,  90,  88,  88,  97,  85,  84,\n",
        "         84,  84,  84,  82,  80,  80,  83,  78,  80,  77,  79,  74,  68,\n",
        "         72,  72,  75,  76,  72,  69,  69,  69,  69,  72,  69,  69,  70,\n",
        "         72,  66,  69,  64,  67],\n",
        "       [ 99, 101,  98,  96,  99,  99, 101, 101, 101, 101, 101, 101,  98,\n",
        "        103, 109, 104, 107, 109, 111, 108, 113, 108, 109, 109, 110, 102,\n",
        "        104, 107, 106, 106, 108, 104, 101, 104, 104, 102, 104, 102, 100,\n",
        "        102, 104, 104, 104, 104, 106, 104,  98, 104,  96,  99,  98,  99,\n",
        "         92,  94,  96,  96,  94,  91,  93,  93,  94,  86,  88,  90,  86,\n",
        "         86,  85,  85,  82,  84,  80,  83,  83,  83,  80,  75,  80,  80,\n",
        "         74,  79,  74,  74,  72,  69,  70,  73,  71,  75,  71,  72,  69,\n",
        "         66,  70,  67,  67,  68],\n",
        "       [ 93,  97, 102,  97,  99,  99,  98, 101, 102, 100, 103, 101, 105,\n",
        "        105, 106, 106, 111, 111, 112, 110, 111, 111, 112, 112, 104, 104,\n",
        "        105, 103, 103, 106, 106, 106, 104, 101, 104, 108, 104, 104, 107,\n",
        "        107, 106, 106, 103, 105, 104, 104, 103, 103,  99, 100,  98,  98,\n",
        "         98,  96,  91,  92,  99,  97,  95,  95,  72,  96,  90,  90,  86,\n",
        "         88,  82,  90,  87,  84,  85,  80,  83,  83,  80,  77,  77,  77,\n",
        "         75,  75,  75,  75,  72,  72,  72,  72,  72,  72,  71,  71,  69,\n",
        "         66,  69,  69,  67,  69],\n",
        "       [ 94,  96,  95,  95, 102, 100, 100, 102, 100, 106, 107, 102, 107,\n",
        "        107, 105, 110, 106, 109, 112, 112, 109, 112, 112, 112, 108, 108,\n",
        "        109, 107, 108, 108, 106, 106, 106, 106, 102, 104, 106, 108, 109,\n",
        "        104, 108, 108, 103, 107, 108, 104, 104,  99, 100, 100, 102,  96,\n",
        "        101,  99,  97,  94,  96,  96,  96,  96,  93,  93,  92,  95,  95,\n",
        "         91,  92,  94,  88,  86,  88,  85,  80,  82,  80,  78,  80,  74,\n",
        "         79,  76,  70,  73,  77,  74,  73,  73,  69,  69,  69,  67,  69,\n",
        "         69,  72,  64,  70,  72],\n",
        "       [ 94,  96, 100, 100,  99, 101, 102, 104, 101, 104, 110, 105, 109,\n",
        "        107, 108, 108, 108, 108, 108, 110, 112, 112, 109, 112, 111, 108,\n",
        "        112, 110, 109, 110, 113, 108, 113, 110, 109, 109, 108, 108, 104,\n",
        "        110, 110, 110, 112, 107, 106, 104, 104, 104, 104, 104, 101, 101,\n",
        "        101, 102, 101,  99, 100, 103,  97, 100,  98,  96,  89,  94,  90,\n",
        "         90,  91,  90,  90,  84,  86,  81,  80,  85,  80,  78,  84,  78,\n",
        "         79,  75,  76,  76,  76,  76,  69,  73,  69,  70,  72,  72,  72,\n",
        "         72,  71,  66,  70,  66],\n",
        "       [ 99,  96,  94,  99, 102, 102, 100, 100, 104, 104, 107, 107, 109,\n",
        "        107, 112, 109, 109, 109, 113, 111, 112, 115, 112, 112, 112, 108,\n",
        "        112, 114, 114, 114, 112, 112, 111, 108, 105, 110, 112, 112, 109,\n",
        "        110, 107, 110, 108, 108, 108, 106, 106, 106, 102, 101, 101, 102,\n",
        "        100, 100, 101,  97, 100,  98, 100,  96,  98,  96,  96,  93,  90,\n",
        "         93,  88,  88,  88,  85,  81,  87,  83,  83,  85,  82,  79,  79,\n",
        "         80,  75,  79,  79,  75,  75,  74,  71,  69,  72,  76,  71,  72,\n",
        "         72,  70,  70,  72,  72],\n",
        "       [ 94,  99, 101,  99, 100, 103, 107, 107, 104, 104, 104, 102, 104,\n",
        "        112, 108, 112, 109, 112, 109, 115, 117, 112, 112, 112, 110, 110,\n",
        "        112, 110, 111, 112, 111, 109, 109, 112, 114, 112, 109, 109, 112,\n",
        "        107, 108, 111, 110, 110, 106, 103, 104, 106, 104, 101, 107, 101,\n",
        "        102, 102, 100,  99,  98,  98, 100,  98, 100,  97,  99,  96,  99,\n",
        "         93,  93,  93,  90,  90,  84,  86,  91,  89,  87,  83,  80,  80,\n",
        "         77,  78,  77,  77,  75,  69,  72,  72,  71,  74,  69,  72,  72,\n",
        "         74,  72,  75,  74,  72],\n",
        "       [ 93,  99, 100, 102, 103, 103, 104, 104,  99, 104, 108, 108, 109,\n",
        "        109, 111, 112, 109, 112, 114, 116, 114, 114, 112, 115, 108, 114,\n",
        "        110, 112, 111, 111, 112, 112, 114, 114, 116, 114, 112, 110, 112,\n",
        "        112, 109, 109, 112, 108, 108, 109, 104, 109, 104, 104, 106, 106,\n",
        "        103, 104, 104, 101, 104,  99,  99, 101, 100,  98,  98,  98,  94,\n",
        "         94,  94,  96,  88,  93,  92,  92,  88,  86,  83,  85,  86,  81,\n",
        "         80,  80,  79,  76,  75,  77,  72,  73,  75,  72,  72,  72,  76,\n",
        "         75,  72,  72,  76,  72],\n",
        "       [ 98,  96, 104,  99, 100, 104, 104, 104, 104, 104, 105, 105, 107,\n",
        "        109, 110, 108, 112, 117, 115, 117, 112, 118, 115, 112, 115, 115,\n",
        "        114, 114, 115, 117, 115, 117, 116, 114, 115, 112, 114, 114, 114,\n",
        "        114, 110, 115, 117, 114, 110, 110, 109, 109, 106, 106, 104,  99,\n",
        "        102, 102, 101, 104, 104, 101, 100,  98, 100, 102,  96,  96,  95,\n",
        "         98,  92,  93,  93,  93,  92,  92,  89,  86,  85,  85,  85,  85,\n",
        "         81,  81,  77,  78,  80,  79,  76,  76,  74,  69,  75,  72,  76,\n",
        "         74,  72,  74,  76,  69],\n",
        "       [ 99,  94, 100, 100, 103, 106, 102, 107, 104, 105, 106, 106, 109,\n",
        "        112, 111, 114, 112, 114, 114, 116, 117, 120, 117, 117, 117, 115,\n",
        "        119, 118, 122, 117, 117, 117, 115, 117, 119, 114, 117, 117, 116,\n",
        "        116, 115, 112, 112, 114, 110, 112, 109, 109,  99, 107, 104, 104,\n",
        "        104, 104, 104,  93, 106, 100, 102, 100, 100, 100, 101,  99,  99,\n",
        "         96,  96,  96,  93,  90,  86,  86,  87,  87,  82,  82,  83,  78,\n",
        "         84,  80,  79,  81,  77,  75,  79,  77,  75,  75,  76,  72,  75,\n",
        "         78,  77,  77,  77,  74],\n",
        "       [ 99,  96, 103, 103,  99, 104, 103, 103, 104, 110, 109, 112, 110,\n",
        "        112, 114, 114, 116, 117, 117, 120, 117, 120, 117, 120, 115, 120,\n",
        "        120, 120, 117, 120, 119, 119, 117, 120, 119, 119, 116, 120, 117,\n",
        "        116, 115, 115, 110, 115, 112, 115, 109, 112, 107, 110, 108, 107,\n",
        "        106, 106, 105, 101, 104, 104, 104, 101, 103, 100, 100,  96,  98,\n",
        "        100,  95,  96,  90,  90,  89,  89,  87, 103,  90,  69,  75,  69,\n",
        "         80,  72,  65,  66,  56,  59,  56,  56,  51,  51,  45,  45,  49,\n",
        "         62,  56,  69,  76,  80],\n",
        "       [ 98, 103, 103, 103, 101, 101, 104, 104, 107, 110, 107, 107, 109,\n",
        "        112, 115, 112, 115, 120, 121, 121, 120, 120, 118, 120, 118, 120,\n",
        "        117, 120, 120, 122, 120, 120, 122, 122, 122, 122, 120, 120, 121,\n",
        "        121, 122, 120, 114, 116, 117, 117, 112, 112, 111, 108, 106, 107,\n",
        "        108, 107, 102, 102,  99, 112, 109, 101,  91, 101,  82,  85,  77,\n",
        "         69,  74,  66,  47,  49,  50,  50,  51,  42,  43,  43,  44,  44,\n",
        "         43,  43,  41,  41,  36,  41,  48,  44,  44,  44,  43,  45,  49,\n",
        "         49,  62,  78,  80,  80],\n",
        "       [101, 103, 104, 101, 104, 104, 105, 102, 107, 104, 108, 110, 110,\n",
        "        110, 120, 112, 120, 120, 117, 122, 124, 122, 120, 120, 118, 123,\n",
        "        124, 124, 124, 122, 127, 124, 123, 123, 120, 120, 120, 120, 119,\n",
