4. CNN Feature Selection.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Second tier CNN and feature extraction\n",
    "\n",
    "### This file has the results of the secod tier CNN and the extraction of CNN features. The steps performed are:\n",
    "\n",
    "1. This BSD is fed to a second-tier CNN and is trained for 150 epochs \n",
    "2. The CNN used has 4 convolutional layers having 32,64, 128 and 256 filters with filter size 3*3.  \n",
    "3. From this CNN, the 3rd dense layer is selected for feature selection. \n",
    "4. 64 features of importance are selected by the CNN which is stored. \n",
    "5. These features are a result of a fully connected layer with 64 units (features) with ReLu as the activation function. \n",
    "6. Binary cross entropy is the loss function.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import keras\n",
    "\n",
    "from keras import regularizers\n",
    "from keras import backend as K\n",
    "\n",
    "from keras.models import Sequential, Model\n",
    "\n",
    "from keras.layers import *\n",
    "from keras.optimizers import *\n",
    "\n",
    "from keras.callbacks import ModelCheckpoint\n",
    "from keras.initializers import Constant\n",
    "\n",
    "\n",
    "from keras.utils import np_utils\n",
    "from keras_preprocessing.image import ImageDataGenerator\n",
    "\n",
    "\n",
    "from keras.callbacks import Callback\n",
    "from sklearn.metrics import confusion_matrix, f1_score, precision_score, recall_score\n",
    "from keras.applications import MobileNetV2\n",
    "\n",
    "from sklearn.metrics import roc_curve\n",
    "from sklearn.metrics import auc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "\n",
    "\n",
    "from PIL import Image\n",
    "from sklearn.preprocessing import StandardScaler \n",
    "from sklearn.model_selection import train_test_split, KFold, cross_val_score, GridSearchCV\n",
    "from sklearn.metrics import accuracy_score\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "import tensorflow\n",
    "from tensorflow.keras.models import Sequential, Model\n",
    "from tensorflow.keras.layers import Dense, Dropout, Flatten, Conv2D, MaxPool2D\n",
    "from tensorflow.keras.optimizers import Adam, RMSprop\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.layers import BatchNormalization\n",
    "from tensorflow.keras import optimizers\n",
    "from keras.applications import MobileNetV2\n",
    "import imageio\n",
    "from keras.utils import to_categorical"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The malignant and benign data is loaded to np arrays. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "xs = []\n",
    "ys = []\n",
    "def Load_data_malignant():\n",
    "    path =\"final/malignant\"\n",
    "    x_out = []\n",
    "    y_out = []\n",
    "    for i in range(1, 314):\n",
    "        img = imageio.imread(path +'/' + '1' + ' (' + str(i) + ')' + '.jpg')\n",
    "        lab = 1 \n",
    "        x_out.append(img)\n",
    "        y_out.append(lab)\n",
    "    return x_out, y_out"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "def Load_data_benign():\n",
    "    path =\"final/benign\"\n",
    "    x_out = []\n",
    "    y_out = []\n",
    "    for i in range(1, 314):\n",
    "        img = imageio.imread(path +'/' + '1' + ' (' + str(i) + ')' + '.jpg')\n",
    "        lab = 0 \n",
    "        x_out.append(img)\n",
    "        y_out.append(lab)\n",
    "    return x_out, y_out"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The benign and malignant arrays are assigned to x and y arrays"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_0, y_0 = Load_data_benign()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_1, y_1 = Load_data_malignant()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The arrays are concatenated to form x and y arrays (features, outputs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_0 = np.array(x_0)\n",
    "y_0 = np.array(y_0)\n",
    "\n",
    "x_1 = np.array(x_1)\n",
    "y_1 = np.array(y_1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "num_classes = 2\n",
    "x=np.concatenate((x_0, x_1), axis=0)\n",
    "y=np.concatenate((y_0, y_1), axis=0)\n",
    "\n",
    "y = np_utils.to_categorical(y, num_classes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The data is split as train and test with 70:30 split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, x_Test, y_train, y_Test = train_test_split(x, y, test_size=0.3, random_state=5,stratify=y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(438, 224, 224, 3)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "x_train.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The CNN model is defined below"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential_1\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv2d_4 (Conv2D)           (None, 224, 224, 32)      896       \n",
