{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "# **Loading modules**"
      ],
      "metadata": {
        "id": "PAVyPQYNTuQO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "#!pip install keras-tuner"
      ],
      "metadata": {
        "id": "pGtqt2Z_lolO"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "wW35wzicMmRp",
        "outputId": "5bb2406f-d9da-4ad3-a300-dffc46d0caff"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/tmp/ipython-input-4291852072.py:12: DeprecationWarning: `import kerastuner` is deprecated, please use `import keras_tuner`.\n",
            "  from kerastuner import HyperModel, RandomSearch\n"
          ]
        }
      ],
      "source": [
        "import tensorflow as tf\n",
        "import os\n",
        "\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "\n",
        "from collections import Counter\n",
        "\n",
        "from tensorflow.keras import layers, models\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "\n",
        "from kerastuner import HyperModel, RandomSearch\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings('ignore')"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Mounting drive**"
      ],
      "metadata": {
        "id": "FFtNv9m-TyPN"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from google.colab import drive\n",
        "drive.mount('/content/drive')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "6_D0g9MSMnSU",
        "outputId": "6dc86e4a-d72f-48d8-c8d4-f30a0eb5309f"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Loading datasets**"
      ],
      "metadata": {
        "id": "vDAJtRZ-T36u"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train_dir = '/content/drive/MyDrive/cifar10/train'\n",
        "test_dir = '/content/drive/MyDrive/cifar10/test'"
      ],
      "metadata": {
        "id": "eLXtvDreMnOR"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "img_height = 32\n",
        "img_width = 32\n",
        "batch_size = 32\n",
        "\n",
        "train_df = tf.keras.utils.image_dataset_from_directory(\n",
        "    train_dir,\n",
        "    labels='inferred',\n",
        "    label_mode='int',\n",
        "    batch_size=batch_size,\n",
        "    image_size=(img_height, img_width),\n",
        "    shuffle=True\n",
        ")\n",
        "class_names_train = train_df.class_names\n",
        "print(\"Classes:\", class_names_train)\n",
        "\n",
        "test_df = tf.keras.utils.image_dataset_from_directory(\n",
        "    test_dir,\n",
        "    labels='inferred',\n",
        "    label_mode='int',\n",
        "    batch_size=batch_size,\n",
        "    image_size=(img_height, img_width),\n",
        "    shuffle=False\n",
        ")\n",
        "\n",
        "class_names_test = test_df.class_names\n",
        "print(\"Classes:\", class_names_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gJF5Q8CaMnLQ",
        "outputId": "b104319d-6d3f-45f9-fc3a-71d92e578868"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Found 50000 files belonging to 10 classes.\n",
            "Classes: ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n",
            "Found 10000 files belonging to 10 classes.\n",
            "Classes: ['airplane', 'automobile', 'bird', 'cat', 'deer', 'dog', 'frog', 'horse', 'ship', 'truck']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Downsampling data**"
      ],
      "metadata": {
        "id": "804RRkPxT7PO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "train_per_class = 500\n",
        "test_per_class = 100\n",
        "\n",
        "def stratified_downsample(dataset, per_class_count, num_classes=10):\n",
        "    class_images = {i: [] for i in range(num_classes)}\n",
        "\n",
        "    for images, labels in dataset.unbatch():\n",
        "        label = int(labels.numpy())\n",
        "        if len(class_images[label]) < per_class_count:\n",
        "            class_images[label].append(images.numpy())\n",
        "\n",
        "        if all(len(imgs) == per_class_count for imgs in class_images.values()):\n",
        "            break\n",
        "\n",
        "    X = []\n",
        "    Y = []\n",
        "    for label, imgs in class_images.items():\n",
        "        X.extend(imgs)\n",
        "        Y.extend([label]*len(imgs))\n",
        "\n",
        "    X = tf.convert_to_tensor(X, dtype=tf.float32)\n",
        "    Y = tf.convert_to_tensor(Y, dtype=tf.int32)\n",
        "\n",
        "    ds = tf.data.Dataset.from_tensor_slices((X, Y))\n",
        "    ds = ds.batch(batch_size)\n",
        "    return ds\n",
        "\n",
        "train_df_down = stratified_downsample(train_df, train_per_class)\n",
        "test_df_down = stratified_downsample(test_df, test_per_class)\n",
        "\n",
        "print(f\"Stratified downsampled train set: {sum(1 for _ in train_df_down.unbatch())} images\")\n",
        "print(f\"Stratified downsampled test set: {sum(1 for _ in test_df_down.unbatch())} images\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Ts9Yxk6USvZw",
        "outputId": "37ebc7f9-28d0-4e50-9776-3b74f99a2e09"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Stratified downsampled train set: 5000 images\n",
            "Stratified downsampled test set: 1000 images\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Exploratory data analysis**"
      ],
      "metadata": {
        "id": "DXWZ_mdmT_in"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Label counts of train data**"
      ],
      "metadata": {
        "id": "8fY3fnbQUC2K"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "label_counts = Counter()\n",
        "for _, labels in train_df_down.unbatch():\n",
        "    label = int(labels.numpy())\n",
        "    label_counts[label] += 1\n",
        "\n",
        "sorted_labels = sorted(label_counts.keys())\n",
        "counts = [label_counts[i] for i in sorted_labels]\n",
        "\n",
        "plt.figure(figsize=(10, 6))\n",
        "plt.bar(class_names_train, counts, color='skyblue', edgecolor='black')\n",
        "plt.xlabel('Classes', fontsize=12)\n",
        "plt.ylabel('Number of Images', fontsize=12)\n",
        "plt.title('Number of Images per Class in Training Set (Downsampled)', fontsize=14)\n",
        "plt.xticks(rotation=45)\n",
        "plt.grid(axis='y', linestyle='--', alpha=0.7)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "2GL8DqiWcSfD",
        "outputId": "ef54c414-73c8-4feb-8398-38e4f48a22d4"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Sample images**"
      ],
      "metadata": {
        "id": "9BO61AC6U_Pd"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def display_first_five_per_class(dataset, title, class_names):\n",
        "    class_images = {}\n",
        "\n",
        "    for images, labels in dataset.unbatch():\n",
        "        label = int(labels.numpy())\n",
        "        if label not in class_images:\n",
        "            class_images[label] = []\n",
        "        if len(class_images[label]) < 5:\n",
        "            img = images.numpy().astype('float32') / 255.0\n",
        "            class_images[label].append(img)\n",
        "        if len(class_images) == 5 and all(len(v) == 5 for v in class_images.values()):\n",
        "            break\n",
        "\n",
        "    plt.figure(figsize=(15, 10))\n",
        "    plt.suptitle(title, fontsize=16)\n",
        "    i = 1\n",
        "    for label, imgs in list(class_images.items())[:5]:\n",
        "        for img in imgs[:5]:\n",
        "            plt.subplot(5, 5, i)\n",
        "            plt.imshow(img)\n",
        "            plt.axis('off')\n",
        "            plt.title(f'{class_names[label]}')\n",
        "            i += 1\n",
        "    plt.tight_layout(rect=[0, 0, 1, 0.95])\n",
        "    plt.show()"
      ],
      "metadata": {
        "id": "FWc-IkxMMm8q"
      },
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "display_first_five_per_class(train_df_down,\n",
        "                             \"First 5 Images from First 5 Classes - Training Data\",\n",
        "                             class_names_train)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "_reh1bNSMm4h",
        "outputId": "96236cce-baf8-4480-a7a3-e3025599a0f4"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 25 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "display_first_five_per_class(test_df_down,\n",
        "                             \"First 5 Images from First 5 Classes - Testing Data\",\n",
        "                             class_names_test)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "BwMfaup0MmxZ",
        "outputId": "c5ad221a-e868-47b9-b365-c6b240d957c5"
      },
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1500x1000 with 25 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Data Preprocessing**"
      ],
      "metadata": {
        "id": "ImlOMToAkjhe"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Normalization**"
      ],
      "metadata": {
        "id": "fXV3giPYko3p"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def normalize(image, label):\n",
        "    image = tf.cast(image, tf.float32) / 255.0\n",
        "    return image, label"
      ],
      "metadata": {
        "id": "t6efLzWDj3tb"
      },
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df_down = train_df_down.map(normalize)\n",
        "test_df_down = test_df_down.map(normalize)"
      ],
      "metadata": {
        "id": "L87h1Zlqkirm"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Data Augmentation**"
      ],
      "metadata": {
        "id": "xyHOVldqksK3"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data_augmentation = tf.keras.Sequential([\n",
        "    tf.keras.layers.RandomFlip(\"horizontal\"),\n",
        "    tf.keras.layers.RandomRotation(0.1),\n",
        "    tf.keras.layers.RandomZoom(0.1)\n",
        "])"
      ],
      "metadata": {
        "id": "RY8hjFKokimG"
      },
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def augment(image, label):\n",
        "    image = data_augmentation(image)\n",
        "    return image, label"
      ],
      "metadata": {
        "id": "gKfBJ6C6kii-"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df_down = train_df_down.map(augment)"
      ],
      "metadata": {
        "id": "Z_n2-ZCGkigW"
      },
      "execution_count": 19,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **One-Hot Encoding**"
      ],
      "metadata": {
        "id": "RgY4qKngk3QZ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def one_hot(image, label):\n",
        "    label = tf.one_hot(label, depth=10)\n",
        "    return image, label"
      ],
      "metadata": {
        "id": "-JfQdKMnkidn"
      },
      "execution_count": 20,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "train_df_down = train_df_down.map(one_hot)\n",
        "test_df_down = test_df_down.map(one_hot)"
      ],
      "metadata": {
        "id": "JAqSoSn7kibP"
      },
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **Shuffling and Prefetching**"
      ],
      "metadata": {
        "id": "JWkhvFvkk86S"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "AUTOTUNE = tf.data.AUTOTUNE\n",
        "\n",
        "train_df_down = train_df_down.shuffle(1000).prefetch(buffer_size=AUTOTUNE)\n",
        "test_df_down = test_df_down.prefetch(buffer_size=AUTOTUNE)"
      ],
      "metadata": {
        "id": "u5CQFQRukiYQ"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Model development and training**"
      ],
      "metadata": {
        "id": "aP7QE0jglc3E"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **CNN model**"
      ],
      "metadata": {
        "id": "0zqIxMI5lgcU"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def create_cnn_model(input_shape=(32,32,3), num_classes=10, hp_filters=32, hp_kernel=3, hp_dense=128, hp_dropout=0.3):\n",
        "    model = models.Sequential()\n",
