model/Classification_using_Transfer_learning.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Classification using Transfer learning.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "DO6A4hcoU492"
      },
      "source": [
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "import cv2\n",
        "import os\n",
        "from os import listdir\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from tensorflow.keras.applications import VGG16\n",
        "from tensorflow.keras.applications import ResNet50\n",
        "from tensorflow.keras.layers import AveragePooling2D\n",
        "from tensorflow.keras.layers import Dropout\n",
        "from tensorflow.keras.layers import Flatten\n",
        "from tensorflow.keras.layers import Dense\n",
        "from tensorflow.keras.layers import Input\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import classification_report\n",
        "from sklearn.metrics import confusion_matrix\n",
        "import pandas as pd\n",
        "import tensorflow\n",
        "np.random.seed(1)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FlIj0eCoKp3w",
        "outputId": "bf8ead44-af67-43f5-ea46-7e292acedd19"
      },
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Mounted at /content/drive\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "53ieAx9TQYeF"
      },
      "source": [
        "!cp -a '/content/drive/MyDrive/butterfly images/butterfly.zip' /content/butterfly"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WueFK33JRl56",
        "outputId": "7cc61cdb-2c69-4692-cb00-db0f8c3cc74f"
      },
      "source": [
        "%cd butterfly"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/content/butterfly\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N_0oXeGeRs0F",
        "outputId": "ad36d8d0-3265-4647-bf9f-ca9d7b4df19b"
      },
      "source": [
        "!ls"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "butterfly.zip\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d8VmUpTIPH-U"
      },
      "source": [
        "\n",
        "zip_path = '/content/drive/MyDrive/butterfly images'\n",
        "!unzip -q butterfly.zip\n",
        "!rm butterfly.zip"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TL981WwoW6aL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "56a0df5b-93c4-401a-a320-4acf20097a0f"
      },
      "source": [
        "train_images = []       \n",
        "train_labels = []\n",
        "shape = (224,224) \n",
        "\n",
        "train_path = '/content/butterfly'\n",
        "for filename in os.listdir(train_path):\n",
        "    for f in os.listdir(train_path+'/'+filename)[:2000]:\n",
        "      if f.split('.')[1]:\n",
        "          x=train_path+'/'+filename\n",
        "          print(os.path.join(x,f))\n",
        "          img = cv2.imread(os.path.join(x,f))\n",
        "          \n",
        "          # Spliting file names and storing the labels for image in list\n",
        "          train_labels.append(filename)\n",
        "          \n",
        "          # Resize all images to a specific shape\n",
        "          img = cv2.resize(img,shape)\n",
        "          \n",
        "          train_images.append(img)\n",
        "\n",
        "# Converting labels into One Hot encoded sparse matrix\n",
        "train_labels = pd.get_dummies(train_labels).values\n",
        "\n",
        "# Converting train_images to array\n",
        "train_images = np.array(train_images)\n",
        "\n",
        "# Splitting Training data into train and validation dataset\n",
        "x_train,x_val,y_train,y_val = train_test_split(train_images,train_labels,random_state=1)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "abo-1dVMXnnY",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "705c83df-965d-49e1-f9be-30f8f05e6ba5"
      },
      "source": [
        "print(train_images.shape)\n",
        "print(x_train.shape)\n",
        "print(x_val.shape)\n",
        "print(y_train.shape)\n",
        "print(y_val.shape)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(4000, 224, 224, 3)\n",
            "(3000, 224, 224, 3)\n",
            "(1000, 224, 224, 3)\n",
            "(3000, 2)\n",
            "(1000, 2)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qcPiwmFaZpeq"
      },
      "source": [
        "x_train = np.array(x_train) /255\n",
        "x_val = np.array(x_val) /255"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P-KVx0gvZ4Uy"
      },
      "source": [
        "trainAug = ImageDataGenerator(\n",
        "    rotation_range=15,\n",
        "    fill_mode=\"nearest\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cp_BSCdBZ_CL",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "1c33d1de-685e-49e8-87b2-5c68a3e85cdf"
      },
      "source": [
        "baseModel = VGG16(weights=\"imagenet\", include_top=False,\n",
        "    input_tensor=Input(shape=(224, 224, 3)))\n",