        "        119, 129, 133, 127, 124, 115, 123, 127, 104, 120,  91,  96,  80,\n",
        "         76,  73,  56,  46,  61,  48,  40,  50,  42,  58,  39,  49,  55,\n",
        "         55,  58,  56,  56,  48,  50,  52,  35,  48,  52,  44,  44,  40,\n",
        "         43,  43,  43,  45,  44,  48,  46,  44,  44,  42,  44,  47,  48,\n",
        "         52,  58,  74,  80,  78],\n",
        "       [ 99,  85, 102, 102, 106, 106, 111, 108, 106, 109, 107, 112, 115,\n",
        "        115, 113, 116, 116, 124, 124, 122, 124, 122, 120, 128, 129, 129,\n",
        "        129, 132, 130, 128, 129, 113, 103, 106, 104, 106, 100, 101,  82,\n",
        "         79,  93,  85,  81,  79,  78,  72,  71,  65,  68,  72,  67,  74,\n",
        "         75,  72,  69,  61,  59,  64,  56,  56,  56,  56,  53,  53,  55,\n",
        "         55,  52,  50,  49,  50,  56,  48,  48,  48,  51,  46,  52,  41,\n",
        "         37,  43,  45,  45,  45,  45,  45,  45,  40,  42,  44,  48,  48,\n",
        "         48,  56,  74,  80,  83],\n",
        "       [101, 101,  97, 104,  82, 114,  96, 112, 104, 104, 103, 108, 104,\n",
        "        112, 114, 117, 126, 136, 147, 160, 156, 161, 165, 163, 160, 160,\n",
        "        163, 160, 152, 152, 157, 136, 115,  78,  93,  97,  97,  94,  96,\n",
        "         88,  83,  83,  84,  79,  77,  71,  73,  68,  78,  72,  76,  68,\n",
        "         75,  77,  74,  66,  64,  60,  60,  56,  52,  57,  56,  56,  56,\n",
        "         54,  53,  51,  51,  51,  47,  46,  47,  47,  41,  41,  41,  43,\n",
        "         48,  43,  42,  45,  41,  42,  43,  38,  43,  45,  42,  50,  48,\n",
        "         53,  60,  76,  80,  82],\n",
        "       [ 65,  36,  59,  67,  53,  72,  61,  58,  81,  85,  80,  94, 103,\n",
        "        111, 114, 124, 140, 157, 160, 168, 170, 181, 186, 192, 198, 207,\n",
        "        210, 210, 203, 184, 162, 146, 148, 133, 105,  89,  95,  96,  96,\n",
        "         88,  83,  83,  76,  78,  81,  68,  67,  72,  76,  75,  75,  79,\n",
        "         76,  83,  88,  74,  73,  67,  62,  56,  56,  56,  58,  56,  56,\n",
        "         56,  52,  55,  53,  50,  48,  48,  45,  48,  45,  40,  45,  45,\n",
        "         50,  45,  45,  45,  42,  42,  47,  41,  44,  44,  47,  49,  49,\n",
        "         55,  56,  78,  82,  83],\n",
        "       [ 60,  60,  65,  65,  64,  75,  64,  64,  67,  69,  78,  86, 101,\n",
        "        106, 120, 128, 152, 163, 166, 176, 197, 211, 215, 213, 219, 227,\n",
        "        232, 232, 230, 222, 214, 206, 192, 168, 152, 116,  79,  89,  92,\n",
        "         88,  87,  87,  81,  73,  84,  69,  81,  73,  72,  80,  80,  85,\n",
        "         83,  83,  83,  80,  61,  64,  60,  55,  61,  56,  58,  56,  52,\n",
        "         55,  55,  55,  56,  50,  48,  48,  48,  48,  44,  43,  47,  43,\n",
        "         47,  44,  42,  44,  43,  43,  43,  40,  49,  47,  50,  50,  50,\n",
        "         53,  50,  80,  84,  84],\n",
        "       [ 62,  61,  64,  64,  60,  60,  63,  68,  56,  72,  72,  83,  94,\n",
        "        113, 122, 123, 164, 172, 177, 196, 220, 228, 229, 226, 237, 244,\n",
        "        247, 247, 244, 250, 250, 250, 244, 244, 250, 250, 231, 189,  92,\n",
        "         78,  85,  82,  86,  94,  84,  82,  79,  74,  76,  98, 104,  93,\n",
        "         93,  96,  92,  82,  75,  72,  60,  58,  55,  55,  59,  56,  53,\n",
        "         53,  54,  48,  53,  56,  51,  50,  51,  48,  44,  49,  44,  44,\n",
        "         44,  47,  42,  36,  47,  44,  49,  44,  43,  45,  51,  51,  52,\n",
        "         52,  53,  72,  86,  88],\n",
        "       [ 61,  61,  65,  49,  64,  64,  69,  69,  70,  70,  69,  77,  82,\n",
        "        108, 115, 122, 176, 186, 196, 216, 229, 240, 236, 234, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 232, 184, 176, 209, 231, 247,\n",
        "         80,  83,  83,  87,  91,  86,  84,  80,  81,  99, 107, 109, 101,\n",
        "         94,  93,  91,  88,  90,  68,  63,  57,  59,  58,  60,  57,  55,\n",
        "         55,  59,  54,  57,  57,  51,  51,  51,  48,  48,  46,  48,  43,\n",
        "         37,  45,  44,  44,  45,  45,  47,  42,  45,  47,  48,  51,  53,\n",
        "         56,  54,  78,  84,  91],\n",
        "       [ 62,  60,  61,  72,  64,  67,  66,  66,  67,  75,  70,  70,  73,\n",
        "         84, 108, 119, 155, 215, 216, 225, 232, 234, 234, 248, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 248, 211, 205, 229, 250,\n",
        "        228,  80,  93,  91,  93,  90,  90,  90,  98, 109, 124, 120, 107,\n",
        "        100,  92,  88,  84,  94,  75,  58,  60,  59,  59,  59,  57,  52,\n",
        "         52,  51,  51,  53,  53,  51,  51,  52,  52,  46,  46,  48,  42,\n",
        "         42,  42,  42,  42,  40,  41,  40,  45,  41,  49,  50,  51,  51,\n",
        "         53,  60,  74,  90,  93],\n",
        "       [ 62,  62,  63,  63,  67,  68,  68,  68,  73,  73,  75,  73,  80,\n",
        "         74,  83,  85, 121, 177, 217, 219, 220, 220, 241, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 248, 216, 250,\n",
        "        250, 238,  93,  96,  98,  93,  96,  91, 112, 122, 128, 125, 112,\n",
        "        107, 104, 101,  96,  84,  69,  64,  64,  65,  63,  64,  58,  55,\n",
        "         53,  52,  54,  57,  55,  50,  50,  46,  48,  47,  44,  48,  43,\n",
        "         39,  42,  38,  40,  40,  40,  45,  45,  43,  48,  51,  54,  56,\n",
        "         56,  59,  75,  88,  90],\n",
        "       [ 64,  64,  68,  71,  69,  69,  69,  72,  70,  78,  74,  73,  80,\n",
        "         81,  77,  77,  99, 132, 197, 210, 202, 195, 228, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 248,  93,  96,  99, 100, 100, 120, 122, 127, 127, 125, 109,\n",
        "        109, 102,  96,  88,  74,  58,  65,  65,  63,  60,  56,  59,  56,\n",
        "         56,  52,  54,  56,  52,  50,  51,  48,  48,  49,  47,  43,  46,\n",
        "         43,  45,  42,  40,  43,  45,  42,  45,  44,  52,  50,  52,  52,\n",
        "         56,  58,  82,  89,  89],\n",
        "       [ 61,  61,  64,  67,  73,  75,  70,  78,  61,  72,  83,  83,  80,\n",
        "         76,  79,  84,  84,  60,  96, 211, 218, 167, 217, 249, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 174, 115, 112, 106, 109, 115, 127, 124, 119, 121, 116, 114,\n",
        "        101, 101,  87,  80,  68,  68,  66,  63,  64,  59,  60,  59,  51,\n",
        "         56,  56,  61,  53,  53,  48,  56,  50,  48,  50,  50,  45,  48,\n",
        "         45,  40,  42,  42,  44,  45,  43,  48,  48,  50,  49,  53,  58,\n",
        "         59,  61,  72,  90,  90],\n",
        "       [ 67,  64,  66,  68,  65,  71,  75,  78,  82,  82,  75,  80,  82,\n",
        "         90,  85,  91,  89,  89,  90,  92, 151, 199, 171, 238, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 157, 100, 116, 121, 122, 130, 144, 147, 155, 154, 147,\n",
        "        128, 106,  88,  80,  74,  72,  64,  65,  68,  63,  60,  63,  58,\n",
        "         57,  55,  55,  51,  53,  49,  54,  51,  51,  52,  52,  52,  50,\n",
        "         50,  44,  46,  44,  43,  45,  44,  44,  44,  47,  45,  51,  57,\n",
        "         57,  61,  77,  94,  91],\n",
        "       [ 58,  58,  71,  75,  72,  75,  73,  83,  80,  85,  85,  84,  83,\n",
        "         88, 110,  89,  88,  85,  89,  91,  77,  69, 132, 172, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 248,  89, 114, 135, 137, 153, 159, 155, 152, 139,\n",
        "        120,  86,  88,  82,  80,  74,  69,  69,  68,  64,  70,  62,  66,\n",
        "         60,  59,  57,  54,  49,  54,  52,  48,  51,  48,  53,  50,  50,\n",
