CNN_with_augmentation.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow import keras\n",
    "from numpy import expand_dims\n",
    "from keras.preprocessing.image import load_img\n",
    "from keras.preprocessing.image import img_to_array\n",
    "from keras.preprocessing.image import ImageDataGenerator\n",
    "import matplotlib.pyplot as plt\n",
    "import glob \n",
    "import numpy as np\n",
    "from os import listdir,makedirs\n",
    "from os.path import isfile,join\n",
    "from numpy import *\n",
    "from PIL import Image\n",
    "from sklearn.utils import shuffle\n",
    "from sklearn.model_selection import train_test_split\n",
    "import random\n",
    "import cv2\n",
    "import os "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "path_2=\"/home/dashan/Desktop/modified_data\"\n",
    "\n",
    "IMG_SIZE=300\n",
    "\n",
    "def label_img(name):\n",
    "\tif name[0:2]==\"no\":\n",
    "\t\treturn np.array([1,0])\n",
    "\telif name[0:2]==\"ca\":\n",
    "\t\treturn np.array([0,1])\n",
    "\n",
    "def load_training_data(arg):\n",
    "\ttrain_data=[]\n",
    "\tDIR=path_2+\"/\"+arg\n",
    "\tfor img in os.listdir(DIR):\n",
    "\t\tlabel=label_img(img)\n",
    "\t\tpath=os.path.join(DIR,img)\n",
    "\t\timg=Image.open(path)\n",
    "\t\timg=img.convert('L')\n",
    "\t\timg.resize((IMG_SIZE,IMG_SIZE),Image.ANTIALIAS)\n",
    "\t\ttrain_data.append([np.array(img),label])\n",
    "\tshuffle(train_data)\n",
    "\treturn train_data\n",
    "a=load_training_data(\"1_normal\")\n",
    "b=load_training_data(\"2_cataract\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2000 2000\n"
     ]
    },
    {
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
       " [array([[10,  5,  1, ..., 25,  7,  8],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
       " [array([[ 6,  6, 21, ..., 20,  9, 13],\n",
       "         [ 6,  6, 10, ..., 11, 12, 21],\n",
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       "         ...,\n",
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       "         [ 6,  7,  8, ..., 13,  0, 12]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 6,  1, 14, ...,  6,  8, 18],\n",
       "         [10, 16, 18, ..., 13,  2, 16],\n",
       "         [ 4, 13,  1, ...,  3,  7,  9],\n",
       "         ...,\n",
       "         [14, 20, 11, ..., 11, 25, 16],\n",
       "         [ 1,  8,  8, ...,  7,  8, 15],\n",
       "         [17,  8, 16, ...,  9,  5, 28]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 2, 18, 16, ...,  4,  7, 10],\n",
       "         [12,  4, 12, ..., 19, 10, 13],\n",
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       "         ...,\n",
       "         [13,  1,  6, ..., 10,  6,  8],\n",
       "         [ 6, 15,  9, ...,  2,  2,  8],\n",
       "         [ 4,  7, 11, ..., 29, 18, 11]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "         [1, 1, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 4,  7, 15, ...,  1, 10,  6],\n",
       "         [ 6,  6,  2, ...,  4,  5,  5],\n",
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       "         ...,\n",
       "         [ 8, 21,  2, ..., 15,  7,  1],\n",
       "         [ 5,  5, 11, ..., 10,  3, 14],\n",
       "         [ 0, 11,  6, ..., 20,  6,  8]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 8, 12,  6, ..., 11, 15,  3],\n",
       "         [ 4, 24, 15, ...,  9,  9,  6],\n",
       "         [ 7,  7, 16, ...,  3, 11, 19],\n",
       "         ...,\n",
       "         [11, 14,  4, ..., 10,  7,  5],\n",
       "         [14,  3, 28, ...,  9,  7,  6],\n",
       "         [ 4, 22,  2, ...,  8,  8, 10]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 2,  5,  9, ...,  8,  9, 21],\n",
       "         [22, 20, 22, ...,  6,  7, 10],\n",
       "         [25,  0,  8, ...,  0, 15,  9],\n",
       "         ...,\n",
       "         [ 6, 12,  8, ..., 11, 17, 11],\n",
       "         [ 5, 15, 17, ...,  7, 10, 15],\n",
       "         [10, 11,  8, ..., 14,  8,  4]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 4,  7,  3, ..., 19, 15,  3],\n",
       "         [ 5,  8, 15, ..., 26,  3, 37],\n",
       "         [ 7,  3,  2, ...,  4, 15,  3],\n",
       "         ...,\n",
       "         [14,  3, 15, ..., 11, 10,  7],\n",
       "         [21,  9,  8, ..., 14, 13, 12],\n",
       "         [ 6, 15,  5, ..., 15, 13, 15]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 5, 12, 20, ...,  6, 12, 13],\n",
       "         [ 7, 11,  0, ...,  6,  0,  6],\n",
       "         [ 4, 15, 32, ...,  3, 20,  4],\n",
       "         ...,\n",
       "         [ 6,  3, 10, ...,  9,  7, 10],\n",
       "         [ 7, 10,  6, ...,  7, 10, 25],\n",
