Red Blood Cell CNN.ipynb

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  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4"
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LUT-r4YCQOpa",
        "outputId": "1869e44f-3787-47c7-970d-fbd5d8b74367"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ],
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive', force_remount = True)"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "print(os.listdir('/content/drive/MyDrive/Deep_Learning/bloodcell_2'))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "F0N7niFSV4JQ",
        "outputId": "a1d543ff-7bf8-4278-cefc-63f1bf3385b5"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['9 acantocyte 354', '8 SPERO bulat 562', '7 hypochromic 222', '6 TARGETSEL 851', '5 stomatocyte 382', '4 normal 1426', '3 teardrop 2076', '2 pencil 24', '1 Elliptocyte 1211']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Ignore  the warnings\n",
        "import warnings\n",
        "warnings.filterwarnings('always')\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "# data visualisation and manipulation\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import style\n",
        "import seaborn as sns\n",
        "\n",
        "#configure\n",
        "# sets matplotlib to inline and displays graphs below the corressponding cell.\n",
        "%matplotlib inline\n",
        "style.use('fivethirtyeight')\n",
        "sns.set(style='whitegrid',color_codes=True)\n",
        "\n",
        "#model selection\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.model_selection import KFold\n",
        "from sklearn.metrics import accuracy_score,precision_score,recall_score,confusion_matrix,roc_curve,roc_auc_score\n",
        "from sklearn.model_selection import GridSearchCV\n",
        "from sklearn.preprocessing import LabelEncoder\n",
        "\n",
        "#preprocess.\n",
        "from keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "#dl libraraies\n",
        "from keras import backend as K\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense\n",
        "from keras.optimizers import Adam,SGD,Adagrad,Adadelta,RMSprop\n",
        "from keras.utils import to_categorical\n",
        "\n",
        "# specifically for cnn\n",
        "from keras.layers import Dropout, Flatten,Activation\n",
        "from keras.layers import Conv2D, MaxPooling2D, BatchNormalization\n",
        "\n",
        "import tensorflow as tf\n",
        "import random as rn\n",
        "\n",
        "# specifically for manipulating zipped images and getting numpy arrays of pixel values of images.\n",
        "import cv2\n",
        "import numpy as np\n",
        "from tqdm import tqdm\n",
        "import os\n",
        "from random import shuffle\n",
        "from zipfile import ZipFile\n",
        "from PIL import Image"
      ],
      "metadata": {
        "id": "-x61UuBlV7C2"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X=[]\n",
        "Z=[]\n",
        "IMG_SIZE= 55\n",
        "ACANTOCYTE_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/9 acantocyte 354'\n",
        "SPERO_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/8 SPERO bulat 562'\n",
        "HYPOCHROMIC_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/7 hypochromic 222'\n",
        "TARGET_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/6 TARGETSEL 851'\n",
        "STOMATOCYTE_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/5 stomatocyte 382'\n",
        "NORMAL_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/4 normal 1426'\n",
        "TEARDROP_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/3 teardrop 2076'\n",
        "PENCIL_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/2 pencil 24'\n",
        "ELLIPTOCYTE_DIR='/content/drive/MyDrive/Deep_Learning/bloodcell_2/1 Elliptocyte 1211'"
      ],
      "metadata": {
        "id": "-38Ye_bAWC8P"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def assign_label(img,blood_type):\n",
        "    return blood_type"
      ],
      "metadata": {
        "id": "NnpABv8GWzUM"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "from numpy.lib.type_check import imag\n",
        "import cv2\n",
        "import numpy as np\n",
        "import random\n",
        "\n",
        "# Fungsi untuk melakukan rotasi gambar 90 derajat\n",
        "def rotate_90(img):\n",
        "    return np.rot90(img)\n",
        "\n",
        "# Fungsi untuk melakukan rotasi gambar 180 derajat\n",
        "def rotate_180(img):\n",
        "    return np.rot90(img, 2)\n",
        "\n",
        "# Fungsi untuk melakukan rotasi gambar 270 derajat\n",
        "def rotate_270(img):\n",
        "    return np.rot90(img, 3)"
      ],
      "metadata": {
        "id": "UG2Ts5hH4Ojf"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#def make_train_data(blood_type,DIR):\n",
        "#    for img in tqdm(os.listdir(DIR)):\n",
        "#        label=assign_label(img,blood_type)\n",
        "#        path = os.path.join(DIR,img)\n",
        "#        img = cv2.imread(path,cv2.IMREAD_COLOR)\n",
        "#        img = cv2.resize(img, (IMG_SIZE,IMG_SIZE))\n",
        "#\n",
        "#        X.append(np.array(img))\n",
        "#        Z.append(str(label))\n",
        "\n",
        "\n",
        "def make_train_data(blood_type, DIR):\n",
        "    for img in tqdm(os.listdir(DIR)):\n",
        "        label = assign_label(img, blood_type)\n",
        "        path = os.path.join(DIR, img)\n",
        "        img = cv2.imread(path, cv2.IMREAD_COLOR)\n",
        "        img = cv2.resize(img, (IMG_SIZE, IMG_SIZE))\n",
        "\n",
        "        # Menerapkan augmentasi gambar\n",
        "        augmented_image = img\n",
        "        augmented_image_rot90 = rotate_90(augmented_image)\n",
        "        augmented_image_rot180 = rotate_180(augmented_image)\n",
        "        augmented_image_rot270 = rotate_270(augmented_image)\n",
        "\n",
        "        X.append(np.array(img))\n",
        "        Z.append(str(label))\n",
        "\n",
        "        X.append(np.array(augmented_image_rot90))\n",
        "        Z.append(str(label))\n",
        "\n",
        "        X.append(np.array(augmented_image_rot180))\n",
        "        Z.append(str(label))\n",
        "\n",
        "        X.append(np.array(augmented_image_rot270))\n",
        "        Z.append(str(label))"
      ],
      "metadata": {
        "id": "zTpWw6nKXAvF"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "make_train_data('Acantocyte',ACANTOCYTE_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Spero',SPERO_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Hypochromic',HYPOCHROMIC_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Target',TARGET_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Stomtocyte',STOMATOCYTE_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Normal',NORMAL_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Teardrop',TEARDROP_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Pencil',PENCIL_DIR)\n",
        "print(len(X))\n",
        "make_train_data('Elliptocyte',ELLIPTOCYTE_DIR)\n",
        "print(len(X))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3n1_s8tjXRZU",
        "outputId": "d610aa16-f151-4b6e-d55a-c6feecad72d1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
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            "\n"
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      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fig,ax=plt.subplots(5,2)\n",
