{ "cells": [ { "cell_type": "code", "execution_count": null, "metadata": { "id": "lVP7x_xy4Wad" }, "outputs": [], "source": [ "import tensorflow as tf\n", "from tensorflow.keras import models, layers\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import mplcyberpunk\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Ogs9DtUF4r5J" }, "outputs": [], "source": [ "batch_size = 16\n", "img_height = 256\n", "img_width = 256" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "WlHfvk0mMd7H", "outputId": "d5d7f8e5-73d0-4714-e982-3521a927467f" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 2152 files belonging to 3 classes.\n", "Using 1722 files for training.\n" ] } ], "source": [ "train_ds = tf.keras.utils.image_dataset_from_directory(\n", " '/content/plantvillage/PlantVillage',\n", " validation_split=0.2,\n", " subset=\"training\",\n", " seed=123,\n", " image_size=(img_height, img_width),\n", " batch_size=1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "FySYUywvMd7I", "outputId": "b531d9cb-a4b9-45ae-f0a2-44dec341baba" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Found 2152 files belonging to 3 classes.\n", "Using 430 files for validation.\n" ] } ], "source": [ "val_ds = tf.keras.utils.image_dataset_from_directory(\n", " '/content/plantvillage/PlantVillage',\n", " validation_split=0.2,\n", " subset=\"validation\",\n", " seed=123,\n", " image_size=(img_height, img_width),\n", " batch_size=1)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "qJZGCiEuMd7J", "outputId": "b2cdbf82-a326-4a8c-f023-9258dfe07bd2" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "['Potato___Early_blight', 'Potato___Late_blight', 'Potato___healthy']\n" ] } ], "source": [ "class_names = train_ds.class_names\n", "print(class_names)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 582 }, "id": "qIx-t5XAMd7J", "outputId": "d527f660-e4f4-4daa-b784-9f06c35a32e8" }, "outputs": [ { "output_type": "error", "ename": "InvalidArgumentError", "evalue": "ignored", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mInvalidArgumentError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m9\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0max\u001b[0m \u001b[0;34m=\u001b[0m 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disable=protected-access\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7187\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7188\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mInvalidArgumentError\u001b[0m: slice index 1 of dimension 0 out of bounds. [Op:StridedSlice] name: strided_slice/" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ], "source": [ "plt.figure(figsize=(10, 10))\n", "for images, labels in train_ds.take(1):\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " plt.title(class_names[labels[i]])\n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "IpNjtOFGMd7J", "outputId": "b1a047eb-feff-4995-dd8a-ce9ced669589" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(1, 256, 256, 3)\n", "(1,)\n" ] } ], "source": [ "for image_batch, labels_batch in train_ds:\n", " print(image_batch.shape)\n", " print(labels_batch.shape)\n", " break" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "SosH_1q8Md7L" }, "outputs": [], "source": [ "\n", "AUTOTUNE = tf.data.AUTOTUNE\n", "\n", "train_ds = train_ds.cache().prefetch(buffer_size=AUTOTUNE)\n", "val_ds = val_ds.cache().prefetch(buffer_size=AUTOTUNE)" ] }, { "cell_type": "code", "source": [ "data_augmentation = tf.keras.Sequential(\n", " [\n", " layers.RandomFlip(\"horizontal\",\n", " input_shape=(img_height,\n", " img_width,\n", " 3)),\n", " layers.RandomRotation(0.1),\n", " layers.RandomZoom(0.1),\n", " ]\n", ")" ], "metadata": { "id": "y1PvFjkRPpA-" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "plt.figure(figsize=(10, 10))\n", "for images, _ in train_ds.take(1):\n", " for i in range(9):\n", " augmented_images = data_augmentation(images)\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(augmented_images[0].numpy().astype(\"uint8\"))\n", " plt.axis(\"off\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 575 }, "id": "1EiJQ342PsE2", "outputId": "b763fcb8-3187-40ad-a5fe-7e7ef85f3560" }, "execution_count": null, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": {} } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "tpvbk5XqMd7L" }, "outputs": [], "source": [ "model = tf.keras.Sequential([\n", " data_augmentation,\n", " tf.keras.layers.Rescaling(1./255),\n", " tf.keras.layers.Conv2D(32, kernel_size=(3, 3),kernel_initializer='HeNormal', activation='relu'),\n", " tf.keras.layers.MaxPooling2D(pool_size=(2,2)),\n", " tf.keras.layers.Conv2D(64, kernel_size=(3, 3),kernel_initializer='HeNormal', activation='relu'),\n", " tf.keras.layers.MaxPooling2D(pool_size=(2,2)),\n", " tf.keras.layers.Dropout(0.25),\n", " tf.keras.layers.Conv2D(128, kernel_size=(3, 3),kernel_initializer='HeNormal', activation='relu'),\n", " tf.keras.layers.MaxPool2D(pool_size=(2,2)),\n", " tf.keras.layers.Conv2D(256, kernel_size=(3, 3),kernel_initializer='HeNormal', activation='relu'),\n", " tf.keras.layers.MaxPool2D(pool_size=(2,2)),\n", " tf.keras.layers.Dropout(0.25),\n", " tf.keras.layers.Flatten(),\n", " tf.keras.layers.Dense(1024,kernel_initializer='HeNormal', activation='relu'),\n", " tf.keras.layers.Dropout(0.25),\n", " tf.keras.layers.Dense(512,kernel_initializer='HeNormal', activation='relu'),\n", " tf.keras.layers.Dropout(0.4),\n", " tf.keras.layers.Dense(len(class_names),activation='softmax')\n", "])" ] }, { "cell_type": "code", "source": [ "model.summary()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "EIgaxMrXzIkl", "outputId": "3b54fb4d-dacf-4aee-9437-3579904d6864" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Model: \"sequential_8\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " sequential_7 (Sequential) (None, 256, 256, 3) 0 \n", " \n", " rescaling_5 (Rescaling) (None, 256, 256, 3) 0 \n", " \n", " conv2d_16 (Conv2D) (None, 254, 254, 32) 896 \n", " \n", " max_pooling2d_16 (MaxPoolin (None, 127, 127, 32) 0 \n", " g2D) \n", " \n", " conv2d_17 (Conv2D) (None, 125, 125, 64) 18496 \n", " \n", " max_pooling2d_17 (MaxPoolin (None, 62, 62, 64) 0 \n", " g2D) \n", " \n", " dropout_16 (Dropout) (None, 62, 62, 64) 0 \n", " \n", " conv2d_18 (Conv2D) (None, 60, 60, 128) 73856 \n", " \n", " max_pooling2d_18 (MaxPoolin (None, 30, 30, 128) 0 \n", " g2D) \n", " \n", " conv2d_19 (Conv2D) (None, 28, 28, 256) 295168 \n", " \n", " max_pooling2d_19 (MaxPoolin (None, 14, 14, 256) 0 \n", " g2D) \n", " \n", " dropout_17 (Dropout) (None, 14, 14, 256) 0 \n", " \n", " flatten_4 (Flatten) (None, 50176) 0 \n", " \n", " dense_12 (Dense) (None, 1024) 51381248 \n", " \n", " dropout_18 (Dropout) (None, 1024) 0 \n", " \n", " dense_13 (Dense) (None, 512) 524800 \n", " \n", " dropout_19 (Dropout) (None, 512) 0 \n", " \n", " dense_14 (Dense) (None, 3) 1539 \n", " \n", "=================================================================\n", "Total params: 52,296,003\n", "Trainable params: 52,296,003\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "lXeFuJ2SMd7M" }, "outputs": [], "source": [ "model.compile(\n", " optimizer=tf.keras.optimizers.Adam(learning_rate=0.0001),\n", " loss='SparseCategoricalCrossentropy',\n", " metrics=['accuracy'])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "MRTtJm_6Md7M", "outputId": "017e8a1c-3871-4b1d-e924-44f98d494f8f" }, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/50\n", "1722/1722 [==============================] - 37s 20ms/step - loss: 0.9288 - accuracy: 0.6899 - val_loss: 0.4828 - val_accuracy: 0.8372\n", "Epoch 2/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.3685 - accuracy: 0.8542 - val_loss: 0.4461 - val_accuracy: 0.8093\n", "Epoch 3/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.2824 - accuracy: 0.8943 - val_loss: 0.2778 - val_accuracy: 0.8814\n", "Epoch 4/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.2067 - accuracy: 0.9245 - val_loss: 0.3904 - val_accuracy: 0.8907\n", "Epoch 5/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1755 - accuracy: 0.9373 - val_loss: 0.3110 - val_accuracy: 0.9186\n", "Epoch 6/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1573 - accuracy: 0.9454 - val_loss: 0.2240 - val_accuracy: 0.9349\n", "Epoch 7/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.1352 - accuracy: 0.9518 - val_loss: 0.1675 - val_accuracy: 0.9419\n", "Epoch 8/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1432 - accuracy: 0.9437 - val_loss: 0.1888 - val_accuracy: 0.9442\n", "Epoch 9/50\n", "1722/1722 [==============================] - 32s 18ms/step - loss: 0.1261 - accuracy: 0.9593 - val_loss: 0.1280 - val_accuracy: 0.9512\n", "Epoch 10/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1226 - accuracy: 0.9541 - val_loss: 0.1901 - val_accuracy: 0.9442\n", "Epoch 11/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1185 - accuracy: 0.9605 - val_loss: 0.1466 - val_accuracy: 0.9558\n", "Epoch 12/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0971 - accuracy: 0.9628 - val_loss: 0.1171 - val_accuracy: 0.9605\n", "Epoch 13/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1048 - accuracy: 0.9652 - val_loss: 0.2115 - val_accuracy: 0.9488\n", "Epoch 14/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0986 - accuracy: 0.9623 - val_loss: 0.1446 - val_accuracy: 0.9558\n", "Epoch 15/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0880 - accuracy: 0.9675 - val_loss: 0.0947 - val_accuracy: 0.9698\n", "Epoch 16/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0799 - accuracy: 0.9762 - val_loss: 0.1207 - val_accuracy: 0.9674\n", "Epoch 17/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0802 - accuracy: 0.9669 - val_loss: 0.1684 - val_accuracy: 0.9558\n", "Epoch 18/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0561 - accuracy: 0.9820 - val_loss: 0.1553 - val_accuracy: 0.9674\n", "Epoch 19/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.1146 - accuracy: 0.9710 - val_loss: 0.0920 - val_accuracy: 0.9767\n", "Epoch 20/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0739 - accuracy: 0.9768 - val_loss: 0.1850 - val_accuracy: 0.9651\n", "Epoch 21/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0576 - accuracy: 0.9843 - val_loss: 0.0929 - val_accuracy: 0.9767\n", "Epoch 22/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0702 - accuracy: 0.9768 - val_loss: 0.1059 - val_accuracy: 0.9767\n", "Epoch 23/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0790 - accuracy: 0.9739 - val_loss: 0.1141 - val_accuracy: 0.9698\n", "Epoch 24/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0662 - accuracy: 0.9756 - val_loss: 0.1645 - val_accuracy: 0.9651\n", "Epoch 25/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0633 - accuracy: 0.9820 - val_loss: 0.0598 - val_accuracy: 0.9814\n", "Epoch 26/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0612 - accuracy: 0.9808 - val_loss: 0.1465 - val_accuracy: 0.9744\n", "Epoch 27/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0679 - accuracy: 0.9785 - val_loss: 0.0829 - val_accuracy: 0.9767\n", "Epoch 28/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0809 - accuracy: 0.9744 - val_loss: 0.0871 - val_accuracy: 0.9791\n", "Epoch 29/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0426 - accuracy: 0.9878 - val_loss: 0.3037 - val_accuracy: 0.9442\n", "Epoch 30/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0548 - accuracy: 0.9837 - val_loss: 0.1654 - val_accuracy: 0.9651\n", "Epoch 31/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0437 - accuracy: 0.9843 - val_loss: 0.1229 - val_accuracy: 0.9698\n", "Epoch 32/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0429 - accuracy: 0.9837 - val_loss: 0.0860 - val_accuracy: 0.9744\n", "Epoch 33/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0602 - accuracy: 0.9832 - val_loss: 0.1406 - val_accuracy: 0.9674\n", "Epoch 34/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0623 - accuracy: 0.9820 - val_loss: 0.1260 - val_accuracy: 0.9744\n", "Epoch 35/50\n", "1722/1722 [==============================] - 35s 20ms/step - loss: 0.0590 - accuracy: 0.9843 - val_loss: 0.0657 - val_accuracy: 0.9837\n", "Epoch 36/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0426 - accuracy: 0.9849 - val_loss: 0.1577 - val_accuracy: 0.9651\n", "Epoch 37/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0581 - accuracy: 0.9814 - val_loss: 0.1596 - val_accuracy: 0.9698\n", "Epoch 38/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0437 - accuracy: 0.9855 - val_loss: 