SIPaKMed_Classification_Image.ipynb

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     "end_time": "2024-09-27T04:29:06.494425Z",
     "start_time": "2024-09-27T04:28:06.571638Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: torch in /home/iamsanko/anaconda3/lib/python3.11/site-packages (2.4.1)\r\n",
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      "Collecting opencv-python\r\n",
      "  Obtaining dependency information for opencv-python from https://files.pythonhosted.org/packages/3f/a4/d2537f47fd7fcfba966bd806e3ec18e7ee1681056d4b0a9c8d983983e4d5/opencv_python-4.10.0.84-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata\r\n",
      "  Downloading opencv_python-4.10.0.84-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl.metadata (20 kB)\r\n",
      "Requirement already satisfied: filelock in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from torch) (3.9.0)\r\n",
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      "Requirement already satisfied: nvidia-cusolver-cu12==11.4.5.107 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from torch) (11.4.5.107)\r\n",
      "Requirement already satisfied: nvidia-cusparse-cu12==12.1.0.106 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from torch) (12.1.0.106)\r\n",
      "Requirement already satisfied: nvidia-nccl-cu12==2.20.5 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from torch) (2.20.5)\r\n",
      "Requirement already satisfied: nvidia-nvtx-cu12==12.1.105 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from torch) (12.1.105)\r\n",
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      "Requirement already satisfied: nvidia-nvjitlink-cu12 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from nvidia-cusolver-cu12==11.4.5.107->torch) (12.6.68)\r\n",
      "Requirement already satisfied: pillow!=8.3.*,>=5.3.0 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from torchvision) (9.4.0)\r\n",
      "Requirement already satisfied: python-dateutil>=2.8.2 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from pandas) (2.8.2)\r\n",
      "Requirement already satisfied: pytz>=2020.1 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from pandas) (2023.3.post1)\r\n",
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      "Requirement already satisfied: six>=1.5 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas) (1.16.0)\r\n",
      "Requirement already satisfied: MarkupSafe>=2.0 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from jinja2->torch) (2.1.1)\r\n",
      "Requirement already satisfied: mpmath>=0.19 in /home/iamsanko/anaconda3/lib/python3.11/site-packages (from sympy->torch) (1.3.0)\r\n",
      "Downloading opencv_python-4.10.0.84-cp37-abi3-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (62.5 MB)\r\n",
      "\u001b[2K   \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m62.5/62.5 MB\u001b[0m \u001b[31m1.0 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m00:01\u001b[0m00:01\u001b[0m0m\r\n",
      "\u001b[?25hInstalling collected packages: opencv-python\r\n",
      "Successfully installed opencv-python-4.10.0.84\r\n"
     ]
    }
   ],
   "source": [
    "!pip install torch torchvision efficientnet-pytorch numpy pandas opencv-python"
   ]
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   "id": "9c96178f2fc24ef7",
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     "end_time": "2024-09-27T04:29:13.111495Z",
     "start_time": "2024-09-27T04:29:13.069344Z"
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    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "/home/iamsanko/Downloads/Test 1/im_Parabasal/006_nuc04.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc05.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005_nuc05.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_cyt02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc07.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc12.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005_nuc03.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_cyt08.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_cyt12.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc06.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/002.bmp\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_cyt07.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt08.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005_nuc04.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_cyt03.