        "fig.set_size_inches(15,15)\n",
        "for i in range(5):\n",
        "    for j in range (2):\n",
        "        l=rn.randint(0,len(Z))\n",
        "        ax[i,j].imshow(X[l])\n",
        "        ax[i,j].set_title('Cell: '+Z[l])\n",
        "\n",
        "plt.tight_layout()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "0pA9iYGWX5L1",
        "outputId": "5b985057-f587-4e77-f072-dbc48e81b9b1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1500 with 10 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "le=LabelEncoder()\n",
        "Y=le.fit_transform(Z)\n",
        "Y=to_categorical(Y,9)\n",
        "X=np.array(X)\n",
        "X=X/255"
      ],
      "metadata": {
        "id": "V7jgCbu9YVe0"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x_train,x_test,y_train,y_test=train_test_split(X,Y,test_size=0.2,random_state=42)"
      ],
      "metadata": {
        "id": "1PwGe05LYcA7"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(42)\n",
        "rn.seed(42)\n",
        "tf.random.set_seed(42)"
      ],
      "metadata": {
        "id": "LFUptOQzYgA8"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        " # modelling starts using a CNN.\n",
        "\n",
        "model = Sequential()\n",
        "model.add(Conv2D(filters = 32, kernel_size = (5,5),padding = 'Same',activation ='relu', input_shape = (55,55,3)))\n",
        "model.add(MaxPooling2D(pool_size=(2,2)))\n",
        "\n",
        "\n",
        "model.add(Conv2D(filters = 64, kernel_size = (3,3),padding = 'Same',activation ='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2,2), strides=(2,2)))\n",
        "\n",
        "\n",
        "model.add(Conv2D(filters =96, kernel_size = (3,3),padding = 'Same',activation ='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2,2), strides=(2,2)))\n",
        "\n",
        "model.add(Conv2D(filters = 96, kernel_size = (3,3),padding = 'Same',activation ='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2,2), strides=(2,2)))\n",
        "\n",
        "model.add(Flatten())\n",
        "model.add(Dense(512))\n",
        "model.add(Activation('relu'))\n",
        "model.add(Dense(9, activation = \"softmax\"))"
      ],
      "metadata": {
        "id": "saAd6yCTZcfV"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "batch_size=64\n",
        "epochs=15\n",
        "\n",
        "from keras.callbacks import ReduceLROnPlateau\n",
        "red_lr= ReduceLROnPlateau(monitor='val_acc',patience=3,verbose=1,factor=0.1)"
      ],
      "metadata": {
        "id": "aYAn_gc3ZeWQ"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "datagen = ImageDataGenerator(\n",
        "        featurewise_center=False,  # set input mean to 0 over the dataset\n",
        "        samplewise_center=False,  # set each sample mean to 0\n",
        "        featurewise_std_normalization=False,  # divide inputs by std of the dataset\n",
        "        samplewise_std_normalization=False,  # divide each input by its std\n",
        "        zca_whitening=False,  # apply ZCA whitening\n",
        "        rotation_range=10,  # randomly rotate images in the range (degrees, 0 to 180)\n",
        "        zoom_range = 0.1, # Randomly zoom image\n",
        "        width_shift_range=0.2,  # randomly shift images horizontally (fraction of total width)\n",
        "        height_shift_range=0.2,  # randomly shift images vertically (fraction of total height)\n",
        "        horizontal_flip=True,  # randomly flip images\n",
        "        vertical_flip=False)  # randomly flip images\n",
        "\n",
        "\n",
        "datagen.fit(x_train)"
      ],
      "metadata": {
        "id": "MPwb-cxpZgED"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer=Adam(lr=0.001),loss='categorical_crossentropy',metrics=['accuracy'])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "cAmv7nnDZhoC",
        "outputId": "8a908ea3-147d-4bf3-c7d1-6992e740b871"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "WARNING:absl:`lr` is deprecated in Keras optimizer, please use `learning_rate` or use the legacy optimizer, e.g.,tf.keras.optimizers.legacy.Adam.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "SKxbTFynZi2E",
        "outputId": "9e55b36a-751a-4f70-df17-f13451d33021"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 55, 55, 32)        2432      \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2  (None, 27, 27, 32)        0         \n",
            " D)                                                              \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 27, 27, 64)        18496     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPoolin  (None, 13, 13, 64)        0         \n",
            " g2D)                                                            \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 13, 13, 96)        55392     \n",
            "                                                                 \n",
            " max_pooling2d_2 (MaxPoolin  (None, 6, 6, 96)          0         \n",
            " g2D)                                                            \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 6, 6, 96)          83040     \n",
            "                                                                 \n",
            " max_pooling2d_3 (MaxPoolin  (None, 3, 3, 96)          0         \n",
            " g2D)                                                            \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 864)               0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 512)               442880    \n",
            "                                                                 \n",
            " activation (Activation)     (None, 512)               0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 9)                 4617      \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 606857 (2.31 MB)\n",
            "Trainable params: 606857 (2.31 MB)\n",
            "Non-trainable params: 0 (0.00 Byte)\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "History = model.fit_generator(datagen.flow(x_train,y_train, batch_size=batch_size),\n",
        "                              epochs = epochs, validation_data = (x_test,y_test),\n",
        "                              verbose = 1, steps_per_epoch=x_train.shape[0] // batch_size)\n",
        "model.fit(x_train,y_train,epochs=epochs,batch_size=batch_size,validation_data = (x_test,y_test))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "mDuJ9JeXaHMS",
        "outputId": "eb01ee62-f338-4a64-a8bf-6942ef65907c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/15\n",
            "356/356 [==============================] - 43s 84ms/step - loss: 1.2419 - accuracy: 0.5547 - val_loss: 0.6900 - val_accuracy: 0.7564\n",
            "Epoch 2/15\n",
            "356/356 [==============================] - 33s 93ms/step - loss: 0.7412 - accuracy: 0.7444 - val_loss: 0.4758 - val_accuracy: 0.8303\n",
            "Epoch 3/15\n",
            "356/356 [==============================] - 29s 80ms/step - loss: 0.5298 - accuracy: 0.8193 - val_loss: 0.2954 - val_accuracy: 0.9018\n",
            "Epoch 4/15\n",
            "356/356 [==============================] - 29s 82ms/step - loss: 0.4110 - accuracy: 0.8575 - val_loss: 0.2679 - val_accuracy: 0.9082\n",
            "Epoch 5/15\n",
            "356/356 [==============================] - 29s 81ms/step - loss: 0.3567 - accuracy: 0.8772 - val_loss: 0.2472 - val_accuracy: 0.9147\n",