      "                                                                 \n",
      " conv2d_5 (Conv2D)           (None, 224, 224, 64)      18496     \n",
      "                                                                 \n",
      " max_pooling2d_3 (MaxPooling  (None, 112, 112, 64)     0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " conv2d_6 (Conv2D)           (None, 112, 112, 128)     73856     \n",
      "                                                                 \n",
      " max_pooling2d_4 (MaxPooling  (None, 56, 56, 128)      0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " conv2d_7 (Conv2D)           (None, 56, 56, 256)       295168    \n",
      "                                                                 \n",
      " max_pooling2d_5 (MaxPooling  (None, 28, 28, 256)      0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " flatten_1 (Flatten)         (None, 200704)            0         \n",
      "                                                                 \n",
      " feature_dense1 (Dense)      (None, 256)               51380480  \n",
      "                                                                 \n",
      " feature_dense2 (Dense)      (None, 128)               32896     \n",
      "                                                                 \n",
      " feature_dense3 (Dense)      (None, 64)                8256      \n",
      "                                                                 \n",
      " dense_2 (Dense)             (None, 32)                2080      \n",
      "                                                                 \n",
      " dense_3 (Dense)             (None, 2)                 66        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 51,812,194\n",
      "Trainable params: 51,812,194\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = keras.models.Sequential([\n",
    "    keras.layers.Conv2D(filters=32, kernel_size=3, activation='relu', padding='same', input_shape=[224,224,3]),\n",
    "    keras.layers.Conv2D(filters=64, kernel_size=3, activation='relu', padding='same'),\n",
    "    keras.layers.MaxPool2D(2),\n",
    "    keras.layers.Conv2D(filters=128, kernel_size=3, activation='relu', padding='same'),\n",
    "    keras.layers.MaxPool2D(2),\n",
    "    keras.layers.Conv2D(filters=256, kernel_size=3, activation='relu', padding='same'),\n",
    "    keras.layers.MaxPool2D(2),\n",
    "    keras.layers.Flatten(),\n",
    "    keras.layers.Dense(256, activation='relu',name ='feature_dense1'),\n",
    "    keras.layers.Dense(128, activation='relu',name ='feature_dense2'),\n",
    "    keras.layers.Dense(64, activation='relu',name ='feature_dense3'),\n",
    "    keras.layers.Dense(32, activation='relu'),\n",
    "    keras.layers.Dense(2, activation='sigmoid')\n",
    "   ])\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Optimizer is chosen as Adamax, binary cross entropy is the loss function, with epochs as 150"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "optimizer = keras.optimizers.Adamax()\n",
    "model.compile(optimizer=optimizer, loss=keras.losses.BinaryCrossentropy(), metrics=['accuracy']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The model is fit to the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/150\n",
      "11/11 [==============================] - 76s 6s/step - loss: 32.7237 - accuracy: 0.5616 - val_loss: 0.6385 - val_accuracy: 0.6223\n",
      "Epoch 2/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 0.5803 - accuracy: 0.6804 - val_loss: 0.5836 - val_accuracy: 0.6436\n",
      "Epoch 3/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 0.5337 - accuracy: 0.7306 - val_loss: 0.5433 - val_accuracy: 0.7021\n",
      "Epoch 4/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 0.4727 - accuracy: 0.7603 - val_loss: 0.4960 - val_accuracy: 0.7287\n",
      "Epoch 5/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 0.4332 - accuracy: 0.8082 - val_loss: 0.4731 - val_accuracy: 0.7447\n",
      "Epoch 6/150\n",
      "11/11 [==============================] - 72s 7s/step - loss: 0.3682 - accuracy: 0.8219 - val_loss: 0.4782 - val_accuracy: 0.7606\n",
      "Epoch 7/150\n",
      "11/11 [==============================] - 71s 7s/step - loss: 0.3385 - accuracy: 0.8470 - val_loss: 0.4525 - val_accuracy: 0.7500\n",
      "Epoch 8/150\n",
      "11/11 [==============================] - 75s 7s/step - loss: 0.3143 - accuracy: 0.8607 - val_loss: 0.4706 - val_accuracy: 0.7340\n",
      "Epoch 9/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 0.2704 - accuracy: 0.8950 - val_loss: 0.4596 - val_accuracy: 0.7606\n",
      "Epoch 10/150\n",
      "11/11 [==============================] - 71s 6s/step - loss: 0.1968 - accuracy: 0.9155 - val_loss: 0.5227 - val_accuracy: 0.7074\n",
