Waste_Garbage_Collection_improve.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Waste_Garbage_Collection.ipynb",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Written by Deepak Yadav**"
      ],
      "metadata": {
        "id": "6o5rDEM-nxt-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Waste Garbage Classification Using  Pre-train VGG - 16 Using Transfer Learning and Fine Tuning** \n",
        "\n",
        "The difference between Transfer Learning and Fine-Tuning is that \n",
        "\n",
        "* In Transfer Learning, we only optimize the weights of the new classification layers we have added, while we keep the weights of the original VGG16 model. \n",
        "\n",
        "* In Fine-Tuning we optimize both the weights of the new classification layers we have added, as well as some or all of the layers from the VGG16 model."
      ],
      "metadata": {
        "id": "Yk23-rr6VCG9"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Transfer Learning Architecture**"
      ],
      "metadata": {
        "id": "wwI-AExaDdDu"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![2_f.jpg](data:image/jpeg;base64,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)"
      ],
      "metadata": {
        "id": "zq5gAp7_DQ5B"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Fine Tuning Architecture**"
      ],
      "metadata": {
        "id": "qHTBeGaGDqhj"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "![1_f.jpg](data:image/jpeg;base64,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)"
      ],
      "metadata": {
        "id": "3eb_35qADBKP"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "GE4VnxwTJOrn"
      },
      "outputs": [],
      "source": [
        "import os\n",
        "import time\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from tensorflow.keras import layers\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping, ReduceLROnPlateau"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt \n",
        "import os\n",
        "import cv2\n",
        "import sklearn \n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "from PIL import Image as im\n",
        "from glob import glob\n",
        "from sklearn.model_selection import train_test_split\n",
        "import keras\n",
        "#from tf.keras.utils import to_categorical\n",
        "from tensorflow.keras.models import Sequential, load_model\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.applications.vgg16 import VGG16\n",
        "from tensorflow.keras.models import Model\n",
        "from tensorflow.keras.applications.resnet50 import ResNet50\n",
        "from tensorflow.keras.applications.vgg16 import preprocess_input\n",
        "from tensorflow.keras.layers import Conv2D, MaxPool2D, Dense, Flatten, Dropout\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "from tensorflow.keras.callbacks import ModelCheckpoint, EarlyStopping\n",
        "from PIL import Image as im\n",
        "import cv2"
      ],
      "metadata": {
        "id": "71WxBg_K2LEj"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Set seeds to make the experiment more reproducible.\n",
        "import random\n",
        "def seed_everything(seed = 0):\n",
        "    random.seed(seed)\n",
        "    os.environ['PYTHONHASHSEED'] = str(seed)\n",
        "    np.random.seed(seed)\n",
        "    tf.random.set_seed(seed)\n",
        "seed = 0\n",
        "seed_everything(seed)"
      ],
      "metadata": {
        "id": "dWNP1aLgnzja"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "#from google.colab import drive\n",
        "#drive.mount('/content/drive')"
      ],
      "metadata": {
        "id": "rIlM0ejDbvDB"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "BATCH_SIZE = 64\n",
        "img_height = 244\n",
        "img_width = 244"
      ],
      "metadata": {
        "id": "T5MerLq8cBnb"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Load Datasets**"
      ],
      "metadata": {
        "id": "KNboAwMR5I0h"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import os\n",
        "data_path = '/content/drive/MyDrive/Data_Garbadge/Garbage_Data'\n",
        "os.listdir(data_path)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ppkGxFgHb3r7",
        "outputId": "097f696d-749b-43e9-83c1-340bbef76d62"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "['train', 'test']"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "input_path = data_path\n",
        "train_data_dir = input_path + '/' + 'train'\n",
        "test_data_dir = input_path + '/' + 'test'"
      ],
      "metadata": {
        "id": "C94uDO3aczTe"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "    train_data_dir,\n",
        "    validation_split = 0.2,\n",
        "    subset = 'training',\n",
        "    label_mode = 'categorical',\n",
        "    image_size = (img_height, img_width),\n",
        "    batch_size = BATCH_SIZE,\n",
        "    seed = 123)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xK658SoY6U7e",
        "outputId": "95454cf6-232c-48b0-f201-f355aa2892b9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 2187 files belonging to 7 classes.\n",
            "Using 1750 files for training.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "val_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "    train_data_dir,\n",
        "    validation_split = 0.2,\n",
        "    subset = 'validation',\n",
        "    label_mode = 'categorical',\n",
        "    image_size = (img_height, img_width),\n",
        "    batch_size = BATCH_SIZE,\n",
        "    seed = 123)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4ZBEvhvV61a9",
        "outputId": "11bf7620-3343-49a3-80ff-b0eafb14d2ca"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 2187 files belonging to 7 classes.\n",
            "Using 437 files for validation.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "class_names = train_ds.class_names\n",
        "print(class_names)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "IMNrCuGT7CdQ",
        "outputId": "7cec3c71-c099-47e6-cd0c-cf6fbc410835"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "['cardboard', 'compost', 'glass', 'metal', 'paper', 'plastic', 'trash']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **DataSets Visualizations**"
      ],
      "metadata": {
        "id": "qoHcR6UB5Y4X"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.figure(figsize=(10, 10))\n",
        "for images, labels in train_ds.take(1):\n",
        "  for i in range(len(class_names)):\n",
        "    ax = plt.subplot(3, 3, i + 1)\n",
        "    plt.imshow(images[i].numpy().astype(\"uint8\"))\n",
        "    plt.title(class_names[i])\n",
        "    plt.axis(\"off\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 591
        },
        "id": "p1M_kkVme47E",
        "outputId": "331ab58a-fe51-482e-c6eb-25374df6c1b7"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x720 with 7 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data_augmentation = keras.Sequential([\n",
        "    #layers.CenterCrop(125, 125),\n",
        "    layers.RandomFlip('horizontal', input_shape = (img_height, img_width, 3)),\n",
        "    layers.RandomRotation(0.2, fill_mode = 'nearest'),\n",
        "    layers.RandomZoom(0.1),\n",
        "])"
      ],
      "metadata": {
        "id": "k2LOikLKTcX4"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10, 10))\n",
        "for images, _ in train_ds.take(1):\n",
        "  for i in range(len(class_names)):\n",
        "    augmented_images = data_augmentation(images)\n",
        "    ax = plt.subplot(3, 3, i + 1)\n",
        "    plt.imshow(augmented_images[0].numpy().astype(\"uint8\"))\n",
        "   # plt.title(class_names[2])\n",
        "    plt.axis(\"off\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 575
        },
        "id": "SBrDKj7TjjlM",
        "outputId": "c40c144b-d95d-4229-ce05-6a9521ec0147"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 720x720 with 7 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "AUTOTUNE = tf.data.AUTOTUNE\n",
        "\n",
        "train_ds = train_ds.cache().shuffle(1000).prefetch(buffer_size = AUTOTUNE)\n",
        "val_ds = val_ds.cache().prefetch(buffer_size = AUTOTUNE)"
      ],
      "metadata": {
        "id": "23MnWeoaTliI"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Model Architecture** \n",
        "\n",
        "*   **VGG-16 Base Model**\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "ox2OMRrN5laW"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "# Create the base model from the pre-trained model MobileNet V2\n",
        "IMG_SHAPE = (img_height, img_width, 3)\n",
        "base_model = tf.keras.applications.VGG16(input_shape = IMG_SHAPE,\n",
        "                                         include_top = False,\n",
        "                                         weights = 'imagenet')\n",
        "#base_model.trainable = False\n",
        "base_model.summary()"
      ],
      "metadata": {
        "id": "6vmYKqyaTowH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0c3d8b03-51f6-494c-bc96-b8e3445a1f8c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"vgg16\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_2 (InputLayer)        [(None, 244, 244, 3)]     0         \n",
            "                                                                 \n",
            " block1_conv1 (Conv2D)       (None, 244, 244, 64)      1792      \n",
            "                                                                 \n",
            " block1_conv2 (Conv2D)       (None, 244, 244, 64)      36928     \n",
            "                                                                 \n",
            " block1_pool (MaxPooling2D)  (None, 122, 122, 64)      0         \n",
            "                                                                 \n",
            " block2_conv1 (Conv2D)       (None, 122, 122, 128)     73856     \n",
            "                                                                 \n",
            " block2_conv2 (Conv2D)       (None, 122, 122, 128)     147584    \n",
            "                                                                 \n",
            " block2_pool (MaxPooling2D)  (None, 61, 61, 128)       0         \n",
            "                                                                 \n",
            " block3_conv1 (Conv2D)       (None, 61, 61, 256)       295168    \n",
            "                                                                 \n",
            " block3_conv2 (Conv2D)       (None, 61, 61, 256)       590080    \n",
            "                                                                 \n",
            " block3_conv3 (Conv2D)       (None, 61, 61, 256)       590080    \n",
            "                                                                 \n",
            " block3_pool (MaxPooling2D)  (None, 30, 30, 256)       0         \n",
            "                                                                 \n",
            " block4_conv1 (Conv2D)       (None, 30, 30, 512)       1180160   \n",
            "                                                                 \n",
            " block4_conv2 (Conv2D)       (None, 30, 30, 512)       2359808   \n",
            "                                                                 \n",
            " block4_conv3 (Conv2D)       (None, 30, 30, 512)       2359808   \n",
            "                                                                 \n",
            " block4_pool (MaxPooling2D)  (None, 15, 15, 512)       0         \n",
            "                                                                 \n",
            " block5_conv1 (Conv2D)       (None, 15, 15, 512)       2359808   \n",
            "                                                                 \n",
            " block5_conv2 (Conv2D)       (None, 15, 15, 512)       2359808   \n",
            "                                                                 \n",
            " block5_conv3 (Conv2D)       (None, 15, 15, 512)       2359808   \n",
            "                                                                 \n",
            " block5_pool (MaxPooling2D)  (None, 7, 7, 512)         0         \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14,714,688\n",
            "Trainable params: 14,714,688\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def print_layer_trainable():\n",
        "    for layer in base_model.layers:\n",
        "        print(\"{0}:\\t{1}\".format(layer.trainable, layer.name))"
      ],
      "metadata": {
        "id": "XRQwLMA3wl5y"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print_layer_trainable()"
      ],
      "metadata": {
        "id": "-q_Ry1r6RQvE",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "2bafe144-bae1-4533-e2a6-d2273c0b43ad"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "True:\tinput_2\n",
