{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "##Load the built-in CIFAR-10 dataset using Keras (TensorFlow)"
      ],
      "metadata": {
        "id": "OOlFCIysqknz"
      }
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 527
        },
        "id": "xAqZuGLPB8hC",
        "outputId": "7bdd861a-2bfa-4fb3-d169-ceb6512a0f13"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
            "\u001b[1m170498071/170498071\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 0us/step\n",
            "Training data shape: (50000, 32, 32, 3)\n",
            "Test data shape: (10000, 32, 32, 3)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "from tensorflow.keras.datasets import cifar10\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n",
        "print(f\"Training data shape: {x_train.shape}\")\n",
        "print(f\"Test data shape: {x_test.shape}\")\n",
        "\n",
        "plt.imshow(x_train[0])\n",
        "plt.title(f\"Label: {y_train[0][0]}\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Import Libraries"
      ],
      "metadata": {
        "id": "EH4kAtJ2qbnB"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from tensorflow.keras.datasets import cifar10\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n",
        "from tensorflow.keras.utils import to_categorical\n",
        "from tensorflow.keras.optimizers import Adam"
      ],
      "metadata": {
        "id": "-cS4e1jtCn1k"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Set Random Seeds for Reproducibility"
      ],
      "metadata": {
        "id": "k2LftRHe2WcK"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import random\n",
        "import numpy as np\n",
        "import tensorflow as tf\n",
        "\n",
        "seed = 42\n",
        "random.seed(seed)\n",
        "np.random.seed(seed)\n",
        "tf.random.set_seed(seed)"
      ],
      "metadata": {
        "id": "mSH5PELM2Uqp"
      },
      "execution_count": 24,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Load and Preprocess CIFAR-10 Dataset"
      ],
      "metadata": {
        "id": "QBCciNibquqb"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "(x_train, y_train), (x_test, y_test) = cifar10.load_data()\n",
        "x_train = x_train.astype('float32') / 255.0\n",
        "x_test = x_test.astype('float32') / 255.0\n",
        "y_train_cat = to_categorical(y_train, 10)\n",
        "y_test_cat = to_categorical(y_test, 10)\n",
        "\n",
        "plt.imshow(x_train[0])\n",
        "plt.title(f\"Label: {y_train[0][0]}\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 452
        },
        "id": "VjPra9JbCjoP",
        "outputId": "26ae06b2-f0df-4713-ce1b-eed8944d820f"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Build a Simple CNN Model"
      ],
      "metadata": {
        "id": "ERxfpJ8NCtla"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Input, Conv2D, MaxPooling2D, Flatten, Dense, Dropout\n",
        "\n",
        "def build_cnn_model(input_shape=(32, 32, 3), dropout_rate=0.3):\n",
        "    model = Sequential([\n",
        "        Input(shape=input_shape),\n",
        "        Conv2D(32, (3,3), activation='relu'),\n",
        "        MaxPooling2D(pool_size=(2,2)),\n",
        "\n",
        "        Conv2D(64, (3,3), activation='relu'),\n",
        "        MaxPooling2D(pool_size=(2,2)),\n",
        "\n",
        "        Flatten(),\n",
        "        Dense(128, activation='relu'),\n",
        "        Dropout(dropout_rate),\n",
        "        Dense(10, activation='softmax')\n",
        "    ])\n",
        "    return model"
      ],
      "metadata": {
        "id": "h-k_DnbvCvnU"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Callbacks: EarlyStopping and ModelCheckpoint"
      ],
      "metadata": {
        "id": "jOGtitHM234C"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from tensorflow.keras.callbacks import EarlyStopping, ModelCheckpoint\n",
        "\n",
        "def get_callbacks():\n",
        "    return [\n",
        "        EarlyStopping(monitor='val_loss', patience=3, restore_best_weights=True),\n",
        "        ModelCheckpoint(\"best_model.h5\", monitor=\"val_accuracy\", save_best_only=True)\n",
        "    ]"
      ],
      "metadata": {
        "id": "mxvpwam_20yA"
      },
      "execution_count": 26,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Compile the Model"
      ],
      "metadata": {
        "id": "PMZO-bgZCzJ8"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "model.compile(optimizer=Adam(learning_rate=0.001),\n",
        "              loss='categorical_crossentropy',\n",
        "              metrics=['accuracy'])"
      ],
      "metadata": {
        "id": "0Dd_pbY_C07s"
      },
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Train the Model"
      ],
      "metadata": {
        "id": "zRpPx0DjC3bI"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "history = model.fit(x_train, y_train_cat,\n",
        "                    epochs=10,\n",
        "                    batch_size=64,\n",
        "                    validation_split=0.2)\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Yw8cgVWPrL0Q",
        "outputId": "1dcc59f3-22ad-45f6-ccc2-ba26a29b75e3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m54s\u001b[0m 84ms/step - accuracy: 0.3214 - loss: 1.8538 - val_accuracy: 0.5066 - val_loss: 1.3792\n",
            "Epoch 2/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m52s\u001b[0m 83ms/step - accuracy: 0.5233 - loss: 1.3286 - val_accuracy: 0.5943 - val_loss: 1.1647\n",
            "Epoch 3/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m80s\u001b[0m 80ms/step - accuracy: 0.5901 - loss: 1.1658 - val_accuracy: 0.6208 - val_loss: 1.0846\n",
            "Epoch 4/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m50s\u001b[0m 80ms/step - accuracy: 0.6214 - loss: 1.0664 - val_accuracy: 0.6382 - val_loss: 1.0263\n",
            "Epoch 5/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m83s\u001b[0m 82ms/step - accuracy: 0.6484 - loss: 0.9963 - val_accuracy: 0.6373 - val_loss: 1.0543\n",
            "Epoch 6/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m51s\u001b[0m 82ms/step - accuracy: 0.6686 - loss: 0.9379 - val_accuracy: 0.6698 - val_loss: 0.9514\n",
            "Epoch 7/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m53s\u001b[0m 86ms/step - accuracy: 0.6865 - loss: 0.8912 - val_accuracy: 0.6825 - val_loss: 0.9139\n",
            "Epoch 8/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m49s\u001b[0m 78ms/step - accuracy: 0.7018 - loss: 0.8468 - val_accuracy: 0.6833 - val_loss: 0.9054\n",
            "Epoch 9/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m85s\u001b[0m 83ms/step - accuracy: 0.7159 - loss: 0.8044 - val_accuracy: 0.6801 - val_loss: 0.9061\n",
            "Epoch 10/10\n",
            "\u001b[1m625/625\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m79s\u001b[0m 79ms/step - accuracy: 0.7276 - loss: 0.7649 - val_accuracy: 0.6834 - val_loss: 0.9080\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Display Sample Images from CIFAR-10 Dataset"