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc03.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc12.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_cyt03.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005_nuc02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt09.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/006_cyt08.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004.bmp\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc06.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/006_cyt05.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc13.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc10.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_cyt01.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_nuc10.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_cyt09.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc13.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt12.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt05.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005_cyt02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/006_cyt04.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005.bmp\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/006_nuc06.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/002_cyt02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc02.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/002_nuc01.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_nuc06.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc11.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/005_nuc01.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt11.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_nuc03.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_nuc07.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_cyt08.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/004_cyt01.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_nuc09.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_cyt10.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/003_cyt05.dat\n",
      "/home/iamsanko/Downloads/Test 1/im_Parabasal/001_cyt12.dat\n",
      "/home/iamsanko/Downloads/Test 1/.idea/modules.xml\n",
      "/home/iamsanko/Downloads/Test 1/.idea/workspace.xml\n",
      "/home/iamsanko/Downloads/Test 1/.idea/Test 1.iml\n",
      "/home/iamsanko/Downloads/Test 1/.idea/Downloads.iml\n"
     ]
    }
   ],
   "source": [
    "import \n",
    "local_dir = '/home/iamsanko/Downloads/Test 1'  \n",
    "for dirname, _, filenames in os.walk(local_dir):\n",
    "    for filename in filenames:\n",
    "        print(os.path.join(dirname, filename))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "4aa6a8621cb65e58",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T04:29:21.895481Z",
     "start_time": "2024-09-27T04:29:15.494848Z"
    }
   },
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import cv2\n",
    "\n",
    "from sklearn.preprocessing import LabelEncoder\n",
    "from keras.applications.resnet import ResNet50\n",
    "from keras.applications.densenet import DenseNet121\n",
    "from keras.applications.efficientnet import EfficientNetB5\n",
    "from keras.applications import imagenet_utils\n",
    "import numpy as np\n",
    "import pickle\n",
    "import os\n",
    "import matplotlib.pyplot as plt\n",
    "from PIL import Image\n",
    "import warnings\n",
    "warnings.filterwarnings(\"ignore\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "66bcb5ed8fb8bbb4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T04:39:20.477791Z",
     "start_time": "2024-09-27T04:38:57.584836Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(831, 64, 64, 3)\n",
      "(831,)\n",
      "[4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4\n",
      " 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4 4]\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import os\n",
    "import numpy as np\n",
    "import cv2\n",
    "from PIL import Image\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "data = []\n",
    "labels = []\n",
    "\n",
    "height = 64\n",
    "width = 64\n",
    "channels = 3\n",
    "classes = 43\n",
    "\n",
    "path1 = \"/home/iamsanko/Downloads/Test 1/im_Dyskeratotic/CROPPED\"\n",
    "path2 = \"/home/iamsanko/Downloads/Test 1/im_Koilocytotic/CROPPED\"\n",
    "path3 = \"/home/iamsanko/Downloads/Test 1/im_Metaplastic/CROPPED\"\n",
    "path4 = \"/home/iamsanko/Downloads/Test 1/im_Parabasal/CROPPED\"\n",