      "Epoch 11/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 0.1574 - accuracy: 0.9429 - val_loss: 0.4892 - val_accuracy: 0.7500\n",
      "Epoch 12/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 0.1161 - accuracy: 0.9703 - val_loss: 0.5147 - val_accuracy: 0.7713\n",
      "Epoch 13/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 0.1109 - accuracy: 0.9543 - val_loss: 0.5681 - val_accuracy: 0.7447\n",
      "Epoch 14/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 0.0593 - accuracy: 0.9886 - val_loss: 0.5651 - val_accuracy: 0.7819\n",
      "Epoch 15/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 0.0375 - accuracy: 0.9909 - val_loss: 0.7027 - val_accuracy: 0.7926\n",
      "Epoch 16/150\n",
      "11/11 [==============================] - 71s 7s/step - loss: 0.0271 - accuracy: 1.0000 - val_loss: 0.6949 - val_accuracy: 0.7394\n",
      "Epoch 17/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 0.0143 - accuracy: 1.0000 - val_loss: 0.7357 - val_accuracy: 0.7766\n",
      "Epoch 18/150\n",
      "11/11 [==============================] - 71s 6s/step - loss: 0.0076 - accuracy: 1.0000 - val_loss: 0.7580 - val_accuracy: 0.7766\n",
      "Epoch 19/150\n",
      "11/11 [==============================] - 70s 6s/step - loss: 0.0049 - accuracy: 1.0000 - val_loss: 0.7179 - val_accuracy: 0.7660\n",
      "Epoch 20/150\n",
      "11/11 [==============================] - 70s 6s/step - loss: 0.0026 - accuracy: 1.0000 - val_loss: 0.7491 - val_accuracy: 0.7660\n",
      "Epoch 21/150\n",
      "11/11 [==============================] - 74s 7s/step - loss: 0.0019 - accuracy: 1.0000 - val_loss: 0.7683 - val_accuracy: 0.7713\n",
      "Epoch 22/150\n",
      "11/11 [==============================] - 73s 7s/step - loss: 0.0014 - accuracy: 1.0000 - val_loss: 0.7815 - val_accuracy: 0.7713\n",
      "Epoch 23/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 0.0011 - accuracy: 1.0000 - val_loss: 0.8093 - val_accuracy: 0.7713\n",
      "Epoch 24/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 9.5207e-04 - accuracy: 1.0000 - val_loss: 0.8205 - val_accuracy: 0.7606\n",
      "Epoch 25/150\n",
      "11/11 [==============================] - 75s 7s/step - loss: 7.9274e-04 - accuracy: 1.0000 - val_loss: 0.8367 - val_accuracy: 0.7713\n",
      "Epoch 26/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 7.1008e-04 - accuracy: 1.0000 - val_loss: 0.8490 - val_accuracy: 0.7713\n",
      "Epoch 27/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 5.8761e-04 - accuracy: 1.0000 - val_loss: 0.8539 - val_accuracy: 0.7766\n",
      "Epoch 28/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 5.3360e-04 - accuracy: 1.0000 - val_loss: 0.8695 - val_accuracy: 0.7713\n",
      "Epoch 29/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 4.4233e-04 - accuracy: 1.0000 - val_loss: 0.8860 - val_accuracy: 0.7766\n",
      "Epoch 30/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 3.9917e-04 - accuracy: 1.0000 - val_loss: 0.8935 - val_accuracy: 0.7766\n",
      "Epoch 31/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 3.3874e-04 - accuracy: 1.0000 - val_loss: 0.9056 - val_accuracy: 0.7766\n",
      "Epoch 32/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 2.9359e-04 - accuracy: 1.0000 - val_loss: 0.9194 - val_accuracy: 0.7766\n",
      "Epoch 33/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 2.5790e-04 - accuracy: 1.0000 - val_loss: 0.9328 - val_accuracy: 0.7819\n",
      "Epoch 34/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 2.3050e-04 - accuracy: 1.0000 - val_loss: 0.9429 - val_accuracy: 0.7766\n",
      "Epoch 35/150\n",
      "11/11 [==============================] - 74s 7s/step - loss: 1.9343e-04 - accuracy: 1.0000 - val_loss: 0.9605 - val_accuracy: 0.7819\n",
      "Epoch 36/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 1.6397e-04 - accuracy: 1.0000 - val_loss: 0.9658 - val_accuracy: 0.7819\n",
      "Epoch 37/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 1.4371e-04 - accuracy: 1.0000 - val_loss: 0.9796 - val_accuracy: 0.7819\n",
      "Epoch 38/150\n",
      "11/11 [==============================] - 73s 7s/step - loss: 1.2779e-04 - accuracy: 1.0000 - val_loss: 0.9891 - val_accuracy: 0.7819\n",
      "Epoch 39/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 1.1323e-04 - accuracy: 1.0000 - val_loss: 0.9965 - val_accuracy: 0.7819\n",
      "Epoch 40/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 1.0196e-04 - accuracy: 1.0000 - val_loss: 1.0162 - val_accuracy: 0.7766\n",
      "Epoch 41/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 9.3157e-05 - accuracy: 1.0000 - val_loss: 1.0106 - val_accuracy: 0.7819\n",
      "Epoch 42/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 8.4817e-05 - accuracy: 1.0000 - val_loss: 1.0268 - val_accuracy: 0.7819\n",
      "Epoch 43/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 7.5972e-05 - accuracy: 1.0000 - val_loss: 1.0236 - val_accuracy: 0.7819\n",