            "True:\tblock1_conv1\n",
            "True:\tblock1_conv2\n",
            "True:\tblock1_pool\n",
            "True:\tblock2_conv1\n",
            "True:\tblock2_conv2\n",
            "True:\tblock2_pool\n",
            "True:\tblock3_conv1\n",
            "True:\tblock3_conv2\n",
            "True:\tblock3_conv3\n",
            "True:\tblock3_pool\n",
            "True:\tblock4_conv1\n",
            "True:\tblock4_conv2\n",
            "True:\tblock4_conv3\n",
            "True:\tblock4_pool\n",
            "True:\tblock5_conv1\n",
            "True:\tblock5_conv2\n",
            "True:\tblock5_conv3\n",
            "True:\tblock5_pool\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "**Fix the weights**"
      ],
      "metadata": {
        "id": "e_ZS2JoWRV-L"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "P-qXVJEKjL8B"
      },
      "outputs": [],
      "source": [
        "base_model.trainable = False"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "Eo9yQ1XhjL8B"
      },
      "outputs": [],
      "source": [
        "for layer in base_model.layers:\n",
        "    layer.trainable = False"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xN4Jg2IljL8B",
        "outputId": "dad8aa8a-9e44-4274-a558-2bf2aa49b3ad"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "False:\tinput_2\n",
            "False:\tblock1_conv1\n",
            "False:\tblock1_conv2\n",
            "False:\tblock1_pool\n",
            "False:\tblock2_conv1\n",
            "False:\tblock2_conv2\n",
            "False:\tblock2_pool\n",
            "False:\tblock3_conv1\n",
            "False:\tblock3_conv2\n",
            "False:\tblock3_conv3\n",
            "False:\tblock3_pool\n",
            "False:\tblock4_conv1\n",
            "False:\tblock4_conv2\n",
            "False:\tblock4_conv3\n",
            "False:\tblock4_pool\n",
            "False:\tblock5_conv1\n",
            "False:\tblock5_conv2\n",
            "False:\tblock5_conv3\n",
            "False:\tblock5_pool\n"
          ]
        }
      ],
      "source": [
        "print_layer_trainable()"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "n_classes = len(class_names)\n",
        "\n",
        "model = Sequential([\n",
        "    data_augmentation,\n",
        "    layers.Rescaling(1./255),\n",
        "    base_model,\n",
        "    layers.GlobalAveragePooling2D(),\n",
        "    layers.Dense(128, activation = 'relu'),\n",
        "    layers.Dropout(0.5),\n",
        "    layers.Dense(n_classes, activation = 'softmax')\n",
        "])"
      ],
      "metadata": {
        "id": "pfCz6THgTrt1"
      },
      "execution_count": 143,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "### **Transfer Learning**\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "\n"
      ],
      "metadata": {
        "id": "dQ83ixd6NL30"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.summary()\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "iTIYt_n7M4Jz",
        "outputId": "0a06a7bb-9184-4076-edbf-281f9eab16b2"
      },
      "execution_count": 144,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_8\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " sequential (Sequential)     (None, 244, 244, 3)       0         \n",
            "                                                                 \n",
            " rescaling_7 (Rescaling)     (None, 244, 244, 3)       0         \n",
            "                                                                 \n",
            " vgg16 (Functional)          (None, 7, 7, 512)         14714688  \n",
            "                                                                 \n",
            " global_average_pooling2d_7   (None, 512)              0         \n",
            " (GlobalAveragePooling2D)                                        \n",
            "                                                                 \n",
            " dense_19 (Dense)            (None, 128)               65664     \n",
            "                                                                 \n",
            " dropout_7 (Dropout)         (None, 128)               0         \n",
            "                                                                 \n",
            " dense_20 (Dense)            (None, 7)                 903       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14,781,255\n",
            "Trainable params: 13,045,767\n",
            "Non-trainable params: 1,735,488\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer = tf.keras.optimizers.Adam(learning_rate = 0.001), \n",
        "              loss = 'categorical_crossentropy', \n",
        "              metrics = ['accuracy'])"
      ],
      "metadata": {
        "id": "Rc_V_48XTuSg"
      },
      "execution_count": 145,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Model Chackpoint\n",
        "tl_checkpoint_1 = ModelCheckpoint(filepath = 'vgg16_best_weights.hdf5', save_best_only = True, verbose = 0)\n",
        "\n",
        "# EarlyStopping\n",
        "early_stop = EarlyStopping(monitor = 'val_loss', patience = 5, restore_best_weights = True, mode = 'min')\n",
        "\n",
        "#ReduceLROnPlateau to stabilize the training process of the model\n",
        "rop_callback = ReduceLROnPlateau(monitor = 'val_loss', patience = 3, verbose = 1, factor = 0.5, min_lr = 0.000001)"
      ],
      "metadata": {
        "id": "qaMGInxAT38I"
      },
      "execution_count": 146,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "history = model.fit(train_ds,\n",
        "                    epochs = 20,\n",
        "                    validation_data = val_ds,\n",
        "                    callbacks = [tl_checkpoint_1, early_stop, rop_callback])"
      ],
      "metadata": {
        "id": "C8pZnAfIT8d1",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "0f99b59c-3eec-4078-d7e4-fe68d6ca1e78"
      },
      "execution_count": 147,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/20\n",
            "28/28 [==============================] - 33s 1s/step - loss: 1.5155 - accuracy: 0.4183 - val_loss: 1.1016 - val_accuracy: 0.5881 - lr: 0.0010\n",
            "Epoch 2/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.8615 - accuracy: 0.6983 - val_loss: 0.9346 - val_accuracy: 0.6957 - lr: 0.0010\n",
            "Epoch 3/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.7483 - accuracy: 0.7594 - val_loss: 0.7631 - val_accuracy: 0.7506 - lr: 0.0010\n",
            "Epoch 4/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.6204 - accuracy: 0.7926 - val_loss: 0.8212 - val_accuracy: 0.7689 - lr: 0.0010\n",
            "Epoch 5/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.6081 - accuracy: 0.7960 - val_loss: 0.9392 - val_accuracy: 0.7437 - lr: 0.0010\n",
            "Epoch 6/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5768 - accuracy: 0.8017 - val_loss: 0.7571 - val_accuracy: 0.7506 - lr: 0.0010\n",
            "Epoch 7/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5366 - accuracy: 0.8211 - val_loss: 0.9410 - val_accuracy: 0.7437 - lr: 0.0010\n",
            "Epoch 8/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.4873 - accuracy: 0.8303 - val_loss: 0.7218 - val_accuracy: 0.7757 - lr: 0.0010\n",
            "Epoch 9/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5410 - accuracy: 0.8143 - val_loss: 1.0539 - val_accuracy: 0.6911 - lr: 0.0010\n",
            "Epoch 10/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5878 - accuracy: 0.8063 - val_loss: 0.9704 - val_accuracy: 0.7506 - lr: 0.0010\n",
            "Epoch 11/20\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.5106 - accuracy: 0.8234\n",
            "Epoch 11: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5106 - accuracy: 0.8234 - val_loss: 0.7682 - val_accuracy: 0.7986 - lr: 0.0010\n",
            "Epoch 12/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.3833 - accuracy: 0.8857 - val_loss: 0.7173 - val_accuracy: 0.7986 - lr: 5.0000e-04\n",
            "Epoch 13/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.4233 - accuracy: 0.8669 - val_loss: 0.7420 - val_accuracy: 0.7986 - lr: 5.0000e-04\n",
            "Epoch 14/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.3607 - accuracy: 0.8800 - val_loss: 0.7312 - val_accuracy: 0.7963 - lr: 5.0000e-04\n",
            "Epoch 15/20\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.3649 - accuracy: 0.8806\n",
            "Epoch 15: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.3649 - accuracy: 0.8806 - val_loss: 0.9691 - val_accuracy: 0.7735 - lr: 5.0000e-04\n",
            "Epoch 16/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2829 - accuracy: 0.9074 - val_loss: 0.6510 - val_accuracy: 0.7963 - lr: 2.5000e-04\n",
            "Epoch 17/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2832 - accuracy: 0.9057 - val_loss: 0.6905 - val_accuracy: 0.7986 - lr: 2.5000e-04\n",
            "Epoch 18/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2393 - accuracy: 0.9234 - val_loss: 0.7347 - val_accuracy: 0.8009 - lr: 2.5000e-04\n",
            "Epoch 19/20\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.2258 - accuracy: 0.9314\n",
            "Epoch 19: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2258 - accuracy: 0.9314 - val_loss: 0.7120 - val_accuracy: 0.8101 - lr: 2.5000e-04\n",
            "Epoch 20/20\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2187 - accuracy: 0.9303 - val_loss: 0.7344 - val_accuracy: 0.8146 - lr: 1.2500e-04\n",
            "CPU times: user 3min 34s, sys: 9.33 s, total: 3min 43s\n",
            "Wall time: 12min 10s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(20)\n",
        "\n",
        "plt.figure(figsize = (20, 8))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(epochs_range, acc, label = 'Training Accuracy')\n",
        "plt.plot(epochs_range, val_acc, label = 'Validation Accuracy')\n",
        "plt.legend(loc = 'lower right')\n",
        "plt.title('Training and Validation Accuracy')\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(epochs_range, loss, label = 'Training Loss')\n",
        "plt.plot(epochs_range, val_loss, label = 'Validation Loss')\n",
        "plt.legend(loc = 'upper right')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "vxfELGe3T_a_",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "outputId": "cceb2013-c011-4a07-d89e-46fddb0ee0e0"
      },
      "execution_count": 148,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 1440x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "    test_data_dir,\n",
        "    label_mode = 'categorical',\n",
        "    image_size = (img_height, img_width),\n",
        "    batch_size = 1,\n",
        "    seed = 123)\n",
        "\n",
        "test_ds = test_ds.cache().prefetch(buffer_size = AUTOTUNE)"
      ],
      "metadata": {
        "id": "REp5N3iAUPtu",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "39ebe89f-6813-42b6-8bbb-67f53fa39c21"
      },
      "execution_count": 149,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 564 files belonging to 7 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Generate predictions\n",
        "model.load_weights('/content/vgg16_best_weights.hdf5') # initialize the best trained weights\n",
        "preds = model.predict(test_ds)\n",
        "pred_classes = np.argmax(preds, axis = 1)"
      ],
      "metadata": {
        "id": "jAfmsbS8liLj"
      },
      "execution_count": 150,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.evaluate(test_ds, verbose = 1)"
      ],
      "metadata": {
        "id": "LRPBF_CXHvJV",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "789cbdbc-7da9-450b-d0e8-4bd6ca63cff7"
      },
      "execution_count": 169,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "564/564 [==============================] - 22s 39ms/step - loss: 0.9833 - accuracy: 0.7252\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.9832523465156555, 0.7251772880554199]"
            ]
          },
          "metadata": {},
          "execution_count": 169
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Fine Tuning**"
      ],
      "metadata": {
        "id": "Yj2ldosQ2VG2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "fine_tune  = base_model"
      ],
      "metadata": {
        "id": "4Hm7S2otfLTc"
      },
      "execution_count": 152,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "fine_tune.trainable = True"
      ],
      "metadata": {
        "id": "upPJd60Np-5R"
      },
      "execution_count": 153,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for layer in fine_tune.layers:\n",
        "    # Boolean whether this layer is trainable.\n",
        "    trainable = ('block5' in layer.name or 'block4' in layer.name)\n",
        "    \n",
        "    # Set the layer's bool.\n",
        "    layer.trainable = trainable"
      ],
      "metadata": {