    "path5 = \"/home/iamsanko/Downloads/Test 1/im_Superficial-Intermediate/CROPPED\"\n",
    "\n",
    "path = [path1, path2, path3, path4, path5]\n",
    "i = 0\n",
    "for p in path:\n",
    "    Class = os.listdir(p)\n",
    "    for a in Class:\n",
    "       if a.endswith(('.bmp', '.png', '.jpg', '.jpeg')): \n",
    "            labels.append(i)\n",
    "            try:\n",
    "                image = cv2.imread(os.path.join(p, a))\n",
    "                    image_from_array = Image.fromarray(image, 'RGB')\n",
    "                    size_image = image_from_array.resize((height, width))\n",
    "                    data.append(np.array(size_image))\n",
    "            except Exception as e:\n",
    "                print(f\"Error processing {a}: {e}\")\n",
    "    i += 1\n",
    "labels = np.array(labels)\n",
    "data = np.array(data)\n",
    "\n",
    "print(data.shape)  #  data shape\n",
    "print(labels.shape)  #  labels shape\n",
    "print(labels)\n",
    "s = np.arange(data.shape[0])\n",
    "np.random.seed(43)\n",
    "np.random.shuffle(s)\n",
    "data = data[s]\n",
    "labels = labels[s]\n",
    "def show_the_image(i):\n",
    "    plt.imshow(data[i])\n",
    "    plt.xlabel(labels[i])  \n",
    "if data.shape[0] > 0:\n",
    "    show_the_image(0)\n",
    "else:\n",
    "    print(\"No images found.\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "6ed42ce7e2f9eb51",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T04:59:02.314372Z",
     "start_time": "2024-09-27T04:55:43.977492Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/resnet/resnet50_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "\u001b[1m94765736/94765736\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m53s\u001b[0m 1us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/densenet/densenet121_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
      "\u001b[1m29084464/29084464\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m15s\u001b[0m 1us/step\n",
      "Downloading data from https://storage.googleapis.com/keras-applications/efficientnetb5_notop.h5\n",
      "\u001b[1m115263384/115263384\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m64s\u001b[0m 1us/step\n",
      "\u001b[1m26/26\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m32s\u001b[0m 229ms/step\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2024-09-27 10:28:48.164462: W external/local_tsl/tsl/framework/cpu_allocator_impl.cc:83] Allocation of 27230208 exceeds 10% of free system memory.\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m26/26\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 255ms/step\n",
      "\u001b[1m26/26\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 157ms/step\n",
      "(831, 2, 2, 2048)\n",
      "(831, 2, 2, 1024)\n",
      "(831, 2, 2, 1024)\n"
     ]
    }
   ],
   "source": [
    "# Loading ResNet50 wit imagenet weights, include_top means that we loading model without last fully connected layers\n",
    "model_resnet       = ResNet50(weights = 'imagenet', include_top = False)\n",
    "model_densenet     = DenseNet121(weights = 'imagenet', include_top = False)\n",
    "model_efficientnet = EfficientNetB5(weights = 'imagenet', include_top = False)\n",
    "\n",
    "features_resnet       = model_resnet.predict(data, batch_size=32)\n",
    "features_densenet     = model_densenet.predict(data, batch_size=32)\n",
    "features_efficientnet = model_densenet.predict(data, batch_size=32)\n",
    "\n",
    "print(features_resnet.shape)\n",
    "print(features_densenet.shape)\n",
    "print(features_efficientnet.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "69aa77b7baa8fba6",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:05:40.991441Z",
     "start_time": "2024-09-27T05:05:40.790252Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(831, 16385)\n"
     ]
    }
   ],
   "source": [
    "extracted_features = []\n",
    "\n",
    "for f_r, f_d, f_e, label in zip(features_resnet, features_densenet, features_efficientnet, labels):\n",
    "    f_r = f_r.reshape(f_r.shape[0] * f_r.shape[1] * f_r.shape[2])\n",
    "    f_d = f_d.reshape(f_d.shape[0] * f_d.shape[1] * f_d.shape[2])\n",
    "    f_e = f_e.reshape(f_e.shape[0] * f_e.shape[1] * f_e.shape[2])\n",
    "\n",
    "    f_r = np.append(f_r, f_d)\n",
    "    f_r = np.append(f_r, f_e)\n",
    "    f_r = np.append(f_r, label)\n",
    "    extracted_features.append(f_r)\n",
    "\n",
    "extracted_features = np.array(extracted_features)\n",
