{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "c591b65a-f0c7-4bdf-8b24-91a058df3264",
   "metadata": {},
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'cv2'",
     "output_type": "error",
     "traceback": [
      "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
      "\u001b[31mModuleNotFoundError\u001b[39m                       Traceback (most recent call last)",
      "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[1]\u001b[39m\u001b[32m, line 28\u001b[39m\n\u001b[32m     26\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpandas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mpd\u001b[39;00m\n\u001b[32m     27\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mos\u001b[39;00m\n\u001b[32m---> \u001b[39m\u001b[32m28\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mcv2\u001b[39;00m\n\u001b[32m     29\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mrandom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mas\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mrd\u001b[39;00m\n\u001b[32m     30\u001b[39m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mcopy\u001b[39;00m\n",
      "\u001b[31mModuleNotFoundError\u001b[39m: No module named 'cv2'"
     ]
    }
   ],
   "source": [
    "from __future__ import print_function\n",
    "import tensorflow\n",
    "\n",
    "from tensorflow.keras.models import Sequential\n",
    "from tensorflow.keras.layers import Dense, Dropout, Activation, Flatten\n",
    "from tensorflow.keras.layers import BatchNormalization\n",
    "from tensorflow.keras.layers import Conv2D, MaxPooling2D\n",
    "from keras.losses import SparseCategoricalCrossentropy, CategoricalCrossentropy\n",
    "from tensorflow.keras.utils import to_categorical\n",
    "from tensorflow.keras.layers import MaxPool2D, BatchNormalization\n",
    "from tensorflow.keras.callbacks import EarlyStopping\n",
    "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
    "from tensorflow.keras.regularizers import l2\n",
    "from sklearn.metrics import ConfusionMatrixDisplay\n",
    "from sklearn.metrics import classification_report, confusion_matrix\n",
    "import urllib.request\n",
    "import tarfile\n",
    "import tensorflow as tf\n",
    "import pickle\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import cv2\n",
    "import random as rd\n",
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "3bc782bb-0335-4bf9-8f34-488e01814f17",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\AppData\\Local\\Temp\\ipykernel_3364\\4188948807.py:6: DeprecationWarning: Python 3.14 will, by default, filter extracted tar archives and reject files or modify their metadata. Use the filter argument to control this behavior.\n",
      "  tar.extractall()\n"
     ]
    }
   ],
   "source": [
    "# Download and extract the CIFAR-10 dataset\n",
    "url = \"https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\"\n",
    "filename = \"cifar-10-python.tar.gz\"\n",
    "urllib.request.urlretrieve(url, filename)\n",
    "with tarfile.open(filename, \"r:gz\") as tar:\n",
    "    tar.extractall()\n",
    "\n",
    "# Load the CIFAR-10 dataset\n",
    "def unpickle(file):\n",
    "    with open(file, \"rb\") as f:\n",
    "        data = pickle.load(f, encoding=\"bytes\")\n",
    "    return data\n",
    "\n",
    "data_batches = []\n",
    "label_batches = []\n",
    "for i in range(1, 6):\n",
    "    filename = f\"cifar-10-batches-py/data_batch_{i}\"\n",
    "    batch_data = unpickle(filename)\n",
    "    data_batches.append(batch_data[b\"data\"])\n",
    "    label_batches.append(batch_data[b\"labels\"])\n",
    "\n",
    "test_data = unpickle(\"cifar-10-batches-py/test_batch\")[b\"data\"]\n",
    "test_labels = unpickle(\"cifar-10-batches-py/test_batch\")[b\"labels\"]\n",
    "\n",
    "# Reshape the data\n",
    "train_data = np.concatenate(data_batches)\n",
    "train_labels = np.concatenate(label_batches)\n",
    "\n",
    "train_data = np.reshape(train_data, (50000, 3, 32, 32))\n",
    "train_data = np.transpose(train_data, (0, 2, 3, 1))\n",
    "test_data = np.reshape(test_data, (10000, 3, 32, 32))\n",
    "test_data = np.transpose(test_data, (0, 2, 3, 1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "af6229a1-1909-4fc6-97fd-7715a6de8869",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Train data shape: (50000, 32, 32, 3)\n",
      "Train labels shape: (50000,)\n",
      "Test data shape: (10000, 32, 32, 3)\n",
      "Test labels shape: 10000\n"
     ]
    }
   ],
   "source": [
    "# Print the shapes of the data arrays\n",
    "print(\"Train data shape:\", train_data.shape)\n",
    "print(\"Train labels shape:\", train_labels.shape)\n",
    "print(\"Test data shape:\", test_data.shape)\n",
    "print(\"Test labels shape:\", len(test_labels))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "03de6791-6b58-4ded-a6d1-68a0a093e3f5",
   "metadata": {},
   "outputs": [
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 1700x1700 with 100 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the labels of the dataset\n",
    "labels = ['airplane', 'automobile', 'bird', 'cat', 'deer',\n",
    "          'dog', 'frog', 'horse', 'ship', 'truck']\n",
    "\n",
    "# Let's view more images in a grid format\n",
    "# Define the dimensions of the plot grid\n",
    "W_grid = 10\n",
    "L_grid = 10\n",
    "\n",
    "# fig, axes = plt.subplots(L_grid, W_grid)\n",
    "# subplot return the figure object and axes object\n",
    "# we can use the axes object to plot specific figures at various locations\n",
    "\n",
    "fig, axes = plt.subplots(L_grid, W_grid, figsize = (17,17))\n",
    "\n",
    "axes = axes.ravel() # flaten the 15 x 15 matrix into 225 array\n",
    "\n",
    "n_train = len(train_data) # get the length of the train dataset\n",
    "\n",
    "# Select a random number from 0 to n_train\n",
    "for i in np.arange(0, W_grid * L_grid): # create evenly spaces variables\n",
    "\n",
    "    # Select a random number\n",
    "    index = np.random.randint(0, n_train)\n",
    "    # read and display an image with the selected index\n",
    "    axes[i].imshow(train_data[index,1:])\n",
    "    label_index = int(train_labels[index])\n",
    "    axes[i].set_title(labels[label_index], fontsize = 8)\n",
    "    axes[i].axis('off')\n",
    "\n",
    "plt.subplots_adjust(hspace=0.4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "9decc101-8808-41ee-a779-7f9e82dda37f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Class distribution in training set')"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "classes_name = ['Airplane', 'Automobile', 'Bird', 'Cat', 'Deer', 'Dog', 'Frog', 'Horse', 'Ship', 'Truck']\n",
    "\n",
    "classes, counts = np.unique(train_labels, return_counts=True)\n",
    "plt.barh(classes_name, counts)\n",
    "plt.title('Class distribution in training set')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "8fb0ae84-dfd2-4d7d-872d-9e148ac35472",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Scale the data\n",
    "X_train = train_data / 255.0\n",
    "X_test = test_data / 255.0\n",
    "\n",
    "# Transform target variable into one-hotencoding\n",
    "y_cat_train = to_categorical(train_labels, 10)\n",
    "y_cat_test = to_categorical(test_labels, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "8df444f5-8bdf-4d35-a5c5-b137e63b9757",
   "metadata": {},
   "source": [
    "CNN CLASSIFICATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "e7bafd85-6bc5-4f19-9a73-2129d078352a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\convolutional\\base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "WARNING:tensorflow:TensorFlow GPU support is not available on native Windows for TensorFlow >= 2.11. Even if CUDA/cuDNN are installed, GPU will not be used. Please use WSL2 or the TensorFlow-DirectML plugin.\n"
     ]
    }
   ],
   "source": [
    "INPUT_SHAPE = (32, 32, 3)\n",
    "KERNEL_SIZE = (3, 3)\n",
    "model = Sequential()\n",
    "\n",
    "# Convolutional Layer\n",
    "model.add(Conv2D(filters=32, kernel_size=KERNEL_SIZE, input_shape=INPUT_SHAPE, activation='relu', padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(filters=32, kernel_size=KERNEL_SIZE, input_shape=INPUT_SHAPE, activation='relu', padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "# Pooling layer\n",
    "model.add(MaxPool2D(pool_size=(2, 2)))\n",
    "# Dropout layers\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "model.add(Conv2D(filters=64, kernel_size=KERNEL_SIZE, input_shape=INPUT_SHAPE, activation='relu', padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(filters=64, kernel_size=KERNEL_SIZE, input_shape=INPUT_SHAPE, activation='relu', padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(MaxPool2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "model.add(Conv2D(filters=128, kernel_size=KERNEL_SIZE, input_shape=INPUT_SHAPE, activation='relu', padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(Conv2D(filters=128, kernel_size=KERNEL_SIZE, input_shape=INPUT_SHAPE, activation='relu', padding='same'))\n",
    "model.add(BatchNormalization())\n",
    "model.add(MaxPool2D(pool_size=(2, 2)))\n",
    "model.add(Dropout(0.25))\n",
    "\n",
    "model.add(Flatten())\n",
    "# model.add(Dropout(0.2))\n",
    "model.add(Dense(128, activation='relu'))\n",
    "model.add(Dropout(0.25))\n",
    "model.add(Dense(10, activation='softmax'))\n",
    "\n",
    "METRICS = [\n",
    "    'accuracy',\n",
    "    tf.keras.metrics.Precision(name='precision'),\n",
    "    tf.keras.metrics.Recall(name='recall')\n",
    "]\n",
    "model.compile(loss='categorical_crossentropy', optimizer='adam', metrics=METRICS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "161c77f8-0551-4c99-a664-1595b2072130",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"sequential\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │         <span style=\"color: #00af00; text-decoration-color: #00af00\">9,248</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_1           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_2           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_3           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_4           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │           <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │       <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_5           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">8</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │           <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2048</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                   │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">262,272</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">1,290</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m896\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │         \u001b[38;5;34m9,248\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_1           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout (\u001b[38;5;33mDropout\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_2           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m36,928\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_3           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m16\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │        \u001b[38;5;34m73,856\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_4           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │           \u001b[38;5;34m512\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_5 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │       \u001b[38;5;34m147,584\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_5           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m8\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │           \u001b[38;5;34m512\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten (\u001b[38;5;33mFlatten\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2048\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense (\u001b[38;5;33mDense\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │       \u001b[38;5;34m262,272\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │         \u001b[38;5;34m1,290\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">552,362</span> (2.11 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m552,362\u001b[0m (2.11 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
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    {
     "data": {
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       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">551,466</span> (2.10 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m551,466\u001b[0m (2.10 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> (3.50 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m896\u001b[0m (3.50 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "153dd133-805c-4fd4-be9b-a73a4b7b77a0",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m184s\u001b[0m 112ms/step - accuracy: 0.4100 - loss: 1.6259 - precision: 0.6273 - recall: 0.2025 - val_accuracy: 0.5564 - val_loss: 1.2499 - val_precision: 0.7049 - val_recall: 0.3979\n",
      "Epoch 2/50\n",
      "\u001b[1m   1/1562\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m3:48\u001b[0m 146ms/step - accuracy: 0.4375 - loss: 1.3663 - precision: 0.5333 - recall: 0.2500"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:116: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n",
      "  self._interrupted_warning()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 7ms/step - accuracy: 0.4375 - loss: 1.3663 - precision: 0.5333 - recall: 0.2500 - val_accuracy: 0.5605 - val_loss: 1.2389 - val_precision: 0.7100 - val_recall: 0.4047\n",
      "Epoch 3/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m191s\u001b[0m 112ms/step - accuracy: 0.5762 - loss: 1.1962 - precision: 0.7350 - recall: 0.4186 - val_accuracy: 0.6246 - val_loss: 1.0664 - val_precision: 0.7344 - val_recall: 0.5261\n",
      "Epoch 4/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 7ms/step - accuracy: 0.6250 - loss: 1.0641 - precision: 0.6250 - recall: 0.4688 - val_accuracy: 0.6189 - val_loss: 1.0856 - val_precision: 0.7260 - val_recall: 0.5224\n",
      "Epoch 5/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m164s\u001b[0m 105ms/step - accuracy: 0.6484 - loss: 1.0106 - precision: 0.7738 - recall: 0.5245 - val_accuracy: 0.6830 - val_loss: 0.9369 - val_precision: 0.7684 - val_recall: 0.6079\n",
      "Epoch 6/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 7ms/step - accuracy: 0.7500 - loss: 0.9972 - precision: 0.7778 - recall: 0.6562 - val_accuracy: 0.6830 - val_loss: 0.9417 - val_precision: 0.7648 - val_recall: 0.6072\n",
      "Epoch 7/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m171s\u001b[0m 109ms/step - accuracy: 0.6863 - loss: 0.9135 - precision: 0.7970 - recall: 0.5779 - val_accuracy: 0.7198 - val_loss: 0.8107 - val_precision: 0.8100 - val_recall: 0.6304\n",
      "Epoch 8/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 6ms/step - accuracy: 0.7188 - loss: 0.6154 - precision: 0.8519 - recall: 0.7188 - val_accuracy: 0.7120 - val_loss: 0.8281 - val_precision: 0.8066 - val_recall: 0.6226\n",
      "Epoch 9/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m161s\u001b[0m 103ms/step - accuracy: 0.7164 - loss: 0.8383 - precision: 0.8160 - recall: 0.6180 - val_accuracy: 0.7367 - val_loss: 0.7541 - val_precision: 0.8273 - val_recall: 0.6589\n",
      "Epoch 10/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 7ms/step - accuracy: 0.7812 - loss: 0.5848 - precision: 0.9565 - recall: 0.6875 - val_accuracy: 0.7411 - val_loss: 0.7455 - val_precision: 0.8310 - val_recall: 0.6629\n",
      "Epoch 11/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m157s\u001b[0m 100ms/step - accuracy: 0.7342 - loss: 0.7749 - precision: 0.8263 - recall: 0.6469 - val_accuracy: 0.7592 - val_loss: 0.7374 - val_precision: 0.8245 - val_recall: 0.6955\n",
      "Epoch 12/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 7ms/step - accuracy: 0.7500 - loss: 0.7400 - precision: 0.8846 - recall: 0.7188 - val_accuracy: 0.7566 - val_loss: 0.7493 - val_precision: 0.8234 - val_recall: 0.6906\n",
      "Epoch 13/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m163s\u001b[0m 104ms/step - accuracy: 0.7507 - loss: 0.7387 - precision: 0.8355 - recall: 0.6701 - val_accuracy: 0.7174 - val_loss: 0.8492 - val_precision: 0.7931 - val_recall: 0.6451\n"
     ]
    }
   ],
   "source": [
    "early_stop = EarlyStopping(monitor='val_loss', patience=2)\n",
    "batch_size = 32\n",
    "data_generator = ImageDataGenerator(width_shift_range=0.1, height_shift_range=0.1, horizontal_flip=True)\n",
    "train_generator = data_generator.flow(X_train, y_cat_train, batch_size)\n",
    "steps_per_epoch = X_train.shape[0] // batch_size\n",
    "\n",
    "r = model.fit(train_generator,\n",
    "              epochs=50,\n",
    "              steps_per_epoch=steps_per_epoch,\n",
    "              validation_data=(X_test, y_cat_test),\n",
    "              callbacks=[early_stop],\n",
    "              batch_size=batch_size,\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "8ab9f53d-d98a-4912-9513-67121d68881d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x29e576be0d0>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 16))\n",
    "\n",
    "plt.subplot(4, 2, 1)\n",
    "plt.plot(r.history['loss'], label='Loss')\n",
    "plt.plot(r.history['val_loss'], label='val_Loss')\n",
    "plt.title('Loss Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 2)\n",
    "plt.plot(r.history['accuracy'], label='accuracy')\n",
    "plt.plot(r.history['val_accuracy'], label='val_accuracy')\n",
    "plt.title('Accuracy Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 3)\n",
    "plt.plot(r.history['precision'], label='precision')\n",
    "plt.plot(r.history['val_precision'], label='val_precision')\n",
    "plt.title('Precision Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 4)\n",
    "plt.plot(r.history['recall'], label='recall')\n",
    "plt.plot(r.history['val_recall'], label='val_recall')\n",
    "plt.title('Recall Function Evolution')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "25be4716-b7df-46e4-9bf3-67478eac3d33",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 35ms/step - accuracy: 0.7174 - loss: 0.8492 - precision: 0.7931 - recall: 0.6451\n",
      "Test Accuracy : 71.74%\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 37ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "evaluation = model.evaluate(X_test, y_cat_test)\n",