            "Epoch 6/15\n",
            "356/356 [==============================] - 28s 80ms/step - loss: 0.3153 - accuracy: 0.8920 - val_loss: 0.2431 - val_accuracy: 0.9116\n",
            "Epoch 7/15\n",
            "356/356 [==============================] - 28s 79ms/step - loss: 0.2886 - accuracy: 0.8981 - val_loss: 0.2564 - val_accuracy: 0.9145\n",
            "Epoch 8/15\n",
            "356/356 [==============================] - 29s 81ms/step - loss: 0.2754 - accuracy: 0.9031 - val_loss: 0.2133 - val_accuracy: 0.9256\n",
            "Epoch 9/15\n",
            "356/356 [==============================] - 34s 96ms/step - loss: 0.2594 - accuracy: 0.9084 - val_loss: 0.2052 - val_accuracy: 0.9277\n",
            "Epoch 10/15\n",
            "356/356 [==============================] - 29s 82ms/step - loss: 0.2473 - accuracy: 0.9130 - val_loss: 0.1953 - val_accuracy: 0.9352\n",
            "Epoch 11/15\n",
            "356/356 [==============================] - 30s 85ms/step - loss: 0.2380 - accuracy: 0.9164 - val_loss: 0.2242 - val_accuracy: 0.9219\n",
            "Epoch 12/15\n",
            "356/356 [==============================] - 29s 82ms/step - loss: 0.2280 - accuracy: 0.9199 - val_loss: 0.2296 - val_accuracy: 0.9194\n",
            "Epoch 13/15\n",
            "356/356 [==============================] - 28s 80ms/step - loss: 0.2245 - accuracy: 0.9200 - val_loss: 0.1837 - val_accuracy: 0.9331\n",
            "Epoch 14/15\n",
            "356/356 [==============================] - 29s 81ms/step - loss: 0.2139 - accuracy: 0.9234 - val_loss: 0.2443 - val_accuracy: 0.9138\n",
            "Epoch 15/15\n",
            "356/356 [==============================] - 29s 82ms/step - loss: 0.2083 - accuracy: 0.9249 - val_loss: 0.2643 - val_accuracy: 0.9054\n",
            "Epoch 1/15\n",
            "357/357 [==============================] - 6s 15ms/step - loss: 0.1558 - accuracy: 0.9422 - val_loss: 0.1475 - val_accuracy: 0.9462\n",
            "Epoch 2/15\n",
            "357/357 [==============================] - 4s 12ms/step - loss: 0.1234 - accuracy: 0.9539 - val_loss: 0.1331 - val_accuracy: 0.9515\n",
            "Epoch 3/15\n",
            "357/357 [==============================] - 4s 11ms/step - loss: 0.1042 - accuracy: 0.9612 - val_loss: 0.1288 - val_accuracy: 0.9546\n",
            "Epoch 4/15\n",
            "357/357 [==============================] - 4s 12ms/step - loss: 0.0885 - accuracy: 0.9685 - val_loss: 0.1784 - val_accuracy: 0.9413\n",
            "Epoch 5/15\n",
            "357/357 [==============================] - 4s 11ms/step - loss: 0.0792 - accuracy: 0.9709 - val_loss: 0.1193 - val_accuracy: 0.9590\n",
            "Epoch 6/15\n",
            "357/357 [==============================] - 4s 11ms/step - loss: 0.0740 - accuracy: 0.9722 - val_loss: 0.1176 - val_accuracy: 0.9604\n",
            "Epoch 7/15\n",
            "357/357 [==============================] - 4s 12ms/step - loss: 0.0624 - accuracy: 0.9772 - val_loss: 0.1249 - val_accuracy: 0.9574\n",
            "Epoch 8/15\n",
            "357/357 [==============================] - 5s 13ms/step - loss: 0.0579 - accuracy: 0.9786 - val_loss: 0.1302 - val_accuracy: 0.9590\n",
            "Epoch 9/15\n",
            "357/357 [==============================] - 4s 11ms/step - loss: 0.0485 - accuracy: 0.9826 - val_loss: 0.1314 - val_accuracy: 0.9587\n",
            "Epoch 10/15\n",
            "357/357 [==============================] - 4s 12ms/step - loss: 0.0388 - accuracy: 0.9853 - val_loss: 0.1307 - val_accuracy: 0.9597\n",
            "Epoch 11/15\n",
            "357/357 [==============================] - 5s 13ms/step - loss: 0.0373 - accuracy: 0.9872 - val_loss: 0.1320 - val_accuracy: 0.9559\n",
            "Epoch 12/15\n",
            "357/357 [==============================] - 4s 11ms/step - loss: 0.0395 - accuracy: 0.9852 - val_loss: 0.1401 - val_accuracy: 0.9590\n",
            "Epoch 13/15\n",
            "357/357 [==============================] - 4s 12ms/step - loss: 0.0306 - accuracy: 0.9891 - val_loss: 0.1524 - val_accuracy: 0.9548\n",
            "Epoch 14/15\n",
            "357/357 [==============================] - 5s 13ms/step - loss: 0.0231 - accuracy: 0.9922 - val_loss: 0.1333 - val_accuracy: 0.9630\n",
            "Epoch 15/15\n",
            "357/357 [==============================] - 4s 11ms/step - loss: 0.0324 - accuracy: 0.9890 - val_loss: 0.1227 - val_accuracy: 0.9655\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.src.callbacks.History at 0x7fa56c777760>"
            ]
          },
          "metadata": {},
          "execution_count": 18
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(History.history['loss'])\n",
        "plt.plot(History.history['val_loss'])\n",
        "plt.title('Model Loss')\n",
        "plt.ylabel('Loss')\n",
        "plt.xlabel('Epochs')\n",
        "plt.legend(['train', 'test'])\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "y74B21WYa1VO",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        },
        "outputId": "9a0da679-46a9-407b-8cc0-e2e40533f225"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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wdOlSnDhxAnPnzkVlpTRrBF2o/r19Qe9EHsf1ERERUecIqJ6+qVOnYtq0aQB8typpzW1JLrroInzzzTdQKM5+lBEjRmDKlCn49NNPcdttt3VavR2lfpHm4/ndI6QSERFR9xNQPX0y2YWXo9frGwQ+AIiPj0dUVBRKS0s7qrRO1a+up6+wtAa1NpfE1RAREVEwCqievo5y6tQpVFRUtPoS8fmIothgle2OZrPZAAAquQexRg3Kqu04lFWMoanRnfae3U19G9U/UkNsn+axfVrGNmoe26d59ePVRFGExyPNYsyBTBRF/2N72sfj8cDr9cJms8HrbbzShyiKrVqQOuhCnyiKePLJJ9GjRw9cccUV7TqXy+XC0aNHO6iy88vNzUWcQUBZNbBjbxaUzu7RQ9mVcnNzpS4hoLF9msf2aRnbqHlsn/NTKBRwOp0deheMYNPeu204HA643W7k5OScdx+VStXieYIu9K1YsQI//vgj3njjDeh0unadS6lU+u+J1xlsNhtyc3ORnJyMEVU6HM47AZNDhYyMjE57z+7m3DbSanmbul9j+zSP7dMytlHz2D7NM5lMKC0thUqlgkajkbqcgCOKIhwOB9RqdbtDsUKhQGJiItRqdaPXsrKyWneOdlUQYNauXYtXXnkFf//73zFu3Lh2n08QhHYHx9bQarUY0i8OwAlknzZDq9XyL6Zf0Wq1XfLforti+zSP7dMytlHz2D5Nq+/BEgQBcrlc4moCT/0l3fa2j1wuh0wmg1arbTJctzYzBNREjvZYv349/va3v+Hee+/FnDlzpC7ngqUkGKCQCzDVOFFS2XnjCImIiCg0BUXo27VrFx544AHMnTsXixcvlrqcNlEp5ejbq27pFq7XR0RERB0soC7v2mw2bN26FQBw+vRp1NTUYN26dQCA0aNHIyoqCgsXLkRRURHWr18PAMjOzsbixYuRnJyMq666Cvv37/efLyoqComJiV3+OdoqPTESJwuqcSK/CpNH9Ja6HCIiIgoiARX6KioqcN999zXYVv/8rbfewpgxY+D1ehtMez5w4AAsFgssFguuu+66Bsdec801Td7yJFClJ0Xiy+2n2NNHRETUxTZs2ICSkhLccMMNHXpei8WCN954A1dccUWnTg5tjYAKfb17927x/nNr1qxp8Hz27NmYPXt2Z5bVZdKSIgEA2adNcLk9UCo4KJaIiKgrbNiwAYcPH+6U0Pevf/0L6enpkoe+oBjTFyx6RochQqeC2+PFqSKz1OUQERFREAmonr5QJwgC0pMisftoCY7lVSItMVLqkoiIiC6YKIoQXe1bkLitBOWFr4m3dOlSfPLJJwCA9PR0AGeHiO3btw8vvPACDh48CLlcjilTpuDhhx9GdPTZu2e99tpr+PDDD1FcXIywsDAMGDAATzzxBERRxKxZswCgwfC1jRs3onfvrh+7z9AXYNISfaHvRF41cLHU1RAREV0YURRR9Nb/g6Ow+eFanUXdewB63fzkBQW/3//+96isrEROTg6ee+45AL7JoPv27cNNN92EyZMn44UXXoDNZsOLL76I3//+9/jggw8AAJ9++ileeukl3HvvvcjMzITFYsGePXtQW1uLpKQkPPfcc/jTn/6EBx54AGPGjAEA9OjRo+M/eCsw9AWY9LrevRP5nMxBRETdVfe6wUBiYiKioqJQVFSEzMxM//aHH34YgwcPxssvv+wPkWlpaZg1axa2bt2KyZMn4+DBg0hPT8eiRYv8x02bNg2Ab3HmAQMGAACSkpIanFsKDH0BJi3RCAA4U1ELU40DhvDGt1shIiIKVIIgoNfNT3ary7tNsdls2Lt3Lx588MEGq4YkJyejZ8+eOHToECZPnoyBAwfi3XffxbJlyzB9+nQMGzYMSqWy3e/fGRj6Aky4ToWE2HCcLqvBifwqjBoYL3VJREREF0QQBAiq7n0vXrPZDI/Hg2XLlmHZsmWNXj9z5gwA3yoitbW1WLt2LVatWoWIiAhcffXV+NOf/hRw4Y+hLwClJ0XidFkNjjP0ERERSSIiIgKCIGDRokX+y7Xnioz0DceSyWRYuHAhFi5ciJKSEnz11Vd4/vnnERkZid/97nddXXazGPoCUHpSJDbtLuAizURERF1EqVTC4Th7SVqn0yEzMxM5OTkYMmRIq84RFxeH2267DV9++SVycnL85wXQ4NxSYegLQPVLtZzMr4LXK0Im614DYomIiLqb1NRU/O9//8OXX36JpKQkREZG4sEHH8TChQtx//3344orroBer0dxcTF27NiB2bNnY8yYMXjkkUeg1+uRmZkJvV6PvXv34tixY/67hEVHR0Ov1+Orr75C7969oVKpkJ6eDpVK1eWfkaEvACX31EOllKPW7sbpshr0iYuQuiQiIqKgNmfOHBw8eBBPPPEEqqur/ev0vfvuu1ixYgUeeughuFwuxMfHY+zYsUhKSgIADB8+HGvXrsWHH34Im82GPn364KGHHsLcuXPh8Xggk8nw5JNP4qWXXsItt9wCp9PJdfroLIVchn69DfjlVCWO51Ux9BEREXWy8PBw/POf/2y0fciQIXjttdfOe9w111yDa665ptlzT5s2DTNmzGh3je3F27AFqDSu10dEREQdiKEvQA1IigIATuYgIiKiDsHQF6Dqe/pyi82wO90SV0NERETdHUNfgIoxahClV8PrFZFdaJK6HCIiIurmGPoClCAISPdf4q2UuBoiIqKmiaIIURSlLiOodVT7MvQFsPpLvMc5mYOIiAKQQqGAKIqw2WxSlxLUrFYrALT7tm5csiWApdfP4OVkDiIiCkByuRxerxdlZWWQyWTQ6XQQBN5QoJ7H4/HfiUMul1/w8aIowmq1orS0FEajsU3nOBdDXwDr18cImQCUm+yoMNkQbdBKXRIREVEj4eHhKC0tlbqMgOP1euF2u6FQKCCTtf3iqtFoRHx8fLvrYegLYFq1AonxeuSeMeN4XhXGD2XoIyKiwBMTE4OEhAS4XC6pSwkoNpsNOTk5SExMhFbbtn/DlUplu3v46jH0Bbj0pEjknjHjRH4Vxg/tJXU5RERETZLL5R0WToKF1+sFAKjVamg0Gomr4USOgFc/ru8Yx/URERFROzD0Bbi0JF/oyyqshsfjlbgaIiIi6q4Y+gJc7x4R0KoVcDg9yC+xSF0OERERdVMMfQFOLhOQlmgEwEu8RERE1HYMfd1AGtfrIyIionZi6OsG0nlnDiIiImonhr5uoH4yR2GpBbU2roFEREREF46hrxuIjNCgR5QOogicLGBvHxEREV04hr5ugpd4iYiIqD0Y+rqJ9LpLvMc5mYOIiIjagKGvm6jv6TuRXwVRFCWuhoiIiLobhr5uIiXBAIVcgKnGiZJKq9TlEBERUTfD0NdNqJRy9O1lAMBLvERERHThGPq6kXMv8RIRERFdCIa+bsQ/mYOhj4iIiC4QQ183Ur9Ic3ahCS63R+JqiIiIqDth6OtGekaHIUKngtvjxakis9TlEBERUTfC0NeNCILA9fqIiIioTRj6upm0RIY+IiIiunAMfd0MZ/ASERFRWzD0dTNpiUYAwJmKWphqHNIWQ0RERN0GQ183E65TISE2HAB7+4iIiKj1GPq6Ia7XR0RERBeKoa8bqg99JziZg4iIiFqJoa8bSjtnMofXK0pcDREREXUHDH3dUHJPPVQKGWrtbpwuq5G6HCIiIuoGGPq6IYVchn59jAC4Xh8RERG1DkNfN5XG9fqIiIjoAjD0dVOcwUtEREQXgqGvm0pPjAIA5J4xw+50S1wNERERBTqGvm4qxqhBlF4Nr1dEdqFJ6nKIiIgowDH0dVOCIPjH9XEyBxEREbWEoa8bS0/yXeI9nl8pcSVEREQU6AIq9OXl5eGRRx7BVVddhYEDB2LWrFmtOk4URbz22muYMmUKhg4divnz52P//v2dW2wASE/knTmIiIiodQIq9J08eRJbt25FUlISUlNTW33c66+/juXLl+OWW27Bf/7zH8TGxuK2225DQUFBJ1YrvX59jJAJQLnJjgqTTepyiIiIKIAFVOibOnUqtm7diuXLl2PQoEGtOsbhcOA///kPbrvtNtxyyy0YN24c/vnPf8JoNGLlypWdXLG0tGoFEuP1ADiuj4iIiJoXUKFPJrvwcvbu3YuamhrMnDnTv02lUmH69OnYtm1bR5YXkOrX6+MizURERNQchdQFtFdOTg4AICUlpcH21NRUrF69Gna7HRqNpk3nFkURVqu13TWej81ma/DYFn3jwwAAR09VdGqtUumINgpmbJ/msX1axjZqHtuneWyf5nVV+4iiCEEQWtyv24c+s9kMlUoFtVrdYLter4coijCZTG0OfS6XC0ePHu2IMpuVm5vb5mNlThcA4GRBNQ4f+QVyWcv/0buj9rRRKGD7NI/t0zK2UfPYPs1j+zSvK9pHpVK1uE+3D32dSalUol+/fp12fpvNhtzcXCQnJ0Or1bbpHOleEf/dWA6bw4PwqD5I7hnRwVVKqyPaKJixfZrH9mkZ26h5bJ/msX2a11Xtk5WV1ar9un3o0+v1cDqdcDgcDXr7zGYzBEGAwWBo87kFQYBOp+uIMpul1Wrb9T5piZE4cLIc+aU2DEyN68DKAkd72yjYsX2ax/ZpGduoeWyf5rF9mtfZ7dOaS7tAgE3kaIv6sXynTp1qsD0nJwe9evVq86Xd7oR35iAiIqKWdPvQN2LECISHh+Obb77xb3O5XPjuu+8wadIkCSvrOvWLNB/nDF4iIiI6j4C6vGuz2bB161YAwOnTp1FTU4N169YBAEaPHo2oqCgsXLgQRUVFWL9+PQBArVZj0aJFWLFiBaKiopCWlob33nsP1dXVuP322yX7LF0prW7ZlsJSC2ptLoRplRJXRERERIEmoEJfRUUF7rvvvgbb6p+/9dZbGDNmDLxeLzweT4N97rzzToiiiDfffBOVlZXIyMjAypUr0adPny6rXUqRERr0iNKhtNKKkwVVyEzrIXVJREREFGACKvT17t0bx48fb3afNWvWNNomCAIWLVqERYsWdVZpAS89MRKllVYcz2foIyIiosa6/Zg+8vHfmSOvWtpCiIiIKCAx9AWJs5M5KiGKosTVEBERUaBh6AsSKQkGKOQCTDVOlFQG3+3YiIiIqH0Y+oKESilH316+hahPcOkWIiIi+hWGviCSzkWaiYiI6DwY+oJI/Xp9XKSZiIiIfo2hL4jUz+DNOW2Cy+1pYW8iIiIKJQx9QaRndBgidCq43F6cKjJLXQ4REREFEIa+ICIIAtISjQA4ro+IiIgaYugLMulJUQA4g5eIiIgaYugLMpzBS0RERE1h6Asy9Zd3z1TUwlTjkLYYIiIiChgMfUEmXKdCQmw4AOBkQbW0xRAREVHAYOgLQvVLtxzLq5S4EiIiIgoUDH1BKK1uXN8JjusjIiKiOgx9Qai+p+9EfhW8XlHiaoiIiCgQMPQFoeSeeqgUMtTa3ThdViN1OURERBQAGPqCkEIuQ78+RgBcr4+IiIh8GPqCVBrX6yMiIqJzMPQFqfpxfcfZ00dERERg6Ata6Ym+27HlnjHD7nRLXA0RERFJjaEvSMUYNYjSq+H1isguNEldDhEREUmMoS9ICYLAcX1ERETkx9AXxNKTfJd4OYOXiIiIGPqCWLq/p4+3YyMiIgp1DH1BrF8fI2QCUG6yo8Jkk7ocIiIikhBDXxDTqhVIjNcD4CVeIiKiUMfQF+T86/VxMgcREVFIY+gLcv4ZvOzpIyIiCmkMfUGuvqcvq6AaHo9X4mqIiIhIKgx9Qa53jwho1QrYnR7kl1ikLoeIiIgkwtAX5OQyAf37GAFwXB8REVEoY+gLAfWXeDmDl4iIKHQx9IWA+kWaj7Gnj4iIKGQx9IWAtLqevsJSC6x2l8TVEBERkRQY+kJAZIQGPaJ0EEXgZH611OUQERGRBBj6QoT/Em8+78NLREQUihj6QkT9Is0n8qqlLYSIiIgkwdAXIgacM4NXFEWJqyEiIqKuxtAXIlISDFDIBVTXOFBSaZW6HCIiIupiDH0hQqWUI7mXAQDX6yMiIgpFDH0hZEDduL7jDH1EREQhh6EvhNSv18fbsREREYUehr4QUn87tpzTJrjcXomrISIioq7E0BdCekaHIUKngsvtxakik9TlEBERURdi6AshgiAgLdEIgJd4iYiIQg1DX4hJT4oCwBm8REREoYahL8SkcwYvERFRSGLoCzH1l3fPlNfCVOOQthgiIiLqMgx9ISZcp0JCbDgA4GRBtbTFEBERUZdh6AtB6Vyvj4iIKOQw9IWgtPpxfXmVEldCREREXYWhLwTV9/SdKKiG1ytKXA0RERF1BYa+EJTcUw+VQoZamwuny2qkLoeIiIi6QMCFvuzsbNx6663IzMzEhAkT8Mwzz8DpdLZ4XFVVFR555BFMmTIFmZmZmDVrFt57770uqLj7UchlSO1tBMD1+oiIiEKFQuoCzmUymbBw4UIkJydjxYoVKCkpwdNPPw273Y5HHnmk2WPvu+8+5OTk4IEHHkDPnj2xbds2/O1vf4NcLse8efO66BN0H+lJkTiaW4nj+VW4dFSi1OUQERFRJwuo0Pf++++jtrYWL7/8MoxGIwDA4/Hgsccew6JFixAXF9fkcWVlZdi1axeWLVuG2bNnAwDGjRuHQ4cO4auvvmLoawJn8BIREYWWgLq8u23bNowbN84f+ABg5syZ8Hq92L59+3mPc7vdAICIiIgG28PDwyGKnKjQlPoZvLlnzLA73RJXQ0RERJ0toHr6cnJycO211zbYptfrERsbi5ycnPMe17NnT0ycOBGvvvoq+vbti/j4eGzbtg3bt2/Hc8891+Z6RFGE1Wpt8/EtsdlsDR67UphKRGSEClUWJ37JLsGAup6/QCNlG3UHbJ/msX1axjZqHtuneWyf5nVV+4iiCEEQWtwvoEKf2WyGXq9vtN1gMMBkMjV77IoVK7BkyRJcccUVAAC5XI6//OUvmDFjRpvrcblcOHr0aJuPb63c3NxOf4+mxBlkqLIAP+w5CdEa0fIBEpKqjboLtk/z2D4tYxs1j+3TPLZP87qifVQqVYv7BFToaytRFPHQQw8hNzcXzz//PGJjY7Fjxw489dRTMBgM/iB4oZRKJfr169fB1Z5ls9mQm5uL5ORkaLXaTnuf8xledgrHCrNgdqqRkZHR5e/fGlK3UaBj+zSP7dMytlHz2D7NY/s0r6vaJysrq1X7BVTo0+v1sFgsjbabTCYYDIbzHrdlyxasW7cOn3/+OdLT0wEAY8aMQUVFBZ5++uk2hz5BEKDT6dp07IXQarVd8j6/NqRfHN5bn4Xs0xZJ3v9CSNVG3QXbp3lsn5axjZrH9mke26d5nd0+rbm0CwTYRI6UlJRGY/csFgvKysqQkpJy3uOysrIgl8uRlpbWYHtGRgZKS0s51uA8+vUxQiYA5dU2VJjYRkRERMEsoELfpEmTsGPHDpjNZv+2devWQSaTYcKECec9LiEhAR6PB8ePH2+w/ciRI4iOjmaX83lo1QokxvvGUHKRZiIiouAWUKFvwYIFCAsLw+LFi/HDDz/gf//7H5555hksWLCgwRp9CxcuxPTp0/3PJ02ahF69euHee+/FZ599hp07d+LZZ5/FJ598ghtvvFGKj9JtcL0+IiKi0BBQY/oMBgNWr16NJ554AosXL0ZYWBjmzJmDJUuWNNjP6/XC4/H4n4eHh2PVqlV44YUX8Nxzz8FisaB3795YunQpQ18L0hIj8e2PeTjOnj4iIqKgFlChDwBSU1OxatWqZvdZs2ZNo21JSUl48cUXO6eoIJZet0hzVkE1PF4RclnrBoMSERFR9xJQl3ep6/WOi4BWrYDd6UF+sbnlA4iIiKhbYugLcXKZgP59jAA4ro+IiCiYMfSRfzIHZ/ASEREFL4Y+8o/r42QOIiKi4MXQR0ir6+krKLHAandJXA0RERF1BoY+QmSEBj2idBBF4GR+tdTlEBERUSdg6CMAvMRLREQU7NoV+oqKirB79+4G244dO4YHH3wQ999/PzZs2NCu4qjrpCXyzhxERETBrF2LMz/55JOwWq3+xZTLy8tx8803w+VyISwsDN9++y1eeuklXHbZZR1RK3WiAefM4BVFEYLARZqJiIiCSbt6+g4ePIjx48f7n3/66aew2+347LPPsG3bNowbNw5vvvlmu4ukzpeSYIBCLqC6xoHSKpvU5RAREVEHa1foM5lMiI6O9j/fsmULRo0ahcTERMhkMkyfPh05OTntLpI6n0opR3IvAwDgeF6lxNUQERFRR2tX6IuKikJRUREAwGw2Y//+/bj44ov9r3s8Hrjd7vZVSF1mYN8oAMDmPYUSV0JEREQdrV1j+saPH481a9YgPDwcu3btgiiKuPTSS/2vZ2VloWfPnu0ukrrGFRP64ssfTmH30RIcy63EgOQoqUsiIiKiDtKunr4//vGPSElJwT/+8Q9s374dDz74IPr06QMAcDqd+OabbzBu3LgOKZQ6X6+YcFw60vff7511xySuhoiIiDpSu3r6YmJi8P7778NisUCtVkOlUvlf83q9WL16NeLj49tdJHWd+dPTsXlPAfafLMPh7HIMTo2RuiQiIiLqAB2yOHNERESDwAcAGo0GAwYMgNFo7Ii3oC4SF6XD9NFJAIC31x2DKIoSV0REREQdoV2hb+fOnXjjjTcabPvoo48wZcoUjB8/Hk899RQ8Hk+7CqSuN29aGpQKGY7kVODAyTKpyyEiIqIO0K7Qt2LFChw7dnbs1/Hjx/Hoo48iKioKo0ePxpo1a7By5cp2F0ldK8aoxcxxyQDY20dERBQs2hX6srOzMXjwYP/zzz77DOHh4XjnnXfw4osvYu7cufjss8/aXSR1vTlT+0OllON4XhX2HCuVuhwiIiJqp3aFPpvNhvDwcP/z77//HhMnToRWqwUADBkyxL+OH3UvkXoNZk3oCwB4Z91R9vYRERF1c+0KfT179sShQ4cAAHl5eTh58iQmTpzof91kMjWa4EHdx+xL+kGrliOr0IQfDxdLXQ4RERG1Q7uWbPntb3+LV155BSUlJcjKyoLBYGiwOPORI0eQnJzc3hpJIoZwNX57cSrWbjiBd9YdxZhB8ZDJBKnLIiIiojZoV0/f7373O9x1110oLi5Gz5498corr0Cv1wMAqqur8dNPP2Hq1KkdUihJ45rJqQjTKJBXbMH2A7xUT0RE1F21q6dPoVBgyZIlWLJkSaPXjEYjtm/f3p7TUwAI16lw1eR+ePfbY3j3u2MYP6wX5OztIyIi6nY6ZHFmAKitrUV2djays7NRW1vbUaelAHDVpBRE6JQoLK3B1r2FUpdDREREbdDu0Hfw4EHcdNNNGD16NGbNmoVZs2Zh9OjRuPnmm/2TPKh702mUmH1JfwDA+98dh9vjlbgiIiIiulDturx74MAB3HTTTVAqlZgzZw5SU1MB+Nbv++qrr3DjjTdizZo1GDp0aIcUS9KZNaEvPtuajTMVtdi0uwCXjUmSuiQiIiK6AO0KfS+88ALi4uLw7rvvIjY2tsFrf/jDH3DdddfhhRdewH//+992FRmsXOUFUJ/6EWL/flKX0iKNWoFrp/bHys8P44P1x3HJRX2gVHTY6AAiIiLqZO36V/vAgQOYP39+o8AHADExMZg3bx7279/fnrcIarU/fwHd8U2o3f2l1KW0yszxyYjSa1BaZcP6n/KkLoeIiIguQLtCn0wmg8fjOe/rXq8XMhl7g85HnTICAFC7dx089sCf/KJWyjHvUt/Yvg/Wn4DDdf7/9kRERBRY2pXIhg8fjnfeeQenT59u9FpRURHeffddjBgxoj1vEdQ0aaPhCY+B6LDCtOsLqctplcvGJiHGqEWl2Y51O3OlLoeIiIhaqV1j+h544AHccMMNmDlzJqZPn+6/+8apU6ewceNGyGQy/PGPf+yIOoOSIMhg63cxwvd/AtPPX8Ewehbk2vCWD5SQUiHHgulpePnDA/ho40nMGJMEjbpdP0ZERETUBdr1r/XAgQPx4Ycf4oUXXsCmTZtgs9kAAFqtFhdffDHuueceREZGdkihwcoVNwCKmD5wlxfAtOsLRE25TuqSWnTpqER8tOkkiius+Gr7KVw7tb/UJREREVEL2j3grl+/fnjllVewZ88e/PDDD/jhhx+wZ88evPzyy9i8eTOmTJnSAWUGMUFA+LjZAADTz1/CY7VIXFDLFHIZFkxPBwD8b3MWrHaXxBURERFRSzpsloVMJkNMTAxiYmI4eeMCqVMvgiquL0SnHaZdn0tdTqtMGdEbCbHhsFid+OL7HKnLISIiohYwnQUAQRAQOWk+AMD089fw1JokrqhlcrkM18/w9fZ9sjUbNTb29hEREQUyhr4Aoes/Eqr4VIguO6q7SW/fxGEJSIqPQK3NhU+3ZkldDhERETWDoS9A+Hr75gEAzLu/6Ra9fTKZgOtnDAAAfL4tB6Yah8QVERER0flc8OzdI0eOtHrf0tLSCz19SNP1uwjqnv3gOJOF6p2fInraQqlLatG4IT2RkmBAzmkTPtmShVtmDZK6JCIiImrCBYe+a6+9FoIgtGpfURRbvS+dHdtX/MHfYd6zDoaxV0IRHthL3giCgBt+MwBPrNyFL7efwlWTUxEZoZG6LCIiIvqVCw59y5Yt64w6qI42dTjUvfrDUXQSpp2fInr6rVKX1KJRGXFIT4zE8fwqfLTpJO68aojUJREREdGvXHDou+aaazqjDqojCAIiJy9A8XtPwLz3OxjGXg1FROD39l3/mwF49LWd+GZHLmZP6Ydog1bqsoiIiOgcnMgRgLR9h0HdOx2i24nqnR9LXU6rDE+LxcC+UXC5vVi74YTU5RAREdGvMPQFoHPX7bPsXQ+3uULiilomCAJunJkBAPhuVx5KK60SV0RERETnYugLUNrkodD0yYDocaF6R/fo7RuSGoNh/WPg9oj4gL19REREAYWhL0Cd29tn3r8BbnO5xBW1zo2/8fX2bfg5H2fKayWuhoiIiOox9AUwbfIQaBIHAR43qrb/T+pyWmVAchQuGtADXq+I99cfl7ocIiIiqsPQF+D8Y/v2b4LL1D0Wu77hN767dGzZU4CCEovE1RARERHA0BfwtEmDoEkeAnjdqN7ePcb29e8TiTGD4uEVgfe+Y28fERFRIGDo6wai6nv7DmyCq7pE4mpap7637/v9p5F7xixxNURERMTQ1w1o+mRA23cY4PWg+ofuMbavby8DJgzrBQB499tjEldDREREDH3dhH9s38HNcFUVS1xN61x/WToEAdh56AyyCqulLoeIiCikMfR1E5re6dCmZAKiF1U/fCR1Oa2SGK/H5OG9AQDvrGNvHxERkZQCLvRlZ2fj1ltvRWZmJiZMmIBnnnkGTqezVceWlJTgz3/+M8aOHYuhQ4di5syZ+Pzzzzu54q5T39tXc2grXJVnJK6mda67LB0ymYDdR0twLK9S6nKIiIhCVkCFPpPJhIULF8LlcmHFihVYsmQJ1q5di6effrrFY0tLSzF//nyUlpbiiSeewH/+8x9cd911rQ6M3YEmIQ3a1BHdqrevV2w4Lh3ZBwB7+4iIiKSkkLqAc73//vuora3Fyy+/DKPRCADweDx47LHHsGjRIsTFxZ332GeffRbx8fF44403IJfLAQDjxo3rirK7VOSk+bBl70XN4W0wTpgNVXSC1CW1aP70dGzeU4D9J8pwOLscg1NjpC6JiIgo5ARUT9+2bdswbtw4f+ADgJkzZ8Lr9WL79u3nPa6mpgbffPMNrr/+en/gC1aaXv2g6z8SEL2o7ia9fXFROkwfnQQAeHvdMYiiKHFFREREoSegQl9OTg5SUlIabNPr9YiNjUVOTs55jzty5AhcLhcUCgVuvPFGDBo0CBMmTMCzzz4Ll8vV2WV3uciL68b2Hf4ezvJCiatpnXnT0qBUyHAkpwIHTpZJXQ4REVHICajLu2azGXq9vtF2g8EAk8l03uPKy8sBAH/5y18wb9483HPPPTh48CCWL18OmUyGP/7xj22qRxRFWK3WNh3bGjabrcFjqxnioU69CI7sPSjf8h6Mly/uhOo6lk4FTBuZgG9+LMBbX/+C/glhEAShxePa3EYhgu3TPLZPy9hGzWP7NI/t07yuah9RFFv1b2pAhb628nq9AIDx48dj6dKlAICxY8eitrYWb775JhYvXgyNRnPB53W5XDh69GiH1tqU3NzcCz5GHpcJffYe2I7/iJKYIfBGxHZ8YR1sYE8P1ssFnCww4fON+5CWoG31sW1po1DC9mke26dlbKPmsX2ax/ZpXle0j0qlanGfgAp9er0eFoul0XaTyQSDwdDscYAv6J1r3LhxePXVV5GXl4f09PQLrkepVKJfv34XfFxr2Ww25ObmIjk5GVpt6wOQTwaqSg/AkbUbcaUHYBz9h06psaPNLFXhi+15+PGkE1deOrzFv0za10bBj+3TPLZPy9hGzWP7NI/t07yuap+srKxW7RdQoS8lJaXR2D2LxYKysrJGY/3O1VIwczgcbapHEATodLo2HXshtFptm95Hccn1KMzaDfvJn6CoKYOqR1InVNex5l+WgfU/FyKnyIKDOWaMG9KzVce1tY1CBduneWyflrGNmsf2aR7bp3md3T6tubQLBNhEjkmTJmHHjh0wm83+bevWrYNMJsOECRPOe1xCQgLS0tKwY8eOBtt37NgBjUbTqb11UlL1SEJYhm9Zmqrv10pcTesYwtW4clIqAN89eb1ezuQlIiLqCgEV+hYsWICwsDAsXrwYP/zwA/73v//hmWeewYIFCxqs0bdw4UJMnz69wbFLlizBpk2b8Pe//x3bt2/Hq6++ijfffBO33HJLUP/1EXnxPAACao/9CEfxKanLaZVrJqciTKNA7hkzth8skrocIiKikBBQoc9gMGD16tWQy+VYvHgxnn/+ecyZM8c/OaOe1+uFx+NpsG3q1Kn45z//iZ07d2LRokVYu3Yt/vCHP+D+++/vwk/Q9VSxiQgbOB5A9+ntC9epcNVkX+/ru98eg4e9fURERJ0uoMb0AUBqaipWrVrV7D5r1qxpcvvll1+Oyy+/vBOqCmyRF89D7S87YD3xExxncqDuef7xj4Hiqkkp+OL7bBSW1mDr3kJMrbtVGxEREXWOgOrpo7ZRxfRG+KCJAICq7z+QuJrW0WmUuGaKr7fv/e+Ow+3xSlwRERFRcGPoCxLGi+cCggzWk7vhKGrd1G2pzZqYAkO4CmcqarFpd4HU5RAREQU1hr4goYpOQPjgiwEAldu6R2+fVq3AnKn9AQAfrD8Ol5u9fURERJ2FoS+IRE6cAwgy2LL3wn76hNTltMrM8X0RpVejtMqG9T/lSV0OERFR0GLoCyLKqF4IHzIZAFC1rXvM5FUr5Zh7aRoAYO2GE3C6PC0cQURERG3B0Bdk/L19OftgLzwudTmtMmNsEmKMWlSY7Fi3M1fqcoiIiIISQ1+QUUbGI2LoFABAVTcZ26dUyLFguq+378NNJ2F3uiWuiIiIKPgw9AUh48Q5gEwO26kDsBcclbqcVrl0VCLio3Wotjjw9fbucWcRIiKi7oShLwgpjXGIGHoJgO4zk1chl2HB9HQAwEebsmC1uySuiIiIKLgw9AUp48RrAZkC9txDsOUfkbqcVpkyojcSYsNgsTrxxfc5UpdDREQUVBj6gpTS0AMRmVMBdJ+xfXK5DNddNgAA8MnWbNTY2NtHRETUURj6gljkhGsBuQL2vCOw5R6SupxWuTgzAYnxEai1ufDp1u5xZxEiIqLugKEviCn0MdBnTgPg6+0TRVHiilomkwm4foavt+/zbTmwWJ0SV0RERBQcGPqCnHH8bAhyJewFR2HLPSh1Oa0ybnBPpPQywOZw44sfeJcOIiKijsDQF+QU+mhEDJ8OoHv19t0w09fbt+7HfNTYeJcOIiKi9mLoCwHG8ddAUKjgKDwO26kDUpfTKqMy4pCeGAmHy4vv9pm6RVglIiIKZAx9IUAREYWIEZcBAKq2vt8tApQgCFg4ayAEATiYa8X7Gzipg4iIqD0Y+kKEcdzVvt6+opOwZe+TupxWGZIagzuvzAAAfLotF59vy5a4IiIiou6LoS9EKMIjob/oNwC6z9g+ALh0ZG9MHaYHALz+2WFs2VsocUVERETdE0NfCDGOuxqCUg3HmSxYs/ZIXU6rXTwwAjPH9gEAvPjeXuw5ViJxRURERN0PQ18IkYcZzuntW9ttevsEQcDNM9MxaXgCPF4Ry1b/jON5lVKXRURE1K0w9IUY49irICg1cBZnw3pyt9TltJpMJuD+BSMwPC0WDqcHj72xCwUlFqnLIiIi6jYY+kKMPMwAw6iZALrX2D4AUCpkeOiW0UhLNMJideKR13aivNomdVlERETdAkNfCDKMuQqCSgNnySlYj/8kdTkXRKtW4JHbxyIhNhzl1TY88tpO3qqNiIioFRj6QpBcFwHDqCsAAFXfvw9R9Epc0YUxhKvx+F3jEG3QoKDEgidW7oLd6Za6LCIiooDG0BeiDGN+C0Gtg7M0H7XHdkldzgXrEaXDY3eOQ5hWiaO5lfjHW7vh9nSv8EpERNSVGPpClFwbAcOoywEAVd9/0O16+wAgqacej9w+BiqFDLuPlmDF2v3wervPGEUiIqKuxNAXwgyjfwuZWgdXWQFqj+6Uupw2Gdg3Gn9eOAoymYBNuwuw6qtfpC6JiIgoIDH0hTC5NhyG0b8FAFR9vxai1yNxRW0zemA87p2XCQD4ZEsWPt7M+/QSERH9GkNfiDOMvgIyTRhc5YWoPbpD6nLa7NJRibh11kAAwH+/PIJNu/MlroiIiCiwMPSFOJkmDIYxVwLo3r19ADD7kv64enIqAOClD/bj51+KJa6IiIgocDD0EQyjLodMGw5XRRFqjvwgdTntcuusQbjkot7wekU8/dZuHD3F27UREREBDH0EQKbW+Xv7qn/4sFv39slkAu6dPxwjM+LgdHnw+MofkVdslrosIiIiyTH0EQDAMPJyyLQRcFWegeXgFqnLaReFXIY/3zQS6UmRqLG58OhrO1FaZZW6LCIiIkkx9BEAQKbWwjj+GgBA1ZZ34LHXSlxR+2jqbtfWJy4cFSY7HvnPTphqHFKXRUREJBmGPvIzjLocyuhe8NSaULX1fanLaTd9mAqP3TkeMUYtTpfV4PGVP8Lm4O3aiIgoNDH0kZ8gVyL6sjsAAOY96+AoyZW2oA4QG6nF43eNQ4ROiRP51Xh69c9wubvf3UeIiIjai6GPGtClDENYxjhA9KJ83evd8vZsv9YnLgKP3jEWapUce4+X4qX39/F2bUREFHIY+qiR6Gm3QFCq4Sg8hppDW6Uup0OkJ0XhoYWjIJcJ2LqvECs/PwxRZPAjIqLQwdBHjSj0MYicOBcAULlpTbef1FHvogFxuH/BcADA59/n4KNNJyWuiIiIqOsw9FGTDGNmBdWkjnpTLuqD268cDAB46+uj+G5XnsQVERERdQ2GPmqSIFciesY5kzqKT0lcUce5enIq5kztDwB45cP9+PHwGYkrIiIi6nwMfXReur7nTOr49o2gmNRR7+bLMzB9dCK8IvDsmt04klMhdUlERESdiqGPmhU97VYISk1QTeoAAEEQsHjOMIwZFA+n24snVv6IU0UmqcsiIiLqNAx91CyFPhqRE+cAACo2vhU0kzoAQC6X4f9uGomBfaNQa3fjb6/vRHFF8Hw+IiKiczH0UYvqJ3V4reagmtQBAGqlHH+9bQyS4iNQaXbgkdd2otrC27UREVHwYeijFgXzpA4ACNep8Nhd49AjUosz5bV47I2dsNpdUpdFRETUoRj6qFUaTuoIjjt1nCvaoMXji8ZDH6ZCVqEJT636CS63R+qyiIiIOgxDH7Xa2Ukdx4NqUke9hNhw/O3OsdCq5Thwshz/fHcvPLxdGxERBQmGPmo1hT4akRf77tQRbJM66vXvE4mHbxkNhVzADweK8Pqnh3i7NiIiCgoMfXRBDKOvgDI6oW5Sx3tSl9MpMtN64IHrLoIgAF9tP4UPNpyQuiQiIqJ2Y+ijC+Kb1HE7AMC859ugm9RR7+LhCbjr6iEAgHfWHcM3O4LzcxIRUehg6KML5pvUMT5oJ3XUmzUxBfOnpQEA/v3xQWw/WCRxRURERG3H0EdtEj3tlrOTOg5ukbqcTnPDbwZgxtgkiCLw3Nt7cDCrTOqSiIiI2iTgQl92djZuvfVWZGZmYsKECXjmmWfgdDov6ByrVq1Ceno6Fi1a1ElVUoNJHZvWBOWkDsB3u7a7rx2GcUN6wu3x4sk3f8KJ/CqpyyIiIrpgARX6TCYTFi5cCJfLhRUrVmDJkiVYu3Ytnn766Vafo6ysDK+88gqio6M7sVICQmNSBwDIZQL+dMNFGJIaA5vDjT8t34bn3t6DghKL1KURERG1WkCFvvfffx+1tbV4+eWXcfHFF2POnDn4v//7P7z//vsoKSlp1TmeffZZTJ06FampqZ1cLQlyJWL8d+oI3kkdAKBSyvH/bh2NcUN6QhSBrfsKsfjZTQx/RETUbQRU6Nu2bRvGjRsHo9Ho3zZz5kx4vV5s3769xeN3796NDRs24I9//GMnVknn0vYdGhKTOgAgTKvEw7eMxotLJmPMoHh/+Lvn2U14/p09KCxl+CMiosClkLqAc+Xk5ODaa69tsE2v1yM2NhY5OTnNHuvxePDEE0/gd7/7HXr06NEh9YiiCKvV2iHnaorNZmvw2F3pJsyHNWsPHIXHUbH7O+gGTeqwcwdiG/WMUuGBBUOQU5SE/23Owe5jZdiytxBb9xViwpB4XDslBb1iw7qklkBsn0DC9mkZ26h5bJ/msX2a11XtI4oiBEFocb+ACn1msxl6vb7RdoPBAJPJ1Oyx7777Lmw2G2655ZYOq8flcuHo0aMddr7zyc3N7fT36GzqvuOhO7EZ1VveQb4nHKJS26HnD9Q2mjVCjRHJPbD1kBnHT9vxw8FibD9UjCFJOkwaHIEYvbJL6gjU9gkUbJ+WsY2ax/ZpHtuneV3RPiqVqsV9Air0tVVFRQWWL1+Of/zjH6360K2lVCrRr1+/Djvfr9lsNuTm5iI5ORlabceGpK4mpvVHeflxoLIIvSoOQ3/JzR1y3u7QRhkALp0A5Jw2439bfD1/B3OtOJRnxcShPTF7Sl/0iumcnr/u0D5SYvu0jG3UPLZP89g+zeuq9snKymrVfgEV+vR6PSyWxuOiTCYTDAbDeY976aWXkJ6ejpEjR8JsNgMA3G433G43zGYzdDodFIoL/6iCIECn013wcRdKq9V2yft0Ntlv7sSZdx+D9cBGRF50GdTxKR127u7QRoP76zC4fzyyCqrx3nfH8dMvxfj+wBlsP3gGk0f0xvzp6UiIDe+U9+4O7SMltk/L2EbNY/s0j+3TvM5un9Zc2gUCLPSlpKQ0GrtnsVhQVlaGlJTzB4hTp07h559/xqhRoxq9NmrUKLz++uuYNKnjxplR0+onddQe3YHydW+g18