      ],
      "metadata": {
        "id": "g9F2lHXRwaic"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "(x_train, y_train), (_, _) = cifar10.load_data()\n",
        "class_names = [\n",
        "    'airplane', 'automobile', 'bird', 'cat', 'deer',\n",
        "    'dog', 'frog', 'horse', 'ship', 'truck'\n",
        "]\n",
        "plt.figure(figsize=(9, 9))\n",
        "for i in range(25):\n",
        "    plt.subplot(5, 5, i+1)\n",
        "    plt.imshow(x_train[i])\n",
        "    plt.title(class_names[y_train[i][0]], fontsize=10)\n",
        "    plt.axis('off')\n",
        "plt.suptitle(\"Images from CIFAR-10 Training Set\", fontsize=14)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 904
        },
        "id": "aHsS7bdHwfH5",
        "outputId": "72ad9d1d-b4cc-4a82-9787-b3fe67703757"
      },
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 900x900 with 25 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Confusion Matrix"
      ],
      "metadata": {
        "id": "Jsx3raKXssJG"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "y_pred = model.predict(x_test)\n",
        "y_pred_classes = np.argmax(y_pred, axis=1)\n",
        "y_true = y_test.flatten()\n",
        "\n",
        "cm = confusion_matrix(y_true, y_pred_classes)\n",
        "conf_matrix_df = pd.DataFrame(cm,\n",
        "                              index=[f\"True_{i}\" for i in range(10)],\n",
        "                              columns=[f\"Pred_{i}\" for i in range(10)])\n",
        "print(conf_matrix_df)\n",
        "conf_matrix_df.to_csv(\"confusion_matrix.csv\")\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Y0mN23A0suXk",
        "outputId": "7bd62578-1c3c-485b-f73f-0c5cf4c8efb4"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m4s\u001b[0m 12ms/step\n",
            "        Pred_0  Pred_1  Pred_2  Pred_3  Pred_4  Pred_5  Pred_6  Pred_7  \\\n",
            "True_0     716      28      43      25      13      10       7       4   \n",
            "True_1       9     834       6      13       2      10       4       0   \n",
            "True_2      74       6     608      80      52      96      34      20   \n",
            "True_3      21      10      79     547      36     221      34      21   \n",
            "True_4      28       6     115     104     561      58      42      62   \n",
            "True_5      10       3      54     188      22     664      10      24   \n",
            "True_6       6       8      71     110      31      49     702       7   \n",
            "True_7      21       6      36      44      56     107       1     699   \n",
            "True_8      55      43      13      20       5      10       3       5   \n",
            "True_9      21      95      15      20       1       6       4       9   \n",
            "\n",
            "        Pred_8  Pred_9  \n",
            "True_0     100      54  \n",
            "True_1      27      95  \n",
            "True_2      16      14  \n",
            "True_3      14      17  \n",
            "True_4      16       8  \n",
            "True_5      17       8  \n",
            "True_6       9       7  \n",
            "True_7       5      25  \n",
            "True_8     810      36  \n",
            "True_9      40     789  \n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10,8))\n",
        "sns.heatmap(conf_matrix_df, annot=True, fmt='d', cmap='Blues')\n",
        "plt.title(\"Confusion Matrix\")\n",
        "plt.xlabel(\"Predicted Label\")\n",
        "plt.ylabel(\"True Label\")\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "PIy9a8TluFOJ",
        "outputId": "4dfc001e-bffc-4cc1-c7e2-56aad6871388"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Classification Report(Precision, Recall, F1-score)"
      ],
      "metadata": {
        "id": "EQ06XkfquJgT"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "from sklearn.metrics import classification_report\n",
        "\n",
        "report = classification_report(y_true, y_pred_classes, output_dict=True)\n",
        "report_df = pd.DataFrame(report).transpose()\n",
        "report_df.to_csv(\"classification_report.csv\")\n",
        "print(report_df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MyCOMJFiuJPY",
        "outputId": "14e80cc5-747e-459e-c135-87efa5ca4cff"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision  recall  f1-score    support\n",
            "0              0.745057   0.716  0.730240   1000.000\n",
            "1              0.802695   0.834  0.818048   1000.000\n",
            "2              0.584615   0.608  0.596078   1000.000\n",
            "3              0.475239   0.547  0.508601   1000.000\n",
            "4              0.720154   0.561  0.630691   1000.000\n",
            "5              0.539399   0.664  0.595249   1000.000\n",
            "6              0.834721   0.702  0.762629   1000.000\n",
            "7              0.821387   0.699  0.755267   1000.000\n",
            "8              0.768501   0.810  0.788705   1000.000\n",
            "9              0.749288   0.789  0.768631   1000.000\n",
            "accuracy       0.693000   0.693  0.693000      0.693\n",
            "macro avg      0.704106   0.693  0.695414  10000.000\n",
            "weighted avg   0.704106   0.693  0.695414  10000.000\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Evaluate the Model"
      ],
      "metadata": {
        "id": "Z39j_yIeuXCL"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "loss, accuracy = model.evaluate(x_test, y_test_cat)\n",
        "print(f\"Test Accuracy: {accuracy:.4f}\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "tzIz65XQuZae",
        "outputId": "9af9a325-4171-4e56-bc12-070aeabfa253"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m313/313\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m6s\u001b[0m 20ms/step - accuracy: 0.6976 - loss: 0.8996\n",
            "Test Accuracy: 0.6930\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "##Compare Hyperparameters"
      ],
      "metadata": {
        "id": "ft_Edl5UugyE"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "results = [\n",
        "    {\"Model\": \"Baseline\", \"Accuracy\": 0.735, \"Dropout\": 0.3, \"BatchSize\": 64},\n",
        "    {\"Model\": \"Dropout_0.5\", \"Accuracy\": 0.742, \"Dropout\": 0.5, \"BatchSize\": 64},\n",
        "    {\"Model\": \"Adam_lr_0.0005\", \"Accuracy\": 0.756, \"Dropout\": 0.3, \"BatchSize\": 64}\n",
        "]\n",
        "\n",
        "df_results = pd.DataFrame(results)\n",
        "print(df_results)\n",
        "df_results.to_csv(\"model_comparison.csv\", index=False)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "0wvLxGJQui0L",
        "outputId": "426f2530-b780-4498-de47-f5e3bdbbd23b"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "            Model  Accuracy  Dropout  BatchSize\n",