        "\n",
        "    # Convolutional Block 1\n",
        "    model.add(layers.Conv2D(hp_filters, (hp_kernel, hp_kernel), activation='relu', input_shape=input_shape))\n",
        "    model.add(layers.MaxPooling2D((2,2)))\n",
        "\n",
        "    # Convolutional Block 2\n",
        "    model.add(layers.Conv2D(hp_filters*2, (hp_kernel, hp_kernel), activation='relu'))\n",
        "    model.add(layers.MaxPooling2D((2,2)))\n",
        "\n",
        "    model.add(layers.Flatten())\n",
        "\n",
        "    # Dense Layer\n",
        "    model.add(layers.Dense(hp_dense, activation='relu'))\n",
        "    model.add(layers.Dropout(hp_dropout))\n",
        "\n",
        "    # Output Layer\n",
        "    model.add(layers.Dense(num_classes, activation='softmax'))\n",
        "\n",
        "    return model"
      ],
      "metadata": {
        "id": "Tveitb_lkiVY"
      },
      "execution_count": 23,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class CNNHyperModel(HyperModel):\n",
        "    def build(self, hp):\n",
        "        model = create_cnn_model(\n",
        "            hp_filters = hp.Choice('filters', [32, 64]),\n",
        "            hp_kernel = hp.Choice('kernel', [3, 5]),\n",
        "            hp_dense = hp.Choice('dense_units', [128, 256]),\n",
        "            hp_dropout = hp.Float('dropout', 0.2, 0.5, step=0.1)\n",
        "        )\n",
        "        model.compile(\n",
        "            optimizer=Adam(learning_rate=0.001),\n",
        "            loss='categorical_crossentropy',\n",
        "            metrics=['accuracy']\n",
        "        )\n",
        "        return model\n",
        "\n",
        "tuner = RandomSearch(\n",
        "    CNNHyperModel(),\n",
        "    objective='val_accuracy',\n",
        "    max_trials=5,\n",
        "    executions_per_trial=1,\n",
        "    directory='cnn_tuner',\n",
        "    project_name='cifar10_cnn'\n",
        ")"
      ],
      "metadata": {
        "id": "qES8W2lSkiQW"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tuner.search(train_df_down,\n",
        "             validation_data=test_df_down,\n",
        "             epochs=50,\n",
        "             verbose=1)\n",
        "best_cnn = tuner.get_best_models(num_models=1)[0]"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ZV3ZoRKKkiNW",
        "outputId": "344e2afc-2676-469d-9dbc-961229490bd1"
      },
      "execution_count": 25,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Trial 5 Complete [00h 07m 30s]\n",
            "val_accuracy: 0.5249999761581421\n",
            "\n",
            "Best val_accuracy So Far: 0.578000009059906\n",
            "Total elapsed time: 01h 02m 17s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "best_cnn.compile(\n",
        "    optimizer='adam',\n",
        "    loss='categorical_crossentropy',\n",
        "    metrics=['accuracy']\n",
        ")\n",
        "\n",
        "test_loss, test_acc = best_cnn.evaluate(test_df_down, verbose=1)\n",
        "\n",
        "print(f\"\\nTest Accuracy: {test_acc * 100:.2f}%\")\n",
        "print(f\"Test Loss: {test_loss:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "evzBXwlpBm3t",
        "outputId": "66c0924e-68dc-4dba-b830-d3b5d5413bd2"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 23ms/step - accuracy: 0.5458 - loss: 1.3159\n",
            "\n",
            "Test Accuracy: 57.80%\n",
            "Test Loss: 1.2447\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "history_cnn = best_cnn.fit(train_df_down, validation_data=test_df_down, epochs=10)\n",
        "\n",
        "plt.figure(figsize=(12, 5))\n",
        "\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(history_cnn.history['accuracy'], label='Train Accuracy')\n",
        "plt.plot(history_cnn.history['val_accuracy'], label='Validation Accuracy')\n",
        "plt.title('CNN Accuracy over Epochs')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(history_cnn.history['loss'], label='Train Loss')\n",
        "plt.plot(history_cnn.history['val_loss'], label='Validation Loss')\n",
        "plt.title('CNN Loss over Epochs')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 834
        },
        "id": "l1BWqT7gBmz0",
        "outputId": "e8e10e5f-422e-4808-97a7-8f3743282cce"
      },
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 51ms/step - accuracy: 0.6932 - loss: 0.8561 - val_accuracy: 0.5620 - val_loss: 1.3414\n",
            "Epoch 2/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m11s\u001b[0m 61ms/step - accuracy: 0.6949 - loss: 0.8411 - val_accuracy: 0.5940 - val_loss: 1.2726\n",
            "Epoch 3/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 42ms/step - accuracy: 0.7042 - loss: 0.8524 - val_accuracy: 0.5740 - val_loss: 1.3041\n",
            "Epoch 4/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 55ms/step - accuracy: 0.6985 - loss: 0.8413 - val_accuracy: 0.5510 - val_loss: 1.3538\n",
            "Epoch 5/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 47ms/step - accuracy: 0.6842 - loss: 0.8787 - val_accuracy: 0.5760 - val_loss: 1.3624\n",
            "Epoch 6/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 41ms/step - accuracy: 0.7041 - loss: 0.8189 - val_accuracy: 0.5700 - val_loss: 1.3327\n",
            "Epoch 7/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 55ms/step - accuracy: 0.6967 - loss: 0.8257 - val_accuracy: 0.5740 - val_loss: 1.2660\n",
            "Epoch 8/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 47ms/step - accuracy: 0.7269 - loss: 0.7764 - val_accuracy: 0.5660 - val_loss: 1.3929\n",
            "Epoch 9/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m9s\u001b[0m 43ms/step - accuracy: 0.7350 - loss: 0.7469 - val_accuracy: 0.5680 - val_loss: 1.3490\n",
            "Epoch 10/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m10s\u001b[0m 55ms/step - accuracy: 0.7107 - loss: 0.8035 - val_accuracy: 0.5640 - val_loss: 1.4012\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x500 with 2 Axes>"
            ],
            "image/png": 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J/d72uPvzk/6u5OmgRF8yBA8PD/z8/B44MEpi3etv9/nnnyeqfMGCBenYsWOSn8z/9NNPAPTv358iRYpYly+//JK7d+/y888/P1H8j/KwxPn+wW7u96AR9k+dOkW9evW4fv06X331FcuWLWP16tX0798fsDylTors2bPTtGlTa6K/cOFCoqOjk3V0eldXV2s/+7i4OC5dusSWLVustfn3xz1w4MAH1rqvXr06wTQ7GW0Ggoe1TjAMw/rz22+/zfHjxxkxYgSZMmXiww8/pESJEvz555+pFaaISLJKT98dktPjPs9NJhMLFy5k27Zt9O3bl0uXLtG9e3cqVapkUwP/X1SrVg1/f3/rODpLly7lzp07D7w///jjjw+8N//66682x3R1dbVpSZARPO7+nBq/K0m/Mtb/BnmqNW3alFOnTrFt27Yn2r9QoUJ07NiR77//PslP5hN7gzcMg9mzZ1O3bl0WLFiQYClbtqw18S1YsCDAI7+AeHt74+Hh8dgvKfeeAN8/GA9g83T9cZYuXUp0dDRLlizhtddeo3HjxtSvXz9B0luoUKHHxn1P586dOX78OLt27WLWrFlUqFCBUqVKPXKfAgUKAJYBA//t6NGjeHl52Uyn07ZtW65fv87atWtZsGABhmHYfJG4d52dnZ0fWOtev379J27WmVT3Whfc7/jx44BllGewvP+Hvfd7r4Pl93Ds2LFkbcpXqFAh3nnnHX7//XcOHTpETEwMX375ZbIdX0QktaWH7w6J8ah747Fjx6yv35OYz/Nq1arx2WefsXv3bmbNmsXhw4eZO3dukmOIiYnhzJkzCWJo06YNK1euJDw8nHnz5uHv70+1atVsYgTw8fF54L25Tp06j7kqyede64L7HT9+3ObeDI//bpLY721JldTflTwdlOhLhvHuu+/i5ubGq6++ajMK6j2nTp3im2++eeQxPvjgA2JjY/niiy8Sdc77b/CJaca8ZcsWzp49S7du3WjdunWCpW3btqxfv57Lly/j7e1NrVq1mDp1aoKRze8lgw4ODtZR+Hfv3p3gfPfK3btZbtq0yfpaVFQUM2bMSNT7hH+eKt+fiIaFhTFt2jSbcs8//zzu7u6MGDEiwRR5/05iGzVqhJeXF59//jkbN25MVG1+7ty5KV++PDNmzLB5cHHo0CF+//13GjdubFO+fv365MiRg3nz5jFv3jyqVq1q0/Tex8eHOnXqPPRL2oOmAEwply9fthk5Pzw8nJkzZ1K+fHly5coFQOPGjdm5c6fNl9KoqCgmTZqEv7+/td9/q1atuH79OuPGjUtwnn//Hh7n9u3bCX6XhQoVwt3dXc0DRSRdSw/fHRKjcuXK+Pj4MHHiRJvP5RUrVnDkyBGaNGkCJO7z/ObNmwnuE/dm33nUZ379+vVxcXFh7NixNvtPmTKFsLAwawz3tG3blujoaGbMmMHKlStp06aNzesNGzbEw8OD4cOHP/ChdWren3/55Reb8Xp27tzJjh07aNSoEZD47yaJ/d6WWE/6u5Knw+M7b4qkE4UKFWL27Nm0bduWEiVK0LlzZ0qXLk1MTAxbt25lwYIFdO3a9bHH6NixY5IS4MGDB/Pjjz9y7Nixx9ZGz5o1C0dHxwQ3u3tefPFFBg8ezNy5cxkwYABjx47l2WefpWLFivTq1YuAgADOnj3LsmXL2LdvHwDDhw/n999/p3bt2vTq1YsSJUoQHBzMggUL2Lx5M9myZeP5558nf/789OjRg//97384OjoydepUvL29Ez092vPPP4+LiwvNmjXjtddeIzIyksmTJ+Pj42OTIHt4ePD111/z6quvUqVKFTp06ED27NnZv38/t2/ftrm2zs7OtGvXjnHjxuHo6GidbvBxRo0aRaNGjahevTo9evTgzp07fPvtt3h6ejJkyBCbss7OzrRs2ZK5c+cSFRXF6NGjExxv/PjxPPvss5QpU4aePXtSsGBBrly5wrZt27h48SL79+9PVFwPs3fvXmuXjfsVKlSI6tWrW9eLFi1Kjx492LVrF76+vkydOpUrV67YPEwZNGgQc+bMoVGjRrz11lvkyJGDGTNmcObMGX7++Wdrs8XOnTszc+ZMBgwYwM6dO6lZsyZRUVGsWbOGN954g5deeinR8R8/fpx69erRpk0bSpYsiZOTE4sXL+bKlSu0a9fuP1wZERH7Sg/fHe6JjY3l008/TbA9R44cvPHGG3z++ed069aN2rVr0759e65cucI333yDv7+/tZtdYj7PZ8yYwXfffUeLFi0oVKgQERERTJ48GQ8PjwQP0+/n7e1NUFAQQ4cO5YUXXuDFF1/k2LFjfPfdd1SpUiXBw/yKFStSuHBhBg8eTHR0tE1rO7B8n5gwYQKdOnWiYsWKtGvXzvq9ZdmyZdSoUeOBD7OTYsWKFdYWcfd75plnrC3+wDKGzrPPPkvv3r2Jjo5mzJgx5MyZk3fffddaJrHfTRLzvS2xnvR3JU8JO4z0L5Kijh8/bvTs2dPw9/c3XFxcDHd3d6NGjRrGt99+azN92v1T5NzvxIkThqOj4yOnyPm3e9O6PGqKnJiYGCNnzpxGzZo1Hxl/QECAzXRqhw4dMlq0aGFky5bNyJQpk1GsWDHjww8/tNnn3LlzRufOnQ1vb2/D1dXVKFiwoNGnTx8jOjraWmbPnj1GYGCg4eLiYuTPn9/46quvHjq93oOui2EYxpIlS4yyZcsamTJlMvz9/Y3PP//cOo3b/ce4V/aZZ54xMmfObHh4eBhVq1Y15syZk+CYO3fuNADj+eeff+R1+bc1a9YYNWrUsB6/WbNmxl9//fXAsqtXrzYAw2QyGRcuXHhgmVOnThmdO3c2cuXKZTg7Oxt58uQxmjZtaixcuNBa5lF/Aw/yuOn1unTpYi1777qvWrXKKFu2rOHq6moUL17c5m/w/lhbt25t/ZuoWrWq8dtvvyUod/v2bWPw4MFGQECA4ezsbOTKlcto3bq1cerUKZv4HjTNEmB8/PHHhmEYxvXr140+ffoYxYsXN9zc3AxPT08jMDDQmD9/fqKug4hIWpdWvzv8u+yDlkKFClnLzZs3z6hQoYLh6upq5MiRw3jllVdspoVLzOf53r17jfbt2xv58+c3XF1dDR8fH6Np06bG7t27H38hDct0esWLFzecnZ0NX19fo3fv3sbNmzcfWHbw4MEGYBQuXPihx1u/fr3RsGFDw9PT08iUKZNRqFAho2vXrjbxPG76wX971PR6gDFt2jTDMGzvk19++aWRL18+w9XV1ahZs6axf//+BMdN7HeTx31ve9jfzb0pHO9NQ/xff1eSsZkMI4ltREREktH+/fspX748M2fOpFOnTvYOx278/f0pXbo0v/32m71DERERESwz3gQEBDBq1CgGDhxo73BEkkR99EXEriZPnkzWrFlp2bKlvUMREREREckQ1EdfROxi6dKl/PXXX0yaNIm+ffvajJQvIiIiIiJPTom+iNjFm2++yZUrV2jcuDFDhw61dzgiIiIiIhmG+uiLiIiIiIiIZCDqoy8iIiIiIiKSgSjRFxEREREREclA1Ef/CZnNZi5fvoy7uzsmk8ne4YiIiGAYBhEREfj5+eHgoGf5/5Xu9SIiktYk+l5vpAHjxo0zChQoYLi6uhpVq1Y1duzY8dCytWvXNoAES+PGjQ3DMIyYmBjj3XffNUqXLm1kyZLFyJ07t9GpUyfj0qVLNscpUKBAgmOMGDEi0TFfuHDhgXFo0aJFixYt9l4uXLjwZDdksaF7vRYtWrRoSavL4+71dq/RnzdvHgMGDGDixIkEBgYyZswYGjZsyLFjx/Dx8UlQftGiRcTExFjXb9y4Qbly5Xj55ZcBuH37Nnv37uXDDz+kXLly3Lx5k379+vHiiy+ye/dum2MNGzaMnj17Wtfd3d0THfe9shcuXMDDwyNJ71lERCQlhIeHky9fviTdz+ThdK8XEZG0JrH3ersn+l999RU9e/akW7duAEycOJFly5YxdepUBg0alKB8jhw5bNbnzp1LlixZrIm+p6cnq1evtikzbtw4qlatyvnz58mfP791u7u7O7ly5UpUnNHR0URHR1vXIyIiAPDw8NDNX0RE0hQ1M08e966j7vUiIpLWPO5eb9cOfDExMezZs4f69etbtzk4OFC/fn22bduWqGNMmTKFdu3a4ebm9tAyYWFhmEwmsmXLZrN95MiR5MyZkwoVKjBq1Cji4uIeeowRI0bg6elpXfLly5eo+ERERERERERSk11r9K9fv058fDy+vr422319fTl69Ohj99+5cyeHDh1iypQpDy1z9+5d3nvvPdq3b2/zNP6tt96iYsWK5MiRg61btxIUFERwcDBfffXVA48TFBTEgAEDrOv3mkyIiIiIiIiIpCV2b7r/X0yZMoUyZcpQtWrVB74eGxtLmzZtMAyDCRMm2Lx2f9JetmxZXFxceO211xgxYgSurq4JjuXq6vrA7SIiIiIiIiJpiV0TfS8vLxwdHbly5YrN9itXrjy273xUVBRz585l2LBhD3z9XpJ/7tw51q1b99i+dYGBgcTFxXH27FmKFSuWtDfyEIZhEBcXR3x8fLIcTyQtcXZ2xtHR0d5hiIiIiIjIv9g10XdxcaFSpUqsXbuW5s2bA5Y5a9euXUvfvn0fue+CBQuIjo6mY8eOCV67l+SfOHGC9evXkzNnzsfGsm/fPhwcHB440v+TiImJITg4mNu3byfL8UTSGpPJRN68ecmaNau9QxERERERkfvYven+gAED6NKlC5UrV6Zq1aqMGTOGqKgo6yj8nTt3Jk+ePIwYMcJmvylTptC8efMESXxsbCytW7dm7969/Pbbb8THxxMSEgJYRux3cXFh27Zt7Nixg7p16+Lu7s62bdvo378/HTt2JHv27P/5PZnNZs6cOYOjoyN+fn64uLhoBGTJUAzD4Nq1a1y8eJEiRYqoZl9EREREJA2xe6Lftm1brl27xkcffURISAjly5dn5cqV1gH6zp8/j4OD7eQAx44dY/Pmzfz+++8Jjnfp0iWWLFkCQPny5W1eW79+PXXq1MHV1ZW5c+cyZMgQoqOjCQgIoH///jb99v+LmJgYzGYz+fLlI0uWLMlyTJG0xtvbm7NnzxIbG6tEX0REREQkDTEZhmHYO4j0KDw8HE9PT8LCwhL0/7979y5nzpwhICCATJky2SlCkZSlv3ORtOdR9yZJOl1PERFJaxJ7b3J46CsiIiIiIiIiku4o0RcRERERERHJQJToS4ry9/dnzJgx9g5DRERERETkqaFEXwDLVGmPWoYMGfJEx921axe9evVKlhjnzJmDo6Mjffr0SZbjiYhI+rFp0yaaNWuGn58fJpOJX375JdH7btmyBScnpwSD9IqIiGRUSvQFgODgYOsyZswYPDw8bLYNHDjQWtYwDOLi4hJ1XG9v72SbeWDKlCm8++67zJkzh7t37ybLMZ9UTEyMXc8vIvK0iYqKoly5cowfPz5J+926dYvOnTtTr169FIpMRETkMe6GpfopleinAsMwuB0TZ5clsZMq5MqVy7p4enpiMpms60ePHsXd3Z0VK1ZQqVIlXF1d2bx5M6dOneKll17C19eXrFmzUqVKFdasWWNz3H833TeZTPzwww+0aNGCLFmyUKRIEet0iI9y5swZtm7dyqBBgyhatCiLFi1KUGbq1KmUKlUKV1dXcufOTd++fa2v3bp1i9deew1fX18yZcpE6dKl+e233wAYMmRIglqeMWPG4O/vb13v2rUrzZs357PPPsPPz49ixYoB8OOPP1K5cmXc3d3JlSsXHTp04OrVqzbHOnz4ME2bNsXDwwN3d3dq1qzJqVOn2LRpE87OzoSEhNiUf/vtt6lZs+Zjr4mI2IqNN7P11HU+W/YXLb/bwms/7uar1cdZfjCY09ciiTdrkpn0rFGjRnz66ae0aNEiSfu9/vrrdOjQgerVq6dQZCIiIo9wZCmMrQCHF6fqaZ1S9WxPqTux8ZT8aJVdzv3XsIZkcUmeX/OgQYMYPXo0BQsWJHv27Fy4cIHGjRvz2Wef4erqysyZM2nWrBnHjh0jf/78Dz3O0KFD+eKLLxg1ahTffvstr7zyCufOnSNHjhwP3WfatGk0adIET09POnbsyJQpU+jQoYP19QkTJjBgwABGjhxJo0aNCAsLY8uWLQCYzWYaNWpEREQEP/30E4UKFeKvv/5K8tzva9euxcPDg9WrV1u3xcbG8sknn1CsWDGuXr3KgAED6Nq1K8uXLwfg0qVL1KpVizp16rBu3To8PDzYsmULcXFx1KpVi4IFC/Ljjz/yv//9z3q8WbNm8cUXXyQpNpGn1fXIaDYcu8b6o1fZdPwaEdG2rY1WHb5i/TmTswNFfNwplsud4rks/xbL5Y53VldMJlNqhy6pYNq0aZw+fZqffvqJTz/99LHlo6OjiY6Otq6Hh4enZHgiIpKR3Q2DFYNg/2zL+q4pULI5pNJ3DiX6kmjDhg2jQYMG1vUcOXJQrlw56/onn3zC4sWLWbJkiU1t+r917dqV9u3bAzB8+HDGjh3Lzp07eeGFFx5Y3mw2M336dL799lsA2rVrxzvvvGOdwx3g008/5Z133qFfv37W/apUqQLAmjVr2LlzJ0eOHKFo0aIAFCxYMMnv383NjR9++AEXFxfrtu7du1t/LliwIGPHjqVKlSpERkaSNWtWxo8fj6enJ3PnzsXZ2RnAGgNAjx49mDZtmjXRX7p0KXfv3qVNmzZJjk/kaWA2Gxy+HM66o1dZd+wqBy7e4v6GSzndXKhTzIcahXNy83YsR4PDOXYlguNXIrgba+bgpTAOXrJtPpfDzYVivu4Uz33vAYAHRX2zJttDUrGPEydOMGjQIP744w+cnBL3uxwxYgRDhw5N4chERCTDO/MH/NIbwi4AJqjRD+q+n2pJPijRTxWZnR35a1hDu507uVSuXNlmPTIykiFDhrBs2TKCg4OJi4vjzp07nD9//pHHKVu2rPVnNzc3PDw8EjR3v9/q1auJioqicePGAHh5edGgQQOmTp3KJ598wtWrV7l8+fJD+1/u27ePvHnz2iTYT6JMmTI2ST7Anj17GDJkCPv37+fmzZuYzWYAzp8/T8mSJdm3bx81a9a0Jvn/1rVrVz744AO2b99OtWrVmD59Om3atMHNze0/xSqSkURGx7H5xHXWH73K+mNXuRoRbfN66TwePFfMh7rFfSiXNxsODglvovFmg/OhtzkWEs7RkAiO/b2cuRFFaFQM207fYNvpG9byJhPkz5HF8gDg7+S/WC53/HNmwclRvd7Suvj4eDp06MDQoUOT9NkfFBTEgAEDrOvh4eHky5cvJUIUEZGMKPYurB0G2/8eTya7PzSfCAVSv/uYEv1UYDKZMkTN0L+Tz4EDB7J69WpGjx5N4cKFyZw5M61bt37sQHX/TnpNJpM1QX6QKVOmEBoaSubMma3bzGYzBw4cYOjQoTbbH+Rxrzs4OCQYyyA2NjZBuX+//6ioKBo2bEjDhg2ZNWsW3t7enD9/noYNG1qvwePO7ePjQ7NmzZg2bRoBAQGsWLGCDRs2PHIfkafB2etRrPs7sd9xOpSY+H8+I7K4OPJsYS/qlfChTjEffD0yPfZ4jg4mArzcCPBy44XSua3b78TEc+JqhE3yfzQkguuR0Zy7cZtzN27z+1//NP93dXKgiG9Wivl6WJv/F8/ljre7mv+nJREREezevZs///zT2sLMbDZjGAZOTk78/vvvPPfccwn2c3V1xdXVNbXDFRFJO+LjwIgHJ30WJtnlfbD4Nbh21LJesQs0/Axc3e0STvrPPsVutmzZQteuXa0DI0VGRnL27NlkPceNGzf49ddfmTt3LqVKlbJuj4+P59lnn+X333/nhRdewN/fn7Vr11K3bt0ExyhbtiwXL17k+PHjD6zZ8fb2JiQkBMMwrF/U9+3b99jYjh49yo0bNxg5cqS1xmf37t0Jzj1jxgxiY2MfWqv/6quv0r59e/LmzUuhQoWoUaPGY88tktHExJnZfTaUtUevsv7oVU5fj7J5vUDOLDxX3IfnivtQNSAHrk7J01ops4sjZfNmo2zebDbbr0dGW5P+YyHhHAuJ4PiVSO7ExnPoUjiHLtn23c6exZnif9f633sAUNTXHTdX3WbtwcPDg4MHD9ps++6771i3bh0LFy60dvsSEZH7mOPhx+ZwYSc88ybUHAAuamX6WPFxsPlr2DgSzHHg5gMvjYOi9mnRfY++gcgTK1KkCIsWLaJZs2aYTCY+/PDDR9bMP4kff/yRnDlz0qZNmwS1ZY0bN2bKlCm88MILDBkyhNdffx0fHx/rwHtbtmzhzTffpHbt2tSqVYtWrVrx1VdfUbhwYY4ePYrJZOKFF16gTp06XLt2jS+++ILWrVuzcuVKVqxYgYeHxyNjy58/Py4uLnz77be8/vrrHDp0iE8++cSmTN++ffn2229p164dQUFBeHp6sn37dqpWrWodub9hw4Z4eHjw6aefMmzYsGS9fiJp2bWIaNYfsyT2f5y4TuR9A+k5OZioGpCD54pbmuQX9HJL1Rpzr6yueBV2pUZhL+u2eLPBhdDbHP1X8/+zN6K4eTs2QfN/+Lv5/33Jf/FcHmr+/4QiIyM5efKkdf3MmTPs27ePHDlykD9/foKCgrh06RIzZ87EwcGB0qVL2+zv4+NjnXVFREQeYO9MOPuH5ec/RsO+2dBgKJR5OVX7lqcrN05ZavEv7rKsl3gRmo4Bt5x2DQuU6Mt/8NVXX9G9e3eeeeYZvLy8eO+995J9hOKpU6fSokWLB37Bb9WqFZ06deL69et06dKFu3fv8vXXXzNw4EC8vLxo3bq1tezPP//MwIEDad++PVFRURQuXJiRI0cCUKJECb777juGDx/OJ598QqtWrRg4cCCTJk16ZGze3t5Mnz6d999/n7Fjx1KxYkVGjx7Niy++aC2TM2dO1q1bx//+9z9q166No6Mj5cuXt6m1d3BwoGvXrgwfPpzOnTv/10smkmaZzQaHLodZBtI7epUDF20HxfPKahlI77niPjxbxAuPTA9uBWMvjg4m/L3c8P9X8/+7sfGcuBJp8wDgXvP/86G3OR96m9X3Nf93cXKgiE/W+x4AeFAuryfZsrg86LTyt927d9u02rrXl75Lly5Mnz6d4ODgx44RIyIiD3E7FNb+PRhp+Y6WhP/WOVjUE3b9AC+MhDwV7RtjWmIYluuy+iOIvQ2untB4FJRtk2YeipiMxE60LjbCw8Px9PQkLCwsQc3v3bt3rSPCZ8r0+L6jIj169ODatWssWbLE3qEkmv7OJTEi7say+cR11h29yobj17j2r4H0yuTxpG5xH+oV96FMHs8HDqSXXt2waf4fwdErERwPieBObHyCsiNblqFd1YdPS5pYj7o3SdLpeorIU+O3/rB7KviUgtc2WZqgbxsHf3wFsVGACSq8AvU+hqw+9o7WvsIvw6994dRay3pALWg+ATzzps7pE3lvUo2+iB2FhYVx8OBBZs+ena6SfJFHOX0t0jqQ3s4zocTG//M82c3FkZpFvHmuuA91innjk4iB9NKrnFldeaawK8/c1/zf/Pfo/9am/1csrQCK51YSKSIidnL5T9g9zfJz41Hg6GRZag2E8h1gzRA4MA/+/AkO/wq134XA18HpKWyJduhn+G0A3L0FTpmg/lCo2gsc0l6XPCX6Inb00ksvsXPnTl5//XUaNGhg73BEnkhMnJmdZ0Ktyf2Zfw2kF+DlRt2/m+RXCciebAPppUcONs3/c9k7HBERedqZzbD8f4Bh6Yvv/69BoT38oOUkqPIqrHgPLu+F1R/Cnunwwgi7DziXam6HWq7ToYWW9dzlLdfFu5hdw3oUJfoidqSp9CS9uhpxlw1Hr7H26BU2n7hOVMw/zdGdHS0D6d1L7gt6Z7VjpCIiIvJQ+2dbBpJzyQoNPnl4uXxV4dW1sH+OpYY/9BTMbgOFG0DD4eCdcGarDOPkWvi1D0QEg8kRav3P0trBMW2NJfRvSvRFRCRRTlyJYOmBYNYfvcrBS/8eSM+V54pbmuTXKOyFexobSE9ERET+5c5NWP2x5ec6g8Aj96PLOzhY+umXaGYZlX/bd3ByNZxeb2nKX/tdyOSZ8nGnlpgoy/XZNdmynrMwtJgEeSvZN65EUqIvIiKPteHYVV6dsZs48z/97cvltQyk91xxH0r7ZayB9ERERDK89SPg9nXwKmZJ1BMrkwc0GAYVu8Cq9+H4SsvAffvnQr2PoEJHcEjn3fQu7oZFvSwtF8DSD7/+UHDJYt+4kkCJvoiIPNLhy2H0mbWXOLNBYEAOWlXKaxlIzz3jDqQnIiKSoYUc/KemuvEXT9YMPWch6DAPTqyBVUFw/TgsfQt2T4EXPocC1ZM35tQQHwsbP4c/vgTDDO5+0Hw8FHrO3pElmRJ9ERF5qMu37tB9+i6iYuJ5plBOpneriotT2htZVkRERBLJMCwDyxlmKNkcCtb5b8crUh8K1oadk2HDSAjeD9NegNKtocHQVJt27j+7ehQW97LED5bBCRuPgszZ7RvXE9K3NREReaDwu7F0m7aLK+HRFPXNyoSOlZTki4iIpHcH5sP5beCcBRp+ljzHdHSG6m/Am3ugUlfAZBmh/tvKsOFziL2TPOdJCWYzbBsP39eyJPmZs0PradDqh3Sb5IMSfREReYCYODO9f9rDsSsR+Li7Mq1bVTwza4A9ERGRdO1uuGV6PLCMHJ/cte1ZvaHZN/DaRsj/DMTdgQ3DYVxVOPyLpTVBWnLrAsx80TLWQHy0ZRaB3tugdEt7R/afKdGXZFWnTh3efvtt67q/vz9jxox55D4mk4lffvnlP587uY4j8rQzDIOgRQfZcvIGWVwcmdq1CnmyZbZ3WCIiIvJfbfwcIq9AjkJQvW/KnSd3Oei2HFpPBY+8EHYeFnSBGc0g5FDKnTexDAP2zYYJz8DZPyytG5p+Da8sePzsA+mEEn0BoFmzZrzwwgsPfO2PP/7AZDJx4MCBJB93165d9OrV67+GZ2PIkCGUL18+wfbg4GAaNWqUrOd6mDt37pAjRw68vLyIjo5OlXOKpJYxa07w896LODqYGP9KRUrnyUBT5YiIiDytrh6B7RMsPzf6ApxcU/Z8JhOUbgV9d0HtQeCUyZJUf18TfusPUTdS9vwPE3Ud5nWEX3pDdDjkrQqvb4bK3S0xZxBK9AWAHj16sHr1ai5evJjgtWnTplG5cmXKli2b5ON6e3uTJUvqTEORK1cuXF1T+APrbz///DOlSpWiePHidm9FYBgGcXFxdo1BMo4Fuy/wzdoTAHzyUmnqFvOxc0QiIiLyn1kH4IuH4k0tA+ilFpcsUDfIkvCXamEZBHD3VPi2AmyfaBnpPrUcWwnfVYejv4GDs2U6wG4rLDMIZDBK9FODYUBMlH2WRPaDadq0Kd7e3kyfPt1me2RkJAsWLKBHjx7cuHGD9u3bkydPHrJkyUKZMmWYM2fOI4/776b7J06coFatWmTKlImSJUuyevXqBPu89957FC1alCxZslCwYEE+/PBDYmMtHwDTp09n6NCh7N+/H5PJhMlkssb876b7Bw8e5LnnniNz5szkzJmTXr16ERkZaX29a9euNG/enNGjR5M7d25y5sxJnz59rOd6lClTptCxY0c6duzIlClTErx++PBhmjZtioeHB+7u7tSsWZNTp05ZX586dSqlSpXC1dWV3Llz07evpenU2bNnMZlM7Nu3z1r21q1bmEwmNmzYAMCGDRswmUysWLGCSpUq4erqyubNmzl16hQvvfQSvr6+ZM2alSpVqrBmzRqbuKKjo3nvvffIly8frq6uFC5cmClTpmAYBoULF2b06NE25fft24fJZOLkyZOPvSaS/m0+cZ2gRQcBeKNOIToE5rdzRCIiIpIsDi+y1KY7ZYKGw+0TQ7b88PJ06LoMfMvA3TBY+R5MfBZOrUvZc0dHwJI3YU5biLoK3iWg5zqo+Q44ZsyJ6DLmu0prYm/DcD/7nPv9y+Di9thiTk5OdO7cmenTpzN48GBMfzdbWbBgAfHx8bRv357IyEgqVarEe++9h4eHB8uWLaNTp04UKlSIqlWrPvYcZrOZli1b4uvry44dOwgLC7Ppz3+Pu7s706dPx8/Pj4MHD9KzZ0/c3d159913adu2LYcOHWLlypXWJNbTM2Gz4qioKBo2bEj16tXZtWsXV69e5dVXX6Vv3742DzPWr19P7ty5Wb9+PSdPnqRt27aUL1+enj17PvR9nDp1im3btrFo0SIMw6B///6cO3eOAgUKAHDp0iVq1apFnTp1WLduHR4eHmzZssVa6z5hwgQGDBjAyJEjadSoEWFhYWzZsuWx1+/fBg0axOjRoylYsCDZs2fnwoULNG7cmM8++wxXV1dmzpxJs2bNOHbsGPnzWxK2zp07s23bNsaOHUu5cuU4c+YM169fx2Qy0b17d6ZNm8bAgQOt55g2bRq1atWicOHCSY5P0pejIeH0/mkPcWaDl8r7MfD5YvYOSUREUoJhwJ2bEHbRsoRfsv037BJk8oRy7aBce3DLae+I5b+KjoRVH1h+fnYAZC9g33j8n7UM1rd3Bqz9BK4dhR9bQLEm0PBTyFEwec93bissfh1unQNM8ExfqPsBOGdK3vOkMUr0xap79+6MGjWKjRs3UqdOHcCS6LVq1QpPT088PT1tksA333yTVatWMX/+/EQl+mvWrOHo0aOsWrUKPz/Lg4/hw4cn6Ff/wQcfWH/29/dn4MCBzJ07l3fffZfMmTOTNWtWnJycyJUr10PPNXv2bO7evcvMmTNxc7M86Bg3bhzNmjXj888/x9fXF4Ds2bMzbtw4HB0dKV68OE2aNGHt2rWPTPSnTp1Ko0aNyJ7dMt1Gw4YNmTZtGkOGDAFg/PjxeHp6MnfuXJydLaOUFy1a1Lr/p59+yjvvvEO/fv2s26pUqfLY6/dvw4YNo0GDBtb1HDlyUK5cOev6J598wuLFi1myZAl9+/bl+PHjzJ8/n9WrV1O/vqW5VsGC/3yQdu3alY8++oidO3dStWpVYmNjmT17doJafsl4QsLu0m3aLiKi4wgMyMEXrcvi4JBx+qiJiDxVoiPvS9rvJfCXIPziP4l83GOmOgsDfj8Ia4damnlX7AwBtcFBjYHTpU2jIOIyZCsANd6ydzQWDo6WPvGlWlim39s5CY4tg5OroXofS027q/t/O0dcNKz/DLaMBQzwzA8tJlgeNDwFlOinBucslpp1e507kYoXL84zzzzD1KlTqVOnDidPnuSPP/5g2LBhAMTHxzN8+HDmz5/PpUuXiImJITo6OtF98I8cOUK+fPmsST5A9erVE5SbN28eY8eO5dSpU0RGRhIXF4eHh0ei38e9c5UrV86a5APUqFEDs9nMsWPHrIl+qVKlcHR0tJbJnTs3Bw8efOhx4+PjmTFjBt988411W8eOHRk4cCAfffQRDg4O7Nu3j5o1a1qT/PtdvXqVy5cvU69evSS9nwepXLmyzXpkZCRDhgxh2bJlBAcHExcXx507dzh//jxgaYbv6OhI7dq1H3g8Pz8/mjRpwtSpU6latSpLly4lOjqal19++T/HmtpOX4tk+cFgWlTMq9HiHyPibizdpu8iOOwuhbzdmNSpMq5Ojo/fUUREUl9cjCVxv5e8h124L5H/e/1uWOKOlcXLMrWaZ17wyAOeef7+Ny9cOQx7Z0LwPkuT78OLLElixU5QvmOGGZX8qXD9hGWOeIBGn4NzGvtelDk7NBoJlbrCqiBLE/7NX8O+OVB/CJRt+2QPmEIOwqLX4Ophy3qFjtBwBGRKWk6RninRTw0mU6Kaz6cFPXr04M0332T8+PFMmzaNQoUKWRPDUaNG8c033zBmzBjKlCmDm5sbb7/9NjExMcl2/m3btvHKK68wdOhQGjZsaK0Z//LLL5PtHPf7dzJuMpkwm80PLb9q1SouXbpE27ZtbbbHx8ezdu1aGjRoQObMD/8AfdRrAA5/f5AZ942t8LAxA+5/iAEwcOBAVq9ezejRoylcuDCZM2emdevW1t/P484N8Oqrr9KpUye+/vprpk2bRtu2bVNtMMXkYDYbzNx2lpErj3I31sz0reeY2rUyZfNms3doaVJsvJk+s//kSHA4Xlldmd6tKp5ZEj6gEhGRVGCOt0x7Zq19v9ek/uI/iXzklcQdy9Xjn6TdM49lejPPPP8k9R55Ht1sOX81qNIDgvdbEv4D8y3Nntd9CuuHQ5GGUKmLZc7xDNq/OUMwDFjxLphjocjzUPTBM2ylCT7FoeMiOLbCMqf9zTPwy+uw6wfLA4q8lR9/DLD8P9ryjeXv1BxreaD14lgo3iRl40+D9D9TbLRp04Z+/foxe/ZsZs6cSe/eva399bds2cJLL71Ex44dAUuf++PHj1OyZMlEHbtEiRJcuHCB4OBgcue2PAnevn27TZmtW7dSoEABBg8ebN127tw5mzIuLi7Ex8c/9lzTp08nKirKmhBv2bIFBwcHihV78r7HU6ZMoV27djbxAXz22WdMmTKFBg0aULZsWWbMmEFsbGyCBwnu7u74+/uzdu1a6tatm+D43t7egGWqwAoVKgDYDMz3KFu2bKFr1660aNECsNTwnz171vp6mTJlMJvNbNy40dp0/98aN26Mm5sbEyZMYOXKlWzatClR504LLt+6w/8W7mfLSctULVldnbgeGU3b77czrkMF6pXwtXOEaYthGHyw+BCbjl8js7MjU7tWJl+O9PNQR0Qk3bkdaqlxt9a+/6tpfcRlMCdiFh1H1/tq3/PZ1sTfS+STq9Yydzlo8iU0+AT++tXSp/r8Nji+wrK454byr1hqS3MEJM85Jfkc/c1SQ+7oAi+MTPtTx5lMULwxFK4H27+DTaPh0m74oR6U6wD1Pwb3h3fdJfQ0LO4NF/7OL4o1gWbfQFbv1Ik/jVGiLzayZs1K27ZtCQoKIjw8nK5du1pfK1KkCAsXLmTr1q1kz56dr776iitXriQ60a9fvz5FixalS5cujBo1ivDw8AQJc5EiRTh//jxz586lSpUqLFu2jMWLF9uU8ff358yZM+zbt4+8efPi7u6eYFq9V155hY8//pguXbowZMgQrl27xptvvkmnTp2szfaT6tq1ayxdupQlS5ZQunRpm9c6d+5MixYtCA0NpW/fvnz77be0a9eOoKAgPD092b59O1WrVqVYsWIMGTKE119/HR8fHxo1akRERARbtmzhzTffJHPmzFSrVo2RI0cSEBDA1atXbcYseJQiRYqwaNEimjVrhslk4sMPP7RpneDv70+XLl3o3r27dTC+c+fOcfXqVdq0aQOAo6MjXbt2JSgoiCJFijywa0VaYxgGP++9xNAlh4mIjiOzsyPvNy7OSxXy0GfWXv44cZ2eM3cz9MVSdKrub+9w04zx608yb/cFHEzwbfsKavUgIpJSwoNh+UBL0vU4JkdL8vyg5N3z78Q+S87UT9hcskD59pbl2nFLwr9/DkQEwx+jLUvBOpa+/MWbpvz87PJ4MbdhZZDl5xr90tf0cU6u8Gx/y2CQa4bC/tmW5cgSqDUQqr1h+zdmGLBnOqwaDLFR4OJuaQVQvkPaf7iRgjSihiTQo0cPbt68ScOGDW3603/wwQdUrFiRhg0bUqdOHXLlykXz5s0TfVwHBwcWL17MnTt3qFq1Kq+++iqfffaZTZkXX3yR/v3707dvX8qXL8/WrVv58MMPbcq0atWKF154gbp16+Lt7f3AKf6yZMnCqlWrCA0NpUqVKrRu3Zp69eoxbty4pF2M+9wb2O9B/evr1atH5syZ+emnn8iZMyfr1q0jMjKS2rVrU6lSJSZPnmyt3e/SpQtjxozhu+++o1SpUjRt2pQTJ05YjzV16lTi4uKoVKkSb7/9Np9++mmi4vvqq6/Inj07zzzzDM2aNaNhw4ZUrFjRpsyECRNo3bo1b7zxBsWLF6dnz55ERUXZlOnRowcxMTF069YtqZco1V2PjOa1H/cwcMF+IqLjqJg/G8v71aRTdX88MjkztWsV2lbOh9mAD389zPDlRzCbEzflZEa2+M+LjP79OABDXyxF/ZJq7SAikuwMA/6cBd8F/pPku3lD7vKWZLjqa5aa8tZTofvv0P8wfHAVBhyGHr/Dy9Pg+U8g8DUo0RT8KoCbl/0TF++i0PAzGHDUMlVaoecAE5zeAAu7w5fFYeX7cPWofeN82m3+2tKCxDOfZaT99Mg9l2XwvFfXQp5KEBMJa4bA+EA4utzyfyziCsxuC7+9bUnyCzwLvbdAhVfs/3/FzkyGkciJ1sVGeHg4np6ehIWFJRgo7u7du5w5c4aAgAAyZcrY0zZIxvPHH39Qr149Lly48MjWD/b+O195KITBiw9yIyoGZ0cT/RsU5bVahXD812jxhmEwfv1Ja2LbpExuvmxTjkzOT+eAc1tPXafL1J3Exhu8VqsgQY1L2DskSUaPujdJ0ul6yhO7dQGW9oNTay3rfhXgpfHgW8q+caWUm+fgz58sS8R9A1DnC4SKXaBU83QzXlWGEHoaxleD+Gho8yOUfNHeEf13ZjMcmAdrPv5nrAr/mpaBI++EWrq01PvIUtufwWeHSOy9SU33RQSA6Ohorl27xpAhQ3j55ZefuItDSgu/G8uQJYdZtPcSAMVzufNVm/KU9HvwB53JZKLvc0XImz0L/1u4n2UHg7kSfpfJnSuT3c0lNUO3u+NXInjtxz3Exhs0KZub914obu+QREQyFrMZ9kyD1R9Zah8dXaHu+1C9b8YetC57AXhuMNR+z/JwY88MOL4SLuywLCsHQZnWlqb9fhXsHW3Gt2KQJckvWBdKNLN3NMnDwcHSdaREU/jjS8tMAmf/sLyWqwy0mAS+ietO/LTIwJ84IpIUc+bMoUePHpQvX56ZM2faO5wH2nLyOv9bsJ/LYXdxMMFrtQvxdv0iiZoOrnmFPPh6ZOK1H3ez+9xNWk7YyvRuVSiQ8+moYbgafpdu03YRcTeOygWy8+XL5XBweLqbtImIJKvQ07DkrX+Sj3yBllp8ryL2jSs1OTpB0YaWJSIE9s2yjNp/8yzsnmpZcpW1JPxl20AmT3tHnPEcWwknVoGDMzQelfGar7u6W6bdq9jZkvBn87eMQeD0dFXeJIaa7j8hNd2Xp11q/p3fiYnn85VHmb71LAAFcmbhqzblqFQgR5KPdeJKBF2n7eLSrTvkcHPhhy6VqZg/ezJHnLZERcfRdtI2Dl0KJ8DLjUW9n3nqWjM8LdTUPHnpekqimONh5yRYOwxib4NzFqj3MVTtCQ5PZzcxG2az5eHH3pmWwdTi/56W2SmzpUl/xS6W6fwyWkJqD7F3LWNC3DxrSX4bDLN3RJIC1HRfRDKEP8/f5J35+zl93TJoYKdqBQhqXJwsLk/28VXE153FfZ6hx/TdHLwURvtJ2/mmXXleKJ07OcNOM+LizfSdvZdDl8LJ6ebC9G5VlOSL2EPsHbh6BPJUfHxZST+uHYclfS3N08HSZ/jFsZCjoH3jSkscHKBgbctyO9TSz3rPDLh2xDJy//454FXUUkNbrr1lwEF5MlvHWpJ899xQ6117RyN2lrFHKrAzNZaQjCyl/75j4syMXnWMVhO2cvp6FLk8MjGze1U+aV76iZP8e3zcMzHvtWrUK+5DdJyZ3rP2MmXzmWSKPO0wDIOPlxxm/bFrZHJ24IculZ+argoiaUp8nGU08qkvwJFETLEmaV98nGVU84nPWpJ8F3do+jV0XqIk/1Gy5IBqveGNbdBjDVToaGkBcf04/P6BZcT++V0sc7/fN0WwJMLNc5am7ADPfwquWe0bj9idEv0UcG8atdu3b9s5EpGUExNjaXrn6Jj8