InIQgBNVeoS/TrY8Rfbx+DrIJqvPvdMfz8Swk27ynE1r2FmHJRH8yfloZenRT+iIiIziegQt+kSZPw6quvNhjbt27dOshkMkyYMOG8xz388MP+Hr56Tz31FDQaDR544AGkp6d3at10VvS0W2DN2gvHad+dOiKGTZW6JMn062PEI7ePxcmCKrz33XH8/EsJNu0uwJY9BQx/RETU5QIq9C1YsABr1qzB4sWLsWjRIpSUlOCZZ57BggULEBcX599v4cKFKCoqwvr16wEAGRkZjc6l1+uh0+kwZsyYLqufzt6po3LTGlRsWgNd2mjItaEdbPr3icQjt4/FiXxf+Nt9tC787S3ElBG9MX96GnrFhHYbERFR5wuoa28GgwGrV6+GXC7H4sWL8fzzz2POnDlYunRpg/28Xi88Ho9EVVJLGtypY9v7UpcTMNISI/HoHWPx/H2TMDIjDl6viE27C3D3Pzbhhff2oqi8RuoSiYgoiAVUTx8ApKamYtWqVc3us2bNmhbP05p9qHPU36njzLuPwbznW0QMm9qhkzq6u/rw11TP3yUX9cb8aeno2UmzfYmIKHQFVE8fBQ9t36EIGzjBd6eOdW8E9Z062qqpnr+NPxfgd//YiJfe34cz5bVSl0hEREGEoY86TfSlCyEoNf5JHdS0+vD33L0X46IBPeD1itjwcz7DHxERdSiGPuo09ZM6AKBi0xp4bByz1pz0pCj87c5xTYa/5R/sQ3EFwx8REbUdQx91KsPoK6CM6e2b1LH1PanL6Rbqw9+z916MEXXhb/1P+Vj0NMMfERG1HUMfdar6SR0AYN77HRzFOS0cQfUGJEXhsfrwl342/P2O4Y+IiNqAoY86nTZ5CCd1tMOApCg8dtc4PPsHX/jznBP+/vPpL6i0uKUukYiIugGGPuoSnNTRfgOSfeHvmXsuxvC0WHi8IjbtOY3lXxTj8Td3Y/OeAtidDIBERNS0gFunj4KTQh+NyEnzULnxLd6po50y+kbh8UXjcfRUJd799hfsP1mBI6eqcORUFXQaBSYN743poxPRv4+x1TfhJiKi4MfQR13GMOoKWA5sgqu8EFVb30PMb+6UuqRuLaNvFB66eQR27j6EIksYtuw/g9JKK9btzMW6nblIio/AtNFJuOSi3jCEq6Uul4iIJMbLu9RlBLmCkzo6gTFMgWsvScHrD03D3+8ejykjekOlkCGv2IKVnx/Gwse+xVOrfsLPvxTD4+F4SiKiUMWePupS9ZM6an/ZjvJ1b6DXwichCPzboyPIZAKG9ovF0H6xWDR7KL7fV4j1P+XjZEE1dh46g52HziBKr8bUkYmYNjoRCbG8vE5EFEoY+qjLRV+6ENasPf5JHRHDpkpdUtAJ1yoxc3xfzBzfF7lnzNjwUz427ylApdmBjzadxEebTmJQSjSmjUrEhGG9oFXzVwERUbBjFwt1Od+dOuYB4J06ukJyTz3uuGowVj0yAw8tHIWRGXGQCcCRnAq89ME+LHxsHZZ/sA9HT1VCFEWpyyUiok7CP+9JEpzU0fWUChnGD+2F8UN7ocJkw6bdBVj/Uz7OlNdi/U/5WP9TPhJiwzF9dCKmjuyDSL1G6pKJiKgDsaePJNFoUscZTuroStEGLeZemob/LL0UTy+eiEtH9YFaJcfpshqs+uoX3PLEd3hi5S78ePgM3Jz8QUQUFNjTR5JpMKnj29fRa+HfOamjiwmCgEEp0RiUEo27rh6CHw4UYcNP+TiaW4mffinGT78UwxiuxiUj+2DaqD5IjNdLXTIREbURQx9J6uykjhOc1CExnUaJy8Yk4bIxSSgosWDDT/nYtKcA1RYHPtmShU+2ZCE9KRLTRyfi4swE6DRKqUsmIqILwNBHkqqf1ME7dQSWPnERuPW3g3DT5RnYc7QE63/Kx89HS3A8rwrH86rw2qeHMXFYL0wbnYjBKdG88wcRUTfA0EeS46SOwKWQyzBmcE+MGdwTVRY7Nu8uxIaf81BQUoNNuwuwaXcBekaH4dLRfXDpyETEGLVSl0xEROfBAVQkOU7q6B4iIzSYfUk/vPJ/U/HsvRdjxtgkaNUKnKmoxdvfHMPtT36HR1/fiS17ClBhskldLhER/Qp7+iggcFJH9yEIAgYkRWFAUhTuuHIwdhwqwvqf8nE4uwJ7j5Vi77FSAEDPmDAMTonG4NQYDE6NRo9IncSVExGFNoY+ChjnTuqwHNgMfealUpdELdCoFZg6MhFTRyaiqLwGG38uwO6jJThVZMKZ8lr/GoAA0CNKh8Ep0RiS6guCcVE6jgUkIupCDH0UMHyTOuajcuNqVG5+G2HpY8ARCN1Hr5hw3DQzAzfNzECNzYWjpypwOLsCh3PKkVVoQmmlFZsqrdi0uwAAEGPQ+HsBB6fGoFdMGEMgEVEnYuijgGIYdTksBzb6J3XoJt0gdUnUBuFaJUYNjMeogfEAAKvdhWO5VTicU47D2RU4WVCFcpMdW/YWYsveQgBAZITaHwIHpUQjMS6CIZCIqAMx9FFAqZ/Uceadv8G851so0ydIXRJ1AJ1GiREDemDEgB4AALvTjeO5VThUFwJP5FehyuLA9/tP4/v9pwEA+jAVBqVEY3BqNIakxiApXg+ZjCGQiKitGPoo4GiThyBs0ETUHvkB5s2rgaFzpS6JOphGpcCwtFgMS4sFADhdHhzPr/JdDs4ux7G8Kphrndh56Ax2HjoDwNd7WB8CB6fEoG+CAXKGQCKiVmPoo4AUfelCWE/uhutMFsLET2GTmaBKGwFFeKTUpVEnUCnlGJIagyGpMQDS4XJ7cbLgbAg8mluJGpsLu44UY9eRYgCATqPAwL7RdTOEo5Ha2wiFnGNAiYjOh6GPApIiIgpRk69Dxfr/QlV8FKZvjsL0DaCMToA2eQg0SYOhTRoEuY73gg1GSoUMA/tGY2DfaMyblga3x4vswuq6iSEV+OVUBax2N3YfLcHuoyUAAI1KjozkKAxOjcGglGikJRql/RBERAGGoY8ClmH0LHgjeuDM3s0It5bAXZoPV8VpuCpOw7xnHQBA1SMRmqQh0CYNhiZxIG/hFqQUchnSk6KQnhSFa6f2h8cr4lSRyd8TeCSnAjU2F/adKMO+E2UAAJVChv59DIjSuVFsO43ecUbERekQbdBCqWCPIBGFHoY+CmjqpMGwWeVIzsiAWvDAnvcLbHmHYcs7DFdZPpylvi/zz18BEKCK7wtt8mBfCOwzEDI1bwsWjOQyAf16G9GvtxFXT06F1ysir9jsXyLmSE4FTDVOHDlVBQD4/sgv/mMFAYjSa9AjUuf7itI2+D42Uge1Ui7VRyMi6jQMfdRtyLURCBswBmEDxgAAPLUmfwC05x2Gq6IIzuIcOItzYPrxc0CQQd0z1X85WNNnAGRKtcSfgjqDTCagby8D+vYy4LcXp0AURRSUWLD32Bns+6UAbkGDCpMdpVU2uNxeVJjsqDDZcTS3ssnzGSPU6BHpC4BxkTr0iNSiR5QvGMZGaqHTKLv4ExIRtR9DH3Vb8jADwgdOQPhA37IubkulLwDm+oKgu7oEjqKTcBSdBHZ8DMgU0CT0940HTB4MdUIaZAqVxJ+COoMgCEiM1yNGr0CfiBpkZGRAp9NBFEVU1zhQWmlFaZWt7rHu+yoryqqssDk8qLY4UG1x4ER+dZPnj9ApfYEwyhcC4yJ1iK0Lh3FROoRplVxjkIgCDkMfBQ1FRBQiBk9CxOBJAACXqbQuAB6BLe8wPOZy2AuOwl5wFNU/fAhBoYI6IQ3aZN+YQHWvVAhy9uAEM0EQEBmhQWSEBulJjV8XRREWq8sfAEsqbXWPVpRV2VBSZUWtzQWL1QWL1YSc06Ym30erVvgD4a8vI8dF6aAPUzEUElGXY+ijoKU09IBy2FREDJsKURThrio+ezk49zA8tdWw110argIgKNXQ9BkAbZLvcrC6ZwoEGcd2hRJBEKAPU0EfpkK/3sYm97HaXQ16CesDoa/H0ApTjRM2hxu5Z8zIPWNu8hxhGgV6xYajV0w4EmLD0Cs2HAmx4egVG8ZLx0TUaRj6KCQIggBlVE8oo3pCP3w6RFGEq+I0bLm+0GfLPwKv1QxbzgHYcg74jlHroO2TAU3dxBBVXDIEgbM+Q51Oo0RyTyWSeza9XJDd6T4nBJ4Nh2VVNpRUWlFlsaPW7sbJgmqcLKhudHxkhLouEIbVBUFfMOwZEwalgn+EEFHbMfRRSBIEAaqY3lDF9IZh5G8gil44S/N9ATDvMOz5v8Brr4U1aw+sWXsAADJNODSJA6HpnQ5VXF+o4/tynUBqRKNSoE9cBPrERTT5utPlwZmKWhSV1eB0Wf1jDYrKalFd40CVxfd1JKeiwXGCAMRG6pDQIAz6egdjI3W8OwkRtYihjwiAIMigjkuGOi4ZhtGzIHo9cJbk+i4H5x6GveAXeO01sJ74CdYTP/mPk0dEQx3f1x8CVfF9odDHcrwWnZdKKUdSvB5J8Y3/YKi1uVBU/qswWO773mp3+3oNK63+tQjrKeQy9IzR1V0u9gXB+lAYGaHmzyORBLz2WjgLj0NZfBRi/1QAOqlLYugjaoogk0PdMxXqnqkwjr0KotcDx5ls2POOwFGcDUfxKbiriuGxVMBqqYD15G7/sTJNOFRxyQ3CoDI6geMDqUVhWiX694lE/z4NbzdYP+u4qKy2rlfQFwZPl9XgTHktXG4vCkpqUFBS0+icWrXcP36wV6yvlzCh7vJxuI6z14naSxRFuKtL4CzJg6M0F86SU3CW5MFtKgUAhAOwRkYgbPxV0hYKhj6iVhFkcmgS0qBJSPNv8zqscJT4/gd3FJ+CsyQXzrICeO01/gki/uMVKqh6JJ3tEYxLhqpHEtcNpFY5d9bxoJToBq95vCIqqm3+MHi6/GwwLK30LUGTXWhCdmHjmcb6MBXio7RQyZzom38CPWP0iDFqEGPUIsaohSFMDRkvGxP5eV0OOMsKfL/vS07BWZoHR2keRIe1yf1lEdGw62Kg7pvZtYWeB0MfURvJ1DpoEwdCmzjQv010u+AsL6gLgXVhsDQXotPuXzPQUr+zIIMyuhfU8SkNwqBc2/RYMGqe12mH21RW91UKl6kMjspihJlMsCtroR00HoI8+H7lyWWCb+HoKB2Gp/do8JrL7UFxhfXs+MHyGn9vYaXZDnOtE+ZaJwDgcF5eo3Mr5DJEG3whMNaoRbRBg9i6QBhdt43Lz1CwctdU1YW7XDjqAp6roggQvY13liugiunju8oTl+z/w94hynH06FEoDLFd/wGaEHy/AYkkJCiUUMenQB2f4t8mil64KovruvxP+QOhp9YEV3khXOWFwOFt/v0Vhti6XxwpUMXXTRiJiA75f1g99lpfoKsuhdvsC3eu6lK4TeVwm8vgtTa9PIoKQPUXR2HZtBoRw6YiYvg0KI1xXVu8RJQK+XknlVjtLpwpr0Xu6Ur8cjIfCo0B1bUulFfbUF5tR5XFDrfHi5JK37I0538PGWIM2rrewbO9hDFGrX97hI6LVVPgEj1uuCqK6i7N1n2V5sJT2/Q6nDKdHuq6KzequCSo4+qG8DT1R6X1/P/vSIGhj6iTCYIMquheUEX3AuruHiKKIjw1VXAWn/L9BVkXBt3VJf7eKuuJn/3nkGkjGk4YiesLZVRPqT5ShxNFEV6rGS5/T52vt67+e5ep7LyXT84l04RBoY+FwhALhTEWotaIsoJT0JX8Ak9tNap3fIzqHR9D23cYIoZPR1jayJBdkFunUSK1txE9o1QwKqqQkZEOne7sQHO3x4tKkx3lJltdELSh3GRHebUNZdU2VFTbUGVxwOX24kxFLc5U1J73vVRKOWIMZwNh7Dk9hb5wqOFdTKhLeOy1/lDnKPY9usoKIHpcTewtQBnd0xfueiRDHecLevLwyG77s8rQRyQBQRCgiIiCIiIKuv4X+bd77bW/GieYA2dZIbw2C2ynDsJ26uDZcyjVUMT0QZiogqngB1g1OghKNQSFCjKl+lffqyAoVBCUat/zRt+rOnWiiSh64ampbhjkquvCXV2vnehytHgemU4PpaEu1Bl61D36vpSGWMg0YQ32t1qtyNcdRdJv7wJO/wLzvvW+tRhP+b7kYQaED70E+sxpQRWiO4JCLvNfNj4f332Mbagw2VFWFwwr6kJhucmGimo7qmsccLo8vlnI5ecPhhqV3N87aNSrYQxXwxCuhjFcBYP/ezX04SpoVPyni5onil64q0vrLs2e7b1zm8qa3F9QaaDq4eu1qx9/reqRGHTjrvl/DlEAkWnCoE0aBG3SIP82r9sJV1kT4wRdDrjOZEEFwFYM2Nr75nIFZHVhsKnAeG6QFJTqc/ZVQaao20+phuhyNuqlc5vLAY+75RLCo/y9dEpDrK/XzlgX7vQxkKk0bfpoglwB3YCxCBswFq7qElj2b4TlwCZ4aqpg2vkpTDs/hSZ5CPSZ0xCWPgaCIjR7/y6UUiFDfHQY4qPDzruP0+VBxa97DOsuIddvM9c6YXd6UFhag8LSxjOQf02jkvtDoC8QqmCMUEMfdjYkGiN8r+nDVFDIuah6KBC9Hlj2b0TN4W1wlORCdDb9W1Ghj/GNuav7Usf1hcLYIyQW32foIwpwMoXKv3xMPdHrgauqGJb8YziTcwI9oqOgELwQXU6Ibie8LgdElwOi2wnR5YC3brvv+7PbRbfz7Bt53PB63EArLqO2iSCDQh99Ti9dTF0P3dlQ1xVhS2mMQ9SU6xE5aT6sJ/f4ev+y98Geewj23EOQaSMQMfQSRAyfBlV0QqfXE+xUSjl6xvjuKHI+DpcHFeeEwmqLE6YaB6prHDDVf9U6UV13Odnu9MDewljDc0XolL5AGOELiOcGxvrew/rn4VolZyx3Q9bsfajYuBqusoKzG/2TK/rWXZpNhqpHMuTacOkKlRhDH1E3JMjkUEUnQKuNhMNrRHhGRoPxWK0lil6IblddWKwLhy4HRLcDosvZICB66/apD4u+YNk4ZAoyecNLr8a6x4jogFqrUJDJEZY+GmHpo+E2lcF8YBMs+zfAY6mEadfnMO36HJrEgb6xfwPGQqbgmnadRa2U+9YRjGn+H2NRFGFzuGGqaRgKq2scMNc4zwmJzrptDnhFwGJ1wWJ14XRZy72IMpkAQ9jZYBimkcPjrMGJslPoER0BY4S6bvkcNfThat4JRWLO0jxUbFztv32mTBMO44TZ0KVknn9yRQhjaxCFMEGQQVCqAaUaQOguFaMwxCJq0nxETpwDa/Y+WPathzVrL+z5v8Ce/wsqvluJ8CFToM+cBlVsH6nLDVmCIECnUUKnUTbbc1jP6xVhsTr9PYWmGgdMFgeqa5roSaxxosbmgtcr+m+Fd64fj2c1UQ9gqOtB9IXBukBYNyYxMkLjH58YoVOxB7EDuWuqULX1fVgObPItoSJTwDBqJowT5oR0T15LGPqIiOoIMjnC+o9EWP+RcJsrYKnr/XOby2H+6UuYf/oS6t4DoB8+HWEZ44JukHewkckE/ySQ1nC5vTDXnu0pNNU4UFZZg5y8IsjVEaixeVBlsaPKcrYXsbouPOJM8+eWy4RzwqGvp7Cp55ERGug0im47O7SzeV0OmHZ9geqdn0B02gEAYQPGImrqTVBGxktcXeBj6CMiaoJCH43Ii+fCOGE2bDkHYN63HtaTu+EoPIaywmN1vX+ToR8+HaoeSVKXSx1AqZAh2qBFtEHr32a1WnE0yoqMXw2h8HhFmGsdqLY4UGV2oLrGjiqzr4ew2uLwh8Nqix0Wq8t35xSTHRUmO2SoglpwQSO4oBbcUMNV99wNteCCTu6BUSNCr/IiQumFTuGGVu6BRnBBJbogi4iGmDYJyoSBUCrlUCvlUCplUCnkUCllUMhlQRcaRdGLmsPfo3LzO/BYKgAA6p79ED39Fmj6ZEhcXffB0EdE1AxBJoeu3wjo+o2A21IFy8FNsOzbALepFObd38C8+xuoE9IQkTkN4QMntHmGMQUwrwdeey3crlp4nTZ4nXZ4HTaonHbEOG2IctogOm3wyuzwan2PotYGr/Hsvm6HFV6HDXA5IHibWhOuCa66r1+rygHyf0aR24jvHQOw29EXTpydBCUIvoW5VQoZVEqZ73ulLxCqFHIoFbImnysVsoYBsn678pzv6/epe+5xO1Fr98DrFTukqZtiyz+Cyg2r4TiTDcA3+zbqkhsRNmhCSMy47UgMfUREraSIiETkhGthHH8NbKcOwrJvA2pP/ATH6RNwnD6Big2rEDHoYkQMnw51fF+py6U2clWX1q2LeQC23EOItFlQ2gHnbdT3JldAptJCptJAUGkhU2kBpRpumRpOKOAQlbB5FKj1KFDjksHsFGCyC4hz5mGg9zh6KaoxX/EjrtTtwS5HP3xvT0e5Vw9R9C2V43R5OmAtp9aRf1aMyHA1IvUaROk1/scofd22c8Y6ylu5hI6rsggVm96G9fguAICg0sI4fjYMo6/g0Io2YugjIrpAgiCDLiUTupRMuGuqUXNwM8z7N8BdVQzz3m9h3vst1D1TETF8OsIHToRMrW35pCQZj80CW95h/wLo7qriJvcT5EoIKo0vqKnrg5rveX1oOxvgNJCptXWv1R2j0kJQayBT1h3fjrvBeOy1qDm4Gabd30BbVYwpmqOYojkKVXImVEOmw5swGC63CJfb6wuAbg+cLi9cbg8cLi9cLg+cbt9zp6t+n7PbffufPcbp8jY4x9lz+b73eETfHVtM9mbrFgTAEK72h0B/QIw4GxiNKjdkB79Azb5vAa8HEGSIGD4NUZMWQB5maHObEUMfEVG7KMKNMI6/BoZxV8GedwTmfetRe2wXHGey4TiTjYoNqxA+cKJv7F/P1KAba9UdiW4X7IXH/CHPd9nwnMuTggzqhP7Q9h0GWc805JTXIn3wUIRF6CWr+dfkmjAYRs+CftTlsGXvh2n3N7Bl74Uzdz+cufuhiIyHYeRMhA+9BHJN5wUlq9WKQ4d/Qc/efWFzCag0+8YzVpp9Yxwrzb77OFeZ7ai21E1+qRv3iKJffSZ4cLH6OC7THkSYzLeGaI6QiP36KRCqeiNqUyEi9eVnew/1vgkwOg0XU28thj4iog4gCDJok4dAmzwEnloTLIe2wLJvA1yVRbDs3wDL/g1QxfVFxLBLoIyMh0wbAbk2AjJtBGQaHccmdSJR9MJZkgdbru+SrT3/aMOFyQEoY3pDmzwU2r5DoU0aBJnaN2nDarVCNB8N2PXeBEHmH3PqqjwD8551sBzYBHdVMSrW/xeVW95D+JBJMFw0E6oeiZ1Sg0IuIMaobXGtUI9XhLmmPgjWPZrtqDTZEFZ2CIOrNsMomgAARW4jPrWOxHF3L6ACwKnC855Xo5I3CIHGCDXCNEpo1QroNApo1Yq67xtvU6vkIfWHWMD9FGdnZ+PJJ5/Evn37EBYWhquuugr3338/VKrzL4xaWlqKVatWYfv27cjPz0dERARGjRqFBx54AAkJXFGfiLqWPMwA49irYBhzJez5v8Cybz1qju2Es+QUKr471fgAQQaZNtwfAuW6s4Hw3G0NnmvDAzaIBAK3qQzWUwd8vXm5h+C1mhu8Lg8z+gJe36HQJg+FQh8tUaUdRxnVE9HTb0Xk5AWoOfw9TLu/hqusAJa938Gy9ztokgbDMHImdGmjJFkoXS4TEFl3ObeevSgLlRs+gr3yqG+fMCMiJy9ATP+L0afG6QuFZofv0XJO72FdD6LN4YHd6cGZ8lqcaebezucjE+APgFqNEjq1AtoGQbFhYGy4rWGg1HSDABlQvzFMJhMWLlyI5ORkrFixAiUlJXj66adht9vxyCOPnPe4I0eOYP369bj22msxbNgwVFVV4d///jfmzp2LL7/8ElFRUV34KYiIfARB8N9LOdp6O2oOb4U1ey88tWZ4bRZ4bDUQXXZA9MJrNTcKJi2RqXXNB0Nd49eCdQC8x14Le+7huskXB+GqbLhwnqDUQJM4ELqUYdAmD4Uytk/A/wPdVjKVFvoRlyFi+HTY84/A9PPXsJ74Gfa8w7DnHYZcHwP9iBnQZ14q2Rg5t6kMlVveRc3hbQAAQaGCYeyVMI672jehBYA+XIOk+OYvqdsc7rpgWBcILXaYahyw2d2wOtywOdyw2l2w+b93+78XRcArArV2N2rtbqCF8YgtEc4NkHWhUKWQQea14854G5LbcNekjhZQoe/9999HbW0tXn75ZRiNRgCAx+PBY489hkWLFiEuLq7J4y666CJ88803UCjOfpwRI0ZgypQp+PTTT3Hbbbd1RflEROcl10XAMHoWDKNnNdjudTvhtdXAYz0bBH2PFnit5obPbRZ4rBZ47bUARHgdVngdVrirS1pdh6BQnQ2GughApYPW7kGN+QTckbGQhxmhCDNCHm6EPMzQrskGnUl0u2A/fbzhuDzRe3YHQQZ1r/7Q9h0Cbd9h0CT0D9jP0ll8f3QMhjZpsO9Wg3u/g3n/BnjM5aja8g6qv1+LsEETYLhoJtS9+nVJTV6HDdU7Pobppy/9l9jDh0xB1JTr29TbqlUroI0NR6/YC7sLh9crwuHyNBkIzw2G9a+fu80fKM851isCoghY7b59f23v8TIkJ0jfmxxQoW/btm0YN26cP/ABwMyZM/Hoo49i+/btmD17dpPH6fWN/xKIj49HVFQUSks7YqI9EVHnkClUkEVEQRHR+isSYt26cQ2C4K+Cof97mwVeqy9MwuuG6HbCY6nwL3ALABoANfm70dSdaWWacH8AlIcZfaEw3Oj/Xu7/3tCplwxFUYSzNM8f8uwFv0B0NbxVmjK6F7R9fT152qRBkGlavlVbqFAYYhF1yQ0wXjwXtb/sgHn313CcyUbNwS2oObgF6oQ06EfORHjGuE4Jx6LXA8v+jaja9j48tb5xe5rEQYiethDqnqkd/n4tkckEf49ce4miCIfT4wuHdaGwPjBWW6w4U1SES0YExlCzgAp9OTk5uPbaaxts0+v1iI2NRU5OzgWd69SpU6ioqEBqatt/mERRhNVqbfPxLbHZbA0eqTG2UfPYPs0L7vZRANpIQBsJIQqQw/d1PqIoQnTa4bVbINpq4LX7vhymSlQVF0CvEiBz1MJTa4LX6vvyLUrs289Vfv6B9D4CBG045DoDZDoDZGG+R3lYw+cynQEybQQEWcsTVzyWCjjyj8CZfxjO/CONLn/LdHqoEgdBlTgY6sRBkEec7UmxewF0wO/vYPwZkvcbDWPqKLiKs2Hdvx72E7vgOH0CZadPoGL9KmiHXALd0KmQh0e2eK7WtI8j9yAs296Fu+K07/2N8YiYtADqlBHwCEKn/jvbldQKQK2QITJMBcA3D8FmUyFXVQ2vx9mpn1MUxVYNVxBEUey8ZbQv0KBBg3DffffhrrvuarB91qxZGD58OJ544olWnUcURdxxxx04ceIEvv322xZnFDXl0KFDcDqdLe9IRBSMRBGCyw7BWQOZoxaCoxYyZ23d9zWQOeu31UBwWCGg9f+UiBAgqnTwqsMgqsLgVYdDVIfBqwqDqNRAbi6GsuIU5LWVDY+TK+GOTIQrOhnumL7whMf6BlJRuwiOGqgL9kNdsBcyh6+/VxRkcMWlw540Eh5j7za1s8xSCt2xjVBW+CYveZVa2FMnwpE4ApBgIkmwU6lUGDJkSLP7BFRPX0dZsWIFfvzxR7zxxhttCnz1lEol+vXrvHEONpsNubm5SE5OhlbLxVubwjZqHtuneWyflnVEG4leL7x23xhEb221/9FjNcFba4bXenab11YDASIEpy9ENksQoIxLgSpxENRJg6GM7wdB0bXj8kLmZyhzFESPG/asPbAeWA/X6eNQFR+FqvgoFLFJ0GVOgzZ9HIRfTQRqqn08tdWo2fE/2I5s9Q10k8mhG34ZwkdfFXKX3Lvq5ycrK6tV+wVU6NPr9bBYLI22m0wmGAytm2G0du1avPLKK/j73/+OcePGtaseQRDaFRpbS6tteX2jUMc2ah7bp3lsn5a1u43CwwH0bHE30euBp9YMT20VPLUmeGp8j+7aanjqAqMyqhe0yUOhSR4MeYCEhFD5GQobfgmih18CR/EpmPesQ83hbXCX5cG8fiVqvv8AEZmXQn/RDCiNDSdWarVaaJRymHZ9geqdn0B0+mbChg0Yh6ipN0IZGS/FxwkYnf3z09qZ6AEV+lJSUhqN3bNYLCgrK0NKSkqLx69fvx5/+9vfcO+992LOnDmdVSYREbWRIJNDEREJRUTL48VIOur4voi94m5ETb0RlgObYN69Dm5TKUw/fgbTj59D138k9CNnQozrB4gibEe3o2z7h/4JQupe/RE9bSE0fTIk/iR0roAKfZMmTcKrr74Ks9nsn5G7bt06yGQyTJgwodljd+3ahQceeABz587F4sWLu6JcIiKioCbXRvgWGh89C9asvTDv+Qa2nAOwnvwZ1pM/Qx7ZExEeESaz737FCn0MoqbeiLCBE3iXmQAUUKFvwYIFWLNmDRYvXoxFixahpKQEzzzzDBYsWNBgjb6FCxeiqKgI69evB+C7i8fixYuRnJyMq666Cvv37/fvGxUVhcTEzrn1DBERUSgQZHKEpY1CWNooOMsLYd7zLSwHN8NTdQYKAIJKg8gJ10I/6oqgXQA8GARU6DMYDFi9ejWeeOIJLF68GGFhYZgzZw6WLFnSYD+v1wuPx+N/fuDAAVgsFlgsFlx33XUN9r3mmmvw9NNPd0n9REREwU4V0xsxM25H1JTrULl3A0oK8pA4dQ4iYloe00nSCqjQBwCpqalYtWpVs/usWbOmwfPZs2efd+FmIiIi6ngytQ66YdNgVx2FXCfN7dzowvCCOxEREVEIYOgjIiIiCgEMfUREREQhgKGPiIiIKAQw9BERERGFAIY+IiIiohDA0EdEREQUAhj6iIiIiEIAQx8RERFRCGDoIyIiIgoBDH1EREREIYChj4iIiCgEMPQRERERhQCGPiIiIqIQIIiiKEpdRCDau3cvRFGESqXqtPcQRREulwtKpRKCIHTa+3RnbKPmsX2ax/ZpGduoeWyf5rF9mtdV7eN0OiEIAkaMGNHsfopOq6Cb64ofXkEQOjVUBgO2UfPYPs1j+7SMbdQ8tk/z2D7N66r2EQShVbmFPX1EREREIYBj+oiIiIhCAEMfERERUQhg6CMiIiIKAQx9RERERCGAoY+IiIgoBDD0EREREYUAhj4iIiKiEMDQR0RERBQCGPqIiIiIQgBDHxEREVEIYOgjIiIiCgEMfUREREQhgKFPAtnZ2bj11luRmZmJCRMm4JlnnoHT6ZS6rIDxzTff4O6778akSZOQmZmJq666Ch999BFEUZS6tIBUW1uLSZMmIT09HYcOHZK6nIDxySef4Oqrr8aQIUMwZswY3HHHHbDb7VKXFTA2btyIuXPnYvjw4Zg4cSLuu+8+FBQUSF2WJPLy8vDII4/gqquuwsCBAzFr1qwm9/vwww8xY8YMDBkyBFdeeSU2b97cxZVKo6X2qampwYoVKzBnzhyMHDkS48ePx+9+9zscP35cooq7Xmt/hupt2LAB6enpLe7X0Rj6upjJZMLChQvhcrmwYsUKLFmyBGvXrsXTTz8tdWkBY9WqVdBqtVi6dCn+/e9/Y9KkSfjrX/+KV155RerSAtK//vUveDweqcsIKP/+97/xxBNP4PLLL8fKlSvx+OOPo3fv3mynOrt27cI999yDfv364ZVXXsHDDz+MY8eO4bbbbgvJYHzy5Els3boVSUlJSE1NbXKfr776Cn/9618xc+ZMvP7668jMzMQ999yD/fv3d22xEmipfYqKivDBBx9gwoQJePHFF/HEE0/AYrFg/vz5yM7OlqDirtean6F6drsdTz31FGJiYrqounOI1KVeffVVMTMzU6yqqvJve//998WMjAyxuLhYusICSEVFRaNtf/nLX8QRI0aIHo9HgooCV1ZWlpiZmSm+9957Ylpamnjw4EGpS5Jcdna2OHDgQHHLli1SlxKw/vrXv4pTp04VvV6vf9vOnTvFtLQ08eeff5awMmmc+3vlz3/+s3jFFVc02ueyyy4TH3jggQbb5s+fL95xxx2dXp/UWmqf2tpa0Wq1NthWU1Mjjh49Wnz88ce7pEapteZnqN6LL74o3nDDDS3u1xnY09fFtm3bhnHjxsFoNPq3zZw5E16vF9u3b5eusAASFRXVaFtGRgZqampgtVolqChwPfnkk1iwYAH69u0rdSkB4+OPP0bv3r0xefJkqUsJWG63G2FhYRAEwb8tIiICAEJyGIVM1vw/hQUFBcjNzcXMmTMbbL/88suxc+fOoB+e01L76HQ6aLXaBtvCwsKQmJiI0tLSziwtYLTURvXy8/Px3//+F3/5y186uaKmMfR1sZycHKSkpDTYptfrERsbi5ycHImqCnx79uxBXFwcwsPDpS4lYKxbtw4nTpzA4sWLpS4loBw4cABpaWn417/+hXHjxmHw4MFYsGABDhw4IHVpAWP27NnIzs7GO++8A4vFgoKCAvzzn//EwIEDMWLECKnLCzj1v5t//cdVamoqXC5XyI6FbI7ZbMbJkycb/XsX6v7+97/jqquuwoABAyR5f4a+LmY2m6HX6xttNxgMMJlMElQU+Hbv3o2vv/4at912m9SlBAybzYann34aS5YsYRD+lbKyMvzwww/47LPP8Oijj+KVV16BIAi47bbbUFFRIXV5AWHkyJF4+eWX8fzzz2PkyJGYNm0aKioq8Prrr0Mul0tdXsCp/93869/d9c/5u7uxZ599FoIg4LrrrpO6lICxadMm7Nu3D/fdd59kNTD0UUArLi7GkiVLMGbMGNx8881SlxMw/v3vfyM6OhrXXnut1KUEHFEUYbVa8dJLL+E3v/kNJk+ejH//+98QRRFvv/221OUFhL179+LBBx/EvHnzsHr1arz00kvwer246667QnIiB3Ws//3vf1i7di0eeeQRxMfHS11OQHA4HHjqqafwhz/8ockhTF1FIdk7hyi9Xg+LxdJou8lkgsFgkKCiwGU2m3HnnXfCaDRixYoVrR4zEexOnz6NN998E6+88or/Z6l+rKPVakVtbS3CwsKkLFFSer0eRqOxweUTo9GIgQMHIisrS8LKAseTTz6JsWPHYunSpf5tmZmZmDJlCj777DPMnz9fwuoCT/