       "         [17,  7, 10, ...,  7,  7,  8]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[15,  9, 10, ...,  2, 14,  8],\n",
       "         [ 5, 11,  6, ...,  6,  3, 13],\n",
       "         [16,  5, 37, ..., 12, 10, 12],\n",
       "         ...,\n",
       "         [13, 18,  7, ..., 10,  5, 10],\n",
       "         [ 7, 18,  3, ..., 14,  6,  8],\n",
       "         [16,  7,  7, ..., 22, 13, 14]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[12,  7,  7, ..., 10, 21,  6],\n",
       "         [19,  4,  8, ..., 16, 10, 13],\n",
       "         [ 9,  4,  0, ..., 40,  3,  3],\n",
       "         ...,\n",
       "         [ 7,  0,  8, ...,  9,  0,  6],\n",
       "         [16,  8, 15, ..., 18,  7, 19],\n",
       "         [ 5, 12,  9, ..., 10,  5, 17]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 7, 11, 13, ...,  4, 12, 10],\n",
       "         [11,  5, 11, ..., 19,  8,  3],\n",
       "         [ 7, 16, 20, ..., 11, 14, 35],\n",
       "         ...,\n",
       "         [ 4, 19, 26, ..., 12,  2, 11],\n",
       "         [10,  0,  2, ..., 18,  7, 21],\n",
       "         [12, 13, 10, ...,  5,  7,  6]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[21, 10, 26, ..., 17,  3, 20],\n",
       "         [17, 11,  5, ..., 23,  8, 10],\n",
       "         [17, 17, 20, ..., 10,  9, 10],\n",
       "         ...,\n",
       "         [ 7, 10, 13, ..., 14, 16, 11],\n",
       "         [ 6, 16,  4, ..., 16, 16,  9],\n",
       "         [ 5,  9,  8, ..., 14, 13,  7]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 1, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 1, 1, ..., 1, 1, 1],\n",
       "         [0, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 1],\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 1, 1, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 1, 0, 0],\n",
       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 4, 17,  3, ..., 12,  5,  9],\n",
       "         [17,  8,  6, ...,  1, 25,  7],\n",
       "         [ 5,  8, 13, ..., 18,  8, 14],\n",
       "         ...,\n",
       "         [19, 17,  2, ..., 14, 14, 12],\n",
       "         [ 9, 12,  8, ...,  6,  5,  7],\n",
       "         [ 7, 12,  5, ...,  2,  5, 12]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[20,  7,  4, ..., 32, 14, 18],\n",
       "         [15, 13,  6, ..., 25,  6,  6],\n",
       "         [ 5,  7, 13, ..., 13, 16,  5],\n",
       "         ...,\n",
       "         [ 4, 11, 13, ...,  9,  4,  6],\n",
       "         [33,  7, 13, ..., 26, 15, 18],\n",
       "         [10, 11,  1, ..., 32, 10,  7]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[17,  4, 21, ..., 18,  7, 13],\n",
       "         [11,  6, 21, ...,  9, 10,  6],\n",
       "         [20, 10,  7, ..., 13, 18,  2],\n",
       "         ...,\n",
       "         [28,  8,  1, ...,  0,  9, 11],\n",
       "         [11,  7,  9, ...,  7, 11, 12],\n",
       "         [ 5,  3,  5, ...,  3,  6,  9]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[24, 12, 21, ...,  9, 12, 11],\n",
       "         [21,  9,  1, ...,  7, 14, 22],\n",
       "         [ 6,  9, 25, ...,  2,  8,  5],\n",
       "         ...,\n",
       "         [ 8, 10, 12, ..., 11, 10,  1],\n",
       "         [22, 12, 11, ...,  8, 24, 19],\n",
       "         [22, 10,  9, ...,  8, 17,  6]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 1, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[23, 20,  4, ..., 16, 16, 16],\n",
       "         [11, 16,  6, ...,  8,  2, 27],\n",
       "         [ 4,  9,  9, ..., 12, 13,  3],\n",
       "         ...,\n",
       "         [ 7,  7, 10, ...,  7, 17,  4],\n",
       "         [ 7, 10, 10, ..., 15, 16,  9],\n",
       "         [ 9,  9,  7, ..., 22, 16, 17]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 0, 0, 0],\n",
       "         [1, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 1, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 1, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 7, 21,  9, ...,  6,  6, 11],\n",
       "         [ 6, 13,  7, ...,  6,  8,  6],\n",
       "         [ 6, 10, 15, ..., 26, 16,  5],\n",
       "         ...,\n",
       "         [20,  3,  9, ...,  7,  3,  5],\n",
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       "         [15, 15,  3, ..., 11, 17,  8]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 4, 14,  6, ..., 12, 17, 14],\n",
       "         [18,  8,  8, ..., 19,  5,  3],\n",
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       "         ...,\n",
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       "         [11, 12,  8, ...,  9, 11, 11],\n",