    "print(f'Test Accuracy : {evaluation[1] * 100:.2f}%')\n",
    "\n",
    "y_pred = model.predict(X_test)\n",
    "y_pred = np.argmax(y_pred, axis=1)\n",
    "cm = confusion_matrix(test_labels, y_pred)\n",
    "\n",
    "\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
    "                              display_labels=labels)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "disp = disp.plot(xticks_rotation='vertical', ax=ax,cmap='summer')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "18a883a3-522b-4be1-903a-4a83e71daabe",
   "metadata": {},
   "source": [
    "CNN BATCH MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "413dec9f-96ab-44a5-84e7-a7065d74e790",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\convolutional\\base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "batch_model = Sequential()\n",
    "batch_model.add(Conv2D(32, (3, 3), padding='same',\n",
    "                 input_shape=train_data.shape[1:]))\n",
    "batch_model.add(Activation('relu'))\n",
    "batch_model.add(BatchNormalization())\n",
    "batch_model.add(Conv2D(32, (3, 3)))\n",
    "batch_model.add(Activation('relu'))\n",
    "batch_model.add(BatchNormalization())\n",
    "batch_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "\n",
    "batch_model.add(Conv2D(64, (3, 3), padding='same'))\n",
    "batch_model.add(Activation('relu'))\n",
    "batch_model.add(BatchNormalization())\n",
    "batch_model.add(Conv2D(64, (3, 3)))\n",
    "batch_model.add(Activation('relu'))\n",
    "batch_model.add(BatchNormalization())\n",
    "batch_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "\n",
    "batch_model.add(Flatten())\n",
    "batch_model.add(Dense(512))\n",
    "batch_model.add(Activation('relu'))\n",
    "batch_model.add(Dropout(0.5))\n",
    "batch_model.add(Dense(10))\n",
    "batch_model.add(Activation('softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "c97456bc-0492-4649-87d6-d11030463375",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_1\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"sequential_1\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_6           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │         <span style=\"color: #00af00; text-decoration-color: #00af00\">9,248</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_7           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_8           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)               │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_9           │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2304</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │     <span style=\"color: #00af00; text-decoration-color: #00af00\">1,180,160</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">5,130</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_6 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m896\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation (\u001b[38;5;33mActivation\u001b[0m)         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_6           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_7 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │         \u001b[38;5;34m9,248\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_1 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_7           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_8 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_2 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_8           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_9 (\u001b[38;5;33mConv2D\u001b[0m)               │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m36,928\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_3 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_9           │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_1 (\u001b[38;5;33mFlatten\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_2 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │     \u001b[38;5;34m1,180,160\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_4 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_4 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_3 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │         \u001b[38;5;34m5,130\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_5 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │             \u001b[38;5;34m0\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,251,626</span> (4.77 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,251,626\u001b[0m (4.77 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,251,242</span> (4.77 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,251,242\u001b[0m (4.77 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> (1.50 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m384\u001b[0m (1.50 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "# summary of the model\n",
    "print(batch_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "b78821b2-91db-466c-b2ac-6368e192c41b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m122s\u001b[0m 76ms/step - accuracy: 0.4079 - loss: 1.6799 - precision: 0.6443 - recall: 0.2823 - val_accuracy: 0.5136 - val_loss: 1.3259 - val_precision: 0.6972 - val_recall: 0.3357\n",
      "Epoch 2/50\n",
      "\u001b[1m   1/1562\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m1:34\u001b[0m 61ms/step - accuracy: 0.4375 - loss: 1.5402 - precision: 0.7143 - recall: 0.3125"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:116: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n",
      "  self._interrupted_warning()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 5ms/step - accuracy: 0.4375 - loss: 1.5402 - precision: 0.7143 - recall: 0.3125 - val_accuracy: 0.5129 - val_loss: 1.3275 - val_precision: 0.7019 - val_recall: 0.3396\n"
     ]
    }
   ],
   "source": [
    "# compile\n",
    "batch_model.compile(loss='categorical_crossentropy',\n",
    "              optimizer='sgd',\n",
    "              metrics=METRICS)\n",
    "\n",
    "# Training the model\n",
    "batch_model_history = batch_model.fit(train_generator,\n",
    "                                      epochs=50,\n",
    "                                      steps_per_epoch=steps_per_epoch,\n",
    "                                      validation_data=(X_test, y_cat_test),\n",
    "                                      callbacks=[early_stop],\n",
    "                                      batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "b4e29fea-c977-4415-87ed-2a1bfc9905aa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x29e58d3c2d0>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 16))\n",
    "\n",
    "plt.subplot(4, 2, 1)\n",
    "plt.plot(batch_model_history.history['loss'], label='Loss')\n",
    "plt.plot(batch_model_history.history['val_loss'], label='val_Loss')\n",
    "plt.title('Loss Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 2)\n",
    "plt.plot(batch_model_history.history['accuracy'], label='accuracy')\n",
    "plt.plot(batch_model_history.history['val_accuracy'], label='val_accuracy')\n",
    "plt.title('Accuracy Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 3)\n",
    "plt.plot(batch_model_history.history['precision'], label='precision')\n",
    "plt.plot(batch_model_history.history['val_precision'], label='val_precision')\n",
    "plt.title('Precision Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 4)\n",
    "plt.plot(batch_model_history.history['recall'], label='recall')\n",
    "plt.plot(batch_model_history.history['val_recall'], label='val_recall')\n",
    "plt.title('Recall Function Evolution')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "62b666f5-f48f-4d28-9d13-bea1ed5382e6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 28ms/step - accuracy: 0.5129 - loss: 1.3275 - precision: 0.7019 - recall: 0.3396\n",
      "Test Accuracy : 51.29%\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 37ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "evaluation = batch_model.evaluate(X_test, y_cat_test)\n",
    "print(f'Test Accuracy : {evaluation[1] * 100:.2f}%')\n",
    "\n",
    "y_pred = model.predict(X_test)\n",
    "y_pred = np.argmax(y_pred, axis=1)\n",
    "cm = confusion_matrix(test_labels, y_pred)\n",
    "\n",
    "\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
    "                              display_labels=labels)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "disp = disp.plot(xticks_rotation='vertical', ax=ax,cmap='summer')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "cee8081e-a549-46f4-9cd3-a33f3f4539cb",
   "metadata": {},
   "source": [
    "DROPOUT MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "805c816b-015d-4deb-85c5-acab1ab6a77a",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\convolutional\\base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "dropout_model = Sequential()\n",
    "dropout_model.add(Conv2D(32, (3, 3), padding='same',\n",
    "                 input_shape=train_data.shape[1:]))\n",
    "dropout_model.add(Activation('relu'))\n",
    "dropout_model.add(BatchNormalization())\n",
    "dropout_model.add(Conv2D(32, (3, 3)))\n",
    "dropout_model.add(Activation('relu'))\n",
    "dropout_model.add(BatchNormalization())\n",
    "dropout_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "dropout_model.add(Dropout(0.20))\n",
    "\n",
    "dropout_model.add(Conv2D(64, (3, 3), padding='same'))\n",
    "dropout_model.add(Activation('relu'))\n",
    "dropout_model.add(BatchNormalization())\n",
    "dropout_model.add(Conv2D(64, (3, 3)))\n",
    "dropout_model.add(Activation('relu'))\n",
    "dropout_model.add(BatchNormalization())\n",
    "dropout_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "dropout_model.add(Dropout(0.20))\n",
    "\n",
    "dropout_model.add(Flatten())\n",
    "dropout_model.add(Dense(512, kernel_regularizer=l2(0.01)))\n",
    "dropout_model.add(Activation('relu'))\n",
    "dropout_model.add(Dropout(0.5))\n",
    "dropout_model.add(Dense(10))\n",
    "dropout_model.add(Activation('softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "d37eca3f-78e8-4342-b11e-601ea80f0d54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_2\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"sequential_2\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_10 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_10          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │         <span style=\"color: #00af00; text-decoration-color: #00af00\">9,248</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_11          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_12 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_12          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_13 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_13          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2304</span>)           │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │     <span style=\"color: #00af00; text-decoration-color: #00af00\">1,180,160</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_10 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_5 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">5,130</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_10 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m896\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_6 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_10          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_11 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │         \u001b[38;5;34m9,248\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_7 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_11          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_5 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_5 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_12 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_8 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_12          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_13 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m36,928\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_9 (\u001b[38;5;33mActivation\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_13          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_6 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_6 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_2 (\u001b[38;5;33mFlatten\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2304\u001b[0m)           │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_4 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │     \u001b[38;5;34m1,180,160\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_10 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_7 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_5 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │         \u001b[38;5;34m5,130\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_11 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │             \u001b[38;5;34m0\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,251,626</span> (4.77 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,251,626\u001b[0m (4.77 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,251,242</span> (4.77 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,251,242\u001b[0m (4.77 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">384</span> (1.50 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m384\u001b[0m (1.50 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "# summary of the model\n",
    "print(dropout_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b1dff450-3eed-4043-ab67-dc4e3d7d5c3d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m134s\u001b[0m 84ms/step - accuracy: 0.3740 - loss: 8.0064 - precision: 0.5760 - recall: 0.1989 - val_accuracy: 0.4575 - val_loss: 6.0154 - val_precision: 0.5969 - val_recall: 0.3141\n",
      "Epoch 2/50\n",
      "\u001b[1m   1/1562\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m2:43\u001b[0m 105ms/step - accuracy: 0.5000 - loss: 5.8074 - precision: 0.6875 - recall: 0.3438"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:116: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n",
      "  self._interrupted_warning()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 5ms/step - accuracy: 0.5000 - loss: 5.8074 - precision: 0.6875 - recall: 0.3438 - val_accuracy: 0.4516 - val_loss: 6.0245 - val_precision: 0.5882 - val_recall: 0.3105\n"
     ]
    }
   ],
   "source": [
    "# compile\n",
    "dropout_model.compile(loss='categorical_crossentropy',\n",
    "              optimizer='sgd',\n",
    "              metrics=METRICS)\n",
    "\n",
    "dropout_model_history = dropout_model.fit(train_generator,\n",
    "                                      epochs=50,\n",
    "                                      steps_per_epoch=steps_per_epoch,\n",
    "                                      validation_data=(X_test, y_cat_test),\n",
    "                                      callbacks=[early_stop],\n",
    "                                      batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "ceebfb95-252c-416f-878e-dafb34244c95",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x29e5e8a8a50>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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o1KgRq1atynZ3T6vVsmzZMipUqIC7u3uO7ezs7Bg4cCB9+vTh7NmzuY7A6u7uzvjx4/H29ubYsWMvFaednR3GxsacOnUq2/o1a9a88D47duwIwLx5855aLr93Pl+0LgubtbU13bp1Y+nSpaxfv56EhIRs3cwBfHx8iIyMzPF7Wrp0KSqVijZt2uS5/yct5f/93axbty5H2eJel0IIURA0Gg2//PILbm5u7Ny5M8fyySefEB8fn/VIVMeOHdm5c2eOR2z+rWPHjpw7d+6pjwbl9ff6yUwe+fEkGX/SEvzEggULsr02MTGhVatW/PXXX89Mco2NjXn//ff55ZdfmD17NrVr16ZZs2b5julpKlasyLlz57IleLdv32b//v0vtD93d3fc3NxYtGhRrgn9E8/T68rHx4f79+9ne1QMHl+Dn7yvC++88w7Xr19n48aNLFu2jO7du2ebR7tt27YALFu2LNt2hw8fJioq6qlxP8/3upJQl6LgSVdzUWTt2LEja6Tuf/Pz8yMoKIj27dvTpk0bPv30UwwNDQkJCeH06dP8/vvvWRfZRo0a0blzZ2rWrIm1tTVRUVH8+uuvNGnSBFNTU06dOsWwYcPo1asXVatWxdDQkB07dnDq1CnGjBnzUvGrVCr69evHokWLcHNzo1atWhw6dIjffvvthffZokUL+vfvz5dffsmNGzfo3LkzRkZGHD9+HFNT06xRNL29vfnjjz9YsWIFlStXxtjYGG9v71z3md+6LChHjx7F0tIyx3pPT89s3QMHDRrEihUrGDZsGBUqVMjxDOCoUaNYunQpnTp1YurUqbi6urJhwwZCQkL48MMPn5rk+vn5YWNjw7vvvsvUqVPR19dnyZIlXL16NUfZolyXQgjxqmzatInr168zY8aMXKe68vLyYu7cufz888907tw5a0Twli1bMnbsWLy9vbl37x6bN28mICCA6tWrM3LkSFasWEHXrl0ZM2YMDRs25OHDh+zevZvOnTvTpk0b7O3tadeuHUFBQVhbW+Pq6sr27dtZtWpVvmOvXr06bm5ujBkzBkVRsLGxYd26dYSFheUoO3v2bJo3b06jRo0YM2YMVapU4caNG6xdu5YFCxZkewRt6NChzJw5k6NHj/LTTz+9UL3mpn///ixYsIB+/frx3nvvcfv2bWbOnJmjC/3z+OGHH/D396dx48aMGjUKFxcXYmNj2bJlC8uXLwfIurZ99913vP322xgYGFCtWrVcH7sbMGAAP/zwA2+//TaXL1/G29ubvXv3Mn36dPz8/Ar8uf3Y2Nhcp0grX748bm5uWa99fX2pUKECQ4cOJSEhIWsmlCeqVavG+++/z/fff4+enh4dO3bk8uXLTJgwAWdn5xwzyfzb83yvK8p1KXRIZ8O6CZGHJyM+57U8GSEyPDxcadu2rWJmZqaYmJgojRs3VtatW5dtX2PGjFHq16+vWFtbK0ZGRkrlypWVUaNGKYmJiYqiKMqNGzeUgQMHKtWrV1fMzMyUMmXKKDVr1lS+/fbbbCOE5ubJyNi3bt3Ks0xSUpIyePBgxc7OTjEzM1P8/f2Vy5cv5znK9n/3ldso2xqNRvn2228VLy8vxdDQULG0tFSaNGmS7dgvX76s+Pr6Kubm5gqQNSpnXiNy5qcu8xptPq8RZ/Oqr7yW/45qq9FoFGdn56eO4n7lyhWlb9++StmyZRUDAwOlWrVqyqxZsxSNRpOt3H/rW1Eej/ratGlTxczMTHFyclImTZqk/PTTTznquyjWpRBCvGrdunVTDA0Nnzrad+/evRV9fX0lISFBURRFuXr1qjJo0CDF3t5eMTAwUBwdHZU33nhDuXHjRtY2d+/eVUaMGKG4uLgoBgYGiq2trdKpUyclOjo6q0x8fLzSs2dPxcbGRrG0tFT69eunHDlyJNdRzc3MzHKNLTIyUmnfvr1ibm6uWFtbK7169VJiY2NzvT5ERkYqvXr1UsqWLasYGhoqLi4uysCBA5VHjx7l2G/r1q0VGxsbJTU1NT/VmHXtmDVr1lPL/fLLL4qHh4dibGyseHp6KitWrMhzlO3c9pXbcR04cEDp2LGjYmlpqRgZGSlubm7KqFGjspUJDAxUHB0dFT09vWzXo9xGWr99+7YyZMgQxcHBQdHX11dcXV2VwMDAHPUEKB999FGOGF1dXZW33377qfXwrFHN33rrrRzbjB07VgEUZ2fnHN8HFOXx94sZM2Yo7u7uioGBgVKuXDmlX79+ytWrV7OV+299K0r+v9cpStGrS6F7KkV5wUkDhRBCCCGEKKVu3ryJq6srH3/8MTNnztR1OEKIIk66mgshhBBCCJFP165d4+LFi8yaNQs9PT1GjBih65CEEMWADK4mhBBCCCFEPv3000+0bt2aM2fOsHz5cpycnHQdkhCiGJCu5kIIIYQQQgghRCGSFm8hhBBCCCGEEKIQSeIthBBCCCGEEEIUIkm8hRBCCCGEEEKIQlRiRjXXarVcv34dc3NzVCqVrsMRQghRyimKQkpKCo6OjujpyX3ugiDXeiGEEEVNfq/3JSbxvn79Os7OzroOQwghhMjm6tWrVKhQQddhlAhyrRdCCFFUPet6X2ISb3Nzc+DxAVtYWOg4GiGEEKVdcnIyzs7OWdcn8fLkWi+EEKKoye/1vsQk3k+6nFlYWMjFWAghRJEhXaILjlzrhRBCFFXPut7LQ2dCCCGEEEIIIUQhksRbCCGEEEIIIYQoRJJ4CyGEEEIIIYQQhajEPOMthBAljVarJT09XddhiKcwMDBArVbrOgzxHxqNhoyMDF2HIYowOXeFEK+aJN5CCFEEpaenc+nSJbRara5DEc9gZWWFvb29DKJWBCiKQkJCAvfu3dN1KKIYkHNXCPEqSeIthBBFjKIoxMfHo1arcXZ2Rk9PngoqihRFITU1lZs3bwLg4OCg44gKVkhICLNmzSI+Pp4aNWoQHBxMixYtci27a9cu2rRpk2N9VFQU1atXz3q9cuVKJkyYwIULF3Bzc2PatGl07969wGJ+knTb2tpiamoqCZXIVUk/d4UQRVOBJ96ZmZlMnjyZ5cuXk5CQgIODAwMHDmT8+PFP/fK4e/duAgICOHPmDI6Ojnz++ecMGTKkoMMTQogiLzMzk9TUVBwdHTE1NdV1OOIpTExMALh58ya2trYlpuvqihUrGDlyJCEhITRr1owFCxbQsWNHIiMjcXFxyXO7s2fPZpvmq3z58lk/HzhwgDfffJMvvviC7t27ExoayhtvvMHevXtp1KjRS8es0Wiyku6yZcu+9P5EyVZSz10