3vZovFgtjYWP92s9nc4HUCtm7dikceeQS///3vcc0110hdTsBYvXo1ZDIZrrjiCv/PjcvlgtfrhdlshkajgUql6vQ6GPq6WEpKSqOxexaLBWVlZRz7cA673Y5FixbBYrHggw8+8A8yJ6CwsBAulwt33XVXo9duvvlmDBs2DGvXrpWgssDQr18/5OfnN/maw+Ho4moCU3Z2Ni699NIG2+Lj4xEZGXnetgtl9b+bfz0mOycnB0qlEn369JGqtICyf/9+3Hfffbj66qslvYQZiHJycpCXl4dx48Y1em3UqFH429/+1iWXwhn6utikSZPw6quvNhjbt27dOshkMkyYMEHi6gKD2+3G/fffj5ycHLzzzjuIi4uTuqSAkpGRgbfeeqvBtqNHj2LZsmV47LHHMGTIEIkqCwyXXHIJPv74Yxw9ehQZGRkAgKqqKhw5cgS33HKLtMUFiF69euGXX35psO306dOoqqpCQkKCRFUFrj59+iA5ORnr1q3DtGnT/Nu//vprjBs3rkt6aAJdVlYWFi1ahLFjx+Kxxx6TupyAc+eddzbq+Xzttddw6tQpLFu2DMnJyV1SB0NfF1uwYAHWrFmDxYsXY9GiRSgpKcEzzzyDBQsWMNzUeeyxx7B582YsXboUNTU1DRY/HThwYMj/gtXr9RgzZkyTrw0aNAiDBg3q4ooCy7Rp0zBkyBDce++9WLJkCdRqNV577TWoVCpcf/31UpcXEBYsWICnnnoKTz75JKZOnYrq6mr/ONFfL0sSCmw2G7Zu3QrAF35ramqwbt06AMDo0aMRFRWFP/zhD/jTn/6ExMREjBkzBl9//TUOHjwYEuNEW2ofURRx++23Q61WY+HChTh8+LD/2PDwcPTr10+SurtSS22UmpraaNHmTz75BCUlJef9fd4ZBDEUF2WSWHZ2Np544gns27cPYWFhuOqqq7BkyZKQDzP1pk6ditOnTzf52saNG9G7d+8urijw7dq1CzfffDM++uijkO/pA4DKykosW7YMmzdvhsvlwsiRI/HQQw+FxD8+rSGKIt5//3289957KCgoQFhYGDIzM7FkyZIW7yYQjAoLCxtd7q731ltv+f9R/vDDD/H666+jqKgIffv2xQMPPIBLLrmkK0uVREvtA+C8E+1Gjx6NNWvWdFptgaK1P0PnWrp0KQ4fPowvv/yys8vzY+gjIiIiCgGcDklEREQUAhj6iIiIiEIAQx8RERFRCGDoIyIiIgoBDH1EREREIYChj4iIiCgEMPQRERERhQCGPiIiIqIQwNBHRBSgPv74Y6Snp+PQoUNSl0JEQYD33iWikPbxxx/joYceOu/rH3zwATIzM7uuICKiTsLQR0QE4N57723yvs6JiYkSVENE1PEY+oiIAEyaNAlDhgyRugwiok7DMX1ERC0oLCxEeno6Vq5ciVWrVuGSSy7B0KFDceONN+LEiRON9t+5cyeuv/56ZGZmYuTIkbj77ruRnZ3daL+SkhI8/PDDmDhxIgYPHoypU6fi0UcfhdPpbLCf0+nEsmXLMHbsWGRmZmLx4sWorKxssM+hQ4dw++23Y8yYMRg6dCimTp3a7GVrIgo97OkjIgJQU1PTKEgJgoDIyEj/808//RS1tbW4/vrr4XA4sGbNGixcuBBffPEFYmJiAAA7duzAnXfeid69e+Oee+6B3W7H22+/jeuuuw4ff/yx/xJySUkJ5syZA4vFgnnz5iElJQUlJSX49ttvYbfboVKp/O/75JNPQq/X45577sHp06exevVqPP7443jxxRcBABUVFbj99tsRGRmJu+66C3q9HoWFhVi/fn0ntxoRdScMfUREAG655ZZG21QqVYOZs/n5+fjuu+8QFxcHwHdJeO7cuXj99df9vWrPPPMMDAYDPvjgAxiNRgDAtGnTcM0112DFihX4xz/+AQD45z//ifLycqxdu7bBZeX77rsPoig2qMNoNOLNN9+EIAgAAK/XizVr1sBisSAiIgL79u2DyWTCypUrG5xryZIl7W8YIgoaDH1ERAAeeeQR9O3bt8E2mazhCJhp06b5Ax8ADB06FMOGDcPWrVvx0EMPobS0FEePHsUdd9zhD3wAMGDAAIwfPx5bt24F4AttGzZswCWXXNLkOML6cFdv3rx5DbaNHDkSq1atwunTpzFgwABEREQAALZs2YIBAwZAqVS2rRGIKKgx9BERwRfgWprIkZSU1GhbcnIyvvnmGwBAUVERADQKjwCQmpqKH374AVarFVarFTU1Nejfv3+rauvVq1eD53q9HgBgNpsBAKNHj8aMGTPw8ssvY9WqVRg9ejSmTZuG3/72tw0uExNRaONEDiKiAPfrHsd69ZeBBUHA8uXL8cEHH+DGG2/0TxCZPXs2amtru7JUIgpgDH1ERK2Ul5fXaFtubi4SEhIAnO2RO3XqVKP9cnJyEBkZCZ1Oh6ioKISHh+PkyZMdWl9mZiaWLFmCjz/+GM899xxOnjyJr7/+ukPfg4i6L4Y+IqJW2rBhA0pKSvzPDx48iAMHDmDSpEkAgB49eiAjIwOffvqp/9IrAJw4cQLbt2/H5MmTAfh67qZNm4bNmzc3eYu1X0/kaInJZGp0TEZGBgA0Wv6FiEIXx/QREQHYtm0bcnJyGm0fMWKEfxJFYmIirrvuOlx33XVwOp146623YDQacccdd/j3f/DBB3HnnXdi/vz5mDNnjn/JloiICNxzzz3+/R544AFs374dN910E+bNm4fU1FSUlZVh3bp1ePfdd/3j9lrjk08+wXvvvYdp06YhMTERtbW1WLt2LcLDw/2BlIiIoY+ICMDy5cub3L5s2TKMHj0aAHD11VdDJpNh9erVqKiowNChQ/HXv/4VPXr08O8/fvx4vPHGG1i+fDmWL18OhUKBUaNG4f/+7//Qp08f/35xcXFYu3YtXnrpJXzxxReoqalBXFwcJk2aBI1Gc0G1jx49GocOHcLXX3+N8vJyREREYOjQoXjuuecavCcRhTZBvNDrCEREIaawsBCXXnopHnzwQdx+++1Sl0NE1CYc00dEREQUAhj6iIiIiEIAQx8RERFRCOCYPiIiIqIQwJ4+IiIiohDA0EdEREQUAhj6iIiIiEIAQx8RERFRCGDoIyIiIgoBDH1EREREIYChj4iIiCgEMPQRERERhYD/D9jXC45n5YfeAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(History.history['accuracy'])\n",
        "plt.plot(History.history['val_accuracy'])\n",
        "plt.title('Model Accuracy')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.xlabel('Epochs')\n",
        "plt.legend(['train', 'test'])\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "J1SB5ETbcC6t",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 497
        },
        "outputId": "8e4bead7-d155-4f6d-f576-be8924c264e0"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# getting predictions on val set.\n",
        "pred=model.predict(x_test)\n",
        "pred_digits=np.argmax(pred,axis=1)"
      ],
      "metadata": {
        "id": "Dj6cLwLgcD8d",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "e54081e9-688f-47a3-d336-b77d7a8f3e20"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "179/179 [==============================] - 1s 3ms/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "pred_digits"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nhlKlQBIZMEY",
        "outputId": "52133493-a076-43ee-9123-8d990adf26c1"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([3, 6, 6, ..., 1, 3, 7])"
            ]
          },
          "metadata": {},
          "execution_count": 37
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# now storing some properly as well as misclassified indexes'.\n",
        "i=0\n",
        "prop_class=[]\n",
        "mis_class=[]\n",
        "\n",
        "for i in range(len(y_test)):\n",
        "    if(np.argmax(y_test[i])==pred_digits[i]):\n",
        "        prop_class.append(i)\n",
        "    if(len(prop_class)==8):\n",
        "        break\n",
        "\n",
        "i=0\n",
        "for i in range(len(y_test)):\n",
        "    if(not np.argmax(y_test[i])==pred_digits[i]):\n",
        "        mis_class.append(i)\n",
        "    if(len(mis_class)==8):\n",
        "        break"
      ],
      "metadata": {
        "id": "xhXdKSPBcFDi"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "warnings.filterwarnings('always')\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "count = 0\n",
        "fig, ax = plt.subplots(4, 2)\n",
        "fig.set_size_inches(15, 15)\n",
        "\n",
        "for i in range(4):\n",
        "    for j in range(2):\n",
        "        index = prop_class[count]\n",
        "        ax[i, j].imshow(x_test[index])\n",
        "\n",
        "        # Ubah prediksi dan label aktual menjadi 1D array\n",
        "        predicted_label = le.inverse_transform([pred_digits[index]])[0]\n",
        "        actual_label = le.inverse_transform([np.argmax(y_test[index])])[0]\n",
        "\n",
        "        ax[i, j].set_title(\"Predicted Cell: \" + predicted_label + \"\\nActual Cell: \" + actual_label)\n",
        "\n",
        "        count += 1\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "EtJuH8KCZwjR",
        "outputId": "f453a48d-0c7a-479b-fc93-ab263c77d946"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1500 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import warnings\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "warnings.filterwarnings('always')\n",
        "warnings.filterwarnings('ignore')\n",
        "\n",
        "count = 0\n",
        "fig, ax = plt.subplots(4, 2)\n",
        "fig.set_size_inches(15, 15)\n",
        "for i in range(4):\n",
        "    for j in range(2):\n",
        "        index = mis_class[count]\n",
        "        ax[i, j].imshow(x_test[index])\n",
        "\n",
        "        # Extract predicted label and actual label as 1D arrays\n",
        "        predicted_label = le.inverse_transform([pred_digits[index]])[0]\n",
        "        actual_label = le.inverse_transform([np.argmax(y_test[index])])[0]\n",
        "\n",
        "        ax[i, j].set_title(\"Predicted Cell: \" + predicted_label + \"\\nActual Cell: \" + actual_label)\n",
        "\n",
        "        count += 1\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n"
      ],
      "metadata": {
        "id": "uMAFSYvpcMAr",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "e7786eaf-b69d-4c24-c42c-064f0f56061f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1500 with 8 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [],
      "metadata": {
        "id": "ycahMANCcD_0"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}