       "         [ 4, 15,  7, ...,  9, 12, 14]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 1, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[21,  4,  6, ...,  4,  5, 10],\n",
       "         [17, 21, 27, ..., 18,  5,  4],\n",
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       "         ...,\n",
       "         [ 2, 13,  7, ..., 12, 25, 16],\n",
       "         [17, 11,  5, ...,  9, 26,  6],\n",
       "         [14,  7,  9, ...,  6, 17,  0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[14, 23, 17, ..., 24, 12,  8],\n",
       "         [10, 12, 16, ...,  5, 18, 17],\n",
       "         [ 8, 22, 18, ..., 12,  0, 13],\n",
       "         ...,\n",
       "         [10, 14,  2, ...,  2,  7,  4],\n",
       "         [ 9,  8,  3, ...,  4,  8,  4],\n",
       "         [16,  5,  4, ...,  5,  8,  2]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[10, 26,  8, ...,  2, 13, 28],\n",
       "         [ 6,  9,  3, ..., 13, 15, 14],\n",
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       "         ...,\n",
       "         [ 8,  7,  6, ...,  7, 15, 19],\n",
       "         [ 9,  8,  6, ...,  6, 11, 20],\n",
       "         [ 5, 11,  7, ...,  8, 11, 12]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[10, 13, 10, ..., 18, 11, 11],\n",
       "         [10, 16, 23, ..., 17,  9, 14],\n",
       "         [23,  0,  3, ...,  5,  6, 15],\n",
       "         ...,\n",
       "         [12,  8, 20, ...,  5,  9,  6],\n",
       "         [ 2, 14, 22, ...,  6, 18, 17],\n",
       "         [12,  5,  4, ..., 16, 12,  9]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 0, 0, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 8,  9,  2, ..., 23,  5, 12],\n",
       "         [ 7,  5, 15, ...,  9, 10,  7],\n",
       "         [ 3,  3,  6, ...,  1,  9,  0],\n",
       "         ...,\n",
       "         [11, 17,  7, ..., 24,  7,  4],\n",
       "         [15,  5,  3, ..., 23,  7,  3],\n",
       "         [ 9, 16,  8, ...,  8,  3, 12]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 1, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 9, 10,  6, ..., 30, 11, 11],\n",
       "         [11, 14,  9, ...,  4, 12,  7],\n",
       "         [ 6,  2, 24, ..., 12, 10, 17],\n",
       "         ...,\n",
       "         [10,  7,  3, ..., 14,  7, 12],\n",
       "         [ 3,  4,  9, ..., 19,  4,  6],\n",
       "         [ 5,  8,  7, ..., 16,  6, 14]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 1, 0, 0],\n",
       "         [0, 1, 1, ..., 1, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
       " [array([[16,  2, 11, ...,  4,  7,  4],\n",
       "         [ 6, 14,  8, ..., 14, 21, 21],\n",
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       "         ...,\n",
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       "         [ 4, 27, 16, ...,  3, 14, 12],\n",
       "         [ 7,  8, 12, ..., 10, 17, 18]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[15,  8,  2, ...,  2,  3, 16],\n",
       "         [ 5, 31, 16, ...,  8,  8,  8],\n",
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       "         ...,\n",
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       "         [15,  9,  4, ...,  7,  9, 10]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 7,  8, 13, ...,  3, 13,  4],\n",
       "         [21,  8, 17, ...,  6, 17,  5],\n",
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       "         ...,\n",
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       "         [ 8, 16, 16, ...,  4, 10, 14],\n",
       "         [12, 16, 13, ...,  3,  8, 19]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 6, 12, 11, ...,  7,  9, 15],\n",
       "         [ 2, 15,  2, ..., 10, 14, 13],\n",
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       "         ...,\n",
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       "         [17, 18,  2, ..., 15,  3, 17]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[12, 14, 20, ...,  6,  9, 21],\n",
       "         [ 7, 10, 27, ...,  9, 11,  8],\n",
       "         [35,  6,  9, ...,  2,  9, 10],\n",
       "         ...,\n",
       "         [15, 13, 19, ...,  8, 10, 18],\n",
       "         [ 6,  5, 13, ...,  7, 13,  7],\n",
       "         [10, 10, 12, ..., 11, 18,  8]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[12, 22,  8, ..., 12,  6,  7],\n",
       "         [ 4,  5, 11, ..., 19,  6,  2],\n",
       "         [26, 15, 20, ..., 30,  4,  7],\n",
       "         ...,\n",
       "         [11, 14, 17, ...,  4, 10, 12],\n",
       "         [11, 18, 23, ...,  5,  8,  7],\n",