hRNFV4M0oM2bMYP78+cydO5eoqChmzpzJrFmz+P777/Pc5tKlS/j5+dGiRQuOHz/O2LFjGT58OCtXrizo8PLlQVqmTj5XCCHgcQIBYGhoqONIRH48uTlSkp4pnj17Nu+++y6DBw/Gw8OD4OBgnJ2dmTdv3lO3s7W1xd7ePmv5dzITHBxM+/btCQwMpHr16gQGBuLj40NwcHCBxPyk/uVmlcivknjuCiHyRxf5XoEn3gcOHKBr16506tSJihUr0rNnT3x9fTly5Eie28yfPx8XFxeCg4Px8PBg8ODBDBo0iK+//rqgw3umDI2W1+ftZ8Qfx0m8n/bKP18IIZ6QbrLFQ0n7PaWnp3P06FF8fX2zrff19WX//v1P3bZOnTo4ODjg4+PDzp07s7134MCBHPvs0KHDU/eZlpZGcnJytuVZStrvQxQe+b8iROmjKAorj16j+Ywd7D5365V+doEn3s2bN2f79u2cO3cOgJMnT7J37178/Pzy3Cavi/GRI0fyvAv5Ihfj/Dh06Q7nbqSw5sR12s3ezV9HrqIoSoHsWwghhCjqEhMT0Wg02NnZZVtvZ2dHQkJCrts4ODiwcOFCVq5cyapVq6hWrRo+Pj7s2bMnq0xCQsJz7RMgKCgIS0vLrMXZ2fkljkwIIURpduX2A/r/fIhP/jrJ3dQMfj1w+ZV+foE/4z169GiSkpKoXr06arUajUbDtGnT6NOnT57b5HUxzszMJDExMddBL4KCgpgyZUpBh0+zKuUIHdqMMasiiIpP5rO/T7HqWBzTe3hTqZxZgX+eEEIIURT9tzVQUZQ8WwirVatGtWrVsl43adKEq1ev8vXXX9OyZcsX2idAYGAgAQEBWa+Tk5Ml+RZCCPFcMjRafgq/RPC2c6RlajHU12OET1Xeb1n5lcZR4C3eK1asYNmyZfz2228cO3aMX375ha+//ppffvnlqdvldjHObf0TgYGBJCUlZS1Xr14tmAMAajlbsXZYMwI7VsfYQI8DF2/TIXgPP+w8T4ZGpvYRQojcDBw4kG7duuk6DPGSypUrh1qtztESffPmzRw3yZ+mcePGxMTEZL22t7d/7n0aGRlhYWGRbRFCCCHy68TVe/h/v5cZm6NJy9TS1K0sW0a25KM2VTBQv9pZYwr80z777DPGjBlD79698fb2pn///owaNYqgoKA8t8nrYqyvr5/nyKSFfTE2UOvxQSs3toxsSYuq5UjP1DJry1k6z9nLsdi7BfpZQgghRFFhaGhIvXr1CAsLy7Y+LCyMpk2b5ns/x48fz9ZjrUmTJjn2uXXr1ufap3g1ZLAxIURxdz8tkynrztA9ZB/RCSlYmRrwda9aLB/cSGe9mAs88U5NTc0xbZharUarzbulOK+Lcf369TEwMCjoEJ+La1kzlg5qyLdv1sLGzJCzN1J4fd5+Jq05TcojuTAJIUR+7N69m4YNG2JkZISDgwNjxowhM/P/RxT9+++/8fb2xsTEhLJly9KuXTsePHgAPJ4jumHDhpiZmWFlZUWzZs24cuWKrg6lVAgICOCnn35i0aJFREVFMWrUKGJjY7Om+QwMDGTAgAFZ5YODg1m9ejUxMTGcOXOGwMBAVq5cybBhw7LKjBgxgq1btzJjxgyio6OZMWMG27ZtY+TIka/68IqczZs307x5c6ysrChbtiydO3fmwoULWe9fu3aN3r17Y2Njg5mZGfXr1+fgwYNZ769du5b69etjbGxMuXLl6NGjR9Z7KpWK1atXZ/s8KysrlixZAsDly5dRqVT8+eeftG7dGmNjY5YtW8bt27fp06cPFSpUwNTUFG9vb37//fds+9FqtcyYMYMqVapgZGSEi4sL06ZNA6Bt27bZfv8At2/fxsjIiB07dhREtQkhRK62R93Ad/ZuFu+7jKJAt9qObAtoRc96FXQ6qGKBP+Pt7+/PtGnTcHFxoUaNGhw/fpzZs2czaNCgrDKBgYHExcWxdOlSAIYMGcLcuXMJCAjgvffe48CBA/z88885/sDrikqlonudCrRyt+XLDZGsOhbHLweusOXMDaZ2rYFvDXtdhyiEKMEUReFhhkYnn21ioH7pi1RcXBx+fn4MHDiQpUuXEh0dzXvvvYexsTGTJ08mPj6ePn36MHPmTLp3705KSgrh4eEoikJmZibdunXjvffe4/fffyc9PZ1Dhw7JaMSF7M033+T27dtMnTqV+Ph4vLy82LhxI66urgDEx8cTGxubVT49PZ1PP/2UuLg4TExMqFGjBhs2bMg2sGrTpk35448/GD9+PBMmTMDNzY0VK1YUyBzeuSlO582DBw8ICAjA29ubBw8eMHHiRLp3786JEydITU2lVatWODk5sXbtWuzt7Tl27FhWg8aGDRvo0aMH48aN49dffyU9PZ0NGzY8d8yjR4/mm2++YfHixRgZGfHo0SPq1avH6NGjsbCwYMOGDfTv35/KlStn/c4CAwP58ccf+fbbb2nevDnx8fFER0cDMHjwYIYNG8Y333yDkZERAMuXL8fR0ZE2bdo8d3xCCPEsN5MfMWVdJBsi4gGoYG3CtO7etHIvr+PIHlMpBTxkd0pKChMmTCA0NJSbN2/i6OhInz59mDhxYtactAMHDuTy5cvs2rUra7vdu3czatQozpw5g6OjI6NHj866s54fycnJWFpakpSUVOjPgO2NSWRsaASxd1IB6Ohlz+QuNbCzMC7UzxVClA6PHj3i0qVLVKpUCWNjY1LTM/GcuEUnsURO7YCpYf7u0Q4cOJB79+7laF0bN24cK1euJCoqKisZCQkJyRqM88SJE9SrV4/Lly9nJXZP3Llzh7Jly7Jr1y5atWpVIMdU0P77+3riVV6XSoun1WlxPW9yc+vWLWxtbYmIiGD//v18+umnXL58GRsbmxxlmzZtSuXKlVm2bFmu+1KpVISGhmYbf8HKyorg4OCs72OVKlUiODiYESNGPDWuTp064eHhwddff01KSgrly5dn7ty5DB48OEfZtLQ0HB0dmTdvHm+88QbweLq5bt26MWnSpOeojcKT17krhChetFqFFUeuMn1jFCmPMlHrqRjcvBIj2lV9qb/F+ZXf632BR2Jubk5wcDDBwcF5lnnSvenfWrVqxbFjxwo6nELRvGo5toxsyZwdMSzcc5FNpxPYG5PI6I7V6dvQBT09aYkRQognoqKiaNKkSbYWwGbNmnH//n2uXbtGrVq18PHxwdvbmw4dOuDr60vPnj2xtrbGxsaGgQMH0qFDB9q3b0+7du144403cp3tQoji6sKFC0yYMIF//vmHxMTErNbs2NhYTpw4QZ06dXJNugFOnDjBe++999Ix1K9fP9trjUbDV199xYoVK4iLiyMtLY20tDTMzB4/GxkVFUVaWho+Pj657s/IyIh+/fqxaNEi3njjDU6cOMHJkydz3JgTQoiXcf7mfcauiuDQ5TsAeDtZEtTDGy8nSx1HllPh3wIooUwM1Yx+rTr+NR0JXHWKk9eSGL/6NKuPxxHUw5uqdua6DlEIUUKYGKiJnNpBZ5/9snKbMurfM1eo1WrCwsLYv38/W7du5fvvv2fcuHEcPHiQSpUqsXjxYoYPH87mzZtZsWIF48ePJywsjMaNG790bKLkKk7njb+/P87Ozvz44484Ojqi1Wrx8vIiPT0dExOTp3/WM95XqVT8t3NjboOnPUmon/jmm2/49ttvCQ4OxtvbGzMzM0aOHEl6enq+PhcedzevXbs2165dY9GiRfj4+OTo1SKEEC8iLVPDvF0XCNl5gXSNFhMDNZ/4ujOwaUX0X/Fo5flVNKMqRjwdLVg1tBmT/D0xNVRz5Mpd/OaEMzvsHI909GyZEKJkUalUmBrq62QpiGepPT092b9/f7Yv//v378fc3BwnJ6esY2zWrBlTpkzh+PHjGBoaEhoamlW+Tp06BAYGsn//fry8vPjtt99eOi5RshWX8+b27dtERUUxfvx4fHx88PDw4O7d/589pWbNmpw4cYI7d+7kun3NmjXZvn17nvsvX7488fHxWa9jYmJITU19Zlzh4eF07dqVfv36UatWLSpXrpxteriqVatiYmLy1M/29vamfv36/Pjjj/z222/ZxvsRQogXdfjyHTrN2UvwthjSNVpaVyvP1lEtGdyicpFNukFavAuEWk/FO80q4VvDnomrT7M9+iZztsew/tR1grp706hy7lOiCSFESfPkme1/e//99wkODubjjz9m2LBhnD17lkmTJhEQEICenh4HDx5k+/bt+Pr6Ymtry8GDB7l16xYeHh5cunSJhQsX0qVLFxwdHTl79iznzp3LNqK2EMWZtbU1ZcuWZeHChTg4OBAbG8uYMWOy3u/Tpw/Tp0+nW7duBAUF4eDgwPHjx3F0dKRJkyZMmjQJHx8f3Nzc6N27N5mZmWzatInPP/8ceDy6+Ny5c2ncuDFarZbRo0fna8aYKlWqsHLlSvbv34+1tTWzZ88mISEBDw8PAIyNjRk9ejSff/45hoaGNGvWjFu3bnHmzBnefffdrP08GWTN1NSU7t27F3DtCSFKk6SHGczYHM1vBx8P7lmujCGT/GvQuaZDsRh0VRLvAuRkZcJPb9dn0+kEJq09w8VbD3hz4T/0buBMYEcPLE11OzWaEEIUtl27dlGnTp1s695++202btzIZ599Rq1atbCxseHdd99l/PjxAFhYWLBnzx6Cg4NJTk7G1dWVb775ho4dO3Ljxg2io6P55ZdfuH37Ng4ODgwbNowPPvhAF4cnRIHT09Pjjz/+YPjw4Xh5eVGtWjXmzJlD69atgcfzqm/dupVPPvkEPz8/MjMz8fT05IcffgCgdevW/PXXX3zxxRd89dVXWFhY0LJly6z9f/PNN7zzzju0bNkSR0dHvvvuO44ePfrMuCZMmMClS5fo0KEDpqamvP/++3Tr1o2kpKRsZfT19Zk4cSLXr1/HwcEhx8C4ffr0YeTIkfTt21cGMBNCvBBFUbLyq1spaQD0buDMmI7VsTI11HF0+Vfgo5rrSlEbPTbnHRkjJnfxpJN38bgjI4TQHRlpt3iRUc1fnecZ1VwUDVevXqVixYocPnyYunXr6jqcbOT/jBBF3/V7D5m45gzbom4AULmcGdO6e9PErej0KNbZqObiMUsTA6Z396ZbbScCV53iwq0HDPvtOKuqxzG1aw0qWJvqOkQhhBBCiEKRkZFBfHw8Y8aMoXHjxkUu6RZCFG0arcKvBy4za8tZHqRrMFCr+LCVG0PbVMG4AAZ+1QVJvAtZw0o2bBzRImvUvR3RN/nn4m0+8a3GwKYVUcvUY0IIIYQoYfbt20ebNm1wd3fn77//1nU4QohiJCo+mTGrIjh59R4A9VytCerhjXsxnzVKEu9XwEhfzch27nSu6UDgqggOX77LF+sjWXPi8dRjNRyL3jxzQgghhBAvqnXr1jmmMRNCiKd5lKHhu+0x/LjnIplaBXMjfT7vWJ23GrqgVwIaK4vueOslUBVbc1a834Tp3b0xN9bn1LUkuszdR9CmKB6my9RjQgghhBBCiNJnb0wiHYL3MG/XBTK1Cq/VsCcsoBX9G7uWiKQbpMX7ldPTU9G3kQvtPGyZsi6SDRHxLNh9kY0R8Uzr5k1L9/K6DlEIIYQQQgghCt2dB+lM2xDFymPXALC3MGZK1xp0qGGv48gKniTeOmJrYcwPb9Wle+QNJqw5zdU7Dxmw6BDd6zgxvpMHZcsY6TpEIYQQQgghhChwiqKw+kQcX6yP4s6DdFQq6N/Ylc86VMPcuGROwSyJt46187SjsVtZvt5yll8OXCb0eBy7zt5kfCdPetR1kqnHhBBCCCGEECVG7O1Uxq2OIDwmEQB3uzIE9ahJPVdrHUdWuOQZ7yKgjJE+k7vUIHRoM6rbm3M3NYNP/jpJv58Pcjnxga7DE0IIIYQQQoiXkqnRsmD3BXyDdxMek4ihvh6f+rqz/uMWJT7pBkm8i5Tazlas+7g5o1+rjpG+HvvO36ZD8B5Cdp0nQ6PVdXhCCCGEEEII8dxOXbv3v0Glo3mUoaVxZRs2j2jBsLZVMdQvHSlp6TjKYsRArceHrd3YMrIlzaqUJS1Ty8zNZ/H/fi8n/jeXnRBClEQVK1YkODhY12EIUezIuSOEKKoepGUydV0k3X7YR2R8MpYmBszsWZPf32tM5fJldB3eKyWJdxFVsZwZy95txDe9amFtakB0QgrdQ/Yxee0Z7qdl6jo8IYTQKUk0hBBCiKJtZ/RNfL/dw6J9l9Aq0KWWI9s/acUb9Z1L5ThWMrhaEaZSqXi9XgVaVyvPtA1RrDoex5L9l9lyJoEvunrRztNO1yEKIYQQQrwwjUaDSqVCT0/agoQoKW6mPGLqukjWn4oHwMnKhC+7e9Gmmq2OI9Mt+StXDJQtY8TsN2vz67sNcbExJT7pEYOXHuGj5ce4mfxI1+EJIQQLFizAyckJrTb7eBRdunTh7bff5sKFC3Tt2hU7OzvKlClDgwYN2LZtW6HFM2/ePNzc3DA0NKRatWr8+uuv2d6fPHkyLi4uGBkZ4ejoyPDhw7PeCwkJoWrVqhgbG2NnZ0fPnj0LLU4hXvW5M3v2bLy9vTEzM8PZ2ZmhQ4dy//79bGX27dtHq1atMDU1xdramg4dOnD37l0AtFotM2bMoEqVKhgZGeHi4sK0adMA2LVrFyqVinv37mXt68SJE6hUKi5fvgzAkiVLsLKyYv369Xh6emJkZMSVK1c4fPgw7du3p1y5clhaWtKqVSuOHTuWLa579+7x/vvvY2dnh7GxMV5eXqxfv54HDx5gYWHB33//na38unXrMDMzIyUl5YXrSwiRf4qisOJwLO2+2c36U/HoqeC9FpUIC2hZ6pNukMS7WGlRtTxbRrZkSCs31HoqNkTE4zN7N78djEWrVXQdnhCisCgKpD/QzaLk729Lr169SExMZOfOnVnr7t69y5YtW3jrrbe4f/8+fn5+bNu2jePHj9OhQwf8/f2JjY0t8OoKDQ1lxIgRfPLJJ5w+fZoPPviAd955Jyu2v//+m2+//ZYFCxYQExPD6tWr8fb2BuDIkSMMHz6cqVOncvbsWTZv3kzLli0LPEbxChSD8wZe/bmjp6fHnDlzOH36NL/88gs7duzg888/z3r/xIkT+Pj4UKNGDQ4cOMDevXvx9/dHo9EAEBgYyIwZM5gwYQKRkZH89ttv2Nk9Xw+81NRUgoKC+Omnnzhz5gy2trakpKTw9ttvEx4ezj///EPVqlXx8/PLSpq1Wi0dO3Zk//79LFu2jMjISL766ivUajVmZmb07t2bxYsXZ/ucxYsX07NnT8zNzV+oroQQ+Xfh1n16L/yH0SsjSH6UiZeTBWuHNWdcJ09MDaWTNUhX82LHxFDNmI7V8a/lQOCqCE5dS2JsaAShx68R1MObKrZycRGixMlIhemOuvnssdfB0OyZxWxsbHjttdf47bff8PHxAeCvv/7CxsYGHx8f1Go1tWrVyir/5ZdfEhoaytq1axk2bFiBhvz1118zcOBAhg4dCkBAQAD//PMPX3/9NW3atCE2NhZ7e3vatWuHgYEBLi4uNGzYEIDY2FjMzMzo3Lkz5ubmuLq6UqdOnQKNT7wixeC8gVd/7owcOTLr50qVKvHFF1/w4YcfEhISAsDMmTOpX79+1muAGjVqAJCSksJ3333H3LlzefvttwFwc3OjefPmzxVDRkYGISEh2Y6rbdu22cosWLAAa2trdu/eTefOndm2bRuHDh0iKioKd3d3ACpXrpxVfvDgwTRt2pTr16/j6OhIYmIi69evJyws7LliE0I8n/RMLfN3X2DujvOka7SYGKj5xNedgU0roq+WNt5/k9oopmo4WhI6tBkTO3tiaqjm8OW7+H23l+Bt50jL1Og6PCFEKfTWW2+xcuVK0tLSAFi+fDm9e/dGrVbz4MEDPv/8czw9PbGysqJMmTJER0cXSot3VFQUzZo1y7auWbNmREVFAY9bGB8+fEjlypV57733CA0NJTPz8aCV7du3x9XVlcqVK9O/f3+WL19OampqgccoxL+9ynNn586dtG/fHicnJ8zNzRkwYAC3b9/mwYMHwP+3eOcmKiqKtLS0PN/PL0NDQ2rWrJlt3c2bNxkyZAju7u5YWlpiaWnJ/fv3s47zxIkTVKhQISvp/q+GDRtSo0YNli5dCsCvv/6Ki4uL9FgRohAdvXKHTnPCmR12jnSNllbu5dk6qiWDW1SWpDsX0uJdjKn1VAxqXokOXvZMWH2aHdE3Cd4Ww7qT1wnqUZOGlWx0HaIQoiAYmD5uQdPVZ+eTv78/Wq2WDRs20KBBA8LDw5k9ezYAn332GVu2bOHrr7+mSpUqmJiY0LNnT9LT0wsl7P+OlqooStY6Z2dnzp49S1hYGNu2bWPo0KHMmjWL3bt3Y25uzrFjx9i1axdbt25l4sSJTJ48mcOHD2NlZVUosYpCUkzOG3h1586VK1fw8/NjyJAhfPHFF9jY2LB3717effddMjIyADAxMclz+6e9B2QNkKb8q6v9k/3+dz//PUcHDhzIrVu3CA4OxtXVFSMjI5o0aZJ1nM/6bHjc6j137lzGjBnD4sWLeeedd0rlyMlCFLbkRxnM3BzNsn8e3xgra2bIRH9PutRylHPuKSTxLgGcrEz4+e36bIiIZ/LaSC7cesAbCw7Qp6ELYzpWx9LEQNchCiFehkqV726rumRiYkKPHj1Yvnw558+fx93dnXr16gEQHh7OwIED6d69OwD379/PGmypoHl4eLB3714GDBiQtW7//v14eHhki7VLly506dKFjz76iOrVqxMREUHdunXR19enXbt2tGvXjkmTJmFlZcWOHTvo0aNHocQrCkkxOW/g1Z07R44cITMzk2+++SYrSf7zzz+zlalZsybbt29nypQpObavWrUqJiYmbN++ncGDB+d4v3z58gDEx8djbW0NPG6pzo/w8HBCQkLw8/MD4OrVqyQmJmaL69q1a5w7dy7PVu9+/frx+eefM2fOHM6cOZPVHV4IUXA2n45n4poz3Ex53EPnjfoVGOvngZWpoY4jK/ok8S4hVCoVnWs60qJKeb7aHMXvh67y+6FYtkXdYLJ/Dfy87eUOlBCi0L311lv4+/tz5swZ+vXrl7W+SpUqrFq1Cn9/f1QqFRMmTMgxivPziouLy/Gl3sXFhc8++4w33niDunXr4uPjw7p161i1alXWSNBLlixBo9HQqFEjTE1N+fXXXzExMcHV1ZX169dz8eJFWrZsibW1NRs3bkSr1VKtWrWXilWIZ3kV546bmxuZmZl8//33+Pv7s2/fPubPn5+tTGBgIN7e3gwdOpQhQ4ZgaGjIzp076dWrF+XKlWP06NF8/vnnGBoa0qxZM27dusWZM2d49913qVKlCs7OzkyePJkvv/ySmJgYvvnmm3zFVqVKFX799Vfq169PcnIyn332WbZW7latWtGyZUtef/11Zs+eTZUqVYiOjkalUvHaa68BYG1tTY8ePfjss8/w9fWlQoUKL1RPQoic4pMeMmnNGbZG3gCgYllTpvfwpqlbOR1HVowoJURSUpICKElJSboOpUj450Ki0ubrnYrr6PWK6+j1yqDFh5S4u6m6DksIkQ8PHz5UIiMjlYcPH+o6lOeWmZmpODg4KIBy4cKFrPWXLl1S2rRpo5iYmCjOzs7K3LlzlVatWikjRozIKuPq6qp8++23+focV1dXBcixLF68WFEURQkJCVEqV66sGBgYKO7u7srSpUuztg0NDVUaNWqkWFhYKGZmZkrjxo2Vbdu2KYqiKOHh4UqrVq0Ua2trxcTERKlZs6ayYsWKp8aS1+9LrksF72l1WpzPG0V5defO7NmzFQcHB8XExETp0KGDsnTpUgVQ7t69m1Vm165dStOmTRUjIyPFyspK6dChQ9b7Go1G+fLLLxVXV1fFwMBAcXFxUaZPn5617d69exVvb2/F2NhYadGihfLXX38pgHLp0iVFURRl8eLFiqWlZY64jh07ptSvX18xMjJSqlatqvz11185juv27dvKO++8o5QtW1YxNjZWvLy8lPXr12fbz/bt2xVA+fPPP59ZF8X9/4wQr0KmRqv8sv+SUmPiZsV19HrFLXCDMmtztPIwPVPXoRUZ+b3eqxTlOea8KMKSk5OxtLQkKSkJCwsLXYdTJDzK0BCy6wLzdp0nQ6NgZqjm0w7VGNCkImo9af0Woqh69OgRly5dolKlShgbG+s6HPEMef2+5LpU8J5Wp3LeCHg8MN2IESO4fv06hoZP7/oq/2eEeLrohGQCV0VwPPYeAHVcrPiqR02q2cssSv+W3+u9dDUvwYwN1AS0d8e/5uOpx45cucuUdZGsPh5HUI+aeDrKF0EhhBBCFH+pqalcunSJoKAgPvjgg2cm3UKIvD3K0PD9jhgW7L5IplahjJE+n79WjbcauUrj3UuQcd5Lgap25vz5QRO+7OaFuZE+J68l4T93L19tiuZRhkw9JoQoWpYvX06ZMmVyXZ7MJywKX0hISFZLYL169QgPD8/Xdvv27UNfX5/atWvneC84OJhq1aphYmKCs7Mzo0aN4tGjRwUceelVms+dmTNnUrt2bezs7AgMDNR1OEIUW/vPJ/Ja8B5+2HmBTK1Ce087wgJaSo/ZAiAt3qWEnp6Kfo1dae9px+S1Z9h0OoH5uy+w6XQ807p507yqDIwghCgaunTpQqNGjXJ9z8BAZml4FVasWMHIkSMJCQmhWbNmLFiwgI4dOxIZGYmLi0ue2yUlJTFgwAB8fHy4ceNGtveWL1/OmDFjWLRoEU2bNuXcuXMMHDgQgG+//bYwD6fUKM3nzuTJk5k8ebKuwxCi2Lr7IJ3pG6P46+g1AGzNjZja1YvXvOx1HFnJIYl3KWNnYcy8fvXYeiaBiWvOcOV2Kv1+PkiPuk6M7+SJjZl0zRJC6Ja5uTnm5vL8mC7Nnj2bd999N2vKqODgYLZs2cK8efMICgrKc7sPPviAvn37olarWb16dbb3Dhw4QLNmzejbty8AFStWpE+fPhw6dKjQjqO0kXNHCPG8FEVh7cnrTF0Xye0H6QD0a+zC569Vx8K4ZN+we9Wkq3kp5VvDnrCAlrzdxBWVClYdi6Pd7N2EHr9GCRlvT4hiT87F4qGk/Z7S09M5evQovr6+2db7+vqyf//+PLdbvHgxFy5cYNKkSbm+37x5c44ePZqVaF+8eJGNGzfSqVOnPPeZlpZGcnJytuVZStrvQxQe+b8iSrurd1J5e/FhRvxxgtsP0qlqW4a/hzThy27eknQXAmnxLsXMjQ2Y0tWLrnWcCFwZwdkbKYxacZJVx+KY1s0bl7Kmug5RiFJJrVYDjxOgf89jK4qm1NRUoOR05U1MTESj0WBnZ5dtvZ2dHQkJCbluExMTw5gxYwgPD0dfP/evFr179+bWrVs0b94cRVHIzMzkww8/ZMyYMXnGEhQUxJQpU/IV95P6T01NlfNG5EtJO3eFyK9MjZbF+y4zO+wcDzM0GKr1+LhtFT5o5YahvrTLFhZJvAV1XaxZP7w5C/dc5LvtMYTHJOIbvJuR7dx5t3klDNRyAgrxKunr62NqasqtW7cwMDBAT0/OwaJIURRSU1O5efMmVlZWWTdMSgqVKvsgOoqi5FgHoNFo6Nu3L1OmTMHd3T3P/e3atYtp06YREhJCo0aNOH/+PCNGjMDBwYEJEybkuk1gYCABAQFZr5OTk3F2ds61rFqtxsrKips3bwJgamqaa7xClPRzV4inibiWxJhVpzhz/XEPokaVbJjewxu38mV0HFnJJ/N4i2wuJT5gXGgE+y/cBsDDwYKvenhTy9lKt4EJUcqkp6dz6dIltFqtrkMRz2BlZYW9vX2OJK+4XpfS09MxNTXlr7/+onv37lnrR4wYwYkTJ9i9e3e28vfu3cPa2jpb8qLValEUBbVazdatW2nbti0tWrSgcePGzJo1K6vcsmXLeP/997l//36+bjA9q04VRSEhIYF79+69wJGL0iavc1eIkig1PZPZW8+xaN8ltApYmhgwzs+DXvUryDnwkmQeb/FCKpUzY/ngRqw8FseXGyKJik+me8g+BjatxCe+7pgZyX8ZIV4FQ0NDqlatSnp6uq5DEU9hYGBQ4lrLDA0NqVevHmFhYdkS77CwMLp27ZqjvIWFBREREdnWhYSEsGPHDv7++28qVaoEPO7W+9/kWq1WoyhKgT1rq1KpcHBwwNbWloyMjALZpyiZSuK5K0Redp69yfjQ08TdewiAfy1HJnb2pLy5kY4jK10kixI5qFQqetarQOtq5flyfSSrT1xn0b5LbDmTwBfdatC2ut2zdyKEeGl6enoYGxvrOgxRCgUEBNC/f3/q169PkyZNWLhwIbGxsQwZMgR43AU8Li6OpUuXoqenh5eXV7btbW1tMTY2zrbe39+f2bNnU6dOnayu5hMmTKBLly4FngCp1WpJqoQQpd6tlDS+WB/J2pPXAXCyMuHLbl60qW6r48hKJ0m8RZ7KlTEiuHcdutetwLjQCK7dfcigJUfoVNOBSf6e2JpLQiCEECXRm2++ye3bt5k6dSrx8fF4eXmxceNGXF1dAYiPjyc2Nva59jl+/HhUKhXjx48nLi6O8uXL4+/vz7Rp0wrjEIQQotRSFIW/jlxj2sYokh5moKeCd5pVIqC99F7VJXnGW+RLanom322L4ae9l9BoFSyM9Rnr58Eb9Z3R05PnQoQQ4r/kulTwpE6FEOLpLt66z9jQCP65eAcATwcLvnrdm5oVrHQbWAkmz3iLAmVqqE+gnwf+tRwJXBVBRFwSY1ZFsOp4HNO7e1PFVkZCFEIIIYQQQhfSM7Us3HOBOTvOk56pxdhAj4D27gxqVgl9maGoSJDfgnguXk6WhA5tyvhOHpgYqDl06Q5+34Xz3bYY0jI1ug5PCCGEEEKIUuXolbv4f7+Xr7eeIz1TS4uq5Qgb1Yr3W7pJ0l2ESIu3eG76aj0Gt6hMhxr2TFhzml1nb/HttnOsO3WdoB7eNKhoo+sQhRBCCCGEKNFSHmUwa8tZfv3nCooCNmaGTOzsSdfajjJFWBEkt0DEC3O2MWXxwAbM6VOHcmUMOX/zPr3mH2BcaARJD2UaFyGEEEIIIQrDljMJtJ+9h6UHHifdPetVYHtAK7rVcZKku4iSFm/xUlQqFV1qOdKyajmCNkaz4shVlh+MJSzyBlO61OA1L3s5+YUQQgghhCgACUmPmLT2NFvO3ADAtawp07t706xKOR1HJp5FEm9RIKxMDZnRsybd6jgxLjSCi4kP+HD5Mdp52DG1aw0crUx0HaIQQgghhBDFklarsPzgFWZsPsv9tEz09VS837Iyw32qYmyg1nV4Ih8KvKt5xYoVUalUOZaPPvoo1/K7du3KtXx0dHRBhyZegSZuZdk4ogUft62Cvp6KbVE3aD97N7/sv4xGWyJmrhNCCCGEEOKVOXcjhZ7z9zNhzRnup2VSy9mKdR835/PXqkvSXYwUeIv34cOH0Wj+f3Tr06dP0759e3r16vXU7c6ePZtt3rPy5csXdGjiFTE2UPOJbzU613QkcNUpjsXeY9LaM4Qej+Or172pbi9zrwohhBBCCPE0jzI0/LDzPPN3XyBDo2BmqOazDtXo36Qiaj15lLO4KfDE+78J81dffYWbmxutWrV66na2trZYWVkVdDhCh6rZm/P3kKYsPxTLzE3RnLh6j85z9kq3GCGEEEIIIZ7iwIXbjA2N4FLiAwB5fLMEKNRRzdPT01m2bBmDBg165gBbderUwcHBAR8fH3bu3PnMfaelpZGcnJxtEUWPnp6K/o1dCQtoxWs17MnUKoTsusBrwXvYfz5R1+EJIYQQQghRZNxLTWf036fo8+M/XEp8gK25EfPeqsuPA+pJ0l3MFWrivXr1au7du8fAgQPzLOPg4MDChQtZuXIlq1atolq1avj4+LBnz56n7jsoKAhLS8usxdnZuYCjFwXJ3tKY+f3rsaB/PewtjLl8O5W+Px3k079OcvdBuq7DE0IIIYQQQmcURWHtyeu0m72bFUeuAvBWIxfCAlrR0dtBZgkqAVSKohTaiFcdOnTA0NCQdevWPdd2/v7+qFQq1q5dm2eZtLQ00tLSsl4nJyfj7OxMUlJStmfFRdGT8iiDWVvO8us/j+cdtDEzZGJnT7rWdpQ/KkKIEiM5ORlLS0u5LhUgqVMhREl09U4qE9acZtfZWwBUsS1DUA9vGlS00XFkIj/ye20qtOnErly5wrZt21i1atVzb9u4cWOWLVv21DJGRkYYGRm9aHhCh8yNDZja1YuutZ0IXHWKczfuM3LFCVYdj2NaNy+cbUx1HaIQQgghhBCFKlOjZcn+y3yz9RwPMzQYqvX4qE0VhrSujJG+jIVU0hRaV/PFixdja2tLp06dnnvb48eP4+DgUAhRiaKknqs16z9uwae+7hjq67Hn3C3af7ubhXsukKnR6jo8IYQQQgghCsXpuCS6h+znyw1RPMzQ0LCiDRtHtGBEu6qSdJdQhdLirdVqWbx4MW+//Tb6+tk/IjAwkLi4OJYuXQpAcHAwFStWpEaNGlmDsa1cuZKVK1cWRmiiiDHU12NY26r4eTswNjSCfy7eYfrGaNacuM5XPWriXcFS1yEKIYQQQghRIFLTMwneFsPPey+h0SpYGOsz1s+DN+o7oydThJVohZJ4b9u2jdjYWAYNGpTjvfj4eGJjY7Nep6en8+mnnxIXF4eJiQk1atRgw4YN+Pn5FUZoooiqXL4Mv7/XmL+OXmPahijOXE+m6w97GdSsEqPau2NmVGhPRQghhBBCCFHodp+7xfjVEVy98xCATjUdmOTvia25sY4jE69CoQ6u9irJgCslR+L9NKaui2TtyesAOFmZ8GU3L9pUt9VxZEIIkX9yXSp4UqdCiOIo8X4aX66PZPWJx99tHS2N+aKbFz4edjqOTBQEnQ+uJsSLKlfGiDl96tC9rhPjQ08Td+8h7yw5jH8tRyZ29qS8uQyqJ4QQQgghijZFUfj76DWmbYziXmoGeioY2LQSn/hKb87SSH7joshqU82WsICWfBt2jp/3XmLdyevsPnuTcZ0ePwcjU48JIYQQQoii6HLiA8aGRrD/wm0APBws+KqHN7WcrXQbmNCZQhvVXIiCYGqoz7hOnqz5qDk1HC1IfpTJ6JUR9F74Dxdv3dd1eEIIIYQQQmTJ0Gj5Yed5OgTvYf+F2xjp6zGmY3XWDmsmSXcpJ4m3KBa8K1iy5qNmjPPzwMRAzcFLd3jtu3C+3x5DeqZMPSaEEEIIIXTrWOxd/L/fy6wtZ0nL1NK8Sjm2jmrJkFZuGKgl7SrtpKu5KDb01Xq817Iyr3nZM271afacu8U3YedYe/I6X73uTT1XG12HKIQQQgghSpmURxl8veUsS/+5gqKAtakBEzp70r2OkzwaKbLIrRdR7DjbmPLLOw34rndtypoZEnPzPj3nH2D86giSH2XoOjwhhBBCCFFKbD2TQPvZe/jlwOOku0ddJ7Z/0poedStI0i2ykRZvUSypVCq61nailXt5pm+M4s8j11j2TyxhkTeY0sWL17zsdR2iEEIIIYQooW4kP2Ly2jNsOp0AgIuNKdO7e9O8ajkdRyaKKkm8RbFmZWrIzJ616FbHibGrIrh8O5Uhy47i62nH1K5e2Fsa6zpEIYQQQghRQmi1Cr8dimXGpmhS0jJR66l4v2VlhretiomhWtfhiSJMEm9RIjR1K8fmkS2Zu+M883dfYGvkDfZfuM3o16rxViNX9PSkq48QQgghhHhxMTdSCFwVwZErdwGoVcGSoB418XS00HFkojiQxFuUGMYGaj7tUA3/Wo6MWXWK47H3mLDmDKHH4wjqUZNq9ua6DlEIIYQQQhQzjzI0hOy6wLxd58nQKJgaqvmsQzUGNKmIWhp3RD7J4GqixKlmb87fQ5oytWsNyhjpcyz2Hp3mhPP1lrM8ytDoOjwhhCgWQkJCqFSpEsbGxtSrV4/w8PB8bbdv3z709fWpXbt2jvfu3bvHRx99hIODA8bGxnh4eLBx48YCjlwIIQrOwYu38ZsTzpztMWRoFHyq2xIW0Ip3mlWSpFs8F2nxFiWSWk/FgCYVae9px8Q1ZwiLvMHcnefZEBHP9O7eNHErq+sQhRCiyFqxYgUjR44kJCSEZs2asWDBAjp27EhkZCQuLi55bpeUlMSAAQPw8fHhxo0b2d5LT0+nffv22Nra8vfff1OhQgWuXr2Kubn0RhJCFD1JqRkEbYrij8NXAShXxogpXWrg520vo5WLF6JSFEXRdRAFITk5GUtLS5KSkrCwkOcsRHabTycwcc1pbqakAfBG/QqM9fPAytRQx5EJIUqq4nxdatSoEXXr1mXevHlZ6zw8POjWrRtBQUF5bte7d2+qVq2KWq1m9erVnDhxIuu9+fPnM2vWLKKjozEwMHihuIpznQohigdFUdgQEc/ktZEk3n/8vbFPQxfGvFYdS9MX+9slSrb8Xpukq7koFV7zsmfbJ63o1/hxS82fR67RbvZu1pyIo4TcexJCiAKRnp7O0aNH8fX1zbbe19eX/fv357nd4sWLuXDhApMmTcr1/bVr19KkSRM++ugj7Ozs8PLyYvr06Wg08giQEKJoiLv3kHd/OcKw346TeD8Nt/Jm/PlBE4J6eEvSLV6adDUXpYaFsQFfdvOmW20nAldFEHPzPiP+OEHo8Ti+6OqFs42prkMUQgidS0xMRKPRYGdnl229nZ0dCQkJuW4TExPDmDFjCA8PR18/968WFy9eZMeOHbz11lts3LiRmJgYPvroIzIzM5k4cWKu26SlpZGWlpb1Ojk5+QWPSggh8qbRKvyy/zJfbz1LaroGA7WKoa2rMLSNG0b6MkWYKBjS4i1KnfoVbdgwvAWftHfHUK3HrrO38P12Dz+FXyRTo9V1eEIIUST89xlGRVFyfa5Ro9HQt29fpkyZgru7e57702q12NrasnDhQurVq0fv3r0ZN25ctu7s/xUUFISlpWXW4uzs/OIHJIQQuThzPYnuIfuYuj6S1HQNDSpas2lEC0a1d5ekWxQoafEWpZKhvh4f+1TFr6YDgasiOHTpDl9uiGL1iTi+6lETLydLXYcohBA6Ua5cOdRqdY7W7Zs3b+ZoBQdISUnhyJEjHD9+nGHDhgGPk2xFUdDX12fr1q20bdsWBwcHDAwMUKv//4ush4cHCQkJpKenY2iYc8yNwMBAAgICsl4nJydL8i2EKBAP0zUEbz/HT+GX0GgVzI31CezoQe8GzujJaOWiEEiLtyjV3MqX4Y/3GjPjdW8sjPU5HZdMl7l7mbYhktT0TF2HJ4QQr5yhoSH16tUjLCws2/qwsDCaNm2ao7yFhQURERGcOHEiaxkyZAjVqlXjxIkTNGrUCIBmzZpx/vx5tNr/71l07tw5HBwcck26AYyMjLCwsMi2CCHEywqPuUWH4D0s2H0RjVbBz9ue7QGt6NvIRZJuUWikxVuUenp6Kt5s4EKb6rZMXRfJ+lPx/Bh+iY0RCUzr7kXrara6DlEIIV6pgIAA+vfvT/369WnSpAkLFy4kNjaWIUOGAI9bouPi4li6dCl6enp4eXll297W1hZjY+Ns6z/88EO+//57RowYwccff0xMTAzTp09n+PDhr/TYsmz4BJKvg74RqI0e/6tvDPqGj//NdZ1h9te5rvvX/vSkm6oQRcnt+2lM2xDFquNxADhYGjO1qxftPXP25hGioEniLcT/2JobM7dvXXrUvcGE1WeIu/eQgYsP07W2IxM6e1KujJGuQxRCiFfizTff5Pbt20ydOpX4+Hi8vLzYuHEjrq6uAMTHxxMbG/tc+3R2dmbr1q2MGjWKmjVr4uTkxIgRIxg9enRhHMKzXdoDiecK9zP09HMm4/r/SujV/0rWc6zLJZHPc7snZXJbZwQy57Ao5RRFYdWxOL7cEMnd1AxUKni7SUU+7VCNMkaSDolXQ+bxFiIXD9IymR12jsX7LqFVwNLEgHGdPOhVr0KugwsJIcR/yXWp4BVonUatg9TbkJn2/4smDTIf5bLuyfr0x//muu5//ypFcJBOdS7JeK4t+flM5PWN8rgp8JQbCnr6cgNA6MSV2w8YF3qavecTAahub05QD2/quFjrODJRUuT32iSJtxBPceraPcasjCAy/vEUNk0ql2V6D28qlTPTcWRCiKJOrksFr8jXqaKANjOfify/3su2Li17Ip/ruvRnbJv27FhfOVUeLflPa93PI5F/7kcD/n0DQLr/lxYZGi0/hV8ieNs50jK1GOnrMbKdO4NbVMJALcNciYIjibcQBSRTo2XRvkvMDjvHowwthvp6jPCpynstKmOoL3+4hRC5k+tSwZM6zSdF+V+Snlur/Qu25D/1pkAe+9Nm6LomclKpn9KS/6zk/nme8X/KDQW1EejJ94fCdOLqPcasPEV0QgoAzaqUZVo3bypKw4koBPm9NslDDUI8g75aj/dbutHRy4GxoRGExyQya8tZ1p64TtDr3tSVrkpCCCGKEpXq/5M8XdJqc7bw52i1f1pLfn5a9/PRM0DR/H9MigYyHjxedElt+IzW/ack8s/9aEAeNxTUBiWu+//9tEy+3nKWXw5cRlHA2tSA8Z086VHXSR4VFDonibcQ+eRsY8rSQQ1Zc+I6U9dHcvZGCq/P20//xq581qEa5sYGug5RCCGEKDr09EDPBAxMdBuHJvMpNwCe5xn/p/UWeNr+/vce/+pkqkl/vKSn6KxagOfopv+Sz/g/rbeAumDSkW2RN5iw5jTxSY8A6FHHiXGdPCgrg+OKIkISbyGeg0qlolsdJ1q5l2faxij+PnqNpQeusPXMDaZ2rYFvDXtdhyiEEEKIf1PrP14MddjNWFFAk1FIz/jn5wbAv/bxb096HehyWACVXt6J/DNb8g15oNFnx/kkTiU8oj0GlLEwpUu9ylR3SoNr159xU+Bf+5Pn/0Uhk2e8hXgJ+84nMjY0giu3UwF4rYY9U7rWwM7CWMeRCSF0Ta5LBU/qVIiXpNX+r7W9sJ7xz+cNBW2mrmsiJz2DPFr3n6cl/3l6BuTxGdIlvtiRZ7yFeAWaVSnHlpEtmbM9hoV7LrL5TAL7zifyecfqvNXQBT09+eMphBBCiCJCTw/0jMFAxw0EWs3zteT/J5G/nZTMrjNXSUxKwYgMHMxUNHIxw8pQyf8NhYyHZOv+r82A9AxIv6+zagEKYfq//A4a+K91Mv1foZDEW4iXZGyg5vPXquNfy5ExqyI4efUeE1afZvXxOIJ6eONuZ67rEIUQQgghig49NRiaPl6eQ1qmhnm7LhCy7wLpmjqYGqr5xLca7ZpWRP28jR3PNf3f8z7j/7QbCs+Y/k/zv3I6nRWwAKf/e+FBA41LXPd/6WouRAHSaBV+PXCZWVvO8iBdg4FaxYet3BjapgrGBiXrj4cQ4unkulTwpE6FKL0OXbpD4KpTXLj1eET6NtXK80U3LypYP1/yXuT8d/q/fCfyuayT6f+ensj/d51NZShf7aXDlK7mQuiAWk/FwGaV8K1hz8Q1p9kWdZM5O86zPiKe6d29aVy5rK5DFEIIIYQoNpIeZvDVpmh+PxQLQLkyRkzu4kknb4eSMUVYkZv+70Vb8vPTuv+s/T0ERfv/MRX29H+NP4LXphfOvnMhibcQhcDRyoQfB9Rn8+kEJq49w8VbD+i98B96N3AmsKMHlqYy9ZgQQgghRF4URWHT6QQmrT3DrZTH/a7le1QhKsrT/+WWyBfEowFWLq/00CTxFqKQqFQqOno70LRKOWZsjua3g7H8cfgq26JuMMm/Bp1rlpA7tUIIIYQQBej6vYdZPQcBKpczY3oP6TlYKhSF6f8KiZ6uAxCipLM0MWB6d2/+GtKEKrZlSLyfzse/H2fQksNcu5uq6/CEEEIIIYoEjVZh8b5LtJ+9m21RNzFQqxjetgobR7SQpFsUe5J4C/GKNKhow4bhzRnVzh1DtR47z96i/ew9/BR+kUyN9tk7EEIIIYQooaLik+kxbz9T1kXyIF1DPVdrNgxvQYBvNRmgVpQI0tVciFfISF/NiHZV6VTTgbGrIjh0+Q5fbohizYnrBPXwxsvJUtchCiGEEEK8Mo8yNHy3PYYf91wkU6tgbqTP6I7V6dvQBb3nnSJMiCJMWryF0IEqtmX44/3GfNXDGwtjfSLikuj6wz6CNkbxMF2j6/CEEEIIIQrd3phEOgTvYd6uC2RqFTp62bPtk1b0a+wqSbcocaTFWwgd0dNT0buhC209bJmyLpINp+JZsOciG0/HM62bNy3dy+s6RCGEEEKIAnfnQTrTNkSx8tg1AOwtjJnatQa+Nex1HJkQhUcSbyF0zNbcmB/61qVHnRtMWH2aq3ceMmDRIbrXcWJ8Jw/KltHxvI5CCCGEEAVAURRWn4jji/VR3HmQjkoFAxq78mmHapgbyxRhomSTxFuIIsLHw47GlcvyzdZzLNl/idDjcew8e5PxnTx5va6TTD0mhBBCiGIr9nYq41ZHEB6TCEA1O3OCXvemrou1jiMT4tWQxFuIIsTMSJ+J/p50re3ImFURRMUn8+lfJ1l17BrTu3tTsVzJm9NQCCGEECVXhkbLz3svEbztHI8ytBjq6zHCpyrvt6yMgVqGmxKlh/xvF6IIquVsxdphzRjTsTpG+nrsv3CbDsF7CNl1ngyZekwIIYQQxcDJq/foMncfX22K5lGGlqZuZdkysiUftakiSbcodaTFW4giykCtx5BWbnT0smdc6Gn2nk9k5uazrP3f1GN1pGuWEEIIIYqgB2mZWY/OaRWwMjVgnJ8HPetVkEfnRKklt5qEKOJcy5rx67sNmf1GLaxNDYhOSKHHvP1MXnuG+2mZug5PCCGEECLLjugb+H67h0X7Hifd3Wo7si2gFb3qO0vSLUq1Ak+8K1asiEqlyrF89NFHeW6ze/du6tWrh7GxMZUrV2b+/PkFHZYQxZpKpaJH3Qps/6Q1Peo6oSiwZP9l2s/ezbbIG7oOTwghhBCl3M2UR3z02zEGLTlC3L2HVLA2Yck7DQjuXYdyMkOLEAWfeB8+fJj4+PisJSwsDIBevXrlWv7SpUv4+fnRokULjh8/ztixYxk+fDgrV64s6NCEKPZszAyZ/UZtlr3bCBcbU+KTHjF46RGGLj/KzeRHug5PCCGEEKWMVqvwx6FY2n2zmw2n4tFTwfstK7N1VEtaV7PVdXhCFBkqRVGUwvyAkSNHsn79emJiYnLtXjJ69GjWrl1LVFRU1rohQ4Zw8uRJDhw4kO/PSU5OxtLSkqSkJCwsLAokdiGKsofpGr7bHsOP4RfRaBXMjfUZ07E6fRq4oKcnXbmE0DW5LhU8qVMhipbzN+8zNjSCQ5fuAODlZMFXPWri5WSp48iEeHXye20q1Ge809PTWbZsGYMGDcrzmY4DBw7g6+ubbV2HDh04cuQIGRkZhRmeEMWaiaGaMR2rs25Yc2pVsCTlUSbjQk/zxoIDxNxI0XV4QgghhCih0jO1zNkeg9934Ry6dAcTAzXjO3mwemgzSbqFyEOhJt6rV6/m3r17DBw4MM8yCQkJ2NnZZVtnZ2dHZmYmiYmJeW6XlpZGcnJytkWI0sjT0YJVQ5sxsbMnpoZqjly5i9+ccGaHnSMtU6Pr8IQQQghRghy5fIdO//ueka7R0sq9PFtHtWRwi8royxRhQuSpUM+On3/+mY4dO+Lo6PjUcv9tDX/S+/1pIx8GBQVhaWmZtTg7O798wEIUU2o9FYOaVyIsoBU+1W3J0CjM2R5Dx+/COXjxtq7DE0IUQyEhIVSqVAljY2Pq1atHeHh4vrbbt28f+vr61K5dO88yf/zxByqVim7duhVMsEKIQpf8KINxoRH0nH+AmJv3KVfGkDl96rDknQY425jqOjwhirxCS7yvXLnCtm3bGDx48FPL2dvbk5CQkG3dzZs30dfXp2zZsnluFxgYSFJSUtZy9erVAolbiOLMycqEn96uzw9961KujBEXbz3gzYX/ELjqFEmp8uiGECJ/VqxYwciRIxk3bhzHjx+nRYsWdOzYkdjY2Kdul5SUxIABA/Dx8cmzzJUrV/j0009p0aJFQYcthCgEiqKw+XQ87b7ZzfKDj/8GvFnfmW0BrehSy1GmCBMinwot8V68eDG2trZ06tTpqeWaNGmSNfL5E1u3bqV+/foYGBjkuZ2RkREWFhbZFiHE454inWo6sD2gFX0augDw+6Gr+MzezfpT1ynk8RSFECXA7Nmzeffddxk8eDAeHh4EBwfj7OzMvHnznrrdBx98QN++fWnSpEmu72s0Gt566y2mTJlC5cqVCyN0IUQBik96yPu/HmXIsmPcTEmjcjkzfn+vMTN61sTK1FDX4QlRrBRK4q3Valm8eDFvv/02+vr62d4LDAxkwIABWa+HDBnClStXCAgIICoqikWLFvHzzz/z6aefFkZoQpQalqYGBPXw5s8PmuBW3ozE+2kM++04g395PL+mEELkJj09naNHj+YY+NTX15f9+/fnud3ixYu5cOECkyZNyrPM1KlTKV++PO+++26+YpHxXITQDY1W4Zf9l2k/ew9hkTfQ11PxcdsqbBzRgiZuefdIFULkTf/ZRZ7ftm3biI2NZdCgQTnei4+Pz9ZVrVKlSmzcuJFRo0bxww8/4OjoyJw5c3j99dcLIzQhSp2GlWzYOKIFITsvELLrPNujb3Jg9m4+9a3G200ropapx4QQ/5KYmIhGo8l14NP/Phr2RExMDGPGjCE8PDzHDfcn9u3bx88//8yJEyfyHUtQUBBTpkzJd3khxMuLTkgmcFUEx2PvAVDXxYqgHjWpZm+u28CEKOYKJfH29fXNszvrkiVLcqxr1aoVx44dK4xQhBCAkb6aUe3d8a/lQOCqCA5fvsvU9ZGsORFHUI+aeDrKoxpCiOxyG/g0t2c5NRoNffv2ZcqUKbi7u+e6r5SUFPr168ePP/5IuXLl8h1DYGAgAQEBWa+Tk5NlMFUhCsmjDA3f74hhwe6LZGoVyhjpM7pjdd5q6IKe3KQX4qUVSuIthCiaqtias+L9Jvxx+CpBm6I4eS0J/7l7ea9FZUb4VMXEUK3rEIUQOlauXDnUanWuA5/+txUcHifVR44c4fjx4wwbNgx4/MiZoijo6+uzdetWbGxsuHz5Mv7+/lnbabVaAPT19Tl79ixubm459m1kZISRkVFBHp4QIhf7zycyNjSCy7dTAehQw44pXbywtzTWcWRClBySeAtRyujpqejbyIV2HrZMXneGjREJzN99gY0R8Uzr7kWLquV1HaIQQocMDQ2pV68eYWFhdO/ePWt9WFgYXbt2zVHewsKCiIiIbOtCQkLYsWMHf//9N5UqVUKtVucoM378eFJSUvjuu++kFVsIHbn7IJ1pG6P4++g1AOwsjJjSxYvXvOx1HJkQJY8k3kKUUrYWxoS8VY+wyBtMXHOa2Dup9P/5ED3qODG+syc2ZjJaqRClVUBAAP3796d+/fo0adKEhQsXEhsby5AhQ4DHXcDj4uJYunQpenp6eHl5Zdve1tYWY2PjbOv/W8bKyirX9UKIwqcoCmtOXGfq+kjuPEhHpYJ+jVz57LVqWBjnPauQEOLFSeItRCnX3tOOJm5l+XrLWX45cJlVx+PYefYmEzp70r2Ok8zPKUQp9Oabb3L79m2mTp1KfHw8Xl5ebNy4EVdXVyDnQKlCiOLj6p1Uxq0+zZ5ztwBwtytDUA9v6rna6DgyIUo2lVJCJvVNTk7G0tKSpKQkmdNbiBd0PPYugasiiE5IAaB5lXJM6+6Fa1kzHUcmRPEj16WCJ3UqxIvL1GhZtO8Ss8PO8ShDi6G+HsPbVuH9lm4Y6hfKDMNClAr5vTbJWSaEyFLHxZp1Hzfn89eqYaSvx97ziXQI3sP83RfI0Gh1HZ4QQgghXkDEtSS6/rCP6RujeZShpXFlGzaPaMGwtlUl6RbiFZGu5kKIbAzUegxtXQU/LwfGrY5g3/nbfLUpmjUnrvNVD29qOVvpOkQhhBBC5MODtEy+DTvHon2X0CpgaWLAOD8PetWvII+SCfGKyS0uIUSuKpYzY9m7jfi6Vy2sTA2Iik+me8g+pqw7w/20TF2HJ4QQQoin2Hn2Jr7f7uGnvY+T7i61HNkW0Io3GjhL0i2EDkiLtxAiTyqVip71KtCmWnm+3BBF6PE4Fu+7zJbTCXzZ3Yu21XPO6SuEEEII3bmVksbU9ZGsO3kdACcrE77s7kWbarY6jkyI0k0SbyHEM5UtY8S3b9amex0nxq2O4OqdhwxacoRONR2Y5O+JrbmxrkMUQgghSjVFUfjryDWmbYwi6WEGeioY1KwSo9q7Y2YkX/mF0DU5C4UQ+dbSvTxbR7YiePs5fgq/xIZT8ew5d4uxfh68Wd8ZPT3puiaEEEK8ahdv3WdsaAT/XLwDQA1HC77qURPvCpY6jkwI8YQk3kKI52JiqCawowddajkSuCqCU9eSCFwVQeixOKb38KaKbRldhyiEEEKUCumZWhbsvsD3O8+TnqnFxEBNQHt33mlWEX21DOUkRFEiZ6QQ4oXUcLQkdGgzJnT2xNRQzaHLd/D7LpzgbedIy9ToOjwhhBCiRDt65S6dvw/nm7BzpGdqH/dKG9WS91pWlqRbiCJIWryFEC9Mrafi3eaV6FDDjgmrT7Pz7C2Ct8Ww/lQ8QT28aVDRRtchCiGEECVK8qMMZm0+y7KDV1AUKGtmyER/T7rUcpTRyoUowiTxFkK8tArWpiwa2IANEfFMXhvJ+Zv36TX/AH0buTD6tepYmhjoOkQhhBCi2NtyJoGJa05zIzkNgF71KjDWzwNrM0MdRyaEeBZJvIUQBUKlUtG5piMtqpQnaFMUfxy+ym8HYwmLvMGULjXo6GUvd+KFEEKIF5CQ9IhJa0+z5cwNACqWNWV6d2+aVimn48iEEPklibcQokBZmhrw1es16VbHibGrIriY+IChy4/RzsOOqV1r4GhlousQhRBCiGJBq1VYfvAKMzaf5X5aJvp6Kj5oVZmP21bF2ECt6/CEEM9BEm8hRKFoXLksG0e0IGTneebtvsC2qBscuJDIZx2q0b9JRdQy9ZgQQgiRp3M3Uhiz8hTHYu8BUNvZiq9e96a6vYVuAxNCvBBJvIUQhcbYQE2AbzU6/2/qsaNX7jJ5XSShJ67zVQ9vPBzky4MQQgjxb48yNPyw8zzzd18gQ6NQxkifz1+rxluNXOWmtRDFmMw1IIQodO525vz1QRO+7OaFuZE+J6/ew//7vczcHM2jDJl6TAghhAA4cOE2Hb8L5/sd58nQKLTzsCMsoCUDpKeYEMWetHgLIV4JPT0V/Rq70t7TjklrzrD5TAIhuy6wISKe6d29aSYDxAghhCil7qWmM31jFH8euQaArbkRU7vWoEMNGZhUiJJCEm8hxCtlZ2HM/P712HImgUlrznDldipv/XSQ1+tWYHwnmRJFCCFE6aEoCmtPXueL9ZEk3k8HoF9jFz5/rToWxjIVpxAliSTeQgid6FDDnqZuZfl6y1mW/nOFlceusfPsTSZ29qRrbUe5wy+EEKJEu3onlQlrTrPr7C0AqtiW4ase3tSvaKPjyIQQhUGe8RZC6Iy5sQFTunqx8sOmVLMz586DdEauOMGARYeIvZ2q6/CEEEKIApep0fJT+EV8v93DrrO3MFTrEdDenQ3Dm0vSLUQJJom3EELn6rpYs+7j5nzWoRqG+nqExyTiG7ybBbsvkKnR6jo8IYQQokCcjkuiW8g+vtwQxcMMDQ0r2bBpZAuG+1TFSF/m5RaiJJOu5kKIIsFQX4+P2lTBz9uBcaER7L9wm6BN0aw5cZ2vXvemZgUrXYcohBBCvJDU9EyCt8Xw895LaLQKFsb6jOvkQa96zujJaOVClArS4i2EKFIqlTNj+eBGzOpZEytTAyLjk+n2wz6mrovkQVqmrsMTQgghnsvuc7fw/XYPC/dcRKNV6FzTgW2ftOLNBi6SdAtRikiLtxCiyFGpVPSq70yb6rZ8uT6S1Seus2jfJbacSeDLbl60qW6r6xCFEEKIp0q8n8YX6yNZc+I6AE5WJnzRrQZtq9vpODIhhC5I4i2EKLLKlTEiuHcdutVxYvzq01y7+5B3lhymc00HJvp7YmturOsQhRBCiGwUReHvo9eYtjGKe6kZ6KngnWaVCGjvjpmRfPUWorSSs18IUeS1rmbL1lEtCd4Ww0/hF1l/Kp49524xrpMHb9R3lqnHhBBCFAmXEh8wdlUEBy7eBsDTwULGKRFCAPKMtxCimDA11GesnwdrhzXHy8mC5EeZjF4ZQe+F/3Dh1n1dhyeEEKIUy9Bo+WHneToE7+HAxdsYG+gR2LE6a4Y1k6RbCAFI4i2EKGa8nCxZPbQZ4zt5YGKg5uClO3QMDmfO9hjSM2XqMSGEEK/Wsdi7dJ6zl1lbzpKeqaVF1XJsHdmKD1q5YaCWr9pCiMekq7kQotjRV+sxuEVlOtSwZ/zq0+w+d4vZYedYd/Lx1GP1XG10HaIQQogSLuVRBl9vOcvSf66gKGBjZsjEzp50re0oj0AJIXKQ23BCiGLL2caUJe80YE6fOpQrY0jMzfu8Pu8A41dHkPwoQ9fhCVGshYSEUKlSJYyNjalXrx7h4eH52m7fvn3o6+tTu3btbOt//PFHWrRogbW1NdbW1rRr145Dhw4VQuRCFL6tZxJoP3sPvxx4nHS/XrcC2wJa0a2OkyTdQohcSeIthCjWVCoVXWo5si2gFW/UrwDAsn9iaffNbjafjtdxdEIUTytWrGDkyJGMGzeO48eP06JFCzp27EhsbOxTt0tKSmLAgAH4+PjkeG/Xrl306dOHnTt3cuDAAVxcXPD19SUuLq6wDkOIAncj+REfLjvK+78eJSH5Ea5lTVk+uBHfvFELGzNDXYcnhCjCVIqiKLoOoiAkJydjaWlJUlISFhYWug5HCKEj+y8kMi70NJcSHwDg62nHlK41cLA00XFkorQpztelRo0aUbduXebNm5e1zsPDg27duhEUFJTndr1796Zq1aqo1WpWr17NiRMn8iyr0WiwtrZm7ty5DBgwIF9xFec6FcWbVqvw26FYZmyKJiUtE7WeivdbVmaET1WMDdS6Dk8IoUP5vTZJi7cQokRp6laOTSNa8HHbKujrqdgaeYP2s/ew9MBlNNoScZ9RiEKVnp7O0aNH8fX1zbbe19eX/fv357nd4sWLuXDhApMmTcrX56SmppKRkYGNTd5jMqSlpZGcnJxtEeJVO3cjhV4LDjB+9WlS0jKp5WzF+o+bM/q16pJ0CyHyTRJvIUSJY2yg5hPfamwY3oI6LlbcT8tk4poz9Jy/n+gE+eIuxNMkJiai0Wiws7PLtt7Ozo6EhIRct4mJiWHMmDEsX74cff38jds6ZswYnJycaNeuXZ5lgoKCsLS0zFqcnZ3zfyBCvKRHGRpmbz1LpznhHL1yFzNDNZP9PVn1YVM8HKTHhRDi+UjiLYQosarZm7NySFO+6FqDMkb6HI+9R+c5e/l6y1keZWh0HZ4QRdp/B4hSFCXXQaM0Gg19+/ZlypQpuLu752vfM2fO5Pfff2fVqlUYGxvnWS4wMJCkpKSs5erVq893EEK8oH8u3sZvTjhzdpwnQ6PQzsOWsIBWDGxWCbWeDJ4mhHh+Mp2YEKJE09NT0b9JRdp72jNp7Wm2nLnB3J3n2RARz7TuXjR1K6frEIUoUsqVK4darc7Run3z5s0creAAKSkpHDlyhOPHjzNs2DAAtFotiqKgr6/P1q1badu2bVb5r7/+munTp7Nt2zZq1qz51FiMjIwwMjIqgKMSIn+SUjMI2hTFH4cf3+Qpb27E1C41eM3LXkYrF0K8FEm8hRClgr2lMQv612fz6QQmrX08+FrfHw/Sq14Fxvp5YC2j0QoBgKGhIfXq1SMsLIzu3btnrQ8LC6Nr1645yltYWBAREZFtXUhICDt27ODvv/+mUqVKWetnzZrFl19+yZYtW6hfv37hHYQQz0lRFNafimfKukgS76cB0LeRC6Nfq46liYGOoxNClASSeAshSpXXvOxpWqUsszafZdnBK/x19Bo7om8y0d+TLrUcpUVDCCAgIID+/ftTv359mjRpwsKFC4mNjWXIkCHA4y7gcXFxLF26FD09Pby8vLJtb2tri7Gxcbb1M2fOZMKECfz2229UrFgxq0W9TJkylClT5tUdnBD/ce1uKhPXnGFH9E0AqtiWIaiHNw0q5j3wnxBCPC9JvIUQpY6FsQFfdPOiWx1HAldFcO7GfUb8cYKVx+KY1s0LZxtTXYcohE69+eab3L59m6lTpxIfH4+XlxcbN27E1dUVgPj4+GfO6f1fISEhpKen07Nnz2zrJ02axOTJkwsqdCHyTaNVWLL/Mt9sPUtqugZDtR4ftanCkNaVMdKX0cqFEAVL5vEWQpRq6ZlaFu65wJwd50nP1GJioCagvTvvNKuIvlrGnxQvTq5LBU/qVBSUM9eTCFwVwalrSQA0rGjD9B5eVLE113FkQojiJr/XJmnxFkKUaob6egxrWxU/bwfGhkbwz8U7TNsYxeoTcXzVoybeFSx1HaIQQogC8jBdQ/D2c/wUfgmNVsHcWJ+xfh68Wd8ZPRmtXAhRiAqlOScuLo5+/fpRtmxZTE1NqV27NkePHs2z/K5du1CpVDmW6OjowghPCCFyqFy+DL+/15iZr9fE0sSAM9eT6frDXr5cH0lqeqauwxNCCPGS9py7hW/wbhbsvohGq9CppgPbA1rRp6GLJN1CiEJX4C3ed+/epVmzZrRp04ZNmzZha2vLhQsXsLKyeua2Z8+ezdY8X758+YIOTwgh8qRSqXijgTNtqtvyxfpI1p68zk97L7HpdAJfdveiTTVbXYcohBDiOd2+n8aXG6IIPR4HgKOlMVO7etHOM+f0eEIIUVgKPPGeMWMGzs7OLF68OGtdxYoV87Wtra1tvhJ0IYQoTOXNjZjTpw7d6zoxPvQ0cfce8s7iw3Sp5ciEzp6UN5d5hYUQoqhTFIVVx+L4ckMkd1MzUKlgYNOKfOJbjTJG8rSlEOLVKvCu5mvXrqV+/fr06tULW1tb6tSpw48//pivbevUqYODgwM+Pj7s3LnzqWXT0tJITk7OtgghREFqU82WraNaMrh5JfRUsPbkddrN3s2fh69SQsalFEKIEuly4gP6/XyQT/46yd3UDKrbmxM6tBmT/GtI0i2E0IkCT7wvXrzIvHnzqFq1Klu2bGHIkCEMHz6cpUuX5rmNg4MDCxcuZOXKlaxatYpq1arh4+PDnj178twmKCgIS0vLrMXZ2bmgD0UIITAz0md8Z0/WfNScGo4WJD3M4POVp+jz4z9cvHVf1+EJIYT4lwyNlpBd5+kQvId9529jpK/H6Neqs+7j5tR2ttJ1eEKIUqzApxMzNDSkfv367N+/P2vd8OHDOXz4MAcOHMj3fvz9/VGpVKxduzbX99PS0khLS8t6nZycjLOzs0wxIoQoNJkaLYv2XWJ22DkeZWgx1NdjeNsqvN/SDUN9mXpMZCdTXxU8qVPxNCeu3mPMylNEJ6QA0LxKOaZ198K1rJmOIxNClGT5vTYV+DdFBwcHPD09s63z8PAgNjb2ufbTuHFjYmJi8nzfyMgICwuLbIsQQhQmfbUe77d0I2xUK1q6lyc9U8vXW8/h//1ejl65q+vwhBCiVLqflsnktWfoHrKP6IQUrE0NmP1GLX59t6Ek3UKIIqPAE+9mzZpx9uzZbOvOnTuHq6vrc+3n+PHjODg4FGRoQghRIJxtTPnlnQZ817s2Zc0MOXsjhZ7z9zNxzWlSHmXoOjwhhCg1tkXeoP3s3SzZfxlFgR51nNgW0IoedSugUskUYUKIoqPAR5cYNWoUTZs2Zfr06bzxxhscOnSIhQsXsnDhwqwygYGBxMXFZT33HRwcTMWKFalRowbp6eksW7aMlStXsnLlyoIOTwghCoRKpaJrbSdaVi3P9I1R/HX0GksPXGHrmRtM6VqDDjXsdR2iEEKUWDeTHzF53Rk2RiQA4GJjyrTuXrSoKlPRCiGKpgJPvBs0aEBoaCiBgYFMnTqVSpUqERwczFtvvZVVJj4+PlvX8/T0dD799FPi4uIwMTGhRo0abNiwAT8/v4IOTwghCpS1mSGzetWiex0nxoZGcPl2Kh/8epQONeyY0sULe0tjXYcohBAlhlar8PvhWL7aFE3Ko0zUeirea1GZET5VMTFU6zo8IYTIU4EPrqYrMuCKEELXHmVo+H5HDAt2XyRTq2BupM/nHavzVkMX9PSky2NpI9elgid1Wrqdv5lC4KoIDl9+PKZGrQqWBPWoiaej/F8QQuhOfq9NMpGhEEIUEGMDNZ91qI5/LUfGrIzgxNV7TFh9mtXH4wjq4Y27nbmuQxRCiGInLVNDyM4LhOw6T4ZGwdRQzae+1Xi7aUXUclNTCFFMyPw3QghRwKrbW7Dyw6ZM7VqDMkb6HL1yl05zwvlm61keZWh0HZ4QQhQbhy7dwe+7cL7bHkOGRqFtdVvCAloxqHklSbqFEMWKtHgLIUQhUOupGNCkIu097Ziw+gzbom7w/Y7zrD8Vz/Tu3jRxK6vrEIUQoshKepjBV5ui+f3Q4zGBypUxYkqXGvh528to5UKIYkkSbyGEKEQOlib8OKAeW84kMHHNGS4lPqDPj//wZn1nAv2qY2VqqOsQhRCiyFAUhY0RCUxed4ZbKWkA9GnozJjXPLA0NdBxdEII8eIk8RZCiEKmUql4zcuBplXKMXNzNMv+iWXFkatsj77BRP8a+Nd0kBYcIUSpd/3eQyasPs326JsAVC5vRlB3bxpVlh5CQojiT57xFkKIV8TC2IAvu3nz95AmVLEtQ+L9dIb/fpx3lhzm6p1UXYcnhBA6odEqLN53ifazd7M9+iYGahUjfKqyaUQLSbqFECWGJN5CCPGK1a9ow4bhzQlo746hWo9dZ2/h++0efgq/SKZGq+vwhBDilYm8nkyPkH1MWRfJg3QN9V2t2Ti8BaPau2OkL/NyCyFKDulqLoQQOmCkr2a4T1U61XQgcFUEhy7d4csNUaw5cZ2gHt54OVnqOkQhhCg0jzI0BG+L4cfwi2i0CuZG+ozxq06fBi7oyWjlQogSSFq8hRBCh9zKl+GP9xrzVQ9vLIz1iYhLousP+5i+MYrU9ExdhyeEEAVub0wiHYL3MH/3BTRaBT9ve7Z90oq3GrlK0i2EKLGkxVsIIXRMT09F74YutPWwZeq6SNafimfhnotsOh3Pl928aeVeXtchCiHES7vzIJ0vN0Sy6lgcAPYWxnzRzYv2nnY6jkwIIQqfJN5CCFFE2JobM7dvXXrUvcGE1We4euchby86RLfajozv7Em5Mka6DlEIIZ6boiisPhHHF+ujuPMgHZUK3m5SkU983TE3linChBClgyTeQghRxLStbkejUWX5Zus5luy/xOoT19l17hbj/DzoWa+CTD0mhCg2Ym+nMm51BOExiQBUtzcnqIc3dVysdRyZEEK8WpJ4CyFEEWRmpM9Ef0+61nZkzKoIouKT+ezvU4Qej2N6d28qljPTdYhCCJGnDI2Wn/deInjbOR5laDHS12NEu6q816IyBmoZYkgIUfrIXz4hhCjCajlbsXZYMwI7VsfYQI/9F27TIXgPP+w8T4ZMPSaEKIJOXr1Hl7n7+GpTNI8ytDSrUpYtI1sytHUVSbqFEKWWtHgLIUQRZ6DW44NWbnT0csjqsjlry1nWnbwuXTaFEEXGg7TMrEdktApYmRowvpMnr9d1kkdkhBClntx2FEKIYsKlrClLBzUk+M3a2JgZEp2QQo95+5m89gz302TqMVGwQkJCqFSpEsbGxtSrV4/w8PB8bbdv3z709fWpXbt2jvdWrlyJp6cnRkZGeHp6EhoaWsBRC13ZEX2D9rN3s2jf46S7ex0ntge0knEphBDifyTxFkKIYkSlUtGtjhPbAlrxet0KKAos2X+Z9rN3ExZ5Q9fhiRJixYoVjBw5knHjxnH8+HFatGhBx44diY2Nfep2SUlJDBgwAB8fnxzvHThwgDfffJP+/ftz8uRJ+vfvzxtvvMHBgwcL6zDEK3Az5REf/XaMQUuOcD3pEc42Jiwd1JBv36xNWZmJQQghsqgURVF0HURBSE5OxtLSkqSkJCwsLHQdjhBCvBL7zicyNjSCK7dTAejoZc/kLjWwszDWcWSiOF+XGjVqRN26dZk3b17WOg8PD7p160ZQUFCe2/Xu3ZuqVauiVqtZvXo1J06cyHrvzTffJDk5mU2bNmWte+2117C2tub333/PV1zFuU5LGq1WYcWRqwRtjCL5USZqPRWDm1diRLuqmBrKk4xCiNIjv9cmafEWQohirFmVcmwZ2ZIPW7uh1lOx6XQC7b7ZzbJ/rqDVloj7quIVS09P5+jRo/j6+mZb7+vry/79+/PcbvHixVy4cIFJkybl+v6BAwdy7LNDhw5P3WdaWhrJycnZFqF752/ep/eP/xC4KoLkR5l4O1my5qNmBPp5SNIthBB5kMRbCCGKOWMDNaNfq876j5tTy9mKlLRMxq8+zRsLDhBzI0XX4YliJjExEY1Gg52dXbb1dnZ2JCQk5LpNTEwMY8aMYfny5ejr5554JSQkPNc+AYKCgrC0tMxanJ2dn/NoREFKy9Tw3bYY/L4L59ClO5gaqpnQ2ZPQoU3xcrLUdXhCCFGkSeIthBAlhIeDBas+bMpkf0/MDNUcuXIXvznhzA47x6MMja7DE8XMfwfEUhQl10GyNBoNffv2ZcqUKbi7uxfIPp8IDAwkKSkpa7l69epzHIEoSIcv36HTnL18u+0c6RotrauVZ+uolrzbvBL6MkWYEEI8k/QHEkKIEkStp2Jgs0r41rBn4prTbIu6yZztMaw/dZ2g7t40qlxW1yGKIq5cuXKo1eocLdE3b97M0WINkJKSwpEjRzh+/DjDhg0DQKvVoigK+vr6bN26lbZt22Jvb5/vfT5hZGSEkZEM0KVLSQ8zmLk5muUHHw+sV66MIZP8a9C5poOMVi6EEM9BblEKIUQJ5Ghlwo8D6hPyVl3Kmxtx8dYD3lz4D2NWniIpNUPX4YkizNDQkHr16hEWFpZtfVhYGE2bNs1R3sLCgoiICE6cOJG1DBkyhGrVqnHixAkaNWoEQJMmTXLsc+vWrbnuU+ieoihsioin/ezdWUl37wbObAtohX8tR0m6hRDiOUmLtxBClFAqlQo/bweaVSnHjM3R/HYwlj8OX2Vb1E0md/Gkk7e0WIncBQQE0L9/f+rXr0+TJk1YuHAhsbGxDBkyBHjcBTwuLo6lS5eip6eHl5dXtu1tbW0xNjbOtn7EiBG0bNmSGTNm0LVrV9asWcO2bdvYu3fvKz028WzX7z1k4pozbIt6PEVh5XJmTOvuTRM36TEjhBAvShJvIYQo4SxNDJje3ZtutZ0IXHWKC7ceMOy346yqHscX3bxwsjLRdYiiiHnzzTe5ffs2U6dOJT4+Hi8vLzZu3IirqysA8fHxz5zT+7+aNm3KH3/8wfjx45kwYQJubm6sWLEiq0Vc6J5Gq7DsnyvM3BzNg3QNBmoVH7ZyY2ibKhgbqHUdnhBCFGsyj7cQQpQiaZka5u26QMjOC6RrtJgaqvnUtxpvN62IWk9avwuSXJcKntRp4YlOSGbMyghOXL0HQD1Xa4J6eONuZ67bwIQQoojL77VJWryFEKIUMdJXM7KdO51rOjB21WkOXb7D1PWRrD4RR1APb2o4ypRAQpQmjzI0zNkew8I9F8nUKpgb6fN5x+q81dAFPbkZJ4QQBUYGVxNCiFKoiq05f7zfmKAe3pgb63PqWhJd5u4jaFMUD9Nl6jEhSoP95xN5LXgPIbsukKlVeK2GPds+aUX/xq6SdAshRAGTFm8hhCil9PRU9Gnogk91W6asj2TDqXgW7L7IpogEpnX3okXV8roOUQhRCO4+SGfaxij+PnoNAHsLY6Z0rUGHGvY6jkwIIUouSbyFEKKUs7Uw5oe+dele+wYT15wm9k4q/X8+RI86Tozr5EHZMjKPshAlgaIorDlxnanrI7nzIB2VCgY0duXTDtUwNzbQdXhCCFGiSeIthBACgHaedjR2K8s3W8+yZP9lVh2PY+fZm4zv5EmPuk4y9ZgQxdjVO6mMW32aPeduAVDNzpyg172p62Kt48iEEKJ0kMRbCCFEljJG+kzyr0HX2k6MWXmK6IQUPvnrJKHH45jW3QvXsma6DlEI8RwyNVoW7bvE7LBzPMrQYqivxwifqrzXojKG+jLUjxBCvCryF1cIIUQOtZ2tWPdxc0a/Vh0jfT32nk/E99s9zNt1gQyNVtfhCSHy4dS1e3SZu4/pG6N5lKGlSeWybBnZko/aVJGkWwghXjFp8RZCCJErA7UeH7Z2w8/bnnGhp9l7PpEZm6NZcyKOr16vSW1nK12HKITIxYO0TGaHnWPxvktoFbA0MWBcJw961asgj4wIIYSOyO1OIYQQT+Va1oxf323I7DdqYW1qQHRCCt1D9jF57Rnup2XqOjwhxL/sjL6J77d7+Hnv46S7a21Htn/SijfqO0vSLYQQOiQt3kIIIZ5JpVLRo24FWrmXZ9qGKFYdj2PJ/stsOZPAF129aOdpp+sQhSjVbqWkMXV9JOtOXgeggrUJX3bzonU1Wx1HJoQQAiTxFkII8RzKljFi9pu16V7XiXGhj6ceG7z0CJ28HZjk74mthbGuQxSiVFEUhT+PXGXahiiSH2Wip4J3m1diVHt3TA3la54QQhQV8hdZCCHEc2tRtTxbRrbku+0x/Bh+kQ0R8eyJuUVgRw96N3BGT0+6tApR2C7euk/gqggOXroDgJeTBV/1qImXk6WOIxNCCPFfkngLIYR4ISaGasZ0rI5/LQcCV0Vw6loSY0MjCD1+jaAe3lSxNdd1iEKUSOmZWhbsvsD3O8+TnqnFxEDNJ77uDGxaEX21DN8jhBBFkfx1FkII8VJqOFoSOrQZEzt7Ymqo5vDlu/h9t5fgbedIy9ToOjwhSpSjV+7QaU4434SdIz1TSyv38mwd1ZLBLSpL0i2EEEWYtHgLIYR4aWo9FYOaV6KDlz0TVp9mR/RNgrfFsO7kdYJ61KRhJRtdhyhEsZb8KIOZm6NZfjAWRYGyZoZM9PekSy1HGa1cCCGKAUm8hRBCFBgnKxN+frs+GyLimbw2kgu3HvDGggP0aejCmI7VsTQx0HWIQhQ7m08nMGntaW4kpwHwRv0KjPXzwMrUUMeRCSGEyC9JvIUQQhQolUpF55qOtKhSnq82R/H7oav8fiiWbVE3mNKlBh297KWFToh8SEh6xMQ1p9kaeQOASuXMmNbdi6Zu5XQcmRBCiOclibcQQohCYWlqQFCPmnSr7URgaAQXbz1g6PJjtPOwZWpXLxytTHQdohBFklarsPzgFWZsPsv9tEz09VR82NqNj9pUwdhArevwhBBCvIBCSbzj4uIYPXo0mzZt4uHDh7i7u/Pzzz9Tr169PLfZvXs3AQEBnDlzBkdHRz7//HOGDBlSGOEJIUoDRfnXv/n8+ck2z/0zL7Hti37WCxxfvn8m/+XzEXsjRWGzv5Z1J++w/mQcaWcVJs/eTs96FfDxsEOtKuj6+3eML1hnbm3BwhEhXrWzCSkErjrFsdh7ANRxseKrHjWpZi+zBAghRHFW4In33bt3adasGW3atGHTpk3Y2tpy4cIFrKys8tzm0qVL+Pn58d5777Fs2TL27dvH0KFDKV++PK+//npBh/h06akQtbaAv8ySv/Iv9WWTl9i2kL/A6vhLv24SpeJeTzxn+RfZfyHWjShyDIHXgdf/fdU5/r+lKOq3ShJv8Uo9ytAwd8d55u++QKZWoYyRPqNfq8ZbjVzR05NHM4QQorgr8MR7xowZODs7s3jx4qx1FStWfOo28+fPx8XFheDgYAA8PDw4cuQIX3/99atPvB/dg9APXu1nCiFKsP99YVapnv5z1jPP+f2Z5yz/tJ9zi+s5Yn/OnxUV3H2QQUJyGhpFQYWKsuZG2FmYoPfkc1/6mJ68zM+x5vKzaVmEeFUOXLjN2NAILiU+AMDX046pXb2wtzTWcWRCCCEKSoEn3mvXrqVDhw706tWL3bt34+TkxNChQ3nv/9i787iqqvWP4x/mScUZERAVJxTMgXIeKoech7qapmla5pA5ZOU8K6Zp1i3M+qllmZnllJpK5ZiWZVoozhMOIKIpODCds39/kOeKoIEBh+H7fr143c5m7X2eveSedZ69n73WSy/dd589e/bQqlWrVNtat27NokWLSEpKwsEh7Sy4CQkJJCQkWF7HxsZmzQnYOaWUGAJZ/4Xv7v/Oii+xZLx9tp1HRv47C8/joc81K84jI+d393tl4Tml+e/sOI/0/pt7tmfHOZGx9tmWiN3vv//FOWnisAeyAYoDSbHxTPn2EBvDouAK+OLKjM6BNK6siaOkYLh2K5GZGw/z1W/nAfAo4sSUjgE8FVDGypGJiEhWy/LE+9SpUyxYsICRI0cyduxY9u7dy6uvvoqTkxPPP/98uvtERUXh4eGRapuHhwfJycnExMTg6emZZp/g4GCmTJmS1eGDWwnovTrrjysiIql4FHEm5Lm6hIZfYsKag5y9cotei37h6TrejGvnT3E3LZUk+ZNhGKz74yLT1ocTcyMRGxvoVc+X15+qShFnLbknIpIfZXnibTabCQoKYubMmQDUrl2bQ4cOsWDBgvsm3kCapWWMv58Hvd+SM2PGjGHkyJGW17Gxsfj4+Pzb8EVEJIe1rO5B/YrFmbvlGJ/uOcM3v59n69FoJrT3p3MtLy09JvnKuau3GL/mINuPXQagikchgrsGUte3uJUjExGR7GSb1Qf09PSkevXqqbb5+/sTERFx333KlClDVFRUqm3R0dHY29tTokT6z9k5OTlRpEiRVD8iIpI3FXZ2YHLHGqwa1JBqZQpz9WYiI1b8wfOL9xJx5Za1wxP515JNZj7ecYpW7+xg+7HLONrZ8lrLKqwf2kRJt4hIAZDliXejRo04evRoqm3Hjh3D19f3vvs0aNCA0NDQVNu2bNlCUFBQus93i4hI/lS7XDG+HdqY11tXxdHelp3HY2g1fzsfbj9Jksls7fBEHsrBC9fpHPITMzYe5naSiXoVivPd8CYMfbIyjvZZ/lVMRERyoSz/tB8xYgQ///wzM2fO5MSJE3zxxRd89NFHDBkyxNJmzJgxqcrOBw4cyNmzZxk5ciSHDx9m8eLFLFq0iFGjRmV1eCIikss52Nky5PFKbB7elIZ+JYhPMjPruyN0fP8n/jh3zdrhiWTYrcRkZmwIp+P7uzh4IRZ3FwdmP12TLwfUx69UIWuHJyIiOcjGMIwsX/h2/fr1jBkzhuPHj1OhQgVGjhyZalbzvn37cubMGbZt22bZtn37dkaMGMGhQ4coW7Ysb775JgMHDszwe8bGxuLu7s7169dVdi4ikk8YhsE3v19g+oZwrt1KwtYG+jaswGutquDmlOXTlGQpjUtZLy/16baj0YxbfZAL124D0OGRskxsX51ShZ2sHJmIiGSljI5N2ZJ4W0NeGoxFRCRzYm4kMH19OGsOXATAq6gL0zrX4IlqHv+wp/Xk9XEpJCSEOXPmEBkZSY0aNZg/fz5NmjRJt+2uXbt48803OXLkCLdu3cLX15eXX36