0.0793 - val_accuracy: 0.9791\n", "Epoch 39/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0499 - accuracy: 0.9872 - val_loss: 0.1831 - val_accuracy: 0.9744\n", "Epoch 40/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0606 - accuracy: 0.9878 - val_loss: 0.0902 - val_accuracy: 0.9767\n", "Epoch 41/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0360 - accuracy: 0.9878 - val_loss: 0.0956 - val_accuracy: 0.9814\n", "Epoch 42/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0452 - accuracy: 0.9866 - val_loss: 0.2671 - val_accuracy: 0.9372\n", "Epoch 43/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0446 - accuracy: 0.9843 - val_loss: 0.1096 - val_accuracy: 0.9767\n", "Epoch 44/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0750 - accuracy: 0.9814 - val_loss: 0.1274 - val_accuracy: 0.9721\n", "Epoch 45/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0243 - accuracy: 0.9901 - val_loss: 0.1344 - val_accuracy: 0.9791\n", "Epoch 46/50\n", "1722/1722 [==============================] - 33s 19ms/step - loss: 0.0416 - accuracy: 0.9878 - val_loss: 0.0872 - val_accuracy: 0.9837\n", "Epoch 47/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0655 - accuracy: 0.9855 - val_loss: 0.0763 - val_accuracy: 0.9860\n", "Epoch 48/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0424 - accuracy: 0.9866 - val_loss: 0.1198 - val_accuracy: 0.9744\n", "Epoch 49/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0295 - accuracy: 0.9919 - val_loss: 0.1053 - val_accuracy: 0.9860\n", "Epoch 50/50\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0392 - accuracy: 0.9907 - val_loss: 0.2388 - val_accuracy: 0.9558\n" ] } ], "source": [ "EPOCHS=50\n", "history = model.fit(\n", " train_ds,\n", " validation_data=val_ds,\n", " epochs=EPOCHS\n", ")" ] }, { "cell_type": "code", "source": [ "EPOCHS=5\n", "history = model.fit(\n", " train_ds,\n", " validation_data=val_ds,\n", " epochs=EPOCHS\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "0pT9LcSw-VdO", "outputId": "3aa7cbe0-6f94-40d2-d467-532062a2c033" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Epoch 1/5\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0764 - accuracy: 0.9837 - val_loss: 0.0555 - val_accuracy: 0.9837\n", "Epoch 2/5\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0368 - accuracy: 0.9878 - val_loss: 0.1481 - val_accuracy: 0.9721\n", "Epoch 3/5\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0496 - accuracy: 0.9837 - val_loss: 0.2702 - val_accuracy: 0.9651\n", "Epoch 4/5\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0447 - accuracy: 0.9884 - val_loss: 0.2042 - val_accuracy: 0.9767\n", "Epoch 5/5\n", "1722/1722 [==============================] - 32s 19ms/step - loss: 0.0422 - accuracy: 0.9872 - val_loss: 0.1047 - val_accuracy: 0.9721\n" ] } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "yEqhYW4xvbG5", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "efaa93e4-3ccf-4eb9-cd90-01e88dee806c" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "dict_keys(['loss', 'accuracy', 'val_loss', 'val_accuracy'])" ] }, "metadata": {}, "execution_count": 80 } ], "source": [ "history.history.keys()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "JxNpnWKhvbJX" }, "outputs": [], "source": [ "acc = history.history['accuracy']\n", "val_acc = history.history['val_accuracy']\n", "\n", "loss = history.history['loss']\n", "val_loss = history.history['val_loss']" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "Li9c0lkRvpHX", "colab": { "base_uri": "https://localhost:8080/", "height": 494 }, "outputId": "7b672473-c909-4d67-e484-3e9f56eb4475" }, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ], "source": [ "plt.style.use(\"cyberpunk\")\n", "plt.figure(figsize=(8, 8))\n", "plt.subplot(1, 2, 1)\n", "plt.plot(range(EPOCHS), acc, label='Training Accuracy')\n", "plt.plot(range(EPOCHS), val_acc, label='Validation Accuracy')\n", "plt.legend(loc='lower right')\n", "plt.title('Training and Validation Accuracy')\n", "\n", "plt.subplot(1, 2, 2)\n", "plt.plot(range(EPOCHS), loss, label='Training Loss')\n", "plt.plot(range(EPOCHS), val_loss, label='Validation Loss')\n", "plt.legend(loc='upper right')\n", "plt.title('Training and Validation Loss')\n", "mplcyberpunk.add_glow_effects()\n", "plt.show()" ] }, { "cell_type": "code", "source": [ "img = tf.keras.utils.load_img(\n", " \"/content/drive/MyDrive/Colab Notebooks/potato _late_blind.jpeg\", target_size=(img_height, img_width)\n", ")\n", "plt.imshow(img)\n", "img_array = tf.keras.utils.img_to_array(img)\n", "img_array = tf.expand_dims(img_array, 0) # Create a batch\n", "\n", "predictions = model.predict(img_array)\n", "score = tf.nn.softmax(predictions[0])\n", "\n", "print(\n", " \"This image most likely belongs to {} with a {:.2f} percent confidence.\"\n", " .format(class_names[np.argmax(score)], 100 * np.max(score))\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 286 }, "id": "io_0G3CaOIj6", "outputId": "225e1b0e-1c5a-41c6-c0be-a39071b0d6a1" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "This image most likely belongs to Tomato_Late_blight with a 100.00 percent confidence.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [ "img = tf.keras.utils.load_img(\n", " \"/content/drive/MyDrive/Colab Notebooks/fresh-green-leaf-potato-plant-260nw-449327257.webp\", target_size=(img_height, img_width)\n", ")\n", "plt.imshow(img)\n", "img_array = tf.keras.utils.img_to_array(img)\n", "img_array = tf.expand_dims(img_array, 0) # Create a batch\n", "\n", "predictions = model.predict(img_array)\n", "score = tf.nn.softmax(predictions[0])\n", "\n", "print(\n", " \"This image most likely belongs to {} with a {:.2f} percent confidence.\"\n", " .format(class_names[np.argmax(score)], 100 * np.max(score))\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 286 }, "id": "gqt8d0MHOIms", "outputId": "954fb25b-a1fe-432f-c20a-a5bdb42f4606" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "This image most likely belongs to Tomato_Late_blight with a 90.97 percent confidence.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "source": [], "metadata": { "id": "XdrS_R_XOIpN" }, "execution_count": null, "outputs": [] }, { "cell_type": "code", "source": [ "img = tf.keras.utils.load_img(\n", " \"/content/drive/MyDrive/Colab Notebooks/early_blight.jpeg\", target_size=(img_height, img_width)\n", ")\n", "plt.imshow(img)\n", "img_array = tf.keras.utils.img_to_array(img)\n", "img_array = tf.expand_dims(img_array, 0) # Create a batch\n", "\n", "predictions = model.predict(img_array)\n", "score = tf.nn.softmax(predictions[0])\n", "\n", "print(\n", " \"This image most likely belongs to {} with a {:.2f} percent confidence.\"\n", " .format(class_names[np.argmax(score)], 100 * np.max(score))\n", ")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 286 }, "outputId": "89a09dbc-e32d-4a1a-e568-8062e4246af0", "id": "PEUSnJBaRv47" }, "execution_count": null, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "This image most likely belongs to Tomato_Late_blight with a 99.70 percent confidence.\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "
" ], "image/png": 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5OtjBEu211DXH9cdAKTNFoFWhlcZimSEmDrd3TK1ScuXp8cTudeLDlx8gcUX4PX0AnsVQa0a6EphUA6pte8+1t3Cv0C7IfaXXkAEKORdEAjc3jgfU2sglE3Ii50LODu55esOWFjjBaM27pZfHjBACpaPdrdXN+DgOENjt9xwOt+T8qXMNrEIHAUWEXBZUzCeciJdZE55r9plj2tAgjLvhshi7cWqtkcbImAYIwlIz82lhOk/sxx3jbueev/UAti++eSnM08RSGi0kxxBaB7M6rUDUSMmPKSXHCGJQalMwJYh7v1iMGCJNFK2ODdSSKbWwSyPjODCMiencI57KVp24xvae4zB/mXENEF4MwQUU7HN2Kwe48W2tALE7nhU8XLGBsKH66/fLBdm8gA/rX72qJl2fy+f5Dut7v2x8O4yACvthxzDGbgQANZoWcqt0NMVLJkHowPeaIaG6o7bTFqrVWqE1bm/2iGWiek7aaqUsld14S8FYlkwpAKEDKetCbv2eevjnZJ01v754bhG5oNhbGidbuWcYRlQT8zRjBuO4R9VLd7kUpETmeWZdWM0aK7NQNZCSn+XGu+nna0BreTvelLxEuSwZTNjt9tzeHHh6euR8XnoE4J4pRCXnhSCeswsQVNHo5cVaPfwUaYTgXAYleHgePCJaltkjhEEZJDHWkTgNWF4oVsmt0QSselWgKbQKy1LJxSgFJ7p0XEdE+4LwUHc3RGIIxBRIyX+vVQiCp2OtsVRlGBs5N0L1xbPkzLLM3B1uub295ebmhqe3Ry85qhGvjPjnx1/YEPxUTLH1OSk91aNXMRzELkU6ZyNsEcp6vzVEWi0eAbbVATlwqhhi9Vk1pl1yx62ytJYMVybldtjfeiMgyn4Y/IYPCtF84aMkMlUN6yWTtV7q5Av3IhpHz6FaIyBYW2jA+68OzOUzxltjPIzs7gbGMXVgjc70W6kX8AyFAc+/84zhhqW0Qm31+QW1BevP1VoppVGyX/RhGIkxkZfM4+OR3e6Gcdj3PO6Sh6pGQqif4wkYIaxkIk9PVgORZPCJJkprDjrOc6ZVz+9zrixLZhx2TNOpl5+8NBiisizFUX8VVAIxOCbReo2/Vs8xHaSUzkVoDIzdsFXO84k8LQxx5Pb+wLDbcTgeOT0eefv0hBgEjcQwkILQcvPwn4CJMS0LJZd+/hDU8ZEhKrv9QAoOoHopVqEpJXrKI7WxNGUcDZFKbTOlQu7l3RADh8OBu/t7PvloYmoLUg21+qx8t17nn+cwM68iqXSj22nurISl6tBgKB6d4dHtxhptnQIfvBgiawlZwZFvr5Y4a0K2c3HasiFbwOCRhkmjWnEq95eMb4cRUOVwc8u4D8RB/Ki00bTQNNEEmhjNIFujnmavMQvkXHl8+5bz9ETmhGWjLMb93R1/+9cfeO/9D5nbE8flkalOtHRyUkqIpHGAbLTS67FbyOwXUhWGNHoUIkJtjdpr26sXa7U6UNlz+RAgRcUMzueZ6Twjonz80accnyZevnzJ4XCHBuXx8XG7BikNhOCgXq2FXAo3t3vAmYiX9Mfz5nEcCNEZgMenE8uysNvvwYTHx0c+/vhTvvOd96nFqK2Qc0WWigYodXZkuteqgyhB48UImUccMSZyrr64ykQeCqCkNDDcqmMQVmkYcQgcxjvimJjLpxzfnpjPJ+ZpQZrwcHiJNScq5VxYirMsYwyMg5dZQxDGMXJ74w4hxUQKseMsjbJkSm2QG4tV7u4Tx6cFDY3H0xPzMvH27WuOx5c8vLjjF3/he3z28cQyZ8wWBCEXDzme92vIz80otFYR8TQmpUBMAuJpmwBRY+f9re9vtFIRKRhCjImG+iI3fziw11BbwCpmzjOxkgkhXvVseFpViqMIKwejmXRK/hePb4cREGW/2zGMgTR21DM0mhSyZOpq+dwlP7tha+lnGBVtfgFCNA53yocf3nF4UBar7CvMdaSo4Hl6o5SFViOYl9889PJavLByr4PnzkGd+nrFN/djj3gJ6oIDWAsdsARMfHFXXzSn05kYEze3t9zcHDY660p2YcMg1ohgba5Zowb12vpViAlOmS3ZOe25A3Aiwm6/oxSh1sUnjlXGbvy2aWFsvQ8rQOXR0cqEdBYfaOdARBggVKFVg4Yz5aMQxoGXr15xuH1gmTPTceb0NHF8mrAmndvgqYGq9Wim19t1raurN2OtSHgAq0pTJfQQer03IQjJemXHvEIzTWce7u/Z7fcM40iIXkXpkTW9ogn8JCbw09OCjRXw5e8Qtjxf1V1zayvd2RutVBQx6QBvhepMwDHu0I0Y5p+VhldsUHq9oM/91jszesOW9qhWK07L7MAgV/f6C8a3wwioMA4jw6DEQdBgtNBo3Ttvwwxd853NknsJaL8fkdqY64I04/5OefX+HZImko6MKIuNzK1xzBPZnG+uKltKYNTLpLC1ZNecoHHlIa4pvtovvBkdeResVxN2+72HzxLBIo+PT0zTTEoTu/2Ou7s7cs7M84TZ3A3BZYI7cv/874FHAtaMintVTz2GreHIU4nAMIwMEiklkLOSi5eR9vuBSsbqZTKBg4RBQ6cZB2qBYQikJCwhk3Olloo1ozVvpFGJaAwECVgQqILsIoebRIoj0pQ3nz3yj37nd1nmhdXIuSG9AFieeMgWia39Adv9EHvusbnCX0JnRIrfr2VxvoBHE7260L/7evGv9/KL/v2zjQt1yA3B+r0roHMV9l87stabfjZOyKVy46n+2hG5QlWXSpIDnRfQUHT94/298tPP51thBETWemogJb2KBHCgBCFgVO82YYyOwIuBmtJiRPeZWmasCGNU3v9O4uY+MmVzFp06wabkynxcQIWYBgpKq+KNGu2aaOHWOBf3WNJW+qZ5o07vInNaZ8+/1mpFvyFDxx+swZgLx7ORl5mlRGq75cXNPefzmVYKLVRvHlIDCR7ireST7T/3BWJr7diw5ozKGAJBqjcMaSBoQFCGIRJW5F2M2oQUByQ2Gq1z6rcZAz20XM9DNBBDxExpbSH3cijN+RSqRohe4sUUKw3Ljf1u5OH+JXe395w+mPn93/2/eXo6UZt5C3RnCzpNXLvh6Wy4Ho1hV2cuDe0vRREGhEkaMchWUWlVKAvOAzDlZhhIEUJoHmJbBY19qfpCWo3O6l3XsRpjXa8FHS6SNdfeZi/us73K5Pm5VzKcGrm+p0dYHeVVWY+bLarzStXlfmt3RiupUsQ5HyIdRMbc43c6sQcEspUc0V6KfF5D/InxLTECxjAsDNHbhkPwQquJEsScLyCGidHGxsjCPBQPfRfl8fUD027itLwhx8ar7x342//8K97Uj5jNWGbITclNyC1g4QYCXn6MCpao80JBKNVLUOAh/TxNrKCcH+t69yPaMYlnE0JA1IG8aplaKvM8M5eJsFuQsaIDmI4c5Lss8xMxCzHsGfd7plpYcnUSCkYIhagJpSLW0JahVapAC8J+N1KKcTrNjivoSC3GPGdef/qWl+/dU0qjVkMlIQrTccEke1HEwFS2tGrJ3g2HBKKOLLlgiy940wCDMrXKezc35Jy96coqAQef0liwWigUzkthf2N88J33+ODDA8fTkaenmdwaUb1KcLPfM6QbhniDMFLmAHXENGDqqZogBG1ekZDGixYZolF4A6NwXsSrMEd4+jiy+957jDnyvYc9u/CE6iPjuOf100LcvcCWM1C7Y8AXYccoRNZF76YiRqew1+rkrRp6ykZffOYLPJgBXslQIuSAEZzoqJGBSFChdvprU2+KCwmGAUIEiQaciASaKYZitnZNKCEetqrA2lIuTZBlDZ08EhhkZIj0akQm5/zPQHUgBO7v70ljclEO9fDPaISqtJ4HVSrVCrvdjhijo/GDEuWO0/KIPb3l5n7hl3/1nl/65e8zl4yJl5eWXDgvleOUeX1+crYbjSHdMQ73WxtsiBfkvlllfzM+Q+xba9vDn7s8NnPba5i1OoGllE7pbDgWkSda/pSh/Kmz8FSYcmaulYKhnXug2ltHTRCvuXmOae4ZK8Y8z6gOvPfyFZ99duTpdGJZMiLBJ229PJCKmesTxKTb8YPnrJhHP9ZTLlHWwoTn0VeR7Xr+a6VlbR82axyPb0lhRIGPPl748x/+KT/49V/hb3z/Q968fsvrz95yPGb+6P/9iKfTW5BKqTMvwgMPL78LvWQWe6NWTBEV50LUWmkopTTG3Z6SG9mEcdgTtLAshXnysujt7YEYB39PnhwrsTODtM55+PkPw8VitiUna/9Eb/vdBEXClsKsESZmTv4S7f0SOIiJtxzrVVrqc1G2aEW2cuTFUV10KvQZjvX58a0wAo7E6zPU1If1cMzZg94yKaSQ3PqGRlChLYGlOcHm8HDgvVcvuD3ccJ4mTksl18BSYSmQq/cGaG8YqgWOx6MfR8/F19LUMAybPsD6WEVB1kdZcl/zazi5li7xklg196xIv/G+IKdp5rP2GS9evmTY7RmjIrWSq+d3c8kebnNZXGKeEklrnfnfG2TMNu2AcTf20qIiYozj6F1sFRDnzpfqJvVyzP3420o0kf75fneeAWf+lMMI/jfYAFq3GCkpN7uBw92eFAbefPbE+fSIRuHu5Z7xJnE6Vn70o486KFmc/dgKyzKzG1MHCWRD8kNIVNQjjqik2AhhIFhDciWmhLXGvBROp5mcK/vdjROXQuA8ORnLSmNIX2+uftVoV8R9uzqHde6EEK4MgVsAs+a0oLZ2FlaPInqKYHRWoUqPUtnKxRf26oqbXLCTtWJ1bTy+aHwrjACA1UYLDWrPg7rXN7UuROH1kk3NRdxomIKok0E0ePPI7d2BkBKnZWFejGJGbkozt8DDkJDooft5apviDXgH4Oo5Y4yM47gd40Uiy648oVNkzXmM/fkVzPSFr2rUqv33hDWhlspTeeL27pZ9vCUOidgaS6nkUrwZxjwaso6FiPV+eusGAKcWt9Y4LxMiA/vdHnYOVE7TyUkroYtQiPcHqCkr3fWZEeiYhnWX75Onp5xNoFmfiE737RDY9j3eBNY43N+QYqJZZpoz1WZCdEMY1BhUiXHkvQ8OLPOCGDRbWPJEaZlm5lhFpx0b60LqVHF1Wrkj8OCNNIFanS/x9HRiOs883B242d+y393wNL313H09oZ/3kMtVbOazAdg6BEVXGrg+NwL+oX5crfcBeeToUQCdKcuVYXbDcW0ELloTz6nPF/Lat5wnAL1eWq9CbBqllU7m8wlRWu0SX33ybp7Kw+QYlZvDnpubPahQckM0IhZQAg1fABIjdH53DJUQ/GKti7wUb89VVcZxfGbFP58SqEQk+EL1COByHtpvjBn+fRJI0cO70