zRKPhUTQfPwWxq0/idmA5uX9WPV2LWoV9U62c2RxceL7TpXoVK0AhgGf/PYXQ5YcJj4DTb83ceNpZu04j8kE37SrQIUM3kVBJM0yx1n+jY+G+Z0stZmSfl05DD/Us0zzFR8NhepZEtfK3TP8aN/JxmSCfFUsYxi8cwyajgG/imCOhb9+gR9bwNhysHEUhF2yd7Tpw6r3Ie6upVVJ6Vb2jkbSgDTRR3/8+PGMGjWKkJAQypUrx7fffkvVqlUfWLZOnTps3LgxwfbGjRuzbNky4O9arI8/ZvLkydy6dYsaNWowYcIEihT5ZzCU0NBQ3nzzTZYuXYqDgwOtWrXim2++IWvWxD39elzfiODgYG7duoWPjw9ZsmTBpH5HkoGYzWYuX76Ms7Mz+fPnT7a/73izwQ9/nObL348TE28mexZnPmtRhsZlUq5ZvWEYTP7jNMOXW+b7bVDSl7HtKpDZJX33q1yy/zJvzfkTgI+blaRbjQA7RySpQX3Kk1eyXs/4OPitn2X6MYDnPoSa76hfcnoSF2Opxd80ypKQZvKEF0Zampvr95g8Qg5a+vIfmAd3wyzbTA5Q5HlL0/4iDTP27AVP6uQa+KkVmBzh9c0afT6DS+y9ye6J/rx58+jcuTMTJ04kMDCQMWPGsGDBAo4dO4aPj0+C8qGhodaaRIAbN25Qrlw5fvjhB7p27QrA559/zogRI5gxYwYBAQF8+OGHHDx4kL/++ss6aFijRo0IDg7m+++/JzY2lm7dulGlShVmz56dqLgfd4ENwyAkJIRbt24l/aKIpAMODg4EBATg4pI8/b3P3Yhi4IL97Dp7E4D6JXwY3rIMPu6pM6DlsgPB9J+/j5g4M+XyevJDlyp4u7umyrmT284zoXT8YQcx8Wa61wjgo2a64T8tlOgnr2S/noZhGbBt81eW9aqvWRJF1QKnfZf/hF/7wpVDlvVijaHJV+CRMcd3sbvYO/DXEtg7A85t+Wd71lxQvgNU7KQuEvfERcN31SH0FFTrAy8Mt3dEksLSTaIfGBhIlSpVGDduHGCpKcyXLx9vvvkmgwYNeuz+Y8aM4aOPPiI4OBg3NzcMw8DPz4933nmHgQMHAhAWFoavry/Tp0+nXbt2HDlyhJIlS7Jr1y4qV64MwMqVK2ncuDEXL17Ez8/vsedN7AWOj48nNjY2MZdCJF1xcXHBIRm+nBqGwZydF/h02V/cjoknq6sTHzUtycuV86Z6S5jdZ0PpOXM3N2/Hki9HZqZ3q0oh7/TVx+3k1UhaTdhK2J1YGpby5btXKuGoafSeGkr0k1eKXc/tEyzzioOliW3ziZoaKq2KvQsbP4ct34ARD5lzWKYsK91Ktfip5foJSy3/vtlw+/o/2wNqWUbsL9EMnNLng/lk8cdXsHYouPnAm7s1ZeFTIF2Muh8TE8OePXsICgqybnNwcKB+/fps27YtUceYMmUK7dq1w83NMsDUmTNnCAkJoX79+tYynp6eBAYGsm3bNtq1a8e2bdvIli2bNckHqF+/Pg4ODuzYsYMWLVokOE90dDTR0dHW9fDw8ETF5+jomCJ9mOXRLoTeZtXhEOqV8CXAS4OPpVVXwu/y3s8H2HDsGgCBATkY/XI58uXIYpd4KvvnYNEbNeg6bSfnbtym5Xdbmdy5MlUDkj6Nnz1ci4im2/SdhN2JpUL+bIxpW0FJvkhaVK03ZPGCX16HQz/DnZvQ5kcNnpXWXNgFv/aB68cs66VaQqMvIGvyjRcjieBVBJ7/xNLd5fgKyxgXp9bBmU2WJVcZ6LDg6WxdEXbR0pUELNdISb7cx65txa5fv058fDy+vr422319fQkJCXns/jt37uTQoUO8+uqr1m339nvUMUNCQhJ0C3ByciJHjhwPPe+IESPw9PS0Lvny5Xv8GxS7OH4lghbfbeXTZUeoO3oDXabuZN3RKxlqkLWMYMn+yzz/9SY2HLuGi5MDHzYtyZye1eyW5N9zb575CvmzEXYnlo4/7GDJ/st2jSkxbsfE8eqMXVwIvUOBnFn4oXPldD/OgEiGVvZl6DAPnN0sScuMZhB1/fH7ScqLuQ2rBsOUBpYk380H2v4EL09Tkm9PTi5Q8iXotAjePgC1B0GWnJZ+/VMawNWj9o4w9f3+AcTehnzVoGxbe0cjaUy67hQ2ZcoUypQp89CB+5JTUFAQYWFh1uXChQspfk5JuiPB4bSftJ3rkdF4ZXXBZIKNx6/Rffpu6o7ewKRNp7h1O+bxB5IUczMqhj6z9/LWnD8JuxNL2byeLH/rWXo8G4BDGql9zpnVlTk9q/FCqVzExJt5a86fTNhwKs1OmRlvNnhrzj72XwwjexZnpnWtQs6sT3EzRpH0onB96LLU0hz88l6Y2tAyRZbYz9nNMOEZ2DYOMCwD7fXZYWkeLmlHtvxQNwheXQs5C0PYBZj6PJzd8vh9M4rTG+DwYstghU1GqyuJJGDXRN/LywtHR0euXLlis/3KlSvkypXrkftGRUUxd+5cevToYbP93n6POmauXLm4evWqzetxcXGEhoY+9Lyurq54eHjYLJK2HLoURofJ27kRFUOZPJ6sGVCbDQPr0LNmAB6ZnDgfepvhy48SOHwt7y08wKFLYfYO+amz/uhVnh+ziWUHgnF0MPF2/SL83PsZCvu42zu0BDI5OzL+lYr0eNYyWv3nK48y+JdDxMWnrXl9DcNg2NLDrDlyBRcnB37oUpmC6WxcAZGnWt5K0H0VeOaDGyctyf6Vw/aO6ukTHQHL3oHpTeDmGfDIY2kO3mKiZe53SZtyBECP1ZAv0DJK/4/N4dAie0eV8uJjYfm7lp+rvGrpviDyL3ZN9F1cXKhUqRJr1661bjObzaxdu5bq1as/ct8FCxYQHR1Nx44dbbYHBASQK1cum2OGh4ezY8cO6zGrV6/OrVu32LNnj7XMunXrMJvNBAYGJsdbk1R24OItOkzezs3bsZTPl42fXg0kWxYXCuR0Y3CTkux4vz6ftypDidweRMeZmbf7Ak2/3UzrCVv5dd8lYuLSVvKW0URGxxG06ADdpu/iWkQ0hX2ysviNZ3i7flGcHdNuwyJHBxMfNi3JkGYlMZlg9o7zvDpzN5HRcfYOzWrK5jPM2HYOkwnGtC1PpQL6QiqS7ngXtST73iUgIhimNYJziRurSJLBqXXw3TOw6wfLeqWu8MY2KPq8XcOSRMqSAzr/CsWbQnwMLOwGW8dZZrnIqHZMtHQryeIFdd+3dzSSRtl91P158+bRpUsXvv/+e6pWrcqYMWOYP38+R48exdfXl86dO5MnTx5GjBhhs1/NmjXJkycPc+fOTXDMzz//nJEjR9pMr3fgwIEE0+tduXKFiRMnWqfXq1y5crJNryepZ+/5m3SZspOI6DgqFcjO9G5VcM/k/MCyhmGw59xNZmw7x4qDwcT93W/fK6srHQLz80pgfnw9Umc6t6fFzjOhvLNgHxdC72AyQY8aAQxsWIxMzumr//jvh0N4a+6f3I01U8rPg6ldq9j9b2X5wWD6zN6LYcDgxiXoWUtTDT3tdG9KXql+PW+Hwpx2cGEHOGWC1tOgeOOUP+/T6s4tSx/nP3+0rGfLDy9+CwXr2DMqeVLmeFgZBDu/t6wH9oaGn4FD+vq+8VgRIfBtJYiJhBfHWaYalKdKupleD2DcuHGMGjWKkJAQypcvz9ixY60163Xq1MHf35/p06dbyx87dozixYvz+++/06BBgwTHMwyDjz/+mEmTJnHr1i2effZZvvvuO4oWLWotExoaSt++fVm6dCkODg60atWKsWPHkjVr4pq86stU2rD7bChdp+0iMjqOqv45mNqtClldEzeZxNXwu8zZeYFZO85xNcIyo4KTg4mGpXPRuVoBqgbkSPXp3TKSu7HxfLX6OJP/OI1hQJ5smfmyTTmqFcxp79Ce2L4Lt3h1xi6uR8bg55mJad2qUiyXfbod7DkXSvvJO4iJM9O5egGGvlhKf6+ie1Mys8v1jLltqZE8vhJMjvDiWKjQ8fH7SdIcWwm/vW1pQQFQ9TWo95FmPkjvDMMyvsLvH1jWS7wILSeBc2b7xpWcfu4JB+dDnsqWbgvJMNWxpC/pKtFPj/Rlyv62n75B9+m7uB0TT/WCOZnStTJZXJI+Y2RsvJlVh0OYufUcO8+GWrcXz+VO5+r+NK/g90THfZoduhTGgPn7OH4lEoC2lfPxQdMSD21pkZ6cv3GbrtN3cvpaFO6uTkzsVIkahb1SNYYz16No+d0Wbt6OpX4JH77vVFnT6Amge1Nys9v1jI+Fpf1g3yzLev0hUONtDbaVHG6Hwor3LIkSQI5C8NI4KPCMfeOS5HVwIfzS29KUP181aD8nY4y1cHYLTG8MmKDnOshT0d4RiR0o0U9h+jJlX1tOXqfHjF3cjTVTs4gXkzolz1RiR4LDmbntHL/8eYk7sfEAuGdyok3lfHSqVgB/L7f/fI6MLC7ezHcbTjF27QnizAZeWV35vFUZ6pXwffzO6cit2zH0+nEPO8+E4uRgYmSrsrSulDdVzn0jMpqWE7Zy7sZtyub1ZG6vanoQJVa6NyUvu15Pw4A1H8OWbyzr1frA85+q9u6/+OtXy4B7UdcsI5VX72vp35yRanvlH2c3w9wOlkH6chaBjgshu7+9o3py8XHwfS24etgyjkSzb+wdkdiJEv0Upi9T9rPx+DV6zdxNdJyZusW8mdCxUrL39w67HcuCPRf4cfs5zt24bd1eu6g3XZ4pQO2iPqpB/ZeTVyN5Z75lijeAxmVy8WnzMuRwc7FzZCkjOi6egQsOsHT/ZQD61y/KW/UKp2jz+bux8bSfvJ0/z98ib/bMLH6jBt7umkZP/qF7U/JKE9dz6zj4fbDl5zJt4KXxlvnEJfEir8LygZZEHyyDHr403jLjgWRsV4/AT60h/CK4+cAr88Gvgr2jejI7vocV70Lm7PDm3ozRQkGeiBL9FJYmbv5PoXVHr/D6j3uJiTdTv4Qv41+pgKtTyg2yYjYbbDpxjZnbzrH+2FXrAK75c2ShY7X8tKmcj2xZnu4vXGazwYxtZxm54ijRcWY8MjnxSfPSvFjOL8P3GTebDUb9fowJG04B0LpSXoa3KIOLU/LXuMWbDfrM2svKwyF4Znb+e1pC9SUVW7o3Ja80cz33z4Nf3wBzHBSqB21/BBe1MHssw4CDCyzJ0Z2bljEPag6AWv8DJz0kfWqEB8Osl+HKQXB2gzYzoEjCMb7StMir8G1liA6DJl9BlR6P30cyLCX6KSzN3PyfIr8fDqHP7L3Exhu8UCoXY9tXSJGE6mHO3Yjip+3nmLfrAuF3LdOruTo50Lx8HjpVL0DpPJ6pFktacenWHQbO38+20zcAqFXUmy9alSWX59M1c8HsHef58NdDxJsNni3sxXcdK+KRzOMRfPLbX0zZfAYXRwd+7FGVwHQ8qKGkHN2bkleaup4nVsP8zhB7G/JUsszx7qbPgYcKvwy/DYDjKyzrucpYavFzl7NvXGIfd8Nhfic4vcHywKfZGKjY2d5RJd4vb1jG7MhdDnquz3gzCUiSKNFPYWnq5v8UWHEwmDfn/Emc2aBJ2dyMaVvebvOv34mJZ8n+S0zfeo4jweHW7ZULZKfzM/68UCpXqj6AsAfDMFi45yLDlv5FRHQcmZ0dGdykBK8E5s/wtfgPs/7YVfrM2svtmHiK+bozrVsV/LIlT7/PaVvOMHTpXwCMbV+BF8v5JctxJePRvSl5pbnreWEXzH7ZUjudswh0WgzZ8tk7qrTFMODPn2DVYEvtp6ML1H7XMpihY/ofEFb+g7gYWPoW7J9jWa/9HtQJSvuDXF7YCVP+boHQYzXkq2rfeMTulOinsDR388/Alu6/zNvz9hFvNnipvB9fvlwOJzsl+fczDIM9524yY9s5VhwMJs5s+a/k7e5K+6r5eSUwv93nWU8J1yOjCVp0kNV/XQGgUoHsfPlyOQ1UiGW2ge7Td3E1IhpfD1emdq1CKb//1tJj1eEQXv9pD4YB775QjDfqFE6maCUj0r0peaXJ63ntGPzYAsIvgbsfdFoEPiXsHVXacOs8LHkLTq+3rOepZKnF1/WRewwD1n8Gm0ZZ1st3tNTup9WHQOZ4mFwXgvdbYm0+3t4RSRqgRD+Fpcmbfwa0+M+LvDN/P2YDWlXMyxety6bJQfCuht9lzs4LzNpxjqsR0QA4OZhoWDoXXar7U8U/e7qt6Y6NN3MzKoZrkdEcCY5g+PIjhEbF4OLowIDni9KzZsE0+Tuxl0u37tBt2k6OX4nEzcWR8a9UpE4xnyc61p/nb9J+8nbuxprpEJifz5qXTrd/R5I6dG9KXmn2eoZdhB9bwvVjkCkbdJgP+QPtHZX9mM2wewqsGQIxkeCUCeoOhup91MRZHmz3NFg2AAyzZdyLNjPA1d3eUSW0a4olTldPeHMPZPW2d0SSBijRT2Fp9uafgSzYfYF3fz6AYUC7KvkY3qIMDmk8oYyNN7PqcAgzt55j59lQ6/biudzpXN2f5hX80sRUaLdj4rgRaUneb0TGcD0ymhuR0Vy3brP8fCMympu3YxPsXzyXO1+3LU+J3Prbf5Dwu7H0/mkPW07ewNHBxKfNS9O+av4kHePcjShafreVG1Ex1C3mzeTOldNESxZJ2zLyvWnTpk2MGjWKPXv2EBwczOLFi2nevPlDy2/evJn33nuPo0ePcvv2bQoUKMBrr71G//79E33ONH09b4fC7DZwcRc4ZbYkKkUb2juq1HfjlKUW/9xmy3r+6vDiOPBS6yd5jGMrYWE3y7gXucrCKwvAPZe9o/pH1A34tiLcvQWNvoDA1+wdkaQRSvRTWJq++WcAc3aeJ2jRQQA6VsvPsBdLp/kk/9+OBIczc9s5fvnzEndi4wFwz+REm8r56FStQLI2dTebDcLuxHIjKpprETHciIrmekQ0N6IsSbx129+J/e2Y+CQd38EEOdxc8crqQsNSuehTt3CGH4fgv4qJMxO06CA/770IQJ+6hRj4fLFE1cjfjIqh1YStnL4eRek8HszrVR03V/s/IJK0LyPfm1asWMGWLVuoVKkSLVu2fGyi/+eff3L06FHKli2Lm5sbmzdv5rXXXuPrr7+mV69eiTpnmr+eMVEwvwucXG0ZYOylcVC+g72jSh3BB2DXZDgwH+LuWkZTrz8EqrwKDro/SSJd2gOz2sDt6+CZHzouBO9i9o7KYmk/2DMdfEtDr43gqO8BYqFEP4Wl+Zt/OvbjtrN8+OthALo+48/HzUqm6+bKYbdjWbDnAj9uP8e5G7et2+sU86Zz9QLUKerzwIcYsfFma2379ftr3qNiuB4RzfV7/0ZGExoVYx0jILFcnRzwyuqKl7srXm4ueGV1JWfWf/71zupKzqyW5D57Fpd096AlLTAMgzFrTvDN2hMAvFTejy9al33klJB3Y+Pp+MMOdp+7SZ5smVn8xjP4ZMCxHiRlPC33JpPJ9NhE/0FatmyJm5sbP/74Y6LKp4vrGR8Lv/aFA3Mt6w2GQY1+9o0ppcRFw1+/wq4f4MKOf7YH1IYXx0J2f7uFJulY6Gn4qTWEnrJ0hWk/Bwo8Y9+YLu2Fyc8BBnRbYf94JE1J7L1Jj4YkTZm6+QzDfrOMLt6zZgDvNy6RrpN8AM8szrxasyDdawSw6cQ1Zm47x/pjV9lw7Bobjl0jf44s1Czixa3bsf8k9VEx3HpAk/nH8cjkZEnc/07QvbK6ktPNFS93F3K6ueL9979e7q64uTim+2ub1plMJvo3KEre7JkJWnSQX/ddJjjsLpM6VSJbFpcE5c1mg3cW7Gf3uZu4Z3JiWrcqSvJFksmff/7J1q1b+fTTTx9aJjo6mujoaOt6eHj4Q8umGY7O0HyCpe/u1m9h9UeWObcbfJJxarZvXYA902DvTIi6Ztnm4AQlX4IqPSF/tbQ/crqkXTkKWkazn9PW0hVmZnNo+T2UamGfeMxmWD4QMKBsWyX58sSU6EuaMWnTKYYvPwpA7zqFeLdh4po5pxcODibqFPOhTjEfzt2I4qft55i36wLnQ28za8f5B+7j6GAix9+17f8k7i7WZP6fmndLAq/m9GnTy5XzkdszM71/2sPOM6G0mrCV6d2qki9HFptyn686yrIDwTg7mvi+UyWK+qbBgYFE0pm8efNy7do14uLiGDJkCK+++upDy44YMYKhQ4emYnTJxMEBnv8U3Lwtif62cRB13dKUP62OJv44ZjOc2QA7f4DjKyyDpoFlpoHK3aBiF3D3tWuIkoG45YTOS2BRTzj6GyzoBuGXLQM6prZ9P1m6FLi4W1roiDwhNd1/QumiOV86Mn79SUatOgbAW/WK0L9+kQyV5D/MnZh4lh64zPkbty3J+t8J/b1m89kyO6vJfAZyNCScbtN2ERx2F6+sLkzpUoVy+bIB8OP2c3z4yyEAvmpTjpYV89oxUkmvnpZ7U1Ka7p85c4bIyEi2b9/OoEGDGDduHO3bt39g2QfV6OfLly99Xc99sy1N+Y14KPI8vDwdXNLR9Kd3blnmOd/1A9w4+c/2gFqW2vtijdVXWVKOOR5WvGcZ/wGg2hvw/Gep1zrmdiiMqwy3b1jO+0zf1DmvpCtqui/pxjdrTvD1muMADGhQlLfqFbFzRKkns4sjbSrns3cYkkqK5/Lglz416DZtF38Fh9Nu0nbGtq+Agwk+/tWS5L/ToKiSfJFkFBAQAECZMmW4cuUKQ4YMeWii7+rqiqura2qGl/zKd4AsOS2D9J34HWa+ZJl+L0sOe0f2aCEHYedkOLjAMgo6WGo0y7e3DLCXVgZIk4zNwREaj4Js+SytY7Z/B+GXoMUkcE6FrnTrh1uSfO/iGmVf/jMl+mI3hmHw1erjfLvO8sT+3ReK8UYdTYcjGZuvRybmv16dPrP2svH4NV77cTfOjg6YDWhbOR99n9P/AZGUYjabbWrsM6yiDaHzr/9Mvzf1Bei0CDzT2EPEuJj7Btfb/s92n5KW5L5sW3DNar/45OlkMlkGtPTIA4tft/yNRl6FdrNT9oFZ8AHYPcXyc6Mv0m+3G0kzlOiLXRiGwecrjzFx4ykAPmhSgldrFrRzVCKpI6urE1O6VObDXw8zZ+d5ouPM1CzixactSj8VXVZEnkRkZCQnT/7TlPvMmTPs27ePHDlykD9/foKCgrh06RIzZ84EYPz48eTPn5/ixYsDsGnTJkaPHs1bb71ll/hTXf5A6L4SfmwJ14/BlOeh0+K0UTMedhF2T4O9M2wH1yvxoiXBL/CMBtcT+yvTGrL6wNyOcH4bTG0IryyE7AWS/1yGYRmAzzBbBgEsWDv5zyFPHSX6kuoMw+DTZUeYsvkMAEOalaRrjQA7RyWSupwcHRjeojSl/Dw4GhLOey8Ux9lRgymKPMzu3bupW7eudX3AgAEAdOnShenTpxMcHMz58/8MbGo2mwkKCuLMmTM4OTlRqFAhPv/8c1577SlqDutTAnr8Dj+2gBsnLIlKhwWQr0rqx2IYcHqDpfb+2PL7BtfLDZW6QaUu4J4r9eMSeZSAWpYHZrNaw/XjMKWBpSuMX/nkPc/+uZYpI52zWPrmiyQDDcb3hJ6WAY+Sm2EYDFlymBnbzgHwafPSdKyWAk9GRUSeQro3Ja8Mcz2jblia8V/abUkk2syEIg1S59x3w2DfvcH1Tvyz3b+mpfa+eBM1UZa0L/wyzHoZrhwCZ7e//w/VT55j3w2DbytD1FWo9zHUHJA8x5UMK7H3JlUfSaoxmw0G/3KIGdvOYTLByJZllOSLiIikNLec0GUJFKpnGehuTjvYPy9lzxlyCJb2gy+Lw8r3LEm+i7tl5Pw3dkDX36BUcyX5kj54+EG35RBQG2KjLA/O9v6YPMfeMNKS5OcsbJ/p/CTDUtN9SRXxZoOgRQeYv/siJhOMal2O1pXS2KBAIiIiGZWLG7SfC7/2gYPzYXEvS//45Jy+Ky4Gjiyx1N6f3/bPdu/iltr7cu3A1T35zieSmjJ5WvroL+kLB+ZZ/g2/BLXfe/IxJa78BTu+t/zc6HNwSuezfkiaokRfUly82eB/C/az6M9LOJjg67bleal8HnuHJSIi8nRxcoEW34ObN2wfD78PttQk1h/63wa/C7sEe6bBnhmW44FlcL3iTaFqTyhQQ4PrScZw7/+QZ17440vYMALCLkDTMUlvnWIYsPx/YMRb/q8UTqauACJ/U6IvKSou3syA+ftZsv8yjg4mvmlXnqZl/ewdloiIyNPJwQEafgZZvWHNENjyDURdh2ZjwTEJXwsNA85stNTeH11uSVYAsuaCyt2gYhfwyJ0ib0HErkwmqPeRZfq95QPhz58gIgRenpG06SAP/QznNoNTJmg4POXilaeWEn1JMbHxZt6eu49lB4NxcjAxrkMFXiitm76IiIhdmUzwbH9Lzf6St2DfLLh9A1pPA5csj973bphlhPBdP1hGIb+nwLNQ9VVLzaT63cvToEoPS9/9Bd3g5BqY3tgyq4W77+P3jY6A3z+w/FzznZSZsk+eekr0JUXExJl5c85eVh2+grOjie9eqUSDkon44BMREZHUUaEjZMkJC7rC8ZWWafg6zIXM2ROWvXLYktzvn2cZjAzAJSuUbWvpf+9bMlVDF0kTijWCrsssg/MF74cp9eGVn8G76KP32/gFRARDdn945q1UCVWePhp1X5JddFw8vX/aw6rDV3BxcmBSp8pK8kVERNKiYo2g0y+WgcYubIepjSxTiYFlcL1DP1u2TXgGdk+1JPlexaDxaBhwBJp+pSRfnm55K0GP3yFHQbh1HqY0gHPbHl7+2nHY/p3l5xc+B+dMqROnPHVUoy/J6m5sPK/9uIeNx6/h6uTA5M6VqVXU295hiYiIyMMUqA7dVsBPreDaEZjyPJRpDftmQ+QVSxmTo2XO+6o9wb+mBtcTuV/OQtBjNcxuC5d2w8yXoNVkKPmSbTnDgBX/A3McFH0Bir1gn3jlqaAafUk2d2LieXXGbjYev0ZmZ0emda2iJF9ERCQ98C0F3VdZ5vIOuwCbv7Yk+Vl9LdOH9T8EbX+EgFpK8kUexM0LuiyFoo0gPhrmd4HtE2zLHFkCpzeAoyu8MMIuYcrTQzX6kiyiouPoMWMX20+HksXFkuQHFsxp77BEREQksbIXsCT7v/SGuLtQqSsUb2aZUkxEHs8lC7T9CVa8C7unwMpBEHYRGnwCcXdg5fuWcjX6WZr6i6QgJfryn0VGx9Ft2k52nb1JVlcnZnSvQqUCOewdloiIiCSVmxe8ssDeUYikX45O0ORL8MwLa4fCtnEQfskyHV/4RfDMb5n1QiSFKdG3M8MwaDtpO95ZXfHLlgm/bJnJky2z9d9sWZwxpeEmcuF3Y+k6dSd7z9/CPZMTM7tXpUL+B4zWKyIiIiLyNDCZoOYAS3L/ax84vPif114Y/vhpLEWSgRJ9O7t5O5adZ0If+npmZ8cEDwAsSybyZMtMLs9MuDo5pmLE/wi7HUvnqTvYfzEMz8zO/NQjkDJ5Pe0Si4iIiIhImlKuLbj7wrxOEB0OhZ6D4k3tHZU8JZTo21lmZ0cmdqzIpVt3uXzrjnW5dOsu1yOjuRMbz6lrUZy6FvXA/U0m/m4NcO9BQCbrw4B7Dwayp0CrgJtRMXSauoNDl8LJnsWZn14NpJSfknwREREREauCdSwj8h9eBFVe1WCWkmqU6NtZZhdHXiid+4Gv3Y2NJyTs7t+J/x0u33sYEHZv/Q53Y81cjYjmakQ0+y7ceuBxMjk7WBP/5GgVcCMymo5TdnIkOJycbi7M6hlI8VweT/L2RUREREQyNp/i4PO+vaOQp4wS/TQsk7Mj/l5u+Hu5PfB1wzAIjYrh8q271sT/nwcBlocC1yKiuRtr5vS1KE4/pFUAgLf7vVYBmfDz/LtFQPaErQKuRUTzyg/bOX4lEq+srszpGUgRX/eUugQiIiIiIiKSREr00zGTyUTOrK7kzOr60L7x0XGWVgE2LQL+biFwf6uAaxHRXIuIZv+FB5/rXquAqOg4roRH4+vhyuye1SjknTUF36GIiIiIiIgklRL9DM7VyZECOd0okPPhrQJu3o69r3vAveWfVgJX72sVAODnmYnZPas9tKWBiIiIiIiI2I8S/aecyWQih5sLOdxcKJ3n4a0CroRFc+nWHW7ejqF6wZxkd3NJ5UhFREREREQkMZToy2O5OjmSP2cW8ufUnJ8iIiIiIiJpnYO9AxARERERERGR5KNEX0RERERERCQDUaIvIiIiIiIikoHYPdEfP348/v7+ZMqUicDAQHbu3PnI8rdu3aJPnz7kzp0bV1dXihYtyvLly62v+/v7YzKZEix9+vSxlqlTp06C119//fUUe48iIiIiIiIiqcWug/HNmzePAQMGMHHiRAIDAxkzZgwNGzbk2LFj+Pj4JCgfExNDgwYN8PHxYeHCheTJk4dz586RLVs2a5ldu3YRHx9vXT906BANGjTg5ZdftjlWz549GTZsmHU9SxYNNCciIiIiIiLpn10T/a+++oqePXvSrVs3ACZOnMiyZcuYOnUqgwYNSlB+6tSphIaGsnXrVpydnQFLDf79vL29bdZHjhxJoUKFqF27ts32LFmykCtXrmR8NyIiIiIiIiL2Z7em+zExMezZs4f69ev/E4yDA/Xr12fbtm0P3GfJkiVUr16dPn364OvrS+nSpRk+fLhNDf6/z/HTTz/RvXt3TCaTzWuzZs3Cy8uL0qVLExQUxO3btx8Zb3R0NOHh4TaLiIiIiIiISFpjtxr969evEx8fj6+vr812X19fjh49+sB9Tp8+zbp163jllVdYvnw5J0+e5I033iA2NpaPP/44QflffvmFW7du0bVrV5vtHTp0oECBAvj5+XHgwAHee+89jh07xqJFix4a74gRIxg6dGjS36iIiIiIiIhIKrJr0/2kMpvN+Pj4MGnSJBwdHalUqRKXLl1i1KhRD0z0p0yZQqNGjfDz87PZ3qtXL+vPZcqUIXfu3NSrV49Tp05RqFChB547KCiIAQMGWNfDw8PJly9fMr0zERERERERkeRht0Tfy8sLR0dHrly5YrP9ypUrD+07nzt3bpydnXF0dLRuK1GiBCEhIcTExODi4mLdfu7cOdasWfPIWvp7AgMDATh58uRDE31XV1dcXV0feywRERERERERe7JbH30XFxcqVarE2rVrrdvMZjNr166levXqD9ynRo0anDx5ErPZbN12/PhxcufObZPkA0ybNg0fHx+aNGny2Fj27dsHWB4kiIiIiIiIiKRndkv0AQYMGMDkyZOZMWMGR44coXfv3kRFRVlH4e/cuTNBQUHW8r179yY0NJR+/fpx/Phxli1bxvDhw+nTp4/Ncc1mM9OmTaNLly44Odk2Wjh16hSffPIJe/bs4ezZsyxZsoTOnTtTq1YtypYtm/JvWkRERERERCQF2bWPftu2bbl27RofffQRISEhlC9fnpUrV1oH6Dt//jwODv88i8iXLx+rVq2if//+lC1bljx58tCvXz/ee+89m+OuWbOG8+fP07179wTndHFxYc2aNYwZM4aoqCjy5ctHq1at+OCDD1L2zYqIiIiIiIikApNhGIa9g0iPwsPD8fT0JCwsDA8PD3uHIyIiontTMtP1FBGRtCax9ya7Nt0XERERERERkeSlRF9EREREREQkA1GiLyIiIiIiIpKBKNEXERERERERyUCU6IuIiIiIiIhkIEr0RURERERERDIQJfoiIiIiIiIiGYgSfREREREREZEMRIm+iIiIiIiISAaiRF9EREREREQkA1GiLyIiIiIiIpKBKNEXERERERERyUCU6IuIiEiat2nTJpo1a4afnx8mk4lffvnlkeUXLVpEgwYN8Pb2xsPDg+rVq7Nq1arUCVZERMTOlOiLiIhImhcVFUW5cuUYP358ospv2rSJBg0asHz5cvbs2UPdunVp1qwZf/75ZwpHKiIiYn9O9g5ARERE5HEaNWpEo0aNEl1+zJgxNuvDhw/n119/ZenSpVSoUCGZoxMREUlblOiLiIhIhmc2m4mIiCBHjhwPLRMdHU10dLR1PTw8PDVCExERSXZqui8iIiIZ3ujRo4mMjKRNmzYPLTNixAg8PT2tS758+VIxQhERkeSjRF9EREQytNmzZzN06FDmz5+Pj4/PQ8sFBQURFhZmXS5cuJCKUYqIiCQfNd0XERGRDGvu3Lm8+uqrLFiwgPr16z+yrKurK66urqkUmYiISMpRjb6IiIhkSHPmzKFbt27MmTOHJk2a2DscERGRVKMafREREUnzIiMjOXnypHX9zJkz7Nu3jxw5cpA/f36CgoK4dOkSM2fOBCzN9bt06cI333xDYGAgISEhAGTOnBlPT0+7vAcREZHUohp9ERERSfN2795NhQoVrFPjDRgwgAoVKvDRRx8BEBwczPnz563lJ02aRFxcHH369CF37tzWpV+/fnaJX0REJDWpRl9ERETSvDp16mAYxkNfnz59us36hg0bUjYgERGRNEw1+iIiIiIiIiIZiBJ9ERERERERkQxEib6IiIiIiIhIBqJEX0RERERERCQDUaIvIiIiIiIikoEo0RcRERERERHJQJToi4iIiIiIiGQgSvRFREREREREMhAl+iIiIiIiIiIZiBJ9ERERERERkQxEib6IiIiIiIhIBqJEX0RERERERCQDUaIvIiIiIiIikoEo0RcRERERERHJQJToi4iIiIiIiGQgSvRFREREREREMhAl+iIiIiIiIiIZiBJ9ERERERERkQzE7on++PHj8ff3J1OmTAQGBrJz585Hlr916xZ9+vQhd+7cuLq6UrRoUZYvX259fciQIZhMJpulePHiNse4e/cuffr0IWfOnGTNmpVWrVpx5cqVFHl/IiIiIiIiIqnJron+vHnzGDBgAB9//DF79+6lXLlyNGzYkKtXrz6wfExMDA0aNODs2bMsXLiQY8eOMXnyZPLkyWNTrlSpUgQHB1uXzZs327zev39/li5dyoIFC9i4cSOXL1+mZcuWKfY+RURERERERFKLkz1P/tVXX9GzZ0+6desGwMSJE1m2bBlTp05l0KBBCcpPnTqV0NBQtm7dirOzMwD+/v4Jyjk5OZErV64HnjMsLIwpU6Ywe/ZsnnvuOQCmTZtGiRIl2L59O9WqVUumdyciIiIiIiKS+uxWox8TE8OePXuoX7/+P8E4OFC/fn22bdv2wH2WLFlC9erV6dOnD76+vpQuXZrhw4cTHx9vU+7EiRP4+flRsGBBXnnlFc6fP299bc+ePcTGxtqct3jx4uTPn/+h5wWIjo4mPDzcZhERERERERFJa+yW6F+/fp34+Hh8fX1ttvv6+hISEvLAfU6fPs3ChQuJj49n+fLlfPjhh3z55Zd8+umn1jKBgYFMnz6dlStXMmHCBM6cOUPNmjWJiIgAICQkBBcXF7Jly5bo8wKMGDECT09P65IvX74nfOciIiIiIiIiKceuTfeTymw24+Pjw6RJk3B0dKRSpUpcunSJUaNG8fHHHwPQqFEja/myZcsSGBhIgQIFmD9/Pj169HjicwcFBTFgwADrenh4uJJ9ERERERERSXPsluh7eXnh6OiYYLT7K1euPLR/fe7cuXF2dsbR0dG6rUSJEoSEhBATE4OLi0uCfbJly0bRokU5efIkALly5SImJoZbt27Z1Oo/6rwArq6uuLq6JuUtioiIiIiIiKQ6uzXdd3FxoVKlSqxdu9a6zWw2s3btWqpXr/7AfWrUqMHJkycxm83WbcePHyd37twPTPIBIiMjOXXqFLlz5wagUqVKODs725z32LFjnD9//qHnFREREREREUkvkpzo+/v7M2zYMJsB7p7UgAEDmDx5MjNmzODIkSP07t2bqKgo6yj8nTt3JigoyFq+d+/ehIaG0q9fP44fP86yZcsYPnw4ffr0sZYZOHAgGzdu5OzZs2zdupUWLVrg6OhI+/btAfD09KRHjx4MGDCA9evXs2fPHrp160b16tU14r6IiIiIiIike0luuv/2228zffp0hg0bRt26denRowctWrR4ombtbdu25dq1a3z00UeEhIRQvnx5Vq5caR2g7/z58zg4/PMsIl++fKxatYr+/ftTtmxZ8uTJQ79+/XjvvfesZS5evEj79u25ceMG3t7ePPvss2zfvh1vb29rma+//hoHBwdatWpFdHQ0DRs25Lvvvkty/CIiIiIiIiJpjckwDONJdty7dy/Tp09nzpw5xMfH06FDB7p3707FihWTO8Y0KTw8HE9PT8LCwvDw8LB3OCIiIro3JTNdTxERSWsSe2964j76FStWZOzYsVy+fJmPP/6YH374gSpVqlC+fHmmTp3KEz4/EBEREREREZH/4IlH3Y+NjWXx4sVMmzaN1atXU61aNXr06MHFixd5//33WbNmDbNnz07OWEVERERERETkMZKc6O/du5dp06YxZ84cHBwc6Ny5M19//TXFixe3lmnRogVVqlRJ1kBFRERERERE5PGSnOhXqVKFBg0aMGHCBJo3b46zs3OCMgEBAbRr1y5ZAhQRERERERGRxEtyon/69GkKFCjwyDJubm5MmzbtiYMSERERERERkSeT5MH4rl69yo4dOxJs37FjB7t3706WoERERERERETkySQ50e/Tpw8XLlxIsP3SpUv06dMnWYISERERERERkSeT5ET/r7/+omLFigm2V6hQgb/++itZghIRERERERGRJ5PkRN/V1ZUrV64k2B4cHIyT0xPP1iciIiIiIiIiySDJif7zzz9PUFAQYWFh1m23bt3i/fffp0GDBskanIiIiIiIiIgkTZKr4EePHk2tWrUoUKAAFSpUAGDfvn34+vry448/JnuAIiIiIiIiIpJ4SU708+TJw4EDB5g1axb79+8nc+bMdOvWjfbt2+Ps7JwSMYqIiIiIiIhIIj1Rp3o3Nzd69eqV3LGIiIiIiIiIyH/0xKPn/fXXX5w/f56YmBib7S+++OJ/DkpEREREREREnkySE/3Tp0/TokULDh48iMlkwjAMAEwmEwDx8fHJG6GIiIikWxcuXMBkMpE3b14Adu7cyezZsylZsqRaB4qIiKSQJI+6369fPwICArh69SpZsmTh8OHDbNq0icqVK7Nhw4YUCFFERETSqw4dOrB+/XoAQkJCaNCgATt37mTw4MEMGzbMztGJiIhkTElO9Ldt28awYcPw8vLCwcEBBwcHnn32WUaMGMFbb72VEjGKiIhIOnXo0CGqVq0KwPz58yldujRbt25l1qxZTJ8+PdHH2bRpE82aNcPPzw+TycQvv/zyyPLBwcF06NCBokWL4uDgwNtvv/3kb0JERCSdSXKiHx8fj7u7OwBeXl5cvnwZgAIFCnDs2LHkjU5ERETStdjYWFxdXQFYs2aNdSyf4sWLExwcnOjjREVFUa5cOcaPH5+o8tHR0Xh7e/PBBx9Qrly5pAcuIiKSjiW5j37p0qXZv38/AQEBBAYG8sUXX+Di4sKkSZMoWLBgSsQoIiIi6VSpUqWYOHEiTZo0YfXq1XzyyScAXL58mZw5cyb6OI0aNaJRo0aJLu/v788333wDwNSpU5MWtIiISDqX5ET/gw8+ICoqCoBhw4bRtGlTatasSc6cOZk3b16yBygiIiLp1+eff06LFi0YNWoUXbp0sdauL1myxNqkP62Ijo4mOjrauh4eHm7HaERERJ5ckhP9hg0bWn8uXLgwR48eJTQ0lOzZs1tH3hcREREBqFOnDtevXyc8PJzs2bNbt/fq1YssWbLYMbKERowYwdChQ+0dhoiIyH+WpD76sbGxODk5cejQIZvtOXLkUJIvIiIiCdy5c4fo6Ghrkn/u3DnGjBnDsWPH8PHxsXN0toKCgggLC7MuFy5csHdIIiIiTyRJNfrOzs7kz5+f+Pj4lIpHREREMpCXXnqJli1b8vrrr3Pr1i0CAwNxdnbm+vXrfPXVV/Tu3dveIVq5urpaBw4UERFJz5I86v7gwYN5//33CQ0NTYl4REREJAPZu3cvNWvWBGDhwoX4+vpy7tw5Zs6cydixY+0cnYiISMaU5D7648aN4+TJk/j5+VGgQAHc3NxsXt+7d2+yBSciIiLp2+3bt63T8v7++++0bNkSBwcHqlWrxrlz5xJ9nMjISE6ePGldP3PmDPv27SNHjhzkz5+foKAgLl26xMyZM61l9u3bZ9332rVr7Nu3DxcXF0qWLJk8b05ERCSNSnKi37x58xQIQ0RERDKiwoUL88svv9CiRQtWrVpF//79Abh69SoeHh6JPs7u3bupW7eudX3AgAEAdOnShenTpxMcHMz58+dt9qlQoYL15z179jB79mwKFCjA2bNn/8M7EhERSftMhmEY9g4iPQoPD8fT05OwsLAkfVERERFJKWnx3rRw4UI6dOhAfHw8zz33HKtXrwYsI9xv2rSJFStW2DnCh0uL11NERJ5uib03JblGX0RERCSxWrduzbPPPktwcDDlypWzbq9Xrx4tWrSwY2QiIiIZV5ITfQcHh0dOpacR+UVEROR+uXLlIleuXFy8eBGAvHnzUrVqVTtHJSIiknElOdFfvHixzXpsbCx//vknM2bMYOjQockWmIiIiKR/ZrOZTz/9lC+//JLIyEgA3N3deeeddxg8eDAODkmeAEhEREQeI8mJ/ksvvZRgW+vWrSlVqhTz5s2jR48eyRKYiIiIpH+DBw9mypQpjBw5kho1agCwefNmhgwZwt27d/nss8/sHKGIiEjGk2x99KtVq0avXr2S63AiIiKSAcyYMYMffviBF1980bqtbNmy5MmThzfeeEOJvoiISApIlvZyd+7cYezYseTJkyc5DiciIiIZRGhoKMWLF0+wvXjx4oSGhtohIhERkYwvyTX62bNntxmMzzAMIiIiyJIlCz/99FOyBiciIiLpW7ly5Rg3bhxjx4612T5u3DjKli1rp6hEREQytiQn+l9//bVNou/g4IC3tzeBgYFkz549WYMTERGR9O2LL76gSZMmrFmzhurVqwOwbds2Lly4wPLly+0cnYiISMaU5ES/a9euKRCGiIiIZES1a9fm+PHjjB8/nqNHjwLQsmVLevXqxaeffkrNmjXtHKGIiEjGYzIMw0jKDtOmTSNr1qy8/PLLNtsXLFjA7du36dKlS7IGmFaFh4fj6elJWFgYHh4e9g5HREQkXd2b9u/fT8WKFYmPj7d3KA+Vnq6niIg8HRJ7b0ryYHwjRozAy8srwXYfHx+GDx+e1MOJiIiIiIiISDJKcqJ//vx5AgICEmwvUKAA58+fT5agREREREREROTJJDnR9/Hx4cCBAwm279+/n5w5cyZLUCIiIiIiIiLyZJI8GF/79u156623cHd3p1atWgBs3LiRfv360a5du2QPUERERNKfli1bPvL1W7dupU4gIiIiT6EkJ/qffPIJZ8+epV69ejg5WXY3m8107txZffRFREQEAE9Pz8e+3rlz51SKRkRE5OmS5FH37zlx4gT79u0jc+bMlClThgIFCjxRAOPHj2fUqFGEhIRQrlw5vv32W6pWrfrQ8rdu3WLw4MEsWrSI0NBQChQowJgxY2jcuDFgGSxw0aJFHD16lMyZM/PMM8/w+eefU6xYMesx6tSpw8aNG22O+9prrzFx4sREx62ReEVEJK3RvSl56XqKiEhak9h7U5Jr9O8pUqQIRYoUedLdAZg3bx4DBgxg4sSJBAYGMmbMGBo2bMixY8fw8fFJUD4mJoYGDRrg4+PDwoULyZMnD+fOnSNbtmzWMhs3bqRPnz5UqVKFuLg43n//fZ5//nn++usv3NzcrOV69uzJsGHDrOtZsmT5T+9FREREREREJC1IcqLfqlUrqlatynvvvWez/YsvvmDXrl0sWLAg0cf66quv6NmzJ926dQNg4sSJLFu2jKlTpzJo0KAE5adOnUpoaChbt27F2dkZAH9/f5syK1eutFmfPn06Pj4+7NmzxzqmAFgS+1y5ciU6VhEREREREZH0IMmj7m/atMnaTP5+jRo1YtOmTYk+TkxMDHv27KF+/fr/BOPgQP369dm2bdsD91myZAnVq1enT58++Pr6Urp0aYYPH058fPxDzxMWFgZAjhw5bLbPmjULLy8vSpcuTVBQELdv335kvNHR0YSHh9ssIiIiIiIiImlNkmv0IyMjcXFxSbDd2dk5Scnv9evXiY+Px9fX12a7r68vR48efeA+p0+fZt26dbzyyissX76ckydP8sYbbxAbG8vHH3+coLzZbObtt9+mRo0alC5d2rq9Q4cOFChQAD8/Pw4cOMB7773HsWPHWLRo0UPjHTFiBEOHDk30+xMRERERERGxhyQn+mXKlGHevHl89NFHNtvnzp1LyZIlky2wBzGbzfj4+DBp0iQcHR2pVKkSly5dYtSoUQ9M9Pv06cOhQ4fYvHmzzfZevXpZfy5Tpgy5c+emXr16nDp1ikKFCj3w3EFBQQwYMMC6Hh4eTr58+ZLpnYmIiIiIiIgkjyQn+h9++CEtW7bk1KlTPPfccwCsXbuW2bNns3DhwkQfx8vLC0dHR65cuWKz/cqVKw/tO587d26cnZ1xdHS0bitRogQhISHExMTYtDTo27cvv/32G5s2bSJv3ryPjCUwMBCAkydPPjTRd3V1xdXVNVHvTURERERERMRektxHv1mzZvzyyy/WZvPvvPMOly5dYt26dRQuXDjRx3FxcaFSpUqsXbvWus1sNrN27VqqV6/+wH1q1KjByZMnMZvN1m3Hjx8nd+7c1iTfMAz69u3L4sWLWbduHQEBAY+NZd++fYDlQYKIiIiIiIhIepbkRB+gSZMmbNmyhaioKE6fPk2bNm0YOHAg5cqVS9JxBgwYwOTJk5kxYwZHjhyhd+/eREVFWUfh79y5M0FBQdbyvXv3JjQ0lH79+nH8+HGWLVvG8OHD6dOnj7VMnz59+Omnn5g9ezbu7u6EhIQQEhLCnTt3ADh16hSffPIJe/bs4ezZsyxZsoTOnTtTq1YtypYt+ySXQ0RERERERCTNSHLT/Xs2bdrElClT+Pnnn/Hz86Nly5aMHz8+Scdo27Yt165d46OPPiIkJITy5cuzcuVK6wB958+fx8Hhn2cR+fLlY9WqVfTv35+yZcuSJ08e+vXrZzPV34QJEwCoU6eOzbmmTZtG165dcXFxYc2aNYwZM4aoqCjy5ctHq1at+OCDD57wSoiIiIiIiIikHSbDMIzEFg4JCWH69OlMmTKF8PBw2rRpw8SJE9m/f3+KD8SX1oSHh+Pp6UlYWBgeHh72DkdERET3pmSm6ykiImlNYu9NiW6636xZM4oVK8aBAwcYM2YMly9f5ttvv02WYEVEREREREQkeSS66f6KFSt466236N27N0WKFEnJmERERERERETkCSW6Rn/z5s1ERERQqVIlAgMDGTduHNevX0/J2EREREREREQkiRKd6FerVo3JkycTHBzMa6+9xty5c/Hz88NsNrN69WoiIiJSMk4RERERERERSYQkT6/n5uZG9+7d2bx5MwcPHuSdd95h5MiR+Pj48OKLL6ZEjCIiIiIiIiKSSElO9O9XrFgxvvjiCy5evMicOXOSKyYREREREREReUL/KdG/x9HRkebNm7NkyZLkOJyIiIiIiIiIPKFkSfRFREREREREJG1Qoi8iIiIiIiKSgSjRFxEREREREclAlOiLiIiIiIiIZCBK9EVEREREREQyECX6IiIiIiIiIhmIEn0RERERERGRDESJvoiIiIiIiEgGokRfREREREREJANRoi8iIiIiIiKSgSjRFxEREREREclAlOiLiIiIiIiIZCBK9EVEREREREQyECX6IiIikuZt2rSJZs2a4efnh8lk4pdffnnsPhs2bKBixYq4urpSuHBhpk+fnuJxioiIpAVK9EVERCTNi4qKoly5cowfPz5R5c+cOUOTJk2oW7cu+/bt4+233+bVV19l1apVKRypiIiI/TnZOwARERGRx2nUqBGNGjVKdPmJEycSEBDAl19+CUCJEiXYvHkzX3/9NQ0bNkypMEVERNIE1eiLiIhIhrNt2zbq169vs61hw4Zs27btoftER0cTHh5us4iIiKRHSvRFREQkwwkJCcHX19dmm6+vL+Hh4dy5c+eB+4wYMQJPT0/rki9fvtQIVUREJNkp0RcREREBgoKCCAsLsy4XLlywd0giIiJPRH30RURE5P/t3Xd4VNXWx/HvTHpCGiUhQCD0JpDQIqCCEg2oCAqKgDRRLwhIueqFVymiwr2iXhSwYAMLAhZsFIUoRUBAmpQQOqEkIbQ0SJ15/zgwOJcgASeZZPh9nmeeTM6cOWfNMbJnnb332i6ncuXKpKSk2G1LSUkhICAAHx+fQt/j5eWFl5dXSYQnIiJSrNSjLyIiIi6nTZs2xMXF2W1btmwZbdq0cVJEIiIiJUeJvoiIiJR6mZmZbN26la1btwLG8nlbt24lMTERMIbd9+vXz7b/4MGDOXDgAM8++yy7d+/mrbfeYsGCBYwaNcoZ4YuIiJQoJfoiIiJS6v3+++9ERUURFRUFwOjRo4mKimL8+PEAJCUl2ZJ+gJo1a7Jo0SKWLVtGs2bNeO2113j//fe1tJ6IiNwQTFar1ersIMqi9PR0AgMDSUtLIyAgwNnhiIiIqG1yMF1PEREpbYraNqlHX0RERERERMSFKNEXERERERERcSFK9EVERERERERciBJ9EREREREREReiRF9ERERERETEhSjRFxEREREREXEhSvRFREREREREXIgSfREREREREREXokRfRERERERExIUo0RcRERERERFxIU5P9GfOnElERATe3t5ER0ezYcOGv9z/7NmzDB06lLCwMLy8vKhXrx6LFy++pmNmZ2czdOhQKlSoQLly5ejevTspKSkO/2wiIiIiIiIiJc2pif78+fMZPXo0EyZMYPPmzTRr1ozY2FhOnDhR6P65ubnceeedHDp0iC+//JKEhATee+89qlatek3HHDVqFN9//z1ffPEFK1eu5Pjx4zzwwAPF/nlFREREREREipvJarVanXXy6OhoWrVqxYwZMwCwWCyEh4czfPhwxowZc9n+77zzDlOnTmX37t14eHhc1zHT0tKoVKkSc+fOpUePHgDs3r2bhg0bsm7dOm6++eYixZ6enk5gYCBpaWkEBARcz8cXERFxKLVNjqXrKSIipU1R2yan9ejn5uayadMmYmJiLgVjNhMTE8O6desKfc93331HmzZtGDp0KKGhodx0001MnjyZgoKCIh9z06ZN5OXl2e3ToEEDqlevfsXzAuTk5JCenm73EBERERERESltnJbonzx5koKCAkJDQ+22h4aGkpycXOh7Dhw4wJdffklBQQGLFy9m3LhxvPbaa7z00ktFPmZycjKenp4EBQUV+bwAU6ZMITAw0PYIDw+/1o8sIiIiIiIiUuycXozvWlgsFkJCQpg1axYtWrSgZ8+ePPfcc7zzzjvFfu6xY8eSlpZmexw5cqTYzykiIiIiIiJyrdyddeKKFSvi5uZ2WbX7lJQUKleuXOh7wsLC8PDwwM3NzbatYcOGJCcnk5ubW6RjVq5cmdzcXM6ePWvXq/9X5wXw8vLCy8vrWj+miIiIiIiISIlyWo++p6cnLVq0IC4uzrbNYrEQFxdHmzZtCn1Pu3bt2LdvHxaLxbZtz549hIWF4enpWaRjtmjRAg8PD7t9EhISSExMvOJ5RURERERERMoKpw7dHz16NO+99x5z5swhPj6eIUOGkJWVxcCBAwHo168fY8eOte0/ZMgQTp8+zYgRI9izZw+LFi1i8uTJDB06tMjHDAwMZNCgQYwePZpffvmFTZs2MXDgQNq0aVPkivsiIiIiIiIipZXThu4D9OzZk9TUVMaPH09ycjKRkZEsXbrUVkwvMTERs/nSvYjw8HB+/PFHRo0aRdOmTalatSojRozgX//6V5GPCfDf//4Xs9lM9+7dycnJITY2lrfeeqvkPriIiIiIiIhIMTFZrVars4Moi7S2roiIlDZqmxxL11NEREqborZNZarqvoiIiIiIiIj8NSX6IiIiIiIiIi5Eib6IiIiIiIiIC1GiLyIiIiIiIuJClOhL0WWdgh9Gw+7Fzo5ERERERERErkCJvhTdotHw+wcwrzds+dTZ0YiIiIiIiEghlOhL0exeDLu+ufCLFb4dCr9/5MyIREREREREpBBK9OXqstNh0T+N522fgtb/MJ7/MBI2vOe0sERERERERORy7s4OQMqAuEmQcRyCa0KHseDhA24esG4GLH4aCvKgzZPOjlJERERERERQj75cTeJ62Pi+8bzLNPD0BZMJ7noJbhllbP9xLKx5w2khioiIiIiIyCVK9OXK8nPg+6cAK0T2gVodLr1mMkHHCXDbs8bvy8bDqledEaWIiIiIiIj8iRJ9ubJfp0HqbvCrZPTg/y+TCe54Dm5/zvj95xdhxb/Bai3RMEVEREREROQSJfpSuNQEWH2hh77Tv8G3/JX3bf+s0bsPsGIK/PySkn0REREREREnUaIvl7NY4LunoCAX6sbCTd2v/p5bR1/q9V/9KiyfoGRfRERERETECZToy+U2fQRHfgPPcnDPa8YQ/aJoOxw6/cd4vuYN+PH/lOyLiIiIiIiUMCX6Yi/9OCy7MAz/jnEQFH5t7795sHFzAOC3t2DJs0r2RURERERESpASfbG3+BnIzYCqLaH149d3jFaPQZc3ARNsmAU/jDKmA4iIiIiIiEixU6Ivl+z6Dnb/AGZ3uO9NMLtd/7Fa9IdubwEmYyrA98PBUuCwUEVERERERKRwSvTFcP4sLH7aeH7LKAht/PePGdkbHpgFJjNs+RS+eVLJvoiIiIiISDFToi+G5RMgMwUq1IVbn3bccZs+BN0/AJMb/DEPvn4cCvIdd3wRERERERGxo0Rf4NCvsGm28bzLG+Dh7djj3/QAPDjbmBKw4yv46lEoyHPsOURERERERARQoi952fD9CON5iwEQ0a54ztPoPnjoEzB7wK5v4YsBkJ9bPOcSERERERG5gSnRv9GtfhVO7YNylSHmheI9V4O74eG54OZlFP1b0Bfyc4r3nCIiIiIiIjcYJfo3spSd8Ot/jed3TwWfoOI/Z727oNfn4O4Ne5bCvN6Qd774zysiIiIiInKDUKJ/o7IUwHdPgSUfGtxrDK0vKXU6Qu8F4OEL+5bD5w9D7rmSO7+IiJRJM2fOJCIiAm9vb6Kjo9mwYcMV983Ly2PSpEnUrl0bb29vmjVrxtKlS0swWhEREedRon+j2vg+HPsdvAKM3vySVqs99PkSPPzgwAqY+xDkZJZ8HCIiUibMnz+f0aNHM2HCBDZv3kyzZs2IjY3lxIkThe7//PPP8+677zJ9+nR27drF4MGDuf/++9myZUsJRy4iIlLyTFar1ersIMqi9PR0AgMDSUtLIyAgwNnhXJuzR2BmNORlwT2vQ6tBzoslcT182h1yM6B6G+jzBXj5Oy8eEZEyrEy3TVcRHR1Nq1atmDFjBgAWi4Xw8HCGDx/OmDFjLtu/SpUqPPfccwwdOtS2rXv37vj4+PDpp58W6ZyufD1FRKRsKmrbpB79G43VCotGG0l+9TbQYqBz46keDf2+Aa9ASFwHn9wP2WnOjUlEREqV3NxcNm3aRExMjG2b2WwmJiaGdevWFfqenJwcvL3tl4v18fHh119/veJ5cnJySE9Pt3uIiIiURUr0bzQ7voK9P4GbJ3R5A8yl4E+gWkvo/y14B8HRjfBxVzh/xtlRiYhIKXHy5EkKCgoIDQ212x4aGkpycnKh74mNjeX1119n7969WCwWli1bxtdff01SUtIVzzNlyhQCAwNtj/DwcId+DhERkZJSCrI8KTHnTsPSC8Mbb30aKtV3bjx/ViUK+n8PPuXh+BaYc58Rr4iIyHV44403qFu3Lg0aNMDT05Nhw4YxcOBAzH9xg3vs2LGkpaXZHkeOHCnBiEVERBxHif6N5KdxkJUKlRrALaOcHc3lwprCgB/AtyIk/wFzukDWSWdHJSIiTlaxYkXc3NxISUmx256SkkLlypULfU+lSpX45ptvyMrK4vDhw+zevZty5cpRq1atK57Hy8uLgIAAu4eIiEhZpET/RnFgBWz9FDDBfdPB3dPZERUutDEMWAR+IZCyA2bfC5mFV1QWEZEbg6enJy1atCAuLs62zWKxEBcXR5s2bf7yvd7e3lStWpX8/Hy++uorunbtWtzhioiIOJ0S/RtB3nn4fqTxvNVjEN7aqeFcVUgDGLgY/MMgNR5m3wPpV55TKSIirm/06NG89957zJkzh/j4eIYMGUJWVhYDBxpFZfv168fYsWNt+69fv56vv/6aAwcOsHr1ajp16oTFYuHZZ5911kcQEREpMe7ODkBKwIp/w5mD4F8FOo53djRFU7Gu0bM/5z44ucdI9vt/D4FVnR2ZiIg4Qc+ePUlNTWX8+PEkJycTGRnJ0qVLbQX6EhMT7ebfZ2dn8/zzz3PgwAHKlSvH3XffzSeffEJQUJCTPoGIiEjJMVmtVquzgyiLyszauknbYNbtYC2Ahz+HBnc7O6Jrc+YQzO4CaYkQHGEk+0HVnR2ViEipVGbapjJC11NEREqborZNGrrvygry4bunjCS/Ubeyl+SDkdwPXGz8PHMIProHTh90clAiIiIiIiKllxJ9V7b+bUjaCt6B0PkVZ0dz/YLCYcBiKF/b6NmffQ+c2u/sqEREREREREolJfqu6swh+GWy8fyul8A/1Knh/G2BVY2e/Yr1IP2Ykeyf3OvsqEREREREREodFeNzRVYr/DAK8s5BxK0Q1dfZETmGf+VLBfpS4+Gju405+yENnB2ZiIiIQ1itVgosVvItF34WWMm3WMi/uK3ASp7FQoHFSl6Bxbavbb8C6+WvXdh+6RiXjpd/8XnBxXNayCuwElHBl25RVQnyLaXL8YqIyF9Sou+K/pgP+38GNy/o8gaYTM6OyHHKhcCAH+DjrpCy40I1/u8gtLGzIxMREbmi4Z9vYdfxNLukvLAkPd9SemokT16ym3uahNE7ujotawRjcqXvEyIiLk6JvqvJOglLL6wj3OFfUKG2c+MpDn4VjZ78j7tC8h8w+17o9y2ENXV2ZCIiIoU6duYc+1Ozrvv9bmYTbmYTHhd/uplxM5twN5twdzNf+GnCzWzGw8106TWzGXc347mb+dJ+f36f3fHcTJgwsWpPKruS0lm45RgLtxyjXmg5erWuzgNR1Qj09XDglRERkeJQKpbXmzlzJlOnTiU5OZlmzZoxffp0WrduXei+s2fPZuDAgXbbvLy8yM7Otv1+pTvOr7zyCs888wwAERERHD582O71KVOmMGbMmCLFXGqX3Pn6CaNHP/QmeGIFuLlwY3z+DHzyABzfDN5B0HchVG3u7KhcW34OmD3ArPIeIqVRqW2byihHXs/tR9M4l5t/Icm+lFS72yXff07K7ZP5ku5Nt1qtbDuaxtz1h/l+WxLn8woA8PYwc0+TKvSOrk7z6kHq5RcRKWFFbZuc3qM/f/58Ro8ezTvvvEN0dDTTpk0jNjaWhIQEQkJCCn1PQEAACQkJtt//t5FJSkqy+33JkiUMGjSI7t27222fNGkSjz/+uO13f3//v/txnGvfciPJN5nhvjddO8kH8AmGft/Apz3g6Ab4uBv0/RqqtXR2ZK7pyEb49AHj76rOnVDvLqjdEXyCnB2ZiEip16RaoLNDuCYmk4nI8CAiw4N4/t5GfLPlGHPXJ7I7OYOvNh/lq81HaVDZnz7R1ekaVZUAbxf/ziEiUsY4vUc/OjqaVq1aMWPGDAAsFgvh4eEMHz680N712bNnM3LkSM6ePVvkc3Tr1o2MjAzi4uJs2yIiIhg5ciQjR468rrhLXa9Jbha8dTOcTYSbn4ROU5wdUcnJyYDPHoTEdeDpD498CdVvdnZUriX9OMzqAJkp9ttNbsa1rnsX1OsEleq7Vk0IkTKm1LVNZZyupz2r1crmxDN8tj6RRX8kkZNvAcDHw437mhm9/E2rBaqXX0SkGBW1bXLq+Nvc3Fw2bdpETEyMbZvZbCYmJoZ169Zd8X2ZmZnUqFGD8PBwunbtys6dO6+4b0pKCosWLWLQoEGXvfbvf/+bChUqEBUVxdSpU8nPz7/icXJyckhPT7d7lCq/TDaS/MDqcPtzzo6mZHn5wyNfGSsM5GYYw/kPrXF2VK4j7zzM62Mk+SGNjCkSbYdDxfpgLYDDa2D5BHgrGt5oCouehr3LIC/76scWEZEyw2Qy0aJGeV5/KJIN/xfD+HsbUSekHOfzCpj/+xG6zlzDvdN/5bP1h8nMufJ3KhERKX5OHbp/8uRJCgoKCA21X+M9NDSU3bt3F/qe+vXr8+GHH9K0aVPS0tJ49dVXadu2LTt37qRatWqX7T9nzhz8/f154IEH7LY/9dRTNG/enPLly7N27VrGjh1LUlISr7/+eqHnnTJlCi+88MJ1ftJidmwT/PaW8fze/4JXOefG4wyeftB7AczrBQdWwKfdofd8qNXe2ZGVbVYrfPeUUQfBJxgengvla0LtO+Cul+DMIdjzE+xZCod+NW42bXzPeHj4Qs32xhD/urEQWNXZn0ZERBwk0NeDR2+pycB2EWw8dIa56w+zeEcyO4+n89zCHUxeFM99kVXpE12dm6qWrWkLIiKuwKlD948fP07VqlVZu3Ytbdq0sW1/9tlnWblyJevXr7/qMfLy8mjYsCG9evXixRdfvOz1Bg0acOeddzJ9+vS/PM6HH37IP/7xDzIzM/Hy8rrs9ZycHHJycmy/p6enEx4e7vzhfAV5MOt2SNkOTR6E7u87L5bSIO88zH/EqFfg7g19voSatzo7qrJrzRuwbLwxRL/vwr++cZKbBQdWwt4fjeQ/47j966E3Qb1YI+mv1hLMbsUbe2mVlw0ndkLStkuPgjy46QGI7AP+lZ0doZRhGmruWLqe1+ZMVi5fbT7K3PWJHDh5aYWBptUC6d26OvdFVsHX0+nloUREyrQyUYyvYsWKuLm5kZJiP+83JSWFypWL9mXXw8ODqKgo9u3bd9lrq1evJiEhgfnz51/1ONHR0eTn53Po0CHq169/2eteXl6F3gBwurXTjSTfpzx0+rezo3E+Dx+j13lBP6OXeV5veHQphDZ2dmRlz95lsGyC8bzTv68+OsLTDxrcbTysVkjZYfw32PMTHN1o/J6yA1a/Zvy91okxEv86HY3RAq4oNwuSd9gn9anxYClkSGvKDvj5ZeOaNO9vXB83fSEWkbIj2M+Tx26txaBbavLbgdPM3ZDI0h1J/HE0jT+ObuelRfF0i6pC79Y1aFTlxrhxkpNfwN6UTHYdTycpLZtalfxoVCWAiAp+uJlVy0BEio9Tv0V6enrSokUL4uLi6NatG2AU44uLi2PYsGFFOkZBQQHbt2/n7rvvvuy1Dz74gBYtWtCsWbOrHmfr1q2YzeYrVvovlU7th5X/MZ7HTjbWlxdw94IH58An90PiWqMq/2PLIPDyqR1yBSf3wpeDACs07wetH7/qW+yYTFC5ifG47RnIOmWMstizFPbHwfnTsH2B8TC5QXj0pSH+IQ3LZkG/7DRI3m4k88e3Gj9P7QWr5fJ9fStAWDMIizR+5mbB5o/hyG+QsNh4+IcZPfxRjxjTJUREygiTyUSb2hVoU7sCpzIb8eWmo3y+IZFDp87x6W+JfPpbIlHVg+jdujr3Nq2Cj6drjPDKyM4jPimDncfT2Hk8nZ3H09l3IoO8gssHz/p4uFG/sj+NqgTQKCyAhmEBNKjsj5+XbvCKiGM4ver+/Pnz6d+/P++++y6tW7dm2rRpLFiwgN27dxMaGkq/fv2oWrUqU6YYVeQnTZrEzTffTJ06dTh79ixTp07lm2++YdOmTTRq1Mh23PT0dMLCwnjttdcYPHiw3TnXrVvH+vXruf322/H392fdunWMGjWKzp07M2fOnCLF7fThfFYrzOkCh1ZDrduNYdVlMTkqTudOw4ed4GQCVGpo9OxrKbirO38W3u8Ip/ZB+M3Q/3tw93Tc8Qvy4cj6S0P8U+PtXw+sfinpr3mrMUqjtDl3GpK22vfUnz5Q+L7+YReS+j89AqoW/v9raoKR8G/7HM6durS9VgfjhkuDe40bWSJX4PS2ycXoejqOxWJl3YFTzF2fyI87k8m3GF8//b3d6d68Gr2jq1MvtOwsc3wiPZudSensOp5uS+wPnzpX6L6BPh40rhJAWKAP+1IzSUhOJzvv8pvAJhNEVPCjUVgAjaoE0DDMn0ZhgYQGeGklAxGxKWrb5PREH2DGjBlMnTqV5ORkIiMjefPNN4mOjgagQ4cOREREMHv2bABGjRrF119/TXJyMsHBwbRo0YKXXnqJqKgou2POmjWLkSNHkpSURGCgfRGYzZs38+STT7J7925ycnKoWbMmffv2ZfTo0UUenu/0xn/zJ/DdMHD3gSfXqcfvSs4egfdjIDMZatwCfb9WovRXLAUw9yGj9z2gGjzxC5Qr5lEuZw7D3p9gz49wcBUUXKqFgbsP1LzNGM5eL9Y5ozIyUv6U0G+FpD8gLbHwfQOrQ1jTSz31Yc3AP7Twff9Kfo7Rq7/5Y9j/C3Dhn2mf8tCsFzTva4x8EPkfTm+bXIyuZ/FIzcjhi01H+HxDIkdOn7dtb1kjmN7R1bm7SRjeHqWjl99isZJ4+tyFHvpLPfUnM3MK3b9KoDeNqgTSuIqRrDeuEkDVIB+7RL3AYuXgySx2JaUTf+FmQXxSOicyCj9msK+HXc9/oyoB1K5UDg83py6eJSJOUqYS/bLIqY1/5gmY0Qqyz8KdL0K7p0r2/GVN8nb4sLOx9F7j+6H7h2BW41ion8bB2jeNBPvRpVAlsmTPn3vOSPb3/mgk/unH7F8PaXypt79aK8fOYbdajfNdHHZ/8ZGZXPj+5WvZD78Pawa+5R0Xz0VnDsOWT43HnwscVmtt9PLf9IBRH0EEJaaOputZvCwWK7/uO8nc9Yksi0+h4EIvf6CPh62Xv05Iya0klJtvYe+JDHYev9RTH5+UUehSgWYT1KpUzkjowwJoXCWQRlUCKO93/SPgUjNyiL+Y/F+4AXDgZJbtuvyZp5uZuqHl7JL/hmEBBPp4XPf5RaRsUKJfzJza+H8xEHZ+bSQWj/2sgl1FcWCFMVffkgdthkHsy86OqPTZNh8WPmE87/Eh3NTdufFYrZCy89IQ/6Mb7Oe7+wQbBevqXijody1JttUKZw7aJ/RJ2+yHy19kMkPFevZD7ys3Ae8SXi7KUgD74mDzHEhYAtYCY7unPzTpbiT9VZprCs8NTompY+l6lpyU9GwWbDzCvI1HOHb2Ui9/65rl6RNdnU43VcbL3XG9/Jk5+cQnpbPz2KVe+r1XmE/v6W6mQWX/C730Rm99g8r+JbKCQHZeAXtSMmw9/8YogMJvPgBUDfKxJf3GDYgAqgX7aOi/iAtRol/MnNb4JyyFz3saBcye+MVIOqRo/lgAX18oKhc7GdoMdW48pcnRTfBRZ2PY/K3/hI7jnR3R5c6dvlDQ70fjZ/bZS6+ZzEZBv7p3GUP8QxpdSngtBUbhStvQ+23G8PuctMvPYXY36jnYJfU3lb4e84wU2DbXGNr/59oAoU2MhL/pg667koH8JSWmjqXrWfIKLFZW7Unls/WJ/Lw7hYud2cG+HvRoUY1eratTq9K19fKnZuTYht1f7Kk/dIX59AHe7heG3BsJfeMqgdSu5Id7KRomb7FYOXrmvNHr/6eh/3++QfJn/l7uNAy7MOe/SgCNwgKpG1qu1EyPEJFro0S/mDml8c/JgJnRxvDidiPgzkklc15X8ut/YflE43mPj4xhzze6jGSY1QEykqBeZ2N5wtI+taEg31iy72Jv/4md9q8HhkP1NnA20Zi6kZd1+THcPI1lF21JfaRxg8DDu0Q+gkNYrXDoVyPh3/XtpfoG7t7QqKuR9Ndop17+G4gSU8fS9XSupLTzzN94hPkbj5CUlm3b3qZWBXpHVye2cWU83S+1V1br5fPpdx2/8tz3ygHeF5L5Sz31Zbn3O+1cHvHJf+75T2dvSia5BZcX/nMzm6hdyc/W839xFEDFcqpjJFLaKdEvZk5p/Bc/AxtmQXAEDFkHnr4lc15XYrXCkmeN6+jmaaxWEHGLs6NynrxsmH0PHPsdKjWAQcvAuwx+mT175FLSf3Al5Gfbv+7uYwy3rxJ5KbGv1ADcXGgu47nTsP0L2DTH/sZH+dpG8b7IPsVfWFGcTompY+l6lg75BRZWJKQyd0MivySc4OI31wp+ntwfVZV8i9VIbI+nk1HIkHaTCWpW9LP10l8c0l7hBkhq8wos7E/NNJL/4+m2GwFnzuUVun+IvxcNwwK4+cLNFM35Fyl9lOgXsxJv/I9sgA/uAqzQ9xuofXvxn9NVWQpgQT/Y/QN4BRpF50IbXf19rsZqhW+eNIaAewfB4z9DhdrOjurvyzsPB1fD8c0QXNNI6ivWBfMNMkTRajU++6Y5sOMryM00tpvdoV4naN7fqGlwo1yPG4wSU8fS9Sx9jp09z/wNicz//Qgp6Zf31Hu6malvm08fcGE+fYDWp/8Tq9VKcnr2nyr+Z7ArKZ1Dp7L4c1bg7+3Oo+1q8mi7mgT6KuH/O7Jy8vnjaBotagTbjUIRuR5K9ItZiTb++bnw7m3GeuORfaDbW8V7vhtB3nn4uBsc+c1Y03zQMgis6uyoSta6mfDj/xnz2x/5Cmrf4eyIxNFyMmHnQmNo/9ENl7YHVIWoR4xHUHXnxScOp8TUsXQ9S6/8Agtxu0/w445kAn09bL31dUK07Nz1ysrJZ3dyBjuOpfHZ+sPsSTFuFPt7uTOgXQSDbqlJkO/1rypwIzqVmcOctYeYs+4waefzqFXJj4ldGnNbvUrODk3KMCX6xaxEG/+Vr8AvL4NvRRi2sXiW8LoRnTsNH8bCyT3Gsm2PLin5SurOsi8OPuthVLGPnQJtnnR2RFLcUnbBlk9g2+dw/syFjSZjdFDz/lD/bnAvw1/grFbjc2WmGHUnzp82pjmFNC5bdRf+JiWmjqXrKTcqi8XKkh3JvBm3l4SUDADKebnTv20NHrulFsF/YxnBG8GR0+d4b/UBFvx+hOw8o0aCm9lkWyoxtnEoz9/TiPDymoYr106JfjErscY/dQ+80w4KcqH7B9CkR/Gd60Z05jB8cKeRHETcavRsu7v4nL1T++G92yE7zRgh0nWmirXdSPKyjWkrmz826hlc5FsBmvUykv5K9ZwX3/+yWODcSSN5v5jEZyYbP23bUoyfBYUU3DK7G/UYwiJL90oKDqLE1LGKej0LCgrIyyt8zrPI9fL09MTs5OK4FouVn3Yl80bcPuKT0gHw83SjX9sIHr+1FuWV8NvZdTydd1buZ9H2JFtS37RaIIPb16Zd7Yq8+fNeZq89RIHFipe7mSEdajO4fW2tgCDXRIl+MSuRL1MWi1EoLXGtsWxY7wVKyIpD0h/G0nK5mcba8Q+8X/qrzl+v7DR4/044mQDVWsOAH1z/xoZc2emDRi//ls+M5Pmi6m2Miv2NuhVf0c+CPMg8cSFpTzFWfbAl8n/6mXkCrAVFP653EPhXNn6e2gvnThWykwkq1ruU+FeJNIo1usCIHiX6jnW162m1WklOTubs2bMlH5y4PLPZTM2aNfH0dH4ybbFYWRafwptxe9l53Ej4fT3d6HtzDR6/rdYNXa3farXy24HTvLNyPyv3pNq231q3IkPa16ZN7Qp2KznsSclg4nc7WbvfaJ+qBfsw/t5G3NkotMyu+CAlS4l+MSuRL1O/fwg/jAIPPxi6HoLCi+c8Avt/hs8eBEs+tB0Od73k7Igcz1IAn/cyqtP7V4EnVoB/qLOjktKgIB/2LTN6+ff8eCmx9gqAJg8aSX+VyKIdKy/76sl7RvKFBLyozY8J/CpCucrG3+zFn/5hUC7USOzLhRqPPw/Tt1qN5UiTtl16HN9qf1Pjz8rX+tNyixeWXCxjU6WU6DvW1a5nUlISZ8+eJSQkBF9fX31JF4exWCwcP34cDw8PqlevXmr+tqxWK8vjT/BG3B52HDMSfh8PNx65uTpP3FabSv43TsJvjHZI4e2V+9l25CwAZhPc3SSMwe1rc1PVK988tlqtLN6ezEuLdtmWjmxfrxITujSiVqVyJRG+lGFK9ItZsX+ZSk+Cma0hJx06/QduHuz4c4i9bfNg4T+M5654zZdPhF//a6yxPnAJVG3u7IikNEpPgq2fGUn/2cOXtlduaiT8lRr8zxD6FPuf2WlFP5fZHfxCCk/a//zTr5Jjl0LMSDZG8iRtg6StxvO0xML3DawOYU3th/6X4htkSvQd66+uZ0FBAXv27CEkJIQKFSo4KUJxZWlpaRw/fpw6derg4VG6qt5brVZ+3n2CN+L28sdR4999bw8zfaJr8I/2tQjxd93aKDn5BXyz5RjvrjrAgdQsALzczTzYshqP31qLGhWKPjXsXG4+M3/Zx3urDpJbYMHDzcSgW2ox/I46WilCrkiJfjEr9i9T8x+B+O+haksY9JOWwiopq1+DuEmACR6cDY27OTkgB9n+JXw1yHj+wPvQ9EHnxiOln8UCh1YZCX/890adkKJy975y0v7nXnnfCqVnmsy50xeS/j/1/p8+UPi+5Srb9/xXiTRWMigFPW5K9B3rr65ndnY2Bw8eJCIiAh8fHydFKK7s/PnzHDp0iJo1a+LtXToTZ6vVyoo9qbyxfC9bL/Rqe7mb6R1dncHtaxMaUDrjvh4Z2Xl8viGRD349aFvaMcDbnb5tajCgbc2/NZrh0MksXvh+J78kGEP/Kwd483/3NKRL07BSM5pDSg8l+sWsWL9MxX9vJPpmd/jHKght7Njjy5VZrbDon/D7B+DmBf2+gRptnR3V33N8C3zYCfKzod0IuHOSsyOSsubcafhjvjHqJTfz8iH0//vTO6hUJL1/W3YaJG+/NOQ/aZuxSkdhUw58K/zPsP9mEFyzxK+DEn3HKkqiX5qTMCnbytLfmNVqZdXek7yxfA+bE88C4OlupndrI+GvHFi64/8rqRk5fLTmIJ/8dpiM7HwAQgO8eOyWWvSKrk45B/a8x8Wn8ML3u0g8fQ6A6JrleaFrYxpU1r/ncokS/WJWbF+mzp+FmdHGENhbn4aO4xx3bCkaSwEs6GdUJvcOhEd/gpAGzo7q+mSkGBX2048ZBR17zdPoEJG/IzcLknfY9/ynxhv1Pf6XV+CFYf/NLg39r1C7WP8fVKLvWEr0xZnK4t+Y1Wrl130neWP5Xn4/bCzl6ulmpmercIZ0qE2VoLIz+uXQySxmrT7Al5uOkptvLJFXq5Ifg2+rTdeoKni5F8+/5dl5Bby36gAzV+wjO8+Cm9lE35trMOrOegT6lK4pHOIcSvSLWbF9mfp+JGz6CCrUgcFrbqj1n0uVvPMw5z44ugECqsFjyyCgirOjujb5OTCnCxxZDxXqwuNxLlFVXKTUycuGEzvtk/+UnYVPd/DwMyr8XxzyH9YMKtYHN8f0CCnRdywl+kUTERHByJEjGTlypLNDcSll+W/MarWydv8p3li+lw2HTgPg4WbioZbhPHl7HaqW4oR/x7E03l65nyXbk7iwQh6R4UEM6VCbOxuGYjaXzEitY2fP8/KiXSzebhSQreDnyb86N6BH82olFoOUTkr0i1mxfJk6vNZY5g1gwCKIuMUxx5Xrc+40fHAnnNoHoTfBwMVlJ1G2WuG74cbSaV6B8PjPULGOs6MSuXHk50LqbvvkP3k75J+/fF93b7h3GkT2+tunVaLvWK6W6F9tru+ECROYOHHiNR83NTUVPz8/fH2vfznODh06EBkZybRp0677GK6mLP6NFWbd/lNMW76H9QcvJfw9WoTzZIfahJcvpiVcr9HFGxNvr9jPr/tO2rZ3qF+Jwe1rE12zvNPmyv+69yQTvtvB/guF/yLDg5jUtTFNqwU5JR5xvqK29SrnWFrkZcP3I4znzfsryS8NfMvDI18Z686n7ID5faHPl+Du/PVsr2rDLCPJN5nhwQ+V5IuUNHfPC8P2mwJ9jW2WAji590/V/rcZFf9zMyAgzJnRyg0iKSnJ9nz+/PmMHz+ehIQE27Zy5S4t62W1WikoKMDd/epfFStVquTYQMWltKldgTa12/DbgVO8GbeXtftP8fmGRL74/Qjdm1dj6O11qF7BOQl/gcXK0h3JvLNyP9uPGasHuJlNdGkaxj/a16ZhmPNvmN5StyJLRtzGnLWHeCPOKHrYdeYaHm4VzjOxDSjvVwa+l4pTlJJyx8Lq14wiT+VCVSytNAmOgD5fgGc5OLgSvh1qVCMvzQ6sgKVjjed3ToI6MU4NR0QuMLsZ9T6a9YROU4xRQmMSYfhmqNba2dGJA1itVs7l5pf4o6iDMytXrmx7BAYGYjKZbL/v3r0bf39/lixZQosWLfDy8uLXX39l//79dO3aldDQUMqVK0erVq1Yvny53XEjIiLseuJNJhPvv/8+999/P76+vtStW5fvvvvub13br776isaNG+Pl5UVERASvvfaa3etvvfUWdevWxdvbm9DQUHr06GF77csvv6RJkyb4+PhQoUIFYmJiyMrK+lvxyLW7uVYF5j5+M18MbsMtdSqSb7Ey//cj3P7aCp75YhuHT5Xcf5PsvALmrk+k42srGDp3M9uPpeHtYaZ/mxqseLoD0x6OKhVJ/kWe7mYev60WP/+zPQ9EVcVqhc83HOH2V1fw8bpD5BeU8u+m4hTq0S8NTsQb65sD3D0VfIKcGo78jyqR8NAcmNsTti8w5urf+YKzoyrc6QOwoD9YC6Dpw9BmmLMjEpG/YjYbBfrEJZzPK6DR+B9L/Ly7JsXi6+mYr3Rjxozh1VdfpVatWgQHB3PkyBHuvvtuXn75Zby8vPj444/p0qULCQkJVK9e/YrHeeGFF3jllVeYOnUq06dPp0+fPhw+fJjy5ctfc0ybNm3ioYceYuLEifTs2ZO1a9fy5JNPUqFCBQYMGMDvv//OU089xSeffELbtm05ffo0q1evBoxRDL169eKVV17h/vvvJyMjg9WrVxf55og4XquI8nz6WDSbDp9m2vK9rN57ki82HeXrLcfoFlmVYXfUoWbFoq9Ffy3Ss/P49LfDfPjrIU5mGkvkBfl60K9NBP3b1KBCuetfIq8khAR483rPSHpFV2f8tzuJT0pn/Lc7+XzDESZ1bUyriGv//0tclxJ9Z7MUGHOpLXlQ/x5oeJ+zI5LC1ImB+6bDN0NgzTRjzezoJ5wdlb2cDPi8N2SfhaotoMsbrrHEmYiIlJhJkyZx55132n4vX748zZo1s/3+4osvsnDhQr777juGDbvyzeQBAwbQq5dRd2Ly5Mm8+eabbNiwgU6dOl1zTK+//jodO3Zk3DhjJaJ69eqxa9cupk6dyoABA0hMTMTPz497770Xf39/atSoQVRUFGAk+vn5+TzwwAPUqFEDgCZNmlxzDOJ4LWqU55NB0WxOPMObcXtZkZDKV5uPsnDLUbpFVmXoHXWoXanc1Q9UBCfSs/lgzUE++y2RzBxjlZQqgd4MurUWD7cKx8+BS+SVhFYR5flh+C3MXX+YV3/aQ3xSOg++s477o6oytnMDQgLKbk0HcZyy9Vftio5vMdZn9gqAe15VYlaaRfY2lqn7+SVY8iz4V4ZGpeTGjMUCX//DWOarXGXo+ZlWbBARKWE+Hm7smhTrlPM6SsuWLe1+z8zMZOLEiSxatMiWNJ8/f57ExMS/PE7Tpk1tz/38/AgICODEiRPXFVN8fDxdu3a129auXTumTZtGQUEBd955JzVq1KBWrVp06tSJTp062aYNNGvWjI4dO9KkSRNiY2O566676NGjB8HBwdcVizhe8+rBzB7Ymq1HzvJm3F5+3n2Cr7cc45utx+jSrArD76hDnRD/6zr2gdRMZq06wNebj5F7YXh73ZByDG5fm/siq+DhVnZnMbuZTfRtE8E9Tasw9ccE5m1MZOGWY/y0M5kRMXUZ0LYmnu5l9/PJ36dE39mqtYR/rDKGXJe15dtuRLc+DWnHjCUQv3oM/L6FGm2cHRWsmAwJi8DNCx7+TIW9REScwGQyOWwIvbP4+dkPmX766adZtmwZr776KnXq1MHHx4cePXqQm1vI8pF/4uFhv963yWTCUkw1bvz9/dm8eTMrVqzgp59+Yvz48UycOJGNGzcSFBTEsmXLWLt2LT/99BPTp0/nueeeY/369dSsWbNY4pHrExkexIcDWvHHUSPhXx5/gm+3Hue7bce5t2kVnrqjDnVDi5bwbz1ylndW7OfHXclcnKXRskYwg9vX5o4GIS61PF15P0+mPNCEXq3DGf/tTrYeOcvkxbuZv/EIE+9rzK11VSzzRqXbPKVBaCNoeK+zo5CiMJng7leh/t1QkAOfPwypCVd/X3HauRBWTTWed3nDuHkkIiLiAGvWrGHAgAHcf//9NGnShMqVK3Po0KESjaFhw4asWbPmsrjq1auHm5sxmsHd3Z2YmBheeeUV/vjjDw4dOsTPP/8MGDcZ2rVrxwsvvMCWLVvw9PRk4cKFJfoZpOiaVgvi/f6t+GH4LdzZKBSrFb7fdpy7pq1i6NzNJCRnFPo+q9XKyj2p9Jr1G91mrmHpTiPJj2kYwpeD2/DlkLbENAp1qST/z5pWC+LrIW2Z2qMpFct5sj81i74fbGDIp5s4euacs8MTJyjbt51FnMHNHbp/AB/fB0c3wqc94LFlxlD+kpb0B3zzpPG8zTCHrMMtIiJyUd26dfn666/p0qULJpOJcePGFVvPfGpqKlu3brXbFhYWxj//+U9atWrFiy++SM+ePVm3bh0zZszgrbfeAuCHH37gwIED3HbbbQQHB7N48WIsFgv169dn/fr1xMXFcddddxESEsL69etJTU2lYcOGxfIZxHFuqhrIe/1asvN4GtPj9rF0ZzKL/khi0R9JdL6pMk91rEvDsADyCyws3pHMOyv2syspHQB3s4n7Iqvwj9tqU7/y9Q37L4vMZhMPtgznrsaVmbZ8Dx+vO8ySHcn8knCCJzvU4YnbauHtwKk+Urop0Re5Hp6+0Gs+fHAnnN4Pn/WAAYvBuwSXYslMhXm9Ie8c1O4IMaV0JQARESmzXn/9dR599FHatm1LxYoV+de//kV6enqxnGvu3LnMnTvXbtuLL77I888/z4IFCxg/fjwvvvgiYWFhTJo0iQEDBgAQFBTE119/zcSJE8nOzqZu3bp8/vnnNG7cmPj4eFatWsW0adNIT0+nRo0avPbaa3Tu3LlYPoM4XuMqgbzTtwXxSelM/3kvi7cns2SH8bijQQh7T2Rw5PR5AHw93Xi4VXUG3VqTqkE+To7ceQJ9PJjQpTE9W4Uz4dudrD94mteX7eHLTUcZf28jOjYMwaS6YC7PZNX6ItclPT2dwMBA0tLSCAgoPetsSgk7fdBI9rNSoVYH6P0FuHsW/3nzc+HjrpC4FsrXhsfjwEeFhURudGqbHOuvrmd2djYHDx6kZs2aeHur+Kk4nv7GCpeQnMGbP+9l8fYk2/z7YF8PBrStSb82NQj2K4HvYWWI1Wrlhz+SeHlRPMnp2QDcXr8S47s0LrZlDKV4FbWtV4++yN9Rvib0XgCz74UDK4ylEu9/p3hXT7BaYckzRpLvFQC95inJFxERkRtC/cr+zOzdnL0pGXy1+RhVg7zp0SIcH08NSS+MyWSiS7Mq3NEghBm/7OP91Qf4JSGVNftW8ditNRl2R50yX0RUCqdifCJ/V9Xm8NAcMLnBH/MgblLxnm/j+7BpNmAyagVUqle85xMREREpZeqG+jOmcwP6tolQkl8Efl7u/KtTA34ceRvt61Uit8DCWyv20/G1lXy/7Tga5O16lOiLOELdO+G+N43nv74OG94rnvMcXA1LxxjPYyZAvbuK5zwiIiIi4nJqVSrH7IGteK9fS8LL+5CUls3wz7fQ673frriigZRNSvRFHCXqEbj9OeP54mcg/gfHHv/MIVjQDyz50ORBaDfSsccXESnlZs6cSUREBN7e3kRHR7Nhw4a/3H/atGnUr18fHx8fwsPDGTVqFNnZ2SUUrYhI6WQymbizUSjLRrVnVEw9vNzN/HbgNHe/uZpJ3+8iPTvP2SGKAyjRF3Gk256B5v0BK3w1CBLXO+a4OZnweW84fxrCIuG+6cVbB0BEpJSZP38+o0ePZsKECWzevJlmzZoRGxvLiRMnCt1/7ty5jBkzhgkTJhAfH88HH3zA/Pnz+b//+78SjlxEpHTy9nBjRExdlo9uT6fGlSmwWPlwzUHa/ftnhs7dzBe/H+FEhm6OllWqun+dVNlYrqggH+b3gT1LjSJ5g5ZBxbrXfzyLBb7oB/Hfg18IPLECAqs6LFwRcR2u3DZFR0fTqlUrZsyYAYDFYiE8PJzhw4czZsyYy/YfNmwY8fHxxMXF2bb985//ZP369fz6669FOqeq7osz6W9MStqqPalM/H4nB1Kz7LY3rhJAh/qV6FA/hKjwINzd1FfsTEVt6/VfScTR3Nyhx4dQtQWcPwOfPgAZKdd/vFWvGEm+myc8/JmSfBG54eTm5rJp0yZiYmJs28xmMzExMaxbt67Q97Rt25ZNmzbZhvcfOHCAxYsXc/fdd1/xPDk5OaSnp9s9RERuFLfVq8SyUe35akhbnrqjDk2rBQKw83g6M3/Zz4PvrKP5i8sY+tlmFvx+hBPp6u0vCovFyv7UTI6eOVei59VaCiLFwdPPWHbvgzvh9AH4rAcMXAxe/td2nF3fwYopxvN7/wvhrR0fq4hIKXfy5EkKCgoIDQ212x4aGsru3bsLfU/v3r05efIkt9xyC1arlfz8fAYPHvyXQ/enTJnCCy+84NDYRUTKEjeziRY1gmlRI5jRd9UnNSOH1XtTWZGQyqq9qZw9l8ei7Uks2p4EQKOwS739zaurtx8g7VweW4+eZUviGbYknmXrkbOknc/jH7fVYuzdDUssDiX6IsXFryI88hW8fyck/wEL+kPv+eDmUbT3J++Ahf8wnkcPMYr9iYhIkaxYsYLJkyfz1ltvER0dzb59+xgxYgQvvvgi48aNK/Q9Y8eOZfTo0bbf09PTCQ8PL6mQRURKnUr+XjzQvBoPNK9GgcXKtqNnWZGQysqEE/xxLI1dSensSkrnrRX78fd259a6FelQL4T29SsRGuD6U07yCywkpGSwJfGs8Thy5rKpDwBe7mbO5xWUaGxK9EWKU/la0GcBzL4X9sfBd09Bt7euXkgv6xTM6wV556BWB7jrpRIJV0SkNKpYsSJubm6kpNhPg0pJSaFy5cqFvmfcuHH07duXxx57DIAmTZqQlZXFE088wXPPPYfZfHmvk5eXF15eXo7/AC6mQ4cOREZGMm3aNAAiIiIYOXIkI0eOvOJ7TCYTCxcupFu3bn/r3I46johcOzeziebVg2lePZjRd9bjZOal3v6Ve4ze/sXbk1m8PRmAhhd7++tVonmNYDxcoLf/RHo2W45cSOoTz/DH0bRCE/iICr5EVQ8mqnoQUeHBNAjzL/HPr0RfpLhVbQEPzoHPH4ZtcyGgCnQsvDcJgII8+KI/nE2E4JrQ4yNj3r+IyA3K09OTFi1aEBcXZ0vwLBYLcXFxDBs2rND3nDt37rJk3s3NDYAbtQ5xly5dyMvLY+nSpZe9tnr1am677Ta2bdtG06ZNr+m4GzduxM/Pz1FhAjBx4kS++eYbtm7darc9KSmJ4OBgh57rf82ePZuRI0dy9uzZYj2PSFlXsZwX90dV4/6ownv745PSiU9K5+0Lvf231KlIh/qVaF8vhMqBpb+3PzuvgJ3H040h+EfOsjXxLMfOnr9sP38vdyKrBxEVHkRU9WCahQdR3s/TCRHbU/YgUhLq3QVdpsF3w2H1q0ZBvZaPFr7v0jFwaDV4loNen4Nv+RINVUSkNBo9ejT9+/enZcuWtG7dmmnTppGVlcXAgQMB6NevH1WrVmXKFKOuSZcuXXj99deJioqyDd0fN24cXbp0sSX8N5pBgwbRvXt3jh49SrVq1exe++ijj2jZsuU1J/kAlSpVclSIV3WlERwi4lz/29t/KjOHVXtTWZmQyqq9JzmdlcuSHcks2WH09jeo7E+H+iF0qF+JFqWgt99qtXLk9Hm2HDlzYQj+WXYdTyOvwP7GsNkE9UL9bT31UdWDqF2pHGZz6Vv2uuyPnxApK5r3g/YXloBa9E/YvfjyfX7/CDa+D5jggfcgpOQKdoiIlGY9e/bk1VdfZfz48URGRrJ161aWLl1qK9CXmJhIUlKSbf/nn3+ef/7znzz//PM0atSIQYMGERsby7vvvlt8QVqtkJtV8o8ijlC49957qVSpErNnz7bbnpmZyRdffMGgQYM4deoUvXr1omrVqvj6+tKkSRM+//zzvzxuRESEbRg/wN69e7ntttvw9vamUaNGLFu27LL3/Otf/6JevXr4+vpSq1Ytxo0bR15eHmD0qL/wwgts27YNk8mEyWSyxWwymfjmm29sx9m+fTt33HEHPj4+VKhQgSeeeILMzEzb6wMGDKBbt268+uqrhIWFUaFCBYYOHWo71/VITEyka9eulCtXjoCAAB566CG7aSXbtm3j9ttvx9/fn4CAAFq0aMHvv/8OwOHDh+nSpQvBwcH4+fnRuHFjFi8u5PuASBlX4UJv/7SHo9j4XAzfDG3HyJi6RIYHYTLB7uQM3lm5n4dn/UbzScsY/Mkm5m1IJDmtZCr5Z+bks3bfSWb+so/H5myk5UvLuW3qL4yYt5XZaw+x7chZ8gqsVCznSUzDUJ6Jrc/cx6P5Y2IsS0fexpQHmvJQq3DqhvqXyiQf1KMvUrI6jIH0Y7DlE/jyUej/PYS3Ml47vBYWP208v+N5aHDlJaBERG5Ew4YNu+JQ/RUrVtj97u7uzoQJE5gwYUIJRHZB3jmYXKXkznfR/x03Vnu5Cnd3d/r168fs2bN57rnnMF2oF/PFF19QUFBAr169yMzMpEWLFvzrX/8iICCARYsW0bdvX2rXrk3r1ldf+cVisfDAAw8QGhrK+vXrSUtLK3Tuvr+/P7Nnz6ZKlSps376dxx9/HH9/f5599ll69uzJjh07WLp0KcuXLwcgMDDwsmNkZWURGxtLmzZt2LhxIydOnOCxxx5j2LBhdjczfvnlF8LCwvjll1/Yt28fPXv2JDIykscff/yqn6ewz3cxyV+5ciX5+fkMHTqUnj172v4G+/TpQ1RUFG+//TZubm5s3boVDw+jEO/QoUPJzc1l1apV+Pn5sWvXLsqVK3fNcYiUJW5mE5HhQUSGBzEyph6ns3Lt5vafzspl6c5klu681Nvfvn4lOtQLoWXE3+/tt1is7EvNtFXB35J4lj0nMi67R+rhZqJxlUCjt756MFHhQVQL9rH9W1nWKNEXKUkmE9w7DTJTYO9PMPchGLQM3D1hfl+w5EPjB+DWfzo7UhERcUGPPvooU6dOZeXKlXTo0AEwhu13796dwMBAAgMDefrpp237Dx8+nB9//JEFCxYUKdFfvnw5u3fv5scff6RKFeOmx+TJk+ncubPdfs8//7zteUREBE8//TTz5s3j2WefxcfHh3LlyuHu7v6XQ/Xnzp1LdnY2H3/8sa1GwIwZM+jSpQv/+c9/bKM9goODmTFjBm5ubjRo0IB77rmHuLi460r04+Li2L59OwcPHrStyPDxxx/TuHFjNm7cSKtWrUhMTOSZZ56hQYMGANStW9f2/sTERLp3706TJk0AqFWr1jXHIFLWlffzpGtkVbpGVsVisbL9WBorElJZsecEW4+cZXdyBruTM3h35QHKebnTrk4F2zD/sECfqx7/dFYuW49cSuq3HTlLRk7+ZftVC/Yh8sK8+qjqQTQKC8Dbw3WmdpWKRH/mzJlMnTqV5ORkmjVrxvTp06/YmMyePds2H+8iLy8vsrMvDfMYMGAAc+bMsdsnNjbWrvjM6dOnGT58ON9//z1ms5nu3bvzxhtv6K6qFD83d6PA3px74fgW+PQB8AqAcyehclPoOvPqVflFRKT08fA1etedcd4iatCgAW3btuXDDz+kQ4cO7Nu3j9WrVzNp0iQACgoKmDx5MgsWLODYsWPk5uaSk5ODr2/RzhEfH094eLgtyQdo06bNZfvNnz+fN998k/3795OZmUl+fj4BAQFF/hwXz9WsWTO7QoDt2rXDYrGQkJBgS/QbN25sV5chLCyM7du3X9O5/nzO8PBwu2UXGzVqRFBQEPHx8bRq1YrRo0fz2GOP8cknnxATE8ODDz5I7dq1AXjqqacYMmQIP/30EzExMXTv3v266iKIuAqz2USz8CCahQcxIqaurbd/5YXe/lNZufy4M4UfdxrTY+qH+hsF/epXomUNo47V7uR0WxX8LUfOcvjUucvO4+vpRtNqgbae+sjqQYT4l/6CgH+H0xP9+fPnM3r0aN555x2io6OZNm0asbGxJCQkEBISUuh7AgICSEhIsP1e2HCKTp068dFHH9l+/9/lcvr06UNSUhLLli0jLy+PgQMH8sQTTzB37lwHfTKRv+BVDnp/AR/cCWcOGtv8KsHDc8Gz6F/YRESkFDGZijSE3tkGDRrE8OHDmTlzJh999BG1a9emffv2AEydOpU33niDadOm0aRJE/z8/Bg5ciS5ubkOO/+6devo06cPL7zwArGxsQQGBjJv3jxee+01h53jzy4Om7/IZDJhsViK5VxgrBjQu3dvFi1axJIlS5gwYQLz5s3j/vvv57HHHiM2NpZFixbx008/MWXKFF577TWGDx9ebPGIlCX/29u/4/iF3v4Eo7c/ISWDhJQM3l11AD9PN/ItVnLyL///uU5IOVtCHxUeTL3Qcri7wPJ+18Lpif7rr7/O448/buulf+edd1i0aBEffvghY8aMKfQ9JpPpqlVXvby8rrhPfHw8S5cuZePGjbRs2RKA6dOnc/fdd/Pqq6/a3YUWKTblKsEjX8GHsZCdDg99AkHhV3+fiIjI3/DQQw8xYsQI5s6dy8cff8yQIUNsnSZr1qyha9euPPLII4AxJ33Pnj00atSoSMdu2LAhR44cISkpibCwMAB+++03u33Wrl1LjRo1eO6552zbDh8+bLePp6cnBQWXr039v+eaPXs2WVlZtl79NWvWYDabqV+/fpHivVYXP9+RI0dsvfq7du3i7NmzdteoXr161KtXj1GjRtGrVy8++ugj7r//fgDCw8MZPHgwgwcPZuzYsbz33ntK9EUKYTabaFotiKbVgniqY13OZOWyet9JViScYNWeVE5mGjcgg3w9jCH4F6rgNwsPItDH4ypHd31OTfRzc3PZtGkTY8eOtW0zm83ExMSwbt26K74vMzOTGjVqYLFYaN68OZMnT6Zx48Z2+6xYsYKQkBCCg4O54447eOmll6hQoQJg3EkOCgqyJfkAMTExmM1m1q9fb/uH+M9ycnLIycmx/Z6enn7dn1vEpkJtGL7ZKODkryWDRESk+JUrV46ePXsyduxY0tPTGTBggO21unXr8uWXX7J27VqCg4N5/fXXSUlJKXKiHxMTQ7169ejfvz9Tp04lPT3dLqG/eI7ExETmzZtHq1atWLRoEQsXLrTbJyIigoMHD7J161aqVauGv79/oaMzJ0yYQP/+/Zk4cSKpqakMHz6cvn372obtX6+CggK2bt1qt83Ly4uYmBiaNGlCnz59mDZtGvn5+Tz55JO0b9+eli1bcv78eZ555hl69OhBzZo1OXr0KBs3bqR79+4AjBw5ks6dO1OvXj3OnDnDL7/8QsOGWmFHpCiC/Ty5r1kV7mtWBYvFSkJKBl7uZmpW9CuzBfOKk1PHL5w8eZKCgoLL/jEODQ0lOTm50PfUr1+fDz/8kG+//ZZPP/0Ui8VC27ZtOXr0qG2fTp068fHHHxMXF8d//vMfVq5cSefOnW13hpOTky+bFuDu7k758uWveN4pU6bYitQEBgbazc0S+Vu8A5Tki4hIiRo0aBBnzpwhNjbWbiTj888/T/PmzYmNjaVDhw5UrlyZbt26Ffm4ZrOZhQsXcv78eVq3bs1jjz3Gyy+/bLfPfffdx6hRoxg2bBiRkZGsXbuWcePG2e3TvXt3OnXqxO23306lSpUKXeLP19eXH3/8kdOnT9OqVSt69OhBx44dmTFjxrVdjEJkZmYSFRVl9+jSpQsmk4lvv/2W4OBgbrvtNmJiYqhVqxbz588HwM3NjVOnTtGvXz/q1avHQw89ROfOnXnhhRcA4wbC0KFDadiwIZ06daJevXq89dZbfztekRuN2WyiYVgAtSqVU5J/BSartYiLrxaD48ePU7VqVdauXWtXqOXZZ59l5cqVrF+//qrHyMvLo2HDhvTq1YsXX3yx0H0OHDhA7dq1Wb58OR07dmTy5MnMmTPHbp4/QEhICC+88AJDhgy57BiF9eiHh4eTlpZ2zcVjREREikN6ejqBgYFqmxzkr65ndnY2Bw8epGbNmnh7u3ZBJ3EO/Y2JSGGK2tY7tUe/YsWKuLm5kZKSYrc9JSXlqnPwL/Lw8CAqKop9+/ZdcZ9atWpRsWJF2z6VK1fmxIkTdvvk5+dz+vTpK57Xy8uLgIAAu4eIiIiIiIhIaePURN/T05MWLVoQFxdn22axWIiLiyt0KZbCFBQUsH37dlvBl8IcPXqUU6dO2fZp06YNZ8+eZdOmTbZ9fv75ZywWC9HR0df5aUREREREREScz+lrDIwePZr33nuPOXPmEB8fz5AhQ8jKyrJV4e/Xr59dsb5Jkybx008/ceDAATZv3swjjzzC4cOHeeyxxwBjTtUzzzzDb7/9xqFDh4iLi6Nr167UqVOH2NhYANu8qMcff5wNGzawZs0ahg0bxsMPP6yK+yIiIiIiIlKmOX15vZ49e5Kamsr48eNJTk4mMjKSpUuX2gr0JSYmYjZfuh9x5swZHn/8cZKTkwkODqZFixasXbvWVg3Wzc2NP/74gzlz5nD27FmqVKnCXXfdxYsvvmhXrfWzzz5j2LBhdOzYEbPZTPfu3XnzzTdL9sOLiIiIiIiIOJhTi/GVZSp4JCIipY3aJscqSjG+iIgIfHx8nBShuLLz589z6NAhFeMTETtlohifiIiISFnk4eEBwLlz55wcibiq3NxcwBitKiJyrZw+dF9ERESkrHFzcyMoKMi2io+vr6/WchaHsVgspKam4uvri7u7vq6LyLXTvxwiIiIi1+Hikrz/u2SviCOYzWaqV6+uG0gicl2U6IuIiIhcB5PJRFhYGCEhIeTl5Tk7HHExnp6edgWpRUSuhRJ9ERERkb/Bzc1N86hFRKRU0W1CEREREREREReiRF9ERERERETEhSjRFxEREREREXEhmqN/naxWKwDp6elOjkRERMRwsU262EbJ36O2XkRESpuitvVK9K9TRkYGAOHh4U6ORERExF5GRgaBgYHODqPMU1svIiKl1dXaepNVt/2vi8Vi4fjx4/j7+//t9U3T09MJDw/nyJEjBAQEOCjCG5uuafHQdXU8XdPicaNeV6vVSkZGBlWqVNGyXA6gtr7003V1PF1Tx9M1LR436nUtaluvHv3rZDabqVatmkOPGRAQcEP9kZYEXdPioevqeLqmxeNGvK7qyXcctfVlh66r4+maOp6uafG4Ea9rUdp63e4XERERERERcSFK9EVERERERERciBL9UsDLy4sJEybg5eXl7FBchq5p8dB1dTxd0+Kh6yqljf4mi4euq+Ppmjqermnx0HX9ayrGJyIiIiIiIuJC1KMvIiIiIiIi4kKU6IuIiIiIiIi4ECX6IiIiIiIiIi5Eib6IiIiIiIiIC1Gi72QzZ84kIiICb29voqOj2bBhg7NDKtOmTJlCq1at8Pf3JyQkhG7dupGQkODssFzKv//9b0wmEyNHjnR2KGXesWPHeOSRR6hQoQI+Pj40adKE33//3dlhlVkFBQWMGzeOmjVr4uPjQ+3atXnxxRdRzVkpDdTeO47a+uKntt5x1NY7ltr6olOi70Tz589n9OjRTJgwgc2bN9OsWTNiY2M5ceKEs0Mrs1auXMnQoUP57bffWLZsGXl5edx1111kZWU5OzSXsHHjRt59912aNm3q7FDKvDNnztCuXTs8PDxYsmQJu3bt4rXXXiM4ONjZoZVZ//nPf3j77beZMWMG8fHx/Oc//+GVV15h+vTpzg5NbnBq7x1LbX3xUlvvOGrrHU9tfdFpeT0nio6OplWrVsyYMQMAi8VCeHg4w4cPZ8yYMU6OzjWkpqYSEhLCypUrue2225wdTpmWmZlJ8+bNeeutt3jppZeIjIxk2rRpzg6rzBozZgxr1qxh9erVzg7FZdx7772EhobywQcf2LZ1794dHx8fPv30UydGJjc6tffFS22946itdyy19Y6ntr7o1KPvJLm5uWzatImYmBjbNrPZTExMDOvWrXNiZK4lLS0NgPLlyzs5krJv6NCh3HPPPXZ/s3L9vvvuO1q2bMmDDz5ISEgIUVFRvPfee84Oq0xr27YtcXFx7NmzB4Bt27bx66+/0rlzZydHJjcytffFT22946itdyy19Y6ntr7o3J0dwI3q5MmTFBQUEBoaarc9NDSU3bt3Oykq12KxWBg5ciTt2rXjpptucnY4Zdq8efPYvHkzGzdudHYoLuPAgQO8/fbbjB49mv/7v/9j48aNPPXUU3h6etK/f39nh1cmjRkzhvT0dBo0aICbmxsFBQW8/PLL9OnTx9mhyQ1M7X3xUlvvOGrrHU9tveOprS86JfrisoYOHcqOHTv49ddfnR1KmXbkyBFGjBjBsmXL8Pb2dnY4LsNisdCyZUsmT54MQFRUFDt27OCdd95R43+dFixYwGeffcbcuXNp3LgxW7duZeTIkVSpUkXXVMRFqa13DLX1xUNtveOprS86JfpOUrFiRdzc3EhJSbHbnpKSQuXKlZ0UlesYNmwYP/zwA6tWraJatWrODqdM27RpEydOnKB58+a2bQUFBaxatYoZM2aQk5ODm5ubEyMsm8LCwmjUqJHdtoYNG/LVV185KaKy75lnnmHMmDE8/PDDADRp0oTDhw8zZcoUNf7iNGrvi4/aesdRW1881NY7ntr6otMcfSfx9PSkRYsWxMXF2bZZLBbi4uJo06aNEyMr26xWK8OGDWPhwoX8/PPP1KxZ09khlXkdO3Zk+/btbN261fZo2bIlffr0YevWrWr4r1O7du0uWw5qz5491KhRw0kRlX3nzp3DbLZv1tzc3LBYLE6KSETtfXFQW+94auuLh9p6x1NbX3Tq0Xei0aNH079/f1q2bEnr1q2ZNm0aWVlZDBw40NmhlVlDhw5l7ty5fPvtt/j7+5OcnAxAYGAgPj4+To6ubPL3979s3qOfnx8VKlTQfMi/YdSoUbRt25bJkyfz0EMPsWHDBmbNmsWsWbOcHVqZ1aVLF15++WWqV69O48aN2bJlC6+//jqPPvqos0OTG5zae8dSW+94auuLh9p6x1Nbfw2s4lTTp0+3Vq9e3erp6Wlt3bq19bfffnN2SGUaUOjjo48+cnZoLqV9+/bWESNGODuMMu/777+33nTTTVYvLy9rgwYNrLNmzXJ2SGVaenq6dcSIEdbq1atbvb29rbVq1bI+99xz1pycHGeHJqL23oHU1pcMtfWOobbesdTWF53JarVanXOLQUREREREREQcTXP0RURERERERFyIEn0RERERERERF6JEX0RERERERMSFKNEXERERERERcSFK9EVERERERERciBJ9EREREREREReiRF9ERERERETEhSjRFxEREREREXEhSvRFpMwwmUx88803zg5DREREionaehHHUKIvIkUyYMAATCbTZY9OnTo5OzQRERFxALX1Iq7D3dkBiEjZ0alTJz766CO7bV5eXk6KRkRERBxNbb2Ia1CPvogUmZeXF5UrV7Z7BAcHA8ZQu7fffpvOnTvj4+NDrVq1+PLLL+3ev337du644w58fHyoUKECTzzxBJmZmXb7fPjhhzRu3BgvLy/CwsIYNmyY3esnT57k/vvvx9fXl7p16/Ldd9/ZXjtz5gx9+vShUqVK+Pj4ULdu3cu+rIiIiMiVqa0XcQ1K9EXEYcaNG0f37t3Ztm0bffr04eGHHyY+Ph6ArKwsYmNjCQ4OZuPGjXzxxRcsX77crnF/++23GTp0KE888QTbt2/nu+++o06dOnbneOGFF3jooYf4448/uPvuu+nTpw+nT5+2nX/Xrl0sWbKE+Ph43n77bSpWrFhyF0BERMTFqa0XKSOsIiJF0L9/f6ubm5vVz8/P7vHyyy9brVarFbAOHjzY7j3R0dHWIUOGWK1Wq3XWrFnW4OBga2Zmpu31RYsWWc1mszU5OdlqtVqtVapUsT733HNXjAGwPv/887bfMzMzrYB1yZIlVqvVau3SpYt14MCBjvnAIiIiNxi19SKuQ3P0RaTIbr/9dt5++227beXLl7c9b9Omjd1rbdq0YevWrQDEx8fTrFkz/Pz8bK+3a9cOi8VCQkICJpOJ48eP07Fjx7+MoWnTprbnfn5+BAQEcOLECQCGDBlC9+7d2bx5M3fddRfdunWjbdu21/VZRUREbkRq60VcgxJ9ESkyPz+/y4bXOYqPj0+R9vPw8LD73WQyYbFYAOjcuTOHDx9m8eLFLFu2jI4dOzJ06FBeffVVh8crIiLiitTWi7gGzdEXEYf57bffLvu9YcOGADRs2JBt27aRlZVle33NmjWYzWbq16+Pv78/ERERxMXF/a0YKlWqRP/+/fn000+ZNm0as2bN+lvHExERkUvU1ouUDerRF5Eiy8nJITk52W6bu7u7rQjOF198QcuWLbnlllv47LPP2LBhAx988AEAffr0YcKECfTv35+JEyeSmprK8OHD6du3L6GhoQBMnDiRwYMHExISQufOncnIyGDNmjUMHz68SPGNHz+eFi1a0LhxY3Jycvjhhx9sXz5ERETk6tTWi7gGJfoiUmRLly4lLCzMblv9+vXZvXs3YFTJnTdvHk8++SRhYWF8/vnnNGrUCABfX19+/PFHRowYQatWrfD19aV79+68/vrrtmP179+f7Oxs/vvf//L0009TsWJFevToUeT4PD09GTt2LIcOHcLHx4dbb72VefPmOeCTi4iI3BjU1ou4BpPVarU6OwgRKftMJhMLFy6kW7duzg5FREREioHaepGyQ3P0RURERERERFyIEn0RERERERERF6Kh+yIiIiIiIiIuRD36IiIiIiIiIi5Eib6IiIiIiIiIC1GiLyIiIiIiIuJClOiLiIiIiIiIuBAl+iIiIiIiIiIuRIm+iIiIiIiIiAtRoi8iIiIiIiLiQpToi4iIiIiIiLiQ/wcTrViykVFc3AAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"CNN Accuracy per Epoch:\")\n",
        "for i, (train_acc, val_acc) in enumerate(zip(history_cnn.history['accuracy'],\n",
        "                                             history_cnn.history['val_accuracy']), start=1):\n",
        "    print(f\"Epoch {i:02d} - Train Acc: {train_acc:.4f}, Val Acc: {val_acc:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "4cra0ESBBaEo",
        "outputId": "0bec1cf4-093a-4516-e316-8a24df6a7449"
      },
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "CNN Accuracy per Epoch:\n",
            "Epoch 01 - Train Acc: 0.6820, Val Acc: 0.5620\n",
            "Epoch 02 - Train Acc: 0.6796, Val Acc: 0.5940\n",
            "Epoch 03 - Train Acc: 0.6996, Val Acc: 0.5740\n",
            "Epoch 04 - Train Acc: 0.6910, Val Acc: 0.5510\n",
            "Epoch 05 - Train Acc: 0.6928, Val Acc: 0.5760\n",
            "Epoch 06 - Train Acc: 0.7068, Val Acc: 0.5700\n",
            "Epoch 07 - Train Acc: 0.6890, Val Acc: 0.5740\n",
            "Epoch 08 - Train Acc: 0.7124, Val Acc: 0.5660\n",
            "Epoch 09 - Train Acc: 0.7184, Val Acc: 0.5680\n",
            "Epoch 10 - Train Acc: 0.7148, Val Acc: 0.5640\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "## **RNN model**"
      ],
      "metadata": {
        "id": "KlnwDtCmECHP"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "def create_rnn_model(input_shape=(32, 32, 3), num_classes=10, hp_units=64, hp_dropout=0.3):\n",
        "    model = models.Sequential()\n",
        "\n",
        "    # Flattening spatial dimension into time steps for RNN\n",
        "    model.add(layers.Reshape((32, 32*3), input_shape=input_shape))\n",
        "\n",
        "    # RNN layers\n",
        "    model.add(layers.SimpleRNN(hp_units, activation='tanh', return_sequences=True))\n",
        "    model.add(layers.Dropout(hp_dropout))\n",
        "    model.add(layers.SimpleRNN(hp_units//2, activation='tanh'))\n",
        "\n",
        "    # Dense layers\n",
        "    model.add(layers.Dense(hp_units, activation='relu'))\n",
        "    model.add(layers.Dropout(hp_dropout))\n",
        "\n",
        "    # Output layer\n",
        "    model.add(layers.Dense(num_classes, activation='softmax'))\n",
        "\n",
        "    model.compile(\n",
        "        optimizer=tf.keras.optimizers.Adam(learning_rate=0.001),\n",
        "        loss='categorical_crossentropy',\n",
        "        metrics=['accuracy']\n",
        "    )\n",
        "\n",
        "    return model"
      ],
      "metadata": {
        "id": "BXl4EjwaBmwm"
      },
      "execution_count": 28,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "class RNNHyperModel(HyperModel):\n",
        "    def build(self, hp):\n",
        "        return create_rnn_model(\n",
        "            hp_units=hp.Choice('units', [32, 64, 128]),\n",
        "            hp_dropout=hp.Float('dropout', 0.2, 0.5, step=0.1)\n",
        "        )"
      ],
      "metadata": {
        "id": "nlZOChxtBmtl"
      },
      "execution_count": 29,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tuner_rnn = RandomSearch(\n",
        "    RNNHyperModel(),\n",
        "    objective='val_accuracy',\n",
        "    max_trials=5,\n",
        "    executions_per_trial=1,\n",
        "    directory='rnn_tuner',\n",
        "    project_name='cifar10_rnn'\n",
        ")"
      ],
      "metadata": {
        "id": "aE2N3kVNBmqn"
      },
      "execution_count": 30,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "tuner_rnn.search(\n",
        "    train_df_down,\n",
        "    validation_data=test_df_down,\n",
        "    epochs=50,\n",
        "    verbose=1\n",
        ")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3Zj-8o9bBmnm",
        "outputId": "7a5e691c-4f0f-42dc-8a6b-722aed8b0e02"
      },
      "execution_count": 31,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Trial 5 Complete [00h 05m 32s]\n",
            "val_accuracy: 0.11599999666213989\n",
            "\n",
            "Best val_accuracy So Far: 0.28600001335144043\n",
            "Total elapsed time: 00h 23m 34s\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "best_rnn = tuner_rnn.get_best_models(num_models=1)[0]\n",
        "\n",
        "test_loss, test_acc = best_rnn.evaluate(test_df_down, verbose=1)\n",
        "\n",
        "print(f\"\\nBest RNN Test Accuracy: {test_acc * 100:.2f}%\")\n",
        "print(f\"Best RNN Test Loss: {test_loss:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "yTjCX_T4BmkF",
        "outputId": "55612058-2160-48ba-b8b5-46b602f6acea"
      },
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m32/32\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - accuracy: 0.3405 - loss: 1.9150\n",
            "\n",
            "Best RNN Test Accuracy: 28.60%\n",
            "Best RNN Test Loss: 1.9262\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "rnn_history = best_rnn.fit(train_df_down, validation_data=test_df_down, epochs=10)\n",
        "\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(rnn_history.history['accuracy'], label='Training Accuracy')\n",
        "plt.plot(rnn_history.history['val_accuracy'], label='Validation Accuracy')\n",
        "plt.title('RNN Model Accuracy')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "plt.figure(figsize=(8,5))\n",
        "plt.plot(rnn_history.history['loss'], label='Training Loss')\n",
        "plt.plot(rnn_history.history['val_loss'], label='Validation Loss')\n",
        "plt.title('RNN Model Loss')\n",
        "plt.xlabel('Epochs')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "Msa8_Z_LBmhh",
        "outputId": "3cf9e655-d003-4c18-c623-4bd68d1bff11"
      },
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 17ms/step - accuracy: 0.2464 - loss: 2.0621 - val_accuracy: 0.2900 - val_loss: 1.9176\n",
            "Epoch 2/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 18ms/step - accuracy: 0.2545 - loss: 1.9667 - val_accuracy: 0.2520 - val_loss: 1.9935\n",
            "Epoch 3/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 24ms/step - accuracy: 0.2621 - loss: 2.0080 - val_accuracy: 0.2840 - val_loss: 1.9448\n",
            "Epoch 4/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 16ms/step - accuracy: 0.2495 - loss: 2.0008 - val_accuracy: 0.2750 - val_loss: 1.9263\n",
            "Epoch 5/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 28ms/step - accuracy: 0.2695 - loss: 1.9916 - val_accuracy: 0.2070 - val_loss: 2.1362\n",
            "Epoch 6/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 16ms/step - accuracy: 0.1879 - loss: 2.1520 - val_accuracy: 0.2580 - val_loss: 2.0541\n",
            "Epoch 7/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 17ms/step - accuracy: 0.2537 - loss: 2.0805 - val_accuracy: 0.2910 - val_loss: 1.9959\n",
            "Epoch 8/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m5s\u001b[0m 25ms/step - accuracy: 0.2185 - loss: 2.0914 - val_accuracy: 0.2660 - val_loss: 2.0130\n",
            "Epoch 9/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 16ms/step - accuracy: 0.2385 - loss: 2.0293 - val_accuracy: 0.2770 - val_loss: 1.9424\n",
            "Epoch 10/10\n",
            "\u001b[1m157/157\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 18ms/step - accuracy: 0.2668 - loss: 2.0189 - val_accuracy: 0.2920 - val_loss: 1.9349\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 800x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(\"\\nRNN Accuracy per Epoch:\")\n",
        "for i, (train_acc, val_acc) in enumerate(zip(rnn_history.history['accuracy'],\n",
        "                                             rnn_history.history['val_accuracy']), start=1):\n",
        "    print(f\"Epoch {i:02d} - Train Acc: {train_acc:.4f}, Val Acc: {val_acc:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Iu_gysBaAiKp",
        "outputId": "22735700-86c4-431b-ce4a-05c06ecfb083"
      },
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\n",
            "RNN Accuracy per Epoch:\n",
            "Epoch 01 - Train Acc: 0.2420, Val Acc: 0.2900\n",
            "Epoch 02 - Train Acc: 0.2586, Val Acc: 0.2520\n",
            "Epoch 03 - Train Acc: 0.2570, Val Acc: 0.2840\n",
            "Epoch 04 - Train Acc: 0.2518, Val Acc: 0.2750\n",
            "Epoch 05 - Train Acc: 0.2410, Val Acc: 0.2070\n",
            "Epoch 06 - Train Acc: 0.1944, Val Acc: 0.2580\n",
            "Epoch 07 - Train Acc: 0.2478, Val Acc: 0.2910\n",
            "Epoch 08 - Train Acc: 0.2278, Val Acc: 0.2660\n",
            "Epoch 09 - Train Acc: 0.2532, Val Acc: 0.2770\n",
            "Epoch 10 - Train Acc: 0.2580, Val Acc: 0.2920\n"
          ]
        }
      ]
    }
  ]
}