       "         [ 3,  5, 13, ..., 22, 17, 16]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 8, 12,  2, ..., 23,  8,  3],\n",
       "         [27,  8,  9, ..., 28, 18, 16],\n",
       "         [ 9,  4, 19, ...,  6,  6, 11],\n",
       "         ...,\n",
       "         [ 8, 12,  0, ..., 21,  0, 14],\n",
       "         [ 6, 22,  8, ..., 15,  2,  9],\n",
       "         [19, 17, 16, ...,  1, 15,  6]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 0, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 1, 0, 0],\n",
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       "         [0, 0, 0, ..., 1, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 0, 1],\n",
       "         [1, 1, 1, ..., 0, 0, 1],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 1, 1, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [1, 1, 0, ..., 0, 0, 0],\n",
       "         [1, 1, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[13, 10, 22, ...,  5,  7, 19],\n",
       "         [ 1,  4,  6, ...,  4, 13, 13],\n",
       "         [19, 16,  3, ...,  6,  4,  7],\n",
       "         ...,\n",
       "         [27, 12,  6, ...,  9, 14, 12],\n",
       "         [ 5,  9,  9, ...,  6, 12, 11],\n",
       "         [11, 11, 13, ...,  7, 17, 17]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 8, 11,  1, ...,  8,  8,  0],\n",
       "         [15, 12,  4, ...,  0, 10, 14],\n",
       "         [10, 10,  0, ..., 17,  0, 13],\n",
       "         ...,\n",
       "         [ 4,  6, 12, ...,  9, 10,  8],\n",
       "         [ 6, 13, 20, ...,  1, 10,  3],\n",
       "         [ 2, 13,  6, ...,  8, 13, 15]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 2,  5, 14, ..., 21, 18, 11],\n",
       "         [16, 13, 21, ...,  8, 15, 10],\n",
       "         [14, 26,  0, ..., 12, 24,  5],\n",
       "         ...,\n",
       "         [ 6, 12,  6, ...,  4,  6,  5],\n",
       "         [12, 17, 21, ..., 19, 18, 16],\n",
       "         [ 4,  9, 10, ..., 15, 10,  9]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "         [ 4, 15, 11, ...,  8, 24, 13],\n",
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       "         ...,\n",
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       "         [21,  8, 27, ..., 10, 17, 18]], dtype=uint8),\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 1, ..., 1, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 1, ..., 1, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 1, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 1, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 4,  4, 11, ..., 14, 22, 10],\n",
       "         [ 4, 11, 22, ...,  5, 15, 13],\n",
       "         [ 8,  2, 15, ...,  7, 13,  3],\n",
       "         ...,\n",
       "         [ 6, 18, 23, ...,  5,  8, 20],\n",
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       "         [20,  5,  9, ...,  9,  8, 19]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[22,  3, 15, ...,  4, 22,  5],\n",
       "         [11,  4,  7, ...,  2,  3,  5],\n",
       "         [ 7,  6,  5, ..., 20,  9, 12],\n",
       "         ...,\n",
       "         [ 7, 22,  3, ...,  7, 13, 15],\n",
       "         [13, 14,  5, ...,  8, 12, 12],\n",
       "         [12, 23,  5, ..., 13, 12,  9]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 0],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 1, 1, 1]], dtype=uint8),\n",
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       "  array([1, 0])],\n",
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       "         [10, 13, 22, ...,  9,  4, 12],\n",
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       "         ...,\n",
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       "         [26,  8,  8, ..., 18, 12, 10]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "         [26,  9,  5, ..., 11, 12, 18],\n",
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       "         ...,\n",
       "         [ 3, 12,  2, ...,  9,  7,  6],\n",
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       "         [11, 12,  8, ...,  6,  2,  3]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 5,  8, 14, ...,  2, 14, 17],\n",
       "         [ 6,  0,  1, ..., 11,  6, 11],\n",
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       "         ...,\n",
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       "         [ 9,  4, 15, ...,  5, 16, 11]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[15, 26,  4, ...,  4,  8,  7],\n",
       "         [20,  7,  8, ..., 19,  8, 27],\n",
       "         [ 4, 20, 11, ...,  9, 14,  3],\n",
       "         ...,\n",
       "         [ 5,  7, 12, ..., 11, 17,  8],\n",
       "         [ 4,  5,  9, ...,  5, 20, 27],\n",
       "         [ 8,  9, 11, ...,  6, 15, 11]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[19,  4, 23, ..., 13,  8, 13],\n",
       "         [20,  7,  8, ..., 14, 13,  8],\n",
       "         [ 4, 20,  7, ...,  5, 11, 11],\n",
       "         ...,\n",
       "         [ 8, 23, 21, ...,  4,  9, 13],\n",
       "         [12, 12, 26, ..., 12, 15,  9],\n",
       "         [ 3, 15, 11, ..., 15, 18,  9]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 1, ..., 1, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[20,  8,  3, ..., 12,  2,  7],\n",
       "         [19, 10,  5, ...,  4,  6, 11],\n",
       "         [20, 15,  4, ..., 30, 13,  9],\n",
       "         ...,\n",
       "         [ 5,  2,  6, ..., 13,  1,  4],\n",
       "         [ 8,  7,  5, ..., 28, 10, 19],\n",
       "         [11, 18,  4, ..., 12, 23,  6]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 1, 1],\n",
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       "         ...,\n",
       "         [2, 0, 0, ..., 1, 1, 1],\n",
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       "         [1, 0, 0, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 7,  8, 18, ...,  7, 24,  5],\n",
       "         [ 5, 10,  7, ...,  5, 10,  7],\n",
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       "         ...,\n",
       "         [ 3,  6, 22, ..., 11,  8,  7],\n",
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       "         [13, 21, 13, ..., 10, 11, 12]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 0],\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "  array([1, 0])],\n",
       " [array([[ 5, 15,  9, ..., 54,  5,  6],\n",
       "         [13, 10, 14, ..., 13,  2,  8],\n",
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       "         ...,\n",
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       "         [13, 35,  9, ...,  8,  9, 22]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "  array([0, 1])],\n",
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       "         [0, 1, 1, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 0, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 6, 13, 28, ..., 14, 22, 26],\n",
       "         [ 5, 11,  3, ...,  5,  5,  7],\n",
       "         [26,  7,  6, ...,  4,  4,  8],\n",
       "         ...,\n",
       "         [31,  6, 21, ..., 24,  7, 17],\n",
       "         [ 9,  6,  0, ..., 29, 15,  9],\n",
       "         [10, 15,  9, ...,  9, 11,  4]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 1, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[11, 17, 31, ...,  9,  8,  5],\n",
       "         [10,  3,  4, ..., 27,  7, 17],\n",
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       "         ...,\n",
       "         [ 3,  8,  5, ..., 12, 14, 12],\n",
       "         [ 7,  8,  8, ..., 12,  3, 13],\n",
       "         [18, 16, 10, ..., 14,  5, 22]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 2,  8, 18, ...,  5,  4,  4],\n",
       "         [ 7,  1,  5, ...,  0, 15,  8],\n",
       "         [14,  9,  6, ...,  6, 14,  7],\n",
       "         ...,\n",
       "         [16, 17, 16, ..., 11, 13, 11],\n",
       "         [15,  7,  3, ..., 18, 11, 22],\n",
       "         [11,  7,  7, ..., 19, 16,  9]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 8,  6, 18, ..., 15, 20, 12],\n",
       "         [ 4,  9, 14, ..., 23,  6,  8],\n",
       "         [ 2, 18,  7, ...,  6,  4, 16],\n",
       "         ...,\n",
       "         [ 2,  5,  4, ..., 11, 12, 17],\n",
       "         [25,  7,  5, ...,  4,  7,  7],\n",
       "         [ 7,  8, 22, ..., 11, 14, 10]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 0, 0, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         ...,\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[14,  3, 11, ..., 12,  8, 19],\n",
       "         [14,  5,  8, ..., 22, 17, 11],\n",
       "         [18, 12, 11, ...,  9, 18,  8],\n",
       "         ...,\n",
       "         [ 5,  5, 10, ..., 13,  2,  3],\n",
       "         [10, 15, 14, ..., 10,  7, 13],\n",
       "         [21,  6, 12, ..., 12, 12, 19]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[14, 11,  3, ..., 24, 18, 22],\n",
       "         [13, 12,  8, ...,  6, 21, 16],\n",
       "         [14,  5, 21, ..., 34,  6,  1],\n",
       "         ...,\n",
       "         [25,  4, 21, ..., 13,  7,  5],\n",
       "         [16, 22,  2, ...,  8,  2, 12],\n",
       "         [11,  6, 24, ..., 31, 22,  6]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 0, 0, 0],\n",