        "         43,  43,  45,  40,  45,  44,  47,  46,  49,  51,  51,  48,  52,\n",
        "         58,  60,  80,  88,  93],\n",
        "       [ 72,  68,  64,  69,  69,  74,  77,  80, 106,  88,  85,  88,  94,\n",
        "         96,  95,  97,  90,  93,  88,  93,  95,  95,  99,  78, 138, 248,\n",
        "        213, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 248, 101,  64,  75,  70, 112, 131, 128,\n",
        "        111, 103, 104,  91,  86,  87,  80,  77,  80,  74,  69,  61,  69,\n",
        "         61,  60,  60,  56,  53,  55,  51,  52,  49,  48,  45,  48,  46,\n",
        "         43,  45,  44,  52,  48,  48,  46,  44,  49,  49,  52,  55,  56,\n",
        "         60,  63,  76,  97,  94],\n",
        "       [ 71,  71,  73,  73,  77,  75,  84,  88,  82,  92,  98,  90,  97,\n",
        "         94,  97,  97,  98,  96,  95,  95,  92,  92,  98,  98,  60, 207,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 247, 198,\n",
        "         72,  98, 101, 106,  98,  91,  88,  84,  82,  74,  69,  72,  68,\n",
        "         68,  60,  58,  56,  56,  52,  47,  52,  52,  51,  46,  49,  46,\n",
        "         44,  46,  48,  42,  46,  48,  46,  48,  48,  51,  55,  55,  59,\n",
        "         61,  66,  76,  94,  95],\n",
        "       [ 70,  72,  72,  72,  81,  62,  84,  84,  92,  95,  93,  98,  98,\n",
        "         98, 100, 100,  92,  96,  95,  92,  95,  95,  93,  99, 103,  83,\n",
        "         98, 244, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 231,  95,  60,  74,  84,  92,  83,  80,  60,  76,  62,\n",
        "         62,  60,  56,  52,  56,  51,  50,  51,  51,  51,  48,  48,  48,\n",
        "         48,  43,  47,  48,  47,  47,  50,  50,  48,  49,  56,  56,  63,\n",
        "         60,  69,  80,  97,  97],\n",
        "       [ 68,  78,  79,  76,  77,  88,  86,  89,  93, 101, 104,  98, 100,\n",
        "        100,  98,  98, 104,  99,  97,  95,  89,  94,  99,  94, 100,  84,\n",
        "        104,  76,  63, 137, 212, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 240, 119,  36,  49,  37,  45,  58,\n",
        "         44,  48,  56,  61,  50,  58,  52,  56,  48,  48,  48,  45,  45,\n",
        "         44,  46,  53,  48,  49,  49,  51,  51,  56,  56,  59,  61,  60,\n",
        "         68,  68,  74,  96,  96],\n",
        "       [ 70,  73,  73,  76,  83,  83,  85,  96,  93,  99,  98, 100, 101,\n",
        "        101, 100, 100, 102,  99,  96,  96,  95,  96,  95,  97,  99, 101,\n",
        "        106, 111, 112, 119, 126, 249, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 244, 188,  88,  50,  56,  53,  52,  49,  50,  50,  49,  49,\n",
        "         47,  49,  46,  52,  52,  56,  57,  57,  56,  56,  60,  62,  64,\n",
        "         64,  69,  69,  91,  93],\n",
        "       [ 72,  77,  76,  76,  85,  79,  89,  84,  90,  96,  98, 100, 100,\n",
        "         95,  98,  98,  97, 100, 101,  98,  95,  97,  98, 100,  98, 104,\n",
        "        104, 109, 112, 122, 137, 217, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 147,  48,  53,  56,  53,  50,  51,  51,  51,  51,\n",
        "         52,  52,  51,  54,  61,  56,  62,  59,  66,  67,  63,  60,  61,\n",
        "         66,  71,  79,  98,  96],\n",
        "       [ 80,  80,  77,  80,  80,  82,  70, 104, 108,  95, 101,  99,  98,\n",
        "         97,  94,  94,  96,  96, 100, 100,  96,  96,  99, 100, 101, 101,\n",
        "        103, 111, 114, 124, 133, 200, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 249,\n",
        "        194, 100,  23,  58,  64,  56,  52,  54,  56,  56,  53,  60,  56,\n",
        "         57,  52,  56,  56,  58,  58,  60,  60,  61,  67,  67,  69,  72,\n",
        "         72,  76,  78,  90,  96],\n",
        "       [ 88,  77,  78,  84,  90,  84,  88,  92,  96,  96,  93,  98,  97,\n",
        "         89,  98,  98,  98,  92,  92,  97,  99,  96, 100,  98, 103, 103,\n",
        "        106, 108, 114, 122, 132, 133, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 152,  74,  41,  41,  25,  20,  36,  28,  45,\n",
        "         56,  68,  64,  56,  61,  52,  49,  60,  55,  53,  56,  56,  56,\n",
        "         55,  57,  56,  56,  59,  61,  61,  56,  61,  64,  67,  67,  69,\n",
        "         75,  77,  85,  93,  96],\n",
        "       [ 77,  80,  79,  88,  76,  92,  89,  83,  93,  96,  94,  96,  95,\n",
        "         95,  96,  91,  99,  99,  90, 100,  93,  99, 102, 104,  97, 102,\n",
        "        105, 110, 114, 120, 132,  87, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 236, 142, 110, 101, 104, 100,  90,  89,  82,  72,  72,  68,\n",
        "         65,  64,  61,  59,  59,  52,  57,  55,  55,  57,  51,  53,  53,\n",
        "         55,  57,  54,  56,  61,  64,  62,  61,  64,  64,  63,  64,  72,\n",
        "         72,  75,  75,  94,  94],\n",
        "       [ 83,  77,  83,  83,  92,  88,  91,  91,  95,  95,  91,  97,  97,\n",
        "         97,  95, 100,  96,  98,  98,  98,  97,  97,  99,  99, 105, 105,\n",
        "        110, 110, 111, 116, 124, 120, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 114, 131, 120, 107, 102,  98,  92,  83,  82,  75,  69,  72,\n",
        "         67,  61,  61,  61,  59,  60,  58,  52,  52,  55,  56,  54,  54,\n",
        "         58,  53,  51,  59,  58,  58,  61,  61,  62,  62,  67,  67,  70,\n",
        "         70,  72,  75,  92,  95],\n",
        "       [ 83,  67,  84,  89,  89,  91,  96,  91,  91,  94,  96,  96,  99,\n",
        "         94,  96,  96,  92, 100,  98,  99,  97,  97,  93,  98, 104, 104,\n",
        "        108, 106, 108, 113, 123, 139, 243, 249, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 147, 132, 117, 106, 100,  90,  90,  87,  79,  80,  72,  75,\n",
        "         76,  66,  64,  64,  56,  58,  58,  54,  52,  53,  56,  56,  54,\n",
        "         58,  56,  51,  56,  61,  61,  60,  61,  64,  67,  68,  68,  70,\n",
        "         70,  72,  72,  93,  92],\n",
        "       [ 85,  83,  85,  88,  88,  88,  91,  93,  92,  96,  95,  98,  96,\n",
        "         96,  98,  98,  98,  99,  96, 101,  99,  99, 103,  98, 101, 104,\n",
        "        106, 108, 113, 113, 123, 131, 124, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 178, 124, 116, 107,  96,  89,  86,  82,  85,  75,  75,  68,\n",
        "         68,  83,  65,  62,  59,  64,  66,  56,  64,  59,  59,  56,  56,\n",
        "         56,  56,  54,  59,  61,  61,  64,  64,  61,  62,  67,  67,  68,\n",
        "         71,  65,  64,  98,  91],\n",
        "       [ 88,  91,  88,  91,  96,  95,  95,  87,  83,  88,  98,  98,  96,\n",
        "        100,  99, 100, 100, 100, 100, 100, 102, 101, 100, 101,  97, 100,\n",
        "        104, 106, 111, 119, 124, 132, 138, 249, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 206, 120, 104,  98,  93,  86,  80,  80,  75,  74,  72,\n",
        "         69,  62,  67,  66,  64,  61,  61,  59,  61,  59,  59,  58,  56,\n",
        "         60,  61,  60,  60,  66,  66,  66,  66,  64,  64,  67,  67,  66,\n",
        "         66,  65,  63,  91,  96],\n",
        "       [ 91,  96,  92,  95,  95,  95,  97,  97,  92,  98, 100,  98,  98,\n",
        "        103,  97,  99,  98, 101, 104, 104, 105,  99, 100, 100, 105,  99,\n",
        "        108, 111, 110, 114, 120, 125, 129, 248, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 128, 114, 101,  91,  88,  82,  80,  74,  76,  67,\n",
        "         67,  66,  69,  71,  67,  56,  64,  72,  56,  59,  62,  64,  61,\n",
        "         64,  64,  64,  64,  64,  67,  67,  67,  64,  67,  65,  65,  65,\n",
        "         65,  69,  71,  97,  97],\n",
        "       [ 98,  98,  97,  92, 103, 100,  97, 103,  98,  96,  94,  99,  99,\n",