      "Epoch 44/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 7.1198e-05 - accuracy: 1.0000 - val_loss: 1.0370 - val_accuracy: 0.7819\n",
      "Epoch 45/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 6.2923e-05 - accuracy: 1.0000 - val_loss: 1.0533 - val_accuracy: 0.7819\n",
      "Epoch 46/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 5.7810e-05 - accuracy: 1.0000 - val_loss: 1.0449 - val_accuracy: 0.7819\n",
      "Epoch 47/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 5.2079e-05 - accuracy: 1.0000 - val_loss: 1.0632 - val_accuracy: 0.7819\n",
      "Epoch 48/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 4.8386e-05 - accuracy: 1.0000 - val_loss: 1.0670 - val_accuracy: 0.7819\n",
      "Epoch 49/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 4.6324e-05 - accuracy: 1.0000 - val_loss: 1.0939 - val_accuracy: 0.7766\n",
      "Epoch 50/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 4.2648e-05 - accuracy: 1.0000 - val_loss: 1.0640 - val_accuracy: 0.7872\n",
      "Epoch 51/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 3.9622e-05 - accuracy: 1.0000 - val_loss: 1.0767 - val_accuracy: 0.7872\n",
      "Epoch 52/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 3.6555e-05 - accuracy: 1.0000 - val_loss: 1.0904 - val_accuracy: 0.7872\n",
      "Epoch 53/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 3.4527e-05 - accuracy: 1.0000 - val_loss: 1.0927 - val_accuracy: 0.7872\n",
      "Epoch 54/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 3.1787e-05 - accuracy: 1.0000 - val_loss: 1.0930 - val_accuracy: 0.7872\n",
      "Epoch 55/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.9675e-05 - accuracy: 1.0000 - val_loss: 1.0983 - val_accuracy: 0.7872\n",
      "Epoch 56/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.7097e-05 - accuracy: 1.0000 - val_loss: 1.1019 - val_accuracy: 0.7872\n",
      "Epoch 57/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.5954e-05 - accuracy: 1.0000 - val_loss: 1.1050 - val_accuracy: 0.7872\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 58/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.7016e-05 - accuracy: 1.0000 - val_loss: 1.1076 - val_accuracy: 0.7819\n",
      "Epoch 59/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.4261e-05 - accuracy: 1.0000 - val_loss: 1.1188 - val_accuracy: 0.7872\n",
      "Epoch 60/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.1789e-05 - accuracy: 1.0000 - val_loss: 1.1193 - val_accuracy: 0.7872\n",
      "Epoch 61/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 2.0367e-05 - accuracy: 1.0000 - val_loss: 1.1228 - val_accuracy: 0.7872\n",
      "Epoch 62/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.9791e-05 - accuracy: 1.0000 - val_loss: 1.1272 - val_accuracy: 0.7819\n",
      "Epoch 63/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.8280e-05 - accuracy: 1.0000 - val_loss: 1.1251 - val_accuracy: 0.7872\n",
      "Epoch 64/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.7443e-05 - accuracy: 1.0000 - val_loss: 1.1286 - val_accuracy: 0.7872\n",
      "Epoch 65/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.7183e-05 - accuracy: 1.0000 - val_loss: 1.1469 - val_accuracy: 0.7819\n",
      "Epoch 66/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.5813e-05 - accuracy: 1.0000 - val_loss: 1.1352 - val_accuracy: 0.7872\n",
      "Epoch 67/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.5106e-05 - accuracy: 1.0000 - val_loss: 1.1486 - val_accuracy: 0.7819\n",
      "Epoch 68/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.4679e-05 - accuracy: 1.0000 - val_loss: 1.1484 - val_accuracy: 0.7819\n",
      "Epoch 69/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.4304e-05 - accuracy: 1.0000 - val_loss: 1.1551 - val_accuracy: 0.7872\n",
      "Epoch 70/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.3275e-05 - accuracy: 1.0000 - val_loss: 1.1494 - val_accuracy: 0.7872\n",
      "Epoch 71/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.3202e-05 - accuracy: 1.0000 - val_loss: 1.1640 - val_accuracy: 0.7819\n",
      "Epoch 72/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.1869e-05 - accuracy: 1.0000 - val_loss: 1.1631 - val_accuracy: 0.7872\n",
      "Epoch 73/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.1574e-05 - accuracy: 1.0000 - val_loss: 1.1659 - val_accuracy: 0.7819\n",
      "Epoch 74/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.1261e-05 - accuracy: 1.0000 - val_loss: 1.1692 - val_accuracy: 0.7819\n",
      "Epoch 75/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.0610e-05 - accuracy: 1.0000 - val_loss: 1.1724 - val_accuracy: 0.7872\n",
      "Epoch 76/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.0338e-05 - accuracy: 1.0000 - val_loss: 1.1777 - val_accuracy: 0.7819\n",
      "Epoch 77/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 9.7386e-06 - accuracy: 1.0000 - val_loss: 1.1849 - val_accuracy: 0.7819\n",