       "         [1, 1, 1, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 1, 1, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [1, 1, 1, ..., 1, 1, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [23,  2, 18, ..., 12,  4, 13],\n",
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       "         ...,\n",
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       "         [ 5, 32,  6, ...,  3,  7, 10]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 6, 16,  8, ..., 28, 22,  4],\n",
       "         [ 7,  4, 14, ...,  7,  0, 10],\n",
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       "         ...,\n",
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       "         [ 9, 12,  3, ...,  8,  8, 28],\n",
       "         [16,  3,  9, ...,  9,  7, 11]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [1, 1, 0, ..., 0, 0, 1]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 7,  7,  9, ..., 24, 17,  5],\n",
       "         [ 6, 10, 14, ...,  0,  4,  2],\n",
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       "         ...,\n",
       "         [ 8, 26, 22, ...,  8,  6, 11],\n",
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       "         [15,  9,  3, ...,  6, 21, 11]], dtype=uint8),\n",
       "  array([1, 0])],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 0, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [1, 0, 0, ..., 0, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[ 6,  7,  8, ..., 16, 12,  4],\n",
       "         [17,  1,  8, ..., 12, 12, 17],\n",
       "         [12,  7, 18, ..., 21, 13, 29],\n",
       "         ...,\n",
       "         [24, 14,  2, ...,  9, 12,  3],\n",
       "         [ 2,  4,  8, ...,  5, 14, 33],\n",
       "         [ 7,  6, 13, ..., 11,  3, 19]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[1, 0, 0, ..., 1, 0, 0],\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[15, 13, 18, ..., 27,  8, 10],\n",
       "         [22,  5, 12, ...,  8,  3, 18],\n",
       "         [21, 18,  1, ..., 12, 11,  6],\n",
       "         ...,\n",
       "         [16,  1,  4, ...,  7,  7,  7],\n",
       "         [ 6, 14, 14, ...,  6,  8, 27],\n",
       "         [ 5,  6, 17, ..., 16,  2, 14]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 6, 10,  8, ..., 20,  6,  3],\n",
       "         [22, 12, 30, ..., 31, 10, 21],\n",
       "         [ 0, 23,  5, ..., 30,  6, 12],\n",
       "         ...,\n",
       "         [ 2,  7,  4, ..., 10, 16, 13],\n",
       "         [10, 22, 27, ...,  8,  5,  6],\n",
       "         [ 8, 14, 20, ..., 14,  4,  9]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[23, 10,  1, ...,  3, 13,  5],\n",
       "         [16,  1,  9, ...,  6, 11, 13],\n",
       "         [ 3, 17, 30, ..., 15,  6,  1],\n",
       "         ...,\n",
       "         [ 6, 12, 13, ...,  6, 35, 18],\n",
       "         [ 7,  6, 10, ...,  3,  9, 15],\n",
       "         [12,  7, 16, ...,  9,  5, 15]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[17,  3, 22, ...,  5, 16,  9],\n",
       "         [18,  1,  6, ...,  4, 14,  4],\n",
       "         [ 5,  0, 18, ...,  2,  9,  4],\n",
       "         ...,\n",
       "         [ 4, 10, 12, ..., 15,  9,  7],\n",
       "         [32, 13,  7, ...,  9,  7, 14],\n",
       "         [ 9, 16, 16, ..., 16, 12,  7]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [1, 1, 1, ..., 0, 0, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 8, 15, 13, ..., 19,  9,  7],\n",
       "         [16,  5, 24, ...,  3,  7,  1],\n",
       "         [18, 16,  0, ...,  4,  4, 18],\n",
       "         ...,\n",
       "         [ 6, 15,  9, ...,  8,  7, 15],\n",
       "         [ 9,  7,  9, ...,  5, 14, 30],\n",
       "         [ 4, 12, 15, ..., 11,  4, 12]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 1, ..., 1, 1, 0],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         ...,\n",
       "         [1, 1, 1, ..., 0, 0, 0],\n",
       "         [1, 1, 1, ..., 0, 0, 0],\n",
       "         [1, 1, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
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       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 5,  7, 16, ...,  3,  3,  5],\n",
       "         [ 4, 10, 11, ..., 13, 16,  1],\n",
       "         [ 1, 11, 10, ..., 12, 11,  0],\n",
       "         ...,\n",
       "         [10, 10,  6, ...,  7, 26, 24],\n",
       "         [ 1,  9, 23, ..., 16,  4,  5],\n",
       "         [17, 11, 13, ..., 11,  2, 10]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
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       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[10,  6, 10, ..., 14, 14, 12],\n",
       "         [ 2, 15, 22, ...,  2,  3, 12],\n",