jLLNLOUxUucMXkuqd4NeEGPr9DmFXhc81EE1UApjoiPw0AaBoJGWjPO5+PnKgtdo8Fab0i6eAzZEOZ1csp1AODqPt4G2CMB6wSUbjiapxoixrAbkWbkciYvnsrFcXCKcDCkQhPhgw9fcDqemc+Lh+xlxjBKKwTzttrVEGzcdwlblGAdCW8GaKA2mKaFx8djZ0rC4faOw+GOT94+EdQ6ZP/1uABfNLZvtLW1bYUMOt191RaUi1DMBXBc+Rk997IGErZXpZOPVgN8rRFxMSj0SOAat7rW6fxyw/czGwER+T7wXwIf9mvwW2b2n4rIe8B/DfxN4I+Av2tmn33Vd63OaF1I1j1BbdW9P90ANNdTq9RuWYHmIWmIMOwH7u4P7G/3gGAipHGPVEWqQlWKXTGtoHd3rXX+tnUCluLtqjlnUooMw8g4jr0tuLE27DjTbjUCK7GnA4kaelnKmOeJGP2mxNjIEpiXJ6b57B47BGLqwOji4hqsoK7heaHVC+K8ldaUSgXvPVvvTZ8wth3L1qCEl6JULp6ov+R6CleRwLN5o6uD6hFABYJ7OaPRrGKtIMGjoto8mmmtkYaEULHatrJsLQuvPnjg9nbH0+OJ03HCKjQr5JqdJxCUUhuxVZoFv0fodhaGRwaleRTjxnDi9dtHjsczOTfu71/w8uVLfvjRx1Qxv47kv/R8v0zW5/+Uq6elH0/rpTvDQVdR6V2wujVX+cJc531Ppaw5/qPNo75usFyHskcUdvnMdUSx9l4Am9dv7ZIyfCNGAJ91/wf/iBIAACAASURBVKGZ/R8icgf87yLyPwH/LvA/m9lvim868veB/+irvkgFUlCXQJIuLNkFaqZpIdfsLLpayTVjfYKsLbYpCYyRMdzzne9+wN2Le5oK480dSxWaRpp52UYMgrBNRr8Crbfaei++6m6T9jqdTszzzJs3n7Eq19zd3fHixQsOhwMff/qWJZdNvqoUb/Nda/VuNAqn05EQwhZZ5GXmkcLj8Q3Tcub+/gWHuwfG3Q0qcNjvWevjng5UsIJrAFQqRqleBRiGyG48cDzOPL59wgxSSux2O2cWViNWW8MJchlYu8/WsTYsreXRbZhTUX1CXSLpVr1xSYUtMjOrGMKcXWMh7IRBvQQ4nY79PlbHHvSGMCrvP9zzwXdfssyVp7cTn73+mJA8HzYVCIpWRVrwngZzqTDvUagsrZFrpTZhXirHN0eiGJ989wN+8TTz4Qcf8vrpiT/6kz9FcqE2oeTnINmXLZCf4BLAtctnLTReYwCGUcWo4pltE5yeHRTp0aTIhQOxpWQ91XOv4QQtrzQ5CCxaCDo+wwSu5edWI2B2UbnyPpWvTgXgaxgBM/sR8KP++6OI/B4uNf53gH+lv+2/AP4XfooRoANyBt2bFkqrzMUVc5yu2yWkqlGal2tWjxdiIGvm5cv7PskzaXQhy5AGWoueR/Zw1qyhoVvO5j3aKY1bc09rbVPr2e0G9vuRw+GG169fsywLT09viZ0WupZrlrxQSialRIyJx8e3m7U2K1u64VqDDobNZcbEOM1nls8KqPL+e68wE16/fsuw23kJrjcwVXzBLctM6K3QIYw8PT11ZaHVCwgPDw88Pr7xa5GUNI54k5GH3RC2aCDG4EwMu8h0eZ9OZSUrAYTe3iuizHPdFsXam2AhkKKS8+RRQV8xMboegUmgLY2aG1YXPvzwe1gLTKdMmysajPFmZKmzV2sUYgqEjuTlvHi5qzVya2hSylwwYCkZE2G3vyGlkdev3/J4fOLwcMuLh3t++fvf5//6/X+MpgGWFb2/5M+f95YrgHdJ/ayneavP5xJhrZZR2qYofZ3zZ/MUNhG7LPyF/2D9Oq9lghgjtfW+guZpXUygOpBzZg3xPT3V7Z7VUrFVhWs7J59/q5rVl42fCyYgIn8T+BeA/w34sBsIgD/D04WfPsztqqd7Ambe1mMrgmpOs7Se0skFxGo9VWj9YtcG2oysritYTbrEtANcor23W1YlJ3kGslwjr/M8bxd6xQpyzizLwuvXr3n5/nc5HG4xbrZ2YO/xv+s31zEEmdk+W4or9Oxvdo5BZEftVaDUTJBACt5612rpUUqjrmq7IbLkyjyf2O/3vHzxPiFEXn/2xFPvIzgej3zve9+j2pnaZlpbqM3D8f3eJdfX/PKCDdgzjGBNZS7uzzwnkGsQiu3zK0goXUKs93f5YlmjCDU0uB7Bkmfmc+F0nFmmglngxXvvc34606jUlsllJhQBjV4qFqNaJdfixCWr/dHvfa2dj7DjfD7z8Oqe28Oe24MLxk7TGex5OvSXHxdDsF6vC2Hs6iHPf/rxtb6InS4tTdZL2md/27y9/+6L2zo5aH2lL5EvPjr7SXDwq8bXNgIicgD+W+A/MLO313/QzEzki1EYudp34OXdjot4Epscs661UsOFEq1LRfWcXNTjLZO2RQuteXMFtdGkkbsMtzf+uOUN1M1L1SbUqusxPQP+aq3PmnyAjZ+wGoJiH5OGtAGHu93Izc2elALn85llmVAVdrtxKz2W4mIgmrz1V0OlFe8hOJ/OjMPoeou4YdyOiQbS0BBIotRCl0o/oZoIIXJ7e9tVjrPvfzCd3UhW/5tG3TYp8e9XLuIlsi1uWOvbl5Ln2hILzXPbjnpjVxOth7Du5VZ/282IrHmYl7ymPDPPC3PO1GZEddXk8/lMk+rgaVFkAUmDn78aVQq5Lb74mxsC6/mjYczLzOl05PHxDR+299mNAzc3O2JSpjwTuLAA/7JDV1e15ubrfEacTdivwcqp2AwBHS/owi7QnVxw7Zb1g62plwsVpK0RZN1Kut/E+FpGQEQSbgD+KzP77/rTfy4i3zOzH4nI94Aff9Fn7WrfgV/67oOt1nXdLUXl0mihEnwrAHExUZH+vo6XN6vk3LqYR/f6pVJDxEQuVngL7RaqNEQbS4nkGj3v3MpdbIDapa7rrDEnAPlmD2ZGLjNLnkBcuWZeRkrZd80AR/69yjAwtEbOgVwCOUO2BbUeSjcotXA6HlGEXfINPFZFpSUv1Ly4jqAG765TY55mlmXhfH5LCANDGrdNLeZ5Zl4WSll6HT4jWlHtRrSHliqfj4K6HJUIlKvejVX7H3XJruAzuDW5dKqJbfLWXvv25i/XxevgvrnBnqeTS6xFdcFXHcht6WzJSmkLUgyjoNo8jw5Cy5lsi1PIxPUmNHpa2JJCNs7TiU8+/Zjvz7/A7m7P3d2e3S5wnhpi4WIEP5cOXHvXZ970+r1XisL9jT2dlzWqZ71SayTQOnbSatuiJxOgrlqKvgRqdeKwmSDWez2Db0SD7fgpTv1nGl+nOiDAfwb8npn9J1cv/Q/AvwP8Zv/53//UL/NVisRVGlvpehrE0Hqd2MESQ5De8eYX3/nzJTfMAmZKabg81qhoGmiKo9PNJ1bLT8ACVKrtaXZzAX+u6qppiNzdf9A3CfEW3dPpRKx1A96mnDl3ia1pOvL6zSeUkgnBJa5ub29QjX1hruKQSjM4ni9eSRRqzZxOT+zSwHjrirlNINfCeZpox0fmXJ3fLwFtQujlydevXzNPhdvbO169ekVKkbdv31LtTLOMUYDqkuC1IDJwXbNe81+/nl6ideDJqPWSFliP2MYe/RjeYm1bDOdycIh6T4QpFSFIQoKh0mhUlnPl6XhkHPfc3N4wpj1iyqcfvSaFgUYlN6OVTLFITDBodIkwyf4IikQjjgHfdWEgyZ42uw7En//4hxxPv8ztyz0PL2443A4cJ6HMPSO/wgGe//zJ10xWGFBYS9OCl3BrB3DXdzxLAXqDXxM3Cmu/yVbOM7tKB4ycF5oYJgFdiWnSiCES9fZnDWC+cnydSOBfBv5t4P8Ukd/pz/3H+OL/b0Tk3wP+GPi7f5Ev2/rY1TXu6H3uMXYl2tZbiEXZJCvlsu0TCEEjLhnmnAAJcbPIrYOuoqucWEOkOk057K/IP7KF9jH65bmUXC7CHvv9nru7Ox7//M/6olfu7g7c3R22SsI0nzhPT8QYuV8O2/eteTMYuVVCB+kcCK60slYZII0DQ0yUVLsuPd3Ln8hTZRhGHh5ecHtzR84V1cg4DojA/f2B4/lTlvxEKWeX6NKMhsB0glVXcTUCfmTNoye7Zki2LSVYDYFvb9Un6VU9GgFVB3lFDSutr4jQS/0u8x6Gyuv6xjUYZUYlEtRlzLDV8HtFQ9VcPly8T0Oj7yY1EihEqkKIjSFC1cpcT2jrSbMYMXqjEji+gsUN17geF1zjuQFYy3kmlzRgqxxs8eMXzOnVEEivSPk39+vNZghUxUV0pAPj2EaSA5DgtN/4zTCdv1Z14H/ly+3Sv/ozfN/2u4eqPmdSiM59bgHR6uGsy9NuJZZmLq4Z+uYgGiJNvLPuOC2UJl0ExLGAYUwE9aYT05FmzjYDX/AxuudWVU6nEy617Qt3HFMv9SXfI7EvHs/7B4Zh4On4mvN5otaCWSPnmfP58Qp5d93E/f1AXlx0I0pCW2DKE7lr8e13e+4eHhhv9tt1oZvANAxE8RLh4+PHqAQeHt5jt9u7UMc44BTeiOhAjN5BWE1oNn2px7t+3gU+L+3V1/doTZNWBqLz0/v9U5ct92/NgNB6JKe9EYwAYUhYhmmeqdUY0p79/obT6dy1FHGtwRi8wUYdmAxRGMZI1kCVACGQo9FixIIwSqEtoMGjq1IWjOLNNaOy1LUn8zL+IiBhv0pX8Nz1a89TBPuCnyLeqt0z3k2EVJWtASjn0tmGsgrMo63Q7HrfhJ/v+NYwBtexTcj+77C2qErrbGrw3Wi1T8x2kU7SlZ8fEPGUYVkWqulWixXBlYb7phBLVWp+Lut10QpQbm5utpLhahgABwVL4Wa/YxgiZt7nX3uqkFK8lLTMG0NcI8B63tiYl4npNEGFqAkpQpuMJzlyejrzcP+ApoSmuNFQ+0Xa9hgMIeGLy4VGp2mmtcbhcMM8n9ntDY19d+FOrZ2mCbPd8zz3J6oD6+PaSADrHgHdm61NLJfXP7+g+mTuVG+H7ioleyNYxmXPl2WBFri9v3eQT11T32Xmr1hxq2Z/UiKRaJHUfawvwoGd3LGcC9jMPE9M05laCyEIu93ON129gjqu595PXWfdoz9/35oOfPH7r7//km6yPVa8FO1qQHKphsnVfPxmTMC3xAg0g6kpsT9EuqxSq1s4T5/EUaRvadVBGIMhKUMcmM8Lp6eJsEuEQ8RqJoZKzTOYA3djitjSMAIxDJhGanBaphvg3q9YHZzCLotj3XrMbO1hMIY0EGPaSjjg7bFunHDDo0IIXVu+KwY1q5wWIWmkFWey0QQbPW+REKlReHM6ciyFEBPjbuTliwOffPYZc85EXevAe4YhcZ6O5DZhUilWISxUtOv6e/6K7Qj6oh8PrGU/I4MWaBlvYGmUFnpTkPUF76pGViBIdDZnLVgx1HyHaBGI0sPd0DCtrsnQGquiTyLy3u57fHT6iGNzToGpYEFoyWgjfa/ERqmFSmGMgTElVxi22HcBVqLAoMailSJKJWBhRNM9y3SEuKNU5fy0IBl2BE7i8Ql9Hgmx40ter7/U8f2A101NO1MDcJATuyz+1aA6px9SDAxDJHVCWy2ZRRtTLL0EHJ2+Hn1OOGjo7c1rZ4eYQa3UZWJuFWm3xOBEthQH4jC4rka3IrbB675erLMNv0JZDPgWGYFTEQbtW3tuTSr++sZi6/r7emUTm3nPwBBSNwJndnd70mHEWiHFlRwjDGnHboiczwVriTTeYmrEWFip225xe8mx4iU8VTS4Sg04Tbj1ra3Xflv3dpWgypAGlmX2PRWTE0R2u3Erufn3V0IU6tiFPU1Yt7hu5sIYFgOP84nydCTGge9850MeHh745OO3zOeFRSoxRe7ubtjtB6odtz4LCZOrFXfREC9reX/6EPaO7EvDrNBsobQZyCAZ0eI7GlUw79TB97RTrDp9N4XBu/96T32QsImXBOm8fg1YWIVGZggudDKGgQ/H7/L2o0emWpxfH9X7CwbDBus8gIYUKCVwSDtuhh1jHGm2Q2tyPUepJC3MYswIC4HWRmQXKQIS99QqnE8LWoSYcapzbb3UHAgbZ8Bz/41DIIKs9XlrDi53t2SrE+qJwDpMXL15iIEhRWJw45JrYenKylEiorueDrjwau3y8e6MesJhBuYiLnWZsfaGlJa+w1QlDtfb32lPU7oB6f8XWfGnLx/fCiNgZp0NZcR4aR+GjYG9vXctr6x4KjiNXcIq8XVB91sXW4xdMivFuPWRx+QU3tYKLM4lf6bx3g2PXpUI14YZaXTCkbBU5yCsTTmquuncicJut+v5dcTJH2xF5CCxx4IOUMY4EMPgPfGWKcvsxqY2jtOZT9RR+dubgVYL07nz7auj/kNKwEitC9AuzYxX5+OX07dDk769emtGI0ALPVJxZZ7SeRmigVbXKoYQJTLuBq92qG8P5jqBK4dANtUhVZdEPz6du+TZQBgMDc1Lf8EYUyTuEnE/EpOTuahOw6Y232PBVmVi7S3PPgNCCARz7MPBXSNEddXk7JJt87xsm8SWUsDSZfZ09H0rO2/AH754/E3u8b+w+9AueRB0xqCnMmvE6E6j0tQwW/tU2F5fN5VpvSXdy9SXeb+mqqVkfGtWv64xOwu01d6vYK445X0e/Zhp/+wYgWUutK5G+6wzyt/Rf7erlkn/2ZpSqyHSG0y8wE1Q12xOIfadci9EoGHwDTVUrndp++ILtXYCriKca5K3YgZ0Kqnh0cFGsQ2RYUgMHaDzvM63qwJBTPtNV4YhkdJAiq44HEImxthlxI06+B4JT8fX/NEfn/mN3/gN3n//Pd6+OTHNZ3J2csy4d7LSskAu0xddaVbjuSzLZXcc1snu9XrtysOlTB4Wa9pEUwVlGHf4Zit02jbOfOvgX60TtTkoGpMSk/L6zUSp3hBTh0JuZ0xdIDbdDKT9gA6Rc10c9KNRmvn5m0da6w5UpXS5dvEdjENwuc1kAdFECB7i19JJaAKHW9+L4Id/+mPYx74w1i28Q5fjWjGBKyfzTMf/MlYjcmU3tvuuwaND663Bzvhb+Sd0I7BqQUjXGFwjXrv6eW0EVsERdxoikHICIsZFi9L3ZaAHzubGQJ/ZqZ8Y3w4jACy1kXvX0yqd7IZgLQfCuoWzd+N1BNUac1korWG9F3/dL9Aa7Mbx0gtQGxKFIQ2o4Hx/u3Tf9RjsC+zB6h5+8rWb/chKK87Z9xh8ONyhD/duGpqz2Up28RFVwAJVGil1MczkfPxam++C3I8/pUAmYzT2NwEkMM9H3j5+wnsvP+T9D95jms4cj4/ehtubmNwjbJnK1aTapi7TNHkrdQqEgG/cIoLi240BTGTopbutP14Sw7BjyRO+s4/zLVTXSAjO09LVjr2RKXRiUykLORvzMtB2M+PeJbjDqBCNUifefPYJDw8v0BaQ2ij10lbdcFGV2gq1dkFa/DzVnCxkvZV7NyZ2uwFVZRgG9ruXfPCdV/ze7/0RipfstqZfc8xD0K0LVK50+q9xqbWqcDGnz4HQawHRtdvUVue1qgF3fOvC1Oyispvi9PrtcvV7Q8VcZq6BlZllGVAtHQ9wQ1BXxFOt6z+4gV43c/2i8a0wAiBYU3LJm7jHVj/dvD5ol6JOKW4XsFrmcToz4bTYaZpZFtf2K2T24+hhsnmUscwOnAVN1FKofaeYS0/39XEZtbgOgJh5zcnYQJzWjGmeLmUg8x77lHw/RVvfZ63v6rMqDPkJxn6uVr0TLufFv8/RHlfZ2Y3c3AzOVCy+yH/4wz/kk48/4nb/Hi9fvuTVqwdyXnjz5lOmJbMKTti6Q80WWRor9TqlQOjgVYxCfjx5uGmBoC7xFnQHpgQdKZJd4zBEbvYH5uXHvfV6praMa/a5RLjJgnRdhPP5TKmVcR8YWgSDJR/54Ud/yNvzE6aC1kBIiTAk3nvvlpJnvApRHTGvjcfTI7UVxjQi4g+NyQk1XXJb1LyM2Cq5eINRbjOlDtwe7vhbv/a3eHo68//8yY94fDrTrGzRWEyxYx/O71culZJ1DppsFrW71hURuMaoKrWKa/93sRMNMIRE0kAKXlpOsUd+0S11ra1Xb7RHi1c4gzl4u98nQnSD4boVk3M/uiy8Ge4MYesqrGta822PBDwb9zAv57JtUrmG4qKrvNK6R99KIBFKK0w5k9W181ZZ7FYblQJtJIWAxegy3cvCXCopNQgNot/8DYy5Gls/vnRP0O9La66iY809/Fa5iLHX5df8rIt3dEnzNcpZMY9c2rOmombVVYr660NypWA62y8lQSRyPh85HV3LPw3K/cPeN79U6fr74tqZ9coIrKWU/sQwJk9XhuR03CftDVYuixbWfQdEEYms+zX6piRDT988Eih17tt+tx5d+KJpS2FaJk6nE/d3L7vYiXcRTsuRpZy8ipGFMERGbnh48R7z/LThLNYN6KmcOikrsRtuGcdG0EaQ5J5wRXS0IcG8ezK4Y5nzgpnx6tUrfu1v/wo//Ohjjk9HhNrVuutlb8Y1mpYVWNumKBuXCLzwKRv8tk2ONRprDbSnpg4sh64nGToZLfZHD9e6UvG1xP6zdECEYQiOd2z3KfseF51V42mG9Vst/Zi7YfwKK/AtMQJ+0F4WvLSz6hpCSZ/gwW1v6CCU0L2ySJ8Evl127hJhTRyQETGiKqZKVWEq2Y3Liunopf7vgpnXx2U9lHKZ7F4bYu0tWLsNQ3A0eBx31FZ8i7OrLGLd6sx/9np5Y1Oxbc1ZeCml/lojhB2lzpS86ugHl9imUvLMNB15++ZTbm9H9rudM/ha6gso0KptLcaeTnl0YBix6zH0zmNW1ZsN82h9InUw0Uy23LP1BUoXDyl9v4PVe8fUOe7iW6Ivi3v2EAVpbnBbAtPGMp19+4zqak+l3pLz7H0gPTRuGK0sLl/Wd13WEOn666AeGZp4uU3pKtAGpXq0djqf2I0v+M6HH3Kz35GCuJdUX7i+qUov+UmP2mTdNdq2LHFbSnL5ceWzN3DumobuRoBNTORa6GNNJdb5J1eW5gKC46IzsXcfdmGXUtxAetzSNnyhlzj8mMU2rsGXjW+HEeg5tTfotMsOvbCJf6y900i65FvmXnN3e+C8VMIQmGYX1nhxuoObSl0ya9NYigHd77GqTNPMqZyI48ju9pa7uztU49YuvC6CcMWtl16LldY6SGbEYdxAx9oKp9Pjxpy7WHIImlhJH7X4hibvvXgPcIvurcqZXCbWPevmZULMXNN/nX0KMexJOnI6Fj779MdYW/jBD37AbhjcReTMbr8nqvLJJ59sYiYxxq0Kczw/YqeL7n6MToxaJ6bfh57Ttsy6u1KtlaenR1qbOw6ykPOCUbvRhmk+b4Iv+/2I78ZbL8Sp4gShkJQ2W5dT85TszZvPmOdMVAdJFUWssSwViYkhJRqV0/zEYDtircTUUwONRAm+C1VwCTcVYZrPfPRxppSZD169z6tXL1zvoTWaCdOU+fTTN7z38qHLeHm3qERlnn0urjr/vj/j/8fcu/zYlmf5XZ/1e+y9z4mIG/fmzUdlVXVVVz+qKatbDQa1LAaoBYzAwhPLAxAy4LFlCSGwGTEAyYygR0yQkAdI5vEHICGQQQLJgmosd3d1t3GXq6uzKjNvPu6N19l7/16LwfrtfeJWZ1aXVZSUR4q8eeNGnDhx9v79fmt91/fBfjHOG8O5h2+6ZTJExnFknDxVq4F0nFWhFlH/2NPgXH2C3ffOG240jhMhPpLao6CValIQamOvCJz3yBaeo2bTp+0L7jZsw2V3/tCtRMIW8ON/czat3d7y0irzmpirGTEUTOIrIkzjtN80diHtIkyHoRst2Igv18rpdOogViTGSC1t137bS3x9594IRBuApLBbTW+vfrtdenOzbwIbG+z8cJyjza3i2OjLhvpWtoSa/oYRomc6CLUl5vnEhx9+wPPnb3E4HBBxrEsmp2oJQXKO6Kq1L1Zefz6DkB/d0iJM05FabKzpvW3EwceemQjG3jN/ANWzv8Dmo7CfgLs24ZFdu5PXWJCCpe46IkO3f9+mcs1BGGwsOY6Rmhs1m0PxNmXxteLVXKSd3+GbzsqTztEAlcaX3nmbu5tb1nllPq14B9eXEbTSmuUcWPW38QWsDNgXH+zsgNcrATp42P/htdFcr2q09IxBR22CVM9ZA2NV635dOoZkVafZs233Wa192lAx7EexdWMA134DapfV/2mw+/z4QmwCIsI4xv4mtI5WmxzVsuk2O7EeKdVy99RvJM28khNLeqCRyHmmauGtLz3j+u13CUDt1thO1E72bsvtnWcthft54e72llqUECPjMDBNB6ZxYE3rng1wrgYcrVcmZR/t9JtEez+p55JP1RZd4zzusZulS3dt4m1GmL63LqpMw9SBpkJrm4TZvAGaJmJoPL2+IKXMB++/x/xw4unTN7i+fsrzZ8/56MXHXF1a3mHKiWU+UZI5/7pQkEeIsdmWGbpO23wGlTUtzKcF7wOHw5FhnEjptCPcIcTOBNyML5q9Z7218c4cm534npNoAGdwR0pdQIL11whaO9vQb245pZvBCOPxyHiIjGMkLckWE6sBgJJpRJRG9OB8QIJxCMJm0ClKVfOP/PVf+xbPn17xe7/3B/zO73wHFA6Xl8yLWcM5H/C9pHbeOBO22u0esverYxDyupZAaftIbmuJZPNl7HOG1pSUGrWt+OJ3EpkAcYhQ+9RCKoq5ZLdmVYlVEtAqlCTUZpugtl7u2lAA6S1JqY1czjyLz3p8QTYBG1WF6qlq833pTgshun0qEIIRd9a1UaqBaVkL1RvyX+rKvGZu72Zubm5p5W2ac4hrdlHFo2LkmNwSGUt89d2CKefSk3OtJbBYrK5e0x4EQl/sOyjUF7WakLZ1xHg7ORxmeLoBSw36pMC+bT9RxGLCdSeUKDGavNeJNwGVxa/Yjh82e3NjAa5L4/7+Du8jF8dLpunAxcUl4zRSSmaeT7RaurdAMbLT47FRx2TOCSMb2LT1yD1q2wtZNnqtpRlbGetoLfchRN9EdJvu/Ij8TUEl2AbauRpbXLttshvoaC2J4lDXupmIVSwhmIS5SelAaO+L+0J7bNttp6fZyOeSOYwD77z5Ji/feZvv/tF3ub+3iYyFwG7grdhi3vIQe499ru62E/9HAbfzNGv7500QJ04NLBTDVGo1lN+qqA0/iLvpqD22hAmH65kG9l5tTUi/K/vhZOnD2jcPaz1LfqwC/dOPL8QmgNiM1weHr11k4wC1HMHNVDSETl1dzWKq1Exulk1Qm5JrpRRlnhM3r26MSacdpe2CFHOlLaylZ+q5gAuRi4sL+/ya7I0rW3TTVh571LU/dUPvA6JHi3q7PK4vAPsnO02cqm0KPKoK9rfBSE4GwrGX0NuCQysiHRhT4yDkYsBViIGcqglmVmMamtHoSPbOKoliDMmH072x8raFguwmKVtQCt3oMsYAjAQfzUGpeyvW3PtP57dDEhEzC9m49+xAovYpR/89nFU+tdmf24oxjYOwe/rp1rIY4FdapuVGUMMbtHWX3toBN63d8JW+eW6AmX1dKYVcEtoKF8cDz994xrOn1yxzotSyA6PbRIpHgaibVmVr4x7/9/FG8KMWYK9NF9zmuLD1/huB6LxZbhtF3RZ8f291d5qW833WafRs94w6SpE9N7P1937Lzfy8xxdiEzACUB+dBJt5irM3acsm9DuabSeBWWYVsyFvRhqqvWdKaeXm1ow+zyf39tMMjkohSgAAIABJREFUwMu5cxJcY3Ce6eICFLyfWZdETtnyA33srrqV5tz+PLpdHXnEHZez3HY/AXb010JU9z5RQMh7FdA/hYoZo2zvy5Z6bFiBJQI7V4li/WW5P9FaZRiijUVrYz6duL+7YxwnvLNI7xgi0zjixFx36KOjncXGmUxkVY/5AozjwDCMJlqJEe8d4zRwymCbAL33tPfWIs6txN1aoda6dZx0y+0eumpp0Ba5rWog3WtnrZjcVvoGXpvZiqlEooZuSEs/WUEkWM4EntoFS037i2tGVkopkdbEOIxcXz/hS2+/zSef3JCXtld42+KVx76Tm8Va/++OzfGYTdibhA0X6J/bvs85Z9GXHRjcJiz0UBGRbaRsmYsbZX7z0fQS9umBo+sOcIjan63K/vU7g7B21mV7VPX9yOOLsQnQ+7fgdvKD6xTbsFcC3eSj86w3489UMydtlFwopeK90mrm/u6BwYc+cjON9uMEoRDMp0BcMD+/WhFxjCHiRvCIVQW5GPmKTHNnlTzAZ3LJHwFJ28ln4iDj0p/54W2DBvri7wtgQ5p2xMn6WYfNlptrRDWTjaIrixOiF4IfcU3RJiynmU8+/pg3n7+NYM7GosaeHIfI/d0rshMbNXX0zU4P2wDoCHXVSoyWt7CBV62Vbo7ScZZO7za8o7DpJHZRi1qCs4v2Sznn8A6aerb04Z2j33/fTakpPcPP+UgYPGkt5Jys+tLKumZyVRSPj5XaF6XG0dKa8TgczWaxrEVIKbGuK14c0zjwta99je99/z1jndYzGCh9w9+1KL2qeLSHb03/a4G0e2H3CPHfKgkfIPgeclO1r/9zdJg5YG9vxOMPA1slxL38V3EE8Wiz0FZzcAJS7tVDF7lVY4OW8jPcBMSOqP8b+IGq/kUR+Qbwd4HnwLeBf1tV05/xJP2kGXE41J9dfhpqnHFzmEClkacDay4sCqe1cTvfMS+Zp0/fAiq380x64YhXT3lYPyZGRbpx5bIkvFzy5HCNNketM00XExG5QHSBYQxcHCZwARXHy5d3vHx1g/eFYTpwOB6Jwbz7a1ccouBiQGvl4f4BHwJDMBTfEHpPq83cg0uhFIFyRYwD02Fknk8WFBoCTQsOR9XCFjGVS2JNC60JFxdH4ICuIyIDcLIsPmc6grXc8NGrW9Z6yztv/TwhHHFc4GUkhAPPr7/CJ6ffY013+3z/8sIWekorOdvPWldzRRriG0yHI6U0Hk4n0toQ98pAqHY+vUWM4JTWlVK7MrPZubXOZzq0olS9IbiKdwPOBWDoAFnFh0qcWl9ABoqu80xNliX4UI2NOIwRNKM5sRYlV8e6BsbxSJARL0c0vsEQnhDiFSoTt/NAOimTE64u3+Bbf+4pv/OP/pBPyw8Z40CulVRmgq8E8eBWkAI0XDP5DoBXoeGo4rDcQGjSiGMASaiswIKQGYeRw+hJqixNES8QxcBjgmFVGB3rtPag0W5p6pzggjCMA84vvQQ1TschRGqp1s6slZxMBzE/pM6TUNKaeXiw7IzPe7jP/Zef/PE3gN9/9Pf/HPgvVPWXgJfAX/tJnuTMZXjUh8kZkd921qpC3lOC+sfGjNtBNttdT6eZ4CNIl/+27caynVXZesj62vPVLc23FFopHA4jz5493efsp40KO00Mg7kJhRjYEujiMCBiwJW9voJSrbV15/amlBUl45wSoydGh/PNrLbrStOCYh/sbrOF2kwn4LxnGEaOxyPjZLkJ5zmzlb/LMiM04uAIQVjXhXEcOBwOnTtgY9FNNEQvM82shI4w187dqHsmXggDPkQj5HQgtZTNTv31/nNHSbay+TwgwU7PjUh1/nptsldtVuJuZbW1FDEGMzvtlWIIRlm2Of7r36cdY6itdFDUd4zFnvHN528hil3v2novvqki7QXvLUIne1mt6NhjdHvlY7+PdHCUc9HXOvqyFXwOQh9f7s8tbnek3tincbA2bBiCfYyeOGy0b+n0YO3VkZmz5LySkvle5pwQp4ToP3ft/bRuw18F/nXgPwP+fbGr/C8D/2b/kr8D/CfAf/Vjn2jrkXaKXbd0cFZqadcQKEZWKbmQulgn5dJ513FXYtn3Nl69vOGdL1+i5A6M9BFh7y8Fv6PQVv0ZkNi2RllMnRhC5PJyoLUH5jVZGlJJ5BL2sV9rdgFa14zbYujx01T7f7fxBu2CJG/uvyGqlZRZqaWQ8wlFGcehj+AswQbnqNVGaJaZ4DkcDhwOEXFKqTOlnHkGp/mBcXhlC9ab21GIQvCRo1yAFJwslJqxTMPakWpP8MEmBk3t/Xbp0cYsCLHbp+lO7lJ9hG/s8Dg7p+L1a97/Effozw6gbiWvbgCaTR82lN5j/ANrH9V8CkT3+PLzz+9KPq1Is+AO1bL/7NYaTeDtt9+xkTOPOjx9NArouI9Ne7rYB0fjUasg9tkN3NwJDq3zXpogge4TuPX1m8O1sG2V3p/Zg85Z+xCCmd4O3rw0bfJiHpx4pXiheOOh1lKoJZPTajmQas83DcPnLr+fth34L4H/ELjqf38OvFLdh5LvYalEf+ohj3IHrq+O1NoRYZNr4Z3sgIm1Wqa9trQfIwStKZFyppTGEIcN/+lAGnz66SvefveKjYaraqWYE2PpOc6npm7MC9hls3SUOEj3FZwGGkoulZTsNMYHFBtRrqtZewU/mIHmfkNuCP/5hGitghSUhLiCD62HpxTElQ5Mla4NcTiphP5azSnZQFLbKAZsPj9Q62BjVRFUF2pLpHwiZdtQxmlCq1l7NZLdJMXjnTEDzURle912Wm4KyS32yvVcgVqFLX9xSyt6nf7Ka331j9wB+3vMo4VApydvQwHdrsejBYeoWZdvz/uoatzs6KzI0F7tFWgGuKqwM1OlNqrA8+dvUnKjYC5Q4nyX4J5JadrBPkcH43Z9rt2nWwTZJhXvp5ct/uYQtfsu+PPv//rE4TxGlD6LdGI8Bd8rnhg6gUqxTcA5pCk1elqBEhqiFaHRSiGnFcETxonxx+Sx/zSW438ReKGq3xaR3/yn/X59lDvwpbee6ZqyVQLtcekFG+LeVClaSSmxLCtzWllSMsVgU9zgad2zXcRApw8++Ihf+MV3cbGLfvoJ6b2S8wpScdJ6xbHdUNrL+p4K5DylZKQZ930aB0TMZnyeT2YRJXSevvWqiUytrbvxWmWQUuJxlWzEmoSuM8tqC8SQ9cowmgR3WU77yG0DQ218VggyMATzN/SdWRhjYJoiipmoXFweQEearszLDc7B1aVjWU740TMOB1SFkjMqhc2bcSNGhdDNN/rPFjHehjhHSabu2+jE8HjW7faKTDc7tUfotH2md6Laa2Pd/t5lsX1Rod0wo08SnDNHJORs2rpt8LCxEz2ubWX7luJTMCyusaZEzhPqPFWUJ0+eYFqLgng761Hj3J9bUywLQwOK65vCeXJjHUDrugFD7J2eGwaHM9FbNDOa82R4f5b+3mxO2Pa2yD4eN/t9+qhQRInO2W/YZRutNE7Bkb3vVYldM++FMX7+Uv9pLcf/DRH514AJeAL8FvBUREKvBr4K/ODPeqJSK5+8vMOJmM243ySuDvNfq+RWWGvmfnng9vTAw7ywriulmtBGdKSkTvIQR5ozv/+7/5i33rziq19/xnSwcrKkhXjwqK7gLDfQi81Za78wNmNVVCpOPGtKPCwLuRgo48PAxXHiyjle3t71dsJxeRwBYZ4XjtNkI5w+q53nh07BtR9SW2ZePyGlhRcfbp4EZS+xnz59itJYltMehbYJlVQbohHvDhY46oXaVkLouXVeqEW5u7vpLjxmRtqqEELkX/jn/wI3rwqegSfHA4hyc/OKQ1RKB+KaFt64fpMQIOW1y4wLrVgW5Hw6AeAkcJjiftJvLlGPJzFnWmz/e1NyB7jA0G32Ht33kRi7hkIVHCPODYgEVBIN6+9LSabkxE7ZEDzHwxFRe14toC1BF1Up8OrulhhHDt48FOPo+cbPvcsHLz7itCxoLiiCc8E2BBHwZqEW+5JRExvTxKHiOswh9qvQCE44BM8xBg4hMAWPDBU97OMD2Jd/nzIonE6nvuGwJzP7qIQhMEjGqR1OAgyhEQVcVYIKrjjyFCAl6hAIbSSEgePxyOFw+Nz199NYjv8t4G/ZeyS/CfwHqvpvicj/APxlbELwV/kJwkdaU+Yl45wQnGMIau+C9EDI7tG2lkROnT6rG0nHTDzptk24AW2ZdZm5fbXwwQcf8dY7T6xvFgOwpkPBSDfSEe7+XKpU+g2oRtdclgWclcsEAfHG258i03Sk0F1u2IwihGEYO8jju0a8MY7jIw5BF4YMbzLPJ4ZhpJTCw8M9n376CfN8opTC4XCwSqcu5jsfNuAogkaTC5fEPK+saebyamCSgFMh50QIjmVJqGZqNaS4lMo//J3/i4vDV7i6esbFxUUf+QkxHoCVZTFhyuXlBcPo8KtjXaV7ByTzT3RhH9vayW+U4JTS/js+ulf6zH4jJfQZ6Pbn7tjU24G2AbmbDRf7Seyk50m4ZuKZms1JSMwIdhgGhnFAmkObt0Varf0y5ychxIALfn/dpRR+7Vd/lfTbv01+YbFodGn0a4ClWIQdm2pPbLy5aSBUNnMSk7nEaBvTGIQpKOqV6nauoT1nlyT3poMYTPcgHeSM0TMMnukQuJBo6cwqJiFumZqVvBbSXFjmwvwws5wWtBTGHpBzcTCF6ec9fhY8gf8I+Lsi8p8C/w+WUvRjH6rWZwdxSBCyU1xVXOjotDZyq5TaKN05Z+OSqQjRWe+Fmutta46WhBKUu1cnatK9KNNa0ZbxonjppWK/2cy5RvdNoDZhSYUYR+I4Mk0HfBisZ3RCq4khBpq3E7/WiqhymCZKqR3wNP8/M6qUToE2W6yaE1odwUWGcYQmrMdMq8I4TDy7fm5W5M0mIsPgmaaJEKPNf8vmaGSKPoF9bq/auLq6wocHUipow/L4fOCTlx8g+oTD4RLB8hkEMSu2/jzalCFGxiGizaYkrSaLAa/F3G6D323Y7XV0ZZw4HlOSN7LWeUoAZ5nV/lX9z80eXnh9z9i+1+GDR4JHilJrgGqjVAM+zRnJfBHFHJG17bCjKvgBfBRcYDeM/frXfo4//MM/4GMnlgPSjLnXdo++Dg66wmbiYW4/0tsO412ELs4KvhGdI7pGdK1L2duO5G+/v/X/HesRYQgYbtWxgBgdQ7Q/Jz8grXUCkLCeKiVX0ppY18wyJ5aTkd20CeMwMERTXv64ePL/XzYBVf17WAQ5qvpd4Df+ab6/qZpkM3ijOmIX3pDfRlUjBS1p5bTM5JJ384SNl20GojY/FQcxTggPPNwtZk/dN4FxGM0+S82uqdVmI7BcuyuLnfbOR0IIHFw0dxgnQBditIY0m+uqSg/i8KiG3p/axd5uZhGIQ+hTCwP0FKglMA6BIR4RBC8FUc/V5VPeePaUYYiUgxGAcim47qoUQsCNtlhSSuSykEtgGEeGYUCppGSLJniPRrv5nfj+HMI8P3B/f7O3XceDpTCZ/4Db+9ac8u7vgNpN652pCZ0Y3XgfqXaadq1diOPOYJ3m+gjTUMMbNoPPTjtszSzGQzCwNahVBKqC1nMMtxgDpvsU0NWW55FgqQVpzcaM+D4SFMTZBKPURC4rsdm9kpaFOI6889ab3Lx6xYv1Y1ppVnSrEn3slWIjxs0J2xiO2gEs8yjEKkxteLHFP0ZhjI4hCFXUItvF7aNW2UBv60E5DJEmNq1yXogehuAYo4faq6HgyKo8PJxYlsa6ZtalkJZMShnvHHGcOExHxnEE6BLyz358IRiD2pTTkq3HiY1QK8U3Us4QTP2VS2JOC/fLiTXlPZOAPgoyU4xuESXCIBOFyM2rEw/3C9dPJw7HyDRdoM3SJzYPwNappxvqjRPEsy867cAParHjdkP0PlcGXAhmKeYcJRfmeQHdzjl7zhDOlmgmTAJh6AnEsRuLeIKbuLi85NnT56R14TA6ghv3MZwIOG+BoCYCojP6lOPhgmEM1JaJsVjYpw/ELoSy8rpycXFgeVi5v3+JUKhl5fr6jb6QC6VM+GyvO6X1PALs83JzbY40bZ1+bVhG7f27mcV2bnuXRDc9A3km742EYGKojd+wbcYhbMEyG3tRunTWMALXGuLMf8GUinF3EzZhTkWreUJEP/bnc32DaqzlxJLuCYNtIKXODHi+9tV3WeYHyrpwc3uy2qSqldIiaC1Id4w23YJhAyKKui1nomLW840oyhQc0xA4To7sjGexbYxOOt1XTe3bFGKIVClmjhIc0TvG4BiCg7JhTLDOmZef3lKLkFZY12oVn8IwjBwOR8ZhQsSRc9rbtM96fCE2gVobt/cz40aKiMFAruqoS6K0TK6JuSyc0spaC0XNA94D3j0qsXrooKqFVHz4/j3f+d0/4vLiW1xfv0lTeHnzMc51g4hm5fjV9TVxnADIRXmYVx7mFW0rYRiJ44EQjdmVSjV9QU4cLoKFgFChVWrO1Lza6bUDYw7tC8cYgA5Rh9MRz0SaK/Oc0Bp4/vTLHI8HpNpsN/oDJeb9FN3fM2ZyfaDWyhBHrq6umKaIuflk/KVJs83fsNoi3OyvW8OrYz694v33X/DRRwP/3D/7GxzGA9FfcHk05WFtiWVptGLmJqI2xUfMgswWJ939t/WPuttmbaKvLbI9Rr+bx+TsGMahW5krNVdqyegozEumtpVaExYBBzFc9eQoT4wgwVt7E4KNzVrb4+NCcKRioqDDYeDiGPA+div4lZxuORVF0sIkE35Q3nzzisvjwHHwXE4Dv/t7f0BKhZozxVmV5WLk4e5TWrOwZnsP7P1w3YzEO2EaFDl4ggojjosYeXZxRP1Aoh8G3irTUoVcLXfAgGk1enAUfDBMIAbPCLjwhPm0cHNzy4sPP+H9H94QwwHVQMmWaDzEA9N0xElgXQs5z6Scz36Tn/H4QmwCTZX5tNLGts+dY/SE5kl1JtdMrpm1JFJN5kO/gzGYIm7rL3dk2bL3Tif44Q9ecHPzNb7a3u7BDUAfJU6HkWk8cDhMiHhSKZSysCwn5oeFYZqM4utdd3J1lGJla1Mz19zkoNbC5H2xmnOt8QSsV+8EJW0IgeAjJRu/IOdCCNbzx3hm64l4vD8DitvG0mrbvQnNQOVgIqVWQduer6BUNsfjbbyoTql+ZjoYHbVWeP+D7/PWm+8yDofdiCPE0ezB8gkpXeXWQbxaOvcBT+gElxAqMHa7cyvPW2tdqNT2SYFzbr/BCxv417pPoSdGj9SOvu+4gBlu2Ptt78eZh4Fx/aFHsc3dCh5yXljWc8sgroJbSBVkSZQyIiosp2e0qjx7dsXXf+4r/OC99/jwo5uO6xieE1xgLtKVebYRbH4ernMKgiixCQSH1oBWD8nhGQlBiK7zCKADfMU2wGrXLfQ+PkQr+11w1r6WSs4D89y4u8vc3maTl9dAq5AztOqIw0SII6pYBua6si7rZ/A0zo8vxCagqqRakdx7w977hSqseSW3RGmF3DKpVfNN870X84KXhu/luqoY0cMadpzC3csTrz655eHmxPWzyBgmnGuE6BmihZPmvFqZlStrSrRacUE6yFbJy0qTzE4f2TTgvZfTrlfXWmAPSLXfZec8tLbdsSBKDJ7T6UTJi/Vx3vXIq8owDCzLqQOZrX9eLVSjG4tsZfqWomybg90MlgdgzrWb4MZYFNHUh+UTnGDBper59JOPoClvPHuL4/GCw2GklkJwniFYmpNoIWtg89O3NszjXLDyv4thbu8KtW4szR4l1+p5bAiodtPYZtffwLGG94HLyyO5OFIWUjLptxFqNl/DitTC7uqkRqzR1gHkUpjiQByMU5DzTK2ux8kHSkuUVpGSgJUgkVJmgh+4uBh549kTnj19wvsfvsTh7Po2BedxHG2zahWp2q+90ETwtuVaMGqO1FWY75VTrKRJGbxnPPRDSKGoTRTooiFR5eACgzdXYRdMN9JaJaeV08lzd1s43Tdq9gzhCojUVroU3OP9iHeD3YsNaqk/thWAL8gmAL20VJtBU2zhVRWWnCgtmX8AxRRh0VRe5j0o3U219cioTQ1nCGrwsK7w0YuXvPjwI8bDc2IcEGkWEaWWCa+9L6v9gsfoEe9pagu5tV5adx2DEzM6sZLb9Qpk0ydI57B3V6FttLXP0o1MrlJoumkHDAFGqmUA4B9VFfb72fyiUJs564g4Yhz3EZ/2Ofv2fgqhs9u6Oo7uR4BAn7NLbXhnYqib25fEODD2SUgteU8NssVcaZr7XiadiOJ7j8ueO2BxbefXvfnpnTcB7ZvAlqXXF4GDONgIFhfABTOEyUKr3mTL9BRqbQwh2CbbmYpb5kIIZkU2TbGnM52dkOPgyafNmchi2H2IiKvm5itCiI4nV5dQG8H1nELtYqk2GjCp1TaAahuiQ6jO2ANaAi0H8uKYXeaOhYNfCF7xnX6N83gcUTwE4yBUbQQfGEMwn0BnEWYtV5bTzO2dcHeXmBfLiXR+ohbDEoxFaQasKhbgi/Oos2CWWr/g7QCIucfSy/hN7FOUXC0gxNgCFuXkvfn6u+B6/p2N5tipm1vAI8TgyKnx3p+85OJy5Opp5PlbA007WqrblKHfxNp96bBRkariXejgkL3Btil0SXOrUO1Eaj24YpM+G822n1a7IIb++gqlPhAihGnco6ukn4hrerDXuFlVqYLrg9Fa8eLw8fCoCuiTdlG866+L0Kty1zeejc7auLgYDXjDmWhGzD78/v6W1pSLhwcuLq6s53Zj9+wrlDKj2ohxa6s6+an2XVQawzgSh9BPf/MCtImBff0G3okMPZRDez8NwxBJaUbZ8hMMnG1um/CYKYvzvrcyFdcMeK3F4rs3PMIezRYE1h7mrOAK2sSCTCoUEW5efUI5ZKKfqLny5Oqy/54jtbv4Fq20EmnV03K1trDYyG5776fRZvktC6sqbU3UU4XsWOfC8WKxVmi05KkwHM4CLrF1MPhouRVYClNNiYe7O16+VO4fKsuSSSs4UXIGbd5i7PyA+EhtSlPBBSPD4Ty1fMGnAyLSQxWabQCq++6dW6ZSzXare8OHEPDRW06ggLPkUFTL3jNv/+/cQGvKD/7kBPIRX3r3mrfe+ZKl6VJ7yIbHVGF97Nd3Tmk2DvPBE4cR8RYWankBiVoMhW4bK64pwrYJCDHYxUHNAnujFW+OOKUkri4vzV+Rrm/Afv81JZuJ+3MFIf37bMFE4jj0PMXGPK/QU5ttDGb+fBuldtt8trn75eU14gq1NOY5Ib4SBE7zLTe3LxmGiV/55rfMUEQtJKO1wrzMaFOm8dx3bpbjRoWuXD25wCwarC0oNZNLQ1vprUD3OKCwE4GcVRUxRG7vbhHfMQAxc5PQNQGAaemDY4wD1Ve82gSi7E5M2gVcFe9MbIVAqZk6ZwY3IkGgNnJNtKbkhxfc3z8wRJNcX1weaFoZYkCaozbIpaBloCQlJyiFrp/oG3xrTD6iNVASlJR4KJkHt5IW5eXLlTCcGAbh4sJxeXng2bPA4WgqVAmeKAGPUY4r0IqQk3LzauHmledhbqSUaWUTqjVCGHuGxEjt2R2ImDemHxGJlM+MpbPHF2ITUJSsyRbC5qkmpr1cWjLOv1iP66PHj2N3GRK8DshyTeVjKp9SdTHfOQdOjtTlgqurZyzLLbcfNv7o92f+3K+tSPwIPy6gjlJHtFygOqL1gNPA6BzDIIQAhIa4wrLek1OiVsWLI7oekU1B1O300lIXWl3QOkA16+yUM2lerJ91dgpcPx2BBa12gTbSiQdcdMaY7Eo+azWE1jzOTXgvBBxSPWleKUszDUEn20yHK+7v722W3alVTfqHZvL6Rge9CtISh8MttSYkVsKkjGOBcE+cHKeHgpMR9IqyNuaHmWdvmUDq7q6Q1hONxjhNhDD1/EUQHwhywdF7HuYXpOXB+A4Cx0F59fKOWpUQRmNkek9aBGlXhoX0HIMmjfGgxEEte6IIVJC1MgWrClG1EjoEXr58aZvEODJdXTCOXdrdJdHBPyX4gdYayzxDU66vj9wuiZYywY/4cSQF8BSG8RJNSloSg0ss+Z7lYd1bj2mYWNfEuiQWMr4daKNNalQDCwrryOSFKBBbZG1Hcr4k1CdwHBkihKFweDqR64IOjuYDSS9YauDF7S3LqpRUKcmo3TE2RCqqK6WuSB4o2bHMDScjwY/U7KnrSDpl4OEz198XYhOwR7daeswi006x3BRF+6cf2WL1U/hs4X1mmqHCOB54uL83L/jTyj/57vdo9cscLy/JtacRi1gfUAHXQaCNfMKZy7Y9/y6UkUeZBMbXA8D5AWO+8QiZ39iD/Xk7J1YfeRZq793tL61HeW/9d+dDiPQNbntLaucObFMSewu9KMPoaGpjzS3cRRWqDvjm+yZg04tcTSNf2+bas/Dd7/4TvvHzv8j19Vusc2M6eJ4+dbz33g+4uBo5Xpj12IbIL0timmCZF5y3UWjrhCbvA+M0ISnR9sphA007yNs5BXd3t5jox+4JcebgW2vBe2HwA0Mc+nRA9tFnrUYLN/Zg3LMWzhZvlksYJZpEeuNedIBuOkzY1hqoSZgOA600U4w2R4ieWGKng9uIsJNG7D4IZ6BSH92P2z1php+F6sG1TGDlFJPpAKISc2EtJ8ITiFcHLGS3MZ9WHh5OOJ3YVJybinTDoLbfcTdu0Y2s9mevvC/IJqA/8t/XX/xr/G0cVFs8jd4r0xvi5vbvswXYeljGAz4orlZefqqULAgjOUnneO+NN5tTrRFjZP/5++uQ19VyXroCbKPGisfHAcGRcyHn2nUIpX9Pf44+26Yv/Lb/hG5Eqs4syPv2sl38zf3XS8OJcdudKN63fVRqJKrMNHirq7RuBFXj5ZORvGUa9JRfHUipVwzd2yGXzHvvvUfJwuXF0z4pKXzrW/8MqXxIDEMXNzlaE1xRVD1Ll1F7b4KdeUl4LxzGEe/Dr0vrAAAgAElEQVQ8JfUpCGfWHHSJ8mOxUQcWtTVqkX7qObMVf0SDtXHw2RjGFvvI4XAwX4SOQ2ybjDTpBijmvBzE4YNjGg4EZ9yFu7zy7Nk1Ny9PlJwQglGlR0cYPDHatdrOJu89cTDbtbaTomyxWsqRkHNDc7aRas1ISdyzoKUyRMXHjFszXmGi4qeJVYWb+ztKMTt1eHTv+UBrm8WbM+JR93UwH862g7E/7vEF2QRM4ql7NbCdirqZLPUpSueCVxs92WJy1JoMN+g3NYSOXEdSKn1H7ew0Uf7Bb/9j/vxvfB3cNXHIeDbzkoZ2ENIsrLvBZPNnhaOzBeu8cdRrrVQ9sxedC8Q42ElI6LN7UDzRmxuNuJ68LHX/7T2bXalh+YgRc3TPxOumnjtYCc5Z3xtD63PyjblipiqmbTeWmzH2ilm3qSXf0IFB7yLKaBVBNnPKopVWM6fTA++99ydM46e88ext3n33HT755CUH99zAskFpB7HQ0pqhCtocKVspv23q2hf7NAYYPNTIfDJfhFqVVgxlT2llGAY25ye7nvW8eYqlI63J4ts3rgBIp3eH7skQ8MHSlC2b0vwqnQ+0kjrj1CYG4zhydXVpUvRmuJRS+NrXv8yL8VNuXt2TUsW1yuCEqURKG/BrRZuZeZgp6bD7YuRcd6KUc45WpFd9AametXqkwD2FmpUQGy4kpgvAFRYBWQprU+7vZ4Z4oBXdF/lm2rptjEYPUVKqaDvrR8oe6fcz1g78tA8Di7ZTbKsH+thvE6OIIfbaQKt2wo2NunJZLRugC1OEriv3AzRjmKk6nBRKTvyD3/4h3/jFr/D0jSucrDhWOylFUQq4HjCifRPQrmUXG+WIp/PnXdfUt04hFXC2yBw253VOKNX+3TsDM21ioJS8bQLnDUA7zdgWfv+bcDYi7V/nOuBVioW1SJ9a0IE0VbNlZ9On9xEf23iyGX9gI9oMMWDaB/uaJkZJRhsP97c83D0wjQe+/OWvcHl5ICUrwy+OnhBGYpi5f7gjl4RIMNFRa8aHGAK1+8zsgSUtMAw2odCWKZ1MZIzD7SbuysO9OuxldQcZtxrRecNPrC3a7hnDV7S3PLUpVMXXRslp1544JwzTwDCOPNyfrGQvgmrh2fMn5jjUCvd3J2oqOFGGg2dqAy4USlZad3/z4q01aY2KbVohRBzeNP94YKA5T62eoo5lsarL54r4TPXCcBA0K7TCUhupKCqeLa7OqgzbwLf8waq2Xkpu3XjlXAlv1cLnPb4Qm4A9Hm8AjxRoALJ13L2/2hRGYhc45dXceLzuM3nEIyESwwRYIGZtyv39yh/9v8pHH9zz5OpJN30w/qGlD+/xjn1pNtDQOw47jaWfxMFbB1LUNqYNq+g7le3U3ioBJ+xSYOOxN7R23sBu9SiP/t9CS9nSa4TzuLFvRuDt50jPVGhG3vHOU/ZARDpZSPfWySzBMsI5lHTDNizz0fffpdtYx06lPt3z6tWnvPulr/D9733fQLHpwKEegVc8nGZazfgenFp7CzMMA2u672Eh9JMqIOI7f6L00tm+vlYjHbVH2M8eC9bYQzabZ9d9nBlx3QxFpOMd7lG1QGd79uarA7khBKo21rRQUrONCQeucbwYOV6OpLyylERrFR9gPFiVl1xj7UpRVQHXD6mtDFdr6FqzDd0RUPU0J9Tiyd7aUNcqLjRYG8d4hfeBIv1gkciSHtAtaHfr+1tXQVbTLoDrm5sdIK21PU/iC88YtHeqC8cff45eAj7CCGRTW3SwUJuS1gUfKx4LK7EbOuAZaNU07zantl57mSu//53v8/z5O1weBpw3kwoD3sxZaPuZrXvDi25TanuaHoto0d6lUsR2XNO9a+/XxV53K2hrNkl4FEsV9qz57Tc+g4uK8fK3NmOLUdsIDU46DZZmvnfOykGHRWCX2nBEOxG0V1Fik4IAzDkZgOiNpLR52xkDsBGCeds93M+EGBjHQEonfvCDP+ab3/wlrq6ugd6bp0Twg5luxNHaFhfAjXuEXG0rmldqTtScGcMFrbJ7AZi5qWOaRnJ21JZxTfpEhD0DQMSqMO+CzdbpzjroLnI6HC7wfbO19zjSfHu0gDbMAXyfz59OJ+ZlRauNX8V75vkePwSmY2ScA2lZbd4eYHB9KkHpHhebg5F034QO2nVsaVNPKuBFKBVcU5LUnpGQkZiRySNhoKgy58ySMooFy2jOnQsBqLVRtRhAKWLVXquCeMPGNrs9qyq/8JvAZz0ebwiPKLoiJhJ6tAmUWkz1t5k6qsdJJPiBu9OMc86wAYQ3nj2j+Y/5zu9+zK98M/H2GyMX04RIAtJeNrfd8MlOfqebf6E9DJ1vjIPRg72j8wAgOO2UYYtGr9Xkx61F/Ba2qkp4Lc3ITsLNxkKFPibboEEr8QTpJqMmknJq5Z/gaZjXvtfYIz0qTRyN0H8nGw+KOGp+MJ1B9HhnoSJeHNVQC0qpnE53TNORYRhJa+3+Ap7/7e/9z/yLf+Ff5e7ujpubW04PD9RcdkPTXNJujumCkPJCjIFacxe1VBiG3spEA1P7iXw4GAGqaXjNTg02/UUHazdygRiKZOM/4xZcjBaWggu4HpjSal9EOUEfF6J01mjj4eGBlJIdHs48Lu8fbo0wFYUwgoRKJZkQzDuis5/LqROgthNXu3elhv5asRXZcxVVGkE8udk837UGvoFmLocDVTzzeuL29MCcK8N0ibjYRVXbyeDPPhiPglFa2xyXOxb1+UTB/fHTug0/Bf5r4FftzubfA/4Q+O+Anwe+B/wVVX35Zz6ZO481tHPO99lvP1Gl89XNB3DDEgwpbbWSNyOKgC0yVzkcBxtRhS3uu3F/spHa//6//kNeffScX/+1N/mlb77Lw/wRpZ0QX22DMToZtGhpR7XSKNZ3Rk9wDmmZwXuGEGlYChAUtFjPn6tlCahTWp5p1B7OwV75bGDh9mG5ikZWMrs0qx5cH2I4Aa2eVgOjj9gFF7xWtBiJRTQyDRfcnW7t5nRC8ILzE/P8wOXxYLhA160fxgkYKEMkl2w+9c1Ot5IXgg84yaT1hlIa3/72/8nT62uurp7x5OqCdZ15+uSaEAZe3b5EnN2MuSRKKiZkWRdE4TAemIZLptHQeUPtzUZ8TYv9nY31p7Q2dMyoe/15q8hK3vQTZ/wI4NXNPcfDkaqQSumZFr63AoAITftYWQLHiyfktSJuYAgj4zBScuWtd97k+vqaWipPby54fwp87/df4MWmBcENxKPjiRxYxoSoEYvm+4W0ZHwsDJNyPDhq9WgC7UxD74RxnCgkNAjDYeTy6SVf/vkv8XL9iPvlxJILFcdSKqVXQ8Mw9NF06CYuQu2iplYrpUj3iPRoM51JSqm7X33246etBH4L+J9U9S+LpWAcgf8Y+F9U9W+LyN8E/ibmNvT5D8FMGvXMLZdtzrkZfWwP1ddqBLtJQLWyGVyqNZ5kl60sdA3n2n4y52SHyCcfP/De9+Cdp5Fv/vI3CDKibsYH+3lefBcbHUEH1pyoCuILwSnBG6otG3qPAQVLMtvnsmUhBt9BRBMYqXQ0udkm5/tM3Yp7W+xRHeo2UM8ER063EaYQvMO5wcCz3jp4v42E6O+DtTGiNpITwOM5TEdCzNSWO0tx863fNmE7QqSDSzQ1hh1nvsN8uqHkmcNhYpoumcaBZU04J93IwvgGWg2d11J3WrVI59u7YDHyTnYZcOnyYe9dV0JaK5RS63Jdj3fOUoZL11N00HHzK5jnmWk67ECiPcyefOvNxdmkBhd2DoVzoecpDLSWuLi84HicyCVzLCOXTw5Mx4F5Xvr9JoQwMR0H00s0b8Yeq+JLQ1wGSThnlvDeeSQ4TqcFqIQIpSo4JQyeiycXXD694sMf/pBcK+oEEYuBbwqD9z0h2aTopWjHBWRvDbTZuHarCjai2Y8bE/40bsPXwL8E/Dv9AiQgichfAn6zf9nfwRyHfvwmoJvUtHV4UPvnTDK72VL1AdiPfKv2fsxMHSyKy6YB4hKRiqq56SKlO9XYG1QL3Lxc+PjDB9ICIoEYRkIsff4bCf4C5AJaRJxYAKg0vKt9Y6ldxNL7VO/QarTitlcySnBiuXmPOPyqDe8sZEKk36TF2JEu2ox90yhYOjI2But9cei4QNPejlTpYia7adZ1Niae9mlLU9QJ0zSiqzegqW8WOVtmQsorOWdyzvvEZvfwRzFj7oqTwsPDifv7V8QYubyYuv17MsGRquUZiMfcn+l22ZsM2gRQtTYGb76JMQYQixczoJB9Dt9qb4ucuftaZRRwGwuy3+jmGbB0/8O4TwAMNKOzPenKR5vUrGsmrZXgoxl89DGfC942m2rtyDAErp8+YV4WU+5Jw3kleI8bxm5qWvARfG49xjyhBLzzDD4gzjHPtZN87J7Emd3ZdDExHkarnrSCNyFRMfjGNhG0ezBuC/y8AbTavSsa3SbvHET6s8IEvgF8BPw3IvLrWOTY3wDeUdX3+9d8ALzzWd/8OHfAB9cX56Mbvt/8W0f8+Ph/3EmrsveOAh1M6qpdV200RKO1tLvb+D0I17POyqtPVj59cc/xunK4igxdnOT8gDAgOtCaJyVn8KE20IJWqNU8DZ1zuNjVhWKbmiDW93e7seA3BWJH7OEsIXYecqWoRZH74PB+JKVCyhWtRp/14szZRxyiNoeXDvy5bmmmfbToHIQg0E0rWi00YOgbxJoWS1yqNoffFlEuFrCyveeut9+6VSJaqTojrvHpyw9R4O233qXWxsef3nA8XiLunDBdtTDPNzYitatPWvO+wjeD0Bg9taWdMGQgnk2DLAvB9apvs2kzGbUBgttIzL5vHCdTQnb35latPSu5gneMo536guPhtFLWxsWF4RS1dDelWlnWlWU5kdKKD4433nzGpzcv0cWSffBWMQ0xUtfCOHny5CwpWRXxGVwmBLMIV6DpQqlKY6RJtgnN4JguB+IYWXIi1ULwdp1LM19DH2wcUtvmDWFR5EaWsorYu02xrl07oj+2CoCfbhMIwJ8H/rqq/n0R+S2s9H+0QFVF5DNfwePcgWHyui3Q3UO+AxpV2ya3tjJO5dEAkf3it9pbgtaJE8FCO0kJH9lPNRCm6ew3qBXubuD73/uQn/vGgSfXE94lwNDkNBvfWtvAfDqxlgcaM6EkQgSrRL0lFmN9sA+OMYZda1+awW0xGggGZ3rneQbepxCb7Fct168XRT1V1vr64MBJt7VRQWg0B77Lcmu/6IeDwFopdSXnhTXN5Lxw80p5WO8o5WwNfnl52XMHYydBZdZ17v269eybYy9a+eTTD3n+/C1ubj5mPs3EGHjn7a+gKqRuODKEgRAcSuXjT7sjswRUDagdRm+LtUeiOad9tm7It1UjWwrU2Ek4GTwEHyyZyoeu6e9toQhxPBDHA9PFkdPpZNmIJZssvRR8OJgAKww2Dt3LZhN6ta4xqGWl1sC6LqSaEe94+vwJ159ec3dzByqdjZkBC749HANaBrxktDZigBgbh6MnNsg143y2DcIVvFR8dMRJiGMga2ItC6kW1HuaeFKuiIs7/6M1q6RqNSt5cOYe1aT7Ptp9VUtP6v4ZjgjfA95T1b/f//4/YpvAhyLyrqq+LyLvAi9+kifbZ5rdqsUwAUFLRTZUfovMfrStqFh/B7oBsOcF71e8h2nwJoXtC8oxoS3gZCC6iTp7/tF3fsi6RsS/wZNnggtqk0g94PzBSvoY8HHCBWE8jAwT3L8KpiZrjbTMrPOJ8XDJ8TAAsu/aQwx9Bt458woOR1mXne++9bulZh6WhRAtx0D6Bqiq5LSwrgu1LLQ6d1KQ9FJ3G0PZ1w6T9djOC8dLx5N+07/45EN++Wu/gHOBdV2Z53lPTzoDSGad7oNjGDwhiE1hnI1av/GN53z4wQtCuCCXe7797f8Dx4Ff+uVv4f0R5Gwrdv3kKZeHK1JeWdPCsiTWVYmD56tf/RrTIdBaYZ7vHxFcOv2VLXildX6IN4JOD2t1EoiRR5RjOwlfvHgBvM39wx23tzcsy8LFxQW1NqbxkjhMOG/ah+N4ySfc2Mkp5sPgRPjwk/e5OE4Mg22CVRslZ77+81/jxYsXfPTiE5ZlQTyQG04VHyLHK8dhOuBQjuPI06dXfPlLX2J0A+WUubs7cVoriud2PVE9TFcTLlb+5P3vcb/YhsWcEfdAKZ4nT95F20xOmXleWObEEK/xfiCGM46jzVt70FOjyi7h/vzHT5M78IGI/ImI/Iqq/iHwrwDf6R9/Ffjb/IS5A/Z8Z/HQhgnQ2MsZmxC0R61BZ9AJ5jK0far/+wYfhigMQzdo6Ppxrf3GahUfB4IfmE8PvHhxw9O3Gi4cOV5ZWu6yrHi3GG+fAt4cejaCSuwpPRQLwkgp4+NgkegbpiGyl62l67pd7+1rrWhptOD7bN7vZXkMI6UWUi7k2l2TRIhhMJdgf9gJSkW7q1AzopOqMk4TKQs+eoYxMoye1go3dy+YJgvyAOWx4Yd5AHpqdZSS9jm/D54twUmccHPziuPFSK1W4h6PU895+ICvfOUX9jyCEALRR66ePGGeH1CtrEveiTTH44Fh8Kxp7qdc2SPPjORjLUBOGSfB+PK7H8GWDuSNQelsAyulcHt7x+XlFfNpYT4trGnheDzu+MYmwEHNuajkiu+CJ7tuldPpZFJkNyJOybWyLAtXF5cMQ9xH1BIAGs4LrWVzG/ZC8J7pMHB5deSNN59yGQ60pXF9vXK/JJa1IPeelYKfAuosfKS11o1HN06DTQa0KrXZ6V6KMvTNb4t7r7IddGeQd+fX/Ax5An8d+G/7ZOC7wL+L1Sf/vYj8NeCPgb/ykzxRkLiDTka2sD6vbJVBL+Wd0DnYGwFC0AKi0j11+lRdBUpEs5BO3rzqRXu+m+tKvExrC7kKoQRe3Ti+/8cL+AueM3K8jBZyQQJpHA6B4I0C29bSjSHPluOWgyfMDwutmo5gYwHmtfTX5rs+3tx3Gs3ScHOhlIx3ofMXGymdDHQExuDwwRYBCsNwYByGvTy0hWH9ogGsFngy0wgxGI6AIxXlyfiEQc1b0BXPKCO59+KbRj9nT9rIRM7je8qOaEJaRNuREKeOQishFIaxkMsJ5/O+Ca7rAyKeKBNrq4zeUcfI7d0HTONIq2abvSwPrMsd0+DJK0bRdlvEl8N38NS5QNFE0dTHsWezFlFP9CNjbKzrynKaQZVpGhgGYYhuv1bb5CPVhVoKLhgfYbNBq9U8LCQGUmtot1ZvWlAJjAfh4jKgxQxnxY84IqKOwTuCVNCVqveIF/x45BCfMLjIk6NyyvDqIVHHyqlB9Y6Csrb/j7p3ibVtS++7fuM1X2utffZ53HeVi5RNCRflxJYtx3EEipJIIAtEhwZCQjRAiugg0UN0QoMWINEERGjQswDRo4MECEJwTPxMcFImrir71q1b957XfqzHnONN4xtzrX2u61ZRqli6rKqjc+7ea6+95lxzjPk9/t/v76jqERCku9LeU80H6RYY8VzQroIRr4NUxZ0rlYI1A1lVsspUk881IhEyf87a+zEX/RuPWuvvAb/0A771136c11FonHLy5mmS0VZcW/UAIPmuiKV0a8s1RV6q5/8+j1VWydczCp+lQGadxjmFcDwLEIj5yBIrfe05nQrf/Sig+4oZOvrNBt1FqB5jA+NosFoRgyZ6kdRWU8VQxFg6empRnF7fAxFr1TmPm5MXCq910GzPqmqbQM0NgsHZWVciBy/nxjq6TtxkjHF473G2p3dXbQHIhZtUpBSBpdRa6G1PVgGLwVULqVKXys5dYYujpoLJMhMxF2lVdtaJgq3KbUWp5gLc2oy6dmhVsGYrwiRdBJmlM/3o0DoR055xtGjtOB09wWcMPTVGTLUMVkE5sJ3eIoU9IS6c5hMhLOJ65Fr7jub3py1dN0khsUrlq+Qorcd6llsAGqM6nMnMaSGnzDA4pkk8DmrNOGcbREY1vLpMd1onqVEq6cwdUE5jh06w6g3oolQglRnXw3bniF5zmAMGJzAQ5YREpSMxHgnxRKqBqjXWLGzsFt07xpop+ojvCjpblqI4RUj0VHUFKqAI1Oqp5UTJR7A7MA5tM9oBRpHJxBrx2ZNLwfQC0Sm6AWzMqqn5fNXQF0QxKG9Ttbu0asUgpSqt23R5pozYtRYiLUrgLBSBtYotr1tKRRf9IEyiyXsbHoxIqpGqRnLSnG4D3/2Tlzx+suUrX32XXPZoldhMjuBnQslYbdmMW0LIxAJiat3m4Y1hs9kw9KNgnUolp4oPsbXFPDSjCusu73VNGZzpmm7Atju9HP86jXY5xs+EfetDIbWTddxU2/OoqVICwYixRSNWt58v9K5DmUZtarMPpVhSEXNViUcE693TEZJCm3Z+dfPNsxKFvXr1gs51PH78FiXDYX/Lbrtjvz+xHBaWsOC6gX7cUMnElFsBSxFCxLqOkiT0XR2CrDY4N7TpTCVQEfXwoFsGWaR1CTCOG3ZXI8Y28u58JMYoOXR9yKQo5zHkNS1aSc4rgyDnTIoRP8/4GKCoRpxyGNvybiPuwxVB5K1F7VJlI9NGClNVySZtrWYyHbVYSAZfEGLVavaCpDpCCHrgKqwu9Y9VC9EaqpzFdvXN8L/WP7t04J/Mo0ov1ljBOmttWWf2h2FglUDmXIghMc+RnFoR7MEBP1wYsjuIschlHKjdXfT6/QJ6QceZ2ztD3z9C84yPvnPL/f3HPH9xz1/6536GfqjEdI8z0vbLCWIe2PbPmOdXhDCjlMbZDq01jx9dMU6b9sHJpFcq60J3gkXTilpyU7O5s9ApxoT3npyEpRhCIMaELhWLoe96duNEiJolJNYGvIR9AOt8fkEbRz9OorJrhbN+1MRcMFXEUNYKLFVfbZH8U7Qa1oDSqZmwFqTVr+msIcYWIldE2aglGnLNHGOzGfjjD7/FH/zDP+CD97/Cz/+FX+Tb3/mE66c7+rHD+4Gf+ul3mecjt/evmRehNWltCRHQmkwlFZEC5xTFjYcimPbsBdBqJN1i1X00Wa61HU71xFC4vTmgTcU5i7Nbrq62LHNtMNd146hCfU6p1TLMpVPQhpAEagvKOkIudNaxe3wNquN4SMxHTy6iGPSxopEx78lAqAa7uWK82jBFMeCNMbEZLcNwzZ1XxFcn5lf3vHr9KcsJKqI5scahrGLoN5QgIf1aa5HjXr9mMaaeZcLrZrCuiR/2+EJsAhXZjaUVZJrQQ6ONYjNtUMq0Ykgh2EjJnqhk185JVIDrcT68O9Za0UYgImfJqdZChGmz/KaxC73PlIz48xXFJx99n5vb7zAOiT//C88E+tCJKjAEmOeZ7fBEZsmb6i7rSK2WXBf0ooFFLswKGNuApZei4c3NDX0v8Auh4IgEWGtNUeWS768LrklgpcAoo87nE9gelwKQ3BXOIJL2MNpRiyKF1AZg5HZotWnCJ4AiDjoa7GDaxqWJKTLPgn7vOyttywbxNFq8DEMuhDAzjQ6l4PmLj/nD/2fi+vF7vH51y2Y78MGX38V0lt///d/F+0wtps0CgOs7TnPDrWmLcaBsJWcIORBSRBHRprSWYhunRVpDOWdOp4VHjx4xjhu0uZygGALLnMj5Mn+wuh89JPSsd3+ZOQnn6EAphe0GSikY63DG4bqEdYZTjSzZi7ckYHXBGqE5LLkSipKRFyfaAnQTkJlELJnTvOfu/jXeH8m5l8Ix54QIqm7cTdqGpEnxIiZTWomacF1T5wXxmf/+AY8vxCbQuv1tkESL8YgzzXdPKsRyUSsh6Ch9vnPqhge+yGXXDaAtnnYWShFFns5VLoImX6jn1qHCzxLyBa84nhQ39wu/81sf8d77IjyxtWDW0WIqJUfOOQmCmzZagJRBLTIcow26rJgxqUTElj44LWIig8LQjDBpQ0TtYizaCC1XATkRF2mXFdVRzXA+g6sc47ObQMsPzmG7RFUitVXKySahKtZYYq6kBgNVSpONUH2ts2gjGNbQOAbWgmogU0yhtrFqFCw+YK1jGntSPPH9T77LW+98wPXjK1a/hr4b213WYdZj1BVrB5SKImXWzRWxIqzpLBBWrRKqFlCrI7Jq8yaqvb5hGjdsNleA8ABKKaSYEF2AnH+lG4sA1cRIYIw9p1HSOcjntqlYhymZ/bBGCnXO4MYeO8tnU3KW91ClCB2L4rhE7u4X9r2m6xrxURWKNoS8MHvP4XTH4XDboK2W1QRVwjqRAtezLsQ82LzWr0nRHNb0eZVM17MU5fMeX5BNQEL2NWyVjUDktJWmQa8XHfRqpXWhrFxeBT4TDbTx3tLkxKueWoa9qvT4jcJ1osWe51mijliJGT768Mi3v/WcYXiL+sQx9QYDWCfjsbSxY62kHuCsaT3tDEbm5WtrBRakOKWr5OhWC+de1SqKwPZhiQNwwbhOOPitFqABSib6QDUKrbs3zuFlwg7Wxb5ipmivIKSjgjIV2+THhYp1BqUKlJY2KciNUCNj0wqrFc5ocmtnqlopuiXWSlGa2Yo1DWCKKPOWZcEvR6ZxR4iJZTmhTE/XDYiVWRRDD13P+v3VY2qlM6OklLIOXp35hO1YaaAWpTSd6xnHDX03SI7dWmUClnGkeuEJmCY9Xmsn6+KqVdJPWWBtjBlNzBln7fm9Ka3op4F+EUUmtbbBJKlhppI4nBKvbg887hNuI7MkRStqdYQEiz+xLCeWZfmMwk82AJltuMxBCDPjsi5qi3LRq1Do8tx6/rn/H9QElBJvQOsMrrtEASEkaX0lQSf5JTSn3KaLroLfaC90PoGXXEjyxJIrWQnXP6+GJbWSUSRlqG1AJoRTGzIpWO043AW++QefUovmz3/jbfq3R7SVYZ2QDkCWYR5j6J3DOitqs9qqEEp2fUqWO3ylKbsMTvVQBVuekHBUcltR5hkthTZrLoW+WmX8NTfDFWqr/lYpzp1NT1ur9FIjvWyQ3geG3qCdw2pAmWYyWtEN8K7d8oYAACAASURBVFnIiJ9jRhc5Fqs0g5MxZduDlx1LFpUSRHai0DuN94lcKuPQQ63cvHqOe1u3EWVPKR277RXWzMTkRS+/ymOdGHzkIsYhpflOKi2KOJVbhND4AmuBTB7qbMiplEwOxtBGspVtisXQNg/ZjI2xWBvOnRzpGhRizDjXne+oFWTuIaf2u0Vc1I8dw5RIUeorBtOGnyKxBPJc+PTFPVs7Y4thmEa6caDUREiFJQaW4Js8/Lwo5P+rv0XmrIxcG+Y8eKrEkKuRq7ROLwv/zZTws48vxiagRNSz2Q5st1PzILhw64NPLEvgeJg5Hhdy0ljbN4KM5HrnqJxLWLyGeLUmQqiEWLARKqaN5RY6Nri8JfuK0ifGTSWlTIiBHDsUhg//qPL3f/tjHv+NP8eX33sf9C23h+9hu8g0vMPQ3ottd4jBGXxMWJXpjCGrCk4KXWWteFeNs/JBFew5lpbjKJAheanGW3NpGxpjuN6N+Kw4xiLv1XshCVkBUlgtdYdxFNJy59y5u3A6nXj+8cd0z57SkXGq1SMoTONA7hw+LITomaYdofXBa6443TFOMqs/bCLHw5H7g+Y0z8ScqEooT9b2DBtHKZrTkqgu8/yTb/Py+Yfsdo94fP0OFsX17gpnLTlPnE5H7g531GLJSYavUs7SsiuZjLACUOA6R6cUtZim9RcR2NkkNcHQbzgdPafTQsoyldj3I94nvI9taKtSa2K322FtaHLcdXgKTqeZp0/fIqVWrM2Fftrx8UffZRjFL5MqVB/loBsdx6PH9gOuH0nhJKImnfjuJ3tqqlAG3us3bHaPORxnspLi6uw9OUNstV5KJadELJVSAnk3kUNqsvrLAJysbX3e7EUApaUDwboefjhU4IuxCdD4EC2nlPFQqFVmoX2IhJCIKcoMdZLhiVLkbnmGkz4Iey75MBKX8UBtWNeKr8apDZ3aYUwQxhsepaNMkxULdeL1qz3X11fMJ83dXvTjunvFuOuxxTRycD7nbfNykt+tFSWtnLyCaUQh3fgAVpeWf5Zzvr6mPeKjESgpgzaoatC1UooWh5uMcM1SghKbN1/jFCjpfCRfBTpSwVSpO/RG887TJzy52rGdJsZxxHWd2GA7sfjujCE4R1XgoieZvpmxcgZ75NNLqs9sbM/mqpf2mNHshomb/RGlLUpZjPLUlHj37ccsSySGI7e3z/mpqy9xOi2M1hIVMA6gKq/ubmSUW2kMhnr+n+Da0LQC2MVu/MxmaNGXmI+qy58C5xpqrfTdePYiOJ1OnPSCsz3LspCTKC+pGmd7qJqcpM27cgs2mx3TpiOlSAwepWEYe6xWlKKZj4m7/T2KgtbCMpjnxO195uWU0N0R1Z9ItXD0leMpMp8iPrYKzrkgnM8qUx8jFn2+gNd6gDhC54aqW0VoP7wb8NnHF2ITUEomCeXu/LCYVc7e6iEmYkySwyeauquZgDSE3EMtwCV/Wv9WF7FRVU2CquhMz2AGob26SFQFneWqKdmQsoXacX9X+d3f+w7dFPilX/kK3fQE7Tw2NtqNquQkxo+aFlIqLiINJeG50c1EXYFV4h6sG6qsHXbjLjf/uCKDRTRisGrUnbqKeWpGk6mqoMmNHaAhQ/ZFoghdUUogJU4rPnjvXTZaMXRiBe86c1YjZi2FSqsMmYJTlqjzeVJvjTJrHEBXMknSh4pwFkNi2/UixYqJGhdMjWx6S40BP584hcDtq+dY1+GsTMKZvmcaBvb7PaUNUVVMy9c1Whkw7XPMGooIirSScV+lUjtPkko+VFKWWhqQhnOVf02btDaklKXG0XiEuY2md10vm3SDw65eCdtxwzT2nE6HRhrSqE7TaYsqHcvxlvnkxTVJJUpVeF+50/Cpzfh8R9IbxmlgiYXDMXE8Fc5OYWt7rw2xiUYh4FZacq6Nrp0fjBGvXZruPGkpH5cUEtdC+A96fEE2AZkcW8k5q6TzoZPtuqrXHPDc1tHqjYUvu/+6W0p+dK6Yt+S5tkjAWkdnO0Zrcb1Dd5GkDDYVaaMlTcoVYzoOhwPf+vZLxqvK1TPHz/38uxznlwzOiDEmlbBCNbqOeZkpJULjISjTAKjNNUQrhImoxUNAALFNHK2lJqEa2EOMTtoIckUqzxickjaqVM9V0/lL29O0dKe3ndwxQSr5qvL00RUqLlitsKo2FFmV31dp49BGMG6IcKk2cWZtm5m2A8pUYglSxJOJKDbdIHe4eSGcTvjTUWi7aUHVQGcEdDYfbnn3/S9Rqhw/SqOsYegcPgVqbYNTQn8VCe+a8jVehG7+hHUtENYIVJwbLtLfVUbdUkW5pgBUa0WLOCvGiHQJrHAiShJ0vLatFRmatkA0E4qV4NPIkzWjtWMYepmzqKJbCCESgky0Lh5e3VV8jtjhxJOnPTFX/CK2ZgrJBAUioxtCrpw3ImubVZ6SYSphVZbzpU1dPTLXm+HaGldf/O6AUuJVb5oVM62KXkp+0DEwMpPtcjsBl918/ZDfjAQuf5tVZcbae5d2T+cGps6yGzT91KF7SEozpwCqErNiCZl+4wjZMQfPH3/3Fvt//TGnUPnyVzY8fU/4eDR/eYoWQwsrbcuS4rkKLZgwec8CmU0IiNKcizpQ29RgwbnGV1bygWtdEb+FglPioVirImvTFoVpf5rJidaM3QrjFHPLSmU79G0QqjZeYcW0YRhdGyXJGJICq6BqQaE/5NmZIsNNOYq7sdjFV1SUBaFywlHZ9J301DuFVR29hRgVVUXico+2jt7JJpVK4q2nT3jx6iWqIdGphYI649aUAooRpLtZJdjSjlvTwnFcNwGpJ5SS2kZYGk3JNnCJWMAbIyCOlDMpSlGQqri6uqYWEXCF0IaMlLyX5CMU2UAjlRQCQ9fTTQNDYxxK2ir4cG1gQUFR+FTpxoh2tUFwOxROZOYqCxuxRR/yORa63mHExURuYhqUyqxKUGHH6LNu4KESdX3O5z2+GJuAhq6352hAaDkC6NRmVUdVam322si/pSIs/fo3IwHeOBkrlx9oiLGKMY5hGNmNmsdjYdyNmGEksuUUPUoHfPYclz19P9BtdxRludmf+N/+9nf52//nR/yNf+df4mtvgyqJmpszMpn93Q3XT56QFfgk8AwJTkyTREtuJ5uXaccleDE5Btnpu25oVBx53UtItw4twaqhaPcmLvJpec7gJG/OVGLbFAcDzvXnSAsK1mhirJiK5PPGkasULGuzJ4shE7Jo69UJ8qmSfJLethK9QDjMBDzWKB5vN7w99CKSsZZaYF4WjnMkF8vz73+H6+tnXD95Rq5wXDxf/fJPMZ9mQvL4pNEJKhm/NC08BavE31GrvkUDlawCioRSlWnaXNh6qdm4awWI87JbYS05tvFkiQDm/VHadLXinOPtt94hpcLxcOJ4PJFTZuocuSS8qrIIi4jFYvDsJsNuu2G7mblxR45+EeS9SsToCUVTsmZeBC1mXOHRownYYN2WoSii9eQsiDO0IleNMgXXGWqsDWe+RrMrXKV1DPI6qv7G6mpy8y/6JnC+qNeWTz1vBLW1wFDrrtaeUx62v0R3Xs8pgCycy8lYF0qrnNZ6Hkt1ttB3iakfMV2H4EQ6enti6DK7qwGs4ub5K2KJ0su2lk8/Svze73/ML//0BvfMUaoUaKyTRRiWBbSScP1cj2iacFHJSMsHS0V85KEVsUpr/RX7xkd3afNI3q/dxWdPKYke3hAI5UJOTfxiFFqL/rzmDKpQ24JGiVtSDtK1MEZjLRhlmxtvwfvI8Xhif38ixkh4+ceUnNg9mri6uqKbOtxg2B02vLp/QSRhOscwDlRVSVWQVykqLIIei35mv7+l1ELXjwzDhqF37LYTMTrmGLDRohWEuBDLOoIsRGmlXKsJXFI+hcI5h/dtIrCum6207+oDjcDF0SifC55nUlGt53Ho1beg1oozls3UoU1hXu5bGlHZTBNPHj+hJM00jux2O/yS2p1e+JIoQ6mOWhPLAvf3kWkEqkOrTtK3fiQEkUPnUkg5ENLC8ajRSVGb05CkGuWMHBcNjHRM1oL4mkr+MI0AfEE2AdRadX5T9rjCJNY5+YsGoLZx41Yce/BS9fyzb77Oevc9/0JElGQNWFNwVqNtR0Vhs8KYSNd3PNuM/PFHHxKiRztDiIrTXPjaN97h7/wfv8+//Ks/w5NHb2OsISZPP2zZbbccjgeMNfTDwAM15/kYSl2rzamFapcWYaW20Ds/WPjrz2pqTS0XFk6aFCbNubC4tksrmqw92vZnJdzqVBSjJ4ZAjJlaFa5TLHNCYTA24zq5O8ZYmE+Rw2nm5uae16/upF32+hOs0Qxjh7MdgxvEwblUrh9dc1gOnPzMXDPDduJw3Mtxl4rrHMpavvTlD/j0k5d898M/YZh2vPvel/ne977HbtrgU0QHi/aaQsZ6C6mQakXlttGfc942ctyKYdY4lnpqN5BWZl1tzSmtyyQU6GmaSClxOp0a4swRQmCeZ0opjOPIZrMhhMApHbHGcLXdgk4s8z0pBrSpTNOWx0+u+fSTO4ah5/r6mvu7o7TyQqZ3PbVaUpYINkQ4Hb34EzYVYC0VZ50s7AKlRTOzX7D7gisyqr6K3mJESMN5jYAFb/ejFv1nH1+MTQBAyZx2QSHDsBCrIjS5Zw6ZGAqkyqhMy+8EsqmtY4lJFs4aOaxkWmNaXhnRiA2eqZmexEYpprFj3Dn6sSOVSM2VTld6BTbBMnu2ekvsNEtsKK5BcbzL6LrhD745oFTH+x9sefrWU8bR40xmsNcc7gPHF5XOXdFPPaHuSdxRzRFrCo94C0F3ptY9UGdBjEZRvL8If1Sr9Mo/pIOhFkBMRVbFmD5vCsKes2xR2VKyJovhIn0/MYdZ2q6hEFOh7is5OXJsFJ+a0MSG+WoTdlGxsRtGPfKpfgttDc9fw/3phnE0PHo0YrseqzU9HalGwhLxasG6jozUGFx1aD9yE15i1Q1G3+P9DS9fz7y//QXu9gvD5gn9aMhqps6fUMyn6M6j81GKYVqz4AlLwtqRrAqbxyN9N3L0C69u75FJPYexXcOfayod2lm65mNYjbgSKWdaRUHLvz2YviPWTDWafjNiXM84vsUpBhY/M6eOoidKDWgyHz3/kJILz959h2fvXNMNlf/7H/xjtOsxZiRETy4LXWcI8cir2z3vfukJShXmOJPR3Nze42dpr4oBjYLcs+meAGJAWlZ6Mx5URZ+7gqtyKl+6IQXaQMjnPn5S34F/D/i321v4BwhU5D3g14GnCHz036hCIv7814HWKms235XmOKMpTbudW4hstGGwHZgmEimVyJsw0lU8JtbYMmCkm9DEaHGAcUaq+s45XNdjnaOkJI0pRYN5KlKQvFFXKcro5hGQo7QRf+M3PuH1ywPf+Lln/PwvfEDJmd5WrKtsth1j7+jcBtsP+FyJtVCUwejMUPrzePAK11xbQrUWsSbX+sEGcGl5llxaW+jSUdHNw2/dOECTdRLbkby2ViGFSsiRmBIpVUoxqKI4HhYO+4CfCzlrjJowphOz00qjHDUIqbnG50SeMyFmTnNgv/f0PXQTQntSI0Z31GhwrqOkiA+RkjKTVvTW8vTxI7Sr7E8z83zL/f0rtHss9GMlYfEwbhjyRCgBqzpSqqTsBeiqqigOY8JaRz907O8PIl+W0KSpS7OM/roebVoBDXFejimJSazWpJQIMUrXwogBSgWs7YDC3WGPmNtmrOvQdhJFak0cTwfiErFmw9RbtrsNm83E6VQoVZMSBC9EpFIzKYsRizGCHpcBMYexDtVMdbUS9PrQj4Qo9aL1Yq9r6LcuIh7EAKqukoLLcz7n8ZMgxz8A/l3g67XWWSn13wL/GvBrwH9Wa/11pdR/AfxbwH/+I15LZqa1PQ/cyK724GJvrStnHYPtpQ9uMyGJDdRnXhGgtWlSk+BKAbK21EPUd7aFyUaILRX0eYZBimwpJVJu5ppvJOgSnn/r26847G9Y/JHt1vHVr048ewaoxDA63M5ijVSHuzyQq6KqCUXGBnV21l295mOMhCBAzHWS7WH+esljJRSUo23EJC6bACiscRg1tJkEqRGkJIKaRG2jtzRNBJyOM7c3R46HQE6aocsM4yQXu9YyxemFRqztFr/M1Cq5dwiBu3jA6MS4NQyjxQ0O03dQNK4fUTFQllmYAV2h6weurNBxcq3cHRdubz7l2TtbUjpRlUMpzdj3bNIV+EBCkxpoU1mL1Y5liQQfmXrBtacUz1g0UWgmBC1n6fsOlJbrok0Oxhhbl8AIwPPskbCmVms7MnE43mOtoe/FcAZE2Rj8yvTL7Pd7ghdT281my+l4T4jivhS8+C5UICSIoYLT1KIba1LoVSL8alJxoOs7YornVPecHp/TRdU6SXIzWbeH82zFD3n8pOmABUalVESMR74P/FXgX2/f/2+A/5AfsQmsFcxzXbteKvt5JdwWdV68zjnpGyvVIp0fBFOUA18rqUKi5byZwGWxSCmtGYC2nVMq9eIzkHNuvLd1rFN+Qy2V7TTw4sXCb//2C4z1PH76i7z1lgOdyMVTUiDmE529QhlLZxxKd9SayV5IxqvxxlqkWjeBaZqaUEWd3+/6pzQHIvm6OCpJJHUpBDnbCW4qy2x88OKia23Hkg+oZNFUYqwcDieWObLMgfnkycnQWfHMW/kLoq3oUcqSS4dxhpq9GIbkSgyWSiGkyGnOdEOhGzrcoNHWYXCMZsB1iZQ8/dSL4xDQO8fYF27uX7LdPmGY3sJ0HUUplljZDBtQidNpj68zNJqSNpBSoCSR1K6KSdX8ApSuEpU0Zt86eCTXxgo1vfAKTSNE57w06pC0XnNzn5YulsJ24t9I1eL70ERG14+vWI6F+7t7FEKCqlWxPxwJS2r4dPnQYoSUhOYMmpyQcx8L1tZzB0hrQ993nE7xvC7gwaDRZ5Rxa8qozt/6M4oEaq3fU0r9p8CHwAz8T0j4f1tXSxghEn/wo15LIV5/a+W8lkJNjbWfL64x0C506yhIS07lz9vlLtFAXSMjEZRJGNVyhlwqIRVcFMJNLJVYZEgk5CSuQ6m20FvYdGvxUdUKamJ7BT7M/M//yw3d8Js8ffZzPLl2KF3IaSGX1naqG5QZUbWDoh4gtdX571LK2TbqTZjmejzr80Q6fHk/7dgKyIKVgR5aJTmGQgwSCeSUiGkNR6Xwd/M6UlJH302UqcP7wmlZWHw5zyzo5seglKaqiWHcEPyBsBxFzmw0Nc8cD3eUfRDzl25hs9uQ88Rmu2W3mdAGXu8/JfoTJSus7pn6SkVznE/cvv6YL+0esdnsiFlxmj1Dt8E5RwmKYBWleCmS5UL0AZpLUy5JdBuqEoJnGHqZSqxiPBNSxDnzYDHJ+Vr/bZ1lGAaWZWlOQatwTdLRx0+uuOhYYjO+qShthGPY9YRZ3IsVoI1DYVjmRZyJdIeJGpQh+khJ+twdKNmzMijPqbFaFY6XIvcbRKkH0YCiXtKCs1T2R62+nywdeAz8K8CfA26B/w74F3+Mnz+bj/S9uPbUNnGXU6Yk6UvnhtdXyBSZYp2jpi3Oeq4Sf87vEfINbcFUWWgrtTXExOwruouE5h2YamWZA37xpFjO/L9zm5KLOcbsRV5qXGW0B/7e39vzV//KzNA9YruZ6EZLSTM1zuRsRPevBEM1juM5ulnrAd77N9KBh7CLh39iyES/pgormk2xOvcAaOUxOpCzapGAzF4Y7egGK+Yap8D93cz9rSdnR05CGlarhXYV7wddwFZFp2WxQ4fuOkwBkxUoj1IDKVjKHAn+SMoBpQvRL5R0oj7pcHXD9tHE20/f52b/PfrRMoc70j4QlxmrIzkeUOWILhNkRY0L1m7p7Japz4jZy5H5NJNzInjPNG7RVFLwrM7PIhKSoiBF2AAPQ+jLQmv1mFQatcfR9yMgQ0RrC3EYeoaxJyZPiuKjmNMlrVDGcXNzh2Jk2l5RoqXrCv3Y47qe5As1OZFmd4qSPbXoZp7bo9TCo0c7ol+v50ouwo0MwZ9bl/UHRQHy1fOx/DiPnyQd+OvAd2qtLwCUUv8D8JeBa6WUbdHAl4Dv/aAfrg/MR3Y7V2ssslsDKST84gneU3MRIZiSu3dFqrkhBKIXbt/a/xc9afsFLdR3rpPCIKWNHF+caEKUsNWiyaojJLGYjqWyP84cjgu+KchyqdTm9ioz5rIzL3FhCWJ1RgWtO/7W3/rH/OpfesbP/dy7vP/+Vgw964lpdAzOihNNVfh0uuzYb54bjDHM8/ynFn871wgcY6UuN5egeukMKOSit2agZEVqm2pKBWd7wr3h1YvXPH/xmsPRMw3v8Pz5K0qxjOM1m80OGLDdIKmKVuQq7bWUMrlXHEOz+5q2qNjhlwOxdtjuCus2UDIpeva3e077VxxuFl6Nd7jBwjby9W98BcyCRpGHjLmGd3rN3f3M6fZ7HO9focxEZ7YshxltRq6GZ4z9xH5+zfM5s58PJB+YHosN+mk+iAGtVnS92JrFKMU+gL7fNUCpLHjn3HmyMxYZWw+NB/nO2++DUgQfWBbP4k+8ev0ptcq1Whucpa5WX7VQEcwcRbM/Hog58/TpU+7vPGlJxMVBUaiaqeWEVgPObui6Ga0kJQuhRb5KXr9UTwj+rHH4bCSwakNWBKVSqkWpEhH9qD3hJ9kEPgR+RSk1IenAXwN+C/hfgX8V6RD8m/x/8R2oYsRBUdTWEkwhkqPYMK99YFqPe/FeNoDGFRDzDUkbVmtvuWs3VyBdWyFPGASqFYz8Epi1wimDcZGihAUYYiaETIoXMw+FQCZyS09is++qTaBTi0bT473l29/ayxBR6il54PH1jlRmVAmYqcN0onm/ACU5F4EeRgUrDOSiDNMPNg0hLKlWvyhNKHUG0jQwSGocBomqKkpZYsoc7wqvX91wd3NHLhqrkkRfqWBMou8Lw9BhrUMb11BiYKzDzwnvT8zLzDQMdM7K6I4TB2jbjXKR54xSlr5LpLAQ5kjyGUwFnzkeAsOk6c2G601lGjqSOtFZy6vbPbf3LwnJ0E/P2D7+KvNSUKbJmqtg0OPsMVpz/egKbQw3t7eE6M/1FaXcOZxGweIXGT5S6hx2yzleYbQgC0q8DIdhYtYzuQFnhPxTsE63wjH4mHDGtqGfFTUvGg5tDLUaUkmElClJIpOSNUY5SlFQDUZ3rbiYMLqT1OvBME0InpTEd5CmFhQR00qKakup1nYdyQ2iUITL8EN2gp+kJvCbSqn/HvgdpDL3u8id/X8Efl0p9R+1r/3XP+q1lKI5zWrp6adCieJHqHXDKSkBNYjTTyTFJM8r6yZQzkKbdRGotUa6XgFFWqbGGEqVgR9vDMFCSBnb9aAUuUhEID6Gug33VHIsxCyYq9iQU9o0QrKxaAwhQK8N3/7WAWteYPXAL/z8+/S2xxkroXmSmYG1IwBvhqYyPpre6AxczpV836wXSTveygWysj7P2Z5cIjEvhJgoReHcwBIWDvvMqUlhnesJ3mOMXJQ5FbwPuK5SUyblyuw9trNMmxHtAyGeOBzvgUStPbUUerECgiIuSiVnEddcXbHsZSHmJOYipa98+skrnjyd2GwsU79jwHLwkW7j8D5wf7dnOe6JEd5652uyMQdPKJ4YEhrVfm/H9dUjUo68TIEUfRvflnMjWgExeJ2XBWd6XOM5rputs/2ZeGyMjBOnlJvrr5jellLP0BjX9VBLA5BkjLYSIRWZAjVa03WOFGTxi9FrhTy0c1wx1ooGJheMsYQQSanixrG9Z40xFW0KIRxIqaHq27VjraWqDKnV09pnr7WWOYO1w6b+jFyJAWqtfxP4m5/58reBX/7xXkgMNcXdF+HtKcFqKSy0kVGjLgaMYsJYWtXevPFaa8jOw6igIlVjyvn7pdaW82pSoV3wRQqEqRCLPFeup0b/e9CWLRVKjShMG/oxlGpIZsCUhX/4B694/SrSuYl/5msD7779FtZE5mVPDEceX1+dq/8PawIP6wAgpKEVgV2KhLHj2NEP0gevZZ21yG+EikM/4uyEtVB7ufAqnsPxQCkbmdCrUHMlpERJIjvVRjofx9MJZSxUzf64Z9yMTJsNV48eMR/u0bqQssc3ERVKpjrv93tyCBgF09DLNJ4xlMb59ykQDpHXL25RZGoe2Wwd3dBzNV1x8ns6VdlNEqovIXLz6lP68SkxJkG3FdAYtpsNi/cMnWN/8pxOB7kbOtuoQCJRVlXkxM51WN24hrXgveDkptFRqwBFZIgoo5RpU4CiFTHGUaprn78SyzulsaZDKSNGrglCCDgt47s+nJimR/SDEb5gsa16lVEolgYrGfqRrutIyZ+vb7Xi4Wr6U3qfSzqwfuUCSDWt3b2as8jw3ecv9S+EYlABMk0qhT+9hmOmw1gJrRRAETllzpmcskxpVTEABdam7g/5JQpVdWsZSh6YSyWVQogZgyLEzLxEFi8XwxvSgAfnfL03Cw5KwJWZjMJA6iloFAvf/fCe/+q//E3+g3//L6PrHU+uHVdXW7ZPtuR4OG8Cq0bAe49zQik6nU6XQmAj3gA8fvyYfrAYK3eukgXDlZJ/w2TU+5nrR7px+yQqSjFzONxhUy8HUyqpZubDkVwcSg/ngwshoExhmLaMm4lcMx9/8n1CWGAwaJURCFQ5F66sNphO7qoxidx4BlTODM4xGYvJlqT23NwcUChM1XTase0nNhtD32nm+Yjiis2YuD1Evvv97/Clr4z0/UT0cpVsxg0xBJ49e8Y0Tdzt7wh+wfUdq1Lmgtu/pFFdS8diTByPR/p+FOBqlbu/920TQDPPnnn2lAJ9P1ByjzZOWrwpIQpMmVr0PjIfPXo30O92bHc9h/3C1fWW2roXXWdBSfNMacVhvyc82fHkyWM2mw3zHM5dIda2NVEWyHqzqw83gYt1vDaaYRgkFQqxWdeVc1v98x5fiE0AFLrIh6ArGG0Zux7neqAj15aPR6EB51Rajj/tFwAAIABJREFUuC4/bd54Lf3gT2srKgF+KlXO1fMYM14HFouYTSqPmhMxZ2bvWXwkpgLtjtE6RKxEF6qCUtHJtQ2mggpUHcj0FAw59ih6xmHDf/If/11+5qc1f+Hnv8TX/ul3+KmvbHn/bXVuBz7EWnvv39Cyy/uVDWKNGKiWFZUsNYnGUiwiNa1FyR0/d63Sr1GIcm+7vca/Kqiaxcq6Zu5u7jD9lnFcBUqyiQzjlnEzYJNl9jNLWCiqEI4zu82VbEKp4uzA48dPqRWMHuk6j6qF3miMUvj9jfAIQwANTx477l7dc//SY5LHxJ6+jjx99JiuN5i3Cgd/YE6Bax/59OZDPvno7/PBl7/K1D+m654yjR3TOPD1b/wsL159SgozQ2eaXNmzLBXbD1jXoxXMYaYssJmupMNDadGB4+XL100fIGmezCLAsnhOR0/X9WzGkehPYCrLMpOLRAuu1yyLx9mRp19+F60swXv2dwd8PHFaLHaI9KNFeVEpgsfayouXnzJtLU+eXvPe++9yf38k+JVh2Lw2UmDarH4IQoA8p4zn9E9SxxCCRD8+tKK5orOch6B+0OMLsgnwoOUhB2SNQStLLlqm7XIV082GERdVH8gKbJ2BP/VYq+mtuFYVqoB4vIkQScL/gopS+BIOYD0XjkpTjJ1fvyKU3daS1XWUFENF2eH12rzv0dZSk2a/D+ymkX/0zXuW5WOWGYbB8eX3zFmwsp6DlBLLsojx5W53Pi8Pi4gpJeZFne9tOUsPPKVKLopatVCWqyVFznbvWsuASWcnluoBRBxT21BSU5pdVIcQkliUi8ehjDPHlHDK8fjqmqotS5RzOPRbrh5d83H6vhS7FIxdR2+MGLb6pZGhIqmF4aEU5kNkbwLbIZCWHp8X+qEnu0AugZnE9aOBVzcz+/vn9FNHN2zQ2vDsyVOS98Q1jdKQfGjWcAYQPJdSQmWy1lFKPqeL6ybrvafr5DPvOhnvTqmglW0FZrnOSln1GhJhcQaWKKbNls12K3UAL/6VplOkIq1SkTBHSgmgI0ppQswcjzPzfBILts7Jz66pLJL+inJwnSHhcjNoaUALBs4+CTQj3FUYl9LnuxN/YTaBNZdfl7Ruyq1aRVIKD3URrUK8bgJrHeBzlVGXkycnpQE/Sxu3zQLsVM2DQKq6FmMzOaYHrdhLMlCb+szUEbWaPWoxscQkqIaqDBWDSiJTjXHgww8XlHrBNBm+8bNP3igMriFeasWzEGTkYq0ZrKpCgOATOcnGVc+I2ubRiOxbxlQUTmoXjZtXsqIWKUgqhPCsMJfBJX2ZUbBWEGM5J9BaKtZZsfiZx+M1Qz+BcZQaWJYTh8PMbvcUZ0eyEw2mNhaUwpgB3Ukrt6jMMd9gbYfOlhQK8ylwuF9Yjj1ZZfpOisVWK4yu7LY9xzng/Z5c7yn1ir63dL3j9vZGLMKp4lPhi+DSrCWvLGrFuSUYY2pnSbVR39ZSAZHsWotWK3bMic+AEndkea50YuT6lIVdq2Kz3ba7dQAq4zRQKRgr5zUX4QpUMrp5SZRSmWfP/nDPu++839yo0rkjtG78RhtKVQ3E/qBN+OAar1RSbN0LpYWapE3rbP0ZGZL+k3xc5D5yGWslLrwSOq35Txu11aDrmh8J8UYe+ge8YuPTrxuBVuecai0uigFnRbc5f6UN2lZsLiwP6gJnZd75HgxG9WhVqDoJgccAtkBJ5GLQpmPorzi8fsnj65G7u8Qf/uEdxiz8C39d7kR9I9E8nGnvuu5cK1g7B33fn58TQ8a3YRSx5Zbz9bCjkKPG2QFVpe6h2iYQgujja6ti6zNz/8JrUFrRdZZYm+2VcxQEQb66J9eihLKsoeSZu9sD2+2MNj3WQUlROKg1A4aum3C2x3SKJTxn3OzAA7kSlsxhv3C879g+6UlpD6rgrGEYOsYxsNv1HI6Bw+GeJdyx3U3EOXA43RGLB6Xo+w4fpRugrUSTtbWYtbFtPkBGzpx17b8DzlkhWFkhTpmWGkzjgHNSnBYCcuvVr4XCkgjJQ4XtZiseC8FTKOx2W3JOOOcwVlFqIEaFNrTIQHQvi1/Y7+/5qS9/pW0C/vyZl1XYZAw1P+Rk8sYmsDaQVqWp63r6vhMX7QcGKj/o8YXYBFrmDlWhq2jUzyOxXHa9812zqWPWgPjN2Z7LdrLqJdYvq3PXoL3mGg08YBUohNSySmXX7mJ9UJ59KPXVDGidqNoI62ItRyAQzpQjkcg47jjsb0R4lOHmVeLjjz9lt9vx5Mk14zi+4Us4TRN935+P/aFSMcRAjJVaFMrA6sTT2e4MwlBabKqcG6SrwaWuscyBXERRYfRqeb5uQpeAxzlHZ10rZim6vmPzaKKqSj1pDvsDj59uePb0LR4/eZtY4Pr6Kd//5BP84hsSW+TVVhmME16ucoWr4YqNeUw4ZLFyj5H5tLDfG977yju83t9SXKXrO65Hx/dujlxdbagobu6OhMNL3v/gbV68foEyhYJgxbebLQWRfadS6QaH7XpUA3SWLGajptnDr8XArusBhTWWruuwRsjL1toWLZQ2zNZQ3nV1nJZWsgaGYSR437wkE492V6QUmcaJYVIYm0lJOge1wVQVEsIfj8fmf2DfEIc1wFzbEODiMH7RlzxMHdar1FgrKHljiSqKPuLz1t+PKzH8s3hcb/v6y994R8QUCrQVm6cCzH45L34AamW+P52ltSFUbk6WM3ADLnczBX2zNdZnpyBwas2PwRnL2PdsNxPD2GFaqB9TwifBloVc8ClzipmQ6/pKoDV99BKInbXa7Re3O0epUItqrLt6HmKBTK9n9nv4tV97h7/yz3+dr/3MNde7md1oePboEUZb7m+OHPczoMnVczjtCflEMSeK823jFMGJThZVTCMOK55cPaOqRlxqdeaCoqqM9waqFAznY+KPvvmCw33FL2D0xDBeM22fofsRtKYbR4bdRL8ZCCFwv0Tu7+45HE4YbXj6+BnPnr2Ns5aXz59TkhQB7+9u+OW/+IscD3d8+OF3WJaZrtf0U4Rg6HRPWCLLaaakmS99sOGf+uknPHpiwHliObCkPcmc+OTVS47HPc9PR14cEnd3Pca+xdWjr2DsFjuO0Ctu7j/l5v5TfLiXiUdlsHYgeNDF8Na774lqNBWc69jfn1CqJyfJ74d+5J1330NrqRV4v7TibSKne5wb8SETYgEc43TFu+++zbe+/YconTkd7zkdjpRQeLx9ilEjf/fv/C6ffO9ACj197whxRinwPqJ04erRwM/+7Nd4++1n/Pbv/BbL4s8bktaWJ0+ekvKC9wvzvLDMiaGf6PtRItosaVuthWnTsd2K4/M833M43mGN4Y/+99Nv11p/6bPr7wsRCaAURmm0Xot+tfmqVawxVCNCobXCqbI8P6hALRmnFVU/uOW3TmGlkKKXG7MWuOda+ZIqKygKIRV8TCJasrrx/WUsVVuD0kWGY7TG5NoEyA1ZjQw3COToshGtAy3yPdk4pJCoz9ZaPsDbbw38xm+84rD/B/zqX3yfX/nl94l+EamxzqKbGFSrwkPfT+TFUpU6G1bWWiErUirUVKCpysqjJJTjFuZLsUWhjMVYscSuRWNMzzvvKrQ6ciChVM80TVxfXzPHwhwjxQeqEbJvNwxsNh2bacOrF685HE7s93vp6gwDp8MRozXOilDok+9/yjRZYhR7NY3F2QGrO6Z+w6xPIh2Oilevbtg9Mth+x7jVGNtjTUB3cLXZoVAcUsFyjz8dCFHxaPcBK2fL0rGbtsR84Hi6kZFgrSBlnBuIQaYG1xuLpF49p2PE+yh34lHCbue6ptHQZ50GtTIMAykH0jyjtAi37ve3LeqUi88YcIPwDZajKFulNqXOi9YYSQ2kC5F4+fIl19dXMmmo9Pm5KQVOpxO5+NY+NPT9RV26agF0w9dfXW1xTrN4GVCz1jKOA3D6gcvvi7EJ0G6eVe5V1AeFNyM5ujUybmu1hiiGGiKrjGyiGHRAUwxWKbikLJVs0VIrVncTqfg3H0M0OmV8EBPMrhpBSYOIlZp2QTW/AGPkblqqEH0olstQhxzLJXNQ7Vgquq4FpTbTrDTWXHOYZ5xx/NEfHXhyfeAbXxcZ7v50D/WezhU6Z9A40L14+NkdWkPWF6FQWcN7o9HNJzDl0CrEQixSrbinnKIuuRlXKHI2jGNP3wV8J87Ffddci5KE8vMsqsOUC5uqsOPEZrejZoXRjhgjzlqGbhAn6VrFoWfoefH8OW+9fc00jmTnsAZy8Gy3E5tpR46iEE0U7veR27s9w0ZTdU83abTuyTliTcfQjYzdwmAXBgs5FFSKaJPJ0ZNOETdZetcJDdgIo0K1IuDpuLRugSC8BUQC+/uZ4/HIZrOh6zqGYWjt24QYiDiUKij65irt241CBGt3d7e01hHD0NFZ4QF2neG097hOY52hJNXGkuVa0przqPft7S3H4/GS/rWUM6VGdmpdLfmc13T1kt5qDV3nWvRwUUyuz/28xxdiE2iH0RamYJppLTHd8lXnHEPX46ylxIxGYY24x9YU0E0RdS745YJPUHNEJNiyu1Nlka6bhTDrKjqutk3QWY22BitOnI33L0VDW6vcaKtsBjmbM9LsLOAo7UNBnWuIEuHIh3+GvlRHigVnFff3gT/5k5lvfvMVX/9nnzL2wv1LdSbmTO8mtNLkaumHxziliIhgJSQPJaDQWCumqEYL7UZ+dyu2thSmKi0ot1Jayy6j9YCxMttutLhD55zRSjP0jsPpRAwBjMzXX292DF3POAyEIWCVZegHhq4nj5N8rqqyLCe8F5nv0A1UVygl4uPCOG6ZNhv8yZNDRJHR2nKaA3f3J0wH2na4qSfnIxpL341sB8+jMXKaLCRN9iecGwmhsITMtpuw2tC5rrm6iH8EXIRmzpl2/SiJNksheM9uu2MzTQz9wHwSWbVW4Oz/S92b/cqWpmdev29cQ0Ts6Qw5VVaVXVVdLsvurjaegBbQcAU0askXlrij1Zcgbmn+A0tcIXELghYSw6VRM7SEaJBb2NAMjd1uS3a5KjMrKzPPsIeY1lrfyMX7RexT1Vkug2Upe6W2Tu7hnIgdsda3vvd9n+f3GJSyUN2Z+VCKUICt1dzfH9CmQInCGzCWOGdKTaQks/sGihOVazvZtJJ4h5wrh8PMfr9vr91jX+vUDztxAk7NaWPEv3BiHQBYZ5rwqXDyGLw5Zfi84wuxCEBzwbXADU6BE7UKcchorFE4a/DOwTjitSF4T+8ivZnP897S1IAxJo5LQDfzRGk7gNPI8c2pn6qgklydSkuoRKcVzjeJp4JSDQ5Bdz+mIysWhEMvVFvOOoZaawvqaM3LNyi3Feky7+eZy/Ulx/2W3g189mLmv/vvfw9jf4nLi8jbb/f47ohzC+iMNZlUE+vRo7QiZhkj1igWbN16HcZqnBVApxgs5bkUmhQ1A3oQNmkSpxpkWSy1jBxTCjDPuGGN71fc3t9TYiLHwvEwc6OgJCFiGqXR3tO7DmsMne/QWhFjYLfbNziKlfcWMWERLEM/MvQDx84TFwckcS/WwOEQ6AZHN3R0Y0fNRhYB59iMmbBA2EyoUpmPW7puBO1IKXLcZpSvbFYb8YikTE7x3CEvOaOsLNLiUpWcQ6s1q2HgYr2hc7Z9r7QNvkjGUxYE+fF4RBvHMPQMQwdUcg6UuoiuoFQZW1oZqS5LkDyD04L8hnFJ68dIsYeHLdZa8Vece2GyIxBr+clcVpEsm5NvJre7vqKULHqE+ig/P6lNP+/4QiwCxigu1h3GVmKbSVdtiKWZdEpBNUwUxnC1uUBt2qS3ZGyc6boOkHI45cyyBO53B17e9kxL5DgvHObANAVCqejGcqvKkU7S2yqUH6UNXddxsR5k8Wk+fWW0BIKVR5ffp/eROQoDsZQiwaApycqrTlkCVXiH7WcqoGym63a83m/p+g395oaUDH/wh1vu//Pv8sGHf8RP/zT8+q//Av/Cv/iXMH4BJm5uRmo5oEqlr4PskJwlpoEUJkoJVAKhwGqzJrQRaMqSshtTIZTKqh4wysk0QylCPFLVLI2kXULrW95+7hjXa0oKXF9eMCYxa4UY+fiPP+DJkyc8efKMZ1dPRbMAGGPprGWajuRUef70CUuYsLrifYdSULKntz0lVqbDEZSo4KZlZtxcYSwsYc9+b3CdwnYOY4dG71nw2TJiWVvD5vma7374kjLfsrl+zsXlBd/7+Pu4oefZzXOOcWGaZzQLh8PEeuwlPiwlxhG0sSJ5zpn3vvQOb731Fn3fNck2GKvY7/dM00SMMyHOXF/dcHV1xTCuUdqw3z/w9NkV+8MdXd+zzEem/Z6cF0y3oRThCFqriEmhlKF3I5UoJaZV9L1UtNvtjvfff5/b21u22y2nen+ZI1fNa5JSPk8UgPOFLpqGSowT0zw3YVJpE6Hlx15/X4hFQClF3zlyTegkUsCiFLogeKtaqbnIncd6cWi12bZRlc6rs2a6FOnsz04go9N8RKlCypo5VKoqTe0nNs0zYqxhC84jFqPpvKFzFqvbNrk50XIp5GYlNiahC9KFr+qHR5ucRpQnvUL7XhUU9mGOPHk6YFTHdHiA1NGvLnnx6sj19bt88MEL/pvf/ENevjjwz/6Vn+Hr3/gS97tXGDthasEU2RL6sWO0I+SBkoMkA+UsdKQoacwhVZZQWWJlCplFPzD4js71KOMZRkfNmv3DwjLLnTPliWU+sN8vdOMGq41QfFJiezxwd3vLB9/9AN/19N3Q9A6OzlrmeWJehEF4nI6Moz2Tfi42Gwaz4e72FdYqcpZZ//32niV1XF5uSFmzBNjvE8bNrC4BVTjsD+x2d+x3W8pSuXpyxZMna5Zc6Bx065HNZiXg0sMM1jAOa4Z+ZJoEQnLcL+i1xq41l5sVGs3H82dcX96QY2S/2zIMI2ERoIjEvknmwHtf+ik63/Hqdsc8zzIBonK9XvGDT+7poiEtC/PxyDIFynLPRx9+zDwt1OKRcZ98lGKopKZStGgjo+lxHNlut49j8aqpRaLZrHWc0rbv7u7IWfiIXdfhnOGU3EwTeT3ajB+1LT96fEEWARg6y7i6BmPIVTGHhf00sz/OLYREUbMmx0RnHathlAYIhXJMXF2uzmx9gBASpXzC4eCppRJiYl4MVksNVXWmJqkHnW5zcpVly5silILTMj5cjT1dJ1BJqM2GvLA/HvHOsqRCLHLxSQUu6PM3X3dteJwtI9+69L4NMwKmMyhXUCXR6Q6tNJtLw+vbLb/19z/kj7/3kl/4hXf59i+8x/VT0CWgcuZisybkTK4Rb1uvIhWsd4RDohYh9lLFxjsdFlx/Rd/P9M7RuR7vB6aq8Mbh7Yqb65n7u5nt9pbr6xsuL0fmEKjVMPSOZSmsL57wyQ8+QWlDjYHdNKMuLui6gWOYgULXWSSfz2F9xftLhqHH2448KazvyXkml0TXW54+uzpzFbVWKF2oRZNCZbc9kMqOWsOZAH11uRH59Zeec7df2M57ti8Cm9WKmBW3r++5enKDc5YlTNLVj5FJzeJ4roXD4YBzHV3XMQy9ZAkazbJMDTF2pJSE1oph7On7gZwyV1cXpFI5HCd2+y37Q2G1HolpFoUlCu8G5n2kVoOEpTSobbsRyE3Mo0xpMuBKjDIClMXCkFKg85Z5liyE081EjEEapSzWGawzGNvGweURmHLasYoO4gs+HfDO4IcB7Ry5VsysiCVznGdqrk3XLh9Gi7fAGivYae8Z+l6UbUYksM5G+s7Se0eImc5ZvLMYa1ANyv5mq+QkK0Z0SNJ/8PJ3eu/pO9dm/A0ikpM0layw91SSu309X/yPUVHn/qBS59GBVhpP3xq4FaMzqEV+Vjtq8TgzUGpltz/y0UeBXL7Pfjryy7/6ZZ7edDgdmELi6vKCzmtSOKCMZVgJlmwYDS73FBzzUin5yMvpJU+fvs2qe40zFWsczlqirRjr6bzF+wGlDhwP98R4xDpFThFtO4ZhxOjK1c0VcZkBTcmVuS54oxk6yxIC2oikt/MOZSq5LFir5W6FyLWLiqS8kGtA64y20s/ouk5Um7rQ9Zq+N2i/J+ZJ1rM8ygx9taZakUqbKbOEiYfDjm5T6Hwvk4R+RTd00lFnS1UKIysAKQQWZRh6S991dN5JknCtLNPMfJygFjrv8d7RD91ZPOa9wxRYQqDWzDxLbN7SrMEixXbkJAixnFvc3Bu5gIK+06euUROvnXB27WIvj7LxE+rMGGn05RKFwO0sfe/pOt/6CCdvzZu8ij/DdEAp9Z8Afw14UWv9ufa1G+C/Ar4KfA/49VrrnZJ98H+IYMePwL9Va/0/f+JjUOk6y2o94DpJtbXOkmvleJiI5PPc2TkrXV0l7jRrNGYYcV0nDILG3odK7y1j74lJPOndbHHn0NOT+65ATSgDWle80fTeMQ4iIBo6y9CLwCOXdK7rk7Wyi3AWaxM6yjz+pC1/XGIe/QankQ2AqhqbN6AyVQVQEfQCOlCrhdKj9IgqHVRHzAuffHYkpFv61RVf+bLn+jKzWo2sNwNeWXJNGC2EXzGdJAa9AdXh58J0NBx2H3O1for3AU0Qm7HSKCXdeWUU1hW6DlYrS84HjEFGdF6zHi3rlWO9HuCtp4QlCYDEaobec7EZmRdZGLvO4TsBrh7nJBLbmFAFSrQkDhQ1o3RC2yKAFlcxztBpi3OGYbRcXBh8vzCnSCkTRhdC1+OGnmMK5BSpaiHlieMUOKZK11+JFV1ZDAZnHU4bjIO+85SSW9+ioJEMwaHvccYIPLRkvLP4bqDrxKNvrMSTn9V6cNaziMsziCS5iB8jZ0UIlbAoUjSUYlpw6ptl4umTx9I0xngGnIhnQXYNyyIjy9Okq9aM9Rbv5YblnCaE3HpQ0lz/USjN5x1/mp3Afwr8R8DffuNrfwv4H2utv6GU+lvt838P+FeBb7SPX0FQ47/yp3gM1queZ0+vGFZrYqkcphnfOY574dQbY3GuY/Arhq7HO4czcqJ473HDiKJgFeegkaF3rMeBXCtLlOagt40nkNtqm5JcBF5SaVad5WI1cHO54dnNFd4ZVuOAc5aQ4uPMlkoXAn1v8DE3KS88uhnreRfQdKY/9PuqaunjJVUvFHOg6gNVHylmaX/bU1SghpGcO5S6ZNW/Ta6av/N3PuLq6oGvf6PnL3/751EaxrFwtd7QucIS4eZ6w6sXL+l8j1YdRWd00dy/emDlV3IXrROqKgwWbWaOh3vCVJgOgXnOXF2NhDTjO4+adlitubhQ3NzcsHuIPLtai99+VvSdhGQ8udmQ66r9/i3goyRqXQhxJuUIWTFUeXzjA26o2M5gvceYjrgUnBsYh5HNpuPy0rBeBw7zkWXJAvg0GbeyxPsHQg0oF1F2IeYj85z54IOXPHn+JWqxDGOHsYV1P+CcaEXu7h94eDhgtKdk+PL7X2OzuRAJ+RIYVwOXVxfndGlRDk7kpjGIYRaLe0loDWGJlFzFtq4tOWmOh8D9beCwgzh3UhKYJiLjpFtrMfRNZWq0aBlCiG3EJyhzrUX2vKRAqTLNuLgcGIYe5w2lRllgtRIvC4iXpcoi8qPn35vHT1wEaq3/i1Lqqz/y5b8O/Evt//8z4O8hi8BfB/52laHkbyulrpRS79RaP/kJD4JV4K3BeyeTgOIZOhm/GCOAkc5LTTb2PZ1r+XpGU60moVBFRmWGNxl9hZbySa25EXhaE7BkmfkbjbeOVWdZjR3rsWfsJWK66y3DMDR3Wmv4KYUOoV3kj76GE8X4rPX+3GbMaStYsMKFkjeqCrUmkSgncZMp+JXw9EqMxOLR7oKuf5v9IfP7/+gVH330f/BX/6rnV3/559qWW7HZOFKOdH7EWUPJBWML15c93/oLX2G9smRjSKmNl1QLKK0ZpTPGFlwHNHclzGgd2seCswWjKyFFIGF0xVtFWGbCfKAbBoyzmLa9r7qjMlO2iyQYpUqvRpwD3VWsrzhfcF2l855DLiJ66VzT0p/KtUwuCyEH5oagm9KRKQeWkkg1UJVE0ccY+fjDj+m7Fd5bjtOOzUa4Ap33eOtYaiDHBDXTdx5nDK7v2Kw2hBAEqtI6OFYbsjHMNVJzZokSOhKzOA197ZvHojLtA4ftxMP9kYf7mbAoFIM0o3ncSZwa07IAGE43jnmeH8eA6kQPfsPzUqWB+OzZM4bRE+PCPE/EmBiGof3TVfIiiowh/6Tj/29P4K03LuxPgbfa/78HfPTGz51yB/7ERaDUIqt7SZQUzvFa1mrGvsdZYcB53zMOa8bViNPSZEFrohFYUy0VQ5EIyvwmV/7xUPWH638D9NZwuR64uthwfb3h6uqC9Wqk67z0ErycjLFklKSjUhq/OGeZqacUiDHIqm0a3PKs2P8nFwNFxusH0fJXKMWRuaCwbnP9gtG+hVyIWSjmidfbROcGOv8WaXF8548+Y5n/L6y+5J//1Z/CXDrmecZbg3E9OZ8SjSr9oPnmN9/HuQVtNLkIXUdXId7YS4c3HapawlJ49WJHCHtC3KONLCQ5TUzLA6vxSaMJF7QuzRqbmI5b/CBwzRAyZZFA0JhmSomAROjmNNOvQNkKaiGViq4FNxgu3JrBbuh8h/cGY0Rfr7QkVRqr0WgiQT7SzGGZ2c8zcyho1fP02XM++vAl1hh635HCnhITJWWskYU9xswyh7PpqtRCjEH8IiFKw3oYgCq1fomUJVOLIoSZkDKVRwisbqEy83Tg/nbH3es9x0NG1RFF1zr3J/nwY5ZGE383KTosi1jIT139UuRayLnlGWhwzrLZbOgHxzyLMCwE+V7Nj2XA2cryJxx/5sZgrbWqU6fj/8PxZu7Aqtfni2gJi6T+tHwB33UYC855Oj8wDgOD71s3X9RvSQO6UlUSTqESdd/JVqu1RhsRARkjpJXclHO+VobOcXWx4cnNNTdXG64vVmzWK/qua3FWTZetZKx4ykEuBWJK8hH5t5mqAAAgAElEQVRjQ3shbrkzvfbzXxqlMsbsEb9/DzhK6dB0UCtZRSEvl4QyM65zqKpJy5EaEp3p0foZvlN88L2X/P3f+j2++t416+EJVifMRizCy7wjLkub41turtfUfEDbxxNFK8MwCAq7dwNWe1KEHKUmPR4j3leMhWnaolThYhiIcZG7f4iUCt5ZeQ1aqk+IC3OYyXkhEVqXHZQVt+hqPVB0ItaFqhKozDB6VBnp3CgsQFWotV2AOZDTAtqinWMpC8ooqq6EtJCLhJDEHBkHKSf22z3Oapx35BygJnRvpcvf6NHee3EDpswclxYKo1ithrbLy6Q2Ei6NJiRL++kKO4lxCvM8c3f3wN3dlt12Ieceb0fSZKlEmRK90Q84w3A5qQRVkzXrNkmgNRqlqWidbvbqTniNS2nAkHp2vb6ZRfHnuQh8dtrmK6XeAV60r38MvP/Gz/2pcgduLly9PS74w8wKJ5bXIpHOg+1QToIk+25gGAZ8JwisEyzUl4TOGV1FNadqkTjr1qwKMTF4x6rvuRwzD7tMrAZjHb2qXIwDTy6veOv6hpurNZv1wOVqxXropZttJCu+kEglMqeZYzgy5YlpSc1RBjEJ+EHnTmq5eiIWQ1HiizhpFROgGoWo1kDlFL7SuHhKqDGnLHqlypmfVGsmRUWtA8k+IZrEd77/wN/9n/8fXtw+55tfv8L4NUOXyCpTTeXkcy5YUrIYe8SogneyuFmspBepSlEi0uovLFfdmmHOxCgcxpj2HOaJXKww9cJMTBmlLb0fsF0lVUkEjmUh1ZnEjDIZZzOWgioWlzTdyqGdpqoBdMZ5Q+cSQ5+Ah1bGJWDmsNwScmBKmWIcSmvmQ2YpmlAsoWiKsdjRUFNhLve4MXD78CnH6Z6LzYYvfelt+r5nd38kp4RdEmqZudo8oRrFXBeWupBVxnWeY96zTBNhngnLQgxiMlIqYag4LxbjaZpY9hM5Kz75wWtefnZgd1/JsceYnkKBboYSBTjTuvdKKaqSkrWcUFVV0oyslZtcLoWSIrQyzXeOvu8Yxp6iM7EWYs3EUylaa4u9L+SaSbVIIO2fg2z4N5FMgd/gh7MFfhP4d5RS/yXSEHz4if2AdmK/Os74w0zRPVoZiJUSM4PtccbjnKfverpuwHaS71ZqReVMFxI1Ly2PrwCZWjPeaVZjxxIiY99JFnxW3N0FYhIkd281V6uRJxeXPL265PpyzWrsWY8dY9fRD54lzuJPr4lQAlM4sg97DvHAFBNzrISkSEWsuTF11JaRkJtcuOgMJOobW8Jo2gwfObGUWtDqyOkuYZQ0k0rSxNNCoMTbP6fKnMDoDrt5zv3ymr/79/4hn7y4oupvsrr8Ck+dQZmKwjTar+MYFZQOF2UsJ4vAyd2mhIBUEgWFGRWb9ci6KlLDYG0f9oQwsY+viSkTaiArGTVWV3GjIamthHOYhNYLtkaMjxjLGXGmosIOrgWeKqypkg+hJoZRs4QdOS+yGKrCfndHLokpQbFQbSWUypINkY6sBpQz2FFBhvu7l6hOsXu95f5Wczxc8ZUvfY2xu2L7ENFZ4cvISsH15gmzyhzzxJQmcs2MtnK4e5D6/yDyZKc7dF1TSsR7uSNPMbC/v2N3dyBEz8ffvePhrpBTT9+PGOfE29FHdCsn32QAvEmHrq0HYJ1vDUyoqVBJsoiuoB814+hkx+Tlgk+qECmkIlkPIo3P5JrIZDLpfPP5vONPMyL8L5Am4FOl1PcRxPhvAP+1UupvAh8Av95+/L9FxoN/hIwI/8ZP+vdBtswnq2ZuQocTYcdZAUE664RiY22DOXByV0hUeHncVr3x7PG+w/uAcwHnEtblxmsXV1nXWfqxF4163+OHXkI0uw7jLCln8nl1lbtyLlXyB5JEXZWaqSpTSKAMRcmsVp5NpWh5IwWpLDWyUvlc8z2Oi3QbC8nnZ0MSjw2i0pJztIkYRdsiT3hViQE++t4r/sHvFN5/+wmX401jLZVTgSmjIxQneKpCgRFUlkBXxPR8SoDWjSCUrSxARjtSysS8IcbMdBR3oWrzat1KM1BgNa6K3dUPspXVDSOfVMW6fH4+pW27c1p42BZCPKJ0xbbmYqmOJWbmoISjrwrOeoyOeGcZh8Jh3hLDjPUrnEuUWBjHkdz09B9++CG1foibLJuLC549e87XnlyQqRwOe0KJvLp9zcP2nnE1sn19h64Ki+Zyc8HN87f48rt/gYfdHdvdLYfjlpcvX/LhBx+y3c6UJEyCR8cIzViooIo+QGtE+NY0J+0aO390nSOm0Dr6hVISSsMwdPRrsN40XBk4bxt8Vnwf1j1ezqcyj1N0n67A4XOvvz/NdODf/DHf+lc+52cr8G//pH/zR49SpZYKQUweRhm8lmDGvu9xzuNsk0Z6D1aIMCc6jrKWXDUC/FRiQKpiQfbW4LsO30W6UHCLEGZpL1q/6lhfrlhdrOg3kjXnB4/rHNoZYo4kxJMQSyWUQsiFmCpLzsQcySWQS6S2zm+pCyjdPjsJiNpC0MTJtZbWLT69djShkHrjayf3mHwu04gsWQnsyDqKQ6xkSq04C7evMv/gfz/wra+/5L233qZzFa2j0JJUBAIYSRFWyshHdVgtW2zVTlKpSaz8aZREtxuL63xrZMoisN8fmOZFJNPaYb30X6pSDeulUTrRjQrrJBlHKwu5ayf60hiIFbRgs0vVhCQGKBVlcbjfBg6Hme02cPPOisGPfPbqns8+e0lCgXYyVhwNx4Pgz7SKjKuB2jvinLm9f00KmZ968uWzg3C9GTmEiR98/2NCSdze37Hdb/F9x7pb8eX3vsxmWDN2I50f2D7sef36ltevX7Dd3/Hi5StevdyxLGI9t8oKDxAt1Yzk6cgSr8WhKb0F2uhPFkZjdPP9d+RDaMyD1IjGlXHs2WwcJ7ywUZLLcWzNTlVpalh5LNN6Cug33K0/5vhCKAZrqZItGJvTywpTrbOOvslMrRWftOs6crNPyvi9op2BiKyuJxDkaVdgGhOgdUi01tKYUtIkdJ3Fjw7Ta3RnqR6KLiRdMKqQtQx1IhArpAqhQMgQE4QUCHkhEkitblcEgUI2fYA8I6kFSyP2qto4BUq9oe0W/8HpyLmitZQBp3ipU9NnKTtmDmzGDRRNPBSuh6dUcyTHPX/w+z/gn/uVv4heJbxvtF0tMWS6JCI9VCezaxxGi/einhmMqsWwneLdG2od2dJ3vcfGRC4e9COExThwvT/HmaMyaIv1hVOqltYF5zOn+HdhPcpYdwoJ7TyHWVKTUymEkJgXx7L05Ar7SXPkyP6QUHRokPi4OTEfF6ztsK6DPEOWANjqRE49rgfefe8dQgjc37/i/nDLuz/9Pq9evObhsGOJAec8z6/f4Z2n70KEFz+4J84vSCHz+vaB47QnpiOV1MaI4K2kO1HeAOAWUfzV2lgO8o5TEZNbSRXt5II+aV5qSShk2nIStRWlxMjmdYPhVrQuhLi0xeIUOqPajeXRF/NYevz444uxCNAsuLUBE5qLb+x6VuOIcx3WSClgnGdpkVCnQ2kt2/YsM99aM7lEQiromgkxk4qMDmlBlaYKUcYOBnwhm8TCgs6VoAzzEnDFobRhyYFjDDwsgYejfNwfAttDYL/MTGkh5iTKLqMkiuokH1ZyURVScxSV821f1/Hxd1CP3eGzkIza7gSNaXCedogXwRnDEiLLUeHryPFYsRU6q/js1WekekSbA84tOANGGRSWGjuqvgDtGnDConXXZKpCQlJV4XvOXnWRswq/INdCzQdyzSgbcJ2UNkLZyXSDFWLOWSGpJDosyXtDrVgj2QgiuJFJSy6wJMUuFLa7I74f8Z1oNDabjvzwQPGBUHYsD7fsdoWcPYd5ZkmJVDWdXxOjgD5KLS2Y1OG9Zrc9EPLE/e4V11fX+NUV94cdr1+95GLYEObEso8c9zOfpVd873c/JS+FaR9QRazsiUiMC5iE81KCqiqXt64a7zxOF0Q3VoX0lCrKtslSAapGY7AanDY4o7EGrC4cpz2KiHMabc6jBNbrDqOTQEqVouTEfndAoTG6JXSX0mjapwiyNsn6CbO7L8QiINfKG3DFtjXqug7vO6n9jCCktTGotmDUVqsrIOWWPNsWgVISMWUMrcNapeuujMb3nqqsLAK9prpKMplAQBeIWbFgsCWhjWVeFo5LZDvNPBwXtoeZh8PMdj8zhUjImVRyUwvLtv8cJablRClnQuRJLaYp5eQpf9QSlNLgJ4o3/ODtubfdQKmVajRKdeQgQNHO9sQ8U0um7xSbq55qJoxbsDZijcEoh0qenEdMt0YZxykEVSkxSNVTbl2rX602j242JR51SqbUhUpFmYShUZpURZnaSgFkx9NswjkF0snTXwvZQIyFVBBKE4aKpaie43FhN0cuOoO3I0pbtFuxPMyEqljmLUvIOLvGeVjSPSHNbRuspLmXW29DqyY1981eW7i9f0k/OIb1GmsVh/2OsRu4WhVq0hz2E+GQ+Og7n2Dx5KAwyuK9xQwS8qpti8nTnJmOVEGWG50aF0MMUCegyCnXsFaJUNNabOpGK4wubTgQUDo3kpZthGTN9eWKRW9bU7lSsiQ+e9ew4kZzwuLUN4Jyaqmn1tmPPb4QiwBKNeKtrH5CtpH8tFPwpszpT6qpx3pZTk7pjKYsOXW13QVSLihH24MKD8Baje8dSnu6rsd2mWqhmEJRhagSqip0Ebd3TpF5WpjmyHaa2B6PbA8Tu8PE9nAUTUOWixdao6018BQKXVtoqDzzN39pTnKRR1XxGyqmWs+/5ykQVdH04Bpy0qRq0KrD6IpSPdZnSayymp/9+a9hfED7jLayuzJ4NCM5rzF6aIuALLooIx39ytkolUs9G6S0ebRRU1q5lcG0uPhapTwrZJYYUEmep9YyBsulyX1LhiITi5grpbYgWmVQ2mN9T5h2LCkRSsEjOv4SZu6PO+YpEOcDRsPTZ2+hjCFjMPbAtCwcZyH9liKRXJKtqLDe0g3CDNxut+gXivW8AXcKmKlcXlzi3cChnzkeIl7fsh6uYDBQWulmRchjTMFqRVVRTsgCpWScFT+BUqcrr0LNKCy0nAtFabs5EYI9LgCFzhvRUygRYTlr6XrHk5sr7uaZJc4tiCbLBEEJWMRaiaqf59aJqiKYk3Pzx+tV4AuyCKjm7Dpd6Eq/EcXdOH9vHqeLv7RAUuHqSw0tZcVJwgtOGRGXGIsxBeOg6z3KWrrOg4s0pyfJ1HMdJm9iZp4DSwgcl8BumthNM7vjxG46sjtORKSRdX6J1SlERP6dM8r8c4WDj7Hnp/zUVj2gFOfZsar1vAAWJLR1mTMRy9XlGjtYaqxcXF5QY2I1Tnz7l34e427RVqGtRWuPKQMwUPOIMT3Kiq1VmdPzry1klbMS0nMi3iqJBTeyixEOQG49WMlvkJh2ySWUl0JArVrTpiiik8ilME2Fy6sbul4Wo1wVSy48HAL3+x0Puz3ZGJZaqGhcv2aOB0IVeGrvN6zW18zLRCkKZ3uM6/GDRMwrDKvNhtevty06DarOEkiiA9//5PukjwvrzZqvfO3rHF9vuXnynBJhItJ7w9itscpT0RgjpVNqI15jMk5DKokcM8sCsOX6chStSsO8S7Oq3ZqLgGBbvw5nFE5XUVsisXCrwQoERTWEnrYMneXmesP8cEc6LKQsNzrfOVKUc9Z7h1KOeT5wmiydCFgp/VPQGFRwzoSzzmHf4AJo9SaiS17IUyyz0qIRPx62VCXor9xecK0N42bNEhLGObphpBoHLnJhLRUh56pOnGWHaU/Rha50WOfQ2gOGuSSWXNgvkdvtntv7B9kupoLxnrAUjLY4K6O9WitLOHnKz5sQKWXQ7S5xGgfKuNL7rqXG1oaNljfMeUeMso2ulTOTXhY6aajttjs2wxOmeOT2fuL5E8fPffun+Lm/9Eu8ePE7bPefMhG4GAeeX19ju2tsueQhy2jTaI0u4JwQlDEK1dKJqJlpiYSUOLcrtGEcByiBaUrkGmVc14lV9jgfSWnBeofve4y1HCfBcZ12b9Z0vPfeNwgxS6S7EX9AJDAvB2JOPHvrGVVpDvOWkBMm7Yn1SCgBUsbqjlQq292R6RjZXK7JNRP3kd55bu+3WO/pxw7tKjGKGjClIzerNalkwuHI/WHL7vd/l2/+zLdZ5oB3nreejWxv98Ql8Pzdd8gLpCBlkutWMtorYm/3znK5GchDRduBFKQvZbW8fmjLcZlIacIioiylDbv9PavVQC4R4wrOK1Zjjzbw7OKyodBEzn1xseL165cC3eEU2VsIS2CZI8Z4KOBMxRlDPXETbdsFlNPd57PPvf6+EIuAtZbr62vW63UbCTZe4Cmnr2UBKiXra4hS7+dSCDFwDBPTsrTYatmCGY2ANY3BoHFKU62BzsLgTwHlFJNQvqCdpyhNqIWQAuRMKrA7HIhL4RgW5hSIJZNqJuZAzJmaZQtc2l1cm8p6NDI3t1JHOmu52GxERZilubbExHaOwjRsW0KtNV75tsNp3LnaOszyCkgvARjXsPKF42ErUhBVWVLl+5/O3P1Pf8Dt/X/M05vMr/21n+XZjSdWw27p8Cqzerrgjx2p6Lbrkjl9LpWSE7mK7feUdadayEYICyEEjpMhzIezKEWisyWYo9TE/njAJk9GJLmguLh80oCXUIvjuDgKBp1NU34W5ij8R985XC9hGzkmcjyyu3/FcZlQSnGxecp6uGS3PxJSol8NDOPIdvfA/f09+/2eVDIfffgBWRkRbqEbYi3hB4daeTarDqM1r1/e8unLj7naPBFw65zQWvOtb/0U96+3gGG1HvG+Zw4T3q7BBLSJxJLIS8B7wzAogq+oavBGoKdUYC1aB51Bl0rXK/p+5OJiYA4POK+4eXLBO+8+4+23n3GcdhyPR47HSSjP8w7FhulwRFnN1cUVfTew3x+5v98yT4EwLwQiRnsoWtgEbfT643w05+vvz/fy/tMd2mjG1eq8AGijz3e8x0VArrKKMO5SEvx1SEEsvjkJ36+e0no0VZlzTWq1ohoN1TT34EnOq6mmSEINMq6kVjKVmAupVqIIL6VpJvak9syLjN1a3W6MwnvD1dWAsxrvHF0nMWNPrm/QKGJMLCFwmGbK/eHcOxDAqej95fcupHSix6jHZg+IrlwllApQJyoW7QxOjZRo2B8Xfu/3PuPttzp+6+b7/PIvfp2f/soTQoFUD5juQDVNet3u8CeZaa4nLn89C020tTKGioqYkoin2ksgI80mhDEasAyrEetE12G0bWQoTU6KnMQspmxG29bkzNIzCEkUbkrLe3/qMqiauL97hXWWp0+fsh43GOWYjgdQp8Rd2UWlGFAK+q7jfie7O2UcGGEVZipJSQPRGFFSZlU4HHd0vsMqL4u5U7z19jU1R5Y5Y1TFuoKnBd3ogjIZi8W1CYbznpItndVYm+BBnH3WZrSR8bEAcTTOKvoOjNOs1553377m/fefU8mEux0pLqiaMKqwpMT+4YHSfKkpZrItrFZrwpJJsZKSjAuNlvNSehG0/tg/DYuA1mdRkG3GIJCtteih5Y4EcjeMMRKjqAvjyeNfHvXR+kRs0QJxqFVYfFQjvoIaSUU4f7lCVUXUVXBODZK7fRHwsZIyIzcrcq3l3D13vjaYicJ54fe/9fySzosa0Tfq0fMnT1FKSdrOPLM9HDkg5o+ST/ZjGdflXEhRVB96EcFNeUP7cBrllZRa0ymjTJVGkfOkxbKfMq9vK7/9O9/F2RGq5913BlZjxQ2hyZfr4yJQC+f/am2WXNOmNea0zRFcOeC7oe0aMigjnPvWGzBVSjrrPKBRmUbXqYSQSTlj9ILDoyvkWmQRTyKSqY3hWKgykoyJuARWw8jN1Q3ODsyL9CK0VZBkZp5SaPWxxXU91miyNmhnwVjZ7SGjyFxym0dUspK/vz9sWfVrOj9ilKbGzGrt0TpQS0ER6XwnM37k/e96TzfaduOyWDMyrzTOCezkcFhaz7cIG1Npul7Uk5tNR1WFy6uep88uuLwc+PgHH/GwvW3nRKMOlcx+9wCrodX4EzlXrq6eNBWtNNFLkUZsbtMdWQxON64v+CKglKbzvslONScSymknUM+ds6bcC6EFYQhMM+XHptNZBactxgqbQEoJgUUqijDoTyyBgtTCLTmolCpq6yLaglwruSTZcbQTTWSacpF0naVzWjBkg2NzMfCl954wdA7fWTrv6Luet549pVZFmAPzNHO37bgrmWWZWZZILdLH0NoRgywAFVrnXoFqTbv2euWsoSh0tTSIOVUnrHMY2xPmwHHWfOe7DyzLP+QHn7zgF/+Zr/Iz33rCuFFolTllGMkuqwUiKFkAAElfUtLco6g2ohUe42qQ3L2UA0qLmUYZCGHhMB3OijiAkiX8s8hsjJITKR+ED1mVvI8xNrlsouREyZqcMss8Mx0XNsMF1xdPuBwvCUWR5wlUwVrNlBN5EheqNRrtnfSBek9SFqyXABJnZbFZikA7qHgr5vNMYruXFKFh6PHO8NnLF2AM3ajIsZBTxOsVBAgpo1RhNXqevrUCVQmhsFlfE4Nn6CdiWkBV+ixlkNOWwXmGocP3msvLFdqObC46rq4HUJHd7rY19wQwQpXcwmUJuH6QcXRKhJAY+g0ppbOyFnRzizbzmZzQ7fPT7vWfPL4giwBnT4Boy2UUVmlwEDhP11JTF765CJzmo6pJjY0xWCeJRSlLeERWAhxRNTGdZ6hSbJ/ku7LdlpKjVGHMhyB37sPxwDwLGUfpyjD0GGV5+tQz9ALTHMeezUXPe+/e0HeNeuQcfd/z7OqCWhXLEpiPHePK8bpUDocDh/2xRVxpQFJpT54BYxXqxKIAEZpoTc29cAitmFJy3jGFW6zrsLqnGsuSK28//TK745b/9X/7Q373H/0e//q/9sv82q/9ZXpd0MRHVZlq47z6qGSQ16S2EZOgsk8N3KFfy0glygJinUeb04VvpJxIouPIqQrevQgxOqVMMlt827KmkoklsuQo48BSKCkzTwv7/ZFljnzta99kHEeIltp2LHf3rxl7QdWDOjP+rq6vyRVWqxWhapLSgqJv3pSQK7vpQE6J9dBjvUOjOO4O5BQoOfL8yVtsD69ZjRtW6zUhFI67pdX2FZJkNXjfcX29QinYHwO22d5L1ex3a3rv6Yaevu8ZnMdrizGKlGesq4yrNauNp+9dywyEWiKHQyYGKBmMhreev8s+Q05FQlVr5vb2jlIKxhj6XijEh8NRBEWx7QJaA/mLrxOoJ8Vg29LX0naqcjdQtGCP1ryal4UQotSnFJQHtHAHrbU46+i6nmFcM89HqlGYJloJRUGYiFFUfpRHCmyFNvKS/oPSyHZTKdCV9Wbk+vKKi3HD9dUNF5sN19eRcRAKb9db+bMrGCVWZteez2alqRnCollWln49chxX3N3dcXt7xzKHVttJc1HERrZZSn90tqghXqLSJWMHgRf0XaK6HcocwBj61Zo4jbzaalbdivXqkn5V+a3f/j7aWf7lv/INri9X0ocwGmscSkn2o66KnDLHaSKl1CYX7ZGNw/me7VYagxL1Ftju9+Qcm4cCmrhBtva54rwmJ0hRE0Ii2JcMWmTJoUijVPh4Aid99eqBeQr03cg3vvp11v0V97db+t6zLVvu5ldgCtrBw3bHdDyQU+Tqcs2Tm2te3z/wla9+mcOS2C+R4xy5226lJ6A1x1ipWfFsveLiYk3cHRg6x3574JPPfsDLly/4+W/9LK9f31PUEW0rXS/osc4ZjPYkAjkfmY6WbugwOhJak9A5g3GJboDnzy65ubmWNOIkzdOHh4lK4O1332G97rl/eM3v/+P/W7QNVUqNcbSs1yuePnmLGCBNhWGQ9+J4PHLY7nj/y++jUGy3W7aHLRcXF1Ie60QylaCL5DzmL3g5ABoTBkzq8aUXYjCNSHvuPotzL+TAlI+EGsk6UwvY4OjtyXEoF533GqcjUSVSUxbGWgglkRTge3QpTCiiNvSdzMJrSQ3XFFmOO1KYIUVWKtJfGlaDZbM2XG4Kq1Xk2bVn6CzOt0mAE6OMQkwhEhpZWKaZU5S1UrK69yqydpB6z6I1IVamoFgiKCc1f8aQ0VJ7V5qIJFP9LcXfcpRXSsCkcYSkyEqxKBE/2L6Qu5nFSzQ4/cA//jTA7/wxX/3yO7z/pfd4+/kTDru7hnhrWo1cqDFBkruu0lrqauuxfo3Pd5LVFydUDTgtEu2cFnI9lSUOUKRpYXecqUUcgNpGKB5VetKSCDPEqMmpcjhGPvn4U/px5PrmKReXl6w2I0vaUdyRQzoAAxv7ZZay57jbssyGnC3WG7resD/eo3UkzQ+UOcG0oKfANYrxasPtw8wwepYpkF/tmXfgGajRc2kv2VxW7h/u+c4ff8pw0VFVptpCcInp/oVg3ktF6R7j1/j+qdx9zYwqIpZaQqLrhQDkOlCmYvyC6o+UlHDxwOXFhr6rhHnH/uEeXWA5zCxLwXjoeoXuK/t4j/KOOimmfaAWmbpsw4GrqzX9MFJU4eGwZTcfGcc13bDGloJeIiwRUwqw/dyr7wuxCKiqUEWjqkFhMMpAU/3lnM++/Fyke11VQRI/ZBKgi24cQum8GnOa2Td2Ho8jN2HqQRURtmz9tSZrKT9qexypSx9nvl1nuVz14q9fDWzWHePo2Yyezgv33VqD9NBk715LPnsKlEqteSMim5IzmopRYI0iG00uJ7WZRmGoNdE0Zz981CpwCh3JiNtPYVHFgxK9eVUt5MImlAWaIEp5z5wVn7zaUpUmZk0phqcXPXE5oAp03opUWxmKhhwzmAbRrIrjNLGitte1SDPvJA+uotxURvTxKLGxlppRbxCawpwknDNCipW4FOYlcn+3o+tG1usLNheXrFYrjNOkEITPXzK1RFIsHPZbpnl/jqmXYA7H4XBA6+bijBWVFE6JbmHsVqROoVeVI5b5mCvVmmwAACAASURBVMhTolpNXirWm4YkW3H38IpIYFgPdIPFeIMyUFShqIrRhoompgpK4/0ABHKSXkXXO1KU0FGtFLkEKke8cwyjw9iK0dJvWOa5jbeV+Ai8xXce6wy5iu/EuYEU5PUcx57PXkU+/fQThnHF4bCHJsTKpaCspCtpCypVasul/LzjC7EInI02AG3rLzJKCRaVzvUjfEE3y6ZGvJquOqnVzOnCrk023LID60nZKcM92e63jrwSOnHNYowpDWFNlehoq6yEWxrD5eWKy82K9XpkvVrTd55xNDgr9llxycnsvJZKSpGYpOlnjMe2O2PJImnWurEIVbNBnwu3N+XRb7xMb7KiTrVLk1Kd1MbUxz9PTAYZSZlWmliMsYQ48fLla5ZZiDnv/Mq3qWkRaW+uaKtFxFMrKS6AxhlLLZnDfMR3ilQqSUp/+X1L8wKok15OU5UioyiNbFQrpCox6jFKgyuEKH8ugml7950v0Y8Dfd8L+6E8iqiUglyOHOcDr28/OSsQc0pAh9E9MU444zHKU7JYpb3TrFcbtLKMPajq0EyUdCQtj9FyeRbcfeclq+Cw24OuGDcy+JFh6H9IEpxSZJqOoDrW/UgpIgAz1pJSYa7pfM6mnEkp0vueYVgxHffUa3n3YpSbhbWym7Gdx/sO4xw5F2IqbXcpgjFpBMJ3v/sRw9BjvTRttVbSX9KxZQ2cyEV/hkXgx+QO/AfAvwEE4DvA36i13rfv/fvA30RaWf9urfV/+EmPIX/vUVUrF/splSU1SWrlJHyy1spdqoluLV0Ln1UteFPmo+RCqkV4AKdBSav5T49nFGIZlnhecmtOGZ2xXuNMR+80Q9fx7OaSq4sV4zgw9gPeWQZPs462F7smUuPDz/PMPEuTz7se7zu0NtI5TwqlOtn91JPz60SYaSdlawLRmnKnBUNM6qeL/9Th5w2IqnxutcZbjfdGRpbe4l2Ht56KY3s4stu/IiyRX/yLP0vfjeQwM8fAsixNuiy7KKuaRVaJOStkoR3FAlEEdKRcWXLFeg+uo1hHqRBy0/QXmpmr4FzHPC8c9jPzkihViYX3+XOeP3/WFnTZQYSwsCwLpUqoZkg7juEV97uP6boBZ0e5ePxI76+wqqCqpWZHiQvk+v8y9yYxlqXZfd/vfMMd3hARGZlZmZXVXdVks7slypMMQiLghQEbMGTLADdeeCl7ZUDeGbBBe62FAUOGF4ZX9sKADcE7C7AWogBvBJOWZJJNkRSpnqesnDMi3nCHb/LifPdFZHVVt1xsGvUa2ZkVc7x37/nO+Z//gHcN2/V7hHmmrAxGJkp0DPvEnCd16ImKvNvZsj5bc3F2zs3wVr0vR0tjG7bbteJMRU9cHR0NTStYuz7FnZcilbuvH2squJtiAbRbff3qLU/eewxACKGOjmjxa1t8o8Y24xSJ48R0OJBCwXtfzUc9r99MDMPMxb0tZ/dWlKIZERIA73U1KIlyQpZ/+vF5cwd+C/jNUkoUkf8a+E3gvxCRXwX+Q+AvAU+AfyAiXy+lfPZPUC9hW+OZygISVnNHffGrWYg1YKsDrKVe8UJM5kRJjblaiwctAFij0c9UAhDq8FCs3nTeJExWx9pUIl4KrtGWeNX13NtuaLxl1Tecb1Z0rccKaP3TpB2gmlEq7fXq6i0xzjpWLKwaMtYJVdEEYsnJkbMlZVWmhTkzjYlhCIxjYBjnKr9V55/FlEIVLwahfi10fNB0m1oQRLG5tmtZrxr6dcN63bDeaNzWeBzp1j2Nt1zPI3/7v/+f+Ff+0jf4l3/1a3zpyXts1y3zeE0CfKeGqwrczmy3DcNuIlGYEaYMc1QVZ8pCHBI2B3wSMIZjsUTvQKyuSYeRZz/8MU+efIA1HZuNZkq0XYfznhACc1q08oGYZuZwYBgPzPPMGF8xxSvuXaoX/8XZOZcX79M2l5BX+MePePbxa/Y3A6XoRmPdrnn04EMAvvPdP+Xty2uu3uwYj4k8W4Y0Yq2n73qMFeIUOb844+y84zgdmaaB3XxFv73Pqm/oug2H4455PrLfz5ydtQgJI5m2MXjX4owhhsBhP2p34lpK3vL0x68ZxgPf+tMf8dWPvo6zcNhPrFYbfvKT11y+dw9jPDrD6VZlnhPzWLdXErm6ueFLH3yZDz6Al69ecjgeef36FQ8e3sdbrTgpzuSSaRy0/qeEK//iReDTcgdKKX//zn/+DvAf1H//BvB3SikT8D0R+TbwV4Df/tnf5W5KivazJ/lqff9yw5sqLsKoQCUjVfOelFOQq+9a3fM7408OP2nh+p26akGIGBOwviCNwYnQekvXOtZdw9m2xzupc3LGMFV5phaq2VSKc0qVuDQT06hzcTUuWf42ZukaQOq6J8asW4FQX+hZLcJ1W5BOvgm3UmtLIVEDrpdnT//rZEFUf7+cMEWwYvHG0liHNx4njn59RinKnLR+RbEt//j3/yk//MmP+ehLj/mVX/oSf/HrH9Gu14zDQZN7q0x72o20blUNQm5/J22QM3MIGFSFWMRwPI6MIevPXiDHxGZ9zoP7j3R2X5SIubDf709AMHJLdnHewJhJKTCNhZh7Nqt7zFPBSIvgiSEyTzvlGOQjqYysViu2256zszX9Ss1o3r664dXHV+xu9gosiyMF6DrPPCl/wDVCnCPduuGya5lCx+Ew8OrVCx48vM/FxTnOC7v9G46HHTHeqyEgah6DFLxXnUUMqsUIIbLbDTx//kqj3ysVXjvexDQFjcDzan+XlWxxYo8a3xKD/rvrDNvtOYfhWKnYGUkQ54Dv1VsSahS9FKz97Fv9F4EJ/MdoJBloxsDv3Hnfkjvwsx8nUc2yq7+d/xdDjYqYnWbipRkuFOasdlmqLCwnIDGeKMBCqWk41dOhfiZIyRjUIMJbTSFuvdeA1M6x6X2VdII1SWd3qXCdSSeFlo4vkVJSvTnupBBTN2an37HU1dlCD061GKQ6I8eT1VpZqhZLIVh4U3d87E4fUritA4sTkJJaFtOSpdtqupWu9JJannWbc/b7HT95+pzr67e8vXpN31su753V50pIuRBDIMyB3qm3oyuGaFTRYIqCrsfDDqyhaXuMdaSQaJ3Ot6Da+81Fx3q91Vk4hJMqtKDe/ymnKm1WqfgcplMgSI4d1pzT+UucRIw4QojAUVOsMaw2ekis1obtmWO7dYR04M2bN7x++Zabq4FpjApCm0KOhWBiTfKNdKuGZtOp+UcdTWLIXF2NjOOBUta0jWfyjjmUakkecc6cCG++caxWPSFoVsJ0nNnvBva7oRZyVWsaZ/C+YRxHNpuW1WrFHFOVWtevHTNhmpgn1TWs1+uTFb5zTrETCnEORF8LfqVl5xwp+c8pmlxE/ivUPft/+Ryfe8odON/28Ilu5W4RqJ/wThG4/TilnJ7MQMsdTgFgiqiNNyd3vxPabqpc2JBprKNrHF3b1L8dfWtpfLUiM9XOXJROtERJzbE6uZYKO4oCilrZFoBTTj+r/lnkumpcqrNjVuAoJFKdTRfuxCI4XorAcubW53F5JupvqDx+TaetFGdun97l83MRxHisGFKcmGKhWW0pcWAIM89evuVPvvVdvvbVr/Dg/hnWNaQ6blmnnAIrkKXy8KVg0GLTVJC28VZZhiJ432IbD2KQbGjNSnkgVdQTk97wMSqeMlcTkpwjhcQUxxoFNkE+o3UPaN0ZjdWPSTGBBESUPHN+oWxO74VVr6Gm+/0Nzz7+MddvdsxDpCS1U0up6LwuNQAnJ+ZxJoeWOKsdnLGG1reIjIzDwDyNNQ/D15SnSJgnuq7TrAoD1jpKL8xTwIgmQc1TVEYoSsKKIeGdoW0bhsHSdmtWfU8ZJ2IJdca/PSxSqk5TRoNvtAO05KyAYGwCMdgTV6EUCDHUXIRPf3zuIiAifwMFDP/tcqtO+Fy5Ax88uizLPHv3Hj9ZMet1y60ootLalhufRCyl2lTdbgM0laiOFEYBQf1q6bSQECl4Cq0z9I2j71wF0QytV9MHQ0FEDR8VeCu1IAhTUMryAurp7G8Q4xYAGbgVRJWS3nlhc6o/b751Fq7P78mAMufqSbgUgOouc+fVqD+b/pzUn1Etyrn9uU98cvR08kqSSgV2w8R2s8WyIoaBKU9850fPaFe9hrQ0BkqAImz6NSXNKjAqYErBlIKTgljLve2mGrh4xFqcoE7DbqF+a+GbpsA0ajRZTHoDTvNALoVpGpnDVLcCiZBnQN2jndxn1b5P3yi7cpx3zGGP2BnfaAhK161Z9S3TCNMwEcYbnn38iu99+yn76wH98XVvmqssOC5howJhiox7DSKxjaFbqcntpl+Rc2Q8DvQrr/mVfY+UwjxOdG2DVLKbNw7TOgY/otvmxeSjjgBR04a8V1OQpnWsVmvatmFKCVu7gZTqaFXjyL1XU9jjcayvvhKxxjHRd0l9NlPBFD2FEnBSfH3K43MVARH5a8B/DvybpZS7oed/F/hfReRvo8Dg14B/9C/w9WiaBlcvSlkUfjlrGoyyZCBbvYZdnYWLtvnGQ4qRkFX5px5/hiyWHEZ8s6wQARI5BhX8WIvzhtY61r1ntWro20YRXgu2+r7VcgLEqvpbaJgqYMqL0w5q+Oi9g6o203WnxYiva6hZV0eTYRxH9YUzBucdTYK2g01B/eqnxNQF5jlomxcjJalzsNwh94oUjBiMTbc3u8B63bNaW7pW8L7gLKdwFuuFVNQrIMaI61cco7rkCA2Nb5iN45vf/gm/90ffRkg8efSAX/3Gr7A+33J4+ZS29fX51JPUG0e/6lhlxzgNTMNeGYHDgFltEOt09EkW0/fsdnvVYogCq8N45HDc4RvH4birPgpabFMRnjz5kPPzcyQ9Ik1biqlch+uXSN5h3UzXO87PzjFGIG/41h9f8a0/+R7f++4Lnn98Q5jhrO3x1ioBSqyq89OdEUQy3lue/fiVZjpuOs7vXfDg4SVf/tKXmeeR3f6GMMFq3XC2fUjKgeF4xBpD1xa6ztF3anZCvmY8jtoBFE9OGkqaM+z2O3I+MoxH+r7hvfcu2Y8jxhScN8Sk5LWcI9a3dK1KmmOKvHj5ir5dkSJqcZYhJ0PnOiTBPMwYk7FSzXU+4/F5cwd+E2iB36rt6O+UUv6TUsoficj/BvwxOib8zZ+3GViu5CVWbFlxLTvuUyDjnQ5giX9GIEpmzrPunEMhJsUCEgZqUIfERKFgi65LdBuhss7GOlqvDKzGqt5gIf1Yk1n4BJzGiLsn9iclmsuiXh8aI1X343W2z1nISSrir4VJ7aYtTQNdVrBTjNOcBGc1YNMI01QoJpOjUkGtqTHsFaCzlhrAol3Durf0raFrtatxBqwUyJE4K/EqVUFKJlOMqadHIRmYstC4FrwQwszHr/ccfu+fsf7W9/nLHz5mXTx93+O7liyWaTxwOEaMJMKUmcdITIEUEnmeiXHUeG0cZ5svkbO+P5PrOJB0dp6G077dOYfznoKhaTpyhvFwRZiPnF1Yms6wTg1maBBraXxDji25tDz/+Ib/+//6Fv/8j18zHiyNf491cw7pmRbz+pyp8Ys+l1aMOiWFiPcdU4i8eTFw3CXiFNlu1qxWK3b7G4ZBw1Gcb2nahmE40LWZ5KqzVSzYRkehrjOsVpZVrxkNcxhVhVodrjabnq73nJ2vOYapOkMv11iugqH+RIJLKVYewsw0RXWGjlCCcHM90DZC23mcU0h8GP4MmMBn5A78jz/j4/8W8Ld+3te9+7gLoJWy/N8t2UVPfCoHQM0TVd8PSdS7TmfJQohCyqKOuGZBXyMFQ8mCSMbbhJMGb0ylGFs639E0Hms9zoreTIuGYLn9c/1X+YSst5Rbno6YOodXabBxqLrL1J1//fy8IOtaAEAo4iimINbhvM6Azk0YK0xGC1iaM9mUO0VgsWITnK/biIrYrzcqTPGN0fQfmyklkFJmzsfqHaBYRKl4QqmFFyNkMRzmgBFP07SkknhzmHl59Ya4O7DdnvHovXucn6/xzmKbM3wDaR6QZDBekKyKRWdabG/pukIxDbbx6vpkpSoo9eQT2+jFb6S6LjU42zDFTIqwn0f1gHRwfXNkfHnNze41zqM3Se45BHj5/BV/+M0f8nv/+DWvXiQ2fYesesJQ2HZgfb3uil57Thw4pUcXCuOkqcM5CPMR5nHG2QPDMHF+fkbjW6Z54HgcCPHI+0/eY7s9rwQdRW9zndqc9dV0xNH1yhu5vp5ofHXCMklf21y4d3nG8zevajanks1i0pGh7RoavxDOKhBO1msJNZKdx8w87llv1KBX7IJF/Nl4Av+/PBRAq8KZOyYIpyKAglBFst7g1Ro7kU4uOCkWUhJiVobacjOeTm2rxCAxS3iDVBadvlDGeKxZqK23iDrVTffkk7/cyHWdKbIsNk3VBixkHoOIhfq3yBJWXj+6GnHaRS7sBPGCOC0Cc6g+CiUj6IUSpRBDUbFUtaS2Tr+Gb8xpFSmm0HUNTWtxTlTvT1XolUgoB3UQWrCUGlUmNemZqsUHjdsuFrSdcQiJqyFzTDPHdMX6+kjXWtarjrOzllXTIN5gsqGEQsgjh+NM17Vq3NH2hLpuLCzaEKVoQ+H8fMtxnCrNG1UX4jHiKFKIIRLnmRAm9oeRcRS6rmd3tDw/HHjx/Ibvfecl3/nWnuvXAaJlPCZK2NP4FZsmL6ppzWE0BmcUVzHGKgU6FabxCNlhREVQ85hJc8Tbhvv3HjDNAze711xfv+TifMuTJ49V2ovlpITN4IwHl9luOnI2PPngCW3noIT6tXV70PcN602HkEhpIsSZeY6EkFmv13R9ixFXvSd1xi9FMOJwriNHIQbdHpAtJRlyEsiGxrTAp3cDX5gioGYJkZIzpq41liyCUvScyqUQSyQsDjgUEpEpDwxDIIRCqEUgFUMxKnstRRQJtoApiBecGBpr1fLZghj1fkNcvdkXQM2c5v2MORlxLlbO+ljWdbdI/VIwlslhCRpZbnr9nupG5L3BFsEbp8aesTCHzHAcURAkYUzGmEK0EINgxeCNr1+juigvN7zVItC2Dt+AtQoY5pxqyEdkzjckYt2YGHBrljlJrAdjCWJOWwBBaqZFBknsY0YC7G4KzXHEO+iakf6NYdsKrROsKZQETjqsMWRpwXZgO6Z5UGab5NtCkCMhzbSl0eJbAcQYMwXLIc0M48g8FA43My9evOHq7cjxkGjcQAyF/X7i7ZsDr17uuXpbiHPdIJURIxnnZyU0i8NZi7euroX1VpDabUqxDHOkcUIpXn0IZsMPvv8WaxzvPbpP364I88BuZznuB5xtECzeeiyOnKAk0W7QqLPyer3mG1//Brl8xDTt2KwzpQz0XcN60+tzYm4l5LkkUoKLizNScXrQ5VjxkupBbRzeGyRbwjzR9y3rrsOKIc46jhn8Z957X4gioJLU6kcvyxo+VVOReKKaxpKZc2CMs7q8lkwkckwH9sfAHLUIhCwabS4NZ2fbWgBEDxpbMNnjjAKC3uqNiSw+M3qjLzexMVZ7iayuRrHUub4ivP5EdFq6Fx3Sl318rJxvwdTUI4CCLwUbhOy0IIlYxLWI7wgRQrqlIQsJawrWFWIj5OhxYvHGnYqA95a2czW0QlN+Uo6YWgBOjMrKwgzlinzyBXdY2ypoaNVODPGkVDPz0G5GF5V60x7FAxkTIxJmyBMp7IjzDpePbPuG803PdtXx+MElTbdiBkgOM2X2400VXalyUwHTwHE46po0F8Q4KJqrMEwDh/1bXrx4w3x0XL+O/ME3v8vVG7h+I0rDzgYjHt+0eL/FmEDORwoz1kX8asJ1O6y90ALgPG3T0DWeVasJTCmpd6V3HUPMWBtpfGYOkf0w8Pu//5Q3b57y67/+r3Pv8oyuW3FxfsnxeCDFgvct3jcY61U1mahdoNJ5jTF84xtf571H99jvX/Py5bfZ7V6Qs2V71nN9/QZrha5riCkzDDO5wL3Lc95eDXVNOnOcAiW2GJsRGlXQitqjXZydsV33xDRwOFxz2E80zZ8vWegX8sgpKXPsThEoRbcDqXoCxpyY0qyusUsRKJEhHZjGyBSlFgFDKurrnNeLG8+iHdA1mVl82E7ceyWx3BXt5FJ5CadoMOEULsedt1FOXIBbElPtFur30kJjfoplZ4zBFMUSFn9/xCA218wFwVht+V22SHYaSyUGZxaySAUWW6tdhRXEZKZJHWV0elFF5i0QGCgS1fMfwZTql1h3p8ZanGvwvlXCVZiJIVBSxmKIpqHkpK4XRTBFR4ciLcUkxpCY39zw/PkLnj9/wbZrsUJV0LX0Z+q/2DSecR6YwkQIMzf7GwSrqL31SLHMc+b5ix0vXrzkhz+cuXlTOFzB9Ru4OGu4OGsZj4KVLV17jojw8tXHpHzk8qGhXzcUM9P2cHm/oRmsev0Zg63hK4uTMwi5RKwxrPsNhYE0Viafa9hsOLkmhZBoWs/l5QOePVMeQ9O29eC41YIsl0nTNBinW6LXr16x279ktVpxfvYBYpSw9s+/9acYgxaBXGgOcwV9rbJSgzJKwzxRgtEcSUlo5qNyMxaWqfctxjjGcWK333/mvfeFKAIpF97OE140h8YYcORqBBJYzD21bUwcx4lpDoQUCQSO3cDVUBhