B19CSE081_B19CSE082_.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_fgrAxT6RlHD",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Mounting drive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "PJxfRD3tPfam",
    "outputId": "11535e45-f784-4ca1-c8f6-3a9f000f34e5",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mounted at /content/drive\n"
     ]
    }
   ],
   "source": [
    "from google.colab import drive\n",
    "drive.mount('/content/drive')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "kL2oNG1sP06E",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Importing libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:06.308116Z",
     "start_time": "2021-05-20T17:47:06.302113Z"
    },
    "id": "Fza1F6mlARpn",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import cv2\n",
    "import glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:09.676459Z",
     "start_time": "2021-05-20T17:47:09.670417Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "from jupyterthemes import jtplot\n",
    "jtplot.style(theme='monokai', context='notebook', ticks=True, grid=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "id": "Ydht9tUIP3jG",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Unzipping folders"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "hidden": true,
    "id": "k9UXDkwKAmjs",
    "outputId": "69696d4c-9916-49c2-a824-90d55a1b752e",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  /content/drive/MyDrive/face-mask-dataset.zip\n",
      "  inflating: Dataset/test.zip        \n",
      "  inflating: Dataset/train.zip       \n"
     ]
    }
   ],
   "source": [
    "!unzip /content/drive/MyDrive/face-mask-dataset.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "hidden": true,
    "id": "Xdj6W6HuA7Il",
    "outputId": "f22008c4-14d4-494e-d298-dd3106c4f6bd",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  /content/Dataset/train.zip\n",
      "   creating: train/\n",
      "   creating: train/with_mask/\n",
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      " extracting: train/without_mask/indian-ethnicity-cheerful-confident-studio-260nw-552325924.jpg  \n",
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      "  inflating: train/without_mask/short-hairstyles-for-indian-faces-406016-50-indian-hairstyle.jpg  \n",
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      "  inflating: train/without_mask/top-50-best-faces.jpg  \n",
      "  inflating: train/without_mask/want-to-see-more-indian-faces-in-us-government-raj-mukherji.jpg  \n"
     ]
    }
   ],
   "source": [
    "!unzip /content/Dataset/train.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "hidden": true,
    "id": "sU-AQX3RMRcq",
    "outputId": "babb4213-b1bd-4fef-fa61-380219c4f985",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Archive:  /content/Dataset/test.zip\n",
      "   creating: test/\n",
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      "  inflating: test/without_mask/99.jpg  \n"
     ]
    }
   ],
   "source": [
    "!unzip /content/Dataset/test.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "heading_collapsed": true,
    "id": "kK4-35uaRyda",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Defining required functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:14.278583Z",
     "start_time": "2021-05-20T17:47:14.271586Z"
    },
    "hidden": true,
    "id": "QQqiHxuWR2ak",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "def read_images(file_path):\n",
    "  x=[cv2.imread(file) for file in glob.glob(file_path+'/*.jpg')]\n",
    "  return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:15.410362Z",
     "start_time": "2021-05-20T17:47:15.400363Z"
    },
    "hidden": true,
    "id": "Rdpv7zP9SDNk",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "def convert_img_to_pix(images):\n",
    "  x=[]\n",
    "  for i in range(len(images)):\n",
    "    images[i]=cv2.resize(images[i],(64,64))\n",
    "    a=[]\n",
    "    for j in range(len(images[i])):\n",
    "      for k in range(len(images[i][j])):\n",
    "        for l in images[i][j][k]:\n",
    "          a.append(l)\n",
    "    x.append(a)\n",
    "  return x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UhFMRVBdT5VL",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Preprocessing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "DPgNDwRIT6hL",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "train_masked=read_images('/content/train/with_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:28.961812Z",
     "start_time": "2021-05-20T17:47:20.587808Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "train_masked=read_images('face-mask-dataset/Dataset/train/train/with_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:41.106817Z",
     "start_time": "2021-05-20T17:47:30.517807Z"
    },
    "id": "eJLSNkl_UO4P",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "train_masked=convert_img_to_pix(train_masked)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "id": "PfNq3faMUb9I",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "train_unmasked=read_images('/content/train/without_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:47:56.726541Z",
     "start_time": "2021-05-20T17:47:43.246544Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "train_unmasked=read_images('face-mask-dataset/Dataset/train/train/without_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:10.855230Z",
     "start_time": "2021-05-20T17:47:58.333002Z"
    },
    "id": "FOTGazKhUi1s",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "train_unmasked=convert_img_to_pix(train_unmasked)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "NixPYs9VUpfp",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "test_masked=read_images('/content/test/with_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:14.057468Z",
     "start_time": "2021-05-20T17:48:12.545470Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "test_masked=read_images('face-mask-dataset/Dataset/test/test/with_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:16.969626Z",
     "start_time": "2021-05-20T17:48:15.194626Z"
    },
    "id": "D4f2Q3ofUw0W",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "test_masked=convert_img_to_pix(test_masked)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "id": "eHTtJwaDU1QR",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "test_unmasked=read_images('/content/test/without_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:21.056754Z",
     "start_time": "2021-05-20T17:48:19.190933Z"
    },
    "slideshow": {
     "slide_type": "skip"
    }
   },
   "outputs": [],
   "source": [
    "test_unmasked=read_images('face-mask-dataset/Dataset/test/test/without_mask')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:23.941740Z",
     "start_time": "2021-05-20T17:48:22.151740Z"
    },
    "id": "v0S8fet3U3lL",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "test_unmasked=convert_img_to_pix(test_unmasked)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:26.114295Z",
     "start_time": "2021-05-20T17:48:25.182796Z"
    },
    "id": "T6sroW9YU9t8",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "train=[]\n",
    "for i in range(0,len(train_masked)):\n",
    "  train.append(train_masked[i])\n",
    "for i in range(0,len(train_unmasked)):\n",
    "  train.append(train_unmasked[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:27.254296Z",
     "start_time": "2021-05-20T17:48:27.247296Z"
    },
    "id": "c0H_Xaq6VJPj",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "train_y=[]\n",
    "for i in range(0,len(train_masked)):\n",
    "  train_y.append(1)\n",
    "for i in range(0,len(train_unmasked)):\n",
    "  train_y.append(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:28.786788Z",
     "start_time": "2021-05-20T17:48:28.779791Z"
    },
    "id": "DVeh3ulvVPMQ",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "test=[]\n",
    "for i in range(0,len(test_masked)):\n",
    "  test.append(test_masked[i])\n",
    "for i in range(0,len(test_unmasked)):\n",
    "  test.append(test_unmasked[i])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:30.375727Z",
     "start_time": "2021-05-20T17:48:30.343726Z"
    },
    "id": "Bcc5l5PTVVME",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "test_y=[]\n",
    "for i in range(0,len(test_masked)):\n",
    "  test_y.append(1)\n",
    "for i in range(0,len(test_unmasked)):\n",
    "  test_y.append(0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:48:32.557727Z",
     "start_time": "2021-05-20T17:48:32.440724Z"
    },
    "id": "21hdOQ8BVZM8",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "x_train=train\n",
    "y_train=np.array(train_y)\n",
    "x_test=test\n",
    "y_test=np.array(test_y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "eWLPLPvPWCKa",
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Classifiers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:49:55.131509Z",
     "start_time": "2021-05-20T17:49:19.601514Z"
    },
    "id": "pKDR_UdbVcac",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.svm import SVC\n",
    "svc = SVC().fit(x_train, y_train)\n",
    "y_predict=svc.predict(x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:49:57.287741Z",
     "start_time": "2021-05-20T17:49:56.974791Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "EV816CTWZ25y",
    "outputId": "12b8d78e-c94b-48b7-9049-00de2092905e",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9123711340206185\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "print(accuracy_score(y_test,y_predict))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:50:23.057220Z",
     "start_time": "2021-05-20T17:50:01.426027Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "so2Pp3A3ZGeU",
    "outputId": "6ea12255-8c7d-4464-e4ef-637236c873d9",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9072164948453608"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.linear_model import LogisticRegression\n",
    "logir = LogisticRegression(max_iter=1500).fit(x_train, y_train)\n",
    "logir.score(x_test,y_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:50:32.065567Z",
     "start_time": "2021-05-20T17:50:27.223568Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "qwhRrscUaDfE",
    "outputId": "bd8dc689-a551-4416-8124-78111766b813",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.4948453608247423\n"
     ]
    }
   ],
   "source": [
    "from sklearn.naive_bayes import BernoulliNB\n",
    "bernoullinb = BernoulliNB()\n",
    "bernoullinb.fit(x_train,y_train)\n",
    "y_predi=bernoullinb.predict(x_test)\n",
    "from sklearn.metrics import accuracy_score\n",
    "print(accuracy_score(y_test,y_predi))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:52:45.337858Z",
     "start_time": "2021-05-20T17:50:34.243323Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Ca7Gm8lMaV9I",
    "outputId": "b1cb1556-58d8-4371-d8e4-069233e620c9",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.92366412, 0.92337165, 0.95019157, 0.92720307, 0.89655172])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "crossvalscores = cross_val_score(svc, x_train, y_train,cv=5, scoring=\"accuracy\")\n",
    "crossvalscores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:52:48.479894Z",
     "start_time": "2021-05-20T17:52:48.458860Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "PFwW3LD2aV5v",
    "outputId": "bfcb5c6d-5438-4f55-f8a7-a50349e09d12",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9241964259600479"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crossvalscores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:53:08.395813Z",
     "start_time": "2021-05-20T17:52:51.292811Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "bGq8mQP_a0Gl",
    "outputId": "d3b17b32-fdf6-4732-8356-bc2c6a9e52e8",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.52671756, 0.53639847, 0.52490421, 0.46360153, 0.52873563])"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "cv_scores = cross_val_score(bernoullinb, x_train, y_train,cv=5, scoring=\"accuracy\")\n",
    "cv_scores"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:53:10.724815Z",
     "start_time": "2021-05-20T17:53:10.718810Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "eBmUNqi8a3WB",
    "outputId": "a4e68415-cfa4-4ecb-c697-742782a07b48",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.5160714807990406"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cv_scores.mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:54:38.861752Z",
     "start_time": "2021-05-20T17:53:12.954813Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "fbRZD2F7aVeo",
    "outputId": "36a7d0a8-baed-4406-a859-5652ab3d84ab",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.95801527, 0.90421456, 0.96551724, 0.98084291, 0.91570881])"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.model_selection import cross_val_score\n",
    "crossvalscores2 = cross_val_score(logir, x_train, y_train,cv=5, scoring=\"accuracy\")\n",
    "crossvalscores2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T17:54:40.676752Z",
     "start_time": "2021-05-20T17:54:40.668753Z"
    },
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "xuUu43UIa50n",
    "outputId": "d473364f-ad26-4fb8-d802-dae069ba22ed",