            "0        Baseline     0.735      0.3         64\n",
            "1     Dropout_0.5     0.742      0.5         64\n",
            "2  Adam_lr_0.0005     0.756      0.3         64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "#Visualisation"
      ],
      "metadata": {
        "id": "2uA125CKvKm1"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Plot Accuracy & Loss Curves"
      ],
      "metadata": {
        "id": "bfSxXCfFvNYA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(history.history['accuracy'], label='train_accuracy')\n",
        "plt.plot(history.history['val_accuracy'], label='val_accuracy')\n",
        "plt.title('Accuracy Over Epochs')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Accuracy')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "j19UvnQKvQ7B",
        "outputId": "8b09cc16-8d21-42a9-ae7d-9cb01cf6398c"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.plot(history.history['loss'], label='train_loss')\n",
        "plt.plot(history.history['val_loss'], label='val_loss')\n",
        "plt.title('Loss Over Epochs')\n",
        "plt.xlabel('Epoch')\n",
        "plt.ylabel('Loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 472
        },
        "id": "mpwKKhskvU36",
        "outputId": "8f5b776f-0f3b-4add-ecb0-182c83f2e994"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Confusion Matrix Heatmap(Normalized)"
      ],
      "metadata": {
        "id": "h2MkuL4yvZzr"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "cm_norm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
        "\n",
        "plt.figure(figsize=(10,8))\n",
        "sns.heatmap(cm_norm, annot=True, fmt='.2f', cmap='Blues')\n",
        "plt.title(\"Normalized Confusion Matrix\")\n",
        "plt.ylabel(\"True Label\")\n",
        "plt.xlabel(\"Predicted Label\")\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 718
        },
        "id": "-jPrKXy4vZeL",
        "outputId": "60e2cced-a8f7-4508-a14a-42c09ec55cf8"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x800 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "###Bar Chart of Per-Class Accuracy"
      ],
      "metadata": {
        "id": "oCwO_BL-vjLf"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "class_acc = (np.diag(cm) / np.sum(cm, axis=1)) * 100\n",
        "\n",
        "plt.figure(figsize=(10,6))\n",
        "plt.bar(range(10), class_acc)\n",
        "plt.title(\"Per-Class Accuracy (%)\")\n",
        "plt.xlabel(\"Class\")\n",
        "plt.ylabel(\"Accuracy\")\n",
        "plt.xticks(ticks=range(10), labels=[\n",
        "    'airplane', 'automobile', 'bird', 'cat', 'deer',\n",
        "    'dog', 'frog', 'horse', 'ship', 'truck'], rotation=45)\n",
        "plt.grid(True)\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "id": "fQIAho4ivlUG",
        "outputId": "a9412c95-f50a-48fd-e7f8-1a6698676b81",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        }
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x600 with 1 Axes>"
            ],
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA90AAAJOCAYAAACqS2TfAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAeRNJREFUeJzt3Xd4FNXbxvF7E0ISAqFDCDX0Ls1A6FJFQJBIVaSKIEWI0juCCBaQbkFQMPSmoFIVRYr0ooJIr6En1BCy5/2DN/sjBDCBjJss3891ccGemZ08+2RJ5t6ZOWMzxhgBAAAAAIBE5+bsAgAAAAAAcFWEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAACe0MyZM2Wz2XT06FFnlwIL2O12FS9eXKNGjUq0bVaoUEF9+vRJtO0BAJIuQjcAIEmKCbIxf7y8vFSwYEF169ZNYWFh/0kN0dHRmjFjhqpXr64MGTLI09NTefLkUbt27bRt27b/pIbEEB0dLX9/f9lsNv3www/OLifZmTNnjk6cOKFu3bo5xk6dOqX69evL19dXRYsW1XfffRfneYsXL1aWLFkUHh4eZ1nfvn01efJknT171tLaAQDOR+gGACRpI0aM0KxZszRp0iRVrFhRU6dOVVBQkG7cuGHp171586YaNGig9u3byxijAQMGaOrUqXrttde0adMmBQYG6uTJk5bWkFjWrVunM2fOKE+ePPrmm2+cXU6y88EHH6hFixZKmzatY6xNmzY6fPiwxowZozJlyqhp06axznS4deuW3nnnHY0cOTLW82I0atRIvr6+mjJlyn/xEgAATpTC2QUAAPAo9erVU7ly5SRJHTt2VMaMGfXxxx9r2bJlatmy5RNt+8aNG0qVKtUDl/Xu3Vs//vijxo0bp549e8ZaNnToUI0bN+6JvvZ/afbs2SpTpozatGmjAQMG6Pr16/Lx8XF2WXHcuXNHdrtdKVOmdHYpDjt37tTu3bv10UcfOcZu3rypdevW6eeff1bVqlXVuXNnbdy4UStXrtQbb7whSfrwww+VNm1adezY8YHbdXNz08svv6yvv/5aw4cPl81m+09eDwDgv8eRbgBAslKjRg1J0pEjRxxjs2fPVtmyZeXt7a0MGTKoRYsWOnHiRKznVa9eXcWLF9f27dtVtWpVpUqVSgMGDHjg1zh58qQ+/fRT1a5dO07gliR3d3e98847ypEjx0PrXLZsmerXry9/f395enoqX758evfddxUdHR1rvYMHDyo4OFh+fn7y8vJSjhw51KJFi1inJK9evVqVK1dWunTplDp1ahUqVOihtd/v5s2bWrJkiVq0aKFmzZrp5s2bWrZs2QPX/eGHH1StWjWlSZNGvr6+evbZZxUaGhprnS1btuiFF15Q+vTp5ePjo5IlS+qTTz5xLK9evbqqV68eZ9tt27ZVnjx5HI+PHj0qm82mDz/8UOPHj1e+fPnk6empP//8U7dv39aQIUNUtmxZpU2bVj4+PqpSpYp++umnONu12+365JNPVKJECXl5eSlz5sx6/vnnHaf/V6tWTc8888wDX2+hQoVUt27dR/Zv6dKlSpkypapWreoYu3XrlowxSp8+vSTJZrMpXbp0jrMvTp06pffff1+ffPKJ3NwevqtVu3ZtHTt2TLt27XpkDQCA5I0j3QCAZOXQoUOSpIwZM0qSRo0apcGDB6tZs2bq2LGjzp8/r4kTJ6pq1arauXOn0qVL53juxYsXVa9ePbVo0UKvvvqqsmbN+sCv8cMPP+jOnTtq3br1Y9c5c+ZMpU6dWiEhIUqdOrXWrVunIUOGKCIiQh988IEk6fbt26pbt64iIyPVvXt3+fn56dSpU1q+fLmuXLmitGnT6o8//lCDBg1UsmRJjRgxQp6envrnn3/022+/xauOb7/9VteuXVOLFi3k5+en6tWr65tvvlGrVq3i1Nu+fXsVK1ZM/fv3V7p06bRz5079+OOPjnVXr16tBg0aKFu2bHrrrbfk5+env/76S8uXL9dbb731WH2aMWOGbt26pU6dOsnT01MZMmRQRESEvvjiC7Vs2VKvv/66rl69qunTp6tu3br6/fffVapUKcfzO3TooJkzZ6pevXrq2LGj7ty5o19//VWbN29WuXLl1Lp1a73++uvat2+fihcv7nje1q1b9ffff2vQoEGPrG/jxo0qXry4PDw8HGPp06dXvnz59N577+m9997Txo0btWvXLk2cOFGS1KdPH9WrVy9WUH+QsmXLSpJ+++03lS5dOqGtAwAkFwYAgCRoxowZRpJZs2aNOX/+vDlx4oSZO3euyZgxo/H29jYnT540R48eNe7u7mbUqFGxnrt3716TIkWKWOPVqlUzksy0adP+9Wv36tXLSDI7d+5MUK1HjhxxjN24cSPOem+88YZJlSqVuXXrljHGmJ07dxpJZsGCBQ/d9rhx44wkc/78+XjVcr8GDRqYSpUqOR5/9tlnJkWKFObcuXOOsStXrpg0adKY8uXLm5s3b8Z6vt1uN8YYc+fOHRMQEGBy585tLl++/MB1jLnb52rVqsWpo02bNiZ37tyOx0eOHDGSjK+vb6xaYr5WZGRkrLHLly+brFmzmvbt2zvG1q1bZySZHj16xPl6MTVduXLFeHl5mb59+8Za3qNHD+Pj42OuXbsW57n3ypEjhwkODo4zvnbtWpM+fXojyUgyPXv2NMYY89tvvxlvb29z9OjRR243RsqUKU2XLl3itS4AIHni9HIAQJJWq1YtZc6cWTlz5lSLFi2UOnVqLVmyRNmzZ9fixYtlt9vVrFkzXbhwwfHHz89PBQoUiHM6sqenp9q1a/evXzMiIkKSlCZNmseu29vb2/Hvq1ev6sKFC6pSpYpu3Lih/fv3S5Jjgq2VK1c+dGK4mCP1y5Ytk91uT1ANFy9e1MqVK2Nd+x4cHCybzab58+c7xlavXq2rV6+qX79+8vLyirWNmGuNd+7cqSNHjqhnz56xzh64d53HERwcrMyZM8cac3d3d1zXbbfbdenSJd25c0flypXTjh07HOstWrRINptNQ4cOjbPdmJrSpk2rRo0aac6cOTLGSLo7m/u8efPUuHHjf722/eLFi47TyO9Vo0YNHT9+XJs3b9bx48c1btw42e129ejRQ2+//bZy586tqVOnqnDhwipUqJCmTZv2wO2nT59eFy5ceGQNAIDkjdPLAQBJ2uTJk1WwYEGlSJFCWbNmVaFChRzXyR48eFDGGBUoUOCBz733lGBJyp49e6xJusLDw3Xz5k3H45QpUypDhgzy9fWVdDcsP64//vhDgwYN0rp16xwh/t6vK0kBAQEKCQnRxx9/rG+++UZVqlTRiy++qFdffdURyJs3b64vvvhCHTt2VL9+/VSzZk01adJEL7/88iOvF5akefPmKSoqSqVLl9Y///zjGC9fvry++eYbde3aVdL/Ttm/9/Tr+8VnnccREBDwwPGvvvpKH330kfbv36+oqKgHrn/o0CH5+/srQ4YMj/war732mubNm6dff/1VVatW1Zo1axQWFhbvywdiwvr9UqdOrfLlyzsez5gxQ2fPnlW/fv20Zs0a9e7dW7Nnz5bNZlOrVq1UqFAhPffcc3G2zSRqAODaCN0AgCQtMDDQMXv5/ex2u+Pe0+7u7nGWp06dOtbje48+S9Jbb72lr776yvG4WrVq+vnnn1W4cGFJ0t69e2NdPxxfV65cUbVq1eTr66sRI0YoX7588vLy0o4dO9S3b99YR6w/+ugjtW3bVsuWLdOqVavUo0cPjR49Wps3b1aOHDnk7e2tX375RT/99JNWrFihH3/8UfPmzVONGjW0atWqB77uGDG3B6tUqdIDlx8+fFh58+ZN8Ot7FJvN9sCQev8EcjHu/55IdyfGa9u2rRo3bqzevXsrS5Yscnd31+jRox3hPyHq1q2rrFmzavbs2apatapmz54tPz8/1apV61+fmzFjRl2+fPlf14uIiNDAgQP14YcfysfHR3PmzNHLL7+sxo0bS5JefvllffPNN3FC95UrV5QpU6YEvyYAQPJB6AYAJFv58uWTMUYBAQEqWLBggp/fp08fvfrqq47HMacR16tXT+7u7po9e/ZjTab2888/6+LFi1q8eHGsybTunXH9XiVKlFCJEiU0aNAgbdy4UZUqVdK0adM0cuRISXdvL1WzZk3VrFlTH3/8sd577z0NHDhQP/3000OD45EjR7Rx40Z169ZN1apVi7XMbrerdevWCg0N1aBBg5QvXz5J0r59+5Q/f/4Hbu/edR4VVtOnT6/Dhw/HGT927NhDn3O/hQsXKm/evFq8eHGso8D3n0aeL18+rVy5UpcuXXrk0W53d3e1atVKM2fO1JgxY7R06VK9/vrrj/zAIkbhwoUf+n2714gRIxQQEKBXXnlFknT69OlYk6P5+/vHmaX81KlTun37tooUKfKv2wcAJF9c0w0ASLaaNGkid3d3DR8+PM7RVWOMLl68+MjnFy1aVLVq1XL8iZlNOmfOnHr99de1atUqx4zU97Lb7froo4908uTJB243JszdW9Pt27c1ZcqUWOtFRETozp07scZKlCghNzc3RUZGSpIuXboUZ/sxR99j1nmQmKPcffr00csvvxzrT7NmzVStWjXHOnXq1FGaNGk0evRo3bp1K9Z2Yl5DmTJlFBAQoPHjx+vKlSsPXEe6G4T379+v8+fPO8Z2794d79nWpQf3b8uWLdq0aVOs9YKDg2WM0fDhw+Ns4/73Q+vWrXX58mW98cYbunbtWqwPWx4lKChI+/bte2Sv//77b02aNEmffPKJ40OCrFmzOq7dl6S//vpLfn5+sZ63fft2SVLFihXjVQsAIHniSDcAINnKly+fRo4cqf79++vo0aNq3Lix0qRJoyNHjmjJkiXq1KmT3nnnncfa9kcffaRDhw6pR48eWrx4sRo0aKD06dPr+PHjWrBggfbv368WLVo88LkVK1ZU+vTp1aZNG/Xo0UM2m02zZs2KEwTXrVunbt26qWnTpipYsKDu3LmjWbNmyd3dXcHBwZLuHkH95ZdfVL9+feXOnVvnzp3TlClTlCNHDlWuXPmh9X/zzTcqVaqUcubM+cDlL774orp3764dO3aoTJkyGjdunDp27Khnn31WrVq1Uvr06bV7927duHFDX331ldzc3DR16lQ1bNhQpUqVUrt27ZQtWzbt379ff/zxh1auXClJat++vT7++GPVrVtXHTp00Llz5zRt2jQVK1YszrXtD9OgQQMtXrxYL730kurXr68jR45o2rRpKlq0qK5du+ZY77nnnlPr1q01YcIEHTx4UM8//7zsdrt+/fVXPffcc+rWrZtj3dKlS6t48eJasGCBihQpojJlysSrlkaNGundd9/V+vXrVadOnQeu06tXLzVv3lyBgYGOsZdfflmNGjVy3E/9u+++0/Lly2M9b/Xq1cqVKxe3CwMAV+eEGdMBAPhXMbfh2rp167+uu2jRIlO5cmXj4+NjfHx8TOHChU3Xrl3NgQMHHOtUq1bNFCtWLEE13Llzx3zxxRemSpUqJm3atMbDw8Pkzp3btGvXLtbtxB50y7DffvvNVKhQwXh7ext/f3/Tp08fs3LlSiPJ/PTTT8YYYw4fPmzat29v8uXLZ7y8vEyGDBnMc889Z9asWePYztq1a02jRo2Mv7+/SZkypfH39zctW7Y0f//990Pr3r59u5FkBg8e/NB1jh49aiSZXr16Oca+/fZbU7FiRePt7W18fX1NYGCgmTNnTqznbdiwwdSuXdukSZPG+Pj4mJIlS5qJEyfGWmf27Nkmb968JmXKlKZUqVJm5cqVD71l2AcffBCnNrvdbt577z2TO3du4+npaUqXLm2WL18eZxvG3P0effDBB6Zw4cImZcqUJnPmzKZevXpm+/btcbY7duxYI8m89957D+3Lg5QsWdJ06NDhgctWrFhhUqdObU6fPh1n2ejRo42/v7/Jli2bGTNmTKxl0dHRJlu2bGbQoEEJqgUAkPzYjHnIlJwAAAAu5JNPPlGvXr109OhR5cqVK97PmzVrlrp27arjx4/HuV3a41q6dKlatWqlQ4cOKVu2bImyTQBA0kToBgAALs8Yo2eeeUYZM2aMc//2f2O321WyZEm1bNlSAwcOTJR6goKCVKVKFY0dOzZRtgcASLq4phsAALis69ev69tvv9VPP/2kvXv3atmyZQnehpubm/bt25eodd0/KRwAwHVxpBsAALiso0ePKiAgQOnSpdObb76pUaNGObskAMBThtANAAAAAIBFuE83AAAAAAAWIXQDAAAAAGARl59IzW636/Tp00qTJo1sNpuzywEAAAAAuABjjK5evSp/f3+5uT38eLbLh+7Tp08rZ86czi4DAAAAAOCCTpw4oRw5cjx0ucuH7jRp0ki62whfX18nV5P0RUVFadWqVapTp448PDycXY7LoK+Jj55ag75ag74mPnpqDfpqDfqa+OipNehrwkRERChnzpyOzPkwLh+6Y04p9/X1JXTHQ1RUlFKlSiVfX1/+oyUi+pr46Kk16Ks16Gvio6fWoK/WoK+Jj55ag74+nn+7jJmJ1AAAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsEgKZxcAWClPvxXOLkGS5OluNDZQKj5spSKjbU6t5ej79Z369QEAAICnCUe6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsEgKZxcAAAAAIPnI02+Fs0uQp7vR2ECp+LCVioy2ObWWo+/Xd+rXR9Ln1CPd0dHRGjx4sAICAuTt7a18+fLp3XfflTHGsY4xRkOGDFG2bNnk7e2tWrVq6eDBg06sGgAAAACA+HFq6B4zZoymTp2qSZMm6a+//tKYMWM0duxYTZw40bHO2LFjNWHCBE2bNk1btmyRj4+P6tatq1u3bjmxcgAAAAAA/p1TTy/fuHGjGjVqpPr1756SkSdPHs2ZM0e///67pLtHucePH69BgwapUaNGkqSvv/5aWbNm1dKlS9WiRQun1Q4AAAAAwL9xauiuWLGiPvvsM/39998qWLCgdu/erQ0bNujjjz+WJB05ckRnz55VrVq1HM9Jmzatypcvr02bNj0wdEdGRioyMtLxOCIiQpIUFRWlqKgoi19R8hfTI1fplae7+feV/gOebibW387kKt9bV3uvJhX01Rr0NfHRU2vQV2u4Wl+Twv4V+1bWcLX3qtXi2yebufcC6v+Y3W7XgAEDNHbsWLm7uys6OlqjRo1S//79Jd09El6pUiWdPn1a2bJlczyvWbNmstlsmjdvXpxtDhs2TMOHD48zHhoaqlSpUln3YgAAAAAAT40bN26oVatWCg8Pl6+v70PXc+qR7vnz5+ubb75RaGioihUrpl27dqlnz57y9/dXmzZtHmub/fv3V0hIiONxRESEcubMqTp16jyyEbgrKipKq1evVu3ateXh4eHscp5Y8WErnV2CpLufwr5bzq7B29wUaXfuDJv7htV16tdPLK72Xk0q6Ks16Gvio6fWoK/WcLW+JoX9K/atrOFq71WrxZxV/W+cGrp79+6tfv36OU4TL1GihI4dO6bRo0erTZs28vPzkySFhYXFOtIdFhamUqVKPXCbnp6e8vT0jDPu4eHBGycBXKVfzr6FxP0i7Tan1+QK39d7ucp7Namhr9agr4mPnlqDvlrDVfrq7H2Ze7FvZQ1Xea9aLb49curs5Tdu3JCbW+wS3N3dZbfbJUkBAQHy8/PT2rVrHcsjIiK0ZcsWBQUF/ae1AgAAAACQUE490t2wYUONGjVKuXLlUrFixbRz5059/PHHat++vSTJZrOpZ8+eGjlypAoUKKCAgAANHjxY/v7+aty4sTNLBwAAAADgXzk1dE+cOFGDBw/Wm2++qXPnzsnf319vvPGGhgwZ4linT58+un79ujp16qQrV66ocuXK+vHHH+Xl5eXEygEAAAAA+HdODd1p0qTR+PHjNX78+IeuY7PZNGLECI0YMeK/KwwAAAAA/kN5+q1wdgnydDcaG3h3sjxnXyt/9P36Tv36icmp13QDAAAAAODKCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFUji7APxPnn4rnF2CPN2NxgZKxYetVGS0zam1HH2/vlO/PgAAAAA8KY50AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARp4buPHnyyGazxfnTtWtXSdKtW7fUtWtXZcyYUalTp1ZwcLDCwsKcWTIAAAAAAPHm1NC9detWnTlzxvFn9erVkqSmTZtKknr16qXvvvtOCxYs0Pr163X69Gk1adLEmSUDAAAAABBvTp29PHPmzLEev//++8qXL5+qVaum8PBwTZ8+XaGhoapRo4YkacaMGSpSpIg2b96sChUqOKNkAAAAAADiLcncMuz27duaPXu2QkJCZLPZtH37dkVFRalWrVqOdQoXLqxcuXJp06ZNDw3dkZGRioyMdDyOiIiQJEVFRSkqKsraF/GEPN2Ns0uQp5uJ9bczJcb3Kyn0VHK9viYFMa/DVV5PUkFfrUFfE58r9rT4sJXOLkGebkbvlpPKjvhRkXbn3jp037C6Tv36icnV3q9JYf/KFfet6GtsyeH/S3xrtBljnN9RSfPnz1erVq10/Phx+fv7KzQ0VO3atYsVoCUpMDBQzz33nMaMGfPA7QwbNkzDhw+PMx4aGqpUqVJZUjsAAAAA4Oly48YNtWrVSuHh4fL19X3oeknmSPf06dNVr149+fv7P9F2+vfvr5CQEMfjiIgI5cyZU3Xq1HlkI5KCpPMJt12Dt7m5xCfcSaGnkuv1NSmIiorS6tWrVbt2bXl4eDi7HJdBX61BXxOfK/Y0KfzOcrXfV0mhpxJ9tYKr9VSir/dLDvusMWdV/5skEbqPHTumNWvWaPHixY4xPz8/3b59W1euXFG6dOkc42FhYfLz83votjw9PeXp6Rln3MPDI8n/Uo6Mdu4b+16RdpvT60mM75ezX8P9XKWvSUly+L+dHNFXa9DXxOdKPXX274d7ucrvK2e/hvvR18TnKj2V6Ov9ksPP9vjWmCTu0z1jxgxlyZJF9evXd4yVLVtWHh4eWrt2rWPswIEDOn78uIKCgpxRJgAAAAAACeL0I912u10zZsxQmzZtlCLF/8pJmzatOnTooJCQEGXIkEG+vr7q3r27goKCmLkcAAAAAJAsOD10r1mzRsePH1f79u3jLBs3bpzc3NwUHBysyMhI1a1bV1OmTHFClQAAAAAAJJzTQ3edOnX0sAnUvby8NHnyZE2ePPk/rgoAAAAAgCeXJK7pBgAAAADAFRG6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsEgKZxcAAACSlzz9Vji7BHm6G40NlIoPW6nIaJuzy9HR9+s7uwQAQBLFkW4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALOL00H3q1Cm9+uqrypgxo7y9vVWiRAlt27bNsdwYoyFDhihbtmzy9vZWrVq1dPDgQSdWDAAAAABA/KRw5he/fPmyKlWqpOeee04//PCDMmfOrIMHDyp9+vSOdcaOHasJEyboq6++UkBAgAYPHqy6devqzz//lJeXlxOrB55eefqtcHYJ8nQ3GhsoFR+2UpHRNmeXo6Pv13d2CQAAAEiCnBq6x4wZo5w5c2rGjBmOsYCAAMe/jTEaP368Bg0apEaNGkmSvv76a2XNmlVLly5VixYt/vOaAQAAAACIL6eeXv7tt9+qXLlyatq0qbJkyaLSpUvr888/dyw/cuSIzp49q1q1ajnG0qZNq/Lly2vTpk3OKBkAAAAAgHhz6pHuw4cPa+rUqQoJCdGAAQO0detW9ejRQylTplSbNm109uxZSVLWrFljPS9r1qyOZfeLjIxUZGSk43FERIQkKSoqSlFRURa9ksTh6W6cXYI83Uysv50pMb5fSaGnEn21QlLqqZQ4fU0KYl6Hq7yepMLV+srPgLj42Zr4XKWnEn21gqv1VKKv90sOvzPjW6PNGOO0jqZMmVLlypXTxo0bHWM9evTQ1q1btWnTJm3cuFGVKlXS6dOnlS1bNsc6zZo1k81m07x58+Jsc9iwYRo+fHic8dDQUKVKlcqaFwIAAAAAeKrcuHFDrVq1Unh4uHx9fR+6nlOPdGfLlk1FixaNNVakSBEtWrRIkuTn5ydJCgsLixW6w8LCVKpUqQdus3///goJCXE8joiIUM6cOVWnTp1HNiIpKD5spbNLkKeb0bvl7Bq8zU2RdudOTrVvWN0n3kZS6KlEX62QlHoqJU5fk4KoqCitXr1atWvXloeHh7PLcRmu1ld+BsTFz9bE5yo9leirFVytpxJ9vV9y2LeKOav63zg1dFeqVEkHDhyINfb3338rd+7cku5Oqubn56e1a9c6QnZERIS2bNmiLl26PHCbnp6e8vT0jDPu4eGR5Hd0ksIMzDEi7Tan15MY3y9nv4b70dfElxR6KiVOX5OS5PAzMzlylb4mhf9zMVzpZ0BSeB0xkkJfXa2nEn21gqv0VKKv90sOvy/jW6NTQ3evXr1UsWJFvffee2rWrJl+//13ffbZZ/rss88kSTabTT179tTIkSNVoEABxy3D/P391bhxY2eWDgAAAADAv3Jq6H722We1ZMkS9e/fXyNGjFBAQIDGjx+vV155xbFOnz59dP36dXXq1ElXrlxR5cqV9eOPP3KPbgAAAABAkufU0C1JDRo0UIMGDR663GazacSIERoxYsR/WBUAAAAAAE/OqffpBgAAAADAlRG6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwSApnFwAAgFXy9Fvh7BIkSZ7uRmMDpeLDVioy2ubUWo6+X9+pXx8AgKcNR7oBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLcMswAEgiksLtrbi1FQAAQOLiSDcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABZxaugeNmyYbDZbrD+FCxd2LL9165a6du2qjBkzKnXq1AoODlZYWJgTKwYAAAAAIP6cfqS7WLFiOnPmjOPPhg0bHMt69eql7777TgsWLND69et1+vRpNWnSxInVAgAAAAAQfymcXkCKFPLz84szHh4erunTpys0NFQ1atSQJM2YMUNFihTR5s2bVaFChf+6VAAAAAAAEsTpR7oPHjwof39/5c2bV6+88oqOHz8uSdq+fbuioqJUq1Ytx7qFCxdWrly5tGnTJmeVCwAAAABAvDn1SHf58uU1c+ZMFSpUSGfOnNHw4cNVpUoV7du3T2fPnlXKlCmVLl26WM/JmjWrzp49+9BtRkZGKjIy0vE4IiJCkhQVFaWoqChLXkdi8XQ3zi5Bnm4m1t/OlBjfr6TQU4m+WiEp9VSir1ZwlZ5K9NUKSamnEn21gqv0VKKvVnC1nkr09X5JPbtJ8a/RZoxxfkf/35UrV5Q7d259/PHH8vb2Vrt27WIFaEkKDAzUc889pzFjxjxwG8OGDdPw4cPjjIeGhipVqlSW1A0AAAAAeLrcuHFDrVq1Unh4uHx9fR+6ntOv6b5XunTpVLBgQf3zzz+qXbu2bt++rStXrsQ62h0WFvbAa8Bj9O/fXyEhIY7HERERypkzp+rUqfPIRiQFxYetdHYJ8nQzerecXYO3uSnSbnNqLfuG1X3ibSSFnkr01QpJqacSfbWCq/RUoq9WSEo9leirFVylpxJ9tYKr9VSir/dLrL5aKeas6n+TpEL3tWvXdOjQIbVu3Vply5aVh4eH1q5dq+DgYEnSgQMHdPz4cQUFBT10G56envL09Iwz7uHhIQ8PD8tqTwyR0c7faYgRabc5vZ7E+H45+zXcj74mvqTQU4m+WsHVeirRVyskhZ5K9NUKrtZTib5awVV6KtHX+yX17CbFv8YET6SWJ08ejRgxwjHh2ZN45513tH79eh09elQbN27USy+9JHd3d7Vs2VJp06ZVhw4dFBISop9++knbt29Xu3btFBQUxMzlAAAAAIBkIcGhu2fPnlq8eLHy5s2r2rVra+7cuXGuu46vkydPqmXLlipUqJCaNWumjBkzavPmzcqcObMkady4cWrQoIGCg4NVtWpV+fn5afHixY/1tQAAAAAA+K89VujetWuXfv/9dxUpUkTdu3dXtmzZ1K1bN+3YsSNB25o7d65Onz6tyMhInTx5UnPnzlW+fPkcy728vDR58mRdunRJ169f1+LFix95PTcAAAAAAEnJY9+nu0yZMpowYYJOnz6toUOH6osvvtCzzz6rUqVK6csvv1QSmhQdAAAAAACneOyJ1KKiorRkyRLNmDFDq1evVoUKFdShQwedPHlSAwYM0Jo1axQaGpqYtQIAAAAAkKwkOHTv2LFDM2bM0Jw5c+Tm5qbXXntN48aNU+HChR3rvPTSS3r22WcTtVAAAAAAAJKbBIfuZ599VrVr19bUqVPVuHHjB06THhAQoBYtWiRKgQAAAAAAJFcJDt2HDx9W7ty5H7mOj4+PZsyY8dhFAQAAAADgChI8kdq5c+e0ZcuWOONbtmzRtm3bEqUoAAAAAABcQYJDd9euXXXixIk446dOnVLXrl0TpSgAAAAAAFxBgkP3n3/+qTJlysQZL126tP78889EKQoAAAAAAFeQ4NDt6empsLCwOONnzpxRihSPfQcyAAAAAABcToJDd506ddS/f3+Fh4c7xq5cuaIBAwaodu3aiVocAAAAAADJWYIPTX/44YeqWrWqcufOrdKlS0uSdu3apaxZs2rWrFmJXiAAAAAAAMlVgkN39uzZtWfPHn3zzTfavXu3vL291a5dO7Vs2fKB9+wGAAAAAOBp9VgXYfv4+KhTp06JXQsAAAAAAC7lsWc++/PPP3X8+HHdvn071viLL774xEUBAAAAAOAKEhy6Dx8+rJdeekl79+6VzWaTMUaSZLPZJEnR0dGJWyEAAAAAAMlUgmcvf+uttxQQEKBz584pVapU+uOPP/TLL7+oXLly+vnnny0oEQAAAACA5CnBR7o3bdqkdevWKVOmTHJzc5Obm5sqV66s0aNHq0ePHtq5c6cVdQIAAAAAkOwk+Eh3dHS00qRJI0nKlCmTTp8+LUnKnTu3Dhw4kLjVAQAAAACQjCX4SHfx4sW1e/duBQQEqHz58ho7dqxSpkypzz77THnz5rWiRgAAAAAAkqUEh+5Bgwbp+vXrkqQRI0aoQYMGqlKlijJmzKh58+YleoEAAAAAACRXCQ7ddevWdfw7f/782r9/vy5duqT06dM7ZjAHAAAAAAAJvKY7KipKKVKk0L59+2KNZ8iQgcANAAAAAMB9EhS6PTw8lCtXLu7FDQAAAABAPCR49vKBAwdqwIABunTpkhX1AAAAAADgMhJ8TfekSZP0zz//yN/fX7lz55aPj0+s5Tt27Ei04gAAAAAASM4SHLobN25sQRkAAAAAALieBIfuoUOHWlEHAAAAAAAuJ8HXdAMAAAAAgPhJ8JFuNze3R94ejJnNAQAAAAC4K8Ghe8mSJbEeR0VFaefOnfrqq680fPjwRCsMAAAAAIDkLsGhu1GjRnHGXn75ZRUrVkzz5s1Thw4dEqUwAAAAAACSu0S7prtChQpau3ZtYm0OAAAAAIBkL1FC982bNzVhwgRlz549MTYHAAAAAIBLSPDp5enTp481kZoxRlevXlWqVKk0e/bsRC0OAAAAAIDkLMGhe9y4cbFCt5ubmzJnzqzy5csrffr0iVocAAAAAADJWYJDd9u2bS0oAwAAAAAA15Pga7pnzJihBQsWxBlfsGCBvvrqq0QpCgAAAAAAV5Dg0D169GhlypQpzniWLFn03nvvJUpRAAAAAAC4ggSH7uPHjysgICDOeO7cuXX8+PFEKQoAAAAAAFeQ4NCdJUsW7dmzJ8747t27lTFjxkQpCgAAAAAAV5Dg0N2yZUv16NFDP/30k6KjoxUdHa1169bprbfeUosWLayoEQAAAACAZCnBofvdd99V+fLlVbNmTXl7e8vb21t16tRRjRo1nuia7vfff182m009e/Z0jN26dUtdu3ZVxowZlTp1agUHByssLOyxvwYAAAAAAP+lBN8yLGXKlJo3b55GjhypXbt2ydvbWyVKlFDu3Lkfu4itW7fq008/VcmSJWON9+rVSytWrNCCBQuUNm1adevWTU2aNNFvv/322F8LAAAAAID/SoJDd4wCBQqoQIECT1zAtWvX9Morr+jzzz/XyJEjHePh4eGaPn26QkNDVaNGDUl3b1dWpEgRbd68WRUqVHjirw0AAAAAgJUSHLqDg4MVGBiovn37xhofO3astm7d+sB7eD9K165dVb9+fdWqVStW6N6+fbuioqJUq1Ytx1jhwoWVK1cubdq06aGhOzIyUpGRkY7HERERkqSoqChFRUUlqLb/mqe7cXYJ8nQzsf52psT4fiWFnkr01QpJqacSfbWCq/RUoq9WSEo9leirFVylpxJ9tYKr9VSir/dL6tlNin+NNmNMgjqaOXNmrVu3TiVKlIg1vnfvXtWqVStB11zPnTtXo0aN0tatW+Xl5aXq1aurVKlSGj9+vEJDQ9WuXbtYAVqSAgMD9dxzz2nMmDEP3OawYcM0fPjwOOOhoaFKlSpVvGsDAAAAAOBhbty4oVatWik8PFy+vr4PXS/BR7qvXbumlClTxhn38PBwHFWOjxMnTuitt97S6tWr5eXlldAyHqp///4KCQlxPI6IiFDOnDlVp06dRzYiKSg+bKWzS5Cnm9G75ewavM1NkXabU2vZN6zuE28jKfRUoq9WSEo9leirFVylpxJ9tUJS6qlEX63gKj2V6KsVXK2nEn29X2L11Urxzb8JDt0lSpTQvHnzNGTIkFjjc+fOVdGiReO9ne3bt+vcuXMqU6aMYyw6Olq//PKLJk2apJUrV+r27du6cuWK0qVL51gnLCxMfn5+D92up6enPD0944x7eHjIw8Mj3vU5Q2S083caYkTabU6vJzG+X85+Dfejr4kvKfRUoq9WcLWeSvTVCkmhpxJ9tYKr9VSir1ZwlZ5K9PV+ST27SfGvMcGhe/DgwWrSpIkOHTrkmOBs7dq1Cg0N1cKFC+O9nZo1a2rv3r2xxtq1a6fChQurb9++ypkzpzw8PLR27VoFBwdLkg4cOKDjx48rKCgooWUDAAAAAPCfS3DobtiwoZYuXar33ntPCxculLe3t5555hmtW7dOGTJkiPd20qRJo+LFi8ca8/HxUcaMGR3jHTp0UEhIiDJkyCBfX191795dQUFBzFwOAAAAAEgWHuuWYfXr11f9+vUl3T2Pfc6cOXrnnXe0fft2RUdHJ1px48aNk5ubm4KDgxUZGam6detqypQpibZ9AAAAAACs9Nj36f7ll180ffp0LVq0SP7+/mrSpIkmT578RMX8/PPPsR57eXlp8uTJT7xdAAAAAACcIUGh++zZs5o5c6amT5+uiIgINWvWTJGRkVq6dGmCJlEDAAAAAOBp4BbfFRs2bKhChQppz549Gj9+vE6fPq2JEydaWRsAAAAAAMlavI90//DDD+rRo4e6dOmiAgUKWFkTAAAAAAAuId5Hujds2KCrV6+qbNmyKl++vCZNmqQLFy5YWRsAAAAAAMlavEN3hQoV9Pnnn+vMmTN64403NHfuXPn7+8tut2v16tW6evWqlXUCAAAAAJDsxDt0x/Dx8VH79u21YcMG7d27V2+//bbef/99ZcmSRS+++KIVNQIAAAAAkCwlOHTfq1ChQho7dqxOnjypOXPmJFZNAAAAAAC4hCcK3THc3d3VuHFjffvtt4mxOQAAAAAAXEKihG4AAAAAABAXoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihGwAAAAAAixC6AQAAAACwCKEbAAAAAACLELoBAAAAALAIoRsAAAAAAIsQugEAAAAAsIhTQ/fUqVNVsmRJ+fr6ytfXV0FBQfrhhx8cy2/duqWuXbsqY8aMSp06tYKDgxUWFubEigEAAAAAiD+nhu4cOXLo/fff1/bt27Vt2zbVqFFDjRo10h9//CFJ6tWrl7777jstWLBA69ev1+nTp9WkSRNnlgwAAAAAQLylcOYXb9iwYazHo0aN0tSpU7V582blyJFD06dPV2hoqGrUqCFJmjFjhooUKaLNmzerQoUKzigZAAAAAIB4c2rovld0dLQWLFig69evKygoSNu3b1dUVJRq1arlWKdw4cLKlSuXNm3a9NDQHRkZqcjISMfjiIgISVJUVJSioqKsfRFPyNPdOLsEebqZWH87U2J8v5JCTyX6aoWk1FOJvlrBVXoq0VcrJKWeSvTVCq7SU4m+WsHVeirR1/sl9ewmxb9GmzHGqR3du3evgoKCdOvWLaVOnVqhoaF64YUXFBoaqnbt2sUK0JIUGBio5557TmPGjHng9oYNG6bhw4fHGQ8NDVWqVKkseQ0AAAAAgKfLjRs31KpVK4WHh8vX1/eh6zn9SHehQoW0a9cuhYeHa+HChWrTpo3Wr1//2Nvr37+/QkJCHI8jIiKUM2dO1alT55GNSAqKD1vp7BLk6Wb0bjm7Bm9zU6Td5tRa9g2r+8TbSAo9leirFZJSTyX6agVX6alEX62QlHoq0VcruEpPJfpqBVfrqURf75dYfbVSzFnV/8bpoTtlypTKnz+/JKls2bLaunWrPvnkEzVv3ly3b9/WlStXlC5dOsf6YWFh8vPze+j2PD095enpGWfcw8NDHh4eiV5/YoqMdv5OQ4xIu83p9STG98vZr+F+9DXxJYWeSvTVCq7WU4m+WiEp9FSir1ZwtZ5K9NUKrtJTib7eL6lnNyn+NSa5+3Tb7XZFRkaqbNmy8vDw0Nq1ax3LDhw4oOPHjysoKMiJFQIAAAAAED9OPdLdv39/1atXT7ly5dLVq1cVGhqqn3/+WStXrlTatGnVoUMHhYSEKEOGDPL19VX37t0VFBTEzOUAAAAAgGTBqaH73Llzeu2113TmzBmlTZtWJUuW1MqVK1W7dm1J0rhx4+Tm5qbg4GBFRkaqbt26mjJlijNLBgAAAAAg3pwauqdPn/7I5V5eXpo8ebImT578H1UEAAAAAEDiSXLXdAMAAAAA4CoI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYxKmhe/To0Xr22WeVJk0aZcmSRY0bN9aBAwdirXPr1i117dpVGTNmVOrUqRUcHKywsDAnVQwAAAAAQPw5NXSvX79eXbt21ebNm7V69WpFRUWpTp06un79umOdXr166bvvvtOCBQu0fv16nT59Wk2aNHFi1QAAAAAAxE8KZ37xH3/8MdbjmTNnKkuWLNq+fbuqVq2q8PBwTZ8+XaGhoapRo4YkacaMGSpSpIg2b96sChUqOKNsAAAAAADiJUld0x0eHi5JypAhgyRp+/btioqKUq1atRzrFC5cWLly5dKmTZucUiMAAAAAAPHl1CPd97Lb7erZs6cqVaqk4sWLS5LOnj2rlClTKl26dLHWzZo1q86ePfvA7URGRioyMtLxOCIiQpIUFRWlqKgoa4pPJJ7uxtklyNPNxPrbmRLj+5UUeirRVyskpZ5K9NUKrtJTib5aISn1VKKvVnCVnkr01Qqu1lOJvt4vqWc3Kf412owxzu+opC5duuiHH37Qhg0blCNHDklSaGio2rVrFytES1JgYKCee+45jRkzJs52hg0bpuHDh8cZDw0NVapUqawpHgAAAADwVLlx44ZatWql8PBw+fr6PnS9JHGku1u3blq+fLl++eUXR+CWJD8/P92+fVtXrlyJdbQ7LCxMfn5+D9xW//79FRIS4ngcERGhnDlzqk6dOo9sRFJQfNhKZ5cgTzejd8vZNXibmyLtNqfWsm9Y3SfeRlLoqURfrZCUeirRVyu4Sk8l+mqFpNRTib5