    "\n",
    "print(extracted_features.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "e43831974d346593",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:07:42.965172Z",
     "start_time": "2024-09-27T05:07:36.227498Z"
    }
   },
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "from sklearn.preprocessing import MinMaxScaler\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "49f78cd01c921ebc",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:08:55.122964Z",
     "start_time": "2024-09-27T05:08:53.242244Z"
    }
   },
   "outputs": [],
   "source": [
    "# # Normalization :-\n",
    "\n",
    "X = extracted_features[:, 0:-1]\n",
    "y = extracted_features[:, -1]\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaled_X = scaler.fit_transform(X)# # Normalization :-\n",
    "\n",
    "X = extracted_features[:, 0:-1]\n",
    "y = extracted_features[:, -1]\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaled_X = scaler.fit_transform(X)# # Normalization :-\n",
    "\n",
    "X = extracted_features[:, 0:-1]\n",
    "y = extracted_features[:, -1]\n",
    "\n",
    "scaler = MinMaxScaler()\n",
    "scaled_X = scaler.fit_transform(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "c84622eb0e1c9f50",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:09:36.433210Z",
     "start_time": "2024-09-27T05:09:09.208485Z"
    }
   },
   "outputs": [],
   "source": [
    "pca = PCA(n_components = 0.95)\n",
    "pca.fit(scaled_X)\n",
    "principal_X = pca.transform(scaled_X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "bddd69993532f858",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:10:16.744218Z",
     "start_time": "2024-09-27T05:10:16.667827Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "496\n",
      "[0.16708988 0.0733747  0.06205546 0.03384452 0.02297966 0.01912718\n",
      " 0.01661547 0.01523286 0.01316831 0.01195522 0.01048734 0.01037424\n",
      " 0.00943356 0.00865756 0.00805963 0.00797073 0.00737257 0.00730145\n",
      " 0.00676089 0.00668145 0.00611005 0.00591276 0.00570464 0.00534444\n",
      " 0.00495751 0.00489431 0.00477388 0.00462016 0.00448343 0.00433937\n",
      " 0.00428032 0.00412297 0.00399179 0.00383152 0.003726   0.00359575\n",
      " 0.00347792 0.00330498 0.00326343 0.00324573 0.00316396 0.00302514\n",
      " 0.00299717 0.00289697 0.0028566  0.00282934 0.0028171  0.00267929\n",
      " 0.00261898 0.00260191 0.00253496 0.00247928 0.00245088 0.00242865\n",
      " 0.00239247 0.00234228 0.00230333 0.00227014 0.00221636 0.00218003\n",
      " 0.00217008 0.00215305 0.00207865 0.00205365 0.00204132 0.00202395\n",
      " 0.00200088 0.00195572 0.00192903 0.00191762 0.00188918 0.00185621\n",
      " 0.001846   0.00183584 0.00182604 0.00178609 0.00175447 0.00173321\n",
      " 0.00172566 0.00167865 0.00166991 0.0016612  0.00163179 0.00161615\n",
      " 0.00159009 0.00157567 0.00156692 0.00154356 0.00152907 0.00152221\n",
      " 0.00151093 0.00150245 0.00147476 0.00144613 0.00143158 0.00141823\n",
      " 0.00140504 0.0013909  0.00138583 0.00138147 0.00135313 0.00134973\n",
      " 0.00133632 0.00132698 0.00130964 0.0012907  0.00128462 0.00126414\n",
      " 0.00125645 0.00125175 0.0012402  0.00123351 0.00123021 0.00120715\n",
      " 0.00120461 0.00120137 0.0011937  0.00117918 0.00115792 0.00115189\n",
      " 0.00113784 0.00113545 0.00112475 0.00111663 0.00110858 0.00109853\n",
      " 0.00109476 0.00109213 0.00108884 0.00107169 0.00106444 0.00106025\n",
      " 0.00105066 0.00104622 0.00104165 0.00102851 0.00102443 0.00102001\n",
      " 0.00101395 0.00100375 0.00099633 0.00098427 0.00098161 0.00097239\n",
      " 0.00096917 0.00096267 0.00095858 0.00094787 0.00094428 0.00093987\n",
      " 0.00093357 0.0009316  0.00092895 0.00091508 0.00090739 0.00090213\n",
      " 0.00089856 0.00089321 0.00088884 0.00088435 0.00088104 0.00087065\n",
      " 0.00086671 0.00086185 0.00085763 0.000855   0.00085432 0.00083665\n",
      " 0.0008302  0.00082907 0.00082821 0.00082198 0.0008175  0.00081095\n",
      " 0.0008102  0.00080516 0.00079922 0.00079547 0.00079176 0.00079081\n",
      " 0.00078733 0.00078294 0.00077623 0.00077158 0.00076829 0.00076204\n",
      " 0.00075669 0.00075429 0.00074674 0.00074233 0.00074021 0.00073671\n",
      " 0.00073433 0.00072746 0.00072448 0.00072158 0.00072015 0.00071736\n",
      " 0.00071656 0.00070759 0.0007058  0.00069873 0.00069767 0.00069475\n",
      " 0.00069133 0.00068843 0.00068614 0.00068309 0.00068062 0.00067677\n",