ZESNGpGo3f/58FixYQEREBCVLluSZZ54hODgYZ+eMrVedF/o05kYC09aHs/auv9XpnQN4vFppK0cmIiLZIaNjU+6+XSAiIgKULOTE/Gdr06WON+NWh3H+r9v0++Q32tX0ZFKH6pQunLHETTJmxYoVDB8+nJCQEBo1asTChQtp06YN4eHhlCtXLk17Nzc3XnnlFWrWrImbmxu7du3i5Zdfxs3NjQEDBgCwbNkyRo8ezeLFi2nYsCHHjh2jb9++ALzzzjs5eXrZwjAMVu47z4wNh7l+O6U644VGFRjZMvdXZ4iISPbTHW8REclTbiUm8+73x/m/XacxmQ2KONsztq0/3YJ8sLXNPUuP5eVxqV69etSpU4cFCxZYtvn7+9O5c2eCg4MzdIyuXbvi5ubGZ599BsArr7zC4cOH+eGHHyxtXnvtNfbu3cvOnTszdMzc2qenY24ydlUYe05dAaBG2SLM6lqTQG93K0cmIiLZLaNjk6bSFBGRPMXV0Z4xbf1ZO6QRgV7uxMYnM3pVGM9+/DMnom9YO7w8LzExkX379tGqVatU21u1asXu3bszdIz9+/eze/dumjVrZtnWuHFj9u3bx969ewE4deoUGzdupF27dvc9TkJCArGxsal+cpPEZDMfbD1B6/k72HPqCs4OtoxtWy3lb1NJt4iI3EW1TyIikicFeLmzenBDPt1zlrlbjrL39FXavruTV56oxMBmflqm6SHFxMRgMpnw8Ej9/LyHhwdRUVEP3Nfb25vLly+TnJzM5MmTefHFFy2/e/bZZ7l8+TKNGzfGMAySk5MZNGgQo0ePvu/xgoODmTJlyr87oWzye8RfjPkmjKOX4gBoWqUUMzoH4FPc1cqRiYhIbqRvJSIikmfZ29nSv3EFtoxoSvOqpUg0mZkXeox27+3ktzNXrR1enmZjk7ps3zCMNNvutXPnTn777Tc+/PBD5s+fz/Llyy2/27ZtGzNmzCAkJITff/+dVatWsX79eqZNm3bf440ZM4br169bfs6dO/fvTioLxMUnMXHtQZ5esJujl+Io4ebIu8/W4tMXHlXSLSIi96U73iIikud5F3NlSd9HWf9nJFO+PcTx6Bs88+EenqtXjjfbVKOIs4O1Q8wzSpYsiZ2dXZq729HR0Wnugt+rQoUKAAQGBnLp0iUmT55Mjx49AJgwYQK9e/e23AUPDAzk5s2bDBgwgHHjxmFrm/ZegJOTE05OuWf5rS2Hopi49hBRsfEAPFPXm3Ft/Snm5mjlyEREJLfTHW8REckXbGxs6PBIWb4f2YxnH/UBYNkvEbSYu51NByPJJ3OJZjtHR0fq1q1LaGhoqu2hoaE0bNgww8cxDIOEhATL61u3bqVJru3s7DAMI9f/21yKjWfgZ/sY8Nk+omLjKV/ClS9erMfb/3lESbeIiGSI7niLiEi+UtTVkVlP16RTLS/GrQ7jVMxNBn7+Oy2rezC1Uw083V2sHWKuN3LkSHr37k1QUBANGjTgo48+IiIigoEDBwIpJeAXLlxg6dKlAHzwwQeUK1eOatWqASnrer/99tsMHTrUcswOHTowb948ateuTb169Thx4gQTJkygY8eO2NnZ5fxJZoDZbLBsbwSzvztCXEIy9rY2vNysIkOfqIyzQ+6MWUREcicl3iIiki818CvBxmFNCNl6ggXbTxIafok9J6/weuuq9Krvi10uWnost+nevTtXrlxh6tSpREZGEhAQwMaNG/H19QUgMjKSiIgIS3uz2cyYMWM4ffo09vb2+Pn5MWvWLF5++WVLm/Hjx2NjY8P48eO5cOECpUqVokOHDsyYMSPHzy8jjl2KY8yqMPad/QuAWj5FCe4aiL9n7lnGTERE8g6t4y0iIvnevUlU7XIpSVS1Mtk3Xmhcyno50afxSSbLxZokk4Gbox1vPFVNF2tERCRdWsdbRETkb1U8CrPy5QZM6xxAYSd79kdco/17u5iz+QjxSSZrhye5xM+nrtD2vZ289+MJkkwGLfw9CB3ZjD4NyyvpFhGRf0Wl5iIiUiDY2trQu74vLf09mLzuEJsORfHB1pNs+DOSmV0CaVippLVDFCu5fiuJ4O8O8+WvKcuVlS7sxJSONXgqoMw/LqEmIiKSEUq8RUSkQCnj7syHveuy+VAUk9Ye4syVW/T8v1+0NFQBZBiGZQm6mBuJADxXrxxvPFUNdxctQSciIllHibeIiBRIrWuUoaFfCeZsPspnP5/l633n+fFINBPbV6dTrbK605nPnf/rFhPWHGTr0csAVCpdiOCugTxavriVIxMRkfxIibeIiBRYhZ0dmNopgE61vBiz6k+OXbrB8BUHuHozkX6NK1g7PMkmsfFJtH13J7HxyTja2TLk8UoMbF4RJ3stESYiItlDibeIiBR4dX2LsX5oEz7eeYrleyN4uo63tUOSbFTE2YHn6vuy7+xfzOwSSKXShawdkoiI5HNKvEVERABH+5Q7ny82qaA7nwXAiBZVsLe1wVazlYuISA5Q4i0iInIXJd0Fg6O9VlQVEZGco1FHREREREREJBsp8RYRERERERHJRkq8RURERERERLKREm8RERERERGRbKTEW0RERERERCQbKfEWERERERERyUZKvEVERERERESykRJvERERERERkWxkb+0AsophGADExsZaORIREZH/jUd3xif59zTWi4hIbpPR8T7fJN5xcXEA+Pj4WDkSERGR/4mLi8Pd3d3aYeQLGutFRCS3+qfx3sbIJ5fizWYzFy9epHDhwtjY2PyrY8XGxuLj48O5c+coUqRIFkWYv6nPMk99lnnqs8xRf2VeVvaZYRjExcVRtmxZbG31ZFdW0FhvXeqzzFOfZZ76LPPUZ5lnjfE+39zxtrW1xdvbO0uPWaRIEf3xZpL6LPPUZ5mnPssc9VfmZVWf6U531tJYnzuozzJPfZZ56rPMU59lXk6O97oELyIiIiIiIpKNlHiLiIiIiIiIZCMl3ulwcnJi0qRJODk5WTuUPEN9lnnqs8xTn2WO+ivz1GcFh/6tM099lnnqs8xTn2We+izzrNFn+WZyNREREREREZHcSHe8RURERERERLKREm8RERERERGRbKTEW0RERERERCQbKfEWERERERERyUYFNvEOCQmhQoUKODs7U7duXXbu3PnA9tu3b6du3bo4OztTsWJFPvzwwxyKNPfITJ+tWrWKli1bUqpUKYoUKUKDBg3YvHlzDkZrfZn9G7vjp59+wt7enlq1amVvgLlQZvssISGBcePG4evri5OTE35+fixevDiHos0dMttny5Yt45FHHsHV1RVPT09eeOEFrly5kkPRWt+OHTvo0KEDZcuWxcbGhjVr1vzjPvr8z7s01meexvrM03ifeRrvM0djfebk2rHeKIC+/PJLw8HBwfj444+N8PBwY9iwYYabm5tx9uzZdNufOnXKcHV1NYYNG2aEh4cbH3/8seHg4GB8/fXXORy59WS2z4YNG2a89dZbxt69e41jx44ZY8aMMRwcHIzff/89hyO3jsz21x3Xrl0zKlasaLRq1cp45JFHcibYXOJh+qxjx45GvXr1jNDQUOP06dPGL7/8Yvz00085GLV1ZbbPdu7cadja2hrvvvuucerUKWPnzp1GjRo1jM6dO+dw5NazceNGY9y4ccY333xjAMbq1asf2F6f/3mXxvrM01ifeRrvM0/jfeZorM+83DrWF8jE+7HHHjMGDhyYalu1atWM0aNHp9v+jTfeMKpVq5Zq28svv2zUr18/22LMbTLbZ+mpXr26MWXKlKwOLVd62P7q3r27MX78eGPSpEkFbiDObJ999913hru7u3HlypWcCC9XymyfzZkzx6hYsWKqbe+9957h7e2dbTHmZhkZjPX5n3dprM88jfWZp/E+8zTeZ47G+n8nN431Ba7UPDExkX379tGqVatU21u1asXu3bvT3WfPnj1p2rdu3ZrffvuNpKSkbIs1t3iYPruX2WwmLi6O4sWLZ0eIucrD9teSJUs4efIkkyZNyu4Qc52H6bN169YRFBTE7Nmz8fLyokqVKowaNYrbt2/nRMhW9zB91rBhQ86fP8/GjRsxDINLly7x9ddf065du5wIOU8q6J//eZXG+szTWJ95Gu8zT+N95miszxk59flvn2VHyiNiYmIwmUx4eHik2u7h4UFUVFS6+0RFRaXbPjk5mZiYGDw9PbMt3tzgYfrsXnPnzuXmzZt069YtO0LMVR6mv44fP87o0aPZuXMn9vYF7v+WD9Vnp06dYteuXTg7O7N69WpiYmIYPHgwV69eLRDPfT1MnzVs2JBly5bRvXt34uPjSU5OpmPHjvz3v//NiZDzpIL++Z9XaazPPI31mafxPvM03meOxvqckVOf/wXujvcdNjY2qV4bhpFm2z+1T297fpbZPrtj+fLlTJ48mRUrVlC6dOnsCi/XyWh/mUwmevbsyZQpU6hSpUpOhZcrZeZvzGw2Y2Njw7Jly3jsscdo27Yt8+bN45NPPikQV8HvyEyfhYeH8+qrrzJx4kT27dvHpk2bOH36NAMHDsyJUPMsff7nXRrrM09jfeZpvM88jfeZo7E+++XE53+Bu9RWsmRJ7Ozs0lwlio6OTnOl444yZcqk297e3p4SJUpkW6y5xcP02R0rVqygf//+rFy5khYtWmRnmLlGZvsrLi6O3377jf379/PKK68AKYOMYRjY29uzZcsWnnjiiRyJ3Voe5m/M09MTLy8v3N3dLdv8/f0xDIPz589TuXLlbI3Z2h6mz4KDg2nUqBGvv/46ADVr1sTNzY0mTZowffr0fH9H72EU9M//vEpjfeZprM88jfeZp/E+czTW54yc+vwvcHe8HR0dqVu3LqGhoam2h4aG0rBhw3T3adCgQZr2W7ZsISgoCAcHh2yLNbd4mD6DlKvfffv25YsvvihQz5Vktr+KFClCWFgYBw4csPwMHDiQqlWrcuDAAerVq5dToVvNw/yNNWrUiIsXL3Ljxg3LtmPHjmFra4u3t3e2xpsbPEyf3bp1C1vb1B/7dnZ2wP+u7EpqBf3zP6/SWJ95GuszT+N95mm8zxyN9Tkjxz7/s3SqtjzizrT8ixYtMsLDw43hw4cbbm5uxpkzZwzDMIzRo0cbvXv3trS/M8X8iBEjjPDwcGPRokUFdomRjPbZF198Ydjb2xsffPCBERkZafm5du2atU4hR2W2v+5VEGc5zWyfxcXFGd7e3sYzzzxjHDp0yNi+fbtRuXJl48UXX7TWKeS4zPbZkiVLDHt7eyMkJMQ4efKksWvXLiMoKMh47LHHrHUKOS4uLs7Yv3+/sX//fgMw5s2bZ+zfv9+yLIs+//MPjfWZp7E+8zTeZ57G+8zRWJ95uXWsL5CJt2EYxgcffGD4+voajo6ORp06dYzt27dbftenTx+jWbNmqdpv27bNqF27tuHo6GiUL1/eWLBgQQ5HbH2Z6bNmzZoZQJqfPn365HzgVpLZv7G7FcSB2DAy32eHDx82WrRoYbi4uBje3t7GyJEjjVu3buVw1NaV2T577733jOrVqxsuLi6Gp6en8dxzzxnnz5/P4aitZ+vWrQ/8bNLnf/6isT7zNNZnnsb7zNN4nzka6zMnt471NoahmgMRERERERGR7FLgnvEWERERERERyUlKvEVERERERESykRJvERERERERkWykxFtEREREREQkGynxFhEREREREclGSrxFREREREREspESbxEREREREZFspMRbREREREREJBsp8RYRERERERHJRkq8RURERERERLKREm8RERERERGRbKTEW7LEJ598go2NjeXH3t4eb29vXnjhBS5cuJDj8fTt25fy5ctnap8zZ85gY2PDJ598ki0xPcjkyZNT9d/dP++//36Ox3O3kJCQdPskt/aXjY0NZ86cybb3trGxYfLkyQ+1b27sSxGR7JTe9wNPT0+effZZjh8/bu3wAChfvjx9+/a1vM7oZ/Kddun9BAUFZW/Q/2D37t1MnjyZa9eupfld8+bNad68eY7H9KD++jdja0Y8zPfCO3JjX0reZG/tACR/WbJkCdWqVeP27dvs2LGD4OBgtm/fTlhYGG5ubjkWx4QJExg2bFim9vH09GTPnj34+fllU1T/bNOmTbi7u6faVqFCBStFkyIkJISSJUum+lICube/ICW23Cg396WISHa68/0gPj6en376iRkzZrB161aOHDlCsWLFrB3evzJ06FB69uyZaluhQoWsFE2K3bt3M2XKFPr27UvRokVT/S4kJMQ6Qf0tvf4C8Pb2tkI0/yw396XkLUq8JUsFBARYrvI+/vjjmEwmpk2bxpo1a3juuefS3efWrVu4urpmaRwPk8A4OTlRv379LI0js+rWrUvJkiWtGkNGqb+yTm7oSxGR7HT394PmzZtjMpmYNGkSa9as4YUXXrBydP9OuXLl8tRnePXq1a36/nmtvx7E2n0peYtKzSVb3flgPXv2LJBS6lOoUCHCwsJo1aoVhQsX5sknnwQgMTGR6dOnU61aNZycnChVqhQvvPACly9fTnPcL774ggYNGlCoUCEKFSpErVq1WLRokeX36ZUUrVy5knr16uHu7o6rqysVK1akX79+lt/fr7Rs165dPPnkkxQuXBhXV1caNmzIhg0bUrW5U0q3detWBg0aRMmSJSlRogRdu3bl4sWLD91//xQbpC19vlOGfejQIXr06IG7uzseHh7069eP69evp9rXbDbz3//+l1q1auHi4kLRokWpX78+69atA1LK7w4dOsT27dstpWB3+jU39xdAUlISpUuXpnfv3ml+d+3aNVxcXBg5cqRlW0REBL169aJ06dI4OTnh7+/P3LlzMZvND3yfO/19rzvneKfsPS/3pYhIVruThF+6dCnV9t9++42OHTtSvHhxnJ2dqV27Nl999VWa/S9cuMCAAQPw8fHB0dGRsmXL8swzz1iOFx8fz2uvvUatWrVwd3enePHiNGjQgLVr12b/yd3lfqXI935PuTMOvP3228ybN48KFSpQqFAhGjRowM8//5xm/19++YUOHTpQokQJnJ2d8fPzY/jw4UDKuPT6668DKVVzd8acbdu23Temq1evMnjwYLy8vHB0dKRixYqMGzeOhISEVO1sbGx45ZVX+Oyzz/D398fV1ZVHHnmE9evXP3Qf3Wv48OG4ubkRGxub5nfdu3fHw8ODpKQkIOV7zOzZsy3fHUuXLs3zzz/P+fPnH/geGf1eldf7UnIXJd6SrU6cOAFAqVKlLNsSExPp2LEjTzzxBGvXrmXKlCmYzWY6derErFmz6NmzJxs2bGDWrFmEhobSvHlzbt++bdl/4sSJPPfcc5QtW5ZPPvmE1atX06dPH0tyn549e/bQvXt3KlasyJdffsmGDRuYOHEiycnJD4x/+/btPPHEE1y/fp1FixaxfPlyChcuTIcOHVixYkWa9i+++CIODg588cUXzJ49m23bttGrV68M95fJZCI5OdnyYzKZMrzvvZ5++mmqVKnCN998w+jRo/niiy8YMWJEqjZ9+/Zl2LBhPProo6xYsYIvv/ySjh07WpLF1atXU7FiRWrXrs2ePXvYs2cPq1evvu97Wru/7u4zBwcHevXqxTfffJNm8F6+fDnx8fGWuyyXL1+mYcOGbNmyhWnTprFu3TpatGjBqFGjeOWVVzIcz4Pk9r4UEclJp0+fBqBKlSqWbVu3bqVRo0Zcu3aNDz/8kLVr11KrVi26d++eKkG6cOECjz76KKtXr2bkyJF89913zJ8/H3d3d/766y8AEhISuHr1KqNGjWLNmjUsX76cxo0b07VrV5YuXZql52I2m9OMRYZhPNSxPvjgA0JDQ5k/fz7Lli3j5s2btG3bNtWF882bN9OkSRMiIiKYN28e3333HePHj7dcdHjxxRcZOnQoAKtWrbKMOXXq1En3PePj43n88cdZunQpI0eOZMOGDfTq1YvZs2fTtWvXNO03bNjA+++/z9SpU/nmm28oXrw4Xbp04dSpUxk6x/T66+7vY/369ePWrVtpLrhcu3aNtWvX0qtXLxwcHAAYNGgQb775Ji1btmTdunVMmzaNTZs20bBhQ2JiYjIUz4Pk9r6UPMYQyQJLliwxAOPnn382kpKSjLi4OGP9+vVGqVKljMKFCxtRUVGGYRhGnz59DMBYvHhxqv2XL19uAMY333yTavuvv/5qAEZISIhhGIZx6tQpw87OznjuueceGE+fPn0MX19fy+u3337bAIxr167dd5/Tp08bgLFkyRLLtvr16xulS5c24uLiLNuSk5ONgIAAw9vb2zCbzanOf/DgwamOOXv2bAMwIiMjHxjvpEmTDCDNj5eX131juwMwJk2alOZYs2fPTtVu8ODBhrOzsyXmHTt2GIAxbty4B8ZWo0YNo1mzZmm258b+Agw/Pz9Luz///NMAjI8++ijV/o899phRt25dy+vRo0cbgPHLL7+kajdo0CDDxsbGOHr0qGXb/fr7XnfO8fTp05ZtubEvRUSyU3rfDzZt2mSUKVPGaNq0qZGUlGRpW61aNaN27dqpthmGYbRv397w9PQ0TCaTYRiG0a9fP8PBwcEIDw/PcBzJyclGUlKS0b9/f6N27dqpfufr62v06dPH8vpBY+7d7rRL7yc0NNQwDMNo1qxZup/7935PuXOswMBAIzk52bJ97969BmAsX77css3Pz8/w8/Mzbt++fd/Y5syZk2YMuuPemD788EMDML766qtU7d566y0DMLZs2WLZBhgeHh5GbGysZVtUVJRha2trBAcH3zeeu8/xfj87d+60tK1Tp47RsGHDVPuHhIQYgBEWFmYYhmEcPnw43fHvl19+MQBj7Nixlm336++MfK/KjX0peZPueEuWql+/Pg4ODhQuXJj27dtTpkwZvvvuOzw8PFK1e/rpp1O9Xr9+PUWLFqVDhw6prn7WqlWLMmXKWEp6QkNDMZlMDBkyJFNxPfroowB069aNr776KkMzrd+8eZNffvmFZ555JtUkKXZ2dvTu3Zvz589z9OjRVPt07Ngx1euaNWsCPPBu/N2+//57fv31V8vPxo0bM7RfetKLJT4+nujoaAC+++47gEz35f3khv769ddfWbNmjeX3gYGB1K1blyVLlli2HT58mL1796Z6zODHH3+kevXqPPbYY6mO37dvXwzD4Mcff8xQPFnFGn0pIpKd7v5+8NRTT1GsWDHWrl2LvX3KdEMnTpzgyJEjlvlg7v4u0LZtWyIjIy2fe9999x2PP/44/v7+D3zPlStX0qhRIwoVKoS9vT0ODg4sWrSIw4cPZ+m5DRs2LM1YVK9evYc6Vrt27bCzs7O8vvez/NixY5w8eZL+/fvj7Oz874MnZQx0c3PjmWeeSbX9zkSgP/zwQ6rtjz/+OIULF7a89vDwoHTp0hkeb9Lrr19//ZVatWpZ2rzwwgvs3r071Vi3ZMkSHn30UQICAoCUCom747zjsccew9/fP03cOSGn+1LyFk2uJllq6dKl+Pv7Y29vj4eHR7qzS7u6ulKkSJFU2y5dusS1a9dwdHRM97h3yoXuPO+d2ZkvmzZtypo1a3jvvfd4/vnnSUhIoEaNGowbN44ePXqku89ff/2FYRjpnkPZsmUBuHLlSqrtJUqUSPXayckJIFWp/IM88sgjWTZZ2D/FcvnyZezs7ChTpkyWvF9u7a9+/foxZMgQjhw5QrVq1ViyZAlOTk6p/t2vXLmS7jIj94s7u1mjL0VEstOd7wdxcXGsWLGChQsX0qNHD8tF4Dtl0qNGjWLUqFHpHuPu7wL/9D1g1apVdOvWjf/85z+8/vrrlClTBnt7exYsWMDixYuz8MxSvpNk1fJhGRm777xnVrly5QplypRJM19J6dKlsbe3/8fx5k6cGR1vMtJfzz33HKNGjeKTTz4hODiY8PBwfv3111SziN+J635jpTWS15zuS8lblHhLlvL39//HD9P0JqK6MyHUpk2b0t3nztXAO8+Knz9/Hh8fn0zF1qlTJzp16kRCQgI///wzwcHB9OzZk/Lly9OgQYM07YsVK4atrS2RkZFpfndn0qqcmlH7zlXteyfm+DcJYalSpTCZTERFRWXJ8lu5qb/u1qNHD0aOHMknn3zCjBkz+Oyzz+jcuXOq5WtKlCjx0HHf/W9z5wsS8K+eLcutfSki8rDu/n5wZ9WT//u//+Prr7/mmWeesXymjRkzJt1nYQGqVq0KpIxf/zR51ueff06FChVYsWJFqu8d946j2c3Z2TnNxKbw8GPE3d+DskqJEiX45ZdfMAwjVV9FR0eTnJxslfGmWLFidOrUiaVLlzJ9+nSWLFmCs7Nzqovmd5LWyMjINBciLl68mOGx+27/9kJ7buxLyT1Uai65Qvv27bly5Qomk4mgoKA0P3cG21atWmFnZ8eCBQse+r2cnJxo1qwZb731FgD79+9Pt52bmxv16tVj1apVqa48ms1mPv/8c7y9vVNNCpOdPDw8cHZ25s8//0y1/d/MztqmTRuAf+zLjF55zU39dbdixYrRuXNnli5dyvr164mKikpVZg7w5JNPEh4ezu+//55q+9KlS7GxseHxxx+/7/Hv3Cm/99/m22+/TdM2r/eliEhWmT17NsWKFWPixImYzWaqVq1K5cqV+eOPP9L9HhAUFGS5CN+mTRu2bt2a5pGbu9nY2ODo6Jgq+YmKisrxWc3Lly/PsWPHUiV4V65cYffu3Q91vCpVquDn58fixYsfeBEhM1VPTz75JDdu3Ej1qBZgmYTuzuozOe2FF17g4sWLbNy4kc8//5wuXbqkWkf7iSeeAFIustzt119/5fDhww+MOzPfq/JDX0ruoDvekis8++yzLFu2jLZt2zJs2DAee+wxHBwcOH/+PFu3bqVTp0506dKF8uXLM3bsWKZNm8bt27cty2WFh4cTExPDlClT0j3+xIkTOX/+PE8++STe3t5cu3aNd999FwcHB5o1a3bfuIKDg2nZsiWPP/44o0aNwtHRkZCQEA4ePMjy5cvTvXufHWxsbOjVqxeLFy/Gz8+PRx55hL179/LFF1889DGbNGlC7969mT59OpcuXaJ9+/Y4OTmxf/9+XF1dLbN4BgYG8uWXX7JixQoqVqyIs7MzgYGB6R4zp/tr3759uLu7p9levXr1VI8z9OvXjxUrVvDKK6/g7e1NixYtUrUfMWIES5cupV27dkydOhVfX182bNhASEgIgwYNemCS27ZtW4oXL07//v2ZOnUq9vb2fPLJJ5w7dy5N29zclyIiOalYsWKMGTOGN954gy+++IJevXqxcOFC2rRpQ+vWrenbty9eXl5cvXqVw4cP8/vvv7Ny5UoApk6dynfffUfTpk0ZO3YsgYGBXLt2jU2bNjFy5EiqVatG+/btWbVqFYMHD+aZZ57h3LlzTJs2DU9PT44fP55j59m7d28WLlxIr169eOmll7hy5QqzZ89O88hdZnzwwQd06NCB+vXrM2LECMqVK0dERASbN29m2bJlAJax5d1336VPnz44ODhQtWrVVM8T3/H888/zwQcf0KdPH86cOUNgYCC7du1i5syZtG3bNs2Y+W9FRESku0RaqVKl8PPzs7xu1aoV3t7eDB48mKioqDTrvVetWpUBAwbw3//+F1tbW9q0acOZM2eYMGECPj4+aVZyuVtmvlfl5r6UPMaaM7tJ/nFn1tJff/31ge369OljuLm5pfu7pKQk4+233zYeeeQRw9nZ2ShUqJBRrVo14+WXXzaOHz+equ3SpUuNRx991NKudu3aqWamvHf2yvXr1xtt2rQxvLy8DEdHR6N06dJG27ZtU82geb8ZLnfu3Gk88cQThpubm+Hi4mLUr1/f+PbbbzN0/lu3bjUAY+vWrQ/slzszY1++fPm+ba5fv268+OKLhoeHh+Hm5mZ06NDBOHPmzH1n2b73WOnNsm0ymYx33nnHCAgIMBwdHQ13d3ejQYMGqc7vzJkzRqtWrYzChQsbgKVfc0N/3e/nzmyyd5+nj4/PA2dxP3v2rNGzZ0+jRIkShoODg1G1alVjzpw5lll077i3vw0jZdbZhg0bGm5uboaXl5cxadIk4//+7//S9Hdu7EsRkez0oO8Ht2/fNsqVK2dUrlzZMpP3H3/8YXTr1s0oXbq04eDgYJQpU8Z44oknjA8//DDVvufOnTP69etnlClTxnBwcDDKli1rdOvWzbh06ZKlzaxZs4zy5csbTk5Ohr+/v/Hxxx+nuxLFv53VfM6cOQ9s9+mnnxr+/v6Gs7OzUb16dWPFihX3nWU7vWOlN+7s2bPHaNOmjeHu7m44OTkZfn5+xogRI1K1GTNmjFG2bFnD1tY21XiQ3kzrV65cMQYOHGh4enoa9vb2hq+vrzFmzBgjPj4+TSxDhgxJE+O9fZief5rVPL0Va8aOHWsAho+PT5rx2DBSxve33nrLqFKliuHg4GCULFnS6NWrl3Hu3LlU7e7tb8PI+Pcqw8h9fSl5k41hPORCgyIiIiIiIiLyj/SMt4iIiIiIiEg2UuItIiIiIiIiko2UeIuIiIiIiIhkIyXeIiIiIiIiItlIibeIiIiIiIhINlLiLSIiIiIiIpKN7K0dQFYxm81cvHiRwoULY2NjY+1wRESkgDMMg7i4OMqWLYutra5zZwWN9SIikttkdLzPN4n3xYsX8fHxsXYYIiIiqZw7dw5vb29rh5EvaKwXEZHc6p/G+3yTeBcuXBhIOeEiRYpYORoRESnoYmNj8fHxsYxP8u9prBcRkdwmo+N9vkm875ScFSlSRIOxiIjkGiqJzjoa60VEJLf6p/FeD52JiIiIiIiIZCMl3iIiIiIiIiLZSIm3iIiIiIiISDbKN894Z4TZbCYxMdHaYUgu5uDggJ2dnbXDEBGRf8FkMpGUlGTtMOQhaSwWkfyowCTeiYmJnD59GrPZbO1QJJcrWrQoZcqU0YRIIiJ5jGEYREVFce3aNWuHIv+SxmIRyW8KROJtGAaRkZHY2dnh4+PzwIXNpeAyDINbt24RHR0NgKenp5UjEhGRzLiTdJcuXRpXV1clbXmQxmIRya8KROKdnJzMrVu3KFu2LK6urtYOR3IxFxcXAKKjoyldurRK3URE8giTyWRJukuUKGHtcORf0FgsIvlRgbj1azKZAHB0dLRyJJIX3Lk4o+cDRUTyjjuf2brAnj9oLBaR/KZAJN53qORMMkJ/JyIF17FLcUz59hBms2HtUOQh6TM8f9C/o4hkl+u3kpi09iDRcfE5+r4FotRcRETkQeKTTHyw9QQfbj9JksmgWpnCdH+0nLXDEhERkSxiGAbr/4xkyreHiLmRyJWbibzfs06OvX+BuuMt/2zbtm3Y2NhkaEbYzLQVEcmt9py8Qpt3d/LfH0+QZDJo4e9Bk8qlrB2WSLaaPHkytWrVsrzu27cvnTt3tlo8IiLZ6fxft+j3ya8MXb6fmBuJ+JVy4/kG5XM0Bt3xllQaNmxIZGQk7u7uWdpWRCS3uXYrkeCNR1jx2zkAShd2YkrHGjwVoCWMRERE8oNkk5lPdp9h7pZj3E4y4Whny+DH/RjU3A8n+5yduFF3vPORxMTEf30MR0fHDK+bmZm2IiK5hWEYrPvjIi3mbbck3c/VK0foyGa0CfTUZ9rfQkJCqFChAs7OztStW5edO3fet+2uXbto1KgRJUqUwMXFhWrVqvHOO+/ct/2XX36JjY2N7rDeR1aM5yIiBd3BC9fpErKb6RsOczvJxKPli7FxWGOGt6iS40k3KPHO1Zo3b84rr7zCK6+8QtGiRSlRogTjx4/HMFIm/SlfvjzTp0+nb9++uLu789JLLwGwe/dumjZtiouLCz4+Prz66qvcvHnTctyEhATeeOMNfHx8cHJyonLlyixatAhIWz5+9uxZOnToQLFixXBzc6NGjRps3Lgx3bYA33zzDTVq1MDJyYny5cszd+7cVOdUvnx5Zs6cSb9+/ShcuDDlypXjo48+yq4uFBFJ5dzVW7zwya+8+nepWaXShVg5sAEzugTi7uJg7fByjRUrVjB8+HDGjRvH/v37adKkCW3atCEiIiLd9m5ubrzyyivs2LGDw4cPM378eMaPH5/u5/vZs2cZNWoUTZo0ye7TyDPujPcjR46kZMmStGzZkvDwcNq2bUuhQoXw8PCgd+/exMTEWPYxm8289dZbVKpUCScnJ8qVK8eMGTMsv3/zzTepUqUKrq6uVKxYkQkTJmiGcBEpEG4nmgjeeJhOH/xE2IXrFHa2Z2aXQFYMaECl0oWtFleBLDU3DIPbSSarvLeLg12m7qZ8+umn9O/fn19++YXffvuNAQMG4Ovra0my58yZw4QJExg/fjwAYWFhtG7dmmnTprFo0SIuX75sSd6XLFkCwPPPP8+ePXt47733eOSRRzh9+nSqwfxuQ4YMITExkR07duDm5kZ4eDiFChVKt+2+ffvo1q0bkydPpnv37uzevZvBgwdTokQJ+vbta2k3d+5cpk2bxtixY/n6668ZNGgQTZs2pVq1ahnuFxGRzEiv1GzI45UY2LyiVa5653bz5s2jf//+vPjiiwDMnz+fzZs3s2DBAoKDg9O0r127NrVr17a8Ll++PKtWrWLnzp0MGDDAst1kMvHcc88xZcoUdu7cma1zhOSlsR5SxvtBgwbx008/cfXqVZo1a8ZLL73EvHnzuH37Nm+++SbdunXjxx9/BGDMmDF8/PHHvPPOOzRu3JjIyEiOHDliOV7hwoX55JNPKFu2LGFhYbz00ksULlyYN954I0vPVUQkN9lx7DLj1oRx7uptANoFejKpQ3VKF3G2cmQFNPG+nWSi+sTNVnnv8KmtcXXMeLf7+PjwzjvvYGNjQ9WqVQkLC+Odd96xJN5PPPEEo0aNsrR//vnn6dmzJ8OHDwegcuXKvPfeezRr1owFCxYQERHBV199RWhoKC1atACgYsWK933/iIgInn76aQIDA/+x7bx583jyySeZMGECAFWqVCE8PJw5c+akSrzbtm3L4MGDgZQr8u+88w7btm1T4i0i2eLgheuMWRVG2IXrADxWvjgzuwZSqXT6FxELusTERPbt28fo0aNTbW/VqhW7d+/O0DH279/P7t27mT59eqrtU6dOpVSpUvTv3/+Bpet3JCQkkJCQYHkdGxubofeHvDXWA1SqVInZs2cDMHHiROrUqcPMmTMtv1+8eDE+Pj4cO3YMT09P3n33Xd5//3369OkDgJ+fH40bN7a0v3NBHlIuhLz22musWLFCibeI5EtXbiQwfcNhVu+/AICnuzPTOgXQorqHlSP7nwKZeOcl9evXT3XVvEGDBsydOxeTKeUqflBQUKr2+/bt48SJEyxbtsyyzTAMzGYzp0+fJiwsDDs7O5o1a5ah93/11VcZNGgQW7ZsoUWLFjz99NPUrFkz3baHDx+mU6dOqbY1atSI+fPnYzKZsLNLuat09/42NjaUKVOG6OjoDMUjIpJRtxKTmf/9cRbtOo3JbFDE2Z6xbf3pFuSDra2e476fmJgYTCYTHh6pv6x4eHgQFRX1wH29vb25fPkyycnJTJ482XLHHOCnn35i0aJFHDhwIMOxBAcHM2XKlEzFn1fdPZ7v27ePrVu3plthdvLkSa5du0ZCQgJPPvnkfY/39ddfM3/+fE6cOMGNGzdITk6mSJEi2RK7iIi1GIbBN79fYPqGcK7dSsLGBvo0KM+o1lUp5JS7Ut3cFU0OcXGwI3xqa6u9d1Zyc3NL9dpsNvPyyy/z6quvpmlbrlw5Tpw4kanjv/jii7Ru3ZoNGzawZcsWgoODmTt3LkOHDk3T1jCMNKV1d55Hv5uDQ+rnKG1sbDCbzZmKS0TkQbYfu8z4u0rN2tf0ZGKH6pQubP1Ss7wivc/zfyqf3rlzJzdu3ODnn39m9OjRVKpUiR49ehAXF0evXr34+OOPKVmyZIZjGDNmDCNHjrS8jo2NxcfHJ0P75rWx/u7x3Gw206FDB95666007Tw9PTl16tQDj/Xzzz/z7LPPMmXKFFq3bo27uztffvllmnlXRETysjMxNxm7OozdJ68AUK1MYWY9XZNaPkWtG9h9FMjE28bGJtMlYNby888/p3lduXJly93je9WpU4dDhw5RqVKldH8fGBiI2Wxm+/btllLzf+Lj48PAgQMZOHCg5Zmy9BLv6tWrs2vXrlTbdu/eTZUqVe4br4hIVoq5kcD09eGsOXARAK+iLkzrXIMnquWeUrPcrmTJktjZ2aW5ux0dHZ3mLvi9KlSoAKSMNZcuXWLy5Mn06NGDkydPcubMGTp06GBpe+eCq729PUePHsXPzy/N8ZycnHBycnqo88hLY/296tSpwzfffEP58uWxt097DpUrV8bFxYUffvghVVXBHT/99BO+vr6MGzfOsu3s2bPZGrOISE5JMpn5eOcp3v3+OAnJZpzsbRneogovNqmAg13unTs890YmAJw7d46RI0dy9OhRli9fzn//+1+GDRt23/Zvvvkme/bsYciQIRw4cIDjx4+zbt06S6Jcvnx5+vTpQ79+/VizZg2nT59m27ZtfPXVV+keb/jw4WzevJnTp0/z+++/8+OPP+Lv759u29dee40ffviBadOmcezYMT799FPef//9VM+gi4hkB8MwWPnbOVrM286aAxextYF+jSqwZURTJd2Z5OjoSN26dQkNDU21PTQ0lIYNG2b4OIZhWJ7PrlatGmFhYRw4cMDy07FjRx5//HEOHDiQ4bvYBcWQIUO4evUqPXr0YO/evZw6dYotW7bQr18/TCYTzs7OvPnmm7zxxhssXbqUkydP8vPPP1tWKKlUqRIRERF8+eWXnDx5kvfee4/Vq1db+axERP69/RF/0eG/u5i96SgJyWYaVyrJlhFNGdTcL1cn3VBA73jnJc8//zy3b9/msccew87OjqFDh6aaIfZeNWvWZPv27YwbN44mTZpgGAZ+fn50797d0mbBggWMHTuWwYMHc+XKFcqVK8fYsWPTPZ7JZGLIkCGcP3+eIkWK8NRTT913bdY6derw1VdfMXHiRKZNm4anpydTp05NNbGaiEhWOx1zk3F3lZr5exZhVtdAHsmlpWZ5wciRI+nduzdBQUE0aNCAjz76iIiICAYOHAiklIBfuHCBpUuXAvDBBx9Qrlw5yySZu3bt4u2337Zc9HV2diYgICDVexQtWhQgzXaBsmXL8tNPP/Hmm2/SunVrEhIS8PX15amnnsLWNuWL5YQJE7C3t2fixIlcvHgRT09Py79Pp06dGDFiBK+88goJCQm0a9eOCRMmMHnyZCuelYjIw7uRkMzbm4/y6Z4zGAYUc3VgQvvqdKntlelVJKzFxkjvIdw8KDY2Fnd3d65fv55m8pD4+HhOnz5NhQoVcHbOO8/3NW/enFq1ajF//nxrh1Kg5NW/F5GCJslk5qMdp3j3h+MkJptxdrBlRIsq9GucO0rNHjQu5QUhISHMnj2byMhIAgICeOedd2jatCkAffv25cyZM2zbtg2A//73vyxcuJDTp09jb2+Pn58fL730Ei+//LIlUbxX3759uXbtGmvWrMlwTPlxrJf06d9TRO4IDb/ExLUHibweD0DX2l6Ma+dPiUIP9yhSVsvoeP9Q30xCQkIsH4R169b9xyVBEhISGDduHL6+vjg5OeHn58fixYtTtZk/fz5Vq1bFxcUFHx8fRowYQXx8/MOEJyIi+dzvEX/R/r1dzNl8lMRkM00ql2Tz8Ka83Cz3l5rlFYMHD+bMmTMkJCSwb98+S9IN8Mknn1iSboChQ4dy8OBBbt68yfXr1/n9998ZNGjQfZPuO8fITNItIiIFS3RsPIM+38dLS38j8no85Yq78ln/x5jXvVauSbozI9Ol5itWrGD48OGEhITQqFEjFi5cSJs2bQgPD6dcuXLp7tOtWzcuXbrEokWLqFSpEtHR0SQnJ1t+v2zZMkaPHs3ixYtp2LAhx44ds5Qn36+sWURECp64+CTe3nyUpT+fxTCguJsjE9r707lW3ik1ExERkfszmw2W/xrBrO+OEBefjJ2tDS81qciwJyvj4ph3J2zOdOI9b948+vfvb5lFc/78+WzevJkFCxYQHBycpv2mTZvYvn07p06donjx4kDKBF9327NnD40aNaJnz56W39+ZUKQgu/tugohIQbflUBQT1x4iKvbvUrM6XoxvV53ibo5WjkxERESywvFLcYxZFcZvZ/8CoKa3O8FdA6lR1t3Kkf17marHS0xMZN++fbRq1SrV9latWrF79+5091m3bh1BQUHMnj0bLy8vqlSpwqhRo7h9+7alTePGjdm3b58l0T516hQbN26kXbt2940lISGB2NjYVD8iIpL/XPq71GzAZ/uIik0pNfu8fz3mdaulpFtERCQfSEg2MS/0GG3f28lvZ//C1dGOie2rs3pwo3yRdEMm73jHxMRgMpnSrOPp4eGRZr3PO06dOsWuXbtwdnZm9erVxMTEMHjwYK5evWp5zvvZZ5/l8uXLNG7cGMMwSE5OZtCgQYwePfq+sQQHBzNlypTMhC8iInmI2Wzwxd4I3vruCHEJKaVmA5pW5NUn8napmYiIiPzPL6euMGZ1GKcu3wTgiWqlmdY5AK+iLlaOLGs91HJi9z5HZxjGfZ+tM5vN2NjYsGzZMtzdU65WzJs3j2eeeYYPPvgAFxcXtm3bxowZMwgJCaFevXqcOHGCYcOG4enpyYQJE9I97pgxYxg5cqTldWxsrNYBFRHJJ+4tNXvE253grjWpXjbvzQ4uIiIiaV2/lcSsTYdZvvccACULOTG5Y3XaBXrmy3lbMpV4lyxZEjs7uzR3t6Ojo9PcBb/D09MTLy8vS9IN4O/vj2EYnD9/nsqVKzNhwgR69+5teW48MDCQmzdvMmDAAMaNG5furKhOTk44OeW92exEROT+4pNMhGw7yYJtJ0gyGbg62vF666o836A8drb5bxAWEREpaAzDYENYJJPXhRNzIwGAHo/5MPopf9xdHawcXfbJVOLt6OhI3bp1CQ0NpUuXLpbtoaGhdOrUKd19GjVqxMqVK7lx4waFChUC4NixY9ja2uLt7Q3ArVu30iTXdnZ2GIZBPllmXERE/sG9pWZPVivN1HxYaiYiIlJQXbh2m4lrDvLDkWgAKpZyI7hLIPUqlrByZNkv06XmI0eOpHfv3gQFBdGgQQM++ugjIiIiGDhwIJBSAn7hwgWWLl0KQM+ePZk2bRovvPACU6ZMISYmhtdff51+/frh4pLyZapDhw7MmzeP2rVrW0rNJ0yYQMeOHbGz03N8IiL52fVbSQR/d5gvf/1fqdmUjjVoG1gmX5aaiYiIFDQms8Gnu8/w9paj3Eo04WBnw6DmlRjc3A9nh4KR72VqVnOA7t27M3/+fKZOnUqtWrXYsWMHGzduxNfXF4DIyEgiIiIs7QsVKkRoaCjXrl0jKCiI5557jg4dOvDee+9Z2owfP57XXnuN8ePHU716dfr370/r1q1ZuHBhFpxiwVa+fHnmz59v7TAeaPLkydSqVSvL24pI7mYYBuv/vMiT87Zbku4ej5Xjh5HNaFczfz7fJZId8sJY37x5c4YPH255nRdiFpGsEX4xlq4hPzF1fTi3Ek0E+RZj46tNGNmySoFJuuEhJ1cbPHgwgwcPTvd3n3zySZpt1apVIzQ09P5B2NszadIkJk2a9DDhSB43atQohg4dmuVtRST3unDtNhPWHOTHv0vN/Eq5Edy1Jo9VKG7lyERERCQr3E408e4Px/l45ylMZoPCTva82aYaPR8rh20BnLfloRJvkTuSkpJwcPh3kyAUKlTI8vx/VrYVkdzn3lIzRztbBj/ux6DmfjjZF5yr3iK5RVaM4yIi99p5/DLjVh8k4uotANoElGFyxxp4FHG2cmTWk+lSc8k5CxcuxMvLC7PZnGp7x44d6dOnDydPnqRTp054eHhQqFAhHn30Ub7//vuHfj8bGxsWLFhAmzZtcHFxoUKFCqxcudLy+zNnzmBjY8NXX31F8+bNcXZ25vPPPwdgyZIl+Pv74+zsTLVq1QgJCUl17PPnz/Pss89SvHhx3NzcCAoK4pdffgHSlo9v27aNxx57DDc3N4oWLUqjRo04e/Zsum3NZjNTp07F29sbJycnatWqxaZNm9LEvGrVKh5//HFcXV155JFH2LNnz0P3k4g8nEMXr9PlrlKzR8sXY+OwxgxvUUVJtxRY1hjrP/zwQzp16oSbmxvTp08H4Ntvv6Vu3bo4OztTsWJFpkyZQnJysmW/a9euMWDAADw8PHB2diYgIID169cDcOXKFXr06IG3tzeurq4EBgayfPnyh45RRPKuqzcTGbniAL0X7SXi6i3KFHHm4+eDWNCrboFOuqGg3vE2DEi6ZZ33dnCFDD63+J///IdXX32VrVu38uSTTwLw119/sXnzZr799ltu3LhB27ZtmT59Os7Oznz66ad06NCBo0ePUq5cuYcKb8KECcyaNYt3332Xzz77jB49ehAQEIC/v7+lzZtvvsncuXNZsmQJTk5OfPzxx0yaNIn333+f2rVrs3//fl566SXc3Nzo06cPN27coFmzZnh5ebFu3TrKlCnD77//nuZLBkBycjKdO3fmpZdeYvny5SQmJrJ37977Puv57rvvMnfuXBYuXEjt2rVZvHgxHTt25NChQ1SuXNnSbty4cbz99ttUrlyZcePG0aNHD06cOIG9fcH8v4BITrqdaGL+D8f4v52nU0rNnO0Z08afZx/1KZClZpJDNNbf16RJkwgODuadd97Bzs6OzZs306tXL9577z2aNGnCyZMnGTBggKWt2WymTZs2xMXF8fnnn+Pn50d4eLhlAtz4+Hjq1q3Lm2++SZEiRdiwYQO9e/emYsWK1KtX76FiFJG8xTAMVu+/wLT14fx1KwkbG+jToDyvtapCYWdV1UBBTbyTbsHMstZ577EXwdEtQ02LFy/OU089xRdffGEZjFeuXEnx4sV58sknsbOz45FHHrG0nz59OqtXr2bdunW88sorDxXef/7zH8t66tOmTSM0NJT//ve/qe5gDx8+nK5du1peT5s2jblz51q2VahQgfDwcBYuXEifPn344osvuHz5Mr/++ivFi6c8v1mpUqV03z82Npbr16/Tvn17/Pz8AFIl/fd6++23efPNN3n22WcBeOutt9i6dSvz58/ngw8+sLQbNWoU7dq1A2DKlCnUqFGDEydOUK1atUz3kYhk3I5jlxm3JoxzV28D0C7Qk0kdqlO6gF/1lhygsf6+evbsSb9+/Syve/fuzejRo+nTpw8AFStWZNq0abzxxhtMmjSJ77//nr1793L48GGqVKliaXOHl5cXo0aNsrweOnQomzZtYuXKlUq8RQqAs1duMm71QXadiAGgWpnCBHcNpHa5YlaOLHcpmIl3HvLcc88xYMAAQkJCcHJyYtmyZTz77LPY2dlx8+ZNpkyZwvr167l48SLJycncvn071azymdWgQYM0rw8cOJBqW1BQkOW/L1++zLlz5+jfvz8vvfSSZXtycjLu7u4AHDhwgNq1a1uS7gcpXrw4ffv2pXXr1rRs2ZIWLVrQrVs3PD0907SNjY3l4sWLNGrUKNX2Ro0a8ccff6TaVrNmTct/3zlWdHS0Em+RbHLlRgLTNxxm9f4LAHi6OzOtUwAtqntYOTKR3Cenx/q7x3GAffv28euvvzJjxgzLNpPJRHx8PLdu3eLAgQN4e3tbku57mUwmZs2axYoVK7hw4QIJCQkkJCTg5paxiw8ikjclmcws2nWa+d8fIz7JjKO9LcOerMyAphVxsNMTzfcqmIm3g2vK1WhrvXcmdOjQAbPZzIYNG3j00UfZuXMn8+bNA+D1119n8+bNvP3221SqVAkXFxeeeeYZEhMTszTke8u87x5I75SLf/zxx2muat8pQbuzXntGLVmyhFdffZVNmzaxYsUKxo8fT2hoKPXr189QfIZhpNl298Qxd36XXqm7iPw7hmGw6vcLTN+QutRsVOuqFHIqmEOOWInG+vu6NyE2m81MmTIlVTXbHc7Ozv84js+dO5d33nmH+fPnExgYiJubG8OHD8/y7yMiknv8ce4ao1eFcTgyFoCGfiWY0SWQCiV1we1+Cua3IBubDJeAWZuLiwtdu3Zl2bJlnDhxgipVqlC3bl0Adu7cSd++fenSpQsAN27c4MyZM//q/X7++Weef/75VK9r16593/YeHh54eXlx6tQpnnvuuXTb1KxZk//7v//j6tWrGbrrDVC7dm1q167NmDFjaNCgAV988UWaxLtIkSKULVuWXbt20bRpU8v23bt389hjj2XofUQk65yJucm4NWH8dOIKkFJqNuvpmtTyKWrdwKRg0lifYXXq1OHo0aP3fQysZs2anD9/nmPHjqV713vnzp106tSJXr16ASmJ/PHjxx/4qJiI5E03EpKZu+Uon+w+g2FAUVcHxrerztN1vO47J5OkKJiJdx7z3HPP0aFDBw4dOmQZ1CDlOelVq1bRoUMHbGxsmDBhwr++i7ty5UqCgoJo3Lgxy5YtY+/evSxatOiB+0yePJlXX32VIkWK0KZNGxISEvjtt9/466+/GDlyJD169GDmzJl07tyZ4OBgPD092b9/P2XLlk1T2n769Gk++ugjOnbsSNmyZTl69CjHjh1LdTHgbq+//jqTJk3Cz8+PWrVqsWTJEg4cOMCyZcv+VT+ISMYlmcx8vPMU735/nIRkM072tgxvUYUXm1RQqZlIBuXkWH+viRMn0r59e3x8fPjPf/6Dra0tf/75J2FhYUyfPp1mzZrRtGlTnn76aebNm0elSpU4cuQINjY2PPXUU1SqVIlvvvmG3bt3U6xYMebNm0dUVJQSb5F85ofDl5iw5iAXr8cD0LlWWca3r07JQk5WjixvUOKdBzzxxBMUL16co0eP0rNnT8v2d955h379+tGwYUNKlizJm2++SWxs7L96rylTpvDll18yePBgypQpw7Jly6hevfoD93nxxRdxdXVlzpw5vPHGG7i5uREYGMjw4cMBcHR0ZMuWLbz22mu0bduW5ORkqlevnmrysztcXV05cuQIn376KVeuXMHT05NXXnmFl19+Od33fvXVV4mNjeW1114jOjqa6tWrs27dulQzmotI9jlw7hqjv/mTI1FxADSqVIIZnQMpr1IzkUzJybH+Xq1bt2b9+vVMnTqV2bNn4+DgQLVq1SyTrQJ88803jBo1ih49enDz5k0qVarErFmzgJQVUU6fPk3r1q1xdXVlwIABdO7cmevXr2dpnCJiHdGx8Uz5NpwNYZEAeBdzYUaXQJpVKWXlyPIWG8MwDGsHkRViY2Nxd3fn+vXrFClSJNXv4uPjOX36NBUqVMDZWTPp3o+NjQ2rV6+mc+fO1g7FqvT3IvLPbiQk8/bmo3y6J6XUrNjfpWZdVWpm8aBxSR6OxvqCQ/+eItZnNhus+O0cMzceJi4+GTtbG15sXIFhLSrj6qj7t3dkdLxXj4mISKZ8H36JCWsPEvl3qVnX2l6Ma+dPCZWaiYiI5Asnom8wdlUYe89cBSDQy53groEEeLlbObK8S4l3AbFs2bL7lmv7+vpy6NChHI5IRPKae0vNfIq7MKNzIE1VaiaSK2isF5F/KyHZxIJtJwnZepJEkxkXBztea1WFvg3LY695W/4VJd4FRMeOHdMs93XHnaW28slTByKSxcxmgy9/PUfwd3eVmjWpwPAnq+DiaGft8CSbhISEMGfOHCIjI6lRowbz58+nSZMm6bbdtWsXb775JkeOHOHWrVv4+vry8ssvM2LECEubjz/+mKVLl3Lw4EEA6taty8yZM7UKRRbKyFgvInI/v565yphVYZyIvgFA86qlmNYpAJ/imVsiUdKnxLuAKFy4MIULF7Z2GCKSx5yIjmPMqjB+PfMXADW9U0rNapRVqVl+tmLFCoYPH05ISAiNGjVi4cKFtGnThvDwcMqVK5emvZubG6+88go1a9bEzc2NXbt28fLLL+Pm5saAAQMA2LZtGz169KBhw4Y4Ozsze/ZsWrVqxaFDh/Dy8srpU8yXNNaLyMO4fjuJtzYd4YtfIgAoWciRiR1q0KGmp+ZtyUKaXE3kHvp7EUlbaubqaMdrrarSt2F57Gw1CGdEXp5crV69etSpU4cFCxZYtvn7+1uWhcyIrl274ubmxmeffZbu700mE8WKFeP999+/75KR99JYX3Do31Mk+xmGwXcHo5i07hCX4xIA6B7kw5i21Sjq6mjl6PIOTa6WjnxyjUGymf5OpKDbe/oqY1b9ycnLNwF4vGoppnUOwLuYSs0KgsTERPbt28fo0aNTbW/VqhW7d+/O0DH279/P7t27mT59+n3b3Lp1i6SkJIoXL/6v4r2XPsPzB/07imSvi9duM3HtIb4/fAmAiiXdmNElkAZ+JawcWf5VIBJvO7uUZxATExNxcXGxcjSS2926dQvQ83BS8Fy/ncSs746wfO+dUjMnJnesTrtAlZoVJDExMZhMJjw8PFJt9/DwICoq6oH7ent7c/nyZZKTk5k8eXKqdaDvNXr0aLy8vGjRosV92yQkJJCQkGB5/aD1q+98Zt+6dUtjfT6gsVgke5jMBp/tOcOczUe5mWjC3taGQc39GPJ4JZwdNG9LdioQibe9vT2urq5cvnwZBwcHbG01I5+kZRgGt27dIjo6mqJFi1ou2Ijkd+mVmvV4zIfRT/nj7qovvQXVvRdbDMP4xwswO3fu5MaNG/z888+MHj2aSpUq0aNHjzTtZs+ezfLly9m2bdsDy4iDg4OZMmVKhuK1s7OjaNGiREdHA+Dq6qoLRnmQxmKR7HM4MpbRq8L449w1AOqUK0pw15pULaO5IXJCgUi8bWxs8PT05PTp05w9e9ba4UguV7RoUcqUKWPtMERyREqp2UG+P5ySrFQs5UZwl0DqVVSpWUFVsmRJ7Ozs0tzdjo6OTnMX/F4VKlQAIDAwkEuXLjF58uQ0iffbb7/NzJkz+f7776lZs+YDjzdmzBhGjhxpeR0bG4uPj89929/57L6TfEvepbFYJOvEJ5l474fjfLTjFMlmg8JO9rzRphrPPVYOW83bkmMKROIN4OjoSOXKlUlMTLR2KJKLOTg46Oq6FAgms8HSPWd4++9SMwc7GwY1r8Tg5n4qNSvgHB0dqVu3LqGhoXTp0sWyPTQ0lE6dOmX4OIZhpCoTB5gzZw7Tp09n8+bNBAUF/eMxnJyccHJyyvB73rnQXrp0aZKSkjK8n+QuGotFss5PJ2IYuzqMs1dSHt94qkYZJnesQRl3TVqY0wpM4g1ga2urmTFFpMALvxjLmFV/8sf56wAE+RYjuGsglT1UaiYpRo4cSe/evQkKCqJBgwZ89NFHREREMHDgQCDlTvSFCxdYunQpAB988AHlypWjWrVqQMq63m+//TZDhw61HHP27NlMmDCBL774gvLly1vuqBcqVIhChQplafx2dnZK3ESkQPvrZiLTNxzmm9/PA1CmiDNTOtWgdQ1VklhLgUq8RUQKsvgkE/O/P87HO09h+rvU7M021eipUjO5R/fu3bly5QpTp04lMjKSgIAANm7ciK+vLwCRkZFERERY2pvNZsaMGcPp06ext7fHz8+PWbNm8fLLL1vahISEkJiYyDPPPJPqvSZNmsTkyZNz5LxERPI7wzBYe+AiU9eHc/VmIjY20Lu+L6+3rkphZ83bYk0FYh1vEZGCbtfxGMat+V+pWZuAlFIzjyKqAsouGpeynvpUROT+Iq7cYtyaMHYejwGgikchgrvWpK5vMStHlr9pHW8REeHqzUSmbwhn1e8XgJRSs6mdatBKpWYiIiL5QrLJzKJdp3nn+2PEJ5lxtLfl1ScqMaCpH472Ws0pt1DiLSKSDxmGwZoDF5i2/rCl1Oz5+r6MUqmZiIhIvvHn+WuM/iaM8MhYAOpXLM7MLoFULJW1c2fIv6fEW0Qkn7m31KyqR2GCnw6kTjmVmolY7JgDNy6DrT3Y2v39v/YZfJ3BNnYPsY/WHheRDLiZkMzcLcf4ZPdpzAa4uzgwrp0//6nrjY0+R3IlJd4iIvlE0t+lZvPvKjUb9mRlBjStiIOdSs1EUvlzJcQctXYUadnYZjJZz8hrhyy+qPCQ+9g5PLiNja0uPIhkwNYj0Yxfc5AL124D0PGRskzsUJ2ShTK+/KLkPCXeIiL5wB/nrjF6VRiH/y41a+hXghldAqlQ0s3KkYnkUo++CDejwZz894/prv9+iNem5My1N0zpx2WYwZSY8lMQZfsFgJy4yJCBNvdWQ9jYga0ukMqDRcfFM/XbcNb/GQmAV1EXpncJ4PGqpa0cmWSEEm8RkTzs3lKzoq4OjGvrzzMqNRN5sHoDrPv+hpGB5D6zFwCSsuAYWXAhwpReHPfEeT932hRE2VLtkJmLENlY7fCgfewcVO3wDwzD4KvfzjFjw2Fi45OxtYH+jSswomUVXB2VzuUV+pcSEcmjfjxyiQlrDllKzTrXKsv49io1E8kTbGxS7nraFdCvYmZzDlwgyKoLEf8ijvQuQqjaIX05fgEgs9UQ2Xkh4v7VDicv32DsqjB+OX0VgBplizCra00Cvd1z6l9GskgB/bQXEcm7ouPimfJtOBv+LjXzLubC9M4BNFepmYjkFba2YOsIOFo7kpyXLdUO/9QmKWeqHTJSDYGRfr8U5GoHbFJXANjaYdjaczMJnBMMZhu2mJ3sKFrIhaL2LthsyO5KBYecqXa487qAVDso8RYRySPM5pRSs5kb/1dq9mKTigxvUVmlZiIieYWqHXKg2iGrLkRkw4WKdBl/x5QEySlVbDZAIaCQzd8vAG7+/ZPf2NwnYbfLrgsAf78u1xCqtMqx03yo/8eHhIQwZ84cIiMjqVGjBvPnz6dJkyb3bZ+QkMDUqVP5/PPPiYqKwtvbm3HjxtGvXz9Lm2vXrjFu3DhWrVrFX3/9RYUKFZg7dy5t27Z9mBBFRPKVE9E3GLs6jL1/l5oFeKWUmgV4qdRMRETykIJe7WCY/3f3/57EPO52PB9vP8aGA+eww0wJF1sGNvGlaaVi2KRK4LOyQiLpXxwjk68N8336xQQmE5gScvbfo0FS7k68V6xYwfDhwwkJCaFRo0YsXLiQNm3aEB4eTrly5dLdp1u3bly6dIlFixZRqVIloqOjSU7+3xWfxMREWrZsSenSpfn666/x9vbm3LlzFC5c+OHPTEQkH0hMNvPh9pO8/+MJEk1mXBzseK1VFfo2LI+9lggTERHJO2xs/r67awf2qedj2XQwkolrTxMdZwa8+E9db8a29aeYWz66QGE2pyTZ9ybnpswk/1lYieDbKEdPP9OJ97x58+jfvz8vvvgiAPPnz2fz5s0sWLCA4ODgNO03bdrE9u3bOXXqFMWLFwegfPnyqdosXryYq1evsnv3bhwcHADw9fXNbGgiIvnKb2euMmZVGMejbwDQvGoppnUKwKe4q5UjExERkawQef02k9YeYkv4JQDKl3BlZtdAGvqVtHJk2cDWFrBNKSEvgDJ1uyQxMZF9+/bRqlXqW/KtWrVi9+7d6e6zbt06goKCmD17Nl5eXlSpUoVRo0Zx+/btVG0aNGjAkCFD8PDwICAggJkzZ2Iy3WfWRxGRfOz67STGrQ7jmQ/3cDz6BiULOfJej9os6fuokm4REZF8wGQ2WLrnDC3n7WBL+CXsbW145fFKbBreNH8m3ZK5O94xMTGYTCY8PDxSbffw8CAqKirdfU6dOsWuXbtwdnZm9erVxMTEMHjwYK5evcrixYstbX788Ueee+45Nm7cyPHjxxkyZAjJyclMnDgx3eMmJCSQkPC/5wBiY2MzcyoiIrmOYRhsOhjFpHWHiI5L+XzrHuTDmLbVKOqaj0rNRERECrAjUbGMWRXG/ohrANQuV5RZXWtStYwes83PHmpyNZt7pnw3DCPNtjvMZjM2NjYsW7YMd/eUSYDmzZvHM888wwcffICLiwtms5nSpUvz0UcfYWdnR926dbl48SJz5sy5b+IdHBzMlClTHiZ8EZFc5+K120xce4jvD6eUmlUs6caMLoE08Cth5chEREQkK8QnmXj/xxN8uP0kyWaDQk72vPFUVZ6r54udbcFYUqsgy1TiXbJkSezs7NLc3Y6Ojk5zF/wOT09PvLy8LEk3gL+/P4ZhcP78eSpXroynpycODg7Y2dmlahMVFUViYiKOjmnv9IwZM4aRI0daXsfGxuLj45OZ0xERsTqT2eDzn88ye9MRbiaasLe1YVBzP4Y8XglnB7t/PoCIiIjkertPxjBu9UFOx6SsB9ayugdTO9XA093FypFJTslU4u3o6EjdunUJDQ2lS5culu2hoaF06tQp3X0aNWrEypUruXHjBoUKFQLg2LFj2Nra4u3tbWnzxRdfYDabsbW1tbTx9PRMN+kGcHJywsnJKd3fiYjkBUeiYhn9TRgHzl0DoE65ogSr1ExERCTf+OtmIjM3HmblvvMAlC7sxNROATwVUMbKkUlOy/RaNCNHjuT//u//WLx4MYcPH2bEiBFEREQwcOBAIOVO9PPPP29p37NnT0qUKMELL7xAeHg4O3bs4PXXX6dfv364uKRc4Rk0aBBXrlxh2LBhHDt2jA0bNjBz5kyGDBmSRacpIpJ7xCeZmL3pCO3f28WBc9co5GTPtM4BfD2woZJuERGRfMAwDNYeuECLedstSXev+uX4/rVmSroLqEw/4929e3euXLnC1KlTiYyMJCAggI0bN1qW/4qMjCQiIsLSvlChQoSGhjJ06FCCgoIoUaIE3bp1Y/r06ZY2Pj4+bNmyhREjRlCzZk28vLwYNmwYb775ZhacoohI7rH7RAxjV4dx5sotAFrX8GBKxwDKuDtbOTIRERHJCueu3mLcmoPsOHYZgMqlCxHcNZCg8sWtHJlYk41hGIa1g8gKsbGxuLu7c/36dYoUKWLtcEREUvnrZiIzNh7m67+vensUcWJKR5Wa5Wcal7Ke+lREcrNkk5klP51hXugxbieZcLSzZegTlXi5mR+O9pkuNJY8IqNj00PNai4iIhmTUmp2kanrw7l6MxEbG+hVz5fXn6pKEWcHa4cnIiIiWSDs/HVGr/qTQxdTljh+rEJxgrsG4leqkJUjk9xCibeISDa5t9SsikdKqVldX5WaiYiI5Ae3EpOZt+UYi386jdmAIs72jGvnz3/q+mCrJcLkLkq8RUSyWLLJzOKfTjMv9BjxSWYc7W159YlKDGiqUjMREZH8YuvRaMavPsiFa7cBaF/Tk4kdqlO6sOZtkbT0DVBEJAuFnb9Opw9+YubGI8QnmalfsTibhjXhlScqK+mWPCUkJIQKFSrg7OxM3bp12blz533b7tq1i0aNGlGiRAlcXFyoVq0a77zzTpp233zzDdWrV8fJyYnq1auzevXq7DwFEZFscTkugVeX7+eFJb9y4dptvIq6sLhvEO/3rKOkW+5Ld7xFRLLAzYRk3gn9X6mZu4sD49r6858gb2xsVGomecuKFSsYPnw4ISEhNGrUiIULF9KmTRvCw8MpV65cmvZubm688sor1KxZEzc3N3bt2sXLL7+Mm5sbAwYMAGDPnj10796dadOm0aVLF1avXk23bt3YtWsX9erVy+lTFBHJNMMwWPnbeWZsPMz120nY2sALjSowsmUV3JyUVsmDaVZzEZF/6d5Ss46PlGVC++qUKuxk5cjEmvLyuFSvXj3q1KnDggULLNv8/f3p3LkzwcHBGTpG165dcXNz47PPPgNSliONjY3lu+++s7R56qmnKFasGMuXL8/QMfNyn4pI3nbq8g3Grg7j51NXAajuWYRZTwdS07uodQMTq9Os5iIi2exyXAJT14fz7R8XAfAq6sL0LgE8XrW0lSMTeXiJiYns27eP0aNHp9reqlUrdu/enaFj7N+/n927dzN9+nTLtj179jBixIhU7Vq3bs38+fPve5yEhAQSEhIsr2NjYzP0/iIiWSUx2cxHO07y3o8nSEw24+xgy4gWVejXuAIOdnqETDJOibeISCalV2rWv3EFRrSsgqujPlYlb4uJicFkMuHh4ZFqu4eHB1FRUQ/c19vbm8uXL5OcnMzkyZN58cUXLb+LiorK9DGDg4OZMmXKQ5yFiMi/t+/sX4xdFcbRS3EANKlckpldAvEp7mrlyCQv0jdEEZFMuLfUrEbZIszqWpNAb3crRyaSte6dm8AwjH+cr2Dnzp3cuHGDn3/+mdGjR1OpUiV69Ojx0MccM2YMI0eOtLyOjY3Fx8cnM6chIpJpcfFJzNl8lM9+PothQHE3Rya2r06nWmU1b4s8NCXeIiIZkJhsZuH2k/x3a0qpmYuDHSNbVuGFRuWxV6mZ5CMlS5bEzs4uzZ3o6OjoNHes71WhQgUAAgMDuXTpEpMnT7Yk3mXKlMn0MZ2cnHBy0lwJIpJzNh+KYtLaQ0TFxgPwTF1vxrX1p5ibo5Ujk7xO3xZFRP7BvrNXaffeTuaGHiMx2UzTKqXYMqIpLzWtqKRb8h1HR0fq1q1LaGhoqu2hoaE0bNgww8cxDCPV89kNGjRIc8wtW7Zk6pgiItkl6no8L3/2Gy9/to+o2Hh8S7iy7MV6vP2fR5R0S5bQHW8RkfuIjU9i9qYjLPslAsOAEm6OTOxQnY6PqNRM8reRI0fSu3dvgoKCaNCgAR999BEREREMHDgQSCkBv3DhAkuXLgXggw8+oFy5clSrVg1IWdf77bffZujQoZZjDhs2jKZNm/LWW2/RqVMn1q5dy/fff8+uXbty/gRFRP5mNhss2xvB7O+OEJeQjL2tDQOaVuTVJyvj7GBn7fAkH1HiLSKSjk0Ho5i07iCXYlPu2P2nrjdjVWomBUT37t25cuUKU6dOJTIykoCAADZu3Iivry8AkZGRREREWNqbzWbGjBnD6dOnsbe3x8/Pj1mzZvHyyy9b2jRs2JAvv/yS8ePHM2HCBPz8/FixYoXW8BYRqzl2KY4xq8LYd/YvAB7xKcqsroH4e2q5Qsl6WsdbROQuUdfjmbj2IFvCLwFQvoQrM7sE0rBSSStHJnmNxqWspz4VkawQn2Tig60n+HD7SZJMBm6Odrzeuiq9G5THzlYVbZI5WsdbRCQTzGaDZb+c5a1NR7nxd6nZy80qMvQJlZqJiIjkF3tOXmHc6jBOxdwEoIV/aaZ2CqBsURcrRyb5nRJvESnwjkbFMWbVn/wecQ2AWj5FmfV0INXK6I6aiIhIfnDtViLBG4+w4rdzAJQq7MTUjjV4KqCM5m2RHKHEW0QKrPgkE+//mFJqlmw2KORkzxtPVeW5er4qNRMREckHDMPg2z8jmfrtIWJuJALQs1453nyqGu4uDlaOTgoSJd4iUiDtOXmFsavDOG0pNfNgWucaeLqr1ExERCQ/OHf1FhPWHmTb0csAVCpdiOCugTxavriVI5OCSIm3iBQo124lMnPjYb767TwApQs7MbVTDVrXUKmZiIhIfpBsMvPJ7jPM3XKM20kmHO1sGfJ4JQY2r4iTveZtEetQ4i0iBYJhGKz74yLT1odbSs161S/HG09Vo4izSs1ERETyg4MXrjNmVRhhF64D8Fj54szsGkCl0oWtHJkUdEq8RSTfS6/UbFbXQIJUaiYiIpIv3EpMZv73x1m06zQms0FhZ3vGtvWne5APtpq3RXIBJd4ikm+lV2r2yhOVeLmZSs1ERETyi+3HLjN+TRjnrt4GoF1NTya1r07pIs5Wjkzkf5R4i0i+dPDCdUav+pODF2IBeKxCcYK7BuJXqpCVIxMREZGsEHMjgenrw1lz4CIAZd2dmdY5gCf9PawcmUhaSrxFJF+5t9SsiLM949r585+6KjUTERHJDwzD4Ot955mx8TDXbiVhawN9G1bgtVZVcHNSeiO5k/4yRSTf2H7sMuNWh3H+r5RSs/Y1PZnYoTqlC6vUTEREJD84E3OTsavD2H3yCgD+nkWY1TWQR3yKWjcwkX+gxFtE8ryYGwlMWx/O2r9LzbyKujCtcw2eqKZSMxERkfwgyWTmox2neO+H4yQkm3Gyt2VEyyr0b1wBBztba4cn8o+UeItInmUYBiv3nWfGhsNcv51SavZCowqMbKlSMxERkfxif8RfjFkVxpGoOAAaVyrJjC4B+JZws3JkIhmnb6YikiedjrnJ2FVh7DmVUmpW3bMIs54OpKZ3UesGJiIiIlniRkIyb28+yqd7zmAYUMzVgQntq9Olthc2Npq3RfIWJd4ikqckJpv5eOcp3v3hOInJZpwdbBnRogr9VGomIiKSb4SGX2Li2oNEXo8HoGsdL8a3q05xN0crRybycJR4i0ie8XvEX4z5Joyjl1JKzZpULsmMzoGUK+Fq5chEREQkK0THxjNp3SG+OxgFQLnirszsEkjjyiWtHJnIv6PEW0Ryvbj4JOZsPspnP5/FMKC4myMT21enU62yKjUTERHJB8xmg+W/RjDruyPExSdjZ2vDS00qMuzJyrg42lk7PJF/TYm3iORqWw5FMXHtIaJiU0rNnq7jzbh2/io1ExERySeOX4pjzKowfjv7FwCPeLsT3LUm1csWsXJkIllHibeI5EqXYuOZtPYQmw6llJr5lkgpNWtUSaVmIiIi+UF8komQbSdZsO0ESSYDV0c7RrWqSp+G5bGzVUWb5C8PNRNRSEgIFSpUwNnZmbp167Jz584Htk9ISGDcuHH4+vri5OSEn58fixcvTrftl19+iY2NDZ07d36Y0EQkjzObDT77+Swt5m5n06Eo7GxtGNTcj83DmyrpFhERySd+OXWFtu/t5L0fjpNkMniiWmlCRzajX+MKSrolX8r0He8VK1YwfPhwQkJCaNSoEQsXLqRNmzaEh4dTrly5dPfp1q0bly5dYtGiRVSqVIno6GiSk5PTtDt79iyjRo2iSZMmmT8TEcnzjv1darbvTqmZT1FmdQ3E31OlZiIiIvnB9VtJBH93mC9/PQdAyUJOTOlYg7aBZTRvi+RrNoZhGJnZoV69etSpU4cFCxZYtvn7+9O5c2eCg4PTtN+0aRPPPvssp06donjx4vc9rslkolmzZrzwwgvs3LmTa9eusWbNmgzHFRsbi7u7O9evX6dIEX1JF8lL4pNMhGw9wYLtJ0kyGbg52vF666r0bqBSM8m7NC5lPfWpSN5lGAYbwiKZvC6cmBsJAPR4zIfRT/nj7upg5ehEHl5Gx6ZM3fFOTExk3759jB49OtX2Vq1asXv37nT3WbduHUFBQcyePZvPPvsMNzc3OnbsyLRp03BxcbG0mzp1KqVKlaJ///7/WLoOKeXrCQkJltexsbGZORURySV+PnWFsavDOHX5JgAt/EsztVMAZYu6/MOeIiIikhdcuHabCWsO8uORaAAqlnIjuEsg9SqWsHJkIjknU894x8TEYDKZ8PDwSLXdw8ODqKiodPc5deoUu3bt4uDBg6xevZr58+fz9ddfM2TIEEubn376iUWLFvHxxx9nOJbg4GDc3d0tPz4+Ppk5FRGxsuu3khj9zZ88+9HPnLp8k1KFnQh5rg4fPx+kpFskF8jMfC6rVq2iZcuWlCpViiJFitCgQQM2b96cpt38+fOpWrUqLi4u+Pj4MGLECOLj47PzNETEikxmg8W7TtNy3nZ+PBKNg50Nw56szHfDmijplgLnoWY1v/f5C8Mw7vtMhtlsxsbGhmXLluHu7g7AvHnzeOaZZ/jggw9ITk6mV69efPzxx5QsmfGJk8aMGcPIkSMtr2NjY5V8i+QBhmGw/s9Ipnz7v1KznvXK8eZT1XB3UamZSG6Q2flcduzYQcuWLZk5cyZFixZlyZIldOjQgV9++YXatWsDsGzZMkaPHs3ixYtp2LAhx44do2/fvgC88847OXl6IpIDDl28zphVYfx5/joAj5YvxswugVT2KGzlyESsI1OJd8mSJbGzs0tzdzs6OjrNXfA7PD098fLysiTdkPJMuGEYnD9/nps3b3LmzBk6dOhg+b3ZbE4Jzt6eo0eP4ufnl+a4Tk5OODk5ZSZ8EbGy83/dYuLaQ5ZSs0qlCxHcNZBHy99//gcRyXnz5s2jf//+vPjii0DKnerNmzezYMGCdOdzmT9/fqrXM2fOZO3atXz77beWxHvPnj00atSInj17AlC+fHl69OjB3r17s/dkRCRH3U40Mf+HY/zfztOYzAaFne0Z08afZx/1wVbztkgBlqnE29HRkbp16xIaGkqXLl0s20NDQ+nUqVO6+zRq1IiVK1dy48YNChUqBMCxY8ewtbXF29sbGxsbwsLCUu0zfvx44uLiePfdd3UXWyQfMJkNPtl9hrlbjnIr0YSjnS1DHq/EwOYVcbK3s3Z4InKXh5nP5V5ms5m4uLhUk6o2btyYzz//nL179/LYY49x6tQpNm7cSJ8+fe57HM3nIpK37Dx+mXGrDxJx9RYAbQPLMLlDDUoXcbZyZCLWl+lS85EjR9K7d2+CgoJo0KABH330EREREQwcOBBIKQG/cOECS5cuBaBnz55MmzaNF154gSlTphATE8Prr79Ov379LJOrBQQEpHqPokWLprtdRPKegxeuM3b1/0rNHitfnJldA6hUWqVmIrnRw8zncq+5c+dy8+ZNunXrZtn27LPPcvnyZRo3boxhGCQnJzNo0KA0Cf7dgoODmTJlysOdiIjkmCs3Epix4TCr9l8AwNPdmamdAmhZPf2KWJGCKNOJd/fu3bly5QpTp04lMjKSgIAANm7ciK+vLwCRkZFERERY2hcqVIjQ0FCGDh1KUFAQJUqUoFu3bkyfPj3rzkJEcp3biSbmf3+M/9v1v1KzsW396R6kUjORvCAz87ncbfny5UyePJm1a9dSunRpy/Zt27YxY8YMQkJCqFevHidOnGDYsGF4enoyYcKEdI+l+VxEcjfDMFj1+wWmbwjnr1tJ2NhAnwblGdW6KoWcHmoqKZF8K9PreOdWWttTJPfYcewy49aEce7qbQDa1fRkUvvqKjWTAiWvjkuJiYm4urqycuXKVI+VDRs2jAMHDrB9+/b77rtixQpeeOEFVq5cSbt27VL9rkmTJtSvX585c+ZYtn3++ecMGDCAGzduYGv7zwut5NU+FcmPzl65ybjVB9l1IgaAamUKE9w1kNrlilk5MpGclS3reIuIPMiVGwlM33CY1X+XmpX9u9SshUrNRPKMh5nPBVLudPfr14/ly5enSboBbt26lSa5trOzwzAM8sk9AJECIclk5v92nmb+98dISDbjZG/LsBaVealJRRzsMrVSsUiBosRbRP41wzD45u9Ss2t/l5r1bVie11qp1EwkL8rsfC7Lly/n+eef591336V+/fqWZ8FdXFwsq5p06NCBefPmUbt2bUup+YQJE+jYsSN2dppkUSQvOHDuGqO/+ZMjUXEANKpUghmdAylf0s3KkYnkfvpGLCL/ypmYm4xdHcbuk1eAlFKzWU/XpJZPUesGJiIPLbPzuSxcuJDk5GSGDBnCkCFDLNv79OnDJ598AqSsWGJjY8P48eO5cOECpUqVokOHDsyYMSNHz01EMu9GQjJztxzlk91nMAwo6urA+HbVebqOV4bmfhARPeMtIg8pyWTm452nePf745ZSs+EtqvBikwoqNRNB41J2UJ+K5LwfDl9iwpqDXLweD0CX2l6Mb+dPiUJOVo5MJHfQM94ikm32R/zFmFVhllKzxpVKMqNLAL4lVGomIiKSH0THxjPl23A2hEUC4FPchRmdA2lapZSVIxPJm5R4i0iG3UhI5u3NR/l0T0qpWTFXBya0r06X2io1ExERyQ/MZoMvfz1H8HeHiYtPxs7WhhcbV2BYi8q4Oip1EHlY+n+PiGTI9+GXmLD2IJF/l5p1re3FOJWaiYiI5BsnouMYsyqMX8/8BUCglzvBXQMJ8HK3cmQieZ8SbxF5oOjYeCZ/e4iNYSmzFJcr7sqMLgE0qaxSMxERkfwgIdnEgm0nCdl6kkSTGVdHO15rVZU+DXyx17wtIllCibeIpMtsNlj+awSzvjtiKTV7qUlFhj1ZGRdHLf0jIiKSH+w9fZUxq/7k5OWbADSvWorpnQPwLuZq5chE8hcl3iKSxr2lZjW9U0rNapRVqZmIiEh+cP12ErO+O8LyvSlLA5Ys5MikDjVoX9NT87aIZAMl3iJikZBsImTrSUK2nSDJZODqaMeoVlXp07A8drYahEVERPI6wzD47mAUk9Yd4nJcAgDPPurD6DbVKOrqaOXoRPIvJd4iAqQtNXuiWmmmdQ7Aq6iLlSMTERGRrHDx2m0mrj3I94ejAahY0o2ZXQOpX7GElSMTyf+UeIsUcGlLzZyY0rEGbQPLqNRMREQkHzCZDZbuOcPbm49yM9GEg50Ng5r5MfjxSjg7aN4WkZygxFukgDIMg41hUUz+9n+lZj0e82H0U/64uzpYOToRERHJCocjYxm9Kow/zl0DoK5vMYK7BlLFo7B1AxMpYJR4ixRAF67dZuKag/xw5O9Ss1JuBHcJpJ5KzURERPKF+CQT7/5wnI93nCLZbFDYyZ4321Sj52PlsNW8LSI5Tom3SAFiMht8uvsMb285yq2/S80GN6/E4Mf9cLJXqZmIiEh+sOt4DOPWhHH2yi0AnqpRhimdauBRxNnKkYkUXEq8RQqI8IuxjFn1J3+cvw5A0N+lZpVVaiYiIpIvXL2ZyIwNh/nm9/MAlCnizJRONWhdo4yVIxMRJd4i+dztxL9LzXaewvR3qdnottXo8ahKzURERPIDwzBYc+AC09Yf5urNRGxs4Pn6voxqXZXCzpq3RSQ3UOItko/tPH6ZcasPEnE1pdSsbWAZJnVQqZmIiEh+EXHlFuPWhLHzeAwAVT0KE/x0IHXKFbNyZCJyNyXeIvnQ1ZuJTF8fzqr9F4CUUrNpnQNoWd3DypGJiIhIVkg2mVm06zTvfH+M+CQzjva2DHuyMi81qYijva21wxOReyjxFslHDMNg9f4LTFsfzl+3krCxgT4NyvNaqyoqNRMREckn/jx/jdHfhBEeGQtAg4olmNk1kAol3awcmYjcjxJvkXzi7JWbjFt9kF0nUkrNqpUpTHDXQGqr1ExERCRfuJmQzNwtx/hk92nMBri7ODCunT//qeuNjY3mbRHJzZR4i+RxSX+Xms2/p9RsQNOKONip1ExERCQ/+PHIJSasOcSFa7cB6FSrLBPaV6dkIScrRyYiGaHEWyQP++PcNUavCuPw36VmDf1KMKOLSs1ERETyi+i4eKZ8G86GPyMB8C7mwvTOATSvWtrKkYlIZijxFsmDbiQkM3fLUT7dfQazAUVdHRjfrjpP1/FSqZmIiEg+YDYbfPXbOWZuPExsfDK2NtC/cQVGtKyCq6O+wovkNfp/rUge8+ORS4xffZCL1+MB6FyrLONVaiYiIpJvnIi+wdjVYew9fRWAAK8izOpakwAvdytHJiIPSw+AiuQR0XHxDPnid/p98hsXr8fjXcyFT/s9xvxnayvpFpEsFxISQoUKFXB2dqZu3brs3Lnzvm1XrVpFy5YtKVWqFEWKFKFBgwZs3rw5Tbtr164xZMgQPD09cXZ2xt/fn40bN2bnaYjkKYnJZt774Tht393J3tNXcXGwY3w7f9YMbqSkWySP0x1vkVzObDZY8ds5gv8uNbOzteHFxhUY1qKySs1EJFusWLGC4cOHExISQqNGjVi4cCFt2rQhPDyccuXKpWm/Y8cOWrZsycyZMylatChLliyhQ4cO/PLLL9SuXRuAxMREWrZsSenSpfn666/x9vbm3LlzFC5cOKdPTyRX+u3MVcasCuN49A0AmlUpxfTOAfgUd7VyZCKSFWwMwzCsHURWiI2Nxd3dnevXr1OkSBFrhyOSJe4tNQv0cie4a6CueovkAXl5XKpXrx516tRhwYIFlm3+/v507tyZ4ODgDB2jRo0adO/enYkTJwLw4YcfMmfOHI4cOYKDg8NDxZWX+1TkfmLjk3jruyMs+yUCgJKFHJnYoQYdanpq3haRPCCjY5Nul4nkQgnJJj7cdooPtp4g0WTG1dGO11pVpU8DX+y1RJiIZKPExET27dvH6NGjU21v1aoVu3fvztAxzGYzcXFxFC9e3LJt3bp1NGjQgCFDhrB27VpKlSpFz549efPNN7Gzs0v3OAkJCSQkJFhex8bGPsQZieROhmGw+VAUE9ceIjou5e+8W5A3Y9v6U9TV0crRiUhWU+Itksv8+nep2Ym/S82aV00pNfMuplIzEcl+MTExmEwmPDw8Um338PAgKioqQ8eYO3cuN2/epFu3bpZtp06d4scff+S5555j48aNHD9+nCFDhpCcnGy5K36v4OBgpkyZ8vAnI5JLRV6/zcS1hwgNvwRAhZJuzOgSQEO/klaOTESyixJvkVzi+u0k3tp0hC/uKjWb1KEG7VVqJiJWcO/njmEYGfosWr58OZMnT2bt2rWULv2/dYbNZjOlS5fmo48+ws7Ojrp163Lx4kXmzJlz38R7zJgxjBw50vI6NjYWHx+fhzwjEeszmQ0+//ksczYf5UZCMva2Ngxq7seQxyvh7JB+5YeI5A9KvEWszDAMvjsYxaR1h7j8d6nZs4/6MLpNNZWaiUiOK1myJHZ2dmnubkdHR6e5C36vFStW0L9/f1auXEmLFi1S/c7T0xMHB4dUZeX+/v5ERUWRmJiIo2PazzsnJyecnLRqg+QPR6JiGbMqjP0R1wCoXa4os7rWpGoZTTAoUhA81MOimVliBFKe0Ro3bhy+vr44OTnh5+fH4sWLLb//+OOPadKkCcWKFaNYsWK0aNGCvXv3PkxoInnKxWu3eWnpPgYv+53LcQlULOnG8pfqM+vpmkq6RcQqHB0dqVu3LqGhoam2h4aG0rBhw/vut3z5cvr27csXX3xBu3bt0vy+UaNGnDhxArPZbNl27NgxPD090026RfKL+CQTczYfof17u9gfcY1CTvZM61SDbwY2VNItUoBk+o53ZpcYAejWrRuXLl1i0aJFVKpUiejoaJKTky2/37ZtGz169KBhw4Y4Ozsze/ZsWrVqxaFDh/Dy8nr4sxPJpUxmg8/2nGHO5qPcTDThYGfDoGZ+DFapmYjkAiNHjqR3794EBQXRoEEDPvroIyIiIhg4cCCQUgJ+4cIFli5dCqQk3c8//zzvvvsu9evXt9wtd3Fxwd09ZRWGQYMG8d///pdhw4YxdOhQjh8/zsyZM3n11Vetc5IiOWD3iRjGrg7jzJVbALSq7sHUTgGUcXe2cmQiktMyvZxYZpcY2bRpE88++yynTp1KNbvpg5hMJooVK8b777/P888/n6F9tMSI5BWHI2MZvSqMP85dA6CubzGCuwZSxUNXvUXyk7w+LoWEhDB79mwiIyMJCAjgnXfeoWnTpgD07duXM2fOsG3bNgCaN2/O9u3b0xyjT58+fPLJJ5bXe/bsYcSIERw4cAAvLy/69+//wFnN75XX+1QKjr9uJjJz42FW7jsPgEcRJ6Z0DOCpgDJWjkxEslpGx6ZMJd6JiYm4urqycuVKunTpYtk+bNgwDhw4kO6gO3jwYI4dO0ZQUBCfffYZbm5udOzYkWnTpuHi4pLu+8TFxVG6dGlWrlxJ+/bt022T3hIjPj4+Gowl14pPMvHeD8f5aMcpks0GhZ3seaNNNZ57rBy2tpo8TSS/UZKY9dSnktsZhsG6Py4y9dtwrtxMxMYGetXz5fWnqlLE+eHWrxeR3C1b1vF+mCVGTp06xa5du3B2dmb16tXExMQwePBgrl69muo577uNHj0aLy+vNBOz3E1LjEhe8tPfpWZn/y41e6pGGSZ3rKFSMxERkXzi3NVbjFtzkB3HLgNQxaMQwV0DqeubsYpPEcnfHmpW88wsMWI2m7GxsWHZsmWW57zmzZvHM888wwcffJDmrvfs2bNZvnw527Ztw9n5/kmJlhiRvOCvm4lM33CYb35PKTUrU8SZKZ1q0LqGSs1ERETyg2STmSU/nWFe6DFuJ5lwtLNl6BOVeLmZH472DzWPsYjkQ5lKvB9miRFPT0+8vLwsSTekPBNuGAbnz5+ncuXKlu1vv/02M2fO5Pvvv6dmzZoPjEVLjEhuZhgGaw9cZOr6cK7+XWrWu74vr7euSmGVmomIiOQLYeevM3rVnxy6GAtAvQrFmdk1EL9ShawcmYjkNplKvO9eYuTuZ7xDQ0Pp1KlTuvs0atSIlStXcuPGDQoVSvkQOnbsGLa2tnh7e1vazZkzh+nTp7N582aCgoIe5lxEcoWIK7cYtyaMncdjgDulZjWp61vMypGJiIhIVriZkMw7ocdY/NNpzAa4uzgwrq0//wnyvm8VqIgUbJkuNc/sEiM9e/Zk2rRpvPDCC0yZMoWYmBhef/11+vXrZykznz17NhMmTOCLL76gfPnyljvqhQoVsiTrIrldssnMol2neef7Y8QnmXG0t+XVJyoxoKlKzURERPKLrUejGb/6IBeu3QagwyNlmdi+OqUKqxJTRO4v04l39+7duXLlClOnTrUsMbJx40Z8fX0BiIyMJCIiwtK+UKFChIaGMnToUIKCgihRogTdunVj+vTpljYhISEkJibyzDPPpHqvSZMmMXny5Ic8NZGc8+f5a4z+JozwyJRSs/oVizOzSyAVVWomIiKSL1yOS2Dq+nC+/eMiAF5FXZjeOYDHq5W2cmQikhdkeh3v3EpLjIg13ExIZl7oMZbcXWrWzp//1FWpmUhBp3Ep66lPxRoMw2Dlb+eZsfEw128nYWsD/RpVYETLKrg5PdQ8xSKSj2TLcmIi8j9bj0Qzfs3/Ss061SrLhPbVKVlIpWYiIiL5wanLNxi7OoyfT10FoEbZIszqWpNAb/d/2FNEJDUl3iKZdG+pmXexlFKz5lVVaiYiIpIfJCabWbj9JP/deoLEZDPODraMbFmFfo0qYG+neVtEJPOUeItkkGEYfPXbOWZsOExsfDK2NtC/cUqpmauj/q8kIiKSH+w7+xdjVv3JsUs3AGhapRQzOgfgU9zVypGJSF6mbEEkA05evsHYVWH8cjql1CzAK6XULMBLpWYiIiL5QWx8EnM2HeXzX85iGFDCzZGJHarT8ZGymrdFRP41Jd4iD5CYbObD7Sd5/8cTJJrMuDjY8VqrKvRtWF6lZiIiIvnE5kNRTFx7kEuxCQA8U9ebcW39KebmaOXIRCS/UOItch/7zl5l9DdhHI9OKTVrVqUU01VqJiIikm9EXY9n0rqDbD50CYDyJVyZ2SWQhpVKWjkyEclvlHiL3CM2PonZm47w+c8p69Gr1ExERCR/MZsNlv1ylrc2HeVGQjL2tja83KwiQ5+ojLODnbXDE5F8SIm3yF02HYxk4tpDRMellJp1C/JmbFt/irqq1ExERCQ/OHYpjtHf/MnvEdcAqOVTlOCugfh7am14Eck+SrxFgMjrt5m09hBbwu8qNesaSEM/lZqJiIjkB/FJJj7YeoIPt58kyWTg5mjHG09Vo1d9X+xsVdEmItlLibcUaKa/S81m31VqNrCZH688UUmlZiIiIvnEnpNXGLs6jNMxNwFo4e/B1E41KFvUxcqRiUhBocRbCqwjUbGMWRXG/r9LzWqXK8qsrjWpWqawdQMTERGRLHHtViLBG4+w4rdzAJQu7MSUjjV4KqCM5m0RkRylxFsKnPgkE+//mFJqlmw2KORkzxtPVeW5eio1ExERyQ8Mw+DbPyOZ+u0hYm4kAvBcvXK88VQ13F0crBydiBRESrylQNl9MoZxqw9aSs1aVk8pNfN0V6mZiIhIfnDu6i0mrD3ItqOXAahUuhDBXQN5tHxxK0cmIgWZEm8pEP66mcjMjYdZue88kFJqNrVTAE8FlLFyZCIiIpIVkk1mPtl9hrlbjnE7yYSjnS1DHq/EwOYVcbLXvC0iYl1KvCVfMwyDdX9cZOq34Vy5mVJq1qt+SqlZEWeVmomIiOQHBy9cZ/SqPzl4IRaAx8oXZ2bXQCqVLmTlyEREUijxlnzr3NVbjF9zkO3HUkrNKv9dahakUjMREZF84VZiMvO/P86iXacxmQ2KOIemiswAAC1nSURBVNsztq0/3YJ8sNW8LSKSi9haOwCRrJZsMvPxjlO0emcH249dxtHOltdaVmHDq02UdIuIZFBISAgVKlTA2dmZunXrsnPnzvu2XbVqFS1btqRUqVIUKVKEBg0asHnz5vu2//LLL7GxsaFz587ZELkUFNuPXabVOzv4aMcpTGaD9jU9+f61Zjz7WDkl3SKS6+iOt+Qr95aa1auQUmrmV0qlZiIiGbVixQqGDx9OSEgIjRo1YuHChbRp04bw8HDKlSuXpv2OHTto2bIlM2fOpGjRoixZsoQOHTrwyy+/ULt27VRtz549y6hRo2jSpElOnY7kMzE3Epi2Ppy1By4C4FXUhWmda/BENQ8rRyYicn82hmEY1g4iK8TGxuLu7s7169cpUqSItcORHHYrMZl3Qo+xaNdpzAa4uzgwrq0//wny1jqdImIVeXlcqlevHnXq1GHBggWWbf7+/nTu3Jng4OAMHaNGjRp0796diRMnWraZTCaaNWvGCy+8wM6dO7l27Rpr1qzJcFx5uU/l3zMMg6/3nWfGxsNcu5WErQ30bViB11pVwc1J95JExDoyOjbpU0ryvK1Hoxm/+iAXrt0GoMMjZZnYvjqlCjtZOTIRkbwnMTGRffv2MXr06FTbW7Vqxe7duzN0DLPZTFxcHMWLp368Z+rUqZQqVYr+/fs/sHT9joSEBBISEiyvY2NjM/T+kv+cjrnJ2FVh7Dl1BQB/zyLM6hrIIz5FrRuYiEgGKfGWPOtyXEqp2bo//ldqNr1zAI9XK23lyERE8q6YmBhMJhMeHqnLdj08PIiKisrQMebOncvNmzfp1q2bZdtPP/3EokWLOHDgQIZjCQ4OZsqUKRluL/lPksnMRztO8e4Px0lMNuPsYMuIFlXo17gCDnaaqkhE8g4l3pLnGIbByt9SSs2u304pNXuhUQVGtlSpmYhIVrn3MR3DMDL06M7y5cuZPHkya9eupXTplAuhcXFx9OrVi48//piSJUtmOIYxY8YwcuRIy+vY2Fh8fHwyvL/kbb9H/MWYb8I4eikOgCaVSzK9cwC+JdysHJmISOYpS5E85dTlG4xdHcbPp64CUN2zCLOeDqSmd1HrBiYikk+ULFkSOzu7NHe3o6Oj09wFv9eKFSvo378/K1eupEWLFpbtJ0+e5MyZM3To0MGyzWw2A2Bvb8/Ro0fx8/NLczwnJyecnPTYUEETF5/E25uPsvTnsxgGFHdzZEJ7fzrX8tK8LSKSZynxljwhMdnMRztO8t6PJyylZiNbVqFfowrYq9RMRCTLODo6UrduXUJDQ+nSpYtle2hoKJ06dbrvfsuXL6dfv34sX76cdu3apfpdtWrVCAsLS7Vt/PjxxMXF8e677+outlhsORTFxLWHiIqNB6BrHS/Gt6tOcTdHK0cmIvLvKPGWXG/f2b8Yuyp1qdnMLoH4FHe1cmQiIvnTyJEj6d27N0FBQTRo0ICPPvqIiIgIBg4cCKSUgF+4cIGlS5cCKUn3888/z7vvvkv9+vUtd8tdXFxwd3fH2dmZgICAVO9RtGhRgDTbpWC6FBvP5HWH+O5gyt9OueKuzOwSSOPKGX80QUQkN1PiLblWXHwSczYf5bO7Ss0mtq9Op1plVWomIpKNunfvzpUrV5g6dSqRkZEEBASwceNGfH19AYiMjCQiIsLSfuHChSQnJzNkyBCGDBli2d6nTx8++eSTnA5f8hCz2eCLvRG89d0R4hKSsbO1YUDTirz6RGVcHO2sHZ6ISJbROt6SK20+FMWku0rNnqnrzbi2/hRTqZmI5BEal7Ke+jR/OX4pjjGrwvjt7F8APOLtTnDXmlQvq39bkf9v787jojrPPYD/ZoAZNsEdERBckc1EISIYTdIobnVtriT2uiTmtjZpi5qlEFfcaEyiJq1YTY25Nga5iaBJo1FMg0K0mhitKBoXNCiCCEbZZIaZee8fAxNZ5eBszPy+n8/5ZOZw5vDMWzqvz7zPOQ+1H+zjTe1S0d1qLPvsDPafvQkA8O+iLzUb3o+lZkRERLagukaL5MzL2JR5CTVaAVeFA14bE4hZUQFwkLOijYhsExNvsgo6ncCO4/lYW1tq5lhXavZ0fzg7sdSMiIjIFhzLK0VCeg7yblUCAJ4e2B0rpoTCp6OLhSMjIjItJt5kcRdqS81O1JWa+XXEn6eFIcibpWZERES24G5VDZL2ncPOb68BALq6K5E4KQTjw3rwvi1EZBeYeJPFVNdosfHrS/jbocuo0Qq41ZaazWSpGRERkU0QQuCfpwuR+HkuSipUAIDnhvZC/NiB8HR1snB0RETmw8SbLOLfeaV4Iy0HeSX6UrNRQV5YMTkEPVlqRkREZBOu/1SFpXvO4l/niwEAfbu5IWnaIAzt3dnCkRERmZ+8LS9KTk5G79694ezsjPDwcGRlZbV4vEqlwqJFi+Dv7w+lUom+ffvigw8+qHfMrl27EBwcDKVSieDgYKSnp7clNLJyd6rU+NOnp/Hsln8jr6QS3TsosenXQ/D+rHAm3URERDZAqxPYmn0FMesP41/ni6FwkGP+qP7YGzeCSTcR2S3JK96pqamYP38+kpOTMXz4cGzevBnjxo1Dbm4uevXq1eRrpk+fjps3b2Lr1q3o168fiouLodFoDD8/evQoYmNjsXLlSkydOhXp6emYPn06srOzERkZ2fZ3R1bj51KzsyipUAMAfh3ZC6+PHQhPF5aaERER2YKzN+4iIS0Hp6/fBQA8FtAJSdPC0K97BwtHRkRkWZL7eEdGRmLIkCHYtGmTYV9QUBCmTJmCpKSkRsd/+eWXePbZZ5GXl4fOnZv+ljM2NhZlZWXYt2+fYd/YsWPRqVMnpKSktCou9va0Xtd/qsKS3Wfw9Q+3AAD9ursjaVoYHgvgt95EZLs4Lxkfx9R63VNrseGrC/h71hVodQIdnB2RMC4Izz7mBznv20JENqy1c5OkUnO1Wo0TJ04gJiam3v6YmBgcOXKkydd89tlniIiIwNq1a+Hj44MBAwbg1Vdfxb179wzHHD16tNE5x4wZ0+w5qX3QaHX4e1YeRq87jK9/uAWFgxwLRg3AF398nEk3ERGRjTh84RZiNhzC5kN50OoEJoR546uFT2BGZC8m3UREtSSVmpeUlECr1cLLy6vefi8vLxQVFTX5mry8PGRnZ8PZ2Rnp6ekoKSnBSy+9hNu3bxuu8y4qKpJ0TkB/3bhKpTI8Lysrk/JWyMTOFOhLzXIK9KVmQwM6Y820MPTr7m7hyIiIiMgYSitUWPXFOaSfLAAAeHs6Y+XkUIwK9nrAK4mI7E+b7mresN+iEKLZHow6nQ4ymQw7duyAp6cnAGDdunV45plnsHHjRri4uEg+JwAkJSUhMTGxLeGTCVWpNdhw8CK2ZutLzTycHfHG+CBMj2CpGRERkS0QQiDt+wKs+iIXP1XVQCYDZkcF4NUxgXBXsmEOEVFTJH06du3aFQ4ODo1WoouLixutWNfx9vaGj4+PIekG9NeECyFw/fp19O/fHz169JB0TgBISEjAwoULDc/Lysrg5+cn5e2QkR26cAuLd+fg2m39ZQQTBnlj2cRgdO/gbOHIiIiIyBiullRi0e4cfHOpFAAwsEcH/PlXg/CoX0fLBkZEZOUkXeOtUCgQHh6OjIyMevszMjIQHR3d5GuGDx+OGzduoKKiwrDvwoULkMvl8PX1BQBERUU1OueBAweaPScAKJVKeHh41NvIMkoqVJi/8yRmf3Ac127fQ09PZ2ydHYGNM4Yw6SYiIrIBNVodkjMvYcyGw/jmUimUjnL8aexAfP6Hx5l0ExG1guR6oIULF2LmzJmIiIhAVFQUtmzZgvz8fMybNw+AfiW6oKAA27dvBwDMmDEDK1euxPPPP4/ExESUlJTgtddewwsvvGAoM4+Li8PIkSPx5ptvYvLkydizZw8OHjyI7OxsI75VMjYhBD49cR2r957DnaoayGXAnOjeeCVmANxYakZERGQTTl27g/hdp3G+qBwAMLxfF6yeEoaArm4WjoyIqP2QnB3FxsaitLQUK1asQGFhIUJDQ7F37174+/sDAAoLC5Gfn2843t3dHRkZGfjDH/6AiIgIdOnSBdOnT8eqVasMx0RHR2Pnzp1YvHgxlixZgr59+yI1NZU9vK3Y1ZJKvJGegyOX9aVmQd4e+PO0MDzCb72JiIhsQoVKg7f3/4D/PXoVQgCdXJ2weEIwpg3xafE+PERE1JjkPt7Wymi9PVXlQPo8QOEOKN0BhRug6HDfY3dA2UH/X4Vb7f4O+sdOLoCNT0Q1Wh22HM7De19dhEqjg9JRjgWjB2Du473h5CDpygUiIpvGntPGxzE1n4O5N7FkzxkU3q0GAEwb7INFE4LQxV1p4ciIiKxLa+cm1gM3dO8OcP6fbXutzKFBwl732L2Fx24/J/INf+7kalWJ/Mn8n5CQlmMoNXu8X1esnhoK/y4sNSMiIrIFxWXVSPw8F1/kFAIA/Dq7YPWUMIwc0M3CkRERtW9MvBty9gAmrAPUFYCqAlBXAury2se1z1Xl9z2uAGoq9a8VWkB1V78Zhaz5JN2w2l63Au/WxOP7VuOV7oCTGyCXvirdVKnZkl8GY+pglpoRERHZAp1OYOe315C07xzKqzVwkMvw4ojemP/0ALgoHCwdHhFRu8fEuyFnT+CxudJeo9PWJuiVtQl7+X2PK/SJe12Srq64b3+DRN6Q6FcAEPpNXa7fjEUhbTU+p0SH7SdKcL3KAWFwRnSIP347OhSdOnYAhE6/yk9ERETt1qXiciSk5eDbqz8BAAb5eiJpWhhCeno+4JVERNRaTLyNQe6gXyl3NtL1ZjodUFPVIJFvZrXdsBrfXNJfuwmd/tx1z3GzVaGEAXgLABS1Oy7XbnWcXJu+3r3J1fiGyX2DYxXugAP/JImIiMxBpdFiU+ZlJH99GWqtDq4KB7wSE4g50QFwkLOijYjImJjlWCO5XJ+MKt0BeD38+YQAau41Xm1vtAJfCaEqx8XrhfghvxAK7T24y6rRu4NADxcN5PeX3Qut/tw1Vfqt8uHDBAA4OjeTpN9/k7vmyu6buAmeg5ORAiMiIrIdx6/cRkLaaVy+pZ/AfzGwO1ZMDoFvJ1cLR0ZEZJuYeNsDmQxQuOo3dG/2sIs39aVm3/2oLzV7xNcTSdMGoWfPBiv5QgAaVSvK6huU2Dc69r5EXlejP7emWr9VlRjnvTsoWl5hV7q3MtGv3e/Iu7kSEVH7dfdeDf687zxSjutbv3Z1V2L5pGBMCPPmfVuIiEyIiTdBpdFi49eXsSnzEmq0Aq4KB7w2JhCzopopNZPJACdn/ebW1ThBaFRNlNI3vPb9QWX19yX6WpX+vFo1cO+2fjMGuVMTd6JvxY3tmivBd3S2qjvXExHVSU5OxltvvYXCwkKEhIRgw4YNGDFiRJPHpqWlYdOmTTh16hRUKhVCQkKwfPlyjBkzxnDM+++/j+3bt+PMmTMAgPDwcKxZswZDhw41y/uxd0II7M0pwvLPz+JWuX6OfG6oH+LHBsHTldVhRESmxsTbzh3LK0VCeg7yakvNnh7YHSumhMKno4t5A3FU6jfXzsY5n7bmAWX1LT1u4vp5zT39eXU1QPUd/WYMMoc2tJxroezeDnrJE5HppaamYv78+UhOTsbw4cOxefNmjBs3Drm5uejVq1ej4w8fPozRo0djzZo16NixI7Zt24aJEyfi2LFjGDx4MAAgMzMTzz33HKKjo+Hs7Iy1a9ciJiYGZ8+ehY+Pj7nfol25ceceluw+g6/OFwMA+nRzQ9LUMET26WLhyIiI7IdMCCEsHYQxtLZxOendrapB0r5z2PntNQD6UrPESSEYH9aDpWZN0Wp+TsrbVFbfILmvqTJNnDJ5EyXzD1qNb1h2f9+xCjcm8kRt1J7npcjISAwZMgSbNm0y7AsKCsKUKVOQlJTUqnOEhIQgNjYWS5cubfLnWq0WnTp1wl//+lfMmjWrVedsz2NqCVqdwPajV/H2/h9QqdbCyUGG3z3ZDy892RfOTuxKQkRkDK2dm7jibWeEEPgipxDLP8tFSUVdqVkvxI8dyFKzljg4Ai4d9ZsxGFrQSSmrr2g+0VdX6M8rdICqTL8ZpQud7AHt51pajb8/6b/veRt6yROR+ajVapw4cQLx8fH19sfExODIkSOtOodOp0N5eTk6d26+iqmqqgo1NTUtHkNtl3ujDAlpp/Gf63cBABH+nZA0LQz9vTpYODIiIvvExNuOFNSWmv2rttSsbzc3JE0bhKG9+Y8eszNZCzqJZfVN3NnekOgbesnX/rzCOKHCyU1Cy7kWHtf9V85VGyJjKikpgVarhZdX/a4aXl5eKCoqatU53nnnHVRWVmL69OnNHhMfHw8fHx+MGjWq2WNUKhVUKpXheVlZWat+vz2rrtFiw8GLeD8rD1qdQAelI/40biBmDO0FOVuEERFZDBNvO6DVCfzvkat4+8APqKotNXvpyX546am+UDoyabEJ97egM8ZihhA/95KX3Du+idX4ei3oKvVbZbERAgXg6NLCte8P6i3fRAk+e8kTAUCjy46EEK26FCklJQXLly/Hnj170L1705001q5di5SUFGRmZsLZ2bnZcyUlJSExMVFa4HYs+2IJFu3OwY+l+suZxoX2wPJJIfDyaH6MiYjIPPgvTBt39sZdJKTl4HRtqdljAfpSs37dWWpGLZDVlZi7Ae7Nt6BrNSH0beKaXGEvb2Zlvqmk/76ye51Gf27NPf1Weevh4wQAB2UbW8417C1f+9hRYZy4iMyka9eucHBwaLS6XVxc3GgVvKHU1FTMnTsXn3zySbMr2W+//TbWrFmDgwcPYtCgQS2eLyEhAQsXLjQ8Lysrg5+fXyvfif24XanGqi9ykfZ9AQCgh4czVkwOQUxIDwtHRkREdZh426h7ai02fHUBf8+6oi81c3ZEwrggPPuYH0vNyPxkMv0d151cAHQzzjk1qiYS9mZW25stq78v6deq9efVqoAqFVBVapw4HRRtXI1vmOjXtaBT8oZ3ZFIKhQLh4eHIyMjA1KlTDfszMjIwefLkZl+XkpKCF154ASkpKZgwYUKTx7z11ltYtWoV9u/fj4iIiAfGolQqoVQqpb8JOyGEwO5TBVj5z3O4XamGTAbMGuaPV8cEooMz79tCRGRNmHjboKyLt7Ao/Qzyb+tLzcaH9cDyiSHozlIzsiV1LejcjNQOR6P+OTF/2LJ6dYV+hR+o7SWvBu79ZJw45Y5GWI13//nn7CVPTVi4cCFmzpyJiIgIREVFYcuWLcjPz8e8efMA6FeiCwoKsH37dgD6pHvWrFl49913MWzYMMNquYuLCzw9PQHoy8uXLFmCjz/+GAEBAYZj3N3d4e7uboF32b7ll1Zh0e4cZF0sAQAEenVA0q/CMKRXJwtHRkRETWHibUNKK1RY/cU5pJ3Ul5p5ezpjxeRQjA5uuTSQiKAvCXfsbMRe8pqWV9ibK6tv7s72dS3odBrj95Jv1H7uQS3nWrjxnZMrE3kbEBsbi9LSUqxYsQKFhYUIDQ3F3r174e/vDwAoLCxEfn6+4fjNmzdDo9Hg5Zdfxssvv2zYP3v2bHz44YcAgOTkZKjVajzzzDP1fteyZcuwfPlyk78nW1Gj1WFr9hVsOHgB1TU6KBzliHu6P34zsg+cHNg1gojIWrGPtw0QQiDt+wKs+iIXP1XVQCYDZkcF4NUxgXBX8rsVIpug07bcUu5BveMbJvp1LeiMTtaKlnNN3eSumRJ8J7d224LOnuclU7H3Mf3PtTuIT8vBuUL93d2j+3bB6qlh6N3VzcKRERHZL/bxthM/llZiUfoZZF/Sl5oN7NEBSdPCMJilZkS2Re4AOHvqN2PQ6fR3l29VWX0TN7lr6vp5Qwu6cv1mLIqGq/Etrby3orc8W9BRO1Op0uCdAxfw4ZEr0Amgo6sTFo0PwjPhvq260zwREVkeE+92qkarw9+z9KVmKo0OSkc54kb1x/+MYKkZEbWCXK5PUJUdjNuCrjWr7Q8qq6/7IkDo9OeuOwduGiFQ6MvhH3STuyGzgO5Bxvl9RA/hX+dvYsnusyi4cw8AMOXRnlj8y2B0dedN54iI2hMm3u3QqWt3EL/rNM4X6VeUhvfrgtVTwhDAUjMispT7W9DBCPeVqNeC7iHL6hu2oKup0m+VLfz+fk8z8SaLKi6vRuLnufjidCEAwLeTC1ZNCcWTgUZo8UhERGbHxLsdqVBp8M6BH/DhkasQtaVmiycE41dDfFhqRkS2xdgt6ITQt6BrtMJe3nSS3rnvw/9OojbQ6QT+77trWLP3HMqqNZDLgBdH9MH8Uf3hquA/24iI2it+grcTX527iSW7z+DGXX2LoqmDfbB4QhC6sNSMiOjBZDLAyVm/GasFHZGRXSquwBvpOTh+5TYAIMzHE0nTwhDqY6R7OxARkcUw8bZyxWW1pWY5+lIzv84uWD0lDCMHGGEFiIiIiCxOpdHib5l52Pj1Jai1Org4OeCVmAGYEx0AR963hYjIJjDxtlI6ncDOb68had85lFdr4CCX4cURvTH/6QFwUfCOvERERLbg26u3kZCWg0vF+hZ/TwZ2w8rJofDr7GrhyIiIyJiYeFuhS8XlSEjLwbdXfwIADPLVl5qF9GSpGRERkS24e68Ga788jx3H8gEAXd0VWDoxBBMHefO+LURENoiJtxVRabTYlHkZyV9fhlqrg6vCAa/EBGJOdAAc5JyEiYiI2jshBL48U4Rln51FcbkKABAb4YeE8QPR0VVh4eiIiMhUmHhbieNXbiMh7TQu39L3t3kqsBtWTgmFbyeWmhEREdmCG3fuYemeszh4Tt+Tvk9XN6yeGoaovrzhHxGRrWPibWF379Xgz/vOI+V4XamZEssnBWNCGEvNiIiIbIFWJ/DRv3/E2i/Po1KthaNcht892RcvP9UPzk68bwsRkT1g4m0hQgjsqy01u1VbavbsY35IGBcET1cnC0dHRERExnC+qAzxu3Jw6todAMCQXh2RNG0QAnt0sGxgRERkVky8LUBfanYGB88VA9CXmq2ZFoZhfVhqRkREZAuqa7R476uL2HI4DxqdgLvSEX8aNxC/HtoLct63hYjI7jDxNiOtTmD70at4e/8PqFRr4eQgw++e6IuXWGpGRERkM45cKsEb6Tm4WloFABgT4oXESaHo4els4ciIiMhSmHibybnCMsSn5eA/taVm4f6dkDQtDAO8WGpGRERkC36qVGP13nP49MR1AICXhxKJk0IxNrSHhSMjIiJLY+JtYtU1Wrz71UW8X1tq1qG21GwGS82IiIhsghACe07dwIp/5uJ2pRoyGfDfkf54bWwgPJx53xYiIgLkbXlRcnIyevfuDWdnZ4SHhyMrK6vZYzMzMyGTyRpt58+fr3fchg0bEBgYCBcXF/j5+WHBggWorq5uS3hWI/tiCcZsOIxNmZeh0QmMDemBg688gf8e5s+km4iIyAZcu12F2du+xfzUU7hdqcYAL3d8Oi8KK6eEMukmIiIDySveqampmD9/PpKTkzF8+HBs3rwZ48aNQ25uLnr16tXs63744Qd4eHgYnnfr1s3weMeOHYiPj8cHH3yA6OhoXLhwAXPmzAEArF+/XmqIFne7Uo3VX5zDru/1pWY9PJyRODkEY0JYakZERGQLNFodPvjmCtZlXEB1jQ4KRzn++It++M3IvlA4tmldg4iIbJjkxHvdunWYO3cuXnzxRQD6ler9+/dj06ZNSEpKavZ13bt3R8eOHZv82dGjRzF8+HDMmDEDABAQEIDnnnsOx48flxqeRQkhsPtUAVb+85yh1GzWMH+8OiYQHfitNxERkU3IuX4X8WmncfZGGQBgWJ/OWDM1DH26uVs4MiIislaSEm+1Wo0TJ04gPj6+3v6YmBgcOXKkxdcOHjwY1dXVCA4OxuLFi/HUU08Zfvb444/jo48+wvHjxzF06FDk5eVh7969mD17drPnU6lUUKlUhudlZWVS3orR5ZdWYdHuHGRdLAEABHp1QNKvwjCkVyeLxkVERETGUanSYH3GBXzwzRXoBODp4oRF44PwXxG+kMl4CRkRETVPUuJdUlICrVYLLy+vevu9vLxQVFTU5Gu8vb2xZcsWhIeHQ6VS4R//+AeefvppZGZmYuTIkQCAZ599Frdu3cLjjz8OIQQ0Gg1+97vfNUrw75eUlITExEQp4ZuERqvD1uwrWH/w51KzuKf7439G9GGpGRERkY34+odiLE4/g4I79wAAkx7piSW/DEa3DkoLR0ZERO1Bm+5q3vBbXSFEs9/0BgYGIjAw0PA8KioK165dw9tvv21IvDMzM7F69WokJycjMjISly5dQlxcHLy9vbFkyZImz5uQkICFCxcanpeVlcHPz68tb6fNTl+/g/hdOcgt1K+2R/ftgtVTw9C7q5tZ4yAiIiLTuFWuwop/5uLz/9wAAPh0dMGqqaF4KrC7hSMjIqL2RFLi3bVrVzg4ODRa3S4uLm60Ct6SYcOG4aOPPjI8X7JkCWbOnGm4bjwsLAyVlZX4zW9+g0WLFkEub7xyrFQqoVRa5lvmSpUG7xy4gA+P6EvNOrrqS82eCWepGRERkS0QQuD/vruGNXvP4+69GshlwNzHe2PB6AFwVbAbKxERSSOpFlqhUCA8PBwZGRn19mdkZCA6OrrV5zl58iS8vb0Nz6uqqhol1w4ODhBCQAghJUST+9f5m4hZf9hwfdeUR3vi4MIn8F8Rfky6iYjIZkhpHZqWlobRo0ejW7du8PDwQFRUFPbv39/ouF27diE4OBhKpRLBwcFIT0835Vtos7xbFXh2y7/xp105uHuvBiE9PbDn5cexaEIwk24iImoTybPHwoULMXPmTERERCAqKgpbtmxBfn4+5s2bB0BfAl5QUIDt27cD0N/1PCAgACEhIVCr1fjoo4+wa9cu7Nq1y3DOiRMnYt26dRg8eLCh1HzJkiWYNGkSHBwcjPRWH05xeTUSP8/FF6cLAQC+nVywakoonmSpGRER2RiprUMPHz6M0aNHY82aNejYsSO2bduGiRMn4tixYxg8eDAAfQeT2NhYrFy5ElOnTkV6ejqmT5+O7OxsREZGmvstNkmt0WHzocv4y9eXoNbo4OLkgIWjB+D54QFwdOB9W4iIqO1kog1LysnJyVi7di0KCwsRGhqK9evXG67XnjNnDq5evYrMzEwAwNq1a7FlyxYUFBTAxcUFISEhSEhIwPjx4w3n02g0WL16Nf7xj3+goKAA3bp1w8SJE7F69epmW5A1VFZWBk9PT9y9e7dev/CHpdPVlZqdQ1m1BnIZ8OKIPpg/qj+/9SYiomaZal4yh8jISAwZMgSbNm0y7AsKCsKUKVNabB16v5CQEMTGxmLp0qUAgNjYWJSVlWHfvn2GY8aOHYtOnTohJSWlVec05Zie+PE24nfl4GJxBQBg5IBuWD0lFH6dXY36e4iIyLa0dm5qU+JtjUwxGV8qrsAb6Tk4fuU2ACDUxwN/njYIoT6eRjk/ERHZrvaaeKvVari6uuKTTz7B1KlTDfvj4uJw6tQpHDp06IHn0Ol0CAgIwOuvv47f//73AIBevXphwYIFWLBggeG49evXY8OGDfjxxx+bPE9TrUP9/PyMOqZl1TVY++V57DiWDyGALm4KLJ0YjEmP9OQlZERE9ECtne+5ZNsEtUaHvx26jL/+6xLUWn2p2SsxAzAnmqVmRERk29rSOrShd955B5WVlZg+fbphX1FRkeRzmrp16JdnirDsszO4WaZP7v8r3BdvjA9CJzeFyX4nERHZJybeDZwvKsMfPj5pKDV7YkA3rGKpGRER2RkprUPvl5KSguXLl2PPnj3o3r3+fVCkntNUrUPLq2vwyv/9BwdybwIAArq4Ys3UMET36/rQ5yYiImoKE+8GOrooUHi3Gl3dFVg6MQQTB3mz1IyIiOzGw7QOTU1Nxdy5c/HJJ59g1KhR9X7Wo0cPyec0VetQN4UjSivVcJTL8Nsn+uAPv+gPZyfruJkrERHZJibeDfTwdMaWmeEI7umBjq4sNSMiIvtyf+vQ+6/xzsjIwOTJk5t9XUpKCl544QWkpKRgwoQJjX4eFRWFjIyMetd4HzhwQFI7UmORy2VY+8wg1Gh1GNij/Vx/T0RE7RcT7yaw1IyIiOyZ1NahKSkpmDVrFt59910MGzbMsLLt4uICT0/9DUnj4uIwcuRIvPnmm5g8eTL27NmDgwcPIjs72yLvsW83d4v8XiIisk+8UxgRERHVExsbiw0bNmDFihV49NFHcfjwYezduxf+/v4AgMLCQuTn5xuO37x5MzQaDV5++WV4e3sbtri4OMMx0dHR2LlzJ7Zt24ZBgwbhww8/RGpqqtX08CYiIjIlthMjIiIyAc5LxscxJSIia9PauYkr3kREREREREQmxMSbiIiIiIiIyISYeBMRERERERGZEBNvIiIiIiIiIhNi4k1ERERERERkQky8iYiIiIiIiEzI0dIBGEtdV7SysjILR0JERPTzfGQjXTutAud6IiKyNq2d720m8S4vLwcA+Pn5WTgSIiKin5WXl8PT09PSYdgEzvVERGStHjTfy4SNfBWv0+lw48YNdOjQATKZ7KHOVVZWBj8/P1y7dq3FJuj0M46ZdBwz6Thm0nC8pDPmmAkhUF5ejp49e0Iu55VdxsC53rI4ZtJxzKTjmEnHMZPOEvO9zax4y+Vy+Pr6GvWcHh4e/OOViGMmHcdMOo6ZNBwv6Yw1ZlzpNi7O9daBYyYdx0w6jpl0HDPpzDnf8yt4IiIiIiIiIhNi4k1ERERERERkQky8m6BUKrFs2TIolUpLh9JucMyk45hJxzGThuMlHcfMfvB/a+k4ZtJxzKTjmEnHMZPOEmNmMzdXIyIiIiIiIrJGXPEmIiIiIiIiMiEm3kREREREREQmxMSbiIiIiIiIyISYeBMRERERERGZkN0m3snJyejduzecnZ0RHh6OrKysFo8/dOgQwsPD4ezsjD59+uBvf/ubmSK1HlLGLC0tDaNHj0a3bt3g4eGBqKgo7N+/34zRWp7Uv7E633zzDRwdHfHoo4+aNkArJHXMVCoVFi1aBH9/fyiVSvTt2xcffPCBmaK1DlLHbMeOHXjkkUfg6uoKb29vPP/88ygtLTVTtJZ3+PBhTJw4ET179oRMJsPu3bsf+Bp+/rdfnOul41wvHed76TjfS8O5XhqrneuFHdq5c6dwcnIS77//vsjNzRVxcXHCzc1N/Pjjj00en5eXJ1xdXUVcXJzIzc0V77//vnBychKffvqpmSO3HKljFhcXJ958801x/PhxceHCBZGQkCCcnJzE999/b+bILUPqeNW5c+eO6NOnj4iJiRGPPPKIeYK1Em0Zs0mTJonIyEiRkZEhrly5Io4dOya++eYbM0ZtWVLHLCsrS8jlcvHuu++KvLw8kZWVJUJCQsSUKVPMHLnl7N27VyxatEjs2rVLABDp6ektHs/P//aLc710nOul43wvHed7aTjXS2etc71dJt5Dhw4V8+bNq7dv4MCBIj4+vsnjX3/9dTFw4MB6+37729+KYcOGmSxGayN1zJoSHBwsEhMTjR2aVWrreMXGxorFixeLZcuW2d1ELHXM9u3bJzw9PUVpaak5wrNKUsfsrbfeEn369Km377333hO+vr4mi9GatWYy5ud/+8W5XjrO9dJxvpeO8700nOsfjjXN9XZXaq5Wq3HixAnExMTU2x8TE4MjR440+ZqjR482On7MmDH47rvvUFNTY7JYrUVbxqwhnU6H8vJydO7c2RQhWpW2jte2bdtw+fJlLFu2zNQhWp22jNlnn32GiIgIrF27Fj4+PhgwYABeffVV3Lt3zxwhW1xbxiw6OhrXr1/H3r17IYTAzZs38emnn2LChAnmCLldsvfP//aKc710nOul43wvHed7aTjXm4e5Pv8djXamdqKkpARarRZeXl719nt5eaGoqKjJ1xQVFTV5vEajQUlJCby9vU0WrzVoy5g19M4776CyshLTp083RYhWpS3jdfHiRcTHxyMrKwuOjnb3f8s2jVleXh6ys7Ph7OyM9PR0lJSU4KWXXsLt27ft4rqvtoxZdHQ0duzYgdjYWFRXV0Oj0WDSpEn4y1/+Yo6Q2yV7//xvrzjXS8e5XjrO99JxvpeGc715mOvz3+5WvOvIZLJ6z4UQjfY96Pim9tsyqWNWJyUlBcuXL0dqaiq6d+9uqvCsTmvHS6vVYsaMGUhMTMSAAQPMFZ5VkvI3ptPpIJPJsGPHDgwdOhTjx4/HunXr8OGHH9rFt+B1pIxZbm4u/vjHP2Lp0qU4ceIEvvzyS1y5cgXz5s0zR6jtFj//2y/O9dJxrpeO8710nO+l4Vxveub4/Le7r9q6du0KBweHRt8SFRcXN/qmo06PHj2aPN7R0RFdunQxWazWoi1jVic1NRVz587FJ598glGjRpkyTKshdbzKy8vx3Xff4eTJk/j9738PQD/JCCHg6OiIAwcO4Be/+IVZYreUtvyNeXt7w8fHB56enoZ9QUFBEELg+vXr6N+/v0ljtrS2jFlSUhKGDx+O1157DQAwaNAguLm5YcSIEVi1apXNr+i1hb1//rdXnOul41wvHed76TjfS8O53jzM9flvdyveCoUC4eHhyMjIqLc/IyMD0dHRTb4mKiqq0fEHDhxAREQEnJycTBartWjLmAH6b7/nzJmDjz/+2K6uK5E6Xh4eHsjJycGpU6cM27x58xAYGIhTp04hMjLSXKFbTFv+xoYPH44bN26goqLCsO/ChQuQy+Xw9fU1abzWoC1jVlVVBbm8/se+g4MDgJ+/2aX67P3zv73iXC8d53rpON9Lx/leGs715mG2z3+j3qqtnai7Lf/WrVtFbm6umD9/vnBzcxNXr14VQggRHx8vZs6caTi+7hbzCxYsELm5uWLr1q1222KktWP28ccfC0dHR7Fx40ZRWFho2O7cuWOpt2BWUserIXu8y6nUMSsvLxe+vr7imWeeEWfPnhWHDh0S/fv3Fy+++KKl3oLZSR2zbdu2CUdHR5GcnCwuX74ssrOzRUREhBg6dKil3oLZlZeXi5MnT4qTJ08KAGLdunXi5MmThrYs/Py3HZzrpeNcLx3ne+k430vDuV46a53r7TLxFkKIjRs3Cn9/f6FQKMSQIUPEoUOHDD+bPXu2eOKJJ+odn5mZKQYPHiwUCoUICAgQmzZtMnPElidlzJ544gkBoNE2e/Zs8wduIVL/xu5njxOxENLH7Ny5c2LUqFHCxcVF+Pr6ioULF4qqqiozR21ZUsfsvffeE8HBwcLFxUV4e3uLX//61+L69etmjtpyvv766xY/m/j5b1s410vHuV46zvfScb6XhnO9NNY618uEYM0BERERERERkanY3TXeRERERERERObExJuIiIiIiIjIhJh4ExEREREREZkQE28iIiIiIiIiE2LiTURERERERGRCTLyJiIiIiIiITIiJNxEREREREZEJMfEmIiIiIiIiMiEm3kREREREREQmxMSbiIiIiIiIyISYeBMRERERERGZEBNvIiIiIiIiIhP6f7oVeGtwftrDAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 1200x1600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 16))\n",
    "\n",
    "plt.subplot(4, 2, 1)\n",
    "plt.plot(dropout_model_history.history['loss'], label='Loss')\n",
    "plt.plot(dropout_model_history.history['val_loss'], label='val_Loss')\n",
    "plt.title('Loss Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 2)\n",
    "plt.plot(dropout_model_history.history['accuracy'], label='accuracy')\n",
    "plt.plot(dropout_model_history.history['val_accuracy'], label='val_accuracy')\n",
    "plt.title('Accuracy Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 3)\n",
    "plt.plot(dropout_model_history.history['precision'], label='precision')\n",
    "plt.plot(dropout_model_history.history['val_precision'], label='val_precision')\n",
    "plt.title('Precision Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 4)\n",
    "plt.plot(dropout_model_history.history['recall'], label='recall')\n",
    "plt.plot(dropout_model_history.history['val_recall'], label='val_recall')\n",
    "plt.title('Recall Function Evolution')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "c281b904-16ec-4cc8-9282-a385e0daa462",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m8s\u001b[0m 26ms/step - accuracy: 0.4516 - loss: 6.0245 - precision: 0.5882 - recall: 0.3105\n",
      "Test Accuracy : 45.16%\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 36ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "evaluation = dropout_model.evaluate(X_test, y_cat_test)\n",
    "print(f'Test Accuracy : {evaluation[1] * 100:.2f}%')\n",
    "\n",
    "y_pred = model.predict(X_test)\n",
    "y_pred = np.argmax(y_pred, axis=1)\n",
    "cm = confusion_matrix(test_labels, y_pred)\n",
    "\n",
    "\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
    "                              display_labels=labels)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "disp = disp.plot(xticks_rotation='vertical', ax=ax,cmap='summer')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb4fa876-035f-4d65-9577-8b0295ee9c81",
   "metadata": {},
   "source": [
    "MORE LAYERS MODEL"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "32d26cae-3a4d-4808-bcc0-339b6a7ec278",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\layers\\convolutional\\base_conv.py:113: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
      "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
     ]
    }
   ],
   "source": [
    "more_layer_model = Sequential()\n",
    "more_layer_model.add(Conv2D(32, (3, 3), padding='same',\n",
    "                 input_shape=train_data.shape[1:]))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(BatchNormalization())\n",
    "more_layer_model.add(Conv2D(32, (3, 3)))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(BatchNormalization())\n",
    "more_layer_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "more_layer_model.add(Dropout(0.20))\n",
    "\n",
    "more_layer_model.add(Conv2D(64, (3, 3), padding='same'))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(BatchNormalization())\n",
    "more_layer_model.add(Conv2D(64, (3, 3)))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(BatchNormalization())\n",
    "more_layer_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "more_layer_model.add(Dropout(0.20))\n",
    "\n",
    "more_layer_model.add(Conv2D(128, (3, 3), padding='same'))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(BatchNormalization())\n",
    "more_layer_model.add(Conv2D(128, (3, 3)))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(BatchNormalization())\n",
    "more_layer_model.add(MaxPooling2D(pool_size=(2, 2)))\n",
    "more_layer_model.add(Dropout(0.20))\n",
    "\n",
    "more_layer_model.add(Flatten())\n",
    "more_layer_model.add(Dense(512,kernel_regularizer=l2(0.01)))\n",
    "more_layer_model.add(Activation('relu'))\n",
    "more_layer_model.add(Dropout(0.5))\n",
    "more_layer_model.add(Dense(10))\n",
    "more_layer_model.add(Activation('softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "cf39cf80-7c0d-4d7a-8989-32f99ecc75c6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential_3\"</span>\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1mModel: \"sequential_3\"\u001b[0m\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃<span style=\"font-weight: bold\"> Layer (type)                    </span>┃<span style=\"font-weight: bold\"> Output Shape           </span>┃<span style=\"font-weight: bold\">       Param # </span>┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_14 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_12 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_14          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_15 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │         <span style=\"color: #00af00; text-decoration-color: #00af00\">9,248</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_13 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_15          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">30</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_16 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_14 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_16          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">15</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_17 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │        <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_15 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_17          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">13</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)     │           <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_8 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)       │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_18 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │        <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_16 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_18          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │           <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_19 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)              │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │       <span style=\"color: #00af00; text-decoration-color: #00af00\">147,584</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_17 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_19          │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">4</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │           <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
       "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_9 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_10 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">2</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)      │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)             │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_6 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │       <span style=\"color: #00af00; text-decoration-color: #00af00\">262,656</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_18 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_11 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)            │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span>)            │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_7 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                 │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │         <span style=\"color: #00af00; text-decoration-color: #00af00\">5,130</span> │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_19 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Activation</span>)      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>)             │             <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n",
       "</pre>\n"
      ],
      "text/plain": [
       "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━┓\n",
       "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                   \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape          \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m      Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
       "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━┩\n",
       "│ conv2d_14 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m896\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_12 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_14          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_15 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │         \u001b[38;5;34m9,248\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_13 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_15          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m30\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │           \u001b[38;5;34m128\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_7 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_8 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m32\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_16 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m18,496\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_14 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_16          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m15\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_17 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │        \u001b[38;5;34m36,928\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_15 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_17          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m13\u001b[0m, \u001b[38;5;34m64\u001b[0m)     │           \u001b[38;5;34m256\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_8 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_9 (\u001b[38;5;33mDropout\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m64\u001b[0m)       │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_18 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │        \u001b[38;5;34m73,856\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_16 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_18          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m6\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │           \u001b[38;5;34m512\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ conv2d_19 (\u001b[38;5;33mConv2D\u001b[0m)              │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │       \u001b[38;5;34m147,584\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_17 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ batch_normalization_19          │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m4\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │           \u001b[38;5;34m512\u001b[0m │\n",
       "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)            │                        │               │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ max_pooling2d_9 (\u001b[38;5;33mMaxPooling2D\u001b[0m)  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_10 (\u001b[38;5;33mDropout\u001b[0m)            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m2\u001b[0m, \u001b[38;5;34m128\u001b[0m)      │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ flatten_3 (\u001b[38;5;33mFlatten\u001b[0m)             │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_6 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │       \u001b[38;5;34m262,656\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_18 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dropout_11 (\u001b[38;5;33mDropout\u001b[0m)            │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m512\u001b[0m)            │             \u001b[38;5;34m0\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ dense_7 (\u001b[38;5;33mDense\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │         \u001b[38;5;34m5,130\u001b[0m │\n",
       "├─────────────────────────────────┼────────────────────────┼───────────────┤\n",
       "│ activation_19 (\u001b[38;5;33mActivation\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m)             │             \u001b[38;5;34m0\u001b[0m │\n",
       "└─────────────────────────────────┴────────────────────────┴───────────────┘\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">556,586</span> (2.12 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m556,586\u001b[0m (2.12 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">555,690</span> (2.12 MB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m555,690\u001b[0m (2.12 MB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">896</span> (3.50 KB)\n",
       "</pre>\n"
      ],
      "text/plain": [
       "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m896\u001b[0m (3.50 KB)\n"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "None\n"
     ]
    }
   ],
   "source": [
    "# summary of the model\n",
    "print(more_layer_model.summary())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "c95daa29-51af-4703-b471-70a574810e17",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/50\n",
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m147s\u001b[0m 91ms/step - accuracy: 0.3652 - loss: 5.5672 - precision: 0.5378 - recall: 0.1844 - val_accuracy: 0.5099 - val_loss: 4.0568 - val_precision: 0.7044 - val_recall: 0.3202\n",
      "Epoch 2/50\n",
      "\u001b[1m   1/1562\u001b[0m \u001b[37m━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[1m2:55\u001b[0m 113ms/step - accuracy: 0.5312 - loss: 4.0545 - precision: 0.6667 - recall: 0.3125"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\deepp\\anaconda3\\Lib\\site-packages\\keras\\src\\trainers\\epoch_iterator.py:116: UserWarning: Your input ran out of data; interrupting training. Make sure that your dataset or generator can generate at least `steps_per_epoch * epochs` batches. You may need to use the `.repeat()` function when building your dataset.\n",
      "  self._interrupted_warning()\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m1562/1562\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 6ms/step - accuracy: 0.5312 - loss: 4.0545 - precision: 0.6667 - recall: 0.3125 - val_accuracy: 0.5103 - val_loss: 4.0647 - val_precision: 0.7036 - val_recall: 0.3245\n"
     ]
    }
   ],
   "source": [
    "# compile\n",
    "more_layer_model.compile(loss='categorical_crossentropy',\n",
    "              optimizer='sgd',\n",
    "              metrics=METRICS)\n",
    "\n",
    "more_layer_model_history = more_layer_model.fit(train_generator,\n",
    "                                      epochs=50,\n",
    "                                      steps_per_epoch=steps_per_epoch,\n",
    "                                      validation_data=(X_test, y_cat_test),\n",
    "                                      callbacks=[early_stop],\n",
    "                                      batch_size=batch_size)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "23bda184-54d8-45dd-af36-ee8b37694f8b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x29e605dd450>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1600 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 16))\n",
    "\n",
    "plt.subplot(4, 2, 1)\n",
    "plt.plot(more_layer_model_history.history['loss'], label='Loss')\n",
    "plt.plot(more_layer_model_history.history['val_loss'], label='val_Loss')\n",
    "plt.title('Loss Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 2)\n",
    "plt.plot(more_layer_model_history.history['accuracy'], label='accuracy')\n",
    "plt.plot(more_layer_model_history.history['val_accuracy'], label='val_accuracy')\n",
    "plt.title('Accuracy Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 3)\n",
    "plt.plot(more_layer_model_history.history['precision'], label='precision')\n",
    "plt.plot(more_layer_model_history.history['val_precision'], label='val_precision')\n",
    "plt.title('Precision Function Evolution')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(4, 2, 4)\n",
    "plt.plot(more_layer_model_history.history['recall'], label='recall')\n",
    "plt.plot(more_layer_model_history.history['val_recall'], label='val_recall')\n",
    "plt.title('Recall Function Evolution')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "41b6db49-a6f5-4b84-a437-5f249a347ac6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 31ms/step - accuracy: 0.5103 - loss: 4.0647 - precision: 0.7036 - recall: 0.3245\n",
      "Test Accuracy : 51.03%\n",
      "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 37ms/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "evaluation = more_layer_model.evaluate(X_test, y_cat_test)\n",
    "print(f'Test Accuracy : {evaluation[1] * 100:.2f}%')\n",
    "\n",
    "y_pred = model.predict(X_test)\n",
    "y_pred = np.argmax(y_pred, axis=1)\n",
    "cm = confusion_matrix(test_labels, y_pred)\n",
    "\n",
    "\n",
    "disp = ConfusionMatrixDisplay(confusion_matrix=cm,\n",
    "                              display_labels=labels)\n",
    "\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "disp = disp.plot(xticks_rotation='vertical', ax=ax,cmap='summer')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54ca1640-24d5-41ab-b323-4ea68c4d94a9",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [conda env:base] *",
   "language": "python",
   "name": "conda-base-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.13.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}