      "Epoch 78/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 9.3232e-06 - accuracy: 1.0000 - val_loss: 1.1818 - val_accuracy: 0.7926\n",
      "Epoch 79/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 8.9177e-06 - accuracy: 1.0000 - val_loss: 1.1862 - val_accuracy: 0.7819\n",
      "Epoch 80/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 8.5480e-06 - accuracy: 1.0000 - val_loss: 1.1967 - val_accuracy: 0.7819\n",
      "Epoch 81/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 8.2408e-06 - accuracy: 1.0000 - val_loss: 1.1901 - val_accuracy: 0.7819\n",
      "Epoch 82/150\n",
      "11/11 [==============================] - 73s 7s/step - loss: 7.8870e-06 - accuracy: 1.0000 - val_loss: 1.1952 - val_accuracy: 0.7819\n",
      "Epoch 83/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 7.6312e-06 - accuracy: 1.0000 - val_loss: 1.2059 - val_accuracy: 0.7819\n",
      "Epoch 84/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 7.5530e-06 - accuracy: 1.0000 - val_loss: 1.2004 - val_accuracy: 0.7872\n",
      "Epoch 85/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 7.2839e-06 - accuracy: 1.0000 - val_loss: 1.2068 - val_accuracy: 0.7926\n",
      "Epoch 86/150\n",
      "11/11 [==============================] - 79s 7s/step - loss: 7.0516e-06 - accuracy: 1.0000 - val_loss: 1.2149 - val_accuracy: 0.7819\n",
      "Epoch 87/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 6.6283e-06 - accuracy: 1.0000 - val_loss: 1.2137 - val_accuracy: 0.7819\n",
      "Epoch 88/150\n",
      "11/11 [==============================] - 72s 7s/step - loss: 6.5023e-06 - accuracy: 1.0000 - val_loss: 1.2128 - val_accuracy: 0.7872\n",
      "Epoch 89/150\n",
      "11/11 [==============================] - 72s 7s/step - loss: 6.1492e-06 - accuracy: 1.0000 - val_loss: 1.2244 - val_accuracy: 0.7926\n",
      "Epoch 90/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 5.9206e-06 - accuracy: 1.0000 - val_loss: 1.2298 - val_accuracy: 0.7926\n",
      "Epoch 91/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 6.1966e-06 - accuracy: 1.0000 - val_loss: 1.2180 - val_accuracy: 0.7926\n",
      "Epoch 92/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 5.6347e-06 - accuracy: 1.0000 - val_loss: 1.2438 - val_accuracy: 0.7926\n",
      "Epoch 93/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 5.4681e-06 - accuracy: 1.0000 - val_loss: 1.2320 - val_accuracy: 0.7872\n",
      "Epoch 94/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 5.3253e-06 - accuracy: 1.0000 - val_loss: 1.2287 - val_accuracy: 0.7872\n",
      "Epoch 95/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 5.2531e-06 - accuracy: 1.0000 - val_loss: 1.2518 - val_accuracy: 0.7872\n",
      "Epoch 96/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 4.9304e-06 - accuracy: 1.0000 - val_loss: 1.2378 - val_accuracy: 0.7926\n",
      "Epoch 97/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 4.8544e-06 - accuracy: 1.0000 - val_loss: 1.2461 - val_accuracy: 0.7979\n",
      "Epoch 98/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 4.8480e-06 - accuracy: 1.0000 - val_loss: 1.2545 - val_accuracy: 0.7926\n",
      "Epoch 99/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 4.3484e-06 - accuracy: 1.0000 - val_loss: 1.2440 - val_accuracy: 0.7926\n",
      "Epoch 100/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 4.2169e-06 - accuracy: 1.0000 - val_loss: 1.2630 - val_accuracy: 0.7926\n",
      "Epoch 101/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 4.2612e-06 - accuracy: 1.0000 - val_loss: 1.2555 - val_accuracy: 0.7979\n",
      "Epoch 102/150\n",
      "11/11 [==============================] - 70s 6s/step - loss: 3.9920e-06 - accuracy: 1.0000 - val_loss: 1.2638 - val_accuracy: 0.7979\n",
      "Epoch 103/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 3.9141e-06 - accuracy: 1.0000 - val_loss: 1.2683 - val_accuracy: 0.7926\n",
      "Epoch 104/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 3.8084e-06 - accuracy: 1.0000 - val_loss: 1.2707 - val_accuracy: 0.7979\n",
      "Epoch 105/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 3.6222e-06 - accuracy: 1.0000 - val_loss: 1.2704 - val_accuracy: 0.7979\n",
      "Epoch 106/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 3.4501e-06 - accuracy: 1.0000 - val_loss: 1.2724 - val_accuracy: 0.7979\n",
      "Epoch 107/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 3.4099e-06 - accuracy: 1.0000 - val_loss: 1.2732 - val_accuracy: 0.7979\n",
      "Epoch 108/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 3.3589e-06 - accuracy: 1.0000 - val_loss: 1.2784 - val_accuracy: 0.7979\n",
      "Epoch 109/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 3.3176e-06 - accuracy: 1.0000 - val_loss: 1.2795 - val_accuracy: 0.7979\n",