       "         [ 8,  5, 10, ...,  7, 15, 26],\n",
       "         ...,\n",
       "         [ 5, 19,  5, ...,  7, 18,  5],\n",
       "         [ 7,  9,  1, ...,  5, 13,  3],\n",
       "         [15,  9,  3, ..., 12, 11,  8]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
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       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 1]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[10,  7,  1, ...,  5,  7, 15],\n",
       "         [ 6,  6, 26, ..., 15,  3,  3],\n",
       "         [ 9,  9,  8, ..., 32,  4, 20],\n",
       "         ...,\n",
       "         [ 6,  3,  9, ...,  1,  4,  5],\n",
       "         [11, 23,  7, ...,  6,  9,  9],\n",
       "         [12,  6,  6, ...,  2, 11, 16]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 1, 1],\n",
       "         [0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 1, 1],\n",
       "         ...,\n",
       "         [0, 0, 1, ..., 0, 1, 1],\n",
       "         [0, 0, 1, ..., 0, 0, 0],\n",
       "         [0, 0, 1, ..., 0, 1, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[ 6,  8, 10, ..., 13, 10,  5],\n",
       "         [13,  4, 22, ..., 11,  3, 11],\n",
       "         [16, 16, 14, ..., 13,  0, 11],\n",
       "         ...,\n",
       "         [ 9, 16, 12, ...,  7,  6,  9],\n",
       "         [ 6,  8, 13, ..., 12,  5, 12],\n",
       "         [15,  8, 24, ..., 20,  4, 13]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0],\n",
       "         [0, 1, 1, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 1, 1, 1],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [1, 1, 1, ..., 1, 1, 1],\n",
       "         [1, 1, 1, ..., 1, 1, 0],\n",
       "         [1, 1, 1, ..., 1, 1, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])],\n",
       " [array([[1, 1, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0],\n",
       "         [1, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([0, 1])],\n",
       " [array([[0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         ...,\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0],\n",
       "         [0, 0, 0, ..., 0, 0, 0]], dtype=uint8),\n",
       "  array([1, 0])]]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "print(len(a),len(b))\n",
    "train_data=[]\n",
    "shuffle(a)\n",
    "for i in range(len(a)-250):\n",
    "\ttrain_data.append(a[i])\n",
    "shuffle(train_data)\n",
    "for i in range(len(b)-250):\n",
    "\ttrain_data.append(b[i])\n",
    "shuffle(train_data)\n",
    "test_data=[]\n",
    "for i in range(len(a)-250,len(a)):\n",
    "    test_data.append(a[i])\n",
    "for i in range(len(b)-250,len(b)):\n",
    "    test_data.append(b[i])\n",
    "shuffle(test_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "500\n"
     ]
    }
   ],
   "source": [
    "print(len(test_data))\n",
    "testImages = np.array([i[0] for i in test_data]).reshape(-1, IMG_SIZE, IMG_SIZE, 1)\n",
    "testLabels = np.array([i[1] for i in test_data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3500\n"
     ]
    }
   ],
   "source": [
    "print(len(train_data))\n",
    "trainImages = np.array([i[0] for i in train_data]).reshape(-1, IMG_SIZE, IMG_SIZE, 1)\n",
    "trainLabels = np.array([i[1] for i in train_data])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "compile to ho gya \n",
      "Model: \"sequential_4\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "conv2d_16 (Conv2D)           (None, 298, 298, 32)      320       \n",
      "_________________________________________________________________\n",
      "max_pooling2d_16 (MaxPooling (None, 149, 149, 32)      0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_16 (Batc (None, 149, 149, 32)      128       \n",
      "_________________________________________________________________\n",
      "conv2d_17 (Conv2D)           (None, 147, 147, 64)      18496     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_17 (MaxPooling (None, 73, 73, 64)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_17 (Batc (None, 73, 73, 64)        256       \n",
      "_________________________________________________________________\n",
      "conv2d_18 (Conv2D)           (None, 71, 71, 64)        36928     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_18 (MaxPooling (None, 35, 35, 64)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_18 (Batc (None, 35, 35, 64)        256       \n",
      "_________________________________________________________________\n",