        "headModel = baseModel.output\n",
        "headModel = AveragePooling2D(pool_size=(4, 4))(headModel)\n",
        "headModel = Flatten(name=\"flatten\")(headModel)\n",
        "headModel = Dense(64, activation=\"relu\")(headModel)\n",
        "headModel = Dropout(0.5)(headModel)\n",
        "headModel = Dense(2, activation=\"softmax\")(headModel)\n",
        "model = Model(inputs=baseModel.input, outputs=headModel)\n",
        "for layer in baseModel.layers:\n",
        "    layer.trainable = False"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg16/vgg16_weights_tf_dim_ordering_tf_kernels_notop.h5\n",
            "58892288/58889256 [==============================] - 1s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "05CcQAU3aTbG",
        "outputId": "63df5e25-960d-4a17-9eda-412093ca8a70"
      },
      "source": [
        "print(model.summary())\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"model\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         [(None, 224, 224, 3)]     0         \n",
            "_________________________________________________________________\n",
            "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
            "_________________________________________________________________\n",
            "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
            "_________________________________________________________________\n",
            "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
            "_________________________________________________________________\n",
            "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
            "_________________________________________________________________\n",
            "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
            "_________________________________________________________________\n",
            "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
            "_________________________________________________________________\n",
            "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
            "_________________________________________________________________\n",
            "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
            "_________________________________________________________________\n",
            "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
            "_________________________________________________________________\n",
            "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
            "_________________________________________________________________\n",
            "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
            "_________________________________________________________________\n",
            "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
            "_________________________________________________________________\n",
            "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
            "_________________________________________________________________\n",
            "average_pooling2d (AveragePo (None, 1, 1, 512)         0         \n",
            "_________________________________________________________________\n",
            "flatten (Flatten)            (None, 512)               0         \n",
            "_________________________________________________________________\n",
            "dense (Dense)                (None, 64)                32832     \n",
            "_________________________________________________________________\n",
            "dropout (Dropout)            (None, 64)                0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 2)                 130       \n",
            "=================================================================\n",
            "Total params: 14,747,650\n",
            "Trainable params: 32,962\n",
            "Non-trainable params: 14,714,688\n",
            "_________________________________________________________________\n",
            "None\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zXqnuMHpaXwU",
        "outputId": "90030aad-72ff-485a-de0f-8c4df124a9d4"
      },
      "source": [
        "learningRate = 1e-3\n",
        "EPcount = 20\n",
        "batchSize = 16\n",
        "\n",
        "model.compile(loss = 'categorical_crossentropy', optimizer = Adam(lr=learningRate),\n",
        "    metrics=[\"accuracy\"])\n",
        "H = model.fit_generator(\n",
        "    trainAug.flow(x_train, y_train, batch_size=batchSize),\n",
        "    steps_per_epoch=len(x_train) // batchSize,\n",
        "    validation_data=(x_val, y_val),\n",
        "    validation_steps=len(x_val) // batchSize,\n",
        "    epochs=EPcount)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/tensorflow/python/keras/engine/training.py:1844: UserWarning: `Model.fit_generator` is deprecated and will be removed in a future version. Please use `Model.fit`, which supports generators.\n",