      "Epoch 110/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 3.1836e-06 - accuracy: 1.0000 - val_loss: 1.2870 - val_accuracy: 0.7979\n",
      "Epoch 111/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 3.0720e-06 - accuracy: 1.0000 - val_loss: 1.2896 - val_accuracy: 0.7979\n",
      "Epoch 112/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 2.9590e-06 - accuracy: 1.0000 - val_loss: 1.2881 - val_accuracy: 0.8032\n",
      "Epoch 113/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 2.9154e-06 - accuracy: 1.0000 - val_loss: 1.2968 - val_accuracy: 0.7979\n",
      "Epoch 114/150\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "11/11 [==============================] - 69s 6s/step - loss: 2.7457e-06 - accuracy: 1.0000 - val_loss: 1.2965 - val_accuracy: 0.7979\n",
      "Epoch 115/150\n",
      "11/11 [==============================] - 73s 7s/step - loss: 2.6693e-06 - accuracy: 1.0000 - val_loss: 1.3014 - val_accuracy: 0.7926\n",
      "Epoch 116/150\n",
      "11/11 [==============================] - 81s 7s/step - loss: 2.6285e-06 - accuracy: 1.0000 - val_loss: 1.3020 - val_accuracy: 0.7979\n",
      "Epoch 117/150\n",
      "11/11 [==============================] - 80s 7s/step - loss: 2.5690e-06 - accuracy: 1.0000 - val_loss: 1.3068 - val_accuracy: 0.7979\n",
      "Epoch 118/150\n",
      "11/11 [==============================] - 77s 7s/step - loss: 2.4764e-06 - accuracy: 1.0000 - val_loss: 1.3121 - val_accuracy: 0.7926\n",
      "Epoch 119/150\n",
      "11/11 [==============================] - 83s 8s/step - loss: 2.4273e-06 - accuracy: 1.0000 - val_loss: 1.3104 - val_accuracy: 0.7979\n",
      "Epoch 120/150\n",
      "11/11 [==============================] - 81s 7s/step - loss: 2.3860e-06 - accuracy: 1.0000 - val_loss: 1.3105 - val_accuracy: 0.7979\n",
      "Epoch 121/150\n",
      "11/11 [==============================] - 80s 7s/step - loss: 2.2743e-06 - accuracy: 1.0000 - val_loss: 1.3168 - val_accuracy: 0.7926\n",
      "Epoch 122/150\n",
      "11/11 [==============================] - 79s 7s/step - loss: 2.2174e-06 - accuracy: 1.0000 - val_loss: 1.3177 - val_accuracy: 0.7979\n",
      "Epoch 123/150\n",
      "11/11 [==============================] - 70s 6s/step - loss: 2.1671e-06 - accuracy: 1.0000 - val_loss: 1.3202 - val_accuracy: 0.7979\n",
      "Epoch 124/150\n",
      "11/11 [==============================] - 70s 6s/step - loss: 2.1188e-06 - accuracy: 1.0000 - val_loss: 1.3324 - val_accuracy: 0.7872\n",
      "Epoch 125/150\n",
      "11/11 [==============================] - 69s 6s/step - loss: 2.0827e-06 - accuracy: 1.0000 - val_loss: 1.3277 - val_accuracy: 0.7926\n",
      "Epoch 126/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 1.9963e-06 - accuracy: 1.0000 - val_loss: 1.3327 - val_accuracy: 0.7926\n",
      "Epoch 127/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 1.9533e-06 - accuracy: 1.0000 - val_loss: 1.3301 - val_accuracy: 0.7926\n",
      "Epoch 128/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 1.9175e-06 - accuracy: 1.0000 - val_loss: 1.3341 - val_accuracy: 0.7926\n",
      "Epoch 129/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 1.9191e-06 - accuracy: 1.0000 - val_loss: 1.3447 - val_accuracy: 0.7872\n",
      "Epoch 130/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 1.9015e-06 - accuracy: 1.0000 - val_loss: 1.3447 - val_accuracy: 0.7872\n",
      "Epoch 131/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 1.8239e-06 - accuracy: 1.0000 - val_loss: 1.3415 - val_accuracy: 0.7926\n",
      "Epoch 132/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 1.7261e-06 - accuracy: 1.0000 - val_loss: 1.3445 - val_accuracy: 0.7926\n",
      "Epoch 133/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 1.6861e-06 - accuracy: 1.0000 - val_loss: 1.3488 - val_accuracy: 0.7926\n",
      "Epoch 134/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.6450e-06 - accuracy: 1.0000 - val_loss: 1.3526 - val_accuracy: 0.7872\n",
      "Epoch 135/150\n",
      "11/11 [==============================] - 68s 6s/step - loss: 1.6139e-06 - accuracy: 1.0000 - val_loss: 1.3567 - val_accuracy: 0.7926\n",
      "Epoch 136/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 1.5604e-06 - accuracy: 1.0000 - val_loss: 1.3547 - val_accuracy: 0.7926\n",
      "Epoch 137/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 1.5283e-06 - accuracy: 1.0000 - val_loss: 1.3581 - val_accuracy: 0.7926\n",
      "Epoch 138/150\n",
      "11/11 [==============================] - 63s 6s/step - loss: 1.5053e-06 - accuracy: 1.0000 - val_loss: 1.3648 - val_accuracy: 0.7872\n",
      "Epoch 139/150\n",
      "11/11 [==============================] - 66s 6s/step - loss: 1.4786e-06 - accuracy: 1.0000 - val_loss: 1.3660 - val_accuracy: 0.7872\n",
      "Epoch 140/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 1.4807e-06 - accuracy: 1.0000 - val_loss: 1.3641 - val_accuracy: 0.7979\n",