        "id": "q2zOMYDipP0r"
      },
      "execution_count": 154,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print_layer_trainable()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WqR6tf1Pp2h_",
        "outputId": "f85a296c-dba1-4794-993c-bac34c1d5a74"
      },
      "execution_count": 155,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "False:\tinput_2\n",
            "False:\tblock1_conv1\n",
            "False:\tblock1_conv2\n",
            "False:\tblock1_pool\n",
            "False:\tblock2_conv1\n",
            "False:\tblock2_conv2\n",
            "False:\tblock2_pool\n",
            "False:\tblock3_conv1\n",
            "False:\tblock3_conv2\n",
            "False:\tblock3_conv3\n",
            "False:\tblock3_pool\n",
            "True:\tblock4_conv1\n",
            "True:\tblock4_conv2\n",
            "True:\tblock4_conv3\n",
            "True:\tblock4_pool\n",
            "True:\tblock5_conv1\n",
            "True:\tblock5_conv2\n",
            "True:\tblock5_conv3\n",
            "True:\tblock5_pool\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "fine_tune.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "f7px8mBWnCfz",
        "outputId": "3895f4ac-d04e-4f49-89fb-f63cdbc06034"
      },
      "execution_count": 156,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"vgg16\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " input_2 (InputLayer)        [(None, 244, 244, 3)]     0         \n",
            "                                                                 \n",
            " block1_conv1 (Conv2D)       (None, 244, 244, 64)      1792      \n",
            "                                                                 \n",
            " block1_conv2 (Conv2D)       (None, 244, 244, 64)      36928     \n",
            "                                                                 \n",
            " block1_pool (MaxPooling2D)  (None, 122, 122, 64)      0         \n",
            "                                                                 \n",
            " block2_conv1 (Conv2D)       (None, 122, 122, 128)     73856     \n",
            "                                                                 \n",
            " block2_conv2 (Conv2D)       (None, 122, 122, 128)     147584    \n",
            "                                                                 \n",
            " block2_pool (MaxPooling2D)  (None, 61, 61, 128)       0         \n",
            "                                                                 \n",
            " block3_conv1 (Conv2D)       (None, 61, 61, 256)       295168    \n",
            "                                                                 \n",
            " block3_conv2 (Conv2D)       (None, 61, 61, 256)       590080    \n",
            "                                                                 \n",
            " block3_conv3 (Conv2D)       (None, 61, 61, 256)       590080    \n",
            "                                                                 \n",
            " block3_pool (MaxPooling2D)  (None, 30, 30, 256)       0         \n",
            "                                                                 \n",
            " block4_conv1 (Conv2D)       (None, 30, 30, 512)       1180160   \n",
            "                                                                 \n",
            " block4_conv2 (Conv2D)       (None, 30, 30, 512)       2359808   \n",
            "                                                                 \n",
            " block4_conv3 (Conv2D)       (None, 30, 30, 512)       2359808   \n",
            "                                                                 \n",
            " block4_pool (MaxPooling2D)  (None, 15, 15, 512)       0         \n",
            "                                                                 \n",
            " block5_conv1 (Conv2D)       (None, 15, 15, 512)       2359808   \n",
            "                                                                 \n",
            " block5_conv2 (Conv2D)       (None, 15, 15, 512)       2359808   \n",
            "                                                                 \n",
            " block5_conv3 (Conv2D)       (None, 15, 15, 512)       2359808   \n",
            "                                                                 \n",
            " block5_pool (MaxPooling2D)  (None, 7, 7, 512)         0         \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14,714,688\n",
            "Trainable params: 12,979,200\n",
            "Non-trainable params: 1,735,488\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "n_classes = len(class_names)\n",
        "\n",
        "model2 = Sequential([\n",
        "    data_augmentation,\n",
        "    layers.Rescaling(1./255),\n",
        "    fine_tune,\n",
        "    layers.GlobalAveragePooling2D(),\n",
        "    layers.Dense(128, activation = 'relu'),\n",
        "    layers.Dropout(0.5),\n",
        "    layers.Dense(n_classes, activation = 'softmax')\n",
        "])"
      ],
      "metadata": {
        "id": "9tJh2C-XpZlS"
      },
      "execution_count": 158,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model2.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "LVpcXtdGqZhv",
        "outputId": "b09be8c0-3391-4e40-9990-232279f21f0c"
      },
      "execution_count": 159,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential_10\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " sequential (Sequential)     (None, 244, 244, 3)       0         \n",
            "                                                                 \n",
            " rescaling_9 (Rescaling)     (None, 244, 244, 3)       0         \n",
            "                                                                 \n",
            " vgg16 (Functional)          (None, 7, 7, 512)         14714688  \n",
            "                                                                 \n",
            " global_average_pooling2d_9   (None, 512)              0         \n",
            " (GlobalAveragePooling2D)                                        \n",
            "                                                                 \n",
            " dense_24 (Dense)            (None, 128)               65664     \n",
            "                                                                 \n",
            " dropout_9 (Dropout)         (None, 128)               0         \n",
            "                                                                 \n",
            " dense_25 (Dense)            (None, 7)                 903       \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 14,781,255\n",
            "Trainable params: 13,045,767\n",
            "Non-trainable params: 1,735,488\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "model2.compile(optimizer = tf.keras.optimizers.Adam(learning_rate = 0.001), \n",
        "              loss = 'categorical_crossentropy', \n",
        "              metrics = ['accuracy'])"
      ],
      "metadata": {
        "id": "EdRN5FhH4MLX"
      },
      "execution_count": 160,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "# Model Chackpoint\n",
        "tl_checkpoint_1 = ModelCheckpoint(filepath = 'vgg16_best_weights_fine_tuning.hdf5', save_best_only = True, verbose = 0)\n",
        "\n",
        "# EarlyStopping\n",
        "early_stop = EarlyStopping(monitor = 'val_loss', patience = 10, restore_best_weights = True, mode = 'min')\n",
        "\n",
        "#ReduceLROnPlateau to stabilize the training process of the model\n",
        "rop_callback = ReduceLROnPlateau(monitor = 'val_loss', patience = 3, verbose = 1, factor = 0.5, min_lr = 0.000001)"
      ],
      "metadata": {
        "id": "msuEcyIj3yyy"
      },
      "execution_count": 161,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "%%time\n",
        "history = model2.fit(train_ds,\n",
        "                    epochs = 25,\n",
        "                    validation_data = val_ds,\n",
        "                    callbacks = [tl_checkpoint_1, early_stop, rop_callback])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "290ebf7b-23cc-498b-8d18-0542d4097aa1",
        "id": "A9v107p03yyy"
      },
      "execution_count": 162,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/25\n",
            "28/28 [==============================] - 39s 1s/step - loss: 1.3681 - accuracy: 0.5429 - val_loss: 0.9493 - val_accuracy: 0.7414 - lr: 0.0010\n",
            "Epoch 2/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.8220 - accuracy: 0.7251 - val_loss: 0.8848 - val_accuracy: 0.7162 - lr: 0.0010\n",
            "Epoch 3/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5727 - accuracy: 0.8074 - val_loss: 0.6555 - val_accuracy: 0.7712 - lr: 0.0010\n",
            "Epoch 4/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5256 - accuracy: 0.8411 - val_loss: 0.7150 - val_accuracy: 0.7620 - lr: 0.0010\n",
            "Epoch 5/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.5033 - accuracy: 0.8371 - val_loss: 0.8382 - val_accuracy: 0.7735 - lr: 0.0010\n",
            "Epoch 6/25\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.4742 - accuracy: 0.8406\n",
            "Epoch 6: ReduceLROnPlateau reducing learning rate to 0.0005000000237487257.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.4742 - accuracy: 0.8406 - val_loss: 0.7400 - val_accuracy: 0.7780 - lr: 0.0010\n",
            "Epoch 7/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.3632 - accuracy: 0.8777 - val_loss: 0.7714 - val_accuracy: 0.7872 - lr: 5.0000e-04\n",
            "Epoch 8/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.3239 - accuracy: 0.8949 - val_loss: 0.8985 - val_accuracy: 0.7803 - lr: 5.0000e-04\n",
            "Epoch 9/25\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.3057 - accuracy: 0.9011\n",
            "Epoch 9: ReduceLROnPlateau reducing learning rate to 0.0002500000118743628.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.3057 - accuracy: 0.9011 - val_loss: 0.7053 - val_accuracy: 0.7941 - lr: 5.0000e-04\n",
            "Epoch 10/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2533 - accuracy: 0.9137 - val_loss: 0.7824 - val_accuracy: 0.7986 - lr: 2.5000e-04\n",
            "Epoch 11/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2412 - accuracy: 0.9177 - val_loss: 0.6357 - val_accuracy: 0.8215 - lr: 2.5000e-04\n",
            "Epoch 12/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2255 - accuracy: 0.9234 - val_loss: 0.6071 - val_accuracy: 0.8215 - lr: 2.5000e-04\n",
            "Epoch 13/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1986 - accuracy: 0.9331 - val_loss: 0.8005 - val_accuracy: 0.7963 - lr: 2.5000e-04\n",
            "Epoch 14/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1795 - accuracy: 0.9366 - val_loss: 0.7866 - val_accuracy: 0.7872 - lr: 2.5000e-04\n",
            "Epoch 15/25\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.2003 - accuracy: 0.9320\n",
            "Epoch 15: ReduceLROnPlateau reducing learning rate to 0.0001250000059371814.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.2003 - accuracy: 0.9320 - val_loss: 0.7853 - val_accuracy: 0.8009 - lr: 2.5000e-04\n",
            "Epoch 16/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1773 - accuracy: 0.9417 - val_loss: 0.7061 - val_accuracy: 0.8192 - lr: 1.2500e-04\n",
            "Epoch 17/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1588 - accuracy: 0.9480 - val_loss: 0.7783 - val_accuracy: 0.8032 - lr: 1.2500e-04\n",
            "Epoch 18/25\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.1629 - accuracy: 0.9474\n",
            "Epoch 18: ReduceLROnPlateau reducing learning rate to 6.25000029685907e-05.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1629 - accuracy: 0.9474 - val_loss: 0.6677 - val_accuracy: 0.8261 - lr: 1.2500e-04\n",
            "Epoch 19/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1490 - accuracy: 0.9480 - val_loss: 0.6605 - val_accuracy: 0.8124 - lr: 6.2500e-05\n",
            "Epoch 20/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1343 - accuracy: 0.9566 - val_loss: 0.6672 - val_accuracy: 0.8261 - lr: 6.2500e-05\n",
            "Epoch 21/25\n",
            "28/28 [==============================] - ETA: 0s - loss: 0.1470 - accuracy: 0.9457\n",
            "Epoch 21: ReduceLROnPlateau reducing learning rate to 3.125000148429535e-05.\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1470 - accuracy: 0.9457 - val_loss: 0.7202 - val_accuracy: 0.8261 - lr: 6.2500e-05\n",
            "Epoch 22/25\n",
            "28/28 [==============================] - 31s 1s/step - loss: 0.1356 - accuracy: 0.9514 - val_loss: 0.7122 - val_accuracy: 0.8169 - lr: 3.1250e-05\n",
            "CPU times: user 3min 55s, sys: 9.03 s, total: 4min 4s\n",