awVV6KtFXK7haTyX6er/E6quVYs6q/jdODd3GGHXv3l1LlizRzz//rICAgFjLy5YtKw8PD61du1bBwcGSpAMHDuj48eMKCgp64DY9PT3l6ekZZ9zDw0MeHh6J/yISUWS083caYkTabU6vJzG+X85+Dfejr4kvKfRUoq9WcLWeSvTVCkmhpxJ9tYKr9VSir1ZwlZ5K9PV+ST27SfGv0amhu2vXrgoNDdWyZcuUJk0ax3XaadOmlbe3t9KmTasOHTooJCREGTJkkK+vr7p3766goCBmLgcAAAAAJHlODd1Tp06VJFWvXj3W+IwZM9S2bVtJ0rhx4+Tm5qbg4GBFRkaqbt26mjJlyn9cKQAAAAAACef008v/jZeXlyZPnqzJkyf/BxUBAAAAAJB4ktR9ugEAAAAAcCWEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAiTg3dv/zyixo2bCh/f3/ZbDYtXbo01nJjjIYMGaJs2bLJ29tbtWrV0sGDB51TLAAAAAAACeTU0H39+nU988wzmjx58gOXjx07VhMmTNC0adO0ZcsW+fj4qG7durp169Z/XCkAAAAAAAmXwplfvF69eqpXr94DlxljNH78eA0aNEiNGjWSJH399dfKmjWrli5dqhYtWvyXpQIAAAAAkGBJ9pruI0eO6OzZs6pVq5ZjLG3atCpfvrw2bdrkxMoAAAAAAIgfpx7pfpSzZ89KkrJmzRprPGvWrI5lDxIZGanIyEjH44iICElSVFSUoqKiLKg08Xi6G2eXIE83E+tvZ0qM71dS6KlEX62QlHoq0VcruEpPJfpqhaTUU4m+WsFVeirRVyu4Wk8l+nq/pJ7dpPjXaDPGOL+jkmw2m5YsWaLGjRtLkjZu3KhKlSrp9OnTypYtm2O9Zs2ayWazad68eQ/czrBhwzR8+PA446GhoUqVKpUltQMAAAAAni43btxQq1atFB4eLl9f34eul2SPdPv5+UmSwsLCYoXusLAwlSpV6qHP69+/v0JCQhyPIyIilDNnTtWpU+eRjUgKig9b6ewS5Olm9G45uwZvc1Ok3ebUWvYNq/vE20gKPZXoqxWSUk8l+moFV+mpRF+tkJR6KtFXK7hKTyX6agVX66lEX++XWH21UsxZ1f8myYbugIAA+fn5ae3atY6QHRERoS1btqhLly4PfZ6np6c8PT3jjHt4eMjDw8OqchNFZLTzdxpiRNptTq8nMb5fzn4N96OviS8p9FSir1ZwtZ5K9NUKSaGnEn21gqv1VKKvVnCVnkr09X5JPbtJ8a/RqaH72rVr+ueffxyPjxw5ol27dilDhgzKlSuXevbsqZEjR6pAgQIKCAjQ4MGD5e/v7zgFHQAAAACApMypoXvbtm167rnnHI9jTgtv06aNZs6cqT59+uj69evq1KmTrly5osqVK+vHH3+Ul5eXs0oGAAAAACDenBq6q1evrkfN42az2TRixAiNGDHiP6wKAAAAAIDEkWTv0w0AAAAAQHJH6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAsQugGAAAAAMAihG4AAAAAACxC6AYAAAAAwCKEbgAAAAAALELoBgAAAADAIoRuAAAAAAAskixC9+TJk5UnTx55eXmpfPny+v33351dEgAAAAAA/yrJh+558+YpJCREQ4cO1Y4dO/TMM8+obt26OnfunLNLAwAAAADgkZJ86P7444/1+uuvq127dipatKimTZumVKlS6csvv3R2aQAAAAAAPFIKZxfwKLdv39b27dvVv39/x5ibm5tq1aqlTZs2PfA5kZGRioyMdDwODw+XJF26dElRUVHWFvyEUty57uwSlMJudOOGXSmi3BRttzm1losXLz7xNpJCTyX6aoWk1FOJvlrBVXoq0VcrJKWeSvTVCq7SU4m+WsHVeirR1/slVl+tdPXqVUmSMeaR69nMv63hRKdPn1b27Nm1ceNGBQUFOcb79Omj9evXa8uWLXGeM2zYMA0fPvy/LBMAAAAA8JQ6ceKEcuTI8dDlSfpI9+Po37+/QkJCHI/tdrsuXbqkjBkzymZz/ifhSV1ERIRy5sypEydOyNfX19nluAz6mvjoqTXoqzXoa+Kjp9agr9agr4mPnlqDviaMMUZXr16Vv7//I9dL0qE7U6ZMcnd3V1hYWKzxsLAw+fn5PfA5np6e8vT0jDWWLl06q0p0Wb6+vvxHswB9TXz01Br01Rr0NfHRU2vQV2vQ18RHT61BX+Mvbdq0/7pOkp5ILWXKlCpbtqzWrl3rGLPb7Vq7dm2s080BAAAAAEiKkvSRbkkKCQlRmzZtVK5cOQUGBmr8+PG6fv262rVr5+zSAAAAAAB4pCQfups3b67z589ryJAhOnv2rEqVKqUff/xRWbNmdXZpLsnT01NDhw6Nc4o+ngx9TXz01Br01Rr0NfHRU2vQV2vQ18RHT61BX62RpGcvBwAAAAAgOUvS13QDAAAAAJCcEboBAAAAALAIoRsAAAAAAIsQugEAAAAAsAihG4BLYW5IAAAAJCWEbgAuYe/evZIkm83m5EpcR1RUlCQpOjrayZW4rpgPiS5fvuzkSpI/u90u6X895QM4AEBSQehGomDnBs60cuVK1axZU19++aWzS3EJJ0+e1KVLl+Th4aHly5crNDRUd+7ccXZZLslms2nJkiXq2LGjzpw54+xykjU3t7u7NJs2bZJ0t7f8bnoyMR9kAMnBw/6/83Mgce3atUvXr193dhnJDqEbT8xutzuOLu7fv1+HDh3SwYMHnVyV64v5JXLgwAGtW7dOv/32m06cOOHkqpzD399fwcHB+uijjzRjxgxnl5OsRURE6PXXX1fz5s01Y8YMvfjii/L29laKFCmcXZpLifn/e/DgQQ0ZMkQNGjSQn5+fk6tKnu4Nhrt27VLlypU1ZcoUSQTvJxXzQcaqVav0119/Obka4OHu3Rc9e/ZsrP0hfg48vsjIyFiP9+/frwYNGujcuXNOqij5Yi8KT8QY4/ilPHToUC1btkw3b97UzZs31atXL/Xo0UPu7u5OrtL1GGNks9m0ePFivfXWW/Lz89O1a9eUNWtWvfXWW3rppZecXeJ/qkSJEurbt69SpUqlDz/8UF5eXmrZsqWzy0qWfHx89MYbb6hv37564403NGnSJL388su6c+cOwTsR2Ww2bdmyRevWrVPZsmXVqlUrx/9rxN+9v4OmTJmi/fv3y8vLS927d9ft27fVs2dPxw43vY0/u93u6OuGDRvUrVs31axZU3379lWePHmcW5yLiXlv7t69W3/99Zfc3d2VN29elS1b1tmlJSsx79f+/ftrxYoVOnz4sOrVq6caNWqoS5cu/Bx4DJ988omWLFmiJUuWKH369JLuXnbm7e2tLFmyKDo6mn38BOBIN55IzA+vUaNGafLkyRo/frw2bNigWrVq6e2339bff//t5ApdS8wRHZvNps2bN6tDhw7q37+/tm7dqvfee08bNmx46noec71xRESEfHx8dPXqVYWEhGjOnDlOriz5McbI3d1dxYoV040bN5Q9e3atWrVKFy9eVIoUKbi2O5GNHz9eAwcO1JYtW3Tz5k25ublxNCaBYn4HDRo0SMOGDVNQUJAmTpyoVq1aafDgwfrggw8c69Hb+Ln3g4wPP/xQS5cu1bVr1/TVV19p7NixOnTokJMrdC02m02LFi1S3bp1NXXqVH3yySdq3ry5PvvsM2eXlizce6bLZ599pq+++kp9+/bVp59+Kjc3N33xxRcaPny4JOZ8SahKlSppz5496tChgy5duiRJCg8PV8qUKeXj40PgTigDPKGbN2+aF1980cydO9cYY8ySJUtM+vTpzdSpU40xxty+fduZ5bmEbdu2Of4dFRVljDFm3Lhx5qWXXjLGGHPs2DGTJ08e07lzZ8d6p06d+m+LdKJFixYZX19f06dPH9O9e3fzzDPPmPz585sZM2Y4u7Rk6fz58+aPP/4wCxcuNBUrVjQvvPCCuXDhgjHGmDt37hhjjImMjHRmiS6jS5cuJl26dGbcuHEmIiLC2eUkS2fPnjXlypUzM2fOdIydOHHCDB061Hh7e5sJEyY4xu12uzNKTJZGjx5t0qRJY77//nuzZcsWM2jQIFOgQAHz5ptvmkOHDjm7PJexY8cOkylTJjNlyhRjjDG//PKLSZEihenbt6+TK0vaYn4XxdiwYYMZOHCg+eKLLxxjp0+fNkOGDDFlypQxK1as+K9LdAm7du0yWbJkMS+++KK5evWqWb16tSlWrBg/Sx8DoRtP7MKFCyZjxoxm48aNZt26dSZ16tSOwH3r1i0zaNAgs3PnTucWmYytWLHCFCpUyHzyySexxj/44APTo0cPc+bMGZM9e3bzxhtvmOjoaGOMMT/++KP55JNPzNWrV51R8n/q0qVLpkKFCmb48OGOsZ07d5pOnTqZfPnymdDQUCdWlzzE/PK8dOmSuX79uiP8RUVFmVmzZpmKFSuaBg0amIsXLxpjjJk4caKZPXs2v3QTIKZXJ0+eNCdPnjT79u1zLGvdurUpVKiQ+fLLL821a9dirY9/d/78eZMpUybz4Ycfxho/fvy4qVChgrHZbHF+fuLh7Ha7uXHjhqlWrZoZNGhQrGUff/yxyZw5s+ncuTPBO5F88803pm7dusYYY44ePWpy5cplunTp4lj+zz//OKu0JKt9+/ZmzZo1xhhjoqOjzf79+43NZjM2m82MHj061rrnzp0zpUqVMgMGDHBGqS5hx44dJnPmzKZVq1ZmyZIlply5cmbOnDnm+++/N9u2bTPr1683c+fO5WfCv+D0ciTIg2YyzZgxo5o2baoPP/xQDRo00Pjx49W5c2dJ0oULF7R161bt27fvvy7VZeTNm1cVK1bU/PnzNWnSJMd4+vTpNXPmTD3zzDNq0qSJpk2b5jg9deHChdqzZ4/Lnvpj/v800fDwcKVOnVrnz5+Xp6enY3mpUqXUpUsXpUyZUn369NH06dOdVWqSZ/7/GrcVK1aoRYsWKl++vDp06KDly5crRYoUatGihbp06aLw8HBVqVJFnTt3Vo8ePfTMM89wql48xfR42bJlaty4sWrVqqWXXnpJPXr0kCR9/fXXevbZZzV27FgtXLhQ165do7cPYR5winjatGnVsGFDbdmyJdYknjlz5lSZMmVUs2ZNffjhh1xyEk82m00pU6aUp6enY4bimLsX9OrVS/Xq1dP8+fP1ySef6OjRo06s1DUYY+Tj46O///5blStX1vPPP+/4Xf/LL7/oyy+/1IULF5xcZdJx+/ZteXh4qGrVqpLu9q9QoUL64YcflCJFCv3000+x3peZM2dWuXLl9Mcff3CJVDzF/Jw9dOiQjh07ptKlS2vlypVas2aNmjZtqqtXr2rYsGHq1q2b2rZtq9dee019+/blEp5/QehGvN07scrJkyd17Ngxx7JnnnlG69ev1/PPP6+mTZtKunvf2U6dOunmzZtMavUYpkyZojNnzqhw4cIaMmSIihQpom+++UYTJkyQJHXo0EEvv/yyLl26pFdeeUXXr19XeHi4BgwYoG+//VZvv/22vL29nfwqrBFzm6XOnTvr2LFjCgwM1JEjR3Tx4kXHOqVKlVLFihVls9k0ffp0XblyhV8ID2Cz2fTtt9+qWbNmql69uvr06SMfHx+1bt1aixYtcgTvgQMHqnLlyjpz5oz27Nmj4sWLO7v0ZMNms2nVqlVq2bKlOnTooBUrVqh3796aNGmSli1bJkmaNWuWAgMD1adPHy1btoz36gPcOztxWFiYY3ZiDw8PNWrUSLt379bnn3+uAwcOSJKuXr2qM2fOqFmzZgoKCtKKFSsUGRlJb+/zoA/T3d3dVbBgQc2bN0+nTp1SihQpHOvlyZNHRYsW1fr167V8+XJJ3JIpvmL6dPjwYUc/s2TJok2bNqlChQpq0KCB41pkSZo/f74OHToU60Plp5ndblfKlCk1bdo0eXh4aPr06Zo7d65u3bqlunXravHixVq9erVGjx7tmN/m2rVr2rlzp3LkyOGyByISU8yHxEuWLNHLL7+sWbNm6dKlSypdurRWr16t3LlzK3PmzFq5cqX27Nmj33//XXv37tW+ffuUL18+Z5eftDnh6DqSuQEDBpj8+fObbNmymebNm5vLly8bY4wZMmSIKVCggHn22WdNw4YNTYUKFUypUqUc13Tff/0NHm7Xrl3m+eefNwcPHnSM/f3336Zjx46mQoUKZvz48caYu6dN1atXz/j4+JjChQubypUrm5w5c5odO3Y4q3TLREdHO065PXz4sClYsKDj2q3PP//cZMiQwUyYMMGcP3/e8ZzOnTubMWPGOK5HRlwHDx405cqVc1xPGBYWZnLkyGGKFCliUqdObebPnx9r/Vu3bjmjzGSvZ8+epl+/fsaYu6eQ5s2b1zEHw72nknfq1InTSe9jt9tj9WjIkCGmZMmSxs/Pz5QsWdLMnj3bGGPM7NmzTbFixUzZsmVNo0aNTNmyZc0zzzxjjDHmnXfeMYGBgfweuk/MJUnG3P29s3v3brN7927HWGBgoClWrJj5+++/zZUrV8ydO3dMkyZNzPLly0337t1N9uzZzc2bN51RerIT8x5etmyZyZcvn5k6dapjbNCgQcZms5lvvvnGnDhxwpw5c8b06dPHZMyY0fzxxx/OLDvJunPnjnn22WfNM888YxYtWuT43bR06VJjs9lM/vz5TbNmzUyjRo1MmTJlmIckAX744Qfj5eVlJk+eHGd+oF27dplMmTKZpk2bOi45Q/wQuvGv7v2l/PXXX5ucOXOar7/+2syYMcPkzp3bVKhQwZw4ccIYY8y3335rRowYYbp3724mT57smPQr5m/E35UrV4wxxmzZssWcPHnSGPO/4F2+fHkzadIkx7pz5swxU6ZMMfPnzzfHjx93Sr1WiXlvxVi7dq356KOPTIcOHcz169cd48OHDzcZM2Y0rVu3NgMGDDCvv/66yZQpkzly5Mh/XHHSF7OjFxkZaS5evGi6d+9uLly4YE6cOGEKFixoOnXqZA4cOGCqVKliUqdOzXXxT+jOnTumQoUK5qOPPjLh4eEme/bsplOnTo7vw9SpU82yZcucXGXSFtOrUaNGmYwZM5rZs2eb1atXm5YtW5qiRYuasWPHGmOM+fXXX8348eNN8+bNTf/+/R074q+99ppp27YtO973uPeDjL59+5qCBQuaTJkymZw5c5q2bdsau91ujh8/bipWrGgyZ85sSpcubYoWLWry5ctnjDFm/vz5pmjRok/F3CGJZenSpSZVqlRm4sSJZv/+/bGWde7c2aRPn95kzZrVBAYGmnz58rnkB+iP69590Rg3btwwdevWNWXLljULFixw/H///vvvjc1mM6VLlzaLFi1yrM/Evo9mt9vN9evXzcsvv2z69+8fa9m9H1ju3LnTuLm5mVatWj3w+4IHI3Qj3r7//nszefJk8+WXXzrGTp06ZfLmzWvKly9vjh079sDncWQhYe7dETp79qypXLmyqVChguPTxnuDd8wRb1c1YsQI07Zt21hHUjp16uT4FPvMmTOx1p85c6bp0KGDKVWqlKlbty4T+D1AzPtr9erVpmfPnubw4cOOidN69uxpgoODHTvRnTp1MpkzZza5cuUy4eHhTO71BMaOHWuaNWtm/Pz8TOfOnR29vHXrlmnfvr0ZMmSIiYyMpMf3GDhwYKyZxy9cuGAqVKhgJk+eHGu93r17m4CAALNhw4Y42zhx4oTp37+/SZcuXazJ6/A/H330kcmQIYP5+eefzYYNG8y8efNMpkyZTHBwsGOdTz/91HzwwQfmww8/dHyI/vrrr5saNWrE+vATD2a3283FixdNxYoVHRN9RUZGmsuXL5tZs2Y5AvjWrVvNokWLzM8//2xOnz7tzJKTlHsP3Pz111/mzJkzjrParl+/bmrWrGnKlSsXK3gvX77c2Gw20717d3Pp0iWn1J0cRUdHm9KlS5vBgwc/cPnZs2eNMcbs2bPHHDhw4L8sLdkjdCNeTp8+bdzc3IzNZjNjxowxxvxv5/306dMmX758pkqVKuavv/5yZpkuafbs2aZGjRqmZs2acY54V65c2fH9cEUbN250nFoXc+TfmLuXONhsNjN58uQ4O3zR0dHm1q1b7Ag+wqJFi4y3t7cZMWKE2bp1qzHm7hGA6tWrm7feesuxXteuXc3nn3/OKWQJEPNz8dy5c+bo0aOO9+H69etNnjx5TJkyZRw72Ldu3TIDBgwwOXPmjHUpCYy5fPmyqV69uqlatarjg96oqChTpEiRWHfHiFGhQgXTrFkzY8z/vgdXr141b775pilevDgfwN3j/iNTzZo1MwMHDow19vvvv5s0adLEOdpljDGHDh0yb775psmQIYPZs2ePpbUmdzHvxZiAmCdPHrNo0SITERFhBg0aZKpUqWI8PT1NQECAWbJkiRMrTZpGjx7t+B1ljDH9+vVzXN7Yvn17s379emPM/4L3s88+axYtWuT4oH7ZsmUmZcqUpl27dubcuXNOeQ1JXcx7NOYAWcyHQ926dYs1bszdS/sGDx4c5wxExA+hG/G2fft2ExAQYGrVquW4Rvbe4O3j4xPrPtGIn3t/4N17lOvefy9cuNBUrlw5VvA+ePCgad68ualdu7ZLfop77+v/6aefTLNmzcxvv/3mGHvzzTeNl5eXmTVrVqwj4Zzq9GgHDhwwAQEBjmu479W7d2+TN29eM2XKFNO9e3eTLVs2c/jwYSdUmTzFvGeXLFliSpUqZfLmzWtKly5t+vbta65evWpmz55t8uXLZypVqmQaNmxoGjVqZDJlysQppPeJ6WNYWJh5+eWXTY0aNRzzN9SvX99UqVLFsW7M6eJdunQxr7zySpxtXbhwgSOG97j352NMYClXrpxp06aNYzxmJ7tfv36mdu3a5vr1647nXbx40cyaNctUqlTJ7Nq1678rPBkLDQ017u7u5vz586Zdu3YmderUJnPmzKZx48aOy8SCgoJM+/btnVxp0rJhwwZTsmRJ07hxY/PXX3+ZdevWmRw5cpgffvjBjBkzxtSvX99UrlzZrF692hhzN3jXqVPH5MqVy6xbt87xnl2wYIHJkCGD4wgt4tq8ebNp2bKlY19yxowZxmazmZkzZ8Zar1+/fqZixYqx5s5B/BG6EcejQsvvv/9uMmbMaIKDgx1HHmN2kC5cuMCp5I8h5qhXTO9Wrlxp2rdvb1q2bGnGjx/vOFK2ZMkSR/COOdX80KFDT8UO5c8//2wyZcpkWrZsaTZv3uwY79y5s/Hy8jLffPONuXHjhhMrTD5Wr15tChYsaI4ePeoYi/k/vGPHDtOlSxcTEBBgypYtSxhMgJifm6tXrzY+Pj7m448/NpcvXza9e/c2np6eZuHChcYY49hhbNasmRk7diyn5z3Avb9HNm7caKpVq2aeffZZs3DhQrNjxw6TO3dux1HtmHUrVqxoevToEWs7nKr/P/dPJjl48GCTP39+c/bsWTN+/HhTsmRJs2rVqljrjB492lSsWDHOdfDXrl2LdeYR4rr3CHeHDh0cl4LduHHDzJ0718yePdtcu3bNcdp027ZtTb9+/fjQ+D5z5841NWvWNM2aNTNvv/12rMtN1qxZY1566SVTsWJFR/C+du2a6dGjh+PnQkw/mXfg0SZNmmRKlixpWrdu7QjeMZP7tW/f3nTt2tW0bdvW+Pr6ctbQEyB0I5b7J00bMWKE6dGjR6xTSbZs2WIyZMhgXn755TjB2xiu4U6IVatWGZvNZubNm2eMuXsNkru7u2nSpIlp1qyZ8fb2Ng0aNHCcwrdw4UJTs2ZNU7ZsWZcN23a73fEeunDhggkPDzfGGLN3716TN29e07Rp01jBu2vXrrF6iEdbsmSJyZkzpyN03zsr/IYNG8ymTZvMtWvXHHclwMN9/fXXsa4vjoyMNB06dDC9evUyxtw9UpsnTx7z5ptvxjmFD/8uJCTENGrUyAQGBpo0adKYwoULm2nTppnFixebPHnymEKFCpl69eqZChUqmCJFijBh50OUKFHC9O3b1/F4y5YtpnHjxo5r4Ldv327q1KljgoODzffff2+MuXtEu06dOqZ169ZOqdkVbN261VSpUsVUqVLF7N+//4EfAoWFhZlBgwaZdOnSmT///NMJVSZN9054tmDBAlOrVi2TKVOmOJfTrV271jRp0sRUqVLFfPfdd7GW3fuzlg/gHi0qKspMnTrVBAUFmVdeecWx3zV//nzz0ksvmRo1api2bdsyL8YTInTjgfr27Wv8/f1N48aNTeXKlU2OHDnMd9995zia+Pvvv5ssWbKY5557zly7ds3J1SZfMdfGpU+f3sybN89MmTIl1ie5f/zxh8mXL5958cUXHUcbZs2aZerXr//QieuSqxUrVsQ6XXHRokWmfPnyJm/evKZhw4bmhx9+MIcOHXpg8A4JCWE+gXg6fPiw8fb2NgMGDIizrGfPnmbQoEEcbYmHa9eumVq1apmgoCAzY8YMx3jTpk3NvHnzzLlz54y/v7/p1KmTY9nSpUvNqlWr6G88fPXVVyZ9+vRm+/bt5sKFC+bUqVOmVq1apmrVqmbmzJnm5MmTZtCgQaZHjx5myJAh3CnjIYYPH25KlizpeM/Nnz/fcVruvR+srVmzxjRs2NBkzZrVFCpUyJQsWdKULFnSEX4ILQn39ddfm7JlyxpfX1/HgYt7w+TPP/9sGjdubPLmzcvRw3vc+/Pxu+++M+fPnzfLli0zZcuWNSVLlozTq3Xr1pmqVas+8BaMeLj9+/fHOovlzp07ZvLkySYoKMi8+uqrjp8PMfv43PnhyRG64XDv7Wty5Mjh+MG2bt06Y7PZjJ+fn1m4cKHj+tkNGzaYevXqsQP5hI4dO2Z69Ohh0qZNa3LmzOm4hiZm53Hfvn3G09PTTJs2zfGcmNmmXcXZs2dNQECAadeunTl06JD5448/TJo0aczIkSPN+++/bzp37mxSpEhhZs6c6QjeLVu2NL/++quzS0+Wpk+fbjw8PEzv3r3N3r17zZ9//mn69Olj0qVLx4cXCXD69GnTtGlTU716dfPZZ58ZY4zjzgIBAQHmzTffdPw/vnbtmmnRooV5//33OdodD0OGDDGVKlWKdSbGiRMnzLPPPmvy588f6zZAMehrXCEhIaZMmTLGGGOGDh1qnnnmGVOkSBHj6+vruKY7xpEjR8wvv/xiRo0aZb766is+yHhCUVFRZt68eSZ//vymcuXKjlP8Y96nR48eNbNnzzaHDh1yZplJyr2BuX///sbPz89xNtGCBQtM9erVTePGjePMJ7B9+3b2Rf/Fvb39+++/Tfny5U23bt1ihenIyEjzwQcfGD8/P/P666/H+mCODzOeHKH7KTdw4MBYEyVcuXLFjBo1ykyfPt0Yc/dUVF9fX/PVV1+Z5s2bm2zZspnFixc/cMZoPL7Dhw+bPn36mJQpUzpuJ3Lnzh3Hzs7zzz9vunbt6swSLbd9+3ZTrlw507VrVzNw4EDzzjvvOJaFh4ebiRMnGg8PD7NmzRqzZ88eky5dOtOhQ4dYk6ghfqKjo838+fNN+vTpTY4cOUz+/PlNoUKFuIY7nux2u+OI1R9//GHq1atngoKCzKJFi8zhw4dNuXLlTPbs2WM9Z8CAASZ37tzMUv4vYnbsRo8ebcqVK+c4uyqm32vWrDE+Pj6maNGiZunSpbGeg/+J6cmvv/5qihQpYkqUKGHSpUtnLl26ZL7//ntTokQJExwcbLZt2xbnOffig4z4iend8ePHzbFjxxxztdjtdjN//nxTvnx5U79+fcf1srxnH23EiBEmU6ZM5vfff481f8CSJUtMnTp1TOPGjc3u3bvjPI990Ye792fChg0bTEhIiKlcubJ55513YgXvqKgoU6xYMZM2bVrToUMH3quJiND9FDt06JDjdL358+c7xjdv3mxOnTplDhw4YIoUKWI++eQTY8zdI9s2m824ubmZn3/+2Vllu6zDhw+bN99807i5ucW5PrlatWqO60Rd2fbt201gYKDJnTt3nA8Zrly5Ytq2bWtatGhhjDHmt99+I8A8oVOnTpmNGzeaTZs2MbNrAsTshMybN880a9bMBAUFmVSpUpn8+fObzz77zMydO9fkyJHDlCpVyjRt2tQ0adLEZMiQgQ81EmDfvn0mRYoUZtiwYbHGV6xYYV588UUzYMAAdrDjqW7dusZms5nnn3/eMRYaGmrKlStnWrdubbZv3+4YZwc74WJ6tmjRIlOwYEGTN29ekzZtWtOlSxfHZWBz5841QUFB5sUXX4wzqR1iu3jxoqlVq5aZPXu2McaYkydPmnXr1pmOHTuauXPnmtGjR5sXXnjBVKlSxfzzzz9OrjZ5+emnn4zNZjPr1q0zV65cMYMHDzbly5c3vXv3dnzAFh4ebl577TUzZswYbg2WyGzGGCM8tbZv364PPvhAp0+fVteuXdW8eXPHsm+//VYjR47U3LlzlTdvXq1fv16rVq1SypQpNXDgQKVIkcKJlSdfxhjZbDbt2rVLJ06c0IULF9SkSROlTZtWFy5c0ODBg/XZZ59p0KBBypQpk06dOqUJEyZo+/btKlKkiLPLt9yePXvUqFEjeXl5ac6cOSpVqpRj2cCBA7V8+XJt2bJFXl5ezisST70tW7aoRo0amjhxoipVqiR3d3d17NhRkvTKK6+oevXqmjJlii5fvqyAgAC1atVKBQoUcHLVycvMmTPVqVMnvfXWW2rWrJkyZMigHj16qGTJkho9erQkyW63y83NzcmVJl2XLl1SmzZtFBgYqLlz56pkyZKaM2eOJCk0NFTjx49XsWLF9MYbb6hChQpOrjb5Wr9+verVq6ePP/5YhQsX1uXLl9WpUydVqVJFEydOVLZs2TRv3jyNHDlSxYsX15w5c3jfPsTly5dVvHhxtWvXTnXq1NGUKVN05MgR2e12nTx5UiNGjJCnp6d+//13TZgwgT7G05EjR7Rr1y79/fff6tu3ryTpxo0bev/997Vq1SoVLFhQnTt31rJly/Trr79q2bJlypw5s5OrdjFODv1IArZt22aaNWtmqlSpEusI65QpU0yaNGnMli1bzNGjR02DBg1M9+7dHcu5zuvxxdw3smTJkiZNmjSmUKFC5rPPPjM3b94058+fN127djWpU6c2+fLlMzNnzjR79+51dsn/qT179pgSJUqYtm3bxrp2q1OnTqZWrVpM3gen+/TTT03RokVj3aruxIkTplKlSiZ//vxm8eLFTqzOdSxcuNBkyZLF5MiRw+TIkcOULl2ayb0S6M6dO8Zut5vp06ebwoULm5YtWzqWhYaGmty5c5sRI0Y4scLkb8CAAeaFF16INbZz506TIUMG07NnT2PM3X2mBQsWmCNHjjihwuTliy++MOnTpze+vr6mT58+jluCtWrVynTo0CHWupzxEtuD+nH06FGTMmVK4+XlZUaOHGmM+d+lI9evXzcTJ040ZcqUMX5+fqZQoUKxzn5B4iF0P4UedOuaLVu2OIL33LlzHeNVq1Y1Hh4eJnfu3OaZZ56JNfMmHs+uXbtM5syZzcyZM82FCxdMVFSUee2110y5cuXMl19+aYz536zmuXPndty64WmzY8cOU7x4cZM3b17Ttm1b88Ybb5iMGTMyyyuShK+//toUKlTInDt3zhjzv2uO9+zZY1KnTm2KFSvmmC+DcPhkTp06ZX7//Xfz008/OX5v8aFvwl27ds18+eWXpnDhwqZVq1aO8VWrVnHt9hOw2+2mXbt2pk6dOsaYu6Hn3ruNZMmSxXGLRsTfsWPHzN9//+14HB0dbWrWrGn69+/vxKqSh+PHj5sFCxYYY4yZM2eOadWqlZk2bZrJnDmzefXVVx3rxfwcjY6ONpcvXza7d+92/E5D4iN0P2Xu/QQsLCzMhIeHO8a2bt1qmjZtaipXrmxCQ0Md682fP9+sWLGCnZ1EsmTJElOoUCFz9uxZR+/tdrt55ZVXTNGiRR2/rI8ePfrUX2e7Z88ekz9/fpMzZ04zevRodlyQZBw8eNB4eXmZwYMHxxrftm2bqVatmmnZsqU5fvy4k6pzbQTEx3ft2jUzY8YMU6xYMVO3bt1Yy+jrv7Pb7Y4+Xbx40TGp7OLFi42np6fjiGzM7/YlS5aYIkWKmIsXLzqnYBdw9epV8+uvv5oGDRqYEiVKsA/6L27fvm1atGhhKlasaHr16mVsNpuZMWOGsdvt5ssvvzQeHh5m4MCBjvU5U+C/w4UQT5mYa1+GDh2qGjVqqHLlyqpZs6b27duncuXKacCAAcqWLZumTp3quO6radOmeuGFF+Tu7q7o6Giu5X5M5v+nT7h27ZquX78ub29vubm56ebNm7LZbI7rlpYvXy5Jyp07t7JmzerMkp2uRIkSmjt3rgoXLqwOHTood+7czi4JkCTlz59fn3/+ud5//30NHDhQR48e1ZUrV7Rs2TLlyZNH06ZNU86cOZ1dpktyd3d3dgnJlo+Pj5o2baouXbooQ4YMstvtjmX09eG+//577d69WzabTe7u7lqyZIlefPFFlSpVSkOHDpW3t7c6d+6s7t27a/Xq1Y59rS1btihVqlSy2WxOfgXJkzFG27Zt05gxYxQVFaXt27crRYoUio6OdnZpSZaHh4emTp2q6OhojR8/Xp07d1bbtm1ls9nUokULTZ06VWPGjNHgwYMliWvi/0NMpPaUuHeymZkzZ6pXr14aO3asbt++raVLl2rbtm2aNWuWGjRooN9//13jxo3T7t27NXHiRNWsWdPJ1Sdf5v8nTbvXxYsXVbhwYTVu3Fiff/65Y/z48eN6/vnn9emnn6pKlSr/dalJ2q1bt5g4DUmOMUZz585Vp06dlDlzZrm5ueny5ctavXq1ypQp4+zygIe6deuWPD09ZbPZmIzuX4SFhSkoKEjVq1fXwIEDFRUVpaCgIL399tu6cOGCNmzYoAIFCigwMFAnTpzQpEmTVKZMGXl4eGjfvn1at26dSpcu7eyXkWxFRkbqzz//1DPPPCM3NzfduXOHgz//IioqSs8//7wuXbqkzJkzq02bNnrllVckSTdv3lRoaKi6d++uzp076+OPP3ZytU8PQvdT5rvvvtPWrVuVL18+tWnTxjHepk0bfffdd9q3b5/8/f21ceNG/fjjjxo6dCiffj+mmMC9efNmbd68WYULF1aRIkWUO3duLVy4UB06dFBwcLBGjhypqKgozZgxQ9OnT9emTZuUI0cOZ5cPIJ6OHj2qPXv26ObNmypfvrzy5Mnj7JKAeHnQB8OIa8eOHY4Z3mPOQBs0aJCku/tVEyZMUPr06fXqq68qbdq0+uGHH5QhQwa99NJL3LUgEfEBUfxFRkbq8uXL6tixo27cuKH27dvr1VdfdSwfN26cxowZo7179zJL+X+E0O3ioqOjHaF569ateu2113T06FF99tlnat26tW7fvq2UKVNKkkqXLq3q1atr3LhxD90GEua7775TixYtlD9/fp09e1Y1a9ZUSEiIypUrp6VLl6pLly6y2Wzy8fHR7du3tWTJEo6QAQCQxOzYsUNdunRRWFiYWrRooffff9+x7LvvvtO4ceOUPn16DR48ONatLgFnOnz4sHr06KFbt26pTZs2at26tYYOHapjx47p448/VoYMGZxd4lOD0P2U+Oabb1SwYEH99ttvjvtIrlq1SpJ0584d2Ww2NW7cWDlz5tSUKVOcXG3yZ+5OUqjOnTsrKChI7dq107x58/Tll1/Kzc1Nw4cPV2BgoMLDw/Xrr78qderUKlCggLJnz+7s0gEAwAPs2bNHjRs3lr+/vz799FMVK1bMsez777/XwIEDVaxYMX322Wfy9vbmLAIkCUeOHNHbb7+tgwcPysvLSwcPHtTKlStVvnx5Z5f2VCF0u6h7j05/9NFH6t27tw4fPqwMGTJo9uzZGj9+vAIDAzV79mzHcwIDA1WpUqU4R7oRfzGn6p05c0Zp0qRRt27d1KVLF8cPtu+++06TJk2Sm5ubBg0apEqVKjm5YgAAEF979uxRmzZtFBgYqB49esQK3qtWrVKhQoWY9BNJzqlTp7Ry5UqdPHlSzZs3V6FChZxd0lOH0O3iduzYoY0bNyp79ux66aWXJN2dPXvmzJl6//33lSFDBhUuXFju7u7atm2b/vrrLyaoeEKLFy/W22+/LXd3d12/fl0zZ85U3bp1HcuXL1+uadOm6fLlyxo/fryeffZZJ1YLAAASYufOnerYsaPKlCmjXr16qWjRos4uCUASx2wELuT1119XWFiY4/HmzZtVrlw5vfPOO7pz546ku5NQpE6dWu3atdOAAQN0+/Zt/fnnn+rQoYMOHjyoFClSONZF/MV8dnXixAl16dJFPXr0UMeOHVWgQAF1795dv/zyi2PdBg0aqF27dsqWLZv8/PycVTIAAHgMpUuX1hdffKE9e/bo3Xff1f79+51dEoAkjtDtIs6dO6fz58/HmhChZMmSGj9+vNzd3bVjxw5JctwexMfHR6+99prefPNN+fj4aO7cuY7ncQ1SwtlsNv30009aunSpOnTooF69eqlfv34aPXq0SpUqpR49eujXX391rB8cHKyZM2dyH18AAJKh0qVLa9KkSTpz5ozSpk3r7HIAJHGcXu6CvvzyS9WsWVO5c+fWjRs3NGXKFPXp00fjx49Xjx49JP3vtgtXr17VzJkz9dVXXylfvnyaN2+ek6tPnm7cuKHOnTtr9uzZeuGFF7R8+XLHsg0bNmjChAk6fPiwxo4dqxo1ajixUgAAkFhu3bolLy8vZ5cBIInj4l0Xc/XqVfXr1085cuTQt99+qxw5cqhbt26y2+3q2bOn3Nzc1K1bN7m5uclutytNmjRq166dbt68qeXLl+vMmTPKli2bs19GspMqVSqFhITI09NTM2fO1K+//qoqVapIkipXriybzaZ3331XQ4cOVVBQkLy8vDijAACAZI7ADSA+ONKdzMUcsb7XiRMnVK9ePXl7e2vJkiXKkSOHbt26pYkTJ2rAgAF699131a9fP0n/m2372rVrioqKUvr06Z3xMpKdmL5FRUXJbrfL09NT0t3bMvTr109r1qzR0qVLHcFbunuNfc6cObktGAAAAPAUIXQnY/cG7jVr1ujatWtyc3PTiy++qJMnT+r555+PFbwjIyM1atQorVu3Tr/++qvjSGtMgET8xPTrhx9+0BdffKHTp0+rUKFC6tSpk4KCgnTixAn169dPq1at0rJly7gtGAAAAPAUI3QnU/cG5f79+2vWrFnKkiWL/vrrLzVv3lwjR46UMUb16tVTqlSptHjxYuXIkUNRUVFKkSKFbDYbYfsJLF++XMHBwXr99deVOXNmLVq0SF5eXnrzzTfVpk0bHT58WCNGjNCsWbO0ceNGVahQwdklAwAAAHACQncyN3bsWI0fP15Lly5VYGCgJk2apB49euill17SJ598IkmqX7++rly5om3btilz5sySOLr9uIwxioiI0IsvvqiaNWtqyJAhku5OpNaxY0cdPHhQn376qcqUKaO9e/dq0qRJevvtt1WwYEEnVw4AAADAGbhlWDJ2+vRp/fnnnxo3bpwCAwO1ePFiDRkyRIMGDdLatWv11ltv6c6dO1q2bJmqVq0a63ZiBO74McbIGKPo6GhJd/uWJk0aXb16VWnSpJEk3b59W6lSpdKXX36pq1ev6osvvpAklShRQpMmTSJwAwAAAE8xZi9PxjJkyKBGjRrpueee07Zt2/T2229r2LBh6tGjh9KlS6d33nlHly9f1ty5czVr1ixJUnR0tNzd3Z1cedIXcyZAeHi40qVLJ3d3d/3222+y2+0KCgpSihQptGfPHklSypQpdfv2bXl5ealOnTo6cuSI4/keHh5OfiUAAAAAnIkj3cmYl5eXGjRooHTp0mnNmjUqVqyY2rRpI+luEHzllVfk6empTJkyOZ5D4I4fm82mCxcuqFSpUpo1a5ZWrVqlqlWr6tatW0qRIoXeffddhYaG6r333pN0t9+SdObMGWXOnFlctQEAAABA4kh3spcixd1v4d9//63w8HDZbDbdunVLK1eu1KuvvqrmzZtLevCtxfBod+7cUfv27dW1a1fdvn1bCxcuVO3atWW321W1alWNHTtWvXv31p49e5Q/f36dP39eP/zwg7Zs2UKvAQAAAEgidCd7Mddmd+rUSVWrVlWlSpUUGRkpLy8vBQcHO9YjBCacn5+fKlSooGvXrillypS6evWqpLu99Pb2VufOnVWiRAmNGjVK586dk6+vrzZt2qRixYo5uXIAAAAASQWzl7uQHTt2aPHixfL19VVISIhSpEihO3fuOI6GI35irse+c+eOzp8/r23btmn37t0aO3asPvjgA73xxhuS4p49cOvWLXl5eTmrbAAAAABJEGnMhZQpU0ZlypRxPCZwPx6bzabffvtNb731lr7//ns1bNhQZcqU0c2bN9W7d2+5ubnp9ddfl5ubm+bNmyd/f39VqVJFnp6ezi4dAAAAQBJDInNhBO7HlzVrVl24cEENGzbUihUrlD17dr355puy2Wzq1auXjhw5oujoaE2YMEF//PGHJG7DBgAAACAuTi8H7hNzevmhQ4fUuHFjpUyZUitXrlSmTJkUFham0NBQTZs2TRkzZtSkSZNinV0AAAAAAPcidAP/b8eOHY4AHRO8//nnH7300kvy9PTUjz/+6Lj92tWrVxUdHa106dI5sWIAAAAASR2hG5B05coVFSpUSEWKFNHPP/8s6X/Be9++fapVq5bKlCmjGTNmKGvWrM4tFgAAAECywX2kAEnp0qXTvHnzdPjwYdWrV0/S/67Rzp8/v0qWLKkff/xRLVq0kN1ud2apAAAAAJIRQjeeSjEneBw4cEBbt27Vpk2bVL16dYWGhmrfvn2O4C1JXl5eKlq0qFavXq0ZM2Zwz3MAAAAA8cbp5XjqxJw2vnTpUvXq1Uve3t46cuSIXn31VfXr10+nT59W69atlT17drVu3Vr79u3TsmXLtGXLFvn7+zu7fAAAAADJCKEbT6VVq1apefPmGjNmjNq2bau1a9eqfv36atWqlYYNG6bo6Gh16tRJly9flru7u2bMmKFSpUo5u2wAAAAAyQyhG0+diIgI9e7dW9mzZ9eQIUN05MgR1a5dW6VKldKaNWtUvXp1TZ48WdmzZ9eVK1fk7u6uNGnSOLtsAAAAAMlQCmcXAPzXvLy8HLORX7p0ScHBwapevbq++OILzZkzR6+88opu3bqlKVOmKG/evM4uFwAAAEAyRujGUydlypRq2LChvLy8NHv2bHl5eWnYsGGS7s5YXq1aNe3fv18pUvDfAwAAAMCTYRpmPJW8vLwkSUeOHNHVq1fl4+MjSdq9e7eCg4N18OBB5cqVy5klAgAAAHABXNONp9rOnTsVFBSkcuXKycvLS1u3btWvv/6qkiVLOrs0AAAAAC6AI914qpUuXVo//fSTAgICVLhwYW3cuJHADQAAACDRcKQbkGS322Wz2WSz2ZxdCgAAAAAXQugGAAAAAMAinF4OAAAAAIBFCN0AAAAAAFiE0A0AAAAAgEUI3QAAAAAAWITQDQAAAACARQjdAAAAAABYhNANAAAAAIBFCN0AADxlbDabli5d6uwyAAB4KhC6AQBwMWfPnlX37t2VN29eeXp6KmfOnGrYsKHWrl3r7NIAAHjqpHB2AQAAIPEcPXpUlSpVUrp06fTBBx+oRIkSioqK0sqVK9W1a1ft37/f2SUCAPBU4Ug3AAAu5M0335TNZtPvv/+u4OBgFSxYUMWKFVNISIg2b978wOf07dtXBQsWVKpUqZQ3b14NHjxYUVFRjuW7d+/Wc889pzRp0sjX11dly5bVtm3bJEnHjh1Tw4YNlT59evn4+KhYsWL6/vvv/5PXCgBAcsCRbgAAXMSlS5f0448/atSoUfLx8YmzPF26dA98Xpo0aTRz5kz5+/tr7969ev3115UmTRr16dNHkvTKK6+odOnSmjp1qtzd3bVr1y55eHhIkrp27arbt2/rl19+kY+Pj/7880+lTp3astcIAEByQ+gGAMBF/PPPPzLGqHDhwgl63qBBgxz/zpMnj9555x3NnTvXEbqPHz+u3r17O7ZboEABx/rHjx9XcHCwSpQoIUnKmzfvk74MAABcCqeXAwDgIowxj/W8efPmqVKlSvLz81Pq1Kk1aNAgHT9+3LE8JCREHTt2VK1atfT+++/r0KFDjmU9evTQyJEjValSJQ0dOlR79ux54tcBAIArIXQDAOAiChQoIJvNlqDJ0jZt2qRXXnlFL7zwgpYvX66dO3dq4MCBun37tmOdYcOG6Y8//lD9+vW1bt06FS1aVEuWLJEkdezYUYcPH1br1q21d+9elStXThMnTkz01wYAQHJlM4/7sTgAAEhy6tWrp7179+rAgQNxruu+cuWK0qVLJ5vNpiVLlqhx48b66KOPNGXKlFhHrzt27KiFCxfqypUrD/waLVu21PXr1/Xtt9/GWda/f3+tWLGCI94AAPw/jnQDAOBCJk+erOjoaAUGBmrRokU6ePCg/vrrL02YMEFBQUFx1i9QoICOHz+uuXPn6tChQ5owYYLjKLYk3bx5U926ddPPP/+sY8eO6bffftPWrVtVpEgRSVLPnj21cuVKHTlyRDt27NBPP/3kWAYAAJhIDQAAl5I3b17t2LFDo0aN0ttvv60zZ84oc+bMKlu2rKZOnRpn/RdffFG9evVSt27dFBkZqfr162vw4MEaNmyYJMnd3V0XL17Ua6+9prCwMGXKlElNmjTR8OHDJUnR0dHq2rWrTp48KV9fXz3//PMaN27cf/mSAQBI0ji9HAAAAAAAi3B6OQAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYBFCNwAAAAAAFiF0AwAAAABgEUI3AAAAAAAWIXQDAAAAAGARQjcAAAAAABYhdAMAAAAAYJH/A4Ey6txXsBOiAAAAAElFTkSuQmCC\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}