      "Epoch 141/150\n",
      "11/11 [==============================] - 64s 6s/step - loss: 1.3975e-06 - accuracy: 1.0000 - val_loss: 1.3702 - val_accuracy: 0.7872\n",
      "Epoch 142/150\n",
      "11/11 [==============================] - 67s 6s/step - loss: 1.3580e-06 - accuracy: 1.0000 - val_loss: 1.3728 - val_accuracy: 0.7926\n",
      "Epoch 143/150\n",
      "11/11 [==============================] - 65s 6s/step - loss: 1.3310e-06 - accuracy: 1.0000 - val_loss: 1.3732 - val_accuracy: 0.7926\n",
      "Epoch 144/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.2943e-06 - accuracy: 1.0000 - val_loss: 1.3803 - val_accuracy: 0.7872\n",
      "Epoch 145/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.2866e-06 - accuracy: 1.0000 - val_loss: 1.3784 - val_accuracy: 0.7872\n",
      "Epoch 146/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.2361e-06 - accuracy: 1.0000 - val_loss: 1.3816 - val_accuracy: 0.7926\n",
      "Epoch 147/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.2074e-06 - accuracy: 1.0000 - val_loss: 1.3887 - val_accuracy: 0.7872\n",
      "Epoch 148/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.2157e-06 - accuracy: 1.0000 - val_loss: 1.3818 - val_accuracy: 0.7926\n",
      "Epoch 149/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.1569e-06 - accuracy: 1.0000 - val_loss: 1.3874 - val_accuracy: 0.7872\n",
      "Epoch 150/150\n",
      "11/11 [==============================] - 62s 6s/step - loss: 1.1362e-06 - accuracy: 1.0000 - val_loss: 1.3921 - val_accuracy: 0.7872\n"
     ]
    }
   ],
   "source": [
    "history=model.fit(x_train, y_train, epochs=150,batch_size = 40 ,validation_data= (x_Test, y_Test), shuffle=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['accuracy'])\n",
    "plt.title('model accuracy')\n",
    "plt.ylabel('accuracy')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train'], loc='upper left')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])\n",
    "plt.title('model loss')\n",
    "plt.ylabel('loss')\n",
    "plt.xlabel('epoch')\n",
    "plt.legend(['train'], loc='upper right')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.save('keras_model_conv2D_v2.h5')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv2d_4_input (InputLayer)  [(None, 224, 224, 3)]    0         \n",
      "                                                                 \n",
      " conv2d_4 (Conv2D)           (None, 224, 224, 32)      896       \n",
      "                                                                 \n",
      " conv2d_5 (Conv2D)           (None, 224, 224, 64)      18496     \n",
      "                                                                 \n",
      " max_pooling2d_3 (MaxPooling  (None, 112, 112, 64)     0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " conv2d_6 (Conv2D)           (None, 112, 112, 128)     73856     \n",
      "                                                                 \n",
      " max_pooling2d_4 (MaxPooling  (None, 56, 56, 128)      0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " conv2d_7 (Conv2D)           (None, 56, 56, 256)       295168    \n",
      "                                                                 \n",
      " max_pooling2d_5 (MaxPooling  (None, 28, 28, 256)      0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " flatten_1 (Flatten)         (None, 200704)            0         \n",
      "                                                                 \n",
      " feature_dense1 (Dense)      (None, 256)               51380480  \n",
      "                                                                 \n",
      " feature_dense2 (Dense)      (None, 128)               32896     \n",
      "                                                                 \n",
      " feature_dense3 (Dense)      (None, 64)                8256      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 51,810,048\n",
      "Trainable params: 51,810,048\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "from keras.models import load_model\n",
    "import tensorflow as tf\n",
    "import keras\n",
    "\n",
    "from keras import regularizers\n",
    "from keras import backend as K\n",
    "\n",
    "from keras.models import Sequential, Model\n",
    "\n",
    "\n",
    "model = load_model('keras_model_conv2D.h5')\n",
    "\n",
    "intermediate_layer_model = Model(inputs=model.input,outputs=model.get_layer('feature_dense3').output)\n",
    "intermediate_layer_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 88,
   "metadata": {},
   "outputs": [],
   "source": [
    "files=[]\n",
    "for i in range(0,438):\n",
    "    files.append(train_generator.filenames[i])\n",
    "    \n",
    "filenames=[]\n",
    "for f in files:\n",
    "    x=f.replace('\\\\',\"/\",1)\n",
    "    filenames.append('final/train/'+ x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [],