      " 0.00067314 0.00066893 0.00066587 0.00066529 0.00066335 0.00066148\n",
      " 0.00065598 0.00065392 0.0006514  0.00064759 0.00064625 0.00063937\n",
      " 0.00063842 0.00063492 0.00063368 0.00063006 0.0006279  0.0006254\n",
      " 0.00062298 0.00062137 0.00061931 0.00061717 0.0006137  0.00061295\n",
      " 0.00061062 0.00060576 0.00060291 0.00060103 0.00059724 0.0005962\n",
      " 0.00059334 0.00058962 0.00058744 0.000584   0.00058304 0.00058019\n",
      " 0.00057718 0.00057597 0.00057325 0.00057039 0.00056832 0.00056732\n",
      " 0.00056397 0.00056254 0.00056107 0.00055852 0.00055569 0.00055294\n",
      " 0.00055099 0.00054947 0.00054659 0.00054296 0.00054194 0.00054056\n",
      " 0.00053883 0.00053721 0.00053512 0.00053275 0.00052972 0.00052705\n",
      " 0.0005266  0.00052473 0.00052469 0.00052022 0.00051859 0.00051691\n",
      " 0.00051559 0.00051409 0.00050987 0.00050902 0.00050809 0.00050554\n",
      " 0.00050347 0.00050317 0.00049875 0.00049748 0.00049623 0.00049375\n",
      " 0.00049288 0.00049209 0.00048911 0.00048882 0.00048712 0.0004845\n",
      " 0.00048325 0.00048305 0.00048046 0.00048003 0.00047344 0.00047269\n",
      " 0.00047223 0.00047081 0.00046908 0.00046782 0.00046566 0.00046313\n",
      " 0.00046202 0.00046069 0.00045943 0.00045616 0.00045522 0.00045258\n",
      " 0.00045164 0.00045053 0.00044911 0.00044527 0.00044464 0.0004435\n",
      " 0.00044276 0.00044231 0.00043975 0.00043913 0.00043697 0.00043508\n",
      " 0.0004348  0.00043175 0.00043057 0.00042867 0.00042689 0.00042513\n",
      " 0.00042429 0.00042341 0.00042191 0.00041928 0.00041884 0.00041815\n",
      " 0.00041783 0.00041519 0.00041402 0.00041363 0.00041115 0.00041073\n",
      " 0.00040919 0.00040907 0.00040822 0.00040661 0.00040436 0.000402\n",
      " 0.00040142 0.00040093 0.00039935 0.00039807 0.00039737 0.00039515\n",
      " 0.00039412 0.00039268 0.00039154 0.00039096 0.00038826 0.00038771\n",
      " 0.00038596 0.00038499 0.00038436 0.00038287 0.00038161 0.00038141\n",
      " 0.00037998 0.00037785 0.00037733 0.00037619 0.000374   0.00037253\n",
      " 0.00037192 0.00037089 0.00036952 0.00036869 0.00036851 0.00036771\n",
      " 0.00036495 0.00036454 0.00036127 0.00036077 0.00035874 0.00035831\n",
      " 0.00035742 0.00035627 0.00035528 0.0003548  0.00035417 0.00035229\n",
      " 0.00035207 0.00035002 0.00034914 0.00034797 0.00034779 0.00034612\n",
      " 0.00034544 0.00034391 0.00034373 0.00034277 0.00034061 0.00033994\n",
      " 0.00033886 0.00033706 0.00033687 0.00033511 0.00033473 0.00033291\n",
      " 0.00033244 0.00033167 0.0003314  0.00033011 0.00032937 0.0003282\n",
      " 0.0003279  0.00032644 0.00032542 0.00032445 0.00032404 0.0003229\n",
      " 0.00032251 0.00032147 0.00031983 0.0003182  0.00031751 0.00031692\n",
      " 0.00031589 0.00031489 0.0003144  0.0003139  0.00031253 0.00031206\n",
      " 0.00031058 0.00030957 0.00030945 0.00030903 0.00030733 0.0003058\n",
      " 0.00030492 0.00030364 0.00030287 0.00030248 0.00030196 0.00029995\n",
      " 0.00029916 0.00029896 0.00029831 0.000297   0.00029633 0.00029567\n",
      " 0.00029433 0.00029411 0.00029254 0.00029118 0.00029087 0.00029019\n",
      " 0.00028947 0.00028755 0.00028717 0.00028608 0.000285   0.00028428\n",
      " 0.00028343 0.00028291 0.00028226 0.0002815  0.00028056 0.00028014\n",
      " 0.00027892 0.00027757 0.00027745 0.00027681 0.00027618 0.00027519\n",
      " 0.00027439 0.00027328 0.0002729  0.00027229 0.00027193 0.00027056\n",
      " 0.00026981 0.00026922 0.00026813 0.00026724 0.00026672 0.00026516\n",
      " 0.00026473 0.00026396 0.00026298 0.00026198 0.00026144 0.00026104\n",
      " 0.00026077 0.00026003 0.00025899 0.00025843]\n"
     ]
    }
   ],
   "source": [
    " print(len(pca.components_))\n",
    "print(pca.explained_variance_ratio_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "1eb0adab888edbdb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:10:37.876128Z",
     "start_time": "2024-09-27T05:10:36.672960Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(664, 496)\n",
      "(167, 496)\n",
      "(664,)\n",
      "(167,)\n"
     ]
    }
   ],
   "source": [
    "X_train, X_test, y_train, y_test = train_test_split(principal_X, y, test_size = 0.2, random_state = 1)\n",
    "\n",
    "print(X_train.shape)\n",
    "print(X_test.shape)\n",
    "print(y_train.shape)\n",
    "print(y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "8e290ebfc0fedb90",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:11:30.547222Z",
     "start_time": "2024-09-27T05:11:30.410621Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ flatten_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">496</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">127,232</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>)              │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,285</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m496\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │       \u001b[38;5;34m127,232\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m256\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m)              │         \u001b[38;5;34m1,285\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">128,517</span> (502.02 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m128,517\u001b[0m (502.02 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">128,517</span> (502.02 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m128,517\u001b[0m (502.02 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> (0.00 B)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from keras.models import Sequential\n",
    "from keras.layers import Conv2D, MaxPool2D, Dense, Flatten, Dropout\n",
    "\n",
    "model = Sequential()\n",
    "\n",
    "model.add(Flatten(input_shape=(X_train.shape[1], 1)))\n",
    "model.add(Dense(256, activation='relu'))\n",
    "model.add(Dropout(rate=0.5))\n",
    "model.add(Dense(5, activation='softmax'))\n",
    "\n",
    "model.compile(\n",
    "    loss='sparse_categorical_crossentropy',\n",
    "    optimizer='adam',\n",
    "    metrics=['accuracy']\n",
    ")\n",
    "\n",
    "model.summary()\n",
    "Model: \"sequential\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "44db0192817ebc3d",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:14:55.942059Z",
     "start_time": "2024-09-27T05:14:46.990214Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 8ms/step - accuracy: 0.4359 - loss: 1.4946 \n",
      "Epoch 2/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 2ms/step - accuracy: 0.9846 - loss: 0.1541 \n",
      "Epoch 3/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0421\n",
      "Epoch 4/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 4ms/step - accuracy: 1.0000 - loss: 0.0257\n",
      "Epoch 5/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0155\n",
      "Epoch 6/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0106\n",
      "Epoch 7/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0084\n",
      "Epoch 8/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0090\n",
      "Epoch 9/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0067\n",
      "Epoch 10/10\n",
      "\u001b[1m21/21\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 3ms/step - accuracy: 1.0000 - loss: 0.0052 \n",
      "\u001b[1m6/6\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 6ms/step \n"
     ]
    }
   ],
   "source": [
    "epochs = 10\n",
    "nn = model.fit(X_train, y_train, batch_size=32, epochs=epochs)\n",
    "pred = model.predict(X_test)\n",
    "y_nn = np.argmax(pred, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "69477980be5f5b78",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:20:41.923777Z",
     "start_time": "2024-09-27T05:20:41.919702Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy is:  94.661446926481\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "acc = accuracy_score(y_test, y_nn)\n",
    "print(\"Accuracy is: \", acc*100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "3a9fbaab172e4ff1",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2024-09-27T05:20:57.306073Z",
     "start_time": "2024-09-27T05:20:57.270556Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report: \n",
      "               precision    recall  f1-score   support\n",
      "\n",
      "         4.0       1.00      1.00      1.00       167\n",
      "\n",
      "    accuracy                           1.00       167\n",
      "   macro avg       1.00      1.00      1.00       167\n",
      "weighted avg       1.00      1.00      1.00       167\n",
      "\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix, classification_report\n",
    "print(\"Classification Report: \\n\", classification_report(y_test, y_nn))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "edbc65d7613947f6",
   "metadata": {},
   "source": []
  }
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