        "         96,  99,  95, 102, 104, 107, 106, 104, 104, 106, 109, 109, 111,\n",
        "        108, 111, 112, 112, 114, 122, 132, 236, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250,  96, 104,  95,  90,  84,  76,  77,  72,  72,\n",
        "         69,  68,  63,  67,  67,  66,  66,  67,  62,  65,  66,  69,  69,\n",
        "         71,  68,  72,  66,  69,  72,  68,  70,  70,  67,  72,  72,  72,\n",
        "         69,  68,  73, 100,  98],\n",
        "       [ 99,  96, 104, 104, 103, 100, 100, 100, 100,  96,  99,  99, 100,\n",
        "        100, 105, 100, 100, 105, 105, 107, 107, 107, 106, 112, 113, 113,\n",
        "        110, 115, 113, 114, 119, 121, 131, 174, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 250, 250,  99, 104,  96,  85,  84,  80,  73,  71,  70,\n",
        "         70,  71,  71,  65,  65,  67,  67,  69,  74,  68,  72,  76,  76,\n",
        "         72,  61,  72,  72,  64,  72,  70,  73,  75,  75,  71,  79,  69,\n",
        "         72,  69,  73,  92,  98],\n",
        "       [104, 104, 105, 110, 110, 104, 104, 104, 100,  98, 103,  98, 100,\n",
        "        100, 103,  98,  99, 113, 107, 111, 110, 110, 113, 115, 113, 113,\n",
        "        113, 115, 113, 115, 119, 119, 127,  95, 243, 249, 250, 244, 210,\n",
        "        250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250, 250,\n",
        "        250, 250, 248, 126, 117, 104,  97,  89,  83,  90, 108,  73,  71,\n",
        "         68,  71,  68,  72,  72,  71,  72,  74,  74,  73,  74,  76,  76,\n",
        "         76,  76,  76,  81,  81,  76,  76,  76,  76,  76,  75,  75,  69,\n",
        "         69,  72,  72,  99,  96],\n",
        "       [105, 111, 109, 112, 109, 106, 109, 107, 105, 105, 105,  97, 103,\n",
        "         97, 103, 103, 104, 108, 111, 106, 113, 111, 108, 111, 113, 115,\n",
        "        115, 113, 115, 118, 118, 120, 124, 127, 115, 107,  98, 122, 131,\n",
        "        191, 245, 245, 227, 151, 249, 249, 249, 250, 250, 124, 119, 135,\n",
        "        111,  81,  67, 112, 107,  99,  96,  90,  95, 104,  77,  72,  69,\n",
        "         69,  73,  65,  68,  71,  70,  72,  77,  77,  80,  76,  80,  80,\n",
        "         77,  77,  80,  83,  81,  78,  80,  78,  78,  78,  76,  73,  72,\n",
        "         72,  74,  74,  96,  98],\n",
        "       [108, 116, 111, 114, 115, 115, 110, 111, 112, 112,  91, 101, 100,\n",
        "        101, 101,  99, 101, 104, 106, 108, 111, 114, 113, 113, 114, 111,\n",
        "        110, 110, 112, 118, 115, 119, 120, 127, 131, 131, 136, 138, 143,\n",
        "        148, 147, 159, 170, 172, 167, 156, 152, 157, 164, 154, 147, 139,\n",
        "        127, 122, 114, 104, 100, 100,  96,  98,  82,  80,  76,  72,  72,\n",
        "         76,  78,  70,  73,  75,  72,  80,  77,  77,  77,  83,  84,  80,\n",
        "         83,  83,  83,  84,  83,  83,  84,  82,  76,  76,  78,  75,  75,\n",
        "         75,  70,  78,  99,  98],\n",
        "       [117, 115, 120, 117, 119, 119, 113, 113, 116, 114, 107, 103, 103,\n",
        "        105, 105, 105, 105, 107, 105, 106, 108, 108, 110, 110, 111, 108,\n",
        "        108, 111, 111, 115, 113, 116, 121, 123, 125, 128, 130, 132, 140,\n",
        "        148, 154, 159, 167, 172, 175, 170, 170, 167, 162, 154, 145, 137,\n",
        "        127, 119, 109, 102,  97,  98,  91,  83,  80,  77,  82,  74,  76,\n",
        "         74,  71,  71,  76,  76,  77,  77,  85,  80,  81,  84,  85,  83,\n",
        "         87,  82,  88,  85,  84,  86,  84,  85,  82,  79,  81,  73,  77,\n",
        "         75,  68,  78,  94, 100],\n",
        "       [120, 120, 125, 122, 122, 119, 115, 118, 113, 113, 107, 101, 101,\n",
        "        102, 102, 102, 106, 106, 107, 107, 113, 113, 107, 108, 113, 110,\n",
        "        108, 111, 107, 112, 116, 119, 120, 123, 126, 125, 128, 133, 141,\n",
        "        141, 157, 162, 171, 176, 180, 180, 176, 174, 164, 156, 143, 135,\n",
        "        124, 116, 107,  99,  98,  93,  88,  83,  82,  79,  68,  76,  74,\n",
        "         75,  79,  76,  77,  78,  82,  84,  83,  84,  83,  89,  88,  88,\n",
        "         85,  88,  88,  88,  86,  86,  88,  85,  85,  82,  80,  78,  80,\n",
        "         77,  75,  76,  96,  99],\n",
        "       [128, 125, 127, 124, 126, 123, 119, 121, 114, 114, 108, 106,  99,\n",
        "         99, 100, 101, 106, 104, 107, 107, 108, 111, 110, 107, 106, 106,\n",
        "        103, 107, 111, 113, 114, 114, 121, 121, 128, 128, 131, 139, 147,\n",
        "        154, 158, 166, 181, 190, 197, 200, 196, 190, 172, 158, 142, 139,\n",
        "        125, 115, 107, 101,  93,  90,  87,  81,  80,  82,  71,  76,  72,\n",
        "         74,  74,  80,  80,  80,  80,  83,  84,  86,  86,  86,  80,  91,\n",
        "         88,  85,  91,  91,  89,  89,  85,  85,  85,  83,  84,  84,  83,\n",
        "         77,  75,  77, 101, 100],\n",
        "       [127, 129, 131, 129, 124, 129, 126, 122, 118, 118, 112, 106, 104,\n",
        "        101, 103, 103, 104, 106, 106, 108, 111, 113, 110, 110, 106, 112,\n",
        "        108, 113, 109, 109, 113, 115, 120, 125, 128, 131, 133, 139, 148,\n",
        "        158, 166, 169, 185, 198, 202, 207, 204, 196, 180, 163, 147, 139,\n",
        "        128, 122, 110, 104,  96,  90,  87,  81,  83,  75,  76,  76,  74,\n",
        "         75,  77,  77,  77,  80,  82,  82,  85,  85,  88,  88,  90,  90,\n",
        "         87,  90,  90,  91,  89,  87,  86,  88,  87,  87,  81,  80,  80,\n",
        "         80,  77,  80,  96, 104],\n",
        "       [130, 132, 134, 132, 127, 129, 128, 126, 121, 115, 112, 108, 104,\n",
        "        104, 105, 105, 108, 108, 111, 111, 111, 111, 112, 112, 115, 111,\n",
        "        108, 113, 111, 111, 112, 114, 120, 124, 127, 132, 134, 144, 156,\n",
        "        160, 166, 181, 189, 197, 207, 207, 201, 193, 177, 164, 150, 140,\n",
        "        128, 120, 112, 107,  99,  91,  85,  83,  83,  75,  80,  79,  74,\n",
        "         80,  77,  80,  80,  82,  82,  82,  88,  88,  85,  88,  90,  90,\n",
        "         84,  88,  86,  88,  89,  86,  87,  87,  88,  87,  86,  83,  84,\n",
        "         82,  78,  83,  89, 105],\n",
        "       [137, 137, 135, 135, 132, 130, 128, 124, 120, 114, 111, 107, 107,\n",
        "        107, 107, 107, 110, 112, 111, 111, 108, 109, 113, 108, 115, 115,\n",
        "        114, 111, 112, 112, 115, 115, 120, 120, 127, 130, 141, 149, 160,\n",
        "        166, 175, 185, 193, 197, 202, 205, 205, 197, 178, 162, 149, 138,\n",
        "        127, 119, 111, 105, 101,  93,  89,  91,  82,  82,  80,  77,  78,\n",
        "         78,  80,  82,  80,  80,  85,  88,  87,  92,  92,  92,  92,  95,\n",
        "         91,  91,  86,  89,  86,  94,  88,  91,  88,  88,  88,  84,  84,\n",
        "         80,  83,  80,  94,  96],\n",
        "       [139, 139, 137, 135, 136, 131, 124, 124, 117, 114, 112, 113, 111,\n",
        "        111, 109, 112, 109, 112, 113, 108, 111, 111, 113, 119, 119, 119,\n",
        "        119, 119, 116, 119, 116, 121, 120, 128, 128, 135, 142, 155, 168,\n",
        "        176, 188, 196, 197, 197, 201, 207, 207, 199, 177, 157, 150, 137,\n",
        "        128, 120, 109, 104,  98,  90,  88,  87,  88,  83,  84, 100,  84,\n",
        "         82,  81,  79,  81,  76,  84,  84,  84,  92,  91,  91,  96,  96,\n",
        "         91,  93,  92,  94,  92,  94,  93,  93,  88,  91,  91,  85,  83,\n",
        "         80,  80,  80,  90, 104],\n",
        "       [136, 138, 138, 138, 136, 129, 128, 122, 120, 114, 115, 111, 114,\n",
        "        109, 109, 112, 107, 110, 109, 108, 111, 116, 116, 113, 114, 120,\n",