   "source": [
    "new_col = []\n",
    "for i in range(64):\n",
    "    new_col.append('Feature_%d'%(i+1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "metadata": {},
   "outputs": [],
   "source": [
    "from PIL import Image\n",
    "import numpy as np\n",
    "from skimage import transform\n",
    "import csv "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [],
   "source": [
    "preds=[]\n",
    "def load(filename):\n",
    "    np_image = Image.open(filename)\n",
    "    np_image = np.array(np_image).astype('float32')/255\n",
    "    np_image = transform.resize(np_image, (224, 224, 3))\n",
    "    np_image = np.expand_dims(np_image, axis=0)\n",
    "    return np_image\n",
    "\n",
    "for f in filenames:\n",
    "    image = load(f)\n",
    "    files.append(f)\n",
    "    pred=intermediate_layer_model.predict(image)\n",
    "    preds.append(pred)\n",
    "\n",
    "df = pd.DataFrame (preds)\n",
    "filepath = 'new_data.xlsx'\n",
    "\n",
    "df.to_excel(filepath, index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
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       "         1.5619581 , 0.        , 0.        , 0.22472146, 2.0995176 ,\n",
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       "         0.347099  , 0.        , 0.        , 1.8880486 , 1.0075382 ,\n",
       "         0.        , 0.        , 1.135392  , 0.        , 0.        ,\n",
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       "         0.38531813, 4.5470505 , 0.        , 0.        , 1.5978814 ,\n",
       "         0.2755707 , 0.4656909 , 0.        , 0.        ]], dtype=float32),\n",
       " array([[3.8739321 , 2.174013  , 0.        , 2.595065  , 0.        ,\n",
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       "         2.0744164 , 5.6744833 , 3.4264464 , 0.        , 1.3390373 ,\n",
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       "         0.        , 0.        , 0.81171405, 1.603334  , 1.3908267 ,\n",
       "         2.5986288 , 1.7423292 , 0.        , 4.031646  , 0.        ,\n",
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       "         0.2477559 , 3.7971034 , 0.47554126, 0.        , 1.7445956 ,\n",
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       "         0.        , 5.089439  , 2.2478123 , 0.        , 0.        ,\n",
       "         1.2020911 , 4.630143  , 0.        , 0.        , 1.5097092 ,\n",
       "         0.07504411, 2.1051574 , 0.        , 0.        ]], dtype=float32),\n",
       " array([[17.888357  , 19.56144   ,  0.        ,  8.331267  ,  0.        ,\n",
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       "          0.        , 16.848433  , 28.526327  , 13.500538  , 29.409878  ,\n",
       "         10.900836  ,  0.        ,  4.971072  ,  0.        ,  0.        ,\n",
       "         10.833424  ,  0.        ,  0.        ,  0.        , 15.305587  ,\n",
       "         11.43644   , 11.721516  ,  0.        , 26.526468  ,  0.        ,\n",
       "          8.613887  ,  0.        ,  0.        ,  1.1750094 ,  7.972603  ,\n",
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       "          0.        , 27.795988  , 16.040936  ,  0.        ,  0.        ,\n",
       "          5.7381945 ,  5.37807   , 11.372435  ,  0.        ,  0.        ,\n",
       "          0.        , 28.854942  , 24.465778  ,  6.4576163 ,  0.        ,\n",
       "          6.5555496 , 34.866226  ,  0.        ,  0.        ,  6.509016  ,\n",
       "          0.        ,  0.        ,  0.        ,  0.        ]],\n",
       "       dtype=float32),\n",
       " array([[13.142173  ,  7.73829   ,  0.        ,  5.306464  ,  0.        ,\n",
       "          0.        ,  2.5939102 ,  0.        ,  7.5878158 ,  0.        ,\n",
       "          4.3983607 , 10.414439  , 19.063715  ,  6.9898973 , 10.157523  ,\n",
       "          9.584114  ,  0.        ,  0.        ,  0.        ,  0.        ,\n",
       "          0.66769505,  0.        ,  1.1102893 ,  2.1352115 ,  5.8059134 ,\n",
       "          6.6328025 ,  9.467634  ,  0.        , 16.92294   ,  0.        ,\n",
       "          0.        ,  0.        ,  0.        ,  4.182172  ,  3.0410695 ,\n",
       "          0.        ,  0.29548612,  7.3248014 ,  0.        ,  0.        ,\n",
       "          1.0169203 , 15.1877365 ,  7.4664927 ,  0.        ,  4.97911   ,\n",
       "          5.522041  ,  8.291859  ,  4.553478  ,  0.        ,  0.        ,\n",
       "          0.        , 15.837136  ,  9.154231  ,  1.8086914 ,  0.        ,\n",
       "          4.478593  , 15.386728  ,  0.        ,  0.        ,  1.4322728 ,\n",
       "          1.1607124 ,  0.        ,  0.        ,  0.        ]],\n",
       "       dtype=float32)]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "preds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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