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9448597584159574"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crossvalscores2.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "## Testing with a real image"
   ]
  },
  {
   "attachments": {
    "0_0_0.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![0_0_0.jpg](attachment:0_0_0.jpg)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![0_0_1.jpg](attachment:0_0_1.jpg)"
   ]
  },
  {
   "attachments": {
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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![0_0_27.jpg](attachment:0_0_27.jpg)"
   ]
  },
  {
   "attachments": {
    "1_0_aidai_0159.jpg": {
     "image/jpeg": 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FzbqOTg8Vq6J8HtP0C4S90TTym1sGEJjB/Ks2+VXQ6GXUYa2PkT4a/sp32ieIdR+GXjHSGeNwTaysuAARx29q8e+OnwOl8C6tcaSdK2IjlQ5XqMnmv1C1f4bpcfZ9bMeJ1I3k9T9a8e/bF+DFprng06zaad+9A/eOAM9/apjUlc3lgaVSDikfkd8S/A17pd8k9tCAOu5R9aK9e+J3h2GG5ktL4iPy2IVmoq/aS7HxuMwDjXdmfNel30uh6nBeREHy3ydtfqX/AME8fixp/iHwfZ2rSrvSLaQTznA96/MHw5osOsF47m8jgcg7Q5xzXrn7LXxy1z4DeM4rPV78taOwCShjtGTjHX2rU5corSo1feP3y+Fc9vc6dbHA+6Dg16/oPgzS9UsyZYE3S9SVzjjtXxb+yn+0fovi7w/aS29/G7FVJLP7D3r7I+HfjyxlEUaXkZTjgc9hRufde9KmpoqeJP2TPDni6I+VZwlxk7jFkk1wV7+wxq2mys2heXHzzmEHv7jpX1F4f1zS7gBluUUD0yOfzrqrF9PlRTuViwzx/wDXqoJt2MkmndxPi+4/Yp8Y6i2brUkj3cEJGBge3FdF4T/Y30fw5Kktzard3AGTLNlsfh0r60CqgLQ2yt9VBqlJFFCTLPDt3HoAKtxaMpOTlojxVvBkHhHT/PMSZxsACAAD2xXKarFGNxMasC+Qw616L8bdf0nTtOZhK2QeFJH+FeHP4uu9UmZLWNgFf+I1zybbOmmpW1Pdfg3rtrGw0+4iTy2XowrN+OHw50/U1k1C1tFUOdxCjvWF8O72SJYZpnCnPODXsOpaPDqvhT7UZUbCA4PJpGyXNofKp06HRL3E6gKrfxV6H4EPhm/j3SrETjuM46VmfFbwzaok0wZIlQ/edsZNcPoniB9DuoooJztcZO18iqT11KVNnvEfhPwnfR5KREkckrzWBrPwk8K3btPF5EJAx8igE1heGfH9yY1zKrEjuKval40lZCzvGOOoBz/OneL2NYRcWcR468G6fo1s+5wUPG7HNeB/Hu/tovBN5pqYfKERlh/OvZviJ46u7lXtlAYAkDivmT9ovxBeDR5rYSKC4J9x16UmrbGqmoJto/OL9ovXdKtPFk/h+4hBl8wnn1yaK86/abvdVl+KEsyMXMc2cg8k7j1orSOx8LjMX/tD0KXjX4TQ+CvF8uo3OmC5tI5Mkr0UZ6cf55r0MfBr4UeLvh/Jr8PiC1hlEe6NGlAZGABxXV+MNNjvCDNEklrctiYKOV9zmvD/AIqfCfWdLW4u/CWpTyWm4ny434z9B+FRGMr6k4nCzpv3InpP7KP7XGr/AAb8Wv4bvdXaazjfZG5OfQf0r9R/2f8A9re08T6PaXkN5yygnaenAr8INCW4s9YWC+B378lgcYPpzX1f+zl8ZvF3gi5iiublvsbYAAY+g960sj0cBmsvaKjNH7jeBfjiNQiQLfHawzkGvUfD/wAX3EaHz8hUGMmvzY+Cnx5l1Kyhe3viFCDgtzn86+gfBvxWluPKLXzbWT5ue9YyqSpu6Ppk41LWPszTvjJLIgCsME89f8aXWPiVJdAMsvRO9fOGlfEV/lVbpsdua6LTvF15euFaQnI4OaSxEqjs9CnSpSd0jQ+M2qXmsafJPGCxRSdi9WPPArwQfGrwlZRzabr2pixvYz/qpDtI+ua+hNNSG4uVa7kUkngSDOK8j/aV/Yi8EfHEy6jbXTWN+2cy252g/p71tamo3MXywex51P8At/eCfAmonRZ9Wgl2kFNs2SR09fY12+i/8FNdAl0r7FBcSFXxjDdvzr501T/gjwLV2urPxHczTgkiSRufwyK47xN/wTc/aL0icQ+F9UneJCcFFzx07Vm3FrQ1pwc3orHq3x+/4KF6xcrc2+gQveK3MUacnPvzWl+yN8Q/i38ZdV+2+JPDctpawp8jyAjP5n3qD9m79gvTPBNgviP44awjTxjJhuSAzdDwMdM5r6G0f4h/Av4d6Wltpk1vCEUZRcAj6/lUmkqNRLQ6a10KTSIgsmRxkHHas7XLwWYCySsc8jisXV/2nPhxqEDPa+K7RMcKpkHB9OtQ2nxR0vxFbKFCvn7rjncPahaHPzVOblZzvjPW0ljkMSjIJGQCK+Z/jvPPNDLLLOejBSTwMV9PeLbWzmspbhwUypIyK+Nv2wfHmn+HPCt5DDMPMJOG7gnIwKe5nXq+xXLJ7nxV4s8Ap4u8cX19JF5m24YOT049Pzor0fwrpIh0Fbt4t0t6nmqzDk54/pRXRFKx89VwMKs+Y6DVfBGm3sL3WmyCRWXDMn3T3wPzrhtV8OyWMhtlgDxtwy7elc/4e+NPiXwfKLe5jkvNNTn7RA2QB6n8q9F0bxd4I+JNj5uha5H56puZWIGfakejRr4adOzep4l8U/gFp/iHT3vfDiJHdIdxERwfWsP4YeJLjw9cN4c8XWhikiYCJnyNw4H9K9vu4W0q9aW902W3Rvuy/wAL+9Zeo+C/DfiqZZtR01A68xzKOSPrTSucVfBQb9pS3PUfgp4ibTkS7s7lvKZRtUvkdBX058PvGMl3bQlZznaDwa+IfCkHiLwJcrFYg3Fnn+MElfbtXuPwx+Ldhp9zF