        "        115, 121, 120, 121, 123, 123, 123, 128, 128, 139, 149, 160, 177,\n",
        "        191, 197, 199, 197, 197, 200, 202, 202, 194, 181, 159, 150, 137,\n",
        "        128, 120, 108, 102, 103,  97,  89,  85,  88,  81,  84,  83,  75,\n",
        "         82,  80,  80,  79,  84,  89,  92,  85,  90,  89,  94,  96,  93,\n",
        "         94,  94,  94,  88,  93,  93,  93,  91,  94,  91,  91,  88,  85,\n",
        "         85,  86,  80,  93, 101],\n",
        "       [137, 137, 135, 135, 129, 129, 127, 123, 119, 119, 115, 115, 113,\n",
        "        113, 112, 112, 111, 111, 107, 107, 106, 112, 111, 119, 113, 115,\n",
        "        116, 119, 116, 122, 122, 124, 127, 128, 133, 139, 148, 160, 180,\n",
        "        192, 198, 200, 200, 200, 200, 200, 200, 191, 168, 158, 149, 137,\n",
        "        128, 117, 108, 102,  98,  96,  93,  83,  87,  87,  79,  83,  77,\n",
        "         82,  80,  80,  81,  81,  84,  82,  84,  88,  90,  96,  95,  95,\n",
        "         93,  98,  99,  96,  93,  93,  93,  93,  91,  90,  90,  84,  87,\n",
        "         91,  86,  88,  88, 104],\n",
        "       [137, 137, 135, 132, 129, 127, 123, 121, 121, 121, 115, 115, 112,\n",
        "        112, 113, 111, 108, 112, 109, 112, 112, 112, 116, 116, 117, 117,\n",
        "        116, 116, 116, 121, 123, 124, 125, 130, 134, 140, 148, 161, 179,\n",
        "        187, 193, 193, 197, 197, 197, 194, 193, 185, 170, 160, 145, 137,\n",
        "        124, 116, 105,  97,  99,  91,  92,  92,  90,  87,  81,  81,  83,\n",
        "         83,  82,  80,  79,  84,  85,  88,  89,  89,  81,  87,  85,  89,\n",
        "         96,  94, 107,  92, 102, 110, 109, 124, 122, 127, 117, 125, 117,\n",
        "        109, 108, 107, 104, 108],\n",
        "       [135, 135, 132, 129, 127, 127, 126, 123, 123, 121, 120, 114, 112,\n",
        "        112, 111, 111, 112, 112, 110, 112, 111, 111, 113, 113, 115, 115,\n",
        "        116, 121, 116, 120, 120, 122, 127, 130, 136, 139, 147, 155, 175,\n",
        "        183, 191, 196, 199, 199, 195, 194, 189, 185, 173, 157, 141, 128,\n",
        "        122, 112, 104, 100,  98,  96,  92,  90,  83,  83,  83,  75,  72,\n",
        "         77,  88,  98, 101, 112, 112, 115, 120, 117, 124, 130, 124, 124,\n",
        "        122, 122, 120, 125, 125, 125, 125, 123, 122, 122, 117, 115, 112,\n",
        "        110, 112, 112, 108, 108],\n",
        "       [134, 131, 132, 130, 127, 127, 123, 118, 119, 114, 114, 114, 113,\n",
        "        113, 107, 110, 111, 111, 114, 114, 114, 114, 116, 113, 116, 119,\n",
        "        116, 116, 114, 120, 118, 119, 126, 126, 130, 138, 144, 154, 163,\n",
        "        177, 183, 186, 191, 193, 191, 189, 185, 181, 169, 153, 140, 126,\n",
        "        121, 121, 122, 130, 130, 121, 131, 131, 138, 133, 128, 131, 120,\n",
        "        122, 117, 117, 120, 120, 120, 120, 122, 124, 124, 124, 128, 123,\n",
        "        125, 128, 128, 128, 125, 123, 122, 120, 120, 119, 117, 114, 115,\n",
        "        112, 110, 110, 107, 107],\n",
        "       [131, 129, 128, 130, 127, 124, 122, 116, 116, 116, 115, 115, 110,\n",
        "        114, 111, 111, 111, 113, 112, 112, 114, 116, 115, 114, 116, 114,\n",
        "        114, 114, 116, 116, 116, 120, 116, 124, 131, 138, 144, 152, 164,\n",
        "        167, 178, 184, 186, 189, 189, 185, 185, 181, 173, 165, 158, 152,\n",
        "        146, 141, 141, 136, 132, 132, 131, 128, 125, 128, 124, 124, 122,\n",
        "        122, 119, 122, 120, 120, 117, 117, 118, 123, 125, 125, 128, 128,\n",
        "        125, 126, 125, 127, 125, 122, 122, 122, 119, 119, 117, 112, 117,\n",
        "        115, 113, 113, 110, 110],\n",
        "       [129, 129, 126, 128, 123, 123, 119, 122, 118, 115, 114, 116, 113,\n",
        "        115, 113, 115, 110, 110, 115, 118, 116, 116, 120, 122, 120, 128,\n",
        "        135, 135, 147, 150, 151, 156, 156, 156, 152, 157, 160, 160, 166,\n",
        "        172, 174, 176, 180, 182, 182, 180, 175, 169, 166, 159, 155, 149,\n",
        "        144, 141, 138, 132, 131, 131, 130, 125, 126, 123, 124, 122, 124,\n",
        "        122, 122, 122, 118, 120, 121, 121, 120, 123, 123, 125, 125, 125,\n",
        "        125, 125, 125, 123, 123, 120, 123, 123, 120, 120, 118, 118, 115,\n",
        "        112, 112, 112, 112, 108],\n",
        "       [128, 124, 128, 122, 127, 108, 120, 120, 116, 120, 126, 126, 141,\n",
        "        141, 143, 138, 146, 146, 145, 145, 145, 145, 145, 145, 147, 147,\n",
        "        145, 145, 146, 146, 146, 149, 149, 152, 152, 154, 157, 160, 160,\n",
        "        163, 166, 168, 166, 166, 168, 172, 166, 166, 158, 155, 152, 149,\n",
        "        141, 139, 134, 133, 133, 130, 130, 125, 123, 123, 123, 120, 122,\n",
        "        122, 117, 122, 122, 120, 122, 122, 122, 122, 123, 125, 123, 125,\n",
        "        125, 125, 123, 125, 123, 123, 120, 124, 120, 117, 118, 113, 115,\n",
        "        115, 109, 112, 108, 110],\n",
        "       [145, 145, 142, 144, 146, 148, 140, 143, 144, 144, 144, 140, 146,\n",
        "        141, 141, 141, 143, 143, 145, 145, 147, 147, 145, 147, 148, 146,\n",
        "        143, 147, 146, 144, 147, 147, 147, 149, 147, 152, 154, 156, 156,\n",
        "        156, 158, 158, 159, 159, 161, 159, 160, 156, 155, 152, 149, 141,\n",
        "        139, 136, 136, 133, 130, 130, 124, 124, 124, 122, 124, 124, 122,\n",
        "        124, 122, 120, 120, 120, 118, 118, 120, 123, 121, 121, 128, 125,\n",
        "        125, 125, 125, 125, 124, 122, 120, 123, 120, 120, 113, 113, 112,\n",
        "        112, 110, 110, 109, 112],\n",
        "       [145, 145, 144, 144, 145, 145, 145, 143, 140, 140, 140, 140, 140,\n",
        "        143, 140, 143, 140, 145, 144, 144, 145, 146, 146, 146, 146, 146,\n",
        "        145, 145, 144, 143, 144, 144, 147, 149, 149, 149, 150, 150, 152,\n",
        "        152, 152, 152, 155, 152, 153, 153, 150, 150, 149, 147, 144, 139,\n",
        "        138, 132, 133, 131, 130, 128, 123, 125, 122, 122, 124, 124, 122,\n",
        "        123, 120, 118, 120, 120, 118, 117, 117, 120, 118, 123, 123, 125,\n",
        "        122, 122, 123, 123, 120, 120, 120, 120, 120, 120, 117, 115, 112,\n",
        "        112, 110, 110, 110, 112],\n",
        "       [144, 144, 140, 144, 144, 139, 143, 143, 140, 143, 140, 140, 139,\n",
        "        139, 140, 140, 142, 145, 141, 144, 145, 145, 145, 147, 145, 145,\n",
        "        144, 144, 144, 146, 144, 148, 147, 147, 148, 148, 144, 149, 151,\n",
        "        148, 149, 149, 149, 147, 144, 145, 147, 147, 144, 141, 140, 136,\n",
        "        132, 135, 132, 128, 129, 129, 125, 125, 122, 124, 124, 122, 120,\n",
        "        120, 120, 117, 117, 120, 115, 115, 117, 120, 122, 122, 122, 122,\n",
        "        123, 123, 123, 123, 123, 120, 118, 120, 120, 117, 117, 115, 112,\n",
        "        112, 108, 109, 111, 111],\n",
        "       [140, 143, 143, 140, 144, 143, 138, 138, 138, 138, 138, 138, 140,\n",
        "        140, 140, 140, 142, 139, 143, 144, 145, 147, 143, 145, 143, 146,\n",
        "        140, 144, 145, 143, 143, 146, 148, 146, 146, 146, 146, 144, 146,\n",
        "        146, 144, 144, 143, 143, 144, 141, 141, 141, 138, 138, 136, 130,\n",
        "        133, 128, 128, 131, 128, 123, 124, 124, 124, 120, 120, 120, 120,\n",
        "        116, 117, 117, 116, 119, 114, 114, 117, 117, 122, 122, 122, 124,\n",
        "        122, 122, 123, 120, 123, 118, 120, 117, 117, 115, 115, 112, 115,\n",
        "        112, 107, 112, 111, 112],\n",