            "Wall time: 12min 55s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(22)\n",
        "\n",
        "plt.figure(figsize = (20, 8))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(epochs_range, acc, label = 'Training Accuracy')\n",
        "plt.plot(epochs_range, val_acc, label = 'Validation Accuracy')\n",
        "plt.legend(loc = 'lower right')\n",
        "plt.title('Training and Validation Accuracy')\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(epochs_range, loss, label = 'Training Loss')\n",
        "plt.plot(epochs_range, val_loss, label = 'Validation Loss')\n",
        "plt.legend(loc = 'upper right')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 396
        },
        "outputId": "0c068c90-7101-42cd-dabd-94caf6388f48",
        "id": "yHUDN7VZ6FO5"
      },
      "execution_count": 165,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAABIEAAAHiCAYAAAB/btySAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdd3yV5f3/8deVvZOTAYGcQBKm7D0doW5BEcWBqKDWqrXa6tdqh1pbxVX7a2tddW9w40JtxSoukCEIyBDDSJgZJCSEkHGu3x/3IQRkJJDkPknez8cjD3POucfn3ImcK+/7GsZai4iIiIiIiIiItG5BbhcgIiIiIiIiIiJNTyGQiIiIiIiIiEgboBBIRERERERERKQNUAgkIiIiIiIiItIGKAQSEREREREREWkDFAKJiIiIiIiIiLQBCoFEGsAY84ExZkpjb+smY8w6Y8xJTXDcT40xP/d/P9kY85/6bHsE5+lkjCkzxgQfaa0iIiLSOqnt1qDjqu0m0gYoBJJWz/8hs+fLZ4zZVefx5IYcy1p7urX2ucbeNhAZY35njJlzgOeTjTGVxpg+9T2WtfYla+0pjVTXPg0fa+0Ga22MtbamMY5/gPMZY0yOMeb7pji+iIiI7EtttyOjthsYY6wxpmtjH1ekNVEIJK2e/0MmxlobA2wAzqzz3Et7tjPGhLhXZUB6ERhljMnc7/kLgaXW2mUu1OSG44F2QJYxZmhznli/kyIi0hap7XbE1HYTkcNSCCRtljEm2xiTZ4y5xRizBXjGGOMxxrxnjMk3xmz3f++ts0/dbrJTjTFfGGMe8G+71hhz+hFum2mMmWOMKTXGfGyMedgY8+JB6q5PjXcaY770H+8/xpjkOq9fYoxZb4wpNMb88WDXx1qbB3wCXLLfS5cCzx+ujv1qnmqM+aLO45ONMSuNMSXGmIcAU+e1LsaYT/z1FRhjXjLGJPhfewHoBLzrvxt4szEmw3/XJ8S/TUdjzDvGmCJjzBpjzJV1jn2HMeZVY8zz/muz3Bgz5GDXwG8K8DYwy/993ffV2xjzX/+5thpj/uB/PtgY8wdjzI/+8yw0xqTvX6t/2/1/T740xvzdGFMI3HGo6+HfJ90Y86b/51BojHnIGBPmr6lvne3aGWPKjTEph3m/IiIiAUltN7Xd6tl2O9D7ifcfI99/LW81xgT5X+tqjPnM/94KjDGv+J83/jbZNmPMDmPMUtOA3lQigUohkLR1qUAi0Bn4Bc7/E8/4H3cCdgEPHWL/4cAqIBm4H3jKGGOOYNuXgW+AJOAOfvrhXVd9arwIuAynB0sYcBOAMaYX8Kj/+B395zvgh7/fc3VrMcb0AAb4623otdpzjGTgTeBWnGvxIzC67ibAPf76jgHSca4J1tpL2PeO4P0HOMUMIM+//0TgbmPMz+q8fpZ/mwTgnUPVbIyJ8h/jJf/XhcaYMP9rscDHwIf+c3UFZvt3vRGYBJwBxAGXA+WHvDB7DQdygPbAtENdD+OMpX8PWA9kAGnADGttpf89XlznuJOA2dba/HrWISIiEojUdlPb7bA1H8C/gHggCzgBJxi7zP/ancB/AA/Otf2X//lTcHqEd/fvez5QeATnFgkoCoGkrfMBf7LW7rbW7rLWFlpr37DWlltrS3H+CD/hEPuvt9Y+4R/T/BzQAeeP93pva4zpBAwFbrfWVlprv8D5gDugetb4jLV2tbV2F/Aqzoc/OB+s71lr51hrdwO3+a/Bwbzlr3GU//GlwAfW2vwjuFZ7nAEst9a+bq2tAv4BbKnz/tZYa//r/5nkA/+vnsfFGJOO0yi5xVpbYa1dDDzpr3uPL6y1s/w/hxeA/oc45DnAbpyGwftAKDDW/9o4YIu19m/+c5Vaa+f5X/s5cKu1dpV1LLHW1rfRsMla+y9rbbX/d/JQ12MYToPpt9banf469ty1ew6YVKexeon//YqIiLRkarup7XaottuBzhGMMyTu9/722jrgb+wNy6pwgrGO+7WlqoBYoCdgrLUrrLWbG3JukUCkEEjaunxrbcWeB8aYKGPMv/3dRHcAc4AEc/DVC+p+AO7p6RHTwG07AkV1ngPIPVjB9axxS53vy+vU1LHusa21OznEHQ1/Ta8Bl/rDhMnA8w2o40D2r8HWfWyMaW+MmWGM2eg/7os4d53qY8+1LK3z3HqcHjJ77H9tIszB5xSYArzqD2QqgDfYOyQsHedO2IEc6rXD2ednf5jrkY7TQK3e/yD+QKocyDbG9MTpqXTQBqqIiEgLobab2m6HarsdSDLOjbz1BznHzTi9mb7xDze7HMBa+wlOr6OHgW3GmMeNMXENOK9IQFIIJG2d3e/x/wE9gOHW2jicLqBQZ9xzE9gMJPqHHu2Rfojtj6bGzXWP7T9n0mH2eQ6n++vJOHdD3j3KOvavwbDv+70b5+fS13/ci/c75v4/s7o24VzL2DrPdQI2HqamnzDOGPmfARcbY7YYZ+6BicAZ/m7RuThdig8kF+hygOd3+v9b92edut82+7+/Q12PXKDTIRpCz/m3vwR4vW6jWUREpIVS201tt4YqYG9vn5+cw1q7xVp7pbW2I3AV8IjxrzBmrX3QWjsY6IUzLOy3jViXiCsUAonsKxZnfHSxMSYR+FNTn9Baux5YgDMJcJgxZiRwZhPV+DowzhhzrH9um79w+H8HPgeKgcfZO9/M0dTxPtDbGHOOP7y4nn2DkFigDCgxxqTx0w/brRwkfLHW5gJfAfcYYyKMMf2AK3DuSDXUJcBqnMbSAP9Xd5wx65Nw5uLpYIz5jTEm3BgTa4wZ7t/3SeBOY0w34+hnjEnyd5HeiBMsBfvvNB0oLKrrUNfjG5yG2b3GmGj/e647Rv9FYAJOY+z5I7gGIiIigU5tt59qq223PcL8x4owxkT4n3sVmOZvr3XGmb/xRQBjzHlm7wTZ23FCK58xZqgxZrgxJhTnRl4Fhx6KJ9IiKAQS2dc/gEicOwZzcSb9bQ6TgZE43XvvAl7BmYvmQI64RmvtcuBanMkBN+N80OUdZh+LEyB0Zt8g4YjqsNYWAOcB9+K8327Al3U2+TMwCCjBaXS8ud8h7gFuNcYUG2NuOsApJuFMkrwJZ1z8n6y1H9entv1MAR7x3x2q/QIeA6b4uy2fjNPo2wL8AIzx7/v/cBob/wF2AE/hXCuAK3EaR4VAb5yGz6Ec9Hr4x8afiTPUawPOz/KCOq/nAotwGjOfN/wSiIiIBDy13X66T1ttu+2xHCfs2vN1GXAdTpCTA3yBcz2f9m8/FJhnjCnDGTr/a2ttDs7iHk/gXPP1OO/9r0dRl0hAMM6/ESISSIyzNOVKa22T382S1s0Y8zTOZNO3ul2LiIhIa6W2m4i0FOoJJBIA/N1NuxhjgowxpwHjgZlu1yUtmzEmA2eFs6fcrURERKR1UdtNRFqqhsyqLiJNJxWn62wSThffa6y137pbkrRkxpg7gRuAe6y1a92uR0REpJVR201EWiQNBxMRERERERERaQM0HExEREREREREpA1QCCQiIiIiIiIi0ga4NidQcnKyzcjIcOv0IiIi0sQWLlxYYK1NcbsO2ZfaYCIiIq3bodpgroVAGRkZLFiwwK3Ti4iISBMzxqx3uwb5KbXBREREWrdDtcE0HExEREREREREpA1QCCQiIiIiIiIi0gYoBBIRERERERERaQNcmxNIRERERERERNxXVVVFXl4eFRUVbpciDRAREYHX6yU0NLTe+ygEEhEREQlAxpingXHANmttn0NsNxT4GrjQWvt6c9UnIiKtR15eHrGxsWRkZGCMcbscqQdrLYWFheTl5ZGZmVnv/TQcTERERCQwPQucdqgNjDHBwH3Af5qjIBERaZ0qKipISkpSANSCGGNISkpqcO8thUAiIiIiAchaOwcoOsxm1wFvANuaviIREWnNFAC1PEfyM1MIJCIiItICGWPSgAnAo/XY9hfGmAXGmAX5+flNX5yIiEgDFBYWMmDAAAYMGEBqaippaWm1jysrKw+574IFC7j++usPe45Ro0Y1Sq2ffvop48aNa5RjuUFzAomIiIi0TP8AbrHW+g53J9Ba+zjwOMCQIUNsM9QmIiJSb0lJSSxevBiAO+64g5iYGG666aba16urqwkJOXB8MWTIEIYMGXLYc3z11VeNU2wLp55AIiIiIi3TEGCGMWYdMBF4xBhztrsliYiINI6pU6dy9dVXM3z4cG6++Wa++eYbRo4cycCBAxk1ahSrVq0C9u2Zc8cdd3D55ZeTnZ1NVlYWDz74YO3xYmJiarfPzs5m4sSJ9OzZk8mTJ2Otc39k1qxZ9OzZk8GDB3P99dc3qMfP9OnT6du3L3369OGWW24BoKamhqlTp9KnTx/69u3L3//+dwAefPBBevXqRb9+/bjwwguP/mI1gHoCiYiIiLRA1trapUCMMc8C71lrZ7pXkYiItAZ/fnc532/a0ajH7NUxjj+d2bvB++Xl5fHVV18RHBzMjh07+PzzzwkJCeHjjz/mD3/4A2+88cZP9lm5ciX/+9//KC0tpUePHlxzzTU/WUL922+/Zfny5XTs2JHRo0fz5ZdfMmTIEK666irmzJlDZmYmkyZNqnedmzZt4pZbbmHhwoV4PB5OOeUUZs6cSXp6Ohs3bmTZsmUAFBcXA3Dvvfeydu1awsPDa59rLuoJJCIiIhKAjDHTcZZ+72GMyTPGXGGMudoYc7XbtYmIiDSH8847j+DgYABKSko477zz6NOnDzfccAPLly8/4D5jx44lPDyc5ORk2rVrx9atW3+yzbBhw/B6vQQFBTFgwADWrVvHypUrycrKql1uvSEh0Pz588nOziYlJYWQkBAmT57MnDlzyMrKIicnh+uuu44PP/yQuLg4APr168fkyZN58cUXDzrMramoJ5CIiIhIALLW1rv1aa2d2oSliIhIG3IkPXaaSnR0dO33t912G2PGjOGtt95i3bp1ZGdnH3Cf8PDw2u+Dg4Oprq4+om0ag8fjYcmSJXz00Uc89thjvPrqqzz99NO8//77zJkzh3fffZdp06axdOnSZguD1BNIRERERERERAJaSUkJaWlpADz77LONfvwePXqQk5PDunXrAHjllVfqve+wYcP47LPPKCgooKamhunTp3PCCSdQUFCAz+fj3HPP5a677mLRokX4fD5yc3MZM2YM9913HyUlJZSVlTX6+zkY9QQSERERERERkYB28803M2XKFO666y7Gjh3b6MePjIzkkUce4bTTTiM6OpqhQ4cedNvZs2fj9XprH7/22mvce++9jBkzBmstY8eOZfz48SxZsoTLLrsMn88HwD333ENNTQ0XX3wxJSUlWGu5/vrrSUhIaPT3czBmzyzYzW3IkCF2wYIFrpxbREREmp4xZqG19vBrtkqzUhtMRET2t2LFCo455hi3y3BdWVkZMTExWGu59tpr6datGzfccIPbZR3SgX52h2qDaTiYiIhII3Lr5oqI2yqqaijZVeV2GSIiIkfsiSeeYMCAAfTu3ZuSkhKuuuoqt0tqdBoOJiIicpS276zk3e828frCPFZs3sGEgWlcfUIXslJi3C5NpNmMuvcTTu+TyrQJfd0uRURE5IjccMMNAd/z52gpBBIRETkCVTU+PluVzxuL8vh4xVaqaizHdIjjrP5pvL14E68tzOP0Pqn8MrsrfdLi3S5XpMmlJUSSu32X22WIiIjIISgEEhERaYAVm3fw+sI83l68kYKySpKiw7h0ZAbnDvLSq2McAL87vSfPfLmWF75ez6ylWziuWzK/zO7KiKxEjDEuvwORppGeGMnKLaVulyEiIiKHoBBIRETkMArLdvP2Yme41/ebdxAabDixZ3smDvZyQo8UQoP3nWIvJTacm0/rydXZXXhx7nqe/mItk56Yy8BOCfwyuysn9mxHUJDCIGldvJ4oZq/YhrVWYaeIiEiAUggkIiJyAJXVPj5ZuY03FuXxv5XbqPZZ+nnj+fNZvTmrf0c80WGHPUZcRCi/zO7K5aMzeW1BLv+ek8OVzy+ge/sYrsnuwpn9OhIS7N4aDZXVPtZsK6vtwSRyNLyeSHZX+8gv20272Ai3yxEREZED0OpgIiIiftZalm0s4Y53ljP87o+5+sWFLM4t5vJjM/noN8fzzq+OZcqojHoFQHVFhAZzycgM/ndTNn+/oD8AN7yyhOwHPuWFr9dRUVXTBO/mpyqrfcxfV8RDn/zAxU/Oo9+fP+LMh76gtEIrOsnR83oiAcjTvEAiItJAY8aM4aOPPtrnuX/84x9cc801B90nOzubBQsWAHDGGWdQXFz8k23uuOMOHnjggUOee+bMmXz//fe1j2+//XY+/vjjhpR/QJ9++injxo076uM0NvUEEhGRNm9baQVvf+sM91q1tZSwkCBO7tWeiYO8HNctudF664QGBzFhoJfx/dOYvXIbj3y6htveXs4/Z//A5cdmcvGIzsRFhDbKuQB2V9ewJLeEuTmFzFtbyML126mo8gHQMzWWC4d2YkRW4k+Gs4kcCa8nCnBCoEGdPC5XIyIiLcmkSZOYMWMGp556au1zM2bM4P7776/X/rNmzTric8+cOZNx48bRq1cvAP7yl78c8bFaAoVAIiLSJlVU1TB7hTPc67PV+dT4LAM7JXDX2X04s19H4qMaL4zZX1CQ4eRe7TnpmHbMzSnikU/XcP+Hq3j0fz9y8cjOXD46k5TY8AYft6KqhiW5xczNKWJuTiGLNmxnd7UPY6BnahyThnVieGYSwzMTG9ybSeRw0hL29AQqd7kSERFpaSZOnMitt95KZWUlYWFhrFu3jk2bNnHcccdxzTXXMH/+fHbt2sXEiRP585///JP9MzIyWLBgAcnJyUybNo3nnnuOdu3akZ6ezuDBgwF44oknePzxx6msrKRr16688MILLF68mHfeeYfPPvuMu+66izfeeIM777yTcePGMXHiRGbPns1NN91EdXU1Q4cO5dFHHyU8PJyMjAymTJnCu+++S1VVFa+99ho9e/as13udPn06d999N9Zaxo4dy3333UdNTQ1XXHEFCxYswBjD5Zdfzg033MCDDz7IY489RkhICL169WLGjBlHfa0VAomIyBHLL93Nl2sKmPNDPos3OF1wQ4ODCA0xhAUHERocRFhI0D7fO/81B3huz3aGUP/3YSFBhAQFUe3zsbvaR1WNj6pqH5U1Pqpq7AGe81FZbZ3v93lu7/dV/tcLSndTurua1LgIrjo+i3MGeenaLqZZr58xhpFdkhjZJYmleSU8+tkaHvvsR57+Yi3nD0nnF8dnkZ4YddD9K6pq+HZDMfPWFvpDn2Iq/aFPrw5xTB7emRFZiQzLTCQhSqGPNK3o8BASo8M0HExEpKX74HewZWnjHjO1L5x+70FfTkxMZNiwYXzwwQeMHz+eGTNmcP7552OMYdq0aSQmJlJTU8OJJ57Id999R79+/Q54nIULFzJjxgwWL15MdXU1gwYNqg2BzjnnHK688koAbr31Vp566imuu+46zjrrrNrQp66KigqmTp3K7Nmz6d69O5deeimPPvoov/nNbwBITk5m0aJFPPLIIzzwwAM8+eSTh70MmzZt4pZbbmHhwoV4PB5OOeUUZs6cSXp6Ohs3bmTZsmUAtUPb7r33XtauXUt4ePgBh7sdCYVAIiJSbxVVNSxcv505P+Tz+eoCvt+8A4DE6DCGZngICwmmyh/MVPrDl7Ld1fuEL/sGMnsDnSO1f3C0T6BUJ2yKCQ+p/T40JIi4iBBO7Z3K6K7JBAfASl19vfE8MnkwP+aX8e/PfmTG/A28/M0GzurfkWuyu9C9fSwVVTUs2rCduTlFzMsp5NvcvaFP745xXDqiM8OzkhiWkdikPZlEDibdE0lukXoCiYhIw+0ZErYnBHrqqacAePXVV3n88ceprq5m8+bNfP/99wcNgT7//HMmTJhAVJRzE+2ss86qfW3ZsmXceuutFBcXU1ZWts/QswNZtWoVmZmZdO/eHYApU6bw8MMP14ZA55xzDgCDBw/mzTffrNd7nD9/PtnZ2aSkpAAwefJk5syZw2233UZOTg7XXXcdY8eO5ZRTTgGgX79+TJ48mbPPPpuzzz67Xuc4HIVAIiJyUNZafthWxpzV+Xz+QwHz1hZSUeUjNNgwpHMiN5/Wg+O7pdCrQ9xRLXlura0Ng/YEQ3vCouoa64Q8wUGEh+wNcfaEP61tKeouKTHcP7E/N5zcnSfmrGX6Nxt469uN9EyNJSd/J5U1PoIM9O4Yz5SRnRmRlcSQjETiIxX6iPu8nihW+MNhERFpoQ7RY6cpjR8/nhtuuIFFixZRXl7O4MGDWbt2LQ888ADz58/H4/EwdepUKioqjuj4U6dOZebMmfTv359nn32WTz/99KjqDQ93hu4HBwdTXV19VMfyeDwsWbKEjz76iMcee4xXX32Vp59+mvfff585c+bw7rvvMm3aNJYuXUpIyNHFOAqBRERkH4Vlu/liTQGf/1DA5z/ks3XHbgC6toth0rBOHN8thWGZiUSHN95HiDGG8JBgwkOAhk+F0yp1iI/k9jN78aufdeXZr9YxL6eQqaMzGJGVyJCMxEadQFqksXg9kfx3xVZ8PntUwbCIiLQ9MTExjBkzhssvv5xJkyYBsGPHDqKjo4mPj2fr1q188MEHZGdnH/QYxx9/PFOnTuX3v/891dXVvPvuu1x11VUAlJaW0qFDB6qqqnjppZdIS0sDIDY2ltLS0p8cq0ePHqxbt441a9bUziF0wgknHNV7HDZsGNdffz0FBQV4PB6mT5/OddddR0FBAWFhYZx77rn06NGDiy++GJ/PR25uLmPGjOHYY49lxowZlJWVkZCQcFQ1KAQSEWnjdlc7Q7z2hD7LNjp38ROiQhndNZnjuyVzbLeU2klfpXklRodx48nd3S5DpF68nkgqq30UlO2mXVyE2+WIiEgLM2nSJCZMmFA7AXL//v0ZOHAgPXv2JD09ndGjRx9y/0GDBnHBBRfQv39/2rVrx9ChQ2tfu/POOxk+fDgpKSkMHz68Nvi58MILufLKK3nwwQd5/fXXa7ePiIjgmWee4bzzzqudGPrqq69u0PuZPXs2Xq+39vFrr73Gvffey5gxY2onhh4/fjxLlizhsssuw+dzVnG95557qKmp4eKLL6akpARrLddff/1RB0AAxtojn4fhaAwZMsQuWLDAlXOLiLRl1lrWbCurDX3m5hSxq6qGkCDDoM4eju+WzHHdUuiTFh8Qc+VIy2WMWWitHeJ2HbKvpmyD/W/lNi57dj5vXDOKwZ21TLyISEuxYsUKjjnmGLfLkCNwoJ/dodpg6gkkItJGbNtRwcvfbOC1BXlsLHZW78lKjub8IV6O65bCiC5JxDTiEC8RaXu8nr3LxCsEEhERCTxq7YuItGLWWhZt2M6zX63ng6WbqfZZTuiewq9+1pVjuyYfcvlxEZGGSqsNgbRMvIiISCBSCCQi0gpVVNXwzuJNPPf1OpZv2kFsRAhTRmVwyYjOZCRHu12eiLRSUWEhJEWHKQQSEREJUAqBRERakdyicl6ct55X5udSXF5Fj/ax3D2hL2cP7EhUmP7JF5Gm502MIm97udtliIhIA1lrMUbzQbYkRzLHs/4iEBFp4ay1fLGmgOe+Ws/slVsJMoZTe7fn0pEZDM9M1Ie5iDQrryeS7zftcLsMERFpgIiICAoLC0lKSlLbsYWw1lJYWEhERMNW41QIJCJST6UVVawrKCenoIy1BTtrv/K278LriaRPWjx9/V/d28cSFhLU5PW8sTCP5+euJyd/J0nRYVyb3ZXJIzrRIV7LuYuIO7yeSP67fCs+nyVIKwyKiLQIXq+XvLw88vPz3S5FGiAiImKfJejrQyGQiEgdldU+NhSV+wMeJ+zJyXfCnm2lu2u3MwbSEiLJSomhd8c41heW8+6STbw8bwMAYcFB9EiNpU9aPH3S4uibFk+P1FjCQ4KPusY120p5/uv1vLEwj52VNQxIT+DvF/TnjL4dGuX4IiJHw+uJorLGR37ZbtrHNezupIiIuCM0NJTMzEy3y5BmoBBIRNocn8+yZUeFE/AU7GRt/t7AJ3f7Lmp8e8fWJkWHkZkczQndU8hKiSEzOZqslGg6JUYREbpv4GKtZUNROUs3lrB0YwnLNpbw/nebmP6NEwyFBhu6t4+lb1p8ba+hHqmxPznOgdT4LB+v2MrzX6/jyzWFhAUHMa5/B6aMzKB/ekKjXh8RkaNRd5l4hUAiIiKBRSGQiLR61lq+zinktQV5rNxSyrqCneyqqql9PSI0iMzkGHqnxXNm/45kJkc7YU9yDPFRofU+jzGGzknRdE6KZly/jrXnzi3atU8w9MGyLcyYnwtASFCdYMjrBEM96wRDRTsreWV+Li/OXc/G4l10jI/gt6f24MKh6STFhDfiVRIRaRzpdZaJH9zZ5WJERERkHwqBRKTV2rm7mre+3cjzX69j9dYyEqJCGZiewMisJLJSoslKjiYzJZr2sRFNNm+FMYZOSVF0SopibL8OgBMM5W3fxTJ/MLR0Ywn/+X4LryzYGwx1ax9LWkIEc34ooLLax8isJG4bdwwnHdOekOCmnWtIRORopCVEAWiZeBERkQCkEEhEWp2c/DJemLue1xfkUbq7mj5pcfx1Yj/O7N+xXkOvmpoxhvTEKNITozi9795gaGNx3WBoB6u2lnLeYC9TRmXQvX2sy1WLiNRPZFgwyTFh5BZpmXgREZFAoxBIRFqFGp/l01XbeO7r9cxZnU9osOGMvh24dGQGgzolBPxSl8YYvJ4ovJ4oTuvTwe1yRESOitcTpZ5AIiIiAUghkIi0aMXllby2II8X5q5nQ1E57ePCufHk7lw4LJ12sZqQVETEDV5PJMs2lrhdhoiIiOxHIZCItEjfb9rB81+vY+bijVRU+RiWkcjNp/Xg1N6phGrOHBERV3k9UXy0fAs+n22yOddERESk4RQCiUiLUVXj46PlW3j+q/V8s66IiNAgJgxM45IRGfTqGOd2eSIi4uf1RFJVY9lWupvUePXKFBERCRQKgUQk4G0rrWD6vFxemreebaW7SU+M5I9nHMP5Q9IbtIS7iIg0D2/tMvHlCoFEREQCiEIgEQlI1loWbSjm+a/XMWvpZqpqLCd0T7SWzxAAACAASURBVOHecztzQvd2BGt4gYhIwPJ69i4TPyTD3VpERERkL4VAIhJQ8raXM2d1AS9/s55lG3cQGx7CxSM6c8mIzmSlxLhdnoiI1EPdnkAiIiISOBQCiYircovKmZtTyNycIuatLaxdUrh7+xjuOrsPEwamER2uf6pERFqSiNBgkmPCyS3SMvEiIiKBRH9ZiUizsdaSW7SLuWsLmZtTyLycIjYWO38geKJCGZ6ZxM+PzWR4VhI9U2MxRkO+RERaqvTESPKK1RNIREQkkCgEEpEmY61lg7+nz7ycIubmFLKppAKAxOgwRmQl8ovjsxiRlUS3djFaRlhEpBXxeqL4Lq/Y7TJERESkDoVAItJorLWsL9wzvKuQeWuL2OwPfZKiwxiRlcQ1WYkM94c+6ukjItJ6eT2RfLhsMzU+q8n8RUREAoRCIBE5YtZa1tUJfebmFLJ1x24AkmPCGZ6VyIisJEZmJdIlRaGPiEhb4vVEUlVj2VZaQYf4SLfLERERERQCiUg9lVdW88PWMlZtKWXV1lJWbSll5ZYdFJRVApASG86IrCSGZzrBT5eUaIU+IiJtWN1l4hUCiYiIBAaFQCKyj6oaH+sKdtYJekpZvbWUDUXlWOtsExEaRPf2sWT3aMfATgmMyEoiK1mhj4iI7FV3mfihGYkuVyMiIiKgEEikzbLWsrF4F6u3+oMef+CTk7+TyhofAMFBhoykKPp0jOecgV56pMbSMzWW9MQoze8gIiKHlJbghEBaJl5ERCRwKAQSaQNKdlXx/aYdtYHPqi07WL21jLLd1bXbdIyPoEdqLCf0SKFnaizd28fSJSWGiNBgFysXEZGWKiI0mJTYcPK2a5l4ERGRQKEQSKQV21FRxb8/+5GnvlhLRZXTuyc+MpQeqbGcMyiN7u2dnj3d2scSHxnqcrUiItLapHsiyduunkAiIiKBQiGQSCtUWe3j5XnrefCTNRTtrGT8gI6cM8hLz9RY2sWGa+4eERFpFl5PFItzi90uQ0RERPwUAom0ItZaZi3dwv0frWR9YTkjs5L4wxnH0Ncb73ZpIiLSBnk9kcxaupkan9VcciIiIgFAIZBIKzEvp5C7P