590c7RuRu1c9SDuephatSMeWR9h+GvEE13tTz2BUZ616J4Z8R3LwqIzyvUmvDfhl470DW4U/wBKCuR1z9K9S0i/tNipa3TZK/w96z9n3Or2jUbI6rVfi/Z+HLZri8vPLEXJd+ma8/8AFn/BRL4VeD43ku/ElvLcIv8AqluAOee26neIvh1p3j2Y6brbOYmHzKHKkjmvHviB+zP8BPAOqi+vfh5bXmW3ubsiTPPqRx06UNJLQ2wkVVl7wzxj/wAFYrm+ka20G6KI/wAqnOeM9sE1z15+3x8WbuyZ/D9/qUkjj5VgRmyPwr1z4QT/ALHyXa2+q/CrQ40jQfuljQ5b1+v+Fe+aH8UP2S/D2hM+gfC/SoJY1+UusQA468itI8qV2dvLyuykfAutfGH9rb4vReboXg3XriboDLwoPsDjjmqekfsg/tyfEC4+2+MPEsWgW0vJS4kO8j14J+n4V9uaj+3Z8NPCLGaws9EPlsQIorNCwHp3zXmvxD/bV1v4lytZ+DNBlYyNhY7ezAX9BTbi1oVCTi73PM/hx+wfpOma9byeN/Hdzq8qY85bdyqj/wCvX0WvgzQvAujpaeH4tkUKDbvYk+nP5VzHw28O+Pni/t/xDbSQNMMhORjit3xTNc2+ksJpghPXIJ/HrWF5OaR51bExnW0PPvjL8Zk8J6XN592xVFOMHocV+a3x8+OV58Y/i1beDdNviYWu/wB/tz/ePvX0R+3D8Q9ak0LVbTwjC84hjPnTqD8vXpXxV+ylpk2t/EmXxNrLZMBcyhznn1r0ZUoxinY+czHGKriFC59MLp66XDaWGzIt4QU9x0/pRTvDd7BdXU91PNu3tshWU8AZ/wDr0Vnex1UEnTR8X3GseLfhrqX2a5jleEth7GTO11zjAP4V0WneIfDesotxoWvHw/fZz5Mpyh9uMfzrWvtb8G/FqxGmeIpVs7hP9XI5AGfUGuH8QfCvxHbTkaaY7q3T7soYHI/xqG3c+TxFOdOSnF/I9V0f49+NvDlqum+NPDr6tYA4W4iO5SPXg8fSui0f4jeD9ZZbjR9bW2LHP2eY/Kp/u9K+Yn1rWvDl4IIbue2KPho5HYqffBNdRpvxiv0jWG/8P2VwqnG4gKT+VNTcdTrw2cfV0rn03F8TLOOJY9Q02QxA4M9qwYH3roNH8VfDnXI1jsNbjSYnH3djA++a+X7f46R2ERd/Cz7QPuxS5XH51e0342+A7+MTXGj3FrKW5beP8KTqJ7nq0s5oTd2z7K8N6l4v0NFfQtdV1AyoEoOR+FetfDr9oTxRpGyPXomO3q4evhHwp8YPDcsflWXjc2jE8JJL9Oa7Twz8XtQSVo9P+JOnyEDhLqQ4+u7pUtxkrHdRx1OctEfolo/7QmkarGkj6gVfpitObVdA8dxGyu543SQ8q2Dk/WvhXwt8TfHmpSpDHrOj3f8A1xnPA9O1ehaNrHxRlVJtP0y3PPHlXjDP61nJKKve561KbcbxVj6Bv/2IPD/jO/8AO0fVWsHkOd8EhFdz4A/4Ja+FdVlX/hMfiZfXEQPKGYgY9OBXz1o/xE+PGhRpcQaXeoAf+WM7OM/X+ldZpP7S/wC0xYpusdI1KXj7uTj+dTGSloXabPszwd/wTs/ZR8IxRyX1tBeuqAZmJJ/Wuwtvg98EfA9v5HhzQ7C3XqpSEfn9eK+AdS/a+/avsyss3ga/Kjjdknj6bq57xD+3z8Z4f3Wu6HqtsE6uLZuP1q+RdxbL3nZH3b468SeEtHP2eKVAF9sDFfI37Xn7T0PhbQbqx8MzoZpFdQ287UOOpAGf1rx3Xf29r7Vz9nvZLmbH342jZW/U15z4y+OnwK8Zyt/wkFjqi3L/AH1QOgx6Yzz35ojCKle5zVKeHjFuL1PLPGv7UJk+EOueHfEsBlv793RbqBHz24GQa4/9mTS7K00W8voYJGkdc72OMnjg5Ar0nxT8Rf2OdOVLfVrLVc7SfIQMQT61c8P/ABQ/ZssvCrXOieDr6SM9pXILV0qc5OzZ8nOMJYjmvdlCfxRYaHC81/L5UvlkxxA5/HiisXxn+0l8GYHSy0b4XqjlsfvpSSTjr1oreMItbHo08QoRsfMerf6uP/fFd/4W/wCPKD/dFFFcb+I8fE7o5L4yf65f90fzNcInRfrRRUT+E8HEfEbtr/yDG/z2rMk/49D9aKKyM8P/ABip3/Cui8B9B/18/wBFoooPrMu3R91fst/8eNt/1zH8hX2J8Mf9RD/n0ooqJ/CfaYf+Ceon/j2WoL/7g/3BRRUQ+Is5nUfvD/ermPHf/IEn/GiitiKnwHyj8X/+Phv90fzNeaXv/HxH9P60UVUPiODEfwWeNfHH/kIj/Pc1o+Dv+RB/CiiuiHxHyNP/AHlnB69/yNEf+/RRRXZHY6Xuf//Z"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![1_0_aidai_0159.jpg](attachment:1_0_aidai_0159.jpg)"
   ]
  },
  {
   "attachments": {
    "1_0_anhu_0079.jpg": {
     "image/jpeg": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {
    "slideshow": {
     "slide_type": "slide"
    }
   },
   "source": [
    "![1_0_anhu_0079.jpg](attachment:1_0_anhu_0079.jpg)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T18:03:16.974838Z",
     "start_time": "2021-05-20T18:03:16.803837Z"
    },
    "slideshow": {
     "slide_type": "subslide"
    }
   },
   "outputs": [],
   "source": [
    "real_x_test=read_images('Minor_project_testing')\n",
    "real_x_test=convert_img_to_pix(real_x_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-05-20T18:03:17.959770Z",
     "start_time": "2021-05-20T18:03:17.864802Z"
    },
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     },
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