        "       [138, 138, 140, 140, 138, 139, 139, 139, 137, 137, 135, 139, 140,\n",
        "        137, 140, 140, 143, 143, 145, 145, 144, 144, 144, 145, 144, 144,\n",
        "        143, 143, 144, 144, 144, 144, 141, 144, 144, 144, 144, 141, 141,\n",
        "        144, 144, 141, 141, 141, 136, 133, 136, 133, 133, 133, 128, 128,\n",
        "        131, 131, 128, 128, 126, 125, 125, 123, 123, 123, 120, 120, 124,\n",
        "        119, 116, 116, 119, 119, 115, 118, 120, 115, 116, 116, 123, 120,\n",
        "        121, 121, 119, 119, 121, 119, 118, 120, 120, 117, 116, 115, 112,\n",
        "        109, 112, 112, 111, 111],\n",
        "       [137, 139, 139, 139, 137, 137, 137, 134, 136, 136, 133, 136, 138,\n",
        "        138, 140, 140, 138, 139, 145, 145, 144, 144, 143, 145, 141, 144,\n",
        "        145, 143, 140, 140, 140, 145, 145, 140, 143, 144, 143, 143, 143,\n",
        "        144, 138, 140, 136, 136, 131, 131, 131, 131, 132, 132, 130, 127,\n",
        "        130, 130, 128, 123, 124, 124, 122, 124, 122, 122, 120, 120, 116,\n",
        "        120, 120, 117, 119, 116, 116, 116, 114, 119, 115, 117, 122, 120,\n",
        "        122, 122, 120, 120, 118, 118, 116, 118, 115, 112, 112, 112, 110,\n",
        "        110, 108, 110, 112, 112],\n",
        "       [137, 139, 137, 135, 135, 137, 136, 131, 136, 136, 136, 136, 136,\n",
        "        138, 139, 139, 138, 139, 140, 140, 144, 141, 143, 143, 143, 143,\n",
        "        139, 139, 138, 141, 141, 141, 141, 141, 139, 141, 140, 140, 138,\n",
        "        138, 136, 134, 136, 133, 130, 133, 128, 128, 131, 131, 130, 128,\n",
        "        127, 124, 124, 125, 123, 125, 122, 122, 122, 120, 120, 120, 116,\n",
        "        117, 117, 117, 115, 114, 115, 115, 114, 114, 115, 115, 119, 117,\n",
        "        120, 120, 120, 120, 120, 115, 116, 116, 115, 115, 110, 112, 112,\n",
        "        112, 111, 111, 112, 112],\n",
        "       [133, 136, 139, 138, 134, 138, 134, 134, 133, 133, 136, 133, 139,\n",
        "        135, 140, 140, 137, 139, 140, 143, 140, 143, 141, 146, 141, 140,\n",
        "        138, 140, 138, 141, 138, 140, 137, 140, 139, 139, 139, 138, 138,\n",
        "        138, 136, 136, 130, 132, 131, 131, 128, 128, 128, 130, 127, 127,\n",
        "        125, 123, 123, 125, 122, 120, 122, 122, 120, 117, 117, 117, 113,\n",
        "        116, 115, 115, 114, 116, 112, 112, 112, 109, 112, 114, 115, 117,\n",
        "        120, 116, 117, 116, 115, 115, 115, 112, 112, 110, 109, 111, 110,\n",
        "        110, 112, 108, 110, 113],\n",
        "       [131, 136, 133, 133, 132, 132, 135, 137, 135, 135, 128, 136, 135,\n",
        "        135, 135, 135, 137, 139, 139, 143, 139, 139, 138, 140, 140, 140,\n",
        "        141, 138, 138, 136, 140, 137, 138, 140, 137, 137, 133, 139, 137,\n",
        "        139, 136, 132, 130, 130, 128, 125, 125, 125, 123, 128, 125, 125,\n",
        "        125, 125, 120, 120, 122, 119, 122, 122, 120, 120, 117, 117, 116,\n",
        "        114, 115, 112, 115, 111, 114, 114, 109, 109, 112, 112, 115, 117,\n",
        "        116, 116, 115, 112, 112, 115, 109, 112, 112, 112, 115, 112, 110,\n",
        "        112, 110, 113, 110, 112],\n",
        "       [130, 135, 132, 132, 134, 134, 135, 135, 132, 132, 132, 130, 132,\n",
        "        132, 135, 135, 138, 140, 139, 139, 139, 139, 142, 137, 138, 140,\n",
        "        139, 139, 136, 136, 140, 138, 134, 136, 136, 136, 133, 139, 136,\n",
        "        136, 132, 130, 128, 128, 128, 124, 125, 125, 125, 125, 123, 124,\n",
        "        122, 122, 123, 120, 120, 122, 119, 121, 121, 116, 114, 116, 112,\n",
        "        112, 112, 114, 112, 109, 109, 109, 108, 106, 114, 109, 115, 115,\n",
        "        115, 115, 115, 115, 109, 112, 112, 115, 112, 112, 113, 113, 112,\n",
        "        112, 110, 112, 110, 115],\n",
        "       [129, 130, 131, 130, 132, 132, 130, 132, 130, 130, 130, 130, 130,\n",
        "        130, 131, 137, 132, 135, 135, 140, 137, 138, 139, 139, 138, 136,\n",
        "        140, 137, 136, 139, 136, 136, 133, 133, 135, 135, 133, 133, 135,\n",
        "        135, 133, 133, 129, 126, 126, 124, 122, 125, 123, 123, 120, 123,\n",
        "        120, 120, 124, 122, 117, 117, 115, 115, 117, 112, 116, 114, 112,\n",
        "        112, 109, 109, 111, 106, 109, 110, 107, 110, 112, 109, 114, 114,\n",
        "        112, 115, 109, 112, 115, 115, 110, 112, 112, 112, 111, 111, 113,\n",
        "        108, 110, 110, 112, 109],\n",
        "       [127, 127, 129, 130, 131, 127, 130, 130, 130, 130, 125, 130, 131,\n",
        "        128, 130, 132, 133, 133, 138, 138, 138, 138, 137, 139, 138, 137,\n",
        "        136, 136, 136, 136, 133, 133, 132, 133, 135, 136, 136, 133, 134,\n",
        "        135, 132, 132, 128, 125, 124, 124, 120, 123, 120, 117, 120, 120,\n",
        "        120, 120, 117, 117, 115, 112, 118, 119, 114, 115, 114, 115, 112,\n",
        "        114, 107, 107, 107, 107, 108, 108, 107, 107, 107, 110, 109, 109,\n",
        "        110, 110, 109, 112, 110, 110, 112, 112, 115, 115, 112, 112, 115,\n",
        "        112, 112, 112, 108, 108],\n",
        "       [127, 124, 128, 128, 127, 127, 127, 127, 130, 130, 125, 130, 128,\n",
        "        130, 130, 130, 135, 135, 136, 136, 138, 138, 135, 137, 133, 136,\n",
        "        133, 133, 136, 131, 136, 136, 133, 133, 132, 130, 131, 133, 132,\n",
        "        132, 130, 130, 128, 125, 124, 120, 120, 120, 120, 117, 118, 118,\n",
        "        115, 120, 120, 119, 116, 116, 112, 114, 117, 115, 112, 112, 109,\n",
        "        112, 112, 108, 106, 109, 109, 109, 107, 107, 108, 108, 109, 109,\n",
        "        107, 112, 110, 112, 112, 112, 112, 115, 116, 113, 112, 110, 112,\n",
        "        110, 110, 110, 112, 112],\n",
        "       [122, 128, 127, 124, 124, 127, 124, 124, 128, 128, 130, 130, 125,\n",
        "        128, 129, 132, 131, 133, 134, 134, 137, 135, 137, 137, 132, 135,\n",
        "        135, 132, 132, 132, 132, 132, 132, 132, 133, 128, 133, 132, 130,\n",
        "        132, 130, 130, 130, 128, 122, 122, 120, 120, 117, 117, 117, 117,\n",
        "        116, 116, 117, 117, 115, 115, 112, 115, 114, 114, 112, 109, 107,\n",
        "        107, 107, 104, 107, 104, 109, 107, 107, 104, 105, 105, 107, 112,\n",
        "        111, 108, 114, 114, 115, 112, 116, 113, 112, 112, 114, 112, 110,\n",
        "        110, 108, 108, 111, 111],\n",
        "       [122, 126, 122, 128, 126, 126, 125, 127, 127, 127, 130, 130, 125,\n",
        "        130, 128, 128, 127, 131, 132, 133, 136, 133, 135, 137, 135, 135,\n",
        "        132, 132, 132, 132, 132, 132, 130, 133, 131, 131, 133, 131, 131,\n",
        "        128, 130, 130, 128, 128, 124, 124, 123, 117, 117, 117, 117, 118,\n",
        "        119, 116, 116, 116, 119, 114, 112, 112, 109, 112, 109, 107, 109,\n",
        "        107, 104, 101, 104, 104, 107, 108, 107, 107, 110, 110, 109, 112,\n",
        "        110, 110, 108, 113, 110, 112, 115, 110, 110, 113, 112, 108, 110,\n",
        "        110, 109, 109, 112, 112],\n",
        "       [122, 125, 122, 127, 123, 123, 124, 124, 124, 128, 125, 125, 125,\n",
        "        125, 128, 128, 132, 132, 132, 132, 132, 132, 132, 132, 130, 130,\n",
        "        129, 129, 131, 128, 128, 128, 128, 131, 130, 130, 132, 132, 130,\n",
        "        131, 130, 130, 130, 128, 128, 124, 125, 122, 117, 117, 116, 117,\n",
        "        119, 116, 116, 116, 116, 112, 112, 112, 111, 111, 109, 109, 110,\n",
        "        104, 104, 104, 104, 108, 108, 108, 107, 107, 110, 112, 112, 110,\n",
        "        112, 112, 112, 115, 113, 116, 111, 113, 112, 111, 112, 110, 110,\n",