1jJktxierSP5ZnLhpLdPUW9fkRExDVeTxTVPsvWHRV0TNAy8SIiIm5TCCTSwq3ZVsq9H6zi4xVbSY2L4P6J/Th3kFd3XEVExHV7l4nfpRBIREQkACgEEmmhtu2o4O8f/8Ar8zcQFRbCb0/tweWjM4kM02peIiISGPaGQOUMy0x0uRoRERFRCCTSwpTtrubxOTk8MSeHqhofl47M4LqfdSUpJtzt0kRERPaxp/dPbpFWCBMREQkECoFEWoiqGh8z5ufyz49XU1BWydh+HfjtKT3ISI52uzQREZEDiggNpl1sOHnby90uRURERFAIJBLwrLV8tHwr93+4kpyCnQzLSOSJS3sysJPH7dJEREQOKz0xirzt6gkkIiISCBQCiQSwheuLuHvWShau307XdjE8eekQTjymnVb8EhGRFsPriWTRhu1ulyEiIiJAUH02MsacZoxZZYxZY4z53QFe72yMmW2M+c4Y86kxxtv4pYq0HTn5ZVz9wkLOffRrNhSVc885ffnw18dxUq/2CoBERNoIY8zTxphtxphlB3l9sr/ttdQY85Uxpn9z11gfXk8km4srqK7xuV2KiIhIm3fYnkDGmGDgYeBkIA+Yb4x5x1r7fZ3NHgCet9Y+Z4z5GXAPcElTFCzSmuWX7ubB2T/w8jcbiAgJ4saTu/Pz4zKJClOnPRGRNuhZ4CHg+YO8vhY4wVq73RhzOvA4MLyZaqs3ryeKap9la+lu0rRMvIiIiKvq85flMGCNtTYHwBgzAxgP1A2BegE3+r//HzCzMYsUaa2qa3wsySvh8x/y+fyHAhbnFgNw0bBOXH9iN1JiteKXiEhbZa2dY4zJOMTrX9V5OBcIyJ7YtcvEF5UrBBIREXFZfUKgNCC3zuM8fnqXaQlwDvBPYAIQa4xJstYWNkqVIq1IblE5c37I5/PVBXz5YwGlFdUYA/3S4rnmhC5MGJRGl5QYt8sUEZGW5QrgA7eLOBCvJwqAvO27Aq+bkoiISBvTWGNMbgIeMsZMBeYAG4Ga/TcyxvwC+AVAp06dGunUIoGttKKKuTlFtb191hbsBKBDfARn9OnAcd2TGd0lGU90mMuViohIS2SMGYMTAh17iG1ca4N1TIgAIFfLxIuIiLiuPiHQRiC9zmOv/7la1tpNOD2BMMbEAOdaa4v3P5C19nGc8eoMGTLEHmHNIgGtxmdZurGEz1c7oc+iDdup9lkiQ4MZ2SWJS0d25rhuKXRJidYkzyIiclSMMf2AJ4HTD9UD2802WHhIMO3jwrVMvIiISACoTwg0H+hmjMnECX8uBC6qu4ExJhkostb6gN8DTzd2oSKBbGPxrtrQ54s1BZTsqgKgb1o8vzg+i+O6pTCocwLhIcEuVyoiIq2FMaYT8CZwibV2tdv1HEq6J4o89QQSERFx3WFDIGtttTHmV8BHQDDwtLV2uTHmL8ACa+07QDZwjzHG4gwHu7YJaxZxXXllNV//WMjnPxQw54d8cvKdIV7t48I5pVd7juuewuguSSTFaGJnERE5MsaY6ThtrGRjTB7wJyAUwFr7GHA7kAQ84u9ZWm2tHeJOtYfm9USyYP12t8sQERFp8+o1J5C1dhYwa7/nbq/z/evA641bmkhg+mx1Pje+spjCnZVEhAYxIiuJycM7c3y3ZLq2i9EQLxERaRTW2kmHef3nwM+bqZyj4vVE8e53m6mu8RESHOR2OSIiIm1WY00MLdLqVdf4+Nt/V/Popz/So30sf79gAMMyE4kI1RAvERGRQ/F6IqnxWbbsqKhdLUxERESan0IgkXrYVLyL66d/y4L127lwaDp/OrM3kWEKf0REROqj7jLxCoFERETcoxBI5DA+WbmVG19dQlW1j39eOIDxA9LcLklERKRF8XoiAcgtKmdEVpLL1YiIiLRdCoFEDqKqxsdfP1rF43NyOKZDHA9fNJCslBi3yxIREWlxOiREYAxaJl5ERMRlCoFEDiBveznXTf+WbzcUM3l4J24b10tz/4iIiByh8JBg2sdGKAQSERFxmUIgkf38Z/kWfvv6d9T4LA9dNJBx/Tq6XZKIiEiLl54YSd72crfLEBERadMUAon4VVb7uPeDlTz95Vr6pMXx8EWD6JwU7XZZIiIirYLXE8U3a4vcLkNERKRNUwgkgjNR5a9eXsSSvBKmjsrg92f0JDxEw79EREQai9cTyTtLKqiu8RESHOR2OSIiIm2SQiBp8z5ctpnfvv4dAI9dPIjT+nRwuSIREZHWx+uJpMZn2VxSQXqilokXERFxg0IgabN2V9dw9/sreO7r9fT3xvPQRYPUKBUREWkiXo/zGZu3fZc+b0VERFyiEEjapHUFO/nV9EUs27iDK47N5JbTehIWoq7pIiIiTcXriQQgd3s5I0lyuRoREZG2SSGQtDnvfbeJ372xlOAgwxOXDuHkXu3dLklERKTV6xAfiTFomXgREREXKQSSNqOiqoY73/uel+ZtYGCnBP41aWBt13QRERFpWmEhQaTGRWiZeBERERcpBJI2ISe/jGtf/pYVm3dw1fFZ3HRqD0K1MomIiEizSvdEqSeQiIiIixQCSav39uKN/OHNpYSFBPH01CH8rKeGf4mIiLjB64lk3toit8sQERFpsxQCSat253vf89QXaxma4eHBSQPpEB/pdkkiIiJtltcTyczFu6iq8alHroiIiAv06Sut1mer83nqi7VMHt6J6VeOUAAkIiLiMq8nCp+FLSUVbpciIiLSJikEklapoqqG22YuIyslmtvP7EWI7jaKiIi4ru4y8SIiItL89JextEoP/28NG4rKuevsPoSHBLtdjoiIiEDtqpx5RZocWkRExA0KgaTVWbOtlMc++5FzBqYxqkuy2+WIiIiIX4eECIIMWiZeRETEJQqBpFWx1vLHt5YRFRbCH8Ye43Y5IiIiUkdocBAd4iO1TLyIiIhLFAJJq/Lmoo3MW1vE707vSXJMuNvliIiIyH7SPAqBRERE3KIQSFqN7TsrmTZrBYM7e7hgSLrb5YiIiMgBeD2RGg4mIiLiEoVA0mrc9+FKSnZVMW1CH4KCjNvliIiIyAF4PVFs2VFBZbXP7VJERETaHIVA0irMX1fEjPm5/PzYTHqmxrldjoiIiByE1xOJz8KWkgq3SxEREWlzFAJJi1dV4+OPby0lLSGSX5/Uze1yRERE5BC8nkgAcjUkTEREpNmFuF2AyNF66ou1rN5axpOXDiEqTL/SIiIigSzdEwVomXgRERE3qCeQtGi5ReX84+PVnNKrPSf1au92OSIiInIYqfERBBm0QpiIiIgLFAJJi2Wt5U/vLCfIGO44q7fb5YiIiEg9hAYH0SFey8SLiIi4QSGQtFgfLd/CJyu3cePJ3emYEOl2OSIiIlJPWiZeRETEHQqBpEUq213NHe98zzEd4pg6KsPtckRERKQBvJ4o9QQSERFxgUIgaZH+/t/VbC2t4O4JfQgJ1q+xiIhIS+L1RLJlRwWV1T63SxEREWlT9NeztDjLNpbwzJdruWhYJwZ28rhdjoiIiDSQ1xOJtbC5RL2BREREmpNCIGlRanyWP761lMToMG4+tafb5YiIiMgR8PqXic8tUggkIiLSnBQCSYvy8jcbWJJXwm3jehEfFep2OSIiInIEvB5nQQdNDi0iItK8FAJJi7GttIL7P1zJsV2TOat/R7fLERERkSPUIT6C4CCjyaFFRESamUIgaTHuem8Fu6t93Hl2H4wxbpcjIiIiRygkOIgO8RHqCSQiItLMFAJJizBndT7vLNnEL7O7kJkc7XY5IiIicpS8nkj1BBIREWlmCoEk4FVU1XDb28vITI7m6hO6uF2OiIiINAKvJ0ohkIiISDNTCCQB75FPf2R9YTl3nd2HiNBgt8sRERGRRuD1RLK1tILd1TVulyIiItJmKASSgPZjfhmPffojZw/oyOiuyW6XIyIiIo3E64nCWthcXOF2KSIiIm2GQiAJWNZabn1rGRGhQfxxbC+3yxEREZFGtGeZ+FxNDi0iItJsFAJJwHrr2418nVPILaf3JCU23O1yREREpBHtCYE0L5CIiEjzUQgkAam4vJJp769gYKcEJg3t5HY5IiIi0shS4yIIDjJaJl5ERKQZhbhdgMiB3PfhKop3VfHC2X0JCjJulyMiIiKNLCQ4iI4JEeoJJCIi0ozUE0gCzsL1RUz/ZgOXj86gV8c4t8sRERGRJuJN0DLxIiIizUkhkASUqhoff3xrGR3jI/jNSd3dLkdERESakNcTqeFgIiIizUghkASUZ75cy8otpdxxVm+iwzVaUUREpDXzeqLYumM3u6tr3C5FRESkTVAIJAEjb3s5f//vD5x0THtO6Z3qdjkiIiLSxPasELZRQ8JERESahUIgCRh3vPM9AH8e39vlSkRERKQ5aJl4ERGR5qXxNq3UE3NymL+uiB6psXRvH0vP1FgykqMJDQ683K+y2sf7Szfx8Yqt/OGMnqQlRLpdkoiIiDQDb2IUoBBIRESkuSgEaoW+/rGQabNWkBwTzuyV26jxWQDCgoPISommZ2os3VOdYKh7+1jSEiIxpmmXYff5LFt2VLC2YCc5+WXkFOxkrf8rt6gcn4WeqbFcNjqzSesQERGRwJEaF0FIkNHk0CIiIs1EIVArU1pRxU2vLSEzOZpZ1x+HMZCTv5NVW3ewaksZq7bsYP667cxcvKl2n5jwELq3j6FHahw9/P/tmRqLJzqswecvLq90Ap58J+DJKSgjJ38n6wp3UlHlq90uKiyYzORo+qbFM75/R7JSYsjukRKQPZVERESkaQQHGTomRKonkIiISDNRCNTKTHt/BZtLdvHa1aOIDAsGoFfHOHp1jNtnux0VVfywtZSVW0pZ5f/6YNlmpn9TVbtNSmx4bW+hHqmx9GjvfG8MrCt0gp49PXpy8stYW7CT7eV79w8JMnRKjCIzOZpjuyaTmRJNVnIMWSnRtIsNb/LeRyIiIhL4tEy8iIhI81EI1Ip8snIrM+bnck12FwZ39hxy27iIUAZ3TmRw58Ta56y15JfuZuWWUlb7A6LVW0t5ad762l48e3Iba/ceq31cOJnJ0ZzetwNZydFk+r/SE6PUs0dEREQOyeuJ5NNV+W6XISIi0iYoBGoltu+s5JY3ltIzNZbfnNTtiI5hjKFdXATt4iI4vntK7fM1PktuUXltKGQtZKXsDXuiw/VrJCIi0tiMMU8D44Bt1to+B3jdAP8EzgDKganW2kXNW+XR83qi2Fa6m4qqGiJCg90uR0REpFXTX++txO3vLKe4vJJnLxtKeEjjNqCCgwwZydFkJEdzWp/URj22iIiIHNSzwEPA8wd5/XSgm/9rOPCo/78typ5l4jcW76JLSozL1YiIiLRuGqvTCrz33SbeXbKJX5/Yjd4d490uR0RERBqBtXYOUHSITcYDz1vHXCDBGNOheaprPF6PlokXERFpLgqBWrhtpRXcNnMZ/dMTuPqELm6XIyIiIs0nDcit8zjP/1yLsqcnkCaHFhERaXoKgVoway2/f2Mp5ZU1/O28/oRoEmYRERE5AGPML4wxC4wxC/LzA2sS5vZxEYQGG/UEEhERaQZKDVqw1xbmMXvlNm4+rSdd22kMvYiISBuzEUiv89jrf+4nrLWPW2uHWGuHpKSkHGgT1wQHGTomRCoEEhERaQYKgVqovO3l/OXd7xmemchlozLcLkdERESa3zvApcYxAiix1m52u6gj4fVEajiYiIhIM9DqYC2Qz2e5+fXvsNbywHn9CQoybpckIiIijcwYMx3IBpKNMXnAn4BQAGvtY8AsnOXh1+AsEX+ZO5UePW9CFJ+s2uZ2GSIiIq2eQqAW6IW56/nqx0LuPacv6YlRbpcjIiIiTcBaO+kwr1vg2mYqp0l5PZHkl+6moqqGiNBgt8sRERFptRQCtTA5+WXc88EKsnukcMHQ9MPvICLSklXvhpzPICsbQsLcrubwdm2HH/4LvurGP3Z4LHQ9CUIjG//YIi7zJu5ZIWyX5jkUERFpQgqBWpAan+X/XltCeEgw953bD2M0DExEWrGqCnjlYljzX0jqCqffD11PdLuqA/P5YPFL8PEdUF7QdOeJiIf+k2DQFGjfq+nOI9LMvB6nZ3Pe9nKFQCIiIk1IIVAL8u85P/LthmL+eeEA2sdFuF2OiEjTqaqAVybDmo9h1PWw8j148Rw45kw49R5ICKCekJu+hfdvgo0LIH04XPgSxKY2/nm2r4NFL8CCp2HeY+AdBkMug15nQ5iGBkvL5vXs7QkkIiIiTUchUAuxcssO/v7f1Yzt24Gz+nd0uxwRkaZTNwA680EYPAV+dit89S+Y8wD88DEc/39OOBQS7l6d5UXwyZ2w4BmIToazH4P+F0JT9dL0ZDjD4nYWwpLpsPBZmHkNfPA76H+B0zsotU/TnFukibWLjSA02CgEEhERaWJaIr4FqKz2ccMrS4iPDOPOs/toGJiItF5VFTDjIlgzG876lxMAgRP2HH8T/Go+dDsZPrkLHhnhzL/T3Hw+J4D512BY+BwMvxp+tQAGTGq6AKiu6CQY9SvnWkydBd1Pdep4bDQ8cSJ8+yJU7mz6OkQaUXCQIS1By8SLiIg0NfUEagH+9ckPrNi8gycuHUJidAuYGFXahq3fw8vnQ0lu4x87KAR+dhsc+5vGP7YErqpdTgD04/+cAGjQJT/dJiEdLngBfvwEZt0ML02EHmPhtLudnjJNLW8hzLoJNi2CTqPgjL+61/vGGMgY7Xydfh8smeGEU29fCx/+Hvqd7/QO6tDPnfpEGsjriVJPIBERkSamECjALc4t5pFPf2TiYC8n92rvdjkijq3fw3NnQnAonHAL0Mi9HzYtgo//BJEJMHhq4x5bAlPVLpg+CXI+hfEPwcCLD719l5/BNV/B3Ifhs7/Cw8Ph2Btg9K+bZvWsnYUw+w5nTp6YdnDOE9D3vObp+VMfUYkw8pcw4hrYMNcJgxa9APOfhI6DnLmDep8D4ZpwVwKX1xPJxyu2uV2GiIhIq6YQKIBVVNVw46uLaR8bzu1nahUYCRBbl/sDoDCY+j4kdWn8c9RUOYHAezdAVJIzGbA0jg1z4dN7YNhV0PMMt6tx1A2Azn4EBlxUv/1Cwpzgp+/58J8/Ou9ryXQ47T7ocVrj1OarcQKV2X+B3aUw8lon+IyIa5zjNzZjoPNI5+u0e+C7V53637kOPvwD9DvP6R3UcYDblYr8hNcTSUHZbnZV1hAZFux2OSIiIq2S5gQKYPd/uIqc/J389bz+xEWEul2OCGxZBs+Og+DwpguAwOlhdP5zkDYYXr8C1n7eNOdpS6yF+U85P791X8CMSU4wsLvM3boqy2H6hQ0PgOqKT4PznoVL33Z+N6dfAC9fAEU5R1db7nx4Ygy8fyOk9oVrvoRTpwVuALS/qEQYcTX88mu4/D9OmLr4ZXj8BPj3CU44tLvU7SpFau1ZJn5jseYFEhERaSoKgQLU1z8W8vSXa5kysjOjuya7XY4IbFnq9AAKiYCp7zVdALRHWDRc9Kozz8v0SbB5SdOerzWrqoB3fuWEGVnZcOMKpwfNohecyYRzv3GnrtoA6DM4+9EjC4Dqysp2gppT7nKCrodHwCfTnPM0RFk+zLwWnjoJyrbBuU/BlHeh3TFHV59bjIFOw2HCo/B/q+CMB5zedu/+Gv7WE9653hnuJnK0qiqcwPkI7VkmPlfzAomIiDQZhUABqGx3Nb99fQkZSVHccnpPt8sR8QdAZzlzrTRHALRHVCJc8iZExMOLE4++Z0dbVLIRnjndWTHquJvgolecOW1OugMumwXWB0+f6qy2VVPVfHVVljs9dtbOgQmPOStrNYbgUBh1nbNaV6+zYM798MhwWPHe4f84ramGeY/DQ4PhuxnOEvS/mg99JwbO3D9HKzIBhl3phGU/nw29z3Ym2dZcQXK0qnbB82fBf28/4iBoT08gTQ4tIiLSdBQCBaBp73/PpuJd/O38/kSFadomcdnm75weQM0dAO0R74VL3gJfNbwwAUq3Nu/5W7J1XzpDfwpWw/kvwIm3QVCdeTY6j4Krv4T+k2DOX+HJkyB/ddPXtScAWvcFTPg39L+w8c8R1wHOfdIZthgWA69MdlYSK/zxwNtvmAuPZ8MHv4WOA+Gar+GUOyE8tvFrCwTGgHcIjH8Yrl8MIeFuVyQtXXA4pPaDrx505nPz1TT4EO1iwwkLDtIy8SIiIk1IIVCA+d/KbUz/JpdfHN+FwZ0T3S5H2rrNS5w7u6HRTgCUmOVOHSndYfLrzjCdF8+FihJ36mgprIV5/3Z+dhHxTo+PXmcdeNuIOGcunvNfgOIN8O/jnN4wRzGk45Aqd8LL59cJgC5omvPskXEsXDUHTr3HGfb2yAhnkufKnc7rZdvgraud3lC7iuC85+CSmc7vXFsRrJsN0giCguCMv8Jx/wcLn4E3f9Hg3oVBQYY0T6R6AomIiDQhtfwCSHF5Jbe88R092sdyw8nd3C5H2rrNS5whYGEx/gAo0916vIPhghecAGH6RXDxGxAa4W5Ngahql3MXfsl06H46nPNvJwg6nF5nQfpwePtapzfM6g9g/CNOj5rGUrnTmbB5/Zcw4XFnparmEBzqLJ/e51xnqMrnf4MlrzjDvBY87VyzY2+E429y5qISkSNjDJx4O4THwcd/gsoyZ9L20Mh6H8KrEEhERKRJqSdQALn97eUU7azkb+f3JzxES6OKizYtdgKg8NjACID26Hqi03tk/RfwxhXOHC6yV3Gu06NlyXTI/j1c+HL9AqA9YtvD5Ndg7P+D9V/DoyNh+czGqa1yJ7x0fvMHQHXFtndCscs+dObG+fIf4B0Kv5wLJ/1JAZBIYzn2N86/I6s/gpfOa9AqdF5PJBs1HExERKTJKAQKEO9/t5l3lmzi1yd2o09aA/5oE2lsmxbD8+OdO7mBFADt0XcinHYfrHwP3r+h6YYttTRr5zjz/xSthQunQ/bvnOEZDWUMDL0Crv4CPJnw2hR486qjG4K3u8z5Q3DDV3DOE+4EQHV1Hgm/+Ax+vcTpUZbc1d16RFqjoVfAOY/D+q+cz5Tyonrt5vVEUVBWSXmlQn4REZGmoBAoAGwrreDWmUvp743nmuxmnnRXpK5N3zrzyOwJgDwZbld0YCOudla6WvQ8fHKn29W4y1r4+mF4/myISoIrP4GeZxz9cZO7whX/cXoULX0NHh3tzOPTULUB0NdOANR34tHX1hiCQ5zf79ay6pdIIOp3PlzwImxZBs+OhdIth91lzzLxGzUkTEREpEkoBHKZtZb/z959h1dRZ38cf096QkJISKgJPaEGkaIgEJAasIKAIva26uquZd2f67qubdd1175r72IFKyoCokhAihTpSEITQk1IIKSQOr8/vkFICJBy753k5vN6nvsk3Jk7cwgJmXvmfM+579N15BaW8OSkM/Dz1T+JOGTXSnO3Nii8LAHU1umITm3Y/dD7atPfZcmLTkfjjMI8+PRGmH0fdB5jGkBHubCfmK+/qSi6fg74BsBb58Oc+6G4oGqvP5oA2rnUTOqqKwkgEfGcLmNhyjTI+hXeSDIfT+FoEkh9gURERNxDGQeHfbJyF3M37uPPozvTqZmXjiKWum/XClNJEhRuRmrX9QQQmAqO85+GrhfArHthzTSnI/KsrO3wxihY+7FJiE2aaiZ9uUNMX7h5AfS9Fhb9F145F/atP/VrCg6bkexHE0A9LnFPbCJS93UYCld9YSbwvTkG0lNOumtMRAiAxsSLiIi4iZJADntj4TZ6tG7MdQPrWN8VaTjSVsA740yj3Gu+hiZtnI6o6nx8Yfxr0G4wfH4LpM51OiLP2PI9vDIUsnbA5dMg8Z6a9f+pjoBGJul2+XTITTfnX/RfKC09YQYXLQAAIABJREFUcd+Cw/DuBDOSfcLr0GO8e2MTkbovth9cM9OMjX9zjJlAWYno0EAC/HxUCSQiIuImSgI5aP/hI2zYk83YhJb4+KgvhTggbQVMvbh+JoCO8g+Cy96DZl1h2pWwc5nTEbmPbcOPz8K7l0BoC7hpHsSP8mwM8aPg1sUQN8osDXvnQji449j2owmgtGUw4Q3oPs6z8YlI3dWiB1w3y4yMf+sC2LHkhF18fCximmhMvIiIiLsoCeSgBSkZACTGRTsciTRIactNAigksiwBFOt0RDUXFA5XfAqhzeH9iZC+yemIXK8wFz6+Fr59wCyBu2EuNHWokXyjKNPs9aIXzDS5FwfC6o/gSLZJUO1aDhPfhO4XOxOfiNRdTTvCtd9AaDRMHQebvzthl9YRwVoOJiIi4iZKAjkoOTWdqNBAurV0Ux8PkZPZucxcfHtDAuio0GZw5WemgfHUcXAozemIXCdzK7w2EjZ8ASMegolvQ2CoszFZFpw5BW5ZCM27w2c3wX97m/5SE96Ebhc5G5+I1F1NYk0iKLIjfHAZbJhRbnNMRAg7VQkkIiLiFlVKAlmWlWRZ1ibLsjZblnVvJdvbWJY1z7Ksny3LWmNZlgvmE3u30lKbBakZJMZFaSmYeNZvCaCmJgEUHuN0RK4T2R6u+MQsSZo6DvIynY6o9lLnmv472btgyscw6I66NdY8op35PhrxIGCVJYAudDYmEan7QpvBNV9Cy14w/WpY9f5vm2IigsnMLSS3oNjBAEVERLzTaZNAlmX5As8DY4BuwGTLsrpV2O1+YJpt22cClwEvuDpQb7Nu9yEycwsZ0llLwcSDdv5kkiONorwvAXRUiwSY/IEZQ/zeRLOMqj4qLYHkJ8yErfBYuOkH6DTc6agq5+MLg+6Ee1KVABKRqguOMBWc7RNNc/+lrwDHxsTvOqhqIBEREVerSiXQWcBm27a32rZdCHwIVKzzt4Gja5rCgd2uC9E7zd+UjmXBoE5RTociDcWOpTB1vOnDcM3XEN7a6Yjcp90g05R490r46EooLnQ6oupJWw6vDoPvHzGj1a+fY6qcRES8TWAoTP4IupwP39wDyf8hpolJAqkvkIiIiOtVJQnUGth53J/Typ473oPAFZZlpQEzgdsrO5BlWTdZlrXcsqzl6enpNQjXeySnppPQOpymoYFOhyINwa+L4N0GkgA6quv5cP4zsOU7+OLWykeZ1zW5GfDF7+G14ZCzDy55HS55zYxnFxHxVv5BptdZz0vh+0fpsu4JwNaEMDlR0RH44XHIPeB0JCIi9Zafi44zGXjLtu0nLcsaAEy1LKuHbdvl3nXZtv0K8ApA3759bRedu97JPlLEyh0HuWWIQ5N9xLtl74E9q8zUpqMfc/aaBpzXfAWNWzkdoef0uRryMuC7h00PpKR/1a1+OkeVlsDyN0zlT2EunPMHGPJnCAxzOjIREc/w9YOLX4KAUBotf57HAjaxPfMhp6OSumbpi/DDPwEbhp7QplRERKqgKkmgXcDxo4Niyp473vVAEoBt24stywoCooD9rgjS2yzanEFJqa1+QFI7tg2H95RP9uxZZSpIALAgKh46DDGNN3tOMr2AGppBd5kKmyUvQKNoSPyT0xGVt2MpzLwb9q6F9kNg7H8gurPTUYmIeJ6PD5z3JAQ1ZvLCp1m2sRSSpoGvv9ORSV2QlwkLnjafr5kGQ/6vbt7YERGp46qSBFoGxFmW1R6T/LkMuLzCPjuA4cBblmV1BYKAhr3e6xTmp6QTFuhHr9gmToci9YVtQ/buEyt8csvyrJZPWcLnXGjVyyR9WiQ4P0a8LrAsGPUPkwj6/hHYsxr6Xgvth5o3HE7J2Q/f/h1Wvw+NW8PEt6DbxbqgFZGGzbJgxINMW5vNpEOvw0dXmP8f/YOdjkyctvApKMiG/reaGzu7V0LrPk5HJSJS75w2CWTbdrFlWbcBswFf4A3bttdblvUwsNy27RnA3cCrlmXdiWkSfY1t2w12udep2LZNckoGAztF4e/r4BtQqbts24wDr1jhk1uWV7V8IKqzmRTVspdJ+rRIUN+YU/HxgYtfMEvhVr4NG2dAk7ZmuVivKyCsuediKSmGZa/BvH9CUZ6ZqjX4T0rYiYgcZ1W7a9m8xuK+lNfNpMfJH2iJbEN2cKeZHnfGZFMBtOw1WDNdSSARkRqoUk8g27ZnYho+H//cA8d9vgEY6NrQvNOW9Bx2Hczn9+d2cjoUqWsyt8L3j8LW+aaPDZiET3QX6DTyuAqfHkr41ISvP4x8CIb+BTZ+aZJB3z1skjGdx0Cfa6DDMPdWB/26CGbeA/vWQcdhMObfEBXnvvOJiNRTMRHB/Dt/GHdN7EPQV7fBd4/A2H87HZY45YfHzMdz74PgJhA3CtZ9AqP/AT6+zsYmIlLPuKoxtFTR/BTz5j4xvgH2ZpHKFebBwqfhx2dNoqLrhdDqTJP0ad4DAkKcjtC7+AdBz4nmkZFqkkGr3jeJoSZtoPdVcOaVENbCdec8vBe+fQDWfAThsTBpKnS9QEu/REROIibC/O77tfUFdO78NfzyNYx5XP9vNkT71pvf0wN+D03K2pT2nAS/fAXb5pubKiIiUmVKAnnY/JR0OkY3+u3iRhow2zYXtbP/Agd3QI8JMOqRhjW9y2lRcTDqURj2N3MxueItU40177Fj1UEdh9X8LmNJEfz0ijleSYFZ9jX4biX2REROIybC9ABKy8qjc/xo83/0vnVm+bM0LN89DIGNze/Po+JGQ2C4WRKmJJCISLUoCeRBR4pKWLr1AFPObut0KOK0A1vgmz/D5rkQ3RWu/graD3Y6qobLLxB6XGIeB7aY6qCf3zNvOsJjy6qDrqhegm7bArP0K32jWc435nFo2tF9fwcRES9yLAmUDwmjzZMps5QEami2/2j+3Yf/HUIijz3vHwTdLoD1X8D5T6lxuIhINagzsQct3ZZJQXGploI1ZIW55o7WC/3NaPDR/4SbFygBVJc07QgjH4a7NpqJNE07wrx/wNPd4YPJkDIbSktO/vrs3fDxdfD2+VCUC5e9D1OmKwEkIlIN0aGBBPr5kJaVZ5r3t+oNm2Y5HZZ4km3D3L9DWEs4++YTtydMgsLDJkkkIiJVpkogD0pOSSfQz4f+HZo6HYp4mm2biVSz7oPsNOh5qUk0uLLvjLiWXwB0H2cemVth5Tvw87uwaSY0joHeV5rqoPAYs39xISx9Eeb/2ywDG/J/ZvKX7k6KiFSbZVnERASbSiAwS3Tn/RNy9kNoM2eDE8/45StIWwYXPFf5Mup2gyC0hVkS1n2c5+MTEamnlATyoPkp6ZzVPpIgf00x8JicdNNsObiJczFkpJplQVvnQbPucMmr0PYc5+KR6ovsACMehKH3Qco3pnfQD4/B/MfNhJK4UbD0JchIgfgkSHrMvEZERGosJiLkWBIofrSpykydYxLw4t1KimHuQxAVD72mVL6Pjy8kTIClL0NeZvnlYiIiclJKAnnIroP5bN6fw2X9Yp0OxfuVFJuLxBVvweZvAQvaDIDOSeYNuqdGchfkQPJ/YPHzphok6XHodwP46seu3vILgG4XmUfmNvh5qqkOSpkFEe1g8kfm+0xERGotJiKY1WkHzR9a9ITGrc3/t0oCeb9V78KBVLj0vVNfNyVMhMX/gw1fQN9rPRefiEg9pnejHpKckg7AkPhohyPxYgd3wMqp5o354T2mRHjQnWZbymyYc795RHY0yaD40aYix9fftXHYNqz/zJwrexeccTmMfEjl694msj0MfwCG/gX2rIHm3U2jShERcYmYiBAO5hVx+EgRYUH+5vf2mmlQXGAa+ot3KswzUzVjzoIu551635ZnmGqhtdOVBBIRqSIlgTwkOSWdVuFBdGoW6nQo3qWkyCR4VrxlJm0BxI2EsU+Yi8WjCZ7hD5gkUcpscxdx2auw5HkzcrTTcIgfY15X21Li9E1m6de2+WaCyYQ3oc3ZtTum1G2+/hDTx+koRES8ztEJYbsO5tOlhb+5gbP8Ddi+0PzuFu+09EXI2QsT3wTLOvW+lmUaRM97FA6lHevTJyIiJ6UkkAcUl5SycHMG5yW0xDrdLzOpmqztZVU/75oLhbCWkHiPadbbpE3lr2nSBs660TwKckyiZtM3JjG0/jOwfCD2bJM8ih8D0Z1Pf/FxVMFh0x9myYsQ0MgkofpeZ9ari4iISLX9NiY+M58uLRpD+0TwCzY3c5QE8k55mbDwGXMdVtX+iQmXmCTQ2o9h0B3ujU9ExAsoCeQBq3Ye5PCRYi0Fq62SIpO0WfEWbPneJGjiRkHvq83H6vTaCQw1JcZdzoPSUtjzs0kGbfoG5j5oHk3amruOnZOg7cDKS89tG9Z9YpZ+Hd5j+hSMeAgaRbnoLy0iItIwxUSYiVBpWXnmCf9g6DDUJIHG/LvqN2qk/ljwJBTmmAruqorsADH9zJIwJYFERE5LSSAPmJ+Sjq+PxTmdlBiokcxtx8Zz5+43jSGH3lt+PHdt+PhA6z7mce59cGgXpM42SaGVb8NPL0NAKHQcZpJCcaMgNBr2bYBv/gzbF5g16ZOmQmy/2scjIiIiRIUGEOTvc2xCGJgbMynfwP6N0Lybc8GJ6x3cAT+9YnopVvffNmESfHOPuTbT94WIyCkpCeQBySnpnBnbhPBgFzcg9mbFhbBppqn62TrPLNWKT4I+10CnEe5dZhXe2izl6nudaU64LdlccKbMho0zAMv0+9m3HgLD4LynTFxa+iUiIuIylmWVHxMPEDfafEyZpTf73mbePwELzv1L9V/bfRzMuhfWToPmD7o6MhERr6IkkJtl5hayZtch7hwR73Qo9cOBLabqZ9V7kJsO4bFw7l+h1xSTnPG0gBBz17Fzkln6tWe1SQZt+R76XA3n3g+Nmno+LhERkQYgJiKYnUeXgwE0bgkte5kk0OC7nAvMCZnbzHVRdZa/1xd718HqD+Gc22tW5R0abSq2134Cwx4wVd4iIlIpL/wtUrcsSE3HtjUa/qRKiiD9F9i10vTW2TYfLF/oPMZU13QcVncqbCwLWvUyj6H/53Q0IiIiXi8mIpifdxws/2R8khnGkHug4dyI2bMGXhkCCRNh/CtOR+N63z0EQY1rl9hLmAif3QQ7l0LbAa6LTUTEyygJ5GbzU9KJCPGnR+twp0NxXkmRWcO/ZxXsXmU+7l0HJQVme3gbGHY/9LrC3OkTERGRBi0mIoRD+UVkHymicVDZsvrOSTD/X5A6B3pNdjZAT7BtmPNX83HNRyYJ1mO801G5zrYF5t9y5MMQHFHz43Q5D/xDzJIwJYFERE5KSSA3Ki21SU7JYHBcNL4+DWyCRXEhpG88luzZvcr00Dma8AlsbJopn3UjtDrTlHZHdlD5roiIiPzm6Jj4XVn5NG5ZlgRqcQaEtjBLwhpCEij1W9OfcNQ/YP2n8NWd0KY/NG7ldGS1Z9sw9+9m6MdZN9XuWIGh0HksrP8Mkh4HvwDXxCgi4mWUBHKjjXuzycgpINHbl4IVF8L+DeUrfPath5JCsz0wHFr2hLNvMsmeVmdCRHslfEREROSUjo2Jz6dry8bmSR8fiB8N6z411yDe/Ga/pBjm3A+RHU2SpPMYeGkQfH4rXPFp/b+W2jgDdq2Ai54H/+DaH6/nJFj3MWz5znytRETkBEoCuVFySgYAiXFeNBq+uBD2ry9f4bN/Q/mET6sz4OybTe+clr2U8BEREZEaOVoJlHZ8c2gwS6JWvg07FkGHoR6Py2N+fgcyNsGl75pkV9OOMPofphrop1eg/81OR1hzJUXw3cMQ3RXOcFFFV8dhEBwJa6crCSQichJKArnR/JT9dG3ZmGaNg5wOpfaK8mH5m/DjM5CzzzwXFG6SPP1vKavwKUv4WA1s6ZuIiIi4RdNGAYQE+LItI7f8hg5DwS8INs3y3iRQwWEzNr3NAOhy/rHn+1xr/t5z/27+7s26OBVh7fw8FQ5shskfum4IiK+/GRe/6n3z9QsMc81xRUS8iJJAbpJTUMyKX7O4flAHp0OpncI8WPEmLHwGcvdDu8Ew+p/Qug9EtFPCR0RERNzGsiz6tI1gydYD5TcEhED7REj5BpIe887rkYXPQG46TP6o/N/PsuDC/8KLA+DTG+GG7+rfkrjCXPjhXybBFZ/k2mP3nATLX4dfvoYzLnPtsUVEvIDW6LjJ4i0HKCqxSYw/zVKwHx6HN88zdywK8069rycV5sGi/8GzZ8Ds+yC6M1zzNVzzFSRMgEhV/IiIiIj7DY6LImVfDnsO5ZffEJ8EWdshI8WRuNzq0C5Y/D/oMQFi+py4Paw5XPAc7F0DPzzm+fhqa/ELprJ8xEOuv56MPRuatIE101x7XBERL6EkkJskp6QTEuBL37aRJ98pLxMWPgW7V8Lnt8CTXWDmPWZsulMKc2HRf+HZnmYcabMucM1Mk/xpN8i5uERERKRBOjpgY0FqRvkN8aPNx5RZHo7IA75/FOxSGP7Ayffpej6ceYVZqv/rYs/FVlu5GfDjs2aJW5uzXX98y4KEibD1B8jZ7/rji4jUc0oCucn8lHTO6diUAL9TfIl/fheKj8D1c0yiJX40rHgbXhoIrw432wtzT/56VyrMhR+fg2d6mikUzbrBtd/A1V9Cu4GeiUFERETKsSwrybKsTZZlbbYs695KtrexLGueZVk/W5a1xrKssU7E6U6dm4cRHRZIckp6+Q3hMdAiwfTH8SZ7VsPqD8yQjYi2p9436V+m6uWzm+BItmfiq63kJ6Ao99QJrtpKmAh2iRkXLyIi5SgJ5AbbM3LZkZnHkFONhi8tNeuV2wwwFzDtBsIlr8Ldv8Dox0wzuy9+b6qDvr4b9qxxT7CFueZuzDM94du/QYsecO0suHoGtD3HPecUERGR07Isyxd4HhgDdAMmW5bVrcJu9wPTbNs+E7gMeMGzUbqfZVkMjoti4eYMSkrt8hvjk2DnElNd7Q1sG2b/FYIjYPDdp98/MAzGvQyH0mDWX9wfX21lbYdlr5kKpujO7jtPs67QPEFLwkREKqEkkBvML7tTlXiqJNDmueYXYb8byj8fEgkDboXfLzXJmM5jYeVUeHkwvHKuqRQqyKl9kAU5puHgMwnw7QMmEXXdbLjqC2g7oPbHFxERkdo6C9hs2/ZW27YLgQ+BiyrsYwONyz4PB3Z7MD6PGRIfzcG8ItbvPlR+Q/wYs2xq81xnAnO11DmwfQEMvReCm1TtNW36w6A7YdW7sGGGe+Orre//YSaBDfVAwqrnRNi1HA5scf+55NRs27zvKSl2OhIRQUkgt0hOSadd0xDaNm108p2WvQqNmkHXCyvfblkmGTP+ZVMdlPS4GdP+5R/gyc7w5R2we1X1gys4DAueMj1/5v7djHa//lu46nNzESEiIiJ1RWtg53F/Tit77ngPAldYlpUGzARu90xonjWwkxm0ccKSsFZnmuspb+gLVFIMc/4GkR3NGPjqGHIvtDwDvvwjHN7nnvhqa89qWDsN+t8CjVu5/3w9JgAWrP3Y/eeSU1v1vhk281gMvDYSZv4ZVn0A+3+B0hKnoxNpcJQEcrGC4hIWbTlw6iqgzG2Q+i30vbZqIz1DIqH/zXDrYrhujkkcrf4AXhkCLw+B5W+a5M4pAzsMC540y76+e8hcNF0/F678FGLPqt5fUkREROqKycBbtm3HAGOBqZZlnXB9Z1nWTZZlLbcsa3l6evoJB6nrokID6dG6MckVm0P7+ED8KEidCyVFzgTnKivfhoxNMPLh6o989wuA8a9CUZ5pJ2Dbp3+Np819CIKawMA7PHO+8NZmqMna6XXz69GQrHrP9K7qex34+Jm+p5/fDC+cDY/FwhtjYNZ9sGY6ZGw2bTNExG38nA7A26zYnkV+Ucmp+wEtfx0sH+hzTfUObllmikKbsyHpn+Y/yhVvwVd3mPXjCRPMMVudeWzc5pFs+OkVM2Y0Pws6jTQlxjF9a/g3FBEREQ/ZBcQe9+eYsueOdz2QBGDb9mLLsoKAKKDcWCTbtl8BXgHo27dvvXxHPDgumleTt5JTUExo4HGXsPFJ5k3ljiXQfrBzAdbGkWwz6r3NOdDlvJodI7qzSSB982dzrVmx5YCTtv4AW76DUY9WfZmbKyRMMNVRe1aZ62PxvENp8OuPcO5fYcifzXOlJZCRCrt/PvZY/roZmAMQ2NhUtrXqZf7dWp0JEe2Pvb8RkVpREsjF5qek4+9r0b9D08p3KMo3Fypdz69dKWxwBJx9E5x1I6QtN8mgNdPMXaQWPU0yKD/rWPInbpQpFY7pU/NzioiIiCctA+Isy2qPSf5cBlxeYZ8dwHDgLcuyugJBQP0r9amCwXFRvPjDFhZvOcDIbs2PbehwLvgGmCVh9TUJ9OOzkJsOl39Uuze6/W40X4fZ90P7oRDVyWUh1lhpKXz7d2gcY+LzpG4Xwcx7zI1TJYGccXQ5XsKEY8/5+EKzLubRa7J5rqQY0n8pnxha+jKUFJrtQU3KJ4VanQnhsUoMidSAkkAuNj8lnX7tImkUeJIv7bpPTFLGVb8ELQti+5lH0j9NImjFW/D1XWZ73GgY+n/QWskfERGR+sS27WLLsm4DZgO+wBu2ba+3LOthYLlt2zOAu4FXLcu6E9Mk+hrb9s61L33aRhAS4MuC1PTySaDAUGg32CQ/Rv/DuQBr6lCauWmXMLH212s+PnDR8/DCAPj0Rrh+Dvj6uybOmtrwuanEufhF8A/y7LmDI8yN0HWfwKhHTPJBPGvtdIjpB5EdTr2fr5+ZUtyiB/S+0jxXXAjpG8snhhb9F0rLGkyHNIXorub7ysffHMPHr+xzf/P50Y+/fX70+Qr7ldvuCxHttHJCvJaSQC60L/sIv+w9zL1julS+g22bpVnRXc0aZVcLCjeVQf1uMM33fP2heXfXn0dEREQ8wrbtmZiGz8c/98Bxn28ABno6LicE+vnSv0NTFlTsCwTQeQzM/JPpJ1IXql+q4/tHzTXisL+55niNW8EFz8D0ayD5P3Dufa45bk2UFMF3D0OzbtDzUmdiSJgIv3wF25Kh47mePXdJEexYDG0HmQRdQ7NvA+xbB2P+XbPX+wWYZWEtzzjWRqPoCOxffywplJEKeXlQWmSqiUqLTJKoss9LiszHqhr3Cpzh0PetiBspCeRCRydWnLQfUNpyk5wZ+4R7Sxcty5RLioiIiHiRwXFRfP/LfnZm5hEbGXJsQ/xokwRKmQVRtzkXYHXtXgWrP4SBf4CItq47bvdxsGkWJD9h+kHG9nPdsatjxVuQtQ0un+ZcFU78aNNjZu3Hnk0C2TbMuN0Mc7ngOehztefOXVesnQ6WL3Qf77pj+geZirnaVM2VlpQlhIorSR6VJYtm/sk0WW/cqn4sMy0tbZiJRqkRfae40PyUdJqFBdKlRVjlOyx7FQLC4IzLPBuYiIiIiBc4On01ObVC26MmbaBZ9/o1Kt62Yc79ZsnS4Ltdf/yx/zZvYD+7CQpyXH/80ynIgfmPQ9uBZkmWU/yDoesFsHGGqSLxlO8fNQmggDDT86mhjUIvLT2WeAs9xcAcJ/j4mmRSYKj5+QuNNj8rTdpA046mV9GlUyGyPXw0BdI3OR3xyZWWmmTVc2dAXqbT0Ug9oSSQi5SU2izcnEFifDRWZVU+Oemw/jOTAAo8SZJIRERERE6qQ1QjWjcJ/q36upz40fDrIsg/6PnAaiJlNmxfAEP/Ypb0u1pQOIx7CTK3wZy/uv74p7P4edPsesRDzjfvTZgIBdmeSxIuex0WPAG9r4YLn4PMLWZJWkOycykc2gEJk5yOpGaCI2DKdNN0/r2J5r1cXWPbMPNuM3To4A6Y+6DTEUk9oSSQi6xJO8jBvKLf7lCd4Od3THf7ujSuU0RERKQesSyLxPgoFm0+QHFJafmNnceAXQKb5zoTXHWUFMO3f4OmnaDvte47T7tBcM7tZlnWJg8lQApyYPELpvql6wXOLUU7XvtECG1hlie52y9fm6VE8Ulw3lNmQllEe1j4tHnT3lCsnQZ+wdBlrNOR1FxEO5j8EeTshw8ug8I8pyM6xrbh2wdg+Rsw8A7zc77ybdixxOnIpB5QEshFklMysCwY3CnqxI2lJbD8TfMLqNlJmkaLiIiIyGkNjovmcEExq9MqVPy07gMhUabCpq5b+RZkpMDIh90/vWvY/dC8B8y4zb3VDIf3wdyH4OluMPsvpj/l6Mfcd77q8PGFHpdA6hwzpddddv4EH19nxpdPeKNsApWv6fm0+2fTnLohKC40KyC6jK3/KyBi+sAlr8KuFWZpZWnp6V/jCcn/gUXPmYnTIx40FYXhsfDVnaankcgpKAnkIvNT9tMzpgkRjQJO3JgyCw7tdN1YeBEREZEGamDHKHwsmJ9SYUqYj6/pPZM6x1Ta1FVHsmHeY6ZXTmcPVEn4BcL4V+DIIfjyD66vRklPgS9ug2d6mGqX9kPghu/g2pnQJNa156qNnhNNVf6GGe45fkYqvH+p6S1z+TQIaHRs2xmXQ6Nm5uvTEGz53iTb6utSsIq6XgCj/wEbvzQVfE5b/DzM+wf0mmImr1mW+X4b+x/YvwEW/8/pCKWOUxLIBQ7lFbFq58GTTwX76VVo3Nozv+hFREREvFh4iD9nxDZhQcXm0ACdk+DIQUj7yfOBVdWPz0BeBox61HO9cpp3h+EPwKaZsPKd2h/PtuHXxfDBZHi+n1lmdeaVcPsK01A3pm/tz+FqLXuZ5XfuWBJ2eB+8O94kIq/4BBpVWBngHwQDboWt80xFkLdbOw2CI6HTcKcjcZ3+t8JZN5kEy0+vOhfHirdg9n1mmeEFz5WfCNZ5DHQ5H354HLJ+dSxEqfuUBHKBhZszKLVhSHwlS8EyNpv/8Ptca0pCRURERKRWBsdFs3rnQQ7lVVj20OFc8PGHTd84E9jpHEozd/ETJkHr3p49d//fQ7vBMOsvkLm1ZscoLTHVEK+PhDeTTP+RIf+P1pktAAAgAElEQVQHd66H858yk5XqKssyX/ftC+HQLtcdt+AwvDcBcg+YCqDIDpXv1/c6M6r+x2ddd+66qOAw/DITul/s/qWOnmRZkPQv0+vpmz87s+x0zXT48g5T8Tj+tcrfW4553CQjZ97TsHpQSbUoCeQCySnpNA7y44yYJiduXPaauRjpc7XnAxMRERHxQolxUZTa8OOWCkvCghqbZsh1tS/Qd4+YN2bDHVhS4uMDF78IPn7w6e+qt2SuKN80oP1fP/joCjP1a+wTJvlz7n0nVr7UVQkTABvWfeya45UUwbSrYN96mPT2qRN7QeEmEbThCziwxTXnr4t+mQnF+d6zFOx4Pr5wyevQIgGmXwt7Vnvu3L98DZ/9zvz/Nukd8KukBQlAeIz5mUydDRvdtPRR6j0lgWrJtm3mp6QzKC4KP98KX86CHFj1ninXC23mTIAiIiIiXqZXbBPCAv0qXxIWnwQZm2pe7eIuu1fBmg+h/y3QpI0zMTSJhfOeMMvlqtKfJi8T5v8bnu5hGs4GNYYJb8JtK+CsGyEgxP0xu1LTjtC6r2uWhNk2zLjd9L+54FmIG3n61/S/xdwcXvTf2p+/rlo7DcLbQOzZTkfiHoGhpuIrOALem2Sq+9xty/cw/RrTcHzyB+AffOr9z/qdSVR983+mB5lIBUoC1VLq/hz2Zh+pvB/Q2mlQkG1+SYqIiIiIS/j5+nBOp6Ykp2RgV1zyED/afPTUSPSqsG2Ycz+ENIXBdzkbS8JE6D4e5v8Ldq2sfJ+s7WY5ydPdTQPa1r3h6q/gxnnQY3z9bnHQcxLsXQv7f6ndcb5/FFZ/AEPvg95XVu01YS2g12Rzk/jw3tqdvy7KSYct80zFlY8Xv80MawFTpkFRnkkEuTPR8uti+HAKRHWGKz6u2rQ1Xz84/1nzPTbvn+6LTeotL/7p9Iz5m8wdqMSKSSDbhp9eg+YJ3psJFxEREXHI4Lhodh3MZ2tGbvkNke0huouZzlpXpMyC7QvMGOegcGdjsSw470kzrerTm6Aw79i23T+bZS7PnQnL34Tu4+DWJTBlOrQf7LlG1u7UfRxYvuZmbU0tex0WPAG9r4Yhf67ea8/5A5QWw5IXa37+umr9Z2CXmESjt2ve3SwBzNgE0692z1j23T/D+5PMgKErPzPVR1UV0wf6XQ8/vWyqEEWOoyRQLSWnphPfPJSW4RXK8nYshv3rTRWQN/zCFBEREalDjlZhL0g5yZKwX380Y9GdVlIEc/4GTeOgzzVOR2OERMLFL8CBVDPyOnUuvH0BvDIUNs+FAbfBHWvMPs26Oh2ta4U2gw5DzZKwmjTO/eVrmPkn8z123lPVv85v2hG6Xmh6LNWF709XWjsNmveA5t2cjsQzOg6D8582y7W+vsu1jZj3b4Sp4yG4CVz1BYSeZAr1qQx/ABpFw1d3mKbuImWUBKqF/MISlm7LJDGukh/Kn141d3oaQiZcRERExMNiI0No1zSE5NSMEzfGJ5lqiy3fez6wila+bZItIx+uW9OSOp4LZ99ihpi8d4mZaDvyEbhzHYx6BBq3cjpC9+k5CQ7ugJ1Lq/e6nT/Bx9eZ3iwT3qj5srhBd5iWEcvfqNnr66LMrZC2rOG99+l9FQy+G1a+U7U+W1VxYAu8cxH4BpgEUHjrmh0nKBySHjMVRctec01s4hWUBKqFJdsOUFhcypDOFZJAh/eabuy9rqh/DfNERERE6onE+GgWbzlAQXGFu9yxZ5mlE073BTqSDfMeg7aDoPMYZ2OpzIi/myayF78If1wNA//g/HI1T+hyHvgFV69BdEYqvH+pSY5dPg0CGtX8/K3OhA7nmiVhRUdqfpy6ZG3ZxLWECc7G4YRz74ceE+C7h2DdJ7U71qE0kwAqLTYJoMgOtTte9/GmYum7RyB7T+2OJV5DSaBamL8pnSB/H/q1iyy/YcXb5ge33/XOBCYiIiLSAAyOiya/qISVvx4sv8HHF+JGQeocZ5dBLHwa8jJMZU1dbA/gHwxj/w29Lj/5yGlvFBhmknLrP6taL5fD++Dd8WD5wBWfQKOo2scw6A7I2WeaS9d3tg1rpkHbgWZEeUPj42OWTrYZAJ/dAjuW1Ow4OftNAujIIbjiU2jWpfaxHe0BVloEs+6t/fHEKygJVAvJqen079CUIH/fY0+WFMGKN6HjcLPmV0RERETcon+HSPx8LJJPNio+P9MsUXHCwZ2w5AXoeamZriV1S89JkHfg9EsGCw7D+xMhN8NMhKptZcZR7YeYiqBFz9X/fi17Vpsljw1tKdjx/ALhsvdNEuyDyWZJV3XkZcI7F0P2bpjyMbTq5brYIjtA4p9gw+eQ+q3rjiv1lvclgXatMNMM3GxnZh5b03NP7Af0y9dweI/GwouIiIi4WViQP73bRrCgsiRQp+Hg4+fclLDvHzEVEsP+5sz55dQ6DjdLBtecYkpYSRFMuwr2roOJb0PrPq47v2XBwDtML52NM1x3XCesnQ4+/tDtIqcjcVZIpJmkZ1nw3gTIPVC11x3JNvsf2AyTP4A2bpgsfc4fICreNLA+fiKgNEjelwRa+orpgL6mGmt8a+DoHacT+gEtew3C25gSZBERERFxq8S4KNbtyuZATkH5DUHh0PYcZ/oC7f4Z1nwEA26FJrGeP7+cnl+AGRe/aSYU5Jy43bZhxu2mUuiCZyHeDdf2XS+AyI5m2aArJ0t5UmmJ6QcUN8okQRq6ph3hsg/g0C748PLT93wqzIMPLjPVVJPeNpPr3MEv0EwyO7gDkv/jnnNIveF9SaALnoV2g+Hzm824SzeZvymd1k2C6RB1XFO4fRtg+wLod51Ziy4iIiIibjW4rCp74eaTTAlL3whZ2z0XkG2bkfAhUTDoLs+dV6ovYRIU5ZlEUEXfP2r69Qy9D3pf6Z7z+/jCwD+aBMDWee45h7ttXwg5extmQ+iTaXM2jH8Zdi6Bz2+B0tLK9ysugGlXwq+LYNzL7m8e324Q9JpiliDu3+jec3mT3T+blUap35r3+0eynY6o1rwvCeQfBJe9B826mh+qtOUuP0VRSSmLthxgSOdorOOb/C17DXwD4cyrXH5OERERETlRj9bhRIT4k5xykiQQQMpszwWUMsvcFBx6LwQ19tx5pfpiz4bw2BOXhC17HRY8Ab2vhiF/dm8MZ1wGoS1g4TPuPY+7rJ0GAWF1c/qdk7qPgxEPwfpPzdLQikqK4ZPrYfNcuPA5zyXRRj5iGqN/defJk1Ni2DYs+i+8OtysNHpvArw4AP4VC4+1gRcGwHsT4cs7IPkJWP2RSYpmbYfiQqejPyU/pwNwi6Bw01H99VHmH+a6WRDd2WWHX/lrFjkFxeX7AR3JNmW/PS6BRk1ddi4REREROTlfH4uBnaJYkJqObdvlb9A17QhN40xi5uzfuT+YnHSY/Vdzzj7XuP98Ujs+PubN94/PmX+70GjT33Pmn0wC8byn3D/VzS/QLBv89gHYtbJ+NREvOgIbZphlbf7BTkdT9wz8I2Rtg4VPQUQ76HO1eb60FL74PWz8EpL+Bb09WEDQqKlJBM24DVa969lz1ydHsuGLW82/UdcLTEIv7wAc2mmW+h1KK3vsND2J8yr2f7IgtLlpFF7x0bi1ST43inJsaqR3JoEAQpvBlZ+ZRNDU8XD9bJeNLExOTcfPx+KcTscle1Z/CIU5cNYNLjmHiIiIiFRNYnw0X63Zw6Z9h+nSokL1TeckWPqymfIUGOa+IDJS4d1LzJjnKdPB19995xLXSZhkevKs/8xMZPr4OjO1a8Ib4Ouht0p9roXkJ+HHZ2DSO545pyukzoaCbOjZgKeCnYplwdgnTbLgqzvNe9GOw0yScc2HcO790P8Wz8d15hWw6n2TeOw81iQj5Jh96+GjK01Fz6hHYcBt5t+yaUeIPavy1xTmQfbxyaE0yC77uG+dqUYtzi//Gt9A8/1w+Ydu/ytV5L1JIIDI9nDFJ/DWeSYRdN0slzQsm5+STu82ETQOKvvlbttmKVir3q6dGiAiIiIipzU4zryJWZCScWISKD7JlPRvmQfdLnRPANt/NE1gffzgmq8gpq97ziOu17wbNO8By141Y+Abt4LLp0FAo9O/1lWCGkO/600yKmMzRHXy3LlrY+10aNQM2iU6HUnd5esHE96EN8fAtKtNVcnq981kuMQ/OROTZZkm0S8NNP3Lxr3oTBx10eqP4Ms/mp/Jq7+EdgOr9rqAEIiKM4/K2DbkZZrKod+SRTtN7zgHeF9PoIpa9jSj9rK2m6Vhhbm1OlxGTgHrdmWXnwq2LRkyNmksvIiIiIgDWoYHE9cs9LfpreXE9jetAtw1Kn7NdJh6MTSKhhvmKgFUHyVMhIwUsHzMDWQnKiP63wK+AbDoWc+fuybyD5rqhh6XeK5iqr4KamwSi4GhJgHU70YY8aBjS4EAaNbFjI1f/T5sW+BcHHVFcQF8dRd8dpNZkvm75KongKrCssxSvFa9oMt5ZnnyqEdh0B2uO0c1eH8SCEwn9AlvwO6VMO0qKCmq8aEWlF1clOsHtOxVCI6E7uNrG6mIiIiI1EBifDRLt2VypKik/AZfP+g00rxhdWUjVNs2zUA/vQFizoLr55gqdKl/ek2BLuebZXyRHZyJIbQZnDnFtJjI3uNMDNWxcQaUFGopWFWFtzaVJec9CWP+7WwC6KjEe6BJW7NUrbjA6Wicc3AnvJEEy183ibGrZkBYC6ejcquGkQQC6Ho+nP+M6cD++a01vghITsmgaaMAurcqKzU+tAt+mWlGR/oHuTBgEREREamqwXFRFBaX8tO2zBM3dh4DeRmmgacrlBTBjNvN1J+ESXDlpy5pOSAOCY0204Wdbsp8zu1QWgxLXnA2jqpYMw0iO5p2GFI1UXHQ7wbTkLwuCAgxzc8PpJrm6A3R5rnwcqLp6TZpKox6pEFUttWR70AP6XM1DH/AjDKc81dzB6caSkttklPSGRwXhY9PWfZ2xZtgl0Lf69wQsIiIiIhUxdntmxLg50NySiVLwjoNB8vXNUvCjmSbFgM/TzV30se/YiY8idRWZAczWnz5m2a5VV2VvduMwk6YWDcqWqTm4kaY77nk/8CBLU5H4zmlpfDDv+DdCRDWEm76wX094+qghpUEAhh0F5