      "conv2d_19 (Conv2D)           (None, 33, 33, 96)        55392     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_19 (MaxPooling (None, 16, 16, 96)        0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_19 (Batc (None, 16, 16, 96)        384       \n",
      "_________________________________________________________________\n",
      "conv2d_20 (Conv2D)           (None, 14, 14, 32)        27680     \n",
      "_________________________________________________________________\n",
      "max_pooling2d_20 (MaxPooling (None, 7, 7, 32)          0         \n",
      "_________________________________________________________________\n",
      "batch_normalization_20 (Batc (None, 7, 7, 32)          128       \n",
      "_________________________________________________________________\n",
      "dropout_10 (Dropout)         (None, 7, 7, 32)          0         \n",
      "_________________________________________________________________\n",
      "flatten_4 (Flatten)          (None, 1568)              0         \n",
      "_________________________________________________________________\n",
      "dense_10 (Dense)             (None, 256)               401664    \n",
      "_________________________________________________________________\n",
      "dropout_11 (Dropout)         (None, 256)               0         \n",
      "_________________________________________________________________\n",
      "dense_11 (Dense)             (None, 128)               32896     \n",
      "_________________________________________________________________\n",
      "dropout_12 (Dropout)         (None, 128)               0         \n",
      "_________________________________________________________________\n",
      "dense_12 (Dense)             (None, 2)                 258       \n",
      "=================================================================\n",
      "Total params: 574,786\n",
      "Trainable params: 574,210\n",
      "Non-trainable params: 576\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras import regularizers\n",
    "from keras.layers import Conv2D, MaxPooling2D\n",
    "from keras.layers import Activation, Dropout, Flatten, Dense\n",
    "from keras.layers.normalization import BatchNormalization\n",
    "\n",
    "# IMG_SIZE=300\n",
    "model = Sequential()\n",
    "model.add(Conv2D(32, kernel_size = (3, 3), activation='sigmoid', input_shape=(IMG_SIZE, IMG_SIZE, 1),kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(64, kernel_size=(3,3), activation='sigmoid',kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(64, kernel_size=(3,3), activation='sigmoid',kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(96, kernel_size=(3,3), activation='sigmoid',kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(32, kernel_size=(3,3), activation='sigmoid',kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(MaxPooling2D(pool_size=(2,2)))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Dropout(0.2))\n",
    "model.add(Flatten())\n",
    "# model.add(Dense(512, activation='relu',kernel_regularizer=regularizers.l2(0.001)))\n",
    "# model.add(Dropout(0.3))\n",
    "model.add(Dense(256, activation='sigmoid',kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(Dropout(0.3))\n",
    "model.add(Dense(128, activation='sigmoid',kernel_regularizer=regularizers.l2(0.01)))\n",
    "model.add(Dropout(0.3))\n",
    "model.add(Dense(2, activation = 'sigmoid'))\n",
    "\n",
    "model.compile(loss='binary_crossentropy', optimizer='adam', metrics = ['accuracy'])\n",
    "print(\"compile to ho gya \")\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# from sklearn.model_selection import train_test_split\n",
    "# trainX, testX, trainY, testY = train_test_split(trainImages, trainLabels, test_size=0.125,random_state=1234)\n",
    "# testX="
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train on 3500 samples, validate on 500 samples\n",
      "Epoch 1/100\n",
      "3500/3500 [==============================] - 641s 183ms/step - loss: 2.1981 - accuracy: 0.7329 - val_loss: 1.5270 - val_accuracy: 0.5000\n",
      "Epoch 2/100\n",
      " 130/3500 [>.............................] - ETA: 11:26 - loss: 0.8145 - accuracy: 0.7462"
     ]
    }
   ],
   "source": [


    "history = model.fit(trainImages, trainLabels,\n",
    "                    batch_size=10,\n",
    "                    epochs=100,\n",
    "                    # We pass some validation for\n",
    "                    # monitoring validation loss and metrics\n",
    "                    # at the end of each epoch\n",
    "                    validation_data=(testImages,testLabels),verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save(\"model_augmented.h5\")"
   ]
  }
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