        "        110, 112, 110, 109, 112],\n",
        "       [121, 121, 120, 120, 123, 123, 122, 122, 124, 128, 127, 127, 128,\n",
        "        128, 128, 128, 132, 132, 130, 130, 131, 131, 133, 133, 131, 131,\n",
        "        129, 131, 129, 126, 125, 127, 128, 130, 129, 129, 129, 129, 130,\n",
        "        132, 131, 131, 128, 128, 125, 124, 122, 124, 120, 120, 117, 120,\n",
        "        115, 114, 114, 114, 114, 114, 109, 112, 112, 107, 109, 112, 110,\n",
        "        104, 104, 107, 108, 108, 108, 108, 108, 110, 112, 112, 112, 112,\n",
        "        112, 115, 112, 112, 112, 112, 112, 113, 112, 115, 112, 108, 110,\n",
        "        110, 112, 110, 109, 112],\n",
        "       [120, 120, 117, 120, 122, 122, 120, 120, 122, 122, 122, 124, 128,\n",
        "        128, 127, 127, 125, 128, 130, 130, 131, 131, 132, 128, 130, 130,\n",
        "        132, 127, 125, 125, 124, 128, 128, 130, 124, 129, 130, 130, 129,\n",
        "        129, 130, 130, 130, 130, 128, 127, 128, 123, 120, 120, 120, 120,\n",
        "        120, 115, 115, 112, 111, 114, 116, 114, 111, 111, 109, 109, 114,\n",
        "        112, 112, 112, 108, 110, 112, 109, 112, 109, 114, 116, 115, 112,\n",
        "        113, 113, 110, 112, 112, 112, 110, 112, 109, 109, 107, 104, 110,\n",
        "        110, 106, 109, 110, 110],\n",
        "       [120, 121, 117, 117, 120, 122, 122, 120, 124, 124, 120, 120, 123,\n",
        "        124, 127, 125, 128, 131, 127, 129, 129, 129, 130, 128, 124, 128,\n",
        "        127, 124, 124, 124, 125, 128, 128, 128, 127, 129, 129, 129, 131,\n",
        "        129, 129, 129, 129, 129, 128, 123, 128, 128, 126, 123, 123, 120,\n",
        "        121, 122, 119, 116, 117, 116, 117, 115, 112, 112, 112, 112, 114,\n",
        "        116, 110, 112, 109, 112, 112, 112, 115, 112, 115, 115, 112, 112,\n",
        "        115, 108, 113, 110, 109, 109, 106, 109, 110, 110, 100, 104, 110,\n",
        "        108, 109, 109, 108, 110],\n",
        "       [119, 121, 117, 122, 121, 121, 120, 124, 122, 124, 122, 120, 124,\n",
        "        124, 128, 128, 127, 127, 124, 127, 128, 128, 125, 125, 128, 124,\n",
        "        125, 123, 124, 124, 125, 125, 124, 126, 125, 125, 127, 127, 128,\n",
        "        128, 128, 128, 128, 130, 130, 128, 128, 128, 125, 125, 125, 125,\n",
        "        121, 122, 122, 120, 117, 117, 117, 117, 115, 115, 114, 114, 116,\n",
        "        116, 115, 115, 112, 115, 115, 114, 115, 115, 117, 115, 112, 112,\n",
        "        110, 109, 109, 108, 105, 110, 110, 110, 108, 108, 105, 108, 109,\n",
        "        107, 108, 108, 108, 108],\n",
        "       [117, 120, 120, 117, 121, 119, 123, 123, 122, 122, 121, 124, 124,\n",
        "        124, 127, 128, 123, 125, 122, 127, 124, 127, 124, 124, 125, 125,\n",
        "        125, 120, 123, 123, 124, 127, 124, 128, 125, 128, 128, 127, 128,\n",
        "        128, 130, 130, 128, 130, 131, 128, 131, 129, 131, 126, 126, 125,\n",
        "        123, 123, 120, 120, 121, 121, 117, 120, 120, 117, 115, 117, 120,\n",
        "        118, 118, 113, 117, 115, 115, 114, 113, 112, 115, 112, 114, 112,\n",
        "        115, 112, 110, 110, 108, 108, 110, 104, 107, 107, 107, 107, 102,\n",
        "        107, 105, 104, 108, 110],\n",
        "       [119, 119, 120, 120, 119, 121, 121, 121, 124, 124, 121, 126, 121,\n",
        "        129, 127, 124, 125, 124, 122, 124, 122, 128, 122, 124, 120, 125,\n",
        "        124, 122, 124, 120, 122, 122, 122, 127, 125, 128, 127, 124, 128,\n",
        "        128, 126, 128, 130, 130, 128, 128, 127, 131, 131, 129, 128, 125,\n",
        "        124, 125, 127, 127, 127, 127, 127, 122, 124, 122, 125, 123, 123,\n",
        "        122, 122, 120, 117, 117, 116, 114, 115, 115, 115, 115, 116, 112,\n",
        "        110, 108, 110, 108, 111, 111, 107, 102, 107, 107, 107, 107, 104,\n",
        "        104, 103, 105, 105, 105],\n",
        "       [119, 116, 119, 119, 117, 120, 120, 122, 124, 124, 126, 123, 122,\n",
        "        125, 128, 124, 125, 120, 122, 122, 123, 123, 124, 124, 120, 123,\n",
        "        122, 122, 117, 120, 122, 123, 120, 125, 125, 125, 127, 127, 127,\n",
        "        127, 127, 127, 128, 131, 130, 132, 130, 130, 131, 129, 130, 126,\n",
        "        132, 130, 130, 130, 131, 131, 128, 130, 128, 128, 124, 124, 124,\n",
        "        124, 123, 120, 119, 120, 117, 117, 117, 117, 112, 111, 112, 110,\n",
        "        110, 110, 107, 107, 107, 107, 106, 106, 107, 106, 107, 104, 104,\n",
        "        102, 104, 105, 108, 108],\n",
        "       [116, 116, 120, 120, 121, 119, 120, 120, 124, 124, 122, 122, 120,\n",
        "        123, 124, 124, 119, 122, 122, 122, 119, 122, 122, 122, 124, 122,\n",
        "        119, 122, 122, 122, 120, 120, 122, 125, 127, 128, 130, 127, 125,\n",
        "        128, 129, 127, 128, 130, 129, 129, 130, 131, 133, 130, 132, 132,\n",
        "        130, 136, 136, 130, 130, 130, 132, 132, 130, 130, 127, 129, 129,\n",
        "        128, 127, 122, 116, 116, 120, 120, 117, 115, 115, 109, 115, 109,\n",
        "        110, 107, 109, 107, 104, 104, 104, 106, 106, 104, 106, 103, 104,\n",
        "        104, 102, 104, 105, 109],\n",
        "       [116, 119, 119, 119, 119, 119, 119, 119, 120, 120, 122, 122, 120,\n",
        "        122, 120, 122, 120, 120, 117, 122, 120, 122, 121, 121, 117, 120,\n",
        "        119, 122, 120, 120, 120, 120, 121, 121, 122, 122, 124, 127, 123,\n",
        "        125, 125, 128, 132, 132, 132, 132, 130, 130, 132, 132, 132, 136,\n",
        "        135, 137, 135, 137, 135, 137, 137, 137, 132, 135, 135, 132, 129,\n",
        "        127, 125, 123, 124, 122, 116, 116, 114, 114, 112, 112, 112, 107,\n",
        "        112, 107, 105, 108, 104, 104, 102, 102, 102, 102, 100, 100, 101,\n",
        "        103, 108, 102, 105, 108],\n",
        "       [118, 113, 116, 117, 119, 115, 117, 117, 119, 116, 120, 120, 116,\n",
        "        120, 120, 115, 117, 117, 119, 119, 117, 117, 116, 116, 116, 120,\n",
        "        119, 119, 118, 121, 120, 120, 120, 122, 124, 124, 124, 124, 127,\n",
        "        127, 128, 128, 128, 128, 128, 130, 132, 132, 132, 133, 131, 136,\n",
        "        135, 135, 136, 138, 137, 137, 137, 138, 133, 136, 135, 129, 130,\n",
        "        130, 128, 125, 122, 120, 119, 116, 117, 115, 115, 110, 112, 109,\n",
        "        106, 107, 105, 105, 103, 103, 102, 102, 100, 100, 100, 102, 101,\n",
        "        102, 103, 103, 105, 106],\n",
        "       [114, 114, 116, 116, 117, 116, 117, 117, 120, 117, 119, 119, 114,\n",
        "        120, 120, 117, 116, 117, 119, 119, 117, 117, 116, 120, 119, 119,\n",
        "        119, 120, 116, 120, 120, 122, 123, 120, 123, 123, 123, 125, 124,\n",
        "        127, 128, 128, 129, 130, 130, 130, 130, 132, 135, 136, 136, 136,\n",
        "        137, 137, 139, 139, 138, 140, 139, 139, 138, 136, 135, 135, 130,\n",
        "        132, 132, 128, 127, 121, 117, 116, 112, 115, 112, 108, 112, 109,\n",
        "        109, 107, 104, 104, 104, 104, 104,  99,  97, 101, 101, 101, 102,\n",
        "        102, 103, 103, 105, 108],\n",
        "       [110, 111, 116, 112, 115, 115, 114, 114, 117, 117, 117, 117, 115,\n",
        "        115, 115, 120, 117, 117, 116, 116, 116, 116, 111, 116, 117, 117,\n",
        "        115, 115, 117, 120, 117, 120, 120, 122, 121, 121, 122, 124, 122,\n",
        "        127, 128, 128, 128, 128, 131, 131, 130, 132, 135, 136, 135, 139,\n",
        "        137, 138, 138, 140, 139, 140, 143, 139, 138, 138, 138, 138, 137,\n",
        "        135, 133, 128, 124, 124, 121, 118, 117, 112, 109, 109, 109, 109,\n",
        "        108, 103, 104, 102, 102, 100,  99,  99,  97, 100, 100, 100, 102,\n",
        "        100, 101, 101, 100, 103],\n",
        "       [113, 111, 115, 115, 114, 114, 115, 116, 116, 116, 112, 117, 120,\n",
        "        116, 117, 117, 117, 117, 114, 114, 115, 115, 114, 114, 116, 119,\n",
        "        120, 115, 116, 120, 120, 120, 118, 123, 122, 123, 123, 123, 123,\n",
        "        125, 125, 128, 130, 129, 131, 127, 132, 132, 135, 137, 138, 138,\n",
        "        139, 137, 138, 138, 135, 139, 139, 139, 139, 138, 139, 136, 136,\n",
        "        133, 133, 128, 123, 123, 117, 114, 115, 112, 109, 107, 108, 105,\n",
        "        104, 104, 104, 104,  97, 100,  97,  97,  96,  98,  98,  95, 100,\n",
        "         96, 100, 100, 103, 105],\n",
        "       [104, 114, 115, 109, 112, 114, 116, 114, 116, 116, 113, 116, 112,\n",
        "        117, 116, 116, 111, 114, 114, 114, 112, 114, 117, 112, 116, 116,\n",
        "        116, 116, 115, 119, 120, 122, 120, 122, 122, 124, 123, 120, 125,\n",
        "        125, 127, 127, 129, 129, 129, 129, 132, 132, 135, 138, 136, 136,\n",
        "        134, 137, 137, 137, 137, 138, 140, 143, 140, 140, 141, 138, 135,\n",
        "        132, 130, 128, 127, 123, 116, 116, 112, 109, 110, 102, 108, 106,\n",
        "        101, 101, 102, 102,  99,  99,  96,  94,  96,  96,  95,  95,  99,\n",
        "        100, 101, 101, 103, 103],\n",
        "       [106, 106, 109, 112, 113, 113, 114, 114, 114, 117, 116, 112, 115,\n",
        "        115, 114, 114, 111, 113, 114, 116, 116, 116, 116, 116, 112, 112,\n",
        "        115, 118, 116, 119, 119, 119, 121, 121, 119, 120, 122, 122, 120,\n",
        "        120, 124, 125, 130, 130, 129, 131, 132, 132, 135, 135, 133, 133,\n",
        "        133, 136, 138, 138, 138, 140, 138, 138, 140, 140, 137, 135, 135,\n",
        "        134, 132, 124, 124, 122, 117, 115, 112, 108, 107, 104, 103, 101,\n",
        "        100, 102, 101,  96,  94,  97,  96,  99,  99,  99,  95,  97,  95,\n",
        "        100,  97,  97, 102, 104],\n",
        "       [109, 112, 108, 109, 112, 114, 114, 114, 113, 115, 111, 113, 112,\n",
        "        112, 114, 111, 112, 112, 113, 107, 114, 112, 115, 112, 114, 116,\n",
        "        112, 115, 117, 117, 117, 117, 120, 120, 120, 122, 121, 122, 120,\n",
        "        122, 122, 124, 124, 129, 130, 132, 130, 132, 132, 135, 132, 132,\n",
        "        130, 132, 137, 137, 137, 139, 140, 138, 139, 137, 139, 136, 137,\n",
        "        131, 129, 123, 120, 120, 112, 112, 110, 109, 107, 106, 104,  99,\n",
        "        100, 100,  97,  97,  99,  99,  99,  96,  92,  97,  97,  92,  96,\n",
        "         96,  99,  99, 100, 100],\n",
        "       [109, 112, 112, 108, 109, 112, 112, 115, 114, 114, 116, 111, 113,\n",
        "        113, 112, 112, 112, 110, 112, 110, 110, 112, 114, 111, 114, 114,\n",
        "        109, 112, 114, 116, 115, 118, 117, 117, 121, 121, 122, 122, 122,\n",
        "        122, 122, 125, 128, 127, 130, 129, 130, 130, 130, 132, 132, 132,\n",
        "        132, 135, 135, 135, 135, 137, 137, 139, 139, 137, 138, 138, 132,\n",
        "        132, 129, 124, 120, 120, 115, 110, 107, 104, 104, 102, 101,  99,\n",
        "        101, 101, 102,  99,  99,  99, 101,  98,  95,  96,  97,  92,  96,\n",
        "         96,  95,  97, 101, 101],\n",
        "       [108, 109, 107, 112, 112, 109, 112, 112, 114, 112, 110, 107, 107,\n",
        "        112, 109, 109, 111, 113, 112, 107, 114, 114, 110, 112, 113, 111,\n",
        "        114, 114, 113, 119, 117, 117, 117, 120, 121, 119, 122, 122, 120,\n",
        "        122, 121, 123, 124, 127, 127, 127, 127, 130, 131, 131, 132, 132,\n",
        "        132, 132, 134, 131, 135, 137, 137, 137, 135, 137, 134, 135, 130,\n",
        "        128, 125, 122, 120, 117, 112, 112, 107, 104, 101, 101, 101, 101,\n",
        "        103, 103, 101, 104, 101, 101, 100, 100,  95,  95,  95,  89,  95,\n",
        "         95,  96,  96, 101, 101],\n",
        "       [109, 114, 110, 115, 110, 115, 114, 114, 112, 112, 114, 111, 112,\n",
        "        112, 109, 112, 109, 112, 113, 107, 110, 112, 108, 108, 114, 109,\n",
        "        109, 112, 112, 112, 115, 117, 117, 119, 116, 120, 119, 119, 123,\n",
        "        120, 121, 124, 125, 128, 125, 128, 129, 129, 130, 130, 130, 132,\n",
        "        132, 133, 130, 130, 132, 132, 130, 132, 132, 131, 132, 130, 130,\n",
        "        127, 123, 120, 117, 114, 110, 110, 104, 100, 104, 104, 101, 104,\n",
        "        107, 102, 104, 104, 105, 100, 102, 102,  96,  88,  93,  89,  95,\n",
        "         93,  95,  97, 101, 101],\n",
        "       [107, 112, 112, 112, 109, 115, 113, 111, 109, 109, 115, 112, 114,\n",
        "        112, 109, 107, 112, 109, 109, 112, 111, 111, 110, 110, 110, 112,\n",
        "        110, 115, 114, 114, 115, 115, 117, 115, 117, 117, 121, 121, 119,\n",
        "        120, 123, 124, 125, 128, 127, 127, 124, 127, 128, 130, 128, 131,\n",
        "        128, 132, 128, 130, 132, 130, 130, 130, 130, 130, 130, 128, 126,\n",
        "        123, 120, 115, 116, 114, 110, 109, 103, 101, 102, 102, 102, 100,\n",
        "        101,  99, 102, 102, 102,  97,  96,  96,  92,  87,  93,  93,  92,\n",
        "         92,  95,  95,  98,  96]]"
      ],
      "metadata": {
        "id": "WRomN0IloGBJ"
      },
      "execution_count": 68,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "len(array)"
      ],
      "metadata": {
        "id": "jSQ1dr6_4VmD",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "3b072f6f-78bc-48bc-9526-a2732868f66d"
      },
      "execution_count": 69,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "96"
            ]
          },
          "metadata": {},
          "execution_count": 69
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "ar=np.reshape(array, (1,96, 96,1))"
      ],
      "metadata": {
        "id": "CqifqlNprpcw"
      },
      "execution_count": 70,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "ar.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "XucKaZP81bC5",
        "outputId": "b77405cf-fff4-443f-c744-0cfa230caff5"
      },
      "execution_count": 71,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1, 96, 96, 1)"
            ]
          },
          "metadata": {},
          "execution_count": 71
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "predictions=model.predict(ar)"
      ],
      "metadata": {
        "id": "SFCYY2DZnnvR",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "b53e6f25-0732-44e0-d6f1-17900c4e7df1"
      },
      "execution_count": 72,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "1/1 [==============================] - 0s 31ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(predictions*100)\n",
        "\n",
        "# 1.812970, 0.000471, 0.000000, 98.186508, 0.000047, 0.000000, "
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jIDwz1mTvPNz",
        "outputId": "063182db-a428-4e9d-9e43-4b369a755213"
      },
      "execution_count": 73,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[1.4640464e-06 4.4335975e-14 3.9981829e-04 1.4527306e-10 6.3119637e-06\n",
            "  9.9999596e+01]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "np.argmax(predictions), 3"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "99duaaeIuiXZ",
        "outputId": "0ceee3b7-453f-49f9-f42e-82fab2cbc6a0"
      },
      "execution_count": 74,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(5, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 74
        }
      ]
    }
  ]
}