x9i8mwL3y6Wi/dsCebA7mFx/oBFRfAirdMw8GIdi4PVURERESqJjjAl7PaRbIgNaOSjRHQZkDtk0CH0syyge0L4ML/wbD79SZYXGvgH6HwsFmaUlet+wSwoeckpyMRVxj9mElkf313tYsk6qW8THh/IvzwGPS81PRyqy/N2F2k4SWBLAtG/9Nkrr97CFa8XeWXzi+7szT4aD+gDTMgN11j4UVERETqgMFxUWzad5h92UdO3Bg/2ozqPbizZgffswZeG2EmukyZbloBiLhayzOg43BY8iIU5Z9+fyesmWaWgTXt6HQk4gqNW8Kwv8HWeWUJPi+2a4VZ/rUt2UxIG/eSWRbXwDS8JBCYdZgXvQCdRsBXd8DGr6r0svkp6fRo3Zio0LKS32WvmrLNDsPcGKyIiIiIVEVivLlRV+mSsM5jzMeaVAOlfmtGPFu+cN0s6KhrP3GjQXeYG82r3nc6khOlb4K9a1QF5G36XQ+tzoRZf6nbSxFryrZh+RumkhPM/+N9r2uwlZwNMwkE4BcAk94xWeyPrzPrWk/h8JEiVv6adWwq2J41sHNp3WruJSIiItKAdWkRRlRoYOVLwpp2MjfvUmZX76DL34D3LzWvvWEuNO/ummBFTqbdYGjdBxY9ByXFTkdT3trpYPloKrK38fE1Q5TyMuC7h52OxrUK8+DzW8wUtPaJZvx76z5OR+Wohp29CGhkynkj2sEHk2Hv2pPuumjLAYpLbYaU3WFi2avgFwy9LvdMrCIiIiJySpZlkRgXxcLNGZSW2hU3QvwYswygMPf0BysthW8fMG8cOg2Ha78xyyZE3M2yYNCdkLUdNn7hdDTH2LZJArUfAmHNnY5GXK1VLzjrdybxnbbc6Whc48AWs4x39Ycw9D64fLomOdLQk0Bgvgmu/BQCw2DqeMjcVuluC1LTCQ30o3fbCMjPgjXToedE02hQREREROqExPhoMnMLWb87+8SNnZOgpAC2/nDqgxQdgY+vhR+fNUsGLvsAAkPdEq9IpTqfB03jzCCbutKsN22ZSUxpKZj3GvZXMy3ryzvqXhVadW38El4ZCod3wxUfw9D/0wqeMvoqAITHwJWfQWkRTB0HOftP2CV1Xw5dW4bh7+tj1ucW50O/Gx0IVkREREROZmCnKACSUyvpC9RmAASGw6ZvTn6A3APwzoWw4XMY+Qic9xT4+rkpWpGT8PExk8L2roUt3zkdjbFmGvgFQZfznY5E3CUwDMY8DvvWwtKXnI6mZkqKYc7f4KMrzDLg3yWbXsDyGyWBjoruDFM+hpx98O54OHKo3Oa0rHxiIkJMafCy1yD2bGjZ06FgRURERKQy0WGBdGvZuPLm0L7+ZmlX6hxzTVfRgS3w+gjYvQomvgUD/9BgG4dKHdBzkqnKWPiM05FASRGs/wzikyCosdPRiDt1vQDiRsO8f9Z8mqJTDu81SfxFz0Hf600D6CZtnI6qzlES6HgxfWHSVNi/ET6cYkqBgeKSUvZmHyEmIhi2fg+ZW+GsmxwOVkREREQqkxgfzcodWeQUVLKcIT7J3PTb83P553csMb0jjhyCq7+E7uM8E6zIyfgFwoDfw/YFzvdo2fqDaRqspWDez7Jg7H/ALjXVNN89YoogfplpEuQ5+ytPontaUb5p5fLrYpOgXPy8Gf++ayWMexnOf8r8DMkJVNtaUdwIuPgl+PQG+OR6mPQOew4VUFJqExsRAj+9Bo2aQdcLnY5URERERCqRGBfFS/O3sHTrAYZ3rdDANm6kmW6UMvvYhJh1n8JnN5sWAVOmQ9OOng9apDJ9roHk/5jeQJe951wca6ZBUBPoNNK5GMRzItrCeU/C94/CwqdMQuh4Pv4Q1sJUqjVuZR5HPw9raZroh7UC/6Dqn7vgMBzeBzl7TWXP4b1lnx//3D4oOHTia6PiTZsXTXE8JSWBKtNzosl0z7oXvrqTnd3+BkBH/wxImQWJfzIj5kVERESkzunTLoJgf1+SU9JPTAKFRJpl/Zu+gaF/Mc2f5/4dYvvD5A80OUbqlsAw04d0wZOQngLR8Z6PoTAXfvnavEfSe6CG48wp5lFaYqp/Du+G7N2Qvafs87KP+9ZB6rdQVMnUxeDI8omhxq3N535BxxI7h/eY6szDe83HwpwTj+MbaCbShbWE6C7QYSiElv05rDmEtjBJqeBINX+uAiWBTqb/LZCbDguepMnhIGAIcTummztHfa51OjoREREROYlAP1/6d4hkQWpG5TvEJ5nEzyc3wLqPoft4uPjFmt21FnG3s2+Gxf+DRc/CRc97/vybvjFv8BMmev7c4jwf37IETstj1ZMV2TYUZJdPEGXvLp8s2rMacisMYPJvdCyJ0/IMk8gJbV5WZdSiLLnT3FShqT+byygJdCrD/ga56XRb+TI3+2UTtnE2dBkL4a2djkxERERETmFwXDTzNm1gZ2YesZEh5TceTQKt+xgG3QnDHtDdY6m7QqPhzCthxVtw7l9NZYUnrZkGjWOgzTmePa/UH5YFQeHm0azLyfcrLjQVQMUFJskTGOa5GOU3+m13KpYF5z3N2tBB3Ov3AVZ+psbCi4iIiNQDifHRAJVXA0V3NtUVF70AIx5UAkjqvnNuM31ZFnu4Eij3gBlRn3CJfk6k9vwCzLSuqDglgBykn+TT8fXjX43+zOqA3tC6L7RPdDoiERERETmNjtGNaBUexILUSkbFWxaMedz0uxCpDyLaQY/xphooP8tz593wGZQWQ4Kmgol4CyWBqmDbwWLe7vgUXDdbaxFFRERE6gHLshgcF82PmzMoLqkD44xFamvgH03T3GWvee6ca6ZDdFdNWxLxIkoCnUZhcSl7so8QG9kIfNVCSURERKS+SIyPJvtIMavTKhklLFLftEgwI9qXvARF+e4/X9avsHOJmQqmG+EiXkNJoNPYcygf24aYiGCnQxERERGRahjYqSmWReVLwkTqo0F3Ql4G/Pyu+8+1drr5qKlgIl5FSaDTSMsyWfaYiJDT7CkiIiIidUmTkAB6xjQ5+ah4kfqm7TkQ0w8WPQf5B913Hts2SaA2A0wjXxHxGkoCnUZaVh6gSiARERGR+mhIXBSrdh7kUH6R06GI1J5lwZD/g4M74KmuMOMPsGeN68+zbx2k/wIJE1x/bBFxlJJAp7EzMx9fH4uW4UFOhyIiIiIi1TQ4PpqSUpvFW1QNJF4ibiT8boFJ0KyZBi8PhtdHmSbOxQWuOceaaeDjB93GueZ4IlJnKAl0GmlZebQMD8LPV18qERERkfqmV2wTwgL9mJ+iJJB4kZY94cL/wt0bYfRjkJsBn94AT3eH7x6GgztrfuzSUlj3CXQaAY2aui5mEakTlNk4jbSsfC0FExEREamn/H19GNCxKckp6di27XQ4Iq4VHAEDboXblsMVn5p+QQufhmd7wodTYMs809+nOnYsguxdaggt4qWUBDqNnVl5xKoptIiIiEi9NTg+ml0H89l+IM/pUETcw8cHOg2HyR/AH1fDwD/CjsUw9WL4X19Y8mLVG0mvmQb+jaDzGPfGLCKOUBLoFAqKS9iXXaDJYCIiIiL12JC4aACSUzQqXhqAJm1gxINw10YY94qpFpp1r2kk/eUfYe/ak7+2uAA2fA5dz4eARp6KWEQ8SEmgU9h98AigyWAiIiIi9VmbpiG0bRrCglQlgaQB8QuEMy6FG+bCTfOhx3hY/SG8NAheHw1rP4biwvKvSf0WjhyChEnOxCwiblelJJBlWUmWZW2yLGuzZVn3VrL9acuyVpU9UizLqmKtYd2m8fAiIiIi3mFwXBSLtxygsLjU6VBEPK9VL7joeVMdNOofkLMPPrkenu4G3z0Ch9LMfmunQ0gUdBjqZLQi4kanTQJZluULPA+MAboBky3L6nb8PrZt32nbdi/btnsB/wU+dUewnrYzMx+A2EgtBxMRERHPO92NuLJ9JlmWtcGyrPWWZb3v6Rjri8S4aHILS1i5I8vpUEScExIJ59wGt6+EKZ9A6z6w4El4JsE0kk6ZZSqGfP2cjlRE3KQqP91nAZtt294KYFnWh8BFwIaT7D8Z+LtrwnNWWlYefj4WzRsHOR2KiIiINDDH3YgbCaQByyzLmmHb9obj9okD/gIMtG07y7KsZs5EW/cN6NgUPx+LBanp9O+gsdfSwPn4QNwI88j6FZa/ASvfgeIj0PMyp6MTETeqynKw1sDO4/6cVvbcCSzLagu0B76vfWjOS8vKp1WTYHx9LKdDERERkYbntxtxtm0XAkdvxB3vRuB527azAGzb3u/hGOuNsCB/ereJYEFqhtOhiNQtEW1h5ENmqditSyCmj9MRiYgbubox9GXAx7Ztl1S20bKsmyzLWm5Z1vL09LrfmC8tK0/9gERERMQpVbkRFw/EW5b1o2VZSyzLSvJYdPXQ4Lgo1u46RGZu4el3Fmlo/IOgWVenoxARN6tKEmgXEHvcn2PKnqvMZcAHJzuQbduv2Lbd17btvtHR0VWP0iE7s/KJ1Xh4ERERqbv8gDhgKGZJ/quWZTWpuFN9uxHnLoPjo7FtWLhZ1UAiItIwVSUJtAyIsyyrvWVZAZhEz4yKO1mW1QWIABa7NkRnHCkqIf1wgSqBRERExClVuRGXBsywbbvItu1tQAomKVROfbsR5y4JrcNpEuJPckrDTYSJiEjDdtokkG3bxcBtwGxgIzDNtu31lmU9bFnWhcftehnwoW3btntC9axdB81ksJhIJYFERETEEVW5Efc5pgoIy7KiMMvDtnoyyPrE18diYKcoFqSm4yWXrCIiItVSpdl/tm3PBGZWeO6BCn9+0HVhOS8tq2w8vJaDiYiIiANs2y62LOvojThf4I2jN+KA5bZtzyjbNsqyrA1ACXCPbdsHnIu67kuMi+LrNXtI3Z9DfPMwp8MRERHxqColgRqinZl5AMQoCSQiIiIOOd2NuLIK7LvKHlIFg+PMcrjklHQlgUREpMFx9XQwr5GWlY+/r0WzsECnQxERERERF2nVJJhOzUJJ1qh4ERFpgJQEOom0rDxaNwnGx8dyOhQRERERcaHEuGiWbj3AkaISp0MRERHxKCWBTmJnVj6xkVoKJiIiIuJtBsdHUVBcyrLtmU6HIiIi4lFKAp3Erqw8jYcXERER8UJnt48k2N+Xv89Yz5q0g06HIyIi4jFKAlUiv7CEjJxCNYUWERER8UIhAX68fnVf8gtLGPfCIp6Zm0JRSanTYYmIiLidkkCV2HXw6GQwVQKJiIiIeKNzOkUx645ELjyjFc/MTeWSFxexeX+O02GJiIi4lZJAldiZmQ9oPLyIiIiINwsP9ufpS3vxwpTe7MzM47znFvDGwm2UltpOhyYiIuIWSgJVIi3LVALFqhJIRERExOuNTWjJ7DsTGdQpioe/2sAVry9l18F8p8MSERFxOSWBKpGWlU+Anw9RoYFOhyIiIiIiHtAsLIjXru7L45cksHrnQZKeTuaTFWnYtqqCRETEeygJVIm0rHxiIoLx8bGcDkVEREREPMSyLC7t14ZZdyTStWVj7p6+mpvfXcGBnAKnQxMREXEJJYEqsTMrT/2ARERERBqo2MgQPripP38d25V5v6Qz+plk5qzf63RYIiIitaYkUCWOVgKJiIiISMPk62NxY2IHvrx9EM3Cgrhp6grumb6aw0eKnA5NRESkxpQEqiC3oJjM3EIlgURERESEzi3C+Pz3A7l9WCc+WZlG0jMLWLzlgNNhiYiI1IiSQBWkZZlJELFaDiYiIiIiQICfD3eP6szHt5xDgJ8Pk19dwiNfbeBIUYnToYmIiFSLkkAVHB0Pr0ogERERETle7zYRfP2HQVw1oC2vL9zGBf9dyNq0Q7CPvZ4AACAASURBVE6HJSIiUmVKAlVwtBJIjaFFREREpKKQAD8evqgH71x3FoePFDPuhR95dm4qRSWlTocmIiJyWkoCVZCWlUeQvw9RoQFOhyIiIiIidVRifDSz70jk/J4teXpuChNeXMSW9BynwxIRETklJYEq2JmZT0xECJZlOR2KiIiIiNRh4SH+PHPZmTx/eW9+zcxj7LMLePPHbZSW2k6HJiIiUik/pwOoa9IO5qkfkIiIiIhU2Xk9W9KvXQT3frqWh77cwMvzt5LUowVjerSgb7tIfH10c1FEROoGJYEqSMvKp1dsE6fDEBEREZF6pFnjIF6/ui/frNvLZz/v4v2fdvDWou1EhQYwunsLxvRoSf8Okfj5qhBfREScoyTQcQ4fKeJgXpHGw4uIiIhItVmWxdiEloxNaEluQTHzNu3nm7V7+XTlLt5buoMmIf6M6tacMT1aMrBTFAF+SgiJiIhnKQl0HE0GExERERFXaBTox/k9W3F+z1bkF5YwPyWdWev2MHPtXqYtTyMsyI8RXZszpkcLEuOjCfL3dTpkERFpAJQEOs6xJJB6AomIiIiIawQH+JLUowVJPVpQUFzCj5sz+P/27jw8yvLe//j7nsm+7wtJIAFCICEESNh3sBaFsqiotFqVU7UcWw/a5We1Vmv11FaPp3qqtGotpYdCXQ6IlaUCIihQDAiybxJIWEJIQkiYhCzz/P5IiEHZSZjMzOd1XVxJnnnmmW98GHPzyfe+78VbjvLP7cXM/+wQQX52RnWP48aeiYzMiCXYX0N0ERFpG/oJ00JRuQNQCCQiIiIibcPfx87o7vGM7h7PfzY4WfdFKYu2HOWf247y/udH8PexMTIjlht6JjK6RxxhAb6uLllERDyIQqAWisqrCfKzExXs5+pSRERERMTD+dptDEuPZVh6LE9P6smnBWUs3nKEJduOsnRbMX52G0PTYxjbM4HrM+OJCNIYVUREro5CoBYKyxq3hzdG23iKiIiIyLVjtxkGdo5mYOdonvhWFp8VnmDxliMs3nqUFTuP8ajN8I3MeL47KJWBnaM0XhURkSuiEKiFovJqLQotIiIiIi5lsxlyO0WS2ymSx8b1YMuhCt7bfJi3NhSxeOtRuieE8t1BqUzq04EgPw3nRUTk0mlfyhaKyh1aD0hERERE2g1jDL2SI3hsXCbrfjaG397cC5sxPDp/CwP/czlP/2M7B0pPubpMERFxE/rVQZOK6jpO1tSTok4gEREREWmHAnzt3NovhSl5yWw4UM6sNQXMWlPAnz7Zz6iMOO4anMqwrjHYbJoqJiIi56YQqIl2BhMRERERd2CMIS81irzUKIpP1jDnXwf5278Octcb6+kcE8ydgzpxc26ydhYTEZGv0XSwJkXl1QBaE0hERERE3EZ8WAAPf6Mbax4ZzYu39yY8yJdfvredQf+5nMcXbGVPcaWrSxQRkXZEnUBNzoRAKVHqBBIRERER9+LnY2Ni7yQm9k7i86IT/GXNAf6eX8hf1x1gSNdo7hqUypge8dg1VUxExKspBGpSWOYgxN+H8EC1zYqIiIiI++qVHMF/3RrBozd2Z96nhcxZd4D7/rqBpIhA7hzUidvyUogM9nN1mSIi4gKaDtakcXv4QIzRb0dERERExP1Fh/jzwKiurPrpKP5wR186RgXx7OKdDPz1cn769ma2Ha5wdYkiInKNqROoibaHFxERERFP5GO3MbZnImN7JrLraCWz1xbwfxsP8WZ+EXmdInluSg5pMcGuLlNERK4BdQIBlmVxqLxai0KLiIiIiEfLSAjlmcnZrHt0DI+Pz2TPsSp+/NZmnE7L1aWJiMg1oBAIqKiuo/J0vTqBRERERMQrhAf68m9D0/jF+Ew2HCjnzfxCV5ckIiLXgEIgtD28iIiIiHinm/omMSAtil8v3klp1WlXlyMiIm1MIRCN6wEB6gQSEREREa9ijOGZyT1x1Nbzn4t2urocERFpYwqB+LITKCVKnUAiIiIi4l26xoVy//AuvLOxiLX7Sl1djoiItCGFQEBhmYPQAB/CA31dXYqIiIiIyDX3g9Fd6RgVxM8XbKG23unqckREpI0oBKKxE0jrAYmIiIiItwrwtfPUxCz2lZzitdVfuLocERFpIwqBaAyBUrQekIiIiIh4sZEZcYzLTuSl5Xs4WOpwdTkiItIGvD4EsiyLwnKHOoFERERExOs9Pj4TX7uNx9/dimVZri5HRERamdeHQOWOOhy1DdoZTERERES8XkJ4AD+6vhsf7S5h8dajri5HRERamdeHQNoeXkRERETkS3cO7ETPpDB++d42KmvqXF2OiIi0IoVA2h5eRERERKSZj93GM5OyOVZ5mhc+2O3qckREpBV5fQhUWNbYCZSkTiAREREREQByUiK4c2An/rKmgK2HKlxdjoiItBKvD4GKyqsJD/QlLMDX1aWIiIiIiLQbP/5mBtEh/jw2fwsNTi0SLSLiCRQClTu0HpCIiIiIyFeEBfjy+PhMNhdV8Ld/HXB1OSIi0goUApVXk6Lt4UVEREREvuZbvRIZlh7Db5fs4tjJGleXIyIiV8mrQyDLsigqr1YnkIiIiIjIORhjeGpiT043OPnV+ztcXY6IiFwlrw6BSk/VUl3XoBBIREREROQ80mKCeWBkV97bfJhVu0tcXY6IiFwFrw6BtD28iIiIiMjFfX9kZzrHBPP4u1upqWtwdTkiInKFvDoEOrM9fLLWBBIREREROS9/Hzu/mtSTA6UOXlm5z9XliIjIFfLqEOhMJ1CSpoOJiIhIO2SMGWuM2WWM2WuMeeQC591sjLGMMXnXsj7xLkO6xjCpdwf+sHIf+0qqXF2OiIhcAS8PgRxEBvkS4u/j6lJEREREzmKMsQMvAzcAmcBUY0zmOc4LBf4D+Ne1rVC80WPjMvH3tfH4gq1YluXqckRE5DJ5eQhUrfWAREREpL3qD+y1LOsLy7JqgXnAxHOc9yvgN4D275Y2Fxvqz/8b2501+0p5d9NhV5cjIiKXyatDoMJyh3YGExERkfYqCShs8XVR07Fmxpi+QIplWe9fy8LEu327f0d6p0Tw9PvbqXDUubocERG5DF4bAlmWxaHyai0KLSIiIm7JGGMDXgB+dAnn3meMyTfG5JeUaItvuTo2m+GZyT0pO1XLb5fudHU5IiJyGbw2BCqpOs3peqc6gURERKS9OgSktPg6uenYGaFAT2ClMaYAGAgsPNfi0JZlvWpZVp5lWXmxsbFtWLJ4i6wO4dwzJI2/rT/IxoPlri5HREQukdeGQGd2BktRJ5CIiIi0T58C6caYNGOMH3A7sPDMg5ZlVViWFWNZVqplWanAOmCCZVn5rilXvM1D3+hGfGgAj83fSn2D09XliIjIJfDaEKiwzAGgTiARERFplyzLqgd+ACwFdgBvWpa1zRjzlDFmgmurE4EQfx+enJDJjiMnmbWmwNXliIjIJfDavdHPdAIlKQQSERGRdsqyrEXAoq8c+8V5zh15LWoSaembWQmM7h7HCx/s5sbsRDpEaGwtItKeeW0nUFF5NTEhfgT5eW0OJiIiIiJyVYwx/HJCFk7L4qn3tru6HBERuQgvDoEcJGk9IBERERGRq5ISFcSDY9JZsu0oy3cUu7ocERG5AC8Ogaq1HpCIiIiISCv43tDOpMeF8It3t1Fd2+DqckRE5Dy8MgRyOi0OKQQSEREREWkVfj42np7Uk0MnqnlpxR5XlyMiIufhlSFQSdVpahuc2h5eRERERKSVDOgczZTcZF5b9QW7iytdXY6IiJyDV4ZA2h5eRERERKT1/ezGHoQG+PDY/C04nZaryxERka/wyhDozPbwyeoEEhERERFpNVHBfvzsxh58WlDO9/93AwdLHa4uSUREWvDSEEidQCIiIiIibWFKbjI/+WYGq/cc57oXPuI3S3ZSdbre1WWJiAheGwJVExvqT4Cv3dWliIiIiIh4FGMMD4zqyoc/Hsn4XonMXLmPUc+v5M38Qk0RExFxMa8MgQrLHeoCEhERERFpQwnhAbxwW28WPDCElMhAfvr250x4+WPW7y9zdWkiIl7LK0OgovJqrQckIiIiInIN9E6J4J3pg3nx9t6UVtVy6x/X8sDfNjZv1iIiIteO14VADU6LwyeqSVEnkIiIiIjINWGMYWLvJJb/aAT/MSad5TuKGfPCRzy/dBentF6QiMg143Uh0LHKGuoaLHUCiYiIiIhcY0F+Pjz0jW6s+NFIbuiZwO8/3Muo51fy9oYirRckInINeF0IVFh2Znt4dQKJiIiIiLhCh4hAXry9D+9MH0xiRCA/fmszk1/5hA0HtF6QiEhb8roQSNvDi4iIiIi0D7mdIpk/fTAv3JrD0ZM13DxzLQ/O/YxDJ6pdXZqIiEfywhCo8QdKkkIgERERERGXs9kMN/VNZsWPRvLg6K4s3XaUMf+1khc+2I2jVusFiYi0Jq8LgQrLHMSH+ePvY3d1KSIiIiIi0iTY34eHr89g+Y9GcF2PeF5avofRz3/E/M+0XpCISGvxuhBI28OLiIiIiLRfyZFB/P7bfXnr+4OIDfXnob9v5qaZa/jsYLmrSxMRcXveFwKdcGg9IBERERGRdq5fahTvPjCE527pxaET1Ux+ZQ0z5n3Gmr3HqalrcHV5IiJuycfVBVxL9Q1OjpyoISVHnUAiIiIiIu2dzWaYkpfCDdmJzFy5l9dW72fBpsP4+9jonxbFkK4xDO0aQ2ZiGDabcXW5IiLtnleFQEdP1lDvtNQJJCIiIiLiRkL8ffjJN7szfWRX1u8v5eM9pXyy9zjPLt4JQGSQL4O7xDSHQh2j9UtfEZFz8aoQ6MzOYFoTSERERETE/YT4+zC6ezyju8cDcOxkDZ/sO94cCr2/5QgAKVGBDO3aGAoN7hJDVLCfK8sWEWk3LikEMsaMBV4E7MDrlmU9e45zbgWeBCxgs2VZ327FOlvFmRAoJUqdQCIiIiIi7i4uLIDJfZKZ3CcZy7LYV3KKT/Ye5+O9x/nH5iPMXV+IMZDVIay5S6hfahQBvtopWES800VDIGOMHXgZ+AZQBHxqjFloWdb2FuekAz8DhliWVW6MiWurgq9GUbkDYyAxXCGQiIiIiIgnMcbQNS6ErnEh3DU4lfoGJ58fquCTPY2h0Bsf7+ePH32Bn4+NvE6RzaFQz6Rw7FpPSES8xKV0AvUH9lqW9QWAMWYeMBHY3uKce4GXLcsqB7As61hrF9oaCsuqSQgLwM/H6zZFExERERHxKj52G307RtK3YyQ/HJOOo7ae9fvLmjqFSnlu6S6eW7qLsAAfhqbH8KPrM+gSG+LqskVE2tSlhEBJQGGLr4uAAV85pxuAMeYTGqeMPWlZ1pKvXsgYcx9wH0DHjh2vpN6rUlSu7eFFRERERLxRkJ8PIzPiGJnROGnheNVp1uwr5ZM9x1my7Sgf7fqYZ2/uxbdyOri4UhGRttNaLTE+QDowEpgKvGaMifjqSZZlvWpZVp5lWXmxsbGt9NKXrqi8mhQtCi0iIiIi4vViQvyZkNOB39zSiyUzhpGREMoP537GE+9u5XR9g6vLExFpE5cSAh0CUlp8ndx0rKUiYKFlWXWWZe0HdtMYCrUb9Q1Ojp6sUSeQiIiIiIicJTE8kL/fP4h/G5rGX9Ye4NY/rqOo3OHqskREWt2lhECfAunGmDRjjB9wO7DwK+csoLELCGNMDI3Tw75oxTqv2pGKGhqclraHFxERERGRr/G123h8fCYzv9OXL45VMf5/PubDXe1yqVMRkSt20RDIsqx64AfAUmAH8KZlWduMMU8ZYyY0nbYUKDXGbAc+BH5iWVZpWxV9JQqbknx1AomIiIiIyPnckJ3Iwh8OJSEsgHv+/Cn/9c9dNDgtV5clItIqLmVhaCzLWgQs+sqxX7T43AIebvrTLhWVVwOQEqVOIBEREREROb+0mGAWPDCEJ97dxv+s2MuGA+W8eHsfYkP9XV2aiMhV8Zq90ovKHNgMJIQHuLoUERERERFp5wJ87fzmll789pZebDhQzriXVrN+f5mryxIRuSreEwKVV5MYHoiv3Wu+ZRERERERuUq35qWw4IEhBPv7MPW1dfzxo300ToQQEXE/XpOIFJVXaz0gERERERG5bD0Sw1j4gyF8MyueXy/eyX1/3UBFdZ2ryxIRuWxeFAI5tDOYiIiIiIhckdAAX17+dl9+MT6TD3ceY/z/rGbroQpXlyUiclm8IgSqrXdy5GSNOoFEREREROSKGWOYNjSNv98/iPoGi5tmruFv/zqo6WEi4ja8IgQ6UlGNZWl7eBERERERuXq5nSJ5/8FhDEiL4tH5W3j4zc04autdXZaIyEV5RQik7eFFRERERKQ1RQX7Meue/jx0XTcWbDrEpJc/Ye+xKleXJSJyQV4SAjkAdQKJiIiIiEjrsdsM/3FdOrOn9ed4VS0Tfv8xCzcfdnVZIiLn5RUhUGFZNXabISEswNWliIiIiIiIhxmWHsv7Dw6lR2IYD879jF+8u5XT9Q2uLktE5Gu8IgQqKneQGB6Aj90rvl0REREREbnGEsMDmXffQO4dlsbstQe49Q9rKSxzuLosEZGz+Li6gGuhqLyaFG0PLyIiIiIibcjXbuOxcZnkdorkJ299zo0vrmZA5ygyEkLpnhBG94RQ0mKC9ctpEXEZrwiBCssdDE+PdXUZIiIiIiLiBcb2TKR7Qhi/W7abbYdP8uGuEhqcjdvI+9ltdIkLoXtCKBlNf7onhJIQFoAxxsWVi4in8/gQ6HR9A8UnT5OsTiAREREREblGUmOC+d3tfYDGf5PsO3aKXcUn2Xm0kp1HKlm7r5T5nx1qPj880JeM+KZQKLExGOoWH0pogK+rvgUR8UAeHwIdPlEDQEqUdgYTEREREZFrz9/HTmaHMDI7hJ11vMJRx86jJ9lVXMnOo5XsOlrJ/M8OUbWuvvmcpIjAr3QNhdE5NhhfTSkTkSvg8SHQl9vDqxNIRERERETaj/AgXwZ0jmZA5+jmY5ZlcehENbuOfhkM7TpayUe7S6hvMaWsZ1IYealR5HaKJLdTJDEh/q76NkTEjXh8CFRYVg1AcqQ6gUREREREpH0zxpAcGURyZBBjesQ3H6+td7KvpIpdRyvZfuQkGw6UM+uTAl5d9QUAqdFB5HaKIi+1MRTqGhuCzaY1hkTkbB4fAhWVO/C1G+LDAlxdioiIiIiIyBXx87HRIzGMHolhTOqTBEBNXQPbDleQX1BO/oFyVu46xjsbi4DGNYb6dowgLzWKvh0j6Z0SQaCf3ZXfgoi0A14QAlXTISIQu1JwERERERHxIAG+dnI7RZHbKYr7aZxKVlDqIL+gjA0HytlwoJwPd+0CwMdmyOoQRt9OkeQ1dQzpF+Ui3scLQiCHpoKJiIiIiIjHM8aQFhNMWkwwU/JSADjhqGXjwcZAKL+gnLnrD/LnTwqAxkWn81IjyesUSW6nKDISQvXLcxEP5/EhUGF5NaMz4lxdhoiIiIiIyDUXEeTH6O7xjO7euL5QXYOTbYdPNnUKlbF2XynvbjoMQFiADxN7J3FbvxR6JoW7smwRaSMeHQLV1DVQUnlanUAiIiIiIiKAr91G75QIeqdE8G9D07Asi6LyajY0rSn0Zn4hf113gOykcG7vn8KEnA6EBvi6umwRaSUeHQIdOtG4M1hKlLaHFxERERER+SpjDClRQaREBTGpTxK/dNSxYNMh5q4/yGPzt/L0P3bwrZxEbuvXkb4dIzBG08VE3JlHh0BF5doeXkRERERE5FKFB/ly1+BUvjuoE5uLKpi3/iALNx/mzfwiusWHcHu/jtzUN4mIID9XlyoiV8CjQ6DCMgcAyZHqBBIREREREblUxpjmaWM/H5/JPzYfZu6nhTz1j+08u2QnY7MSuL1/CoM6R6s7SMSNeHQIVFRejZ/dRlyov6tLEREREblsxpixwIuAHXjdsqxnv/L4w8D3gHqgBJhmWdaBa16oiHi0EH8fbu/fkdv7d2THkZPMW3+Q+Z8dYuHmw6RGB3Fbv47cnJtEXKi2nBdp72yuLqAtFZU7SIoMxKZtDkVERMTNGGPswMvADUAmMNUYk/mV0z4D8izL6gW8Dfz22lYpIt6mR2IYv5zYk/WPXcd/35ZDXFgAv1myk8G/XsH9f83nw13HaHBari5TRM7DozuBCsurtR6QiIiIuKv+wF7Lsr4AMMbMAyYC28+cYFnWhy3OXwfccU0rFBGvFeBrZ3KfZCb3SWZfSRV//7SQdzYUsXRbMR3CA5iSl8Kt/VJIitC/x0TaE48OgQ6VO8jMjHd1GSIiIiJXIgkobPF1ETDgAuf/G7C4TSsSETmHLrEhPHpjD358fQbLdhQzd/1BXlqxh5dW7GFEt1huzUtheLdYQvzb7z8/y07VsmLnMZbvKKag1MGojFjG9+pAj8RQrXkkHqX9vguvUnVtA8erarUotIiIiHg8Y8wdQB4w4jyP3wfcB9CxY8drWJmIeBM/Hxs3ZidyY3YihWUO3sov5M38Iv59zkZ87Ya+HSMZ3i2WEd1iyUwMc+myHZZlsa/kFMt2FLN8RzEbDpTjtCA+zJ9O0cH8cdUXvLJyH51jghnXK5FxvRLJiFcgJO7PY0OgQyfO7Aym9kMRERFxS4eAlBZfJzcdO4sx5jrgMWCEZVmnz3Uhy7JeBV4FyMvL02IdItLmUqKCePj6DB4ck876gjJW7T7Oqt0lPLd0F88t3UVMiB9Du8YwvFssw9Jjib0Gm/nUNzjJP1DO8h3FLNtxjP3HTwGQ1SGMH45O5xuZ8WR1CMMYQ2nVaZZsO8r7nx/h5Q/38j8r9tI1LoRx2YmM75VIenxom9cr0hY8NgQqLKsGtD28iIiIuK1PgXRjTBqN4c/twLdbnmCM6QP8ERhrWdaxa1+iiMiF+dhtDO4Sw+AuMTxyQ3eOVdawevdxVu0pYdWe4yzYdBhoDGKGd4tleHosuZ0i8fNpnT2MKmvqWLX7OMt2FLNi5zEqquvws9sY1CWaaUPTGNM9jg7nWLcoOsSf7wzoxHcGdKKksjEQ+sfmw7y0Yg8vLt9DRnxoc4dQl9iQVqlV5Frw2BCoqLyxEyhFnUAiIq2qrq6OoqIiampqXF2KtBMBAQEkJyfj6+vr6lI8imVZ9caYHwBLadwi/g3LsrYZY54C8i3LWgg8B4QAbzVNUThoWdYElxUtInIRcaEB3JybzM25yTidFtsOn2TVnhI+2l3Ca6u+YObKfQT72RnUJbo5FEqNCb6s1ygqd7B8xzGW7Shm3Rel1DVYRAb5cl2PeK7rEcewy1yfKDbUnzsHduLOgZ04drKGxVsbO4T+e9luXvhgN90TQhnfK5FxvTqQdpm1ilxrxrJc0xGcl5dn5efnt9n1f71oB7PWFLDzV2M1b1NEpBXt37+f0NBQoqOj9f9XwbIsSktLqaysJC0t7azHjDEbLMvKc1Fpch5tPQYTEblSlTV1rN1X2tgltPs4B8saf7HfMSqI4d1iGJ4ey+CuMV8LcJxOiy2HKli2o5gPthez82glAJ1jg/lGj3iuy4ynb8dI7K28BtHRihoWbTnC+1uOsOFAOdDY0TSuVyLjszvQMVqzUsQ1LjQG8+BOoGqSIgP1DxQRkVZWU1NDamqq/v8qABhjiI6OpqSkxNWliIiImwsN8OX6rASuz0oAoOD4qaZAqIT/23iI/113EB+boW+nSEZ0iyUtJpjVe0pYtuMYJZWnsRnIS43isRt7MKZHHJ3beJpWQngA04amMW1oGodPVLNoyxH+8fkRfrtkF79dsoteyeGMa1ooOyVKgZC0Dx4bAhWWO7QekIhIG1EAJC3p74OIiLSF1JhgUmOC+e6gVGrrneQfOHuBaYAQfx9GdIvlusw4RnaLIzLYzyW1dogI5HvDOvO9YZ0pLHM0dwj9evFOfr14JzkpEdzYM4Hh3WLpnqBdxsR1PDYEKiqvJjsp3NVliIhIKystLWXMmDEAHD16FLvdTmxsLADr16/Hz+/8g7/8/Hxmz57NSy+9dMHXGDx4MGvWrGm1mmfMmMFbb71FYWEhNlvrLHQpIiLiTfx8vr7AdGGZg55J4fj72F1d3llSooK4f0QX7h/RhYOlDt7fcoT3txxuDoRiQvwZ2jWaoemxDEuPIT4swNUlixfxyBDo1Ol6yk7VqhNIRMQDRUdHs2nTJgCefPJJQkJC+PGPf9z8eH19PT4+5/7xlpeXR17exZeoac0AyOl0Mn/+fFJSUvjoo48YNWpUq127pQt93yIiIp4mLjSAuND2H550jA5i+sguTB/ZhcMnqvl473E+3nOc1S12RusWH8LQro2B0IDOUQT56ee5tB2P/HXkoRNntofXzmAiIt7g7rvv5vvf/z4DBgzgpz/9KevXr2fQoEH06dOHwYMHs2tXY8v4ypUrGT9+PNAYIE2bNo2RI0fSuXPns7qDQkJCms8fOXIkt9xyC927d+c73/kOZzZUWLRoEd27dyc3N5cHH3yw+bpftXLlSrKyspg+fTpz585tPl5cXMzkyZPJyckhJyenOXiaPXs2vXr1IicnhzvvvLP5+3v77bfPWd+wYcOYMGECmZmZAEyaNInc3FyysrJ49dVXm5+zZMkS+vbtS05ODmPGjMHpdJKent68lo/T6aRr165a20dERKSNdIgI5Na8FF6a2odPH7uO9x8cys9u6E5caAD/+68D3DPrU3J++U9u++Nafr9iD5sKT9DgdM1GTuK5PDJiLGxaRV4hkIhI2/rle9vYfvhkq14zs0MYT3wr67KfV1RUxJo1a7Db7Zw8eZLVq1fj4+PDsmXLePTRR3nnnXe+9pydO3fy4YcfUllZSUZGBtOnT//aNuefffYZ27Zto0OHDgwZMoRPPvmEvLw87r//flatWkVaWhpTp049b11z585l6tSpTJw4kUcffZS6ujp8fX158MEHGTFiBPPnz6ehoYGqqiq2bdvG008/zZo1a4iJiaGsrOyi3/fG9on2MQAAFKNJREFUjRvZunVr885cb7zxBlFRUVRXV9OvXz9uvvlmnE4n9957b3O9ZWVl2Gw27rjjDubMmcOMGTNYtmwZOTk5zVPrREREpO3YbIasDuFkdQjn/hFdqKlr4NOCsuYuoef/uZvn/7mb8EBfBneJZljT1DEtMC1XyyNDoKLyxk4gvUFERLzHlClTsNsb1wSoqKjgrrvuYs+ePRhjqKurO+dzxo0bh7+/P/7+/sTFxVFcXExycvJZ5/Tv37/5WO/evSkoKCAkJITOnTs3By9Tp049q+vmjNraWhYtWsQLL7xAaGgoAwYMYOnSpYwfP54VK1Ywe/ZsAOx2O+Hh4cyePZspU6YQExMDQFRU1EW/7/79+5+1NftLL73E/PnzASgsLGTPnj2UlJQwfPjw5vPOXHfatGlMnDiRGTNm8MYbb3DPPfdc9PVERESk9QX42puCnlh+BhyvOs0nTVPHPt57nMVbjwLQKTqIoV1jGJYew6AuMYQH+l7wuk6nRVVtPSer66isafGxpvFjZU0dJ898rG48fuZrH5uhZ4dwspPD6ZUcTmZiOIF+7Wv9Jbl8HhoCOQjwtRHtopXhRUS8xZV07LSV4ODg5s8ff/xxRo0axfz58ykoKGDkyJHnfI6/v3/z53a7nfr6+is653yWLl3KiRMnyM7OBsDhcBAYGHjeqWPn4+Pjg9PpBBqnbdXW1jY/1vL7XrlyJcuWLWPt2rUEBQUxcuRIampqznvdlJQU4uPjWbFiBevXr2fOnDmXVZeIiIi0jZgQfyb2TmJi7yQsy2JfySk+3lPSuJbQZ4eY86+D2Az0So4gq0MYjtqGrwU8J6vrqKqtx7rIjLIAXxuhAb6EBvgQFuBLWIAPyZGBVNc2sGrPcf7vs0MA2G2G9LgQspMaQ6Hs5Ai6J4QS4KtgyJ14ZAhUWFZNcmSQtt0TEfFSFRUVJCUlATBr1qxWv35GRgZffPEFBQUFpKam8ve///2c582dO5fXX3+9ebrYqVOnSEtLw+FwMGbMGGbOnMmMGTOap4ONHj2ayZMn8/DDDxMdHU1ZWRlRUVGkpqayYcMGbr31VhYuXHjezqaKigoiIyMJCgpi586drFu3DoCBAwfy7//+7+zfv795OtiZbqDvfe973HHHHdx5553NnVQiIiLSfhhj6BoXQte4EO4ekkZdg5PPDp5oDIX2HmfRliOENAU4oQE+dIwK+jLUCWwMdc48FhrgS1hg08emr/18zr9UsGVZFJ88zedFJ9hyqILPiypYvvMYb20oAsDHZshICG0MhZIi6JUcTrf40AteU1zLI0OgohMOrQckIuLFfvrTn3LXXXfx9NNPM27cuFa/fmBgIK+88gpjx44lODiYfv36fe0ch8PBkiVL+MMf/tB8LDg4mKFDh/Lee+/x4osvct999/GnP/0Ju93OzJkzGTRoEI899hgjRozAbrfTp08fZs2axb333svEiRPJyclpfs1zGTt2LH/4wx/o0aMHGRkZDBw4EIDY2FheffVVbrrpJpxOJ3FxcXzwwQcATJgwgXvuuUdTwURERNyEr91G/7Qo+qdF8fD1GW36WsYYEsIDSAhP4PqsBKAxGDp0opotRRVsOdT4Z9GWo8xdXwiAn91Gj8TQxmlkSRFkJ4eTHheCj13BUHtgrIv1hrWRvLw8Kz8/v02u3fupf/KtXh341aSebXJ9ERFvtmPHDnr06OHqMlyuqqqKkJAQLMvigQceID09nYceesjVZV22/Px8HnroIVavXn1V1znX3wtjzAbLsvKu6sLS6tpyDCYiIt7JsiwKy6r5/NAJthQ1dgxtPVRB5enGafT+PjayOoTRKzmC7KRweneMIC06GJtNs3fawoXGYB7XCVRZU8cJR506gUREpE299tpr/OUvf6G2tpY+ffpw//33u7qky/bss88yc+ZMrQUkIiIiV8UYQ8foIDpGBzG+VwegcVHqgtJTzdPIthRV8GZ+IbPWFAAQFuBDTkoEvVv8iQ7xv8CrtL0zNW8/cpIdR06y/fBJ6hosusaF0C0+lG7xIaTHhRIedOEFudszjwuBzuwMlhypncFERKTtPPTQQ27Z+dPSI488wiOPPOLqMkRERMQD2WyGzrEhdI4NYWLvxrUaG5wW+0qq2HTwBJ8VnmBT4Qle/nAvzqYJSilRgfROiWwOhbI6hLXZwtOO2np2Hq1k++GmwOfISXYeqaS6rgH4ciFsPx8bb+YX4qhtaH5uXKg/6U2BUHp8Y0CUHhdCRFD735zKY0OglCh1AomIiIiIiIi0F3abaeqoCeXWfilAYxizpaiCTYUn2Fx0gg0FZby3+TAAvnZDj8QweqdEkJMccUXTyM4sbr39SAU7jnwZ+uwvPdW8c1pYgA89EsO4vX8KPRLDyEwMIz0+BH+fxgDK6WxcB2nvsSp2F1ey51gVe4orvxYOxYb6N3cLnQmJusW3r3DIA0MgB6BOIBEREREREZH2LsjPhwGdoxnQObr52LGTNc2dQpsOnuCdDUXMXnsA+HIaWZ+UxlAoJ/nLaWR1DU72lVSx/XDjVK4dRxs/lju+3Fm1Y1QQmYlhTOydRGaHMHokhpIUEXjB3cVtNkNKVBApUUGM6h7XfNzptDhcUc2e4ir2HKtkd3EVe45V8VZ+IadahEMxIWfCoRDSm0Kw9LgQIoOvfTjkgSFQNUF+diLdeI6eiIiIiIiIiLeKCwvgm1kJfLNpR7IGp8XeY1VsKixnU2Fj19DvW0wj6xgVRIi/D3uPVVHb4AQaF6POSAjlm1kJjd09HcLonhBKaEDrZQU2myE5MojkyPOEQ00dQ3uKq9h9rIq3NxQ1h0O9ksNZ+IOhrVbLpfK4ECgi0JfBXWIumOKJiIiIiIiIiHuw2wwZCaFkJIRyW7/GYy2nkW0qPIGjtoFh3WLIbJrOlRYT7LJt6c8KhzK+DIcsy+JwRQ27iytdUheAa/6LtKEfjknn9bu0G62IiKcaNWoUS5cuPevY7373O6ZPn37e54wcOZIzW2LfeOONnDhx4mvnPPnkkzz//PMXfO0FCxawffv25q9/8YtfsGzZsssp/4JmzJhBUlISTqez1a4pIiIi4onOTCO7f0QXZt6Ry1+m9ednN/RgYu8k0uNDXRYAXYgxhqSIQEZlxJ0VDl1L7e+/ioiIyAVMnTqVefPmnXVs3rx5TJ069ZKev2jRIiIiIq7otb8aAj311FNcd911V3Str3I6ncyfP5+UlBQ++uijVrnmudTX17fZtUVERESkfVMIJCIibuWWW27h/fffp7a2FoCCggIOHz7MsGHDmD59Onl5eWRlZfHEE0+c8/mpqakcP34cgGeeeYZu3boxdOhQdu3a1XzOa6+9Rr9+/cjJyeHmm2/G4XCwZs0aFi5cyE9+8hN69+7Nvn37uPvuu3n77bcBWL58OX369CE7O5tp06Zx+vTp5td74okn6Nu3L9nZ2ezcufOcda1cuZKsrCymT5/O3Llzm48XFxczefJkcnJyyMnJYc2aNQDMnj2bXr16kZOTw5133glwVj0AISEhzdceNmwYEyZMIDMzE4BJkyaRm5tLVlYWr776avNzlixZQt++fcnJyWHMmDE4nU7S09MpKSkBGsOqrl27Nn8tIiIiIu7D49YEEhGRa2jxI3B0S+teMyEbbnj2vA9HRUXRv39/Fi9ezMSJE5k3bx633norxhieeeYZoqKiaGhoYMyYMXz++ef06tXrnNfZsGED8+bNY9OmTdTX19O3b19yc3MBuOmmm7j33nsB+PnPf86f/vQnfvjDHzJhwgTGjx/PLbfccta1ampquPvuu1m+fDndunXju9/9LjNnzmTGjBkAxMTEsHHjRl555RWef/55Xn/99a/VM3fuXKZOncrEiRN59NFHqaurw9fXlwcffJARI0Ywf/58GhoaqKqqYtu2bTz99NOsWbOGmJgYysrKLvqfdePGjWzdupW0tDQA3njjDaKioqiurqZfv37cfPPNOJ1O7r33XlatWkVaWhplZWXYbDbuuOMO5syZw4wZM1i2bBk5OTnExsZe9DVFREREpH1RJ5CIiLidllPCWk4Fe/PNN+nbty99+vRh27ZtZ03d+qrVq1czefJkgoKCCAsLY8KECc2Pbd26lWHDhpGdnc2cOXPYtm3bBevZtWsXaWlpdOvWDYC77rqLVatWNT9+0003AZCbm0tBQcHXnl9bW8uiRYuYNGkSYWFhDBgwoHndoxUrVjSvd2S32wkPD2fFihVMmTKFmJgYoDEYu5j+/fs3B0AAL730Ejk5OQwcOJDCwkL27NnDunXrGD58ePN5Z647bdo0Zs+eDTSGR/fcc89FX09ERERE2h91AomIyJW7QMdOW5o4cSIPPfQQGzduxOFwkJuby/79+3n++ef59NNPiYyM5O6776ampuaKrn/33XezYMECcnJymDVrFitXrryqev39/YHGEOdca/IsXbqUEydOkJ2dDYDD4SAwMJDx48df1uv4+Pg0LyrtdDqbp8wBBAcHN3++cuVKli1bxtq1awkKCmLkyJEX/G+VkpJCfHw8K1asYP369cyZM+ey6hIRERGR9kGdQCIi4nZCQkIYNWoU06ZNa+4COnnyJMHBwYSHh1NcXMzixYsveI3hw4ezYMECqqurqays5L333mt+rLKyksTEROrq6s4KPEJDQ6ms/PqWnhkZGRQUFLB3714A/vrXvzJixIhL/n7mzp3L66+/TkFBAQUFBezfv58PPvgAh8PBmDFjmDlzJgANDQ1UVFQwevRo3nrrLUpLSwGap4OlpqayYcMGABYuXEhdXd05X6+iooLIyEiCgoLYuXMn69atA2DgwIGsWrWK/fv3n3VdgO9973vccccdTJkyBbvdfsnfm4iIiIi0HwqBRETELU2dOpXNmzc3h0A5OTn06dOH7t278+1vf5shQ4Zc8Pl9+/bltttuIycnhxtuuIF+/fo1P/arX/2KAQMGMGTIELp37958/Pbbb+e5556jT58+7Nu3r/l4QEAAf/7zn5kyZQrZ2dnYbDa+//3vX9L34XA4WLJkCePGjWs+FhwczNChQ3nvvfd48cUX+fDDD8nOziY3N5ft27eTlZXFY489xogRI8jJyeHhhx8G4N577+Wjjz4iJyeHtWvXntX909LYsWOpr6+nR48ePPLIIwwcOBCA2NhYXn31VW666SZycnK47bbbmp8zYcIEqqqqNBVMRERExI0Zy7Jc8sJ5eXlWfn6+S15bRESu3I4dO+jRo4ery5BrLD8/n4ceeojVq1ef8/Fz/b0wxmywLCvvWtQnl05jMBEREc92oTGY1gQSERGRC3r22WeZOXOm1gISERERcXOaDiYiIiIX9Mgjj3DgwAGGDh3q6lJERERE5CooBBIRERERERER8QIKgURE5LK5aj05aZ/090FERETEPSgEEhGRyxIQEEBpaan+4S9AYwBUWlpKQECAq0sRERERkYvQwtAiInJZkpOTKSoqoqSkxNWlSDsREBBAcnKyq8sQERERkYtQCCQiIpfF19eXtLQ0V5chIiIiIiKXSdPBRERERERERES8gEIgEREREREREREvoBBIRERERERERMQLGFft7mKMKQEOtNHlY4DjbXRtaTu6b+5J98096b65H3e8Z50sy4p1dRFyNo3B5Bx039yP7pl70n1zT+543847BnNZCNSWjDH5lmXluboOuTy6b+5J98096b65H90zcQf6e+qedN/cj+6Ze9J9c0+edt80HUxERERERERExAsoBBIRERERERER8QKeGgK96uoC5Irovrkn3Tf3pPvmfnTPxB3o76l70n1zP7pn7kn3zT151H3zyDWBRERERERERETkbJ7aCSQiIiIiIiIiIi14XAhkjBlrjNlljNlrjHnE1fXIpTHGFBhjthhjNhlj8l1dj5ybMeYNY8wxY8zWFseijDEfGGP2NH2MdGWNcrbz3LMnjTGHmt5vm4wxN7qyRvk6Y0yKMeZDY8x2Y8w2Y8x/NB3X+03aJY2/3JPGX+5B4y/3pDGY+/GW8ZdHhUDGGDvwMnADkAlMNcZkurYquQyjLMvq7Unb73mgWcDYrxx7BFhuWVY6sLzpa2k/ZvH1ewbw303vt96WZS26xjXJxdUDP7IsKxMYCDzQ9PNM7zdpdzT+cnsaf7V/s9D4yx3NQmMwd+MV4y+PCoGA/sBey7K+sCyrFpgHTHRxTSIew7KsVUDZVw5PBP7S9PlfgEnXtCi5oPPcM2nnLMs6YlnWxqbPK4EdQBJ6v0n7pPGXSBvS+Ms9aQzmfrxl/OVpIVASUNji66KmY9L+WcA/jTEbjDH3uboYuSzxlmUdafr8KBDvymLkkv3AGPN5U6uyW7e0ejpjTCrQB/gXer9J+6Txl/vS+Mt96eeB+9IYzA148vjL00IgcV9DLcvqS2Mr+QPGmOGuLkgun9W43aC2HGz/ZgJdgN7AEeC/XFuOnI8xJgR4B5hhWdbJlo/p/SYirUDjLw+gnwduRWMwN+Dp4y9PC4EOASktvk5uOibtnGVZh5o+HgPm09haLu6h2BiTCND08ZiL65GLsCyr2LKsBsuynMBr6P3WLhljfGkcgMyxLOv/mg7r/SbtkcZfbkrjL7emnwduSGOw9s8bxl+eFgJ9CqQbY9KMMX7A7cBCF9ckF2GMCTbGhJ75HLge2HrhZ0k7shC4q+nzu4B3XViLXIIzP8SaTEbvt3bHGGOAPwE7LMt6ocVDer9Je6TxlxvS+Mvt6eeBG9IYrH3zlvGXaexm8hxN2+z9DrADb1iW9YyLS5KLMMZ0pvG3TwA+wN9039onY8xcYCQQAxQDTwALgDeBjsAB4FbLsrQIXjtxnns2ksY2ZAsoAO5vMc9Z2gFjzFBgNbAFcDYdfpTGeel6v0m7o/GX+9H4y31o/OWeNAZzP94y/vK4EEhERERERERERL7O06aDiYiIiIiIiIjIOSgEEhERERERERHxAgqBRERERERERES8gEIgEREREREREREvoBBIRERERERERMQLKAQSEREREREREfECCoFERERERERERLyAQiARERERERERES/w/wHOimOJqMGwugAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1440x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "test_ds = tf.keras.utils.image_dataset_from_directory(\n",
        "    test_data_dir,\n",
        "    label_mode = 'categorical',\n",
        "    image_size = (img_height, img_width),\n",
        "    batch_size = 1,\n",
        "    seed = 123)\n",
        "\n",
        "test_ds = test_ds.cache().prefetch(buffer_size = AUTOTUNE)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "841d5442-1387-4e9d-ce46-88af5dd25088",
        "id": "4maKG4sU6FO6"
      },
      "execution_count": 166,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 564 files belonging to 7 classes.\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "# Generate predictions\n",
        "model2.load_weights('/content/vgg16_best_weights_fine_tuning.hdf5') # initialize the best trained weights\n",
        "preds = model2.predict(test_ds)\n",
        "pred_classes = np.argmax(preds, axis = 1)"
      ],
      "metadata": {
        "id": "QMZLKJFI6FO6"
      },
      "execution_count": 167,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model2.evaluate(test_ds, verbose = 1)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "xjnm-5if2eDT",
        "outputId": "04fdf4ed-5bfd-4529-8b46-2fe0fa1ff454"
      },
      "execution_count": 168,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "564/564 [==============================] - 22s 40ms/step - loss: 0.7993 - accuracy: 0.8085\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.7993292808532715, 0.8085106611251831]"
            ]
          },
          "metadata": {},
          "execution_count": 168
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Concludes**\n",
        "\n",
        "**Accuracy On Transfer Learning : 72.5%** </br>\n",
        "**Accuracy On Fine Tuning : 80.8%**</br>\n"
      ],
      "metadata": {
        "id": "h487IRpW8bPv"
      }
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "lSPwCot49XZ7"
      },
      "execution_count": null,
      "outputs": []
    }
  ]
}