            "  warnings.warn('`Model.fit_generator` is deprecated and '\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/20\n",
            "93/93 [==============================] - 84s 497ms/step - loss: 0.7050 - accuracy: 0.6098 - val_loss: 0.4474 - val_accuracy: 0.8400\n",
            "Epoch 2/20\n",
            "93/93 [==============================] - 32s 347ms/step - loss: 0.4554 - accuracy: 0.7875 - val_loss: 0.3729 - val_accuracy: 0.8390\n",
            "Epoch 3/20\n",
            "93/93 [==============================] - 32s 347ms/step - loss: 0.3846 - accuracy: 0.8334 - val_loss: 0.3428 - val_accuracy: 0.8580\n",
            "Epoch 4/20\n",
            "93/93 [==============================] - 32s 348ms/step - loss: 0.3571 - accuracy: 0.8407 - val_loss: 0.3191 - val_accuracy: 0.8640\n",
            "Epoch 5/20\n",
            "93/93 [==============================] - 32s 347ms/step - loss: 0.3522 - accuracy: 0.8454 - val_loss: 0.3029 - val_accuracy: 0.8710\n",
            "Epoch 6/20\n",
            "93/93 [==============================] - 32s 349ms/step - loss: 0.2970 - accuracy: 0.8764 - val_loss: 0.2999 - val_accuracy: 0.8750\n",
            "Epoch 7/20\n",
            "93/93 [==============================] - 33s 350ms/step - loss: 0.3225 - accuracy: 0.8615 - val_loss: 0.2892 - val_accuracy: 0.8750\n",
            "Epoch 8/20\n",
            "93/93 [==============================] - 33s 352ms/step - loss: 0.3127 - accuracy: 0.8685 - val_loss: 0.2913 - val_accuracy: 0.8750\n",
            "Epoch 9/20\n",
            "93/93 [==============================] - 33s 352ms/step - loss: 0.2855 - accuracy: 0.8846 - val_loss: 0.2730 - val_accuracy: 0.8790\n",
            "Epoch 10/20\n",
            "93/93 [==============================] - 32s 349ms/step - loss: 0.2891 - accuracy: 0.8775 - val_loss: 0.2718 - val_accuracy: 0.8770\n",
            "Epoch 11/20\n",
            "93/93 [==============================] - 32s 348ms/step - loss: 0.2687 - accuracy: 0.8912 - val_loss: 0.2608 - val_accuracy: 0.8850\n",
            "Epoch 12/20\n",
            "93/93 [==============================] - 33s 350ms/step - loss: 0.2710 - accuracy: 0.8874 - val_loss: 0.2642 - val_accuracy: 0.8810\n",
            "Epoch 13/20\n",
            "93/93 [==============================] - 32s 349ms/step - loss: 0.2546 - accuracy: 0.8992 - val_loss: 0.2527 - val_accuracy: 0.8850\n",
            "Epoch 14/20\n",
            "93/93 [==============================] - 33s 351ms/step - loss: 0.2763 - accuracy: 0.8870 - val_loss: 0.2520 - val_accuracy: 0.8980\n",
            "Epoch 15/20\n",
            "93/93 [==============================] - 32s 348ms/step - loss: 0.2423 - accuracy: 0.9000 - val_loss: 0.2442 - val_accuracy: 0.9010\n",
            "Epoch 16/20\n",
            "93/93 [==============================] - 32s 348ms/step - loss: 0.2463 - accuracy: 0.8991 - val_loss: 0.2433 - val_accuracy: 0.8880\n",
            "Epoch 17/20\n",
            "93/93 [==============================] - 32s 349ms/step - loss: 0.2559 - accuracy: 0.8868 - val_loss: 0.2610 - val_accuracy: 0.8740\n",
            "Epoch 18/20\n",
            "93/93 [==============================] - 32s 348ms/step - loss: 0.2519 - accuracy: 0.8928 - val_loss: 0.2457 - val_accuracy: 0.9030\n",
            "Epoch 19/20\n",
            "93/93 [==============================] - 33s 351ms/step - loss: 0.2503 - accuracy: 0.8914 - val_loss: 0.2489 - val_accuracy: 0.9040\n",
            "Epoch 20/20\n",
            "93/93 [==============================] - 33s 350ms/step - loss: 0.2230 - accuracy: 0.9056 - val_loss: 0.2303 - val_accuracy: 0.9050\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "rBk49ZWWhip7",
        "outputId": "ad300289-a9db-4b81-cd77-9c741f056178"
      },
      "source": [
        "# list all data in history\n",
        "print(H.history.keys())"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "pw1iXcFJ2NBk",
        "outputId": "c546318d-a2dc-40f6-a506-4d7e381aad45"
      },
      "source": [
        "H.history['accuracy']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.6883423328399658,\n",
              " 0.8062668442726135,\n",
              " 0.8301886916160583,\n",
              " 0.8433288335800171,\n",
              " 0.8568059206008911,\n",
              " 0.868261456489563,\n",
              " 0.8739892244338989,\n",
              " 0.8733198642730713,\n",
              " 0.8820754885673523,\n",
              " 0.8824123740196228,\n",
              " 0.8888140320777893,\n",
              " 0.8915094137191772,\n",
              " 0.8921833038330078,\n",
              " 0.9002695679664612,\n",
              " 0.8948786854743958,\n",
              " 0.9033018946647644,\n",
              " 0.895215630531311,\n",
              " 0.8969002962112427,\n",
              " 0.8965633511543274,\n",
              " 0.9049865007400513]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ni_2Mk0xhuKk",
        "outputId": "b5e9677f-2691-4ffa-c1c2-9d84a49ff3e7"
      },
      "source": [
        "# learning rate 3e-4\n",
        "# 10 epochs and 32 batch size\n",
        "H.history['val_accuracy']"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.8399999737739563,\n",
              " 0.8389999866485596,\n",
              " 0.8579999804496765,\n",
              " 0.8640000224113464,\n",
              " 0.8709999918937683,\n",
              " 0.875,\n",
              " 0.875,\n",
              " 0.875,\n",
              " 0.8790000081062317,\n",
              " 0.8769999742507935,\n",
              " 0.8849999904632568,\n",
              " 0.8809999823570251,\n",
              " 0.8849999904632568,\n",
              " 0.8980000019073486,\n",
              " 0.9010000228881836,\n",
              " 0.8880000114440918,\n",
              " 0.8740000128746033,\n",
              " 0.902999997138977,\n",
              " 0.9039999842643738,\n",
              " 0.9049999713897705]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 21
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "Vz9gr83jhlUs",
        "outputId": "2705181c-bf27-40ca-db52-b25d65ba2448"
      },
      "source": [
        "# summarize history for accuracy\n",
        "plt.plot(H.history['accuracy'])\n",
        "plt.plot(H.history['val_accuracy'])\n",
        "plt.title('model accuracy')\n",
        "plt.ylabel('accuracy')\n",
        "plt.xlabel('epoch')\n",
        "plt.legend(['train', 'test'], loc='upper left')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PqvpiQ+eyBBF579c0vW1F5fuLY8qqPJzaP4ObT+3N6NpWM2s/hvd/Bp5qmPA4HPOjRp/D61W+zyt2ksXqnazZsZeE2CgmjerJ5FN707mde5HcVwgf3AZrP4L+Y+HCpw7UWTQBj1eZtWon//4qm21FFXRsG0/HlHgyUuLpmJLg/jywnJYcR+x3r8H0251Yhk5qsljCKWwJIpQsQUTe+zVNZ+2OvTwzdyPTl21DgQuO7cqNp/Q+UDlaUwWf/Q7m/ws6HwM/esnpzNUE8orKSYqL9t8cVRUWPutUCCdlwCX/hp6jm+S8jbavEP4xwilSu/7jJrujCbdwNXM1xgRZtcfL1sJ97NlXRXmVl4pqD+Xuo6LaQ3mVh4pq78HPa5yftev2VtSwZsdeEuOi+fHoXtxwcq+Dy8ALs2HqDbBtKYy6Cc75PcTE1x9UIzXY/FQEjr8Juh8PU693+h2c8Rs4+ecQFYKOcL4+f8gZCuO8R1tNcjgcSxDGtACFZVVk55eSnV/GxoJSNu4qI7uglC2791HjPXwpQFx0FAmxUbSJi6ZNbDQJsdG0iYsmISaaru3bMOGYLv47la14D6bf4fT2vfw1GHh+kN7hYXQdCpO/hA/vhi/+1+kzcdGzkNLp8Mc2hdzFsPhlpy6kU/NoMh8KliCMaSaqPV42795Hdn4pG/PLnIRQ4Pz0rTSNi46iV3oi/TumMHZwZ3pnJJOREu9e+KMOSgC1y40en6i6HD75DSx+ETKPg0tfgPYN9zUKuoS2cMnzTpPYGb+Cp0+Ci5+DPmcE97xeD3x0NyR3gtPvDe65mhlLEMaESbXHy9x1+XywbBsr8orZXLgPj8/dQEZKPL3Tkxg7pAt9MpLok5FM74wkMlMTgzsgXf5aeOd62LUSTroTzrwfopvJVLYiMPzH0G2kU+T06kVwyj1w+m8gOkiXs0UvwPbvnPqPhPB0WAsXSxBB9kOH+wZ4/PHHmTx5MomJzaNNtDlyqk4LnveW5PGf77axu6yK1MRYTuidxrijO7tJwEkEbRNCfFFWhWVvwIxfQGwiXPUu9DsrtDEEqtMguHE2fPwr+O9fYcs8p+I8uWPTnqc0H774PWSdCkMuadrXbgEsQQRZfcN9B+Lxxx/n6quvtgTRCuQVlfP+0jzeW5LLxvwy4qKjOGtQRy4alslp/TOIiwnz5I6VpfDRPbD8Teh1ilN007ZLeGM6nLhEmPikE+9/7oRnT4fLX3WGv2gqsx6Aqn0wPnIqpn1Zgggy3+G+zz77bDp27Mjbb79NZWUlF110EQ899BBlZWVcdtll5Obm4vF4uP/++9m5cyfbtm3jjDPOID09ndmzZ4f7rZhG2ltRzccrdjBtSR7zc3ajCsf1SuUnJ/fmvKO70C7RvUPYvREkClJ7hf4i5KmB3IVO2/7CbDj9f+DUX4S+hdCROPZyZ3ynt66CF8bBhMdg2KGjHTfa5nnw3Rtw8t2Q0f/IX68FipwE8fG9sOP7pn3NzkfDuD82uMsf//hHVqxYwbJly5g5cyZTp05l4cKFqCoXXHABc+fOJT8/n65du/LRRx8BzhhN7dq147HHHmP27Nmkp6c3bdwmaGo8Xv67oYBpS/KYuWoHFdVeeqUlcteY/lw0rBs90ty7QVXIngNfPwEbP3fWJXeC7qOcJp3dj4cuxzZpc1LAGWQudxFsXeD0hM5dDNVlzqiqP54OWac07flCpcsxTiunqdfDB7c6TXLPfQRifuBQ354a546qXXc49ZdNG2sLEjkJohmYOXMmM2fOZNiwYQCUlpayfv16TjnlFO655x5+/etfM2HCBE45pYX+kUYoVWXlthKmLc3jg2XbKCitpH1iLJeOyOTi4ZkM697+wIBtnmpY+T588wTsWA5JHeHM+yAxDbYscC7cq//j7BsdD12HHZw0kjMaE5hzV7B1oZMMti50htxGnTuWTkOc3sA9ToC+Y5wRV1uyxA5OvcnnD7mf7wq47JUf1hR24TNOJf3lr0Fc0uH3b6UiJ0Ec5j/9UFBVfvOb33DTTTcdsm3JkiXMmDGD++67jzFjxvDAAw+EIcLIs6esitcXbCZ3T/kh4+PUeN2f7vpqj+LxHthWO75OZY2HgtIqYqOFM4/qyMXDMzljQMeD6xUq98KSV2D+U1C8FdL7w/lPwDGXQ6w7tMTIG5yfpbvc//AXOBf1BU87FzyADr0PJIvuxztDZtfOSFZdAduXHThu6wJnTgZwZjLrfhwMvshJON1GNjg5T4sVHeN05Os61Bmm49nT4LJXnfceqJLtMPsR6Hs2HDUheLG2AJGTIMLEd7jvc889l/vvv5+rrrqK5ORk8vLyiI2Npaamhg4dOnD11VfTvn17nn/++YOOtSKmpldYVsXz/83m5W82sa/aQ0ZyvDPSpju65oHlqP2jcSbE+h+NMzYqiqMz2zHhmC6HdjQr2e5c4Be9CJXF0PMkGP8X6Hdu/VNNJnd0OqTVdkqrrnCaWdYmjQ2fwXfu3Fnx7SBzhFPJvH0ZeKqc9R16Oxe42rsP30QSCYZcAukDnHqJl8bD+L/CiGsDO3bmb53PcfyfI7Ji2pcliCDzHe573LhxTJo0idGjnbFkkpOTee2119iwYQO//OUviYqKIjY2lqeeegqAyZMnM3bsWLp27WqV1E2ksKyK59zEUF7tYcIxXbnjzL7065TStCfatRq+eRKWvwXqcS72J94BmT9g6OrYBOhxvPMAp+hoT86BIqncb51ikONvdoqLMkc1riiqteo8xGkK++5P4T93OPUS4/7UcL1O9hxY8S6cdq+TZCOcDdbXikTa+22Muonh0sFtuWtAEd1Kv3cusAi0y3QebbtBu27QNtP5GRvgVJWqsOm/8M0/YP1MiGnjtKYZfYtdbMLJ63GG5/jqMSd5XvaK/ya8NVVO72xPFdwyP/Dfewtng/WZiLW7tJLn5mYzZ/4CBntW82x6HsdFryd+w1rY4FbWdhzsNOvc/h3sKzj0Rdp0qD95tMt0KprXfuS0SNq+DBLTneaix/00KBPZm0aKioazfue0Cnv/lgP1Ej3qzIA870koWAeT3omY5HA4liBM61NdQXH2QhZ/9SneLQv4KWu5N6oEooCKts7YQsdc7Fwguo2A+JSDjqUkz3kU50FJrvOzOBf2bIJNXzt1Cf506AMT/gbHXmkXmOZo8IVO44A3Jzmjwo7/M4y43qlnKNoKc//iVEr3PyfckTYbrT5BqOoPn3e2BQlrUWFpPlT5n3c7JLxeyF8NW+ZTvXk+sv072mk1ZwL5cV2J630O9DvJp7K2gU5gsQnOPAcNzXVQuffg5FGyzekTM2B8ZFUEt0SdBsHk2fDujc7IsNuWOhXYn9zrFBGOfSTcETYrrTpBJCQksHv3btLSjmBy8hZAVdm9ezcJCSGYrtDrgZ0rfZpSzoeiLcE/bwBqJJbvvVks8pxDdM8TOPPs88nqldX0J4pPgY5HOQ/T8rRJhUlvwZxHnLuGzd/A7g0w5oHwj1jbzLTqBJGZmUlubi75+fnhDiXoEhISyMzMbPoXrih2KnFr29XnLoKqUmdbcmenmGbUTZAUeFNcVWVbUQXf5RaxPLeYnSUV9e4bGyPERUcRFx1FbEwUsVFRxMVEERvtPmIEQfg4L4GlNT0Ze2xPbjuzH307tsI2/qbpREU7HRS7HAvTbnaKnkbfHu6omp1WnSBiY2PJygrCf5CtVW3zya0LYUttz9tVHOh5OxiOvQK6n+C0r2/fI+B24qrK8txiPl6xg49XbGfz7n1ESUdGZXVg3Kld6NQ2gUqfmc6c2c68+2dBK3FnP9s/Y5o7U1pFhbPu+CFpfHRmX/pkWGIwjTDwfKdOKir2hw/L0Yq16gRhAlC2G75/x2meuXUhlO1y1se3ddrsD5ro9rwd0eix8L1eZenWPXz8/Q4+XrGDvKJyYqKE0X3SuOnUPpwzuBPpyU081pAxjZXSOdwRNFuWICJRbXv9xS854/54qpyRRPuceaDnbceBP2hET49X+XZTIR9/v51PVu5gZ0klcdFRnNIvnbvO6sfZgzr5n5zeGNPsWIKIJGUFsOx1Z27dwo2Q0M4Z/2f4tU7rjh+o2uNlfvZuPl6xg5krd1BQWkV8TBSnD8hg/NFdOOOojqGf/MYYc8QsQbR2Xu/BdwveaugxGk77lVN8dITt9T9duYMHPljBzpJKEuOiOfOojowb0oXTB2SQFG9fL2NaMvsLbq1K8527hSUvO0M+J7SHUTc6dwtN0DyzoLSS301fyUfLtzOwS1senjiE0/pnkBDbgiaaMcY0yBJEa+L1Qs6Xzt3Cmo+cu4WeJzkDjw26oEl696oqHyzbxkP/WUlZpYdfnNOfm07rQ2y0dRAzprWxBNEalO46ULewJ8fpCHT8TTD8x5AxoMlOs724nN9OW8EXa3YxrEd7/nzJMU0/CqoxptmwBNFSle+B1R86QxPnzHWGlO55MpzxW6dtd2zT9apWVaYs3MojM1ZT7fVy/4RBXHdiL6KjWm/vdGOMJYiWpaIE1n4MK9+DDZ87RUipveCkO52pI9P7NfkpN+8u4953v2de9m5G907jj5ccTc+0yJ2C0ZhIYgmiuavaB+s+cZLCupngqXSGmj7hZhh8sTNncRDGmfJ4lRe/zuGvM9cSGxXFIxcfzRXHdW/VY1oZYw5mCaI5qql0ppVc8S6s/QSqyyC5E4y4zplKMfO4oI4aun7nXn717nKWbinizKM68oeLhtClnQ1fbUyksQTRXHiq3ekO34M1H0JliTNRzTGXwZCLndZIP6Bnc2NUe7w8PWcj//hiA0nx0Tx++VAmDu1qdw3GRChLEOFWUwWzHoDlbzoVz/HtnErmIRdD1mkQHZoeyCvyivnl1OWs3l7Cecd04aELBts4ScZEOEsQ4eT1wLSbnPqFIZfAkEuh75iGJ1VvYtUeL49/to6nv8ymQ1Icz1wzgnMH2+BlxhhLEOGjCjN+4SSHsx92WiKF2M6SCm57YwnfbtrDpSMyuf+8QbRLtDGTjDEOSxDhMvsPsOgFOOmusCSHbzYWcMeUpZRVevj7FUOZOLRbyGMwxjRvliDCYd6/nKkOh/8YznowpKf2epWnvtzIozPXkpWexJQbT7De0MYYv4I6gI6IjBWRtSKyQUTu9bO9h4jMFpGlIrJcRMa763uJSLmILHMfTwczzpBaNgU+/Y1TET3h8aD0YahP0b4qfvrKIv7y6VrOO6Yr02872ZKDMaZeQbuDEJFo4J/A2UAu8K2ITFfVVT673Qe8rapPicggYAbQy922UVWHBiu+sFgzAz641WmddMm/g95s1dfy3CJueX0JO0sqeHjiYK45oac1XzXGNCiYRUyjgA2qmg0gIm8CEwHfBKFA7TyW7YBtQYwnvDZ9Be9c50ySfsXrIWuppKq8vmALD/9nFenJcbx902iG9UgNybmNMS1bMBNEN2Crz/Nc4Pg6+zwIzBSR24Ek4CyfbVkishQoAe5T1f/WPYGITAYmA/To0aPpIm9q27+DKVc64yZdNRXiQ1Oss6+qht9OW8G0pXmc1j+Dxy8fSmqSTfdpjAlMuCuprwReUtVHRWQ08KqIDAG2Az1UdbeIjADeF5HBqlrie7CqPgs8CzBy5EgNdfABKdgAr17sTO95zTRISgvJaTfml/Kz1xazflcpPz+7P7ed0ZcoG33VGNMIwUwQeUB3n+eZ7jpfPwHGAqjqPBFJANJVdRdQ6a5fLCIbgf7AoiDG2/SK8+DVC53la96HdqFpSvrh8m38eupy4mOjeeWGUZzSLyMk5zXGtC7BbMX0LdBPRLJEJA64ApheZ58twBgAERkIJAD5IpLhVnIjIr2BfkB2EGNtevsK4bWLobwIrn4X0vsG/ZRVNV4enL6S295YyoDOKXx0x8mWHIwxP1jQ7iBUtUZEbgM+BaKBF1R1pYg8DCxS1enAPcBzInI3ToX1daqqInIq8LCIVANe4GZVLQxWrE2ushRevxQKc5zk0DX4jbG2FZVz6xtLWLqliBtOyuLecUcRF2PTgBpjfjhRbZ5F9401cuRIXbSoGZRA1VTCG5dBzn/h8lfhqPOCfsq56/K5882lVHuUP196DOOP7hL0cxpjWgcRWayqI/1tC3cldevi9cB7NzrDdkYbedIAABc+SURBVF/4VNCTQ43Hy98/X8+TszfQv2MKT109nN4ZyUE9pzEmcliCaCqq8OHdsOoDOPf/nClAg2hnSQV3TFnKgpxCfjQik4cmDiYxzn6dxpimY1cUrwe2LYX4tk7/hIS2EJvY+CEwPn8IlrwMp9wDo28NTqyuuevyufutZeyr8vDoj47lkhGZQT2fMSYyWYLYVwjPjzl4nUQ7ySK+rZMwfJNH7fr4FKdvQ3wK5K+Br/4GI66HM+8PWqg1Hi+Pf7aef85xipT+edUw+na0sZSMMcFhCSI+BSa940zxWVkCFSVQuffQ5dIdULDuwHpv9cGvM/giOO/RoA2+t6PYKVJauKmQK47rzu/OH0ybuNCN5WSMiTyWIGIToP85jT+uuuJA8qipgIyBEBWcZqVz1u7i529/R0W1h79dfiwXDbMiJWNM8FmC+KFiE5xHcvA6otV4vDw6ax1PzdnIUZ1TeHLScPp2tFZKxpjQsATRTG0vLueOKUv5dtMerhzlFCklxFqRkjEmdCxBNEOz1+7i528to6rGa9OBGmPCxhJEM1Lt8fLozHU8/aVTpPTPq4bTxzq+GWPCxBJEM7GtqJzbpyxl8eY9TDq+Bw9MGGRFSsaYsLIE0QzMXrOLu99eRnWNlyeuHMYFx3YNd0jGGGMJItwWZO/mJy9/y4DObfnXVcPJSk8Kd0jGGANYggirPWVV3PnmMnp0SOSdm0eTHG+/DmNM82FXpDBRVX459Tt2l1Uy7ZaTLDkYY5odm1EmTF76ZhOfrd7Fb8YNZEi3duEOxxhjDmEJIgxW5BXzyIw1jDmqI9ef1Cvc4RhjjF+WIEKstLKG26cspUNSHH/50bFIkAb3M8aYI2UF3yH2wAcr2Ly7jDduPIEOSXHhDscYY+pldxAh9O7iXN5bkscdY/pxQu+0cIdjjDENsgQRItn5pdz/wQqOz+rA7Wf2C3c4xhhzWJYgQqCyxsNtbywlLiaKx68YSnSU1TsYY5o/q4MIgUdmrGHV9hKe//FIurRrE+5wjDEmIAHdQYjIeyJynojYHUcjzVq1k5e+2cT1J/XirEGdwh2OMcYELNAL/r+AScB6EfmjiAwIYkytxraicn459TsGd23LveOOCnc4xhjTKAElCFX9TFWvAoYDm4DPROQbEbleRGKDGWBLVePxctebzgitT04aTnyMDd1tjGlZAi4yEpE04Drgp8BS4O84CWNWUCJr4Z74YgMLNxXyvxcNsRFajTEtUkCV1CIyDRgAvAqcr6rb3U1viciiYAXXUs3buJsnv1jPJcMzuWhYZrjDMcaYHyTQVkxPqOpsfxtUdWQTxtPiFZZVcddbS+mVlsTDEweHOxxjjPnBAi1iGiQi7WufiEiqiNwSpJhaLFXlF+98x56yap64chhJNoS3MaYFCzRB3KiqRbVPVHUPcGNwQmq5Xvh6E1+s2cX/jD/KhvA2xrR4gSaIaPEZdlREogEbac7H97nF/PHj1Zw1sBPXntgr3OEYY8wRC7QM5BOcCuln3Oc3uesMsLeimtumLCE9OZ6/XHqMDeFtjGkVAk0Qv8ZJCj9zn88Cng9KRC3QAx+sZGvhPt6cPJpUG8LbGNNKBJQgVNULPOU+jI9deyuYtjSPm07rzaisDuEOxxhjmkyg/SD6AY8Ag4CE2vWq2jtIcbUYG3eVAXBy3/QwR2KMMU0r0ErqF3HuHmqAM4BXgNeCFVRLklPgJAjrLW2MaW0CTRBtVPVzQFR1s6o+CJx3uINEZKyIrBWRDSJyr5/tPURktogsFZHlIjLeZ9tv3OPWisi5gb6hUMspKCUuJoquNoy3MaaVCbSSutId6nu9iNwG5AHJDR3gNoX9J3A2kAt8KyLTVXWVz273AW+r6lMiMgiYAfRyl68ABgNdcQYH7K+qnsa8uVDIKSgjKy2JKJsEyBjTygR6B3EnkAjcAYwArgauPcwxo4ANqpqtqlXAm8DEOvso0NZdbgdsc5cnAm+qaqWq5gAb3NdrdrILyqx4yRjTKh02Qbh3Aperaqmq5qrq9ap6iarOP8yh3YCtPs9z3XW+HgSuFpFcnLuH2xtxLCIyWUQWicii/Pz8w72VJlfj8bJl9z56Z1iCMMa0PodNEG6xzslBOv+VwEuqmgmMB15tzKx1qvqsqo5U1ZEZGRlBCrF+uXvKqfGq3UEYY1qlQOsglorIdOAdoKx2paq+18AxeUB3n+eZ7jpfPwHGuq81T0QSgPQAjw272hZMdgdhjGmNAv1vPQHYDZwJnO8+JhzmmG+BfiKSJSJxOJXO0+vsswUYAyAiA93z5Lv7XSEi8SKSBfQDFgYYa8hk72/i2mB9vTHGtEiB9qS+vrEvrKo1bounT4Fo4AVVXSkiDwOLVHU6cA/wnIjcjVNhfZ2qKrBSRN4GVuH0vbi1ObZgys4vpV2bWFITbdZVY0zrE2hP6hdxLuAHUdUbGjpOVWfgVD77rnvAZ3kVcFI9x/4B+EMg8YVLjtuCyQbnM8a0RoHWQXzos5wAXMSBJqkRK6egjNG908IdhjHGBEWgRUzv+j4XkSnAV0GJqIXYV1XD9uIKa8FkjGm1Am5SWkc/oGNTBtLSbCrYB0CWtWAyxrRSgdZB7OXgOogdOHNERKz9TVytBZMxppUKtIgpJdiBtDQ5BaUA9EpPDHMkxhgTHAEVMYnIRSLSzud5exG5MHhhNX/ZBWV0aZdAYlyg9fzGGNOyBFoH8TtVLa59oqpFwO+CE1LLkGOD9BljWrlAE4S//SL2X2dVJTvfEoQxpnULNEEsEpHHRKSP+3gMWBzMwJqzPfuqKS6vtgRhjGnVAk0QtwNVwFs48zpUALcGK6jmrraC2gbpM8a0ZoG2YioDDpkyNFJl59sgfcaY1i/QVkyzRKS9z/NUEfk0eGE1bzkFZcRECZmpNg+1Mab1CrSIKd1tuQSAqu4hgntS5xSU0SMtkdjoH9oR3Rhjmr9Ar3BeEelR+0REeuFndNdIkVNQRm+roDbGtHKBNlX9LfCViHwJCHAKMDloUTVjXq+SU1DGKf3Swx2KMcYEVaCV1J+IyEicpLAUeB8oD2ZgzdW24nIqa7xWQW2MafUCHazvp8CdOHNDLwNOAObhTEEaUXL2TzNqRUzGmNYt0DqIO4HjgM2qegYwDChq+JDWaf8ortYHwhjTygWaICpUtQJAROJVdQ0wIHhhNV/Z+WUkxkXTMSU+3KEYY0xQBVpJnev2g3gfmCUie4DNwQur+bJ5qI0xkSLQSuqL3MUHRWQ20A74JGhRNWM5BWUck9nu8DsaY0wL1+gRWVX1y2AE0hJU1njI3bOPC4d1C3coxhgTdNYVuBG2Fu7Dq1gnOWNMRLAE0QgHBumzBGGMaf0sQTRCttvEtZclCGNMBLAE0Qg5+WWkJ8fRrk1suEMxxpigswTRCDYPtTEmkliCaIRsSxDGmAhiCSJAJRXVFJRW2iB9xpiIYQkiQJtsDCZjTISxBBGg/YP0WRGTMSZCWIIIUHZ+GSLQIy0x3KEYY0xIWIIIUE5BGZmpbYiPiQ53KMYYExKWIAKUXVBqFdTGmIhiCSIAqkpOfpnVPxhjIooliADk762krMpjfSCMMRHFEkQAsm0eamNMBApqghCRsSKyVkQ2iMi9frb/TUSWuY91IlLks83js216MOM8nBxLEMaYCNToCYMCJSLRwD+Bs4Fc4FsRma6qq2r3UdW7ffa/HRjm8xLlqjo0WPE1Rk5BGXExUXRr3ybcoRhjTMgE8w5iFLBBVbNVtQp4E5jYwP5XAlOCGM8Plp1fRlZaElFRNg+1MSZyBDNBdAO2+jzPddcdQkR6AlnAFz6rE0RkkYjMF5EL6zlusrvPovz8/KaK+xA5BaVWvGSMiTjNpZL6CmCqqnp81vVU1ZHAJOBxEelT9yBVfVZVR6rqyIyMjKAEVuPxsqVwH1k2BpMxJsIEM0HkAd19nme66/y5gjrFS6qa5/7MBuZwcP1EyOTuKafao3YHYYyJOMFMEN8C/UQkS0TicJLAIa2RROQoIBWY57MuVUTi3eV04CRgVd1jQ8EG6TPGRKqgtWJS1RoRuQ34FIgGXlDVlSLyMLBIVWuTxRXAm6qqPocPBJ4RES9OEvujb+unULI+EMaYSBW0BAGgqjOAGXXWPVDn+YN+jvsGODqYsQUqp6CUtgkxdEiKC3coxhgTUs2lkrrZyikoIysjGRFr4mqMiSyWIA4jJ7+MPla8ZIyJQJYgGlBe5WFbcYXVPxhjIpIliAZs2u1WUFsfCGNMBLIE0YDsfGvBZIyJXJYgGpBTUApArzRLEMaYyGMJogHZBWV0bptAUnxQWwMbY0yzZAmiATkFZVa8ZIyJWJYgGuD0gbAEYYyJTJYg6rGnrIqifdU2BpMxJmJZgqhH7RhMve0OwhgToSxB1OPAPNTJYY7EGGPCwxJEPXIKSomJEjJTbR5qY0xksgRRj+z8Mnp0SCQ22j4iY0xksqtfPayJqzEm0lmC8MPrVUsQxpiIZwnCj+0lFVTWeK0PhDEmolmC8CPHBukzxhhLEP7UDtLXJ8OauBpjIpclCD+yC8pIjIumY0p8uEMxxpiwsQThR20Ftc1DbYyJZJYg/LAWTMYYYwniEJU1HrYW7rNB+owxEc8SRB1bC/fhVZuH2hhjLEHUcWAeamvBZIyJbJYg6tg/iqvNQ22MiXCWIOrIKSgjLSmOdomx4Q7FGGPCyhJEHdkFZTZJkDHGYAniENbE1RhjHJYgfOytqCZ/b6VVUBtjDJYgDrKpYB9gg/QZYwxYgjhItjtIn9VBGGOMJYiDZOeXIQI9OiSGOxRjjAk7SxA+cgrK6Na+DQmx0eEOxRhjws4ShA9rwWSMMQdYgnCpOvNQ2yB9xhjjCGqCEJGxIrJWRDaIyL1+tv9NRJa5j3UiUuSz7VoRWe8+rg1mnAD5pZWUVtbQ22aRM8YYAGKC9cIiEg38EzgbyAW+FZHpqrqqdh9Vvdtn/9uBYe5yB+B3wEhAgcXusXuCFa/NQ22MMQcL5h3EKGCDqmarahXwJjCxgf2vBKa4y+cCs1S10E0Ks4CxQYz1wCB9liCMMQYIboLoBmz1eZ7rrjuEiPQEsoAvGnOsiEwWkUUisig/P/+Igs0uKCMuJoqu7dsc0esYY0xr0Vwqqa8ApqqqpzEHqeqzqjpSVUdmZGQcUQDZ+WX0SkskOsrmoTbGGAhugsgDuvs8z3TX+XMFB4qXGntsk8gpKLXiJWOM8RHMBPEt0E9EskQkDicJTK+7k4gcBaQC83xWfwqcIyKpIpIKnOOuC4oaj5cthftskD5jjPERtFZMqlojIrfhXNijgRdUdaWIPAwsUtXaZHEF8Kaqqs+xhSLye5wkA/CwqhYGK9a8onKqPWp9IIwxxkfQEgSAqs4AZtRZ90Cd5w/Wc+wLwAtBC85Hdm0LJhukzxhj9msuldRhVdsHwu4gjDHmAEsQOH0g2ibE0CEpLtyhGGNMs2EJAneQvoxkRKyJqzHG1LIEAWTnl1rxkjHG1BHxCaK8ysO24grrA2GMMXVEfILYV1XDBcd2ZViP9uEOxRhjmpWgNnNtCdKS43niymHhDsMYY5qdiL+DMMYY458lCGOMMX5ZgjDGGOOXJQhjjDF+WYIwxhjjlyUIY4wxflmCMMYY45clCGOMMX6Jzzw9LZqI5AObj+Al0oGCJgonGCy+I2PxHRmL78g05/h6qmqGvw2tJkEcKRFZpKojwx1HfSy+I2PxHRmL78g09/jqY0VMxhhj/LIEYYwxxi9LEAc8G+4ADsPiOzIW35Gx+I5Mc4/PL6uDMMYY45fdQRhjjPHLEoQxxhi/IipBiMhYEVkrIhtE5F4/2+NF5C13+wIR6RXC2LqLyGwRWSUiK0XkTj/7nC4ixSKyzH08EKr4fGLYJCLfu+df5Ge7iMgT7me4XESGhzC2AT6fzTIRKRGRu+rsE9LPUEReEJFdIrLCZ10HEZklIuvdn6n1HHutu896Ebk2hPH9RUTWuL+/aSLid7rFw30XghjfgyKS5/M7HF/PsQ3+vQcxvrd8YtskIsvqOTbon98RU9WIeADRwEagNxAHfAcMqrPPLcDT7vIVwFshjK8LMNxdTgHW+YnvdODDMH+Om4D0BraPBz4GBDgBWBDG3/cOnE5AYfsMgVOB4cAKn3V/Bu51l+8F/uTnuA5Atvsz1V1ODVF85wAx7vKf/MUXyHchiPE9CPwigN9/g3/vwYqvzvZHgQfC9fkd6SOS7iBGARtUNVtVq4A3gYl19pkIvOwuTwXGiIiEIjhV3a6qS9zlvcBqoFsozt3EJgKvqGM+0F5EuoQhjjHARlU9kt71R0xV5wKFdVb7fs9eBi70c+i5wCxVLVTVPcAsYGwo4lPVmapa4z6dD2Q29XkDVc/nF4hA/t6PWEPxudeOy4ApTX3eUImkBNEN2OrzPJdDL8D793H/QIqBtJBE58Mt2hoGLPCzebSIfCciH4vI4JAG5lBgpogsFpHJfrYH8jmHwhXU/4cZ7s+wk6pud5d3AJ387NNcPscbcO4I/TncdyGYbnOLwF6op4iuOXx+pwA7VXV9PdvD+fkFJJISRIsgIsnAu8BdqlpSZ/MSnCKTY4F/AO+HOj7gZFUdDowDbhWRU8MQQ4NEJA64AHjHz+bm8Bnup05ZQ7Nsay4ivwVqgNfr2SVc34WngD7AUGA7TjFOc3QlDd89NPu/pUhKEHlAd5/nme46v/uISAzQDtgdkuicc8biJIfXVfW9uttVtURVS93lGUCsiKSHKj73vHnuz13ANJxbeV+BfM7BNg5Yoqo7625oDp8hsLO22M39ucvPPmH9HEXkOmACcJWbxA4RwHchKFR1p6p6VNULPFfPecP9+cUAFwNv1bdPuD6/xoikBPEt0E9Estz/MK8AptfZZzpQ21rkUuCL+v44mppbXvlvYLWqPlbPPp1r60REZBTO7y+UCSxJRFJql3EqM1fU2W068GO3NdMJQLFPcUqo1PufW7g/Q5fv9+xa4AM/+3wKnCMiqW4RyjnuuqATkbHAr4ALVHVfPfsE8l0IVny+dVoX1XPeQP7eg+ksYI2q5vrbGM7Pr1HCXUseygdOC5t1OK0bfuuuexjnDwEgAadYYgOwEOgdwthOxilqWA4scx/jgZuBm919bgNW4rTImA+cGOLPr7d77u/cOGo/Q98YBfin+xl/D4wMcYxJOBf8dj7rwvYZ4iSq7UA1Tjn4T3DqtT4H1gOfAR3cfUcCz/sce4P7XdwAXB/C+DbglN/Xfg9rW/Z1BWY09F0IUXyvut+t5TgX/S5143OfH/L3Hor43PUv1X7nfPYN+ed3pA8basMYY4xfkVTEZIwxphEsQRhjjPHLEoQxxhi/LEEYY4zxyxKEMcYYvyxBGNMMuKPMfhjuOIzxZQnCGGOMX5YgjGkEEblaRBa6Y/g/IyLRIlIqIn8TZx6Pz0Ukw913qIjM95lXIdVd31dEPnMHDFwiIn3cl08WkanuXAyvh2okYWPqYwnCmACJyEDgcuAkVR0KeICrcHpvL1LVwcCXwO/cQ14Bfq2qx+D0/K1d/zrwT3UGDDwRpycuOCP43gUMwulpe1LQ35QxDYgJdwDGtCBjgBHAt+4/921wBtrzcmBQtteA90SkHdBeVb90178MvOOOv9NNVacBqGoFgPt6C9Udu8edhawX8FXw35Yx/lmCMCZwArysqr85aKXI/XX2+6Hj11T6LHuwv08TZlbEZEzgPgcuFZGOsH9u6Z44f0eXuvtMAr5S1WJgj4ic4q6/BvhSndkCc0XkQvc14kUkMaTvwpgA2X8oxgRIVVeJyH04s4BF4YzgeStQBoxyt+3CqacAZyjvp90EkA1c766/BnhGRB52X+NHIXwbxgTMRnM15giJSKmqJoc7DmOamhUxGWOM8cvuIIwxxvhldxDGGGP8sgRhjDHGL0sQxhhj/LIEYYwxxi9LEMYYY/z6f188r90CB2bbAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "id": "FN48cAALh3dt",
        "outputId": "6c04b3c3-8a65-4cfe-8e76-b8f90ebe739a"
      },
      "source": [
        "# summarize history for loss\n",
        "plt.plot(H.history['loss'])\n",
        "plt.plot(H.history['val_loss'])\n",
        "plt.title('model loss')\n",
        "plt.ylabel('loss')\n",
        "plt.xlabel('epoch')\n",
        "plt.legend(['train', 'test'], loc='upper left')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pRa_gGAiaocl"
      },
      "source": [
        "predIdxs = model.predict(x_val)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "UHzTK_v0evHn",
        "outputId": "acce1652-d2a4-4a50-f779-31c8ff6f8261"
      },
      "source": [
        "x_val.shape"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(1000, 224, 224, 3)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 25
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "m1SSDrCBeJUM",
        "outputId": "610e01f6-67b0-433d-c3f9-fa6e9c3e58d1"
      },
      "source": [
        "predIdxs = np.argmax(predIdxs, axis=1)\n",
        "predIdxs"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0,\n",
              "       1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 0, 0,\n",
              "       1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 1, 0, 1, 0,\n",
              "       0, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0,\n",
              "       1, 0, 0, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1,\n",
              "       1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 0,\n",
              "       1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 1,\n",
              "       0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0,\n",
              "       0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 1, 1, 1,\n",
              "       1, 0, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1,\n",
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              "       0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1,\n",
              "       0, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0,\n",
              "       1, 0, 1, 0, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0,\n",
              "       1, 0, 1, 0, 0, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 0,\n",
              "       0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 0,\n",
              "       1, 0, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1,\n",
              "       1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 0, 1, 1, 0, 1, 1,\n",
              "       1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1,\n",
              "       1, 0, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0,\n",
              "       0, 0, 0, 0, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0,\n",
              "       0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 0, 0, 0, 1, 0, 1, 0, 0,\n",
              "       0, 1, 0, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 1,\n",
              "       1, 1, 0, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0,\n",
              "       0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 0, 1, 0, 0, 0, 1,\n",
              "       0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1, 1, 1, 0, 0,\n",
              "       0, 1, 0, 1, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 0,\n",
              "       0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1,\n",
              "       1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1,\n",
              "       0, 1, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0, 0, 0,\n",
              "       0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 1, 1, 1, 1, 0,\n",
              "       1, 1, 1, 0, 0, 1, 0, 1, 0, 0, 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0,\n",
              "       1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0,\n",
              "       1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 0, 0, 0,\n",
              "       1, 0, 0, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 0,\n",
              "       1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 0, 0, 0, 0, 1, 1, 0, 1, 0,\n",
              "       1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 1, 1, 0, 1, 0,\n",
              "       1, 1, 1, 0, 0, 1, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0, 0,\n",
              "       0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 0, 1,\n",
              "       1, 0, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0, 1, 1, 0, 0,\n",
              "       1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1, 0,\n",
              "       1, 0, 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0,\n",
              "       0, 0, 0, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0,\n",
              "       1, 0, 1, 0, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0,\n",
              "       0, 1, 0, 1, 0, 0, 0, 0, 0, 0, 1, 0, 1, 1, 0, 0, 1, 0, 0, 1, 0, 0,\n",
              "       0, 0, 0, 0, 1, 0, 0, 1, 0, 1])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 26
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fu3iPg-Li4f0"
      },
      "source": [
        "import keras\n",
        "keras.__version__"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Y1-QPS4neeek"
      },
      "source": [
        "from keras.models import load_model\n",
        "model.save('new_butterfly.h5')"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xDnaWPsAfC80"
      },
      "source": [
        ""
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "fogqqEnoguNc",
        "outputId": "8922f19b-ffe6-4b8b-85e2-d14123cae7ae"
      },
      "source": [
        "from sklearn.metrics import accuracy_score\n",
        "print(\"Accuracy: \",accuracy_score(y_val.argmax(axis=1), predIdxs)*100,\"%\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Accuracy:  90.5 %\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iUOHlOu1qJrH",
        "outputId": "d5b9bec7-d0ef-44f6-d232-bfb8a6ae8c12"
      },
      "source": [
        "from sklearn.metrics import log_loss\n",
        "print(\"Log loss: \",log_loss(y_val.argmax(axis=1), predIdxs))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Log loss:  3.2812285349726062\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "eG2zsRdsogom",
        "outputId": "4ea7ddc2-7819-4cbc-c9f1-1de2f68f4783"
      },
      "source": [
        "from sklearn.metrics import roc_curve\n",
        "from sklearn.metrics import roc_auc_score\n",
        "from matplotlib import pyplot\n",
        "ns_auc = roc_auc_score(y_val.argmax(axis=1), predIdxs)\n",
        "# summarize scores\n",
        "print('Score: ROC AUC=%.3f' % (ns_auc))\n",
        "ns_fpr, ns_tpr, _ = roc_curve(y_val.argmax(axis=1), predIdxs)\n",
        "pyplot.plot(ns_fpr, ns_tpr, linestyle='--', label='ROC curve')\n",
        "# axis labels\n",
        "pyplot.xlabel('False Positive Rate')\n",
        "pyplot.ylabel('True Positive Rate')\n",
        "# show the legend\n",
        "pyplot.legend()\n",
        "# show the plot\n",
        "pyplot.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Score: ROC AUC=0.906\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "NKi94hQ9hFQO",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "56a9e118-ecff-4cdd-8160-7a9cf5768fb4"
      },
      "source": [
        "\n",
        "from sklearn.metrics import confusion_matrix\n",
        "rounded_labels= y_val.argmax(axis=1)\n",
        "print(\"Confusion matrix: \")\n",
        "cmtx = pd.DataFrame(\n",
        "    confusion_matrix(rounded_labels, predIdxs), \n",
        "    index=['true:yes', 'true:no'], \n",
        "    columns=['pred:yes', 'pred:no']\n",
        ")\n",
        "print(cmtx)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Confusion matrix: \n",
            "          pred:yes  pred:no\n",
            "true:yes       469       56\n",
            "true:no         39      436\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "48C1M6glm2TO",
        "outputId": "0f7abb8b-0846-4468-afa4-1c8a75be414c"
      },
      "source": [
        "print(classification_report(y_val.argmax(axis=1), predIdxs))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       0.92      0.89      0.91       525\n",
            "           1       0.89      0.92      0.90       475\n",
            "\n",
            "    accuracy                           0.91      1000\n",
            "   macro avg       0.90      0.91      0.90      1000\n",
            "weighted avg       0.91      0.91      0.91      1000\n",
            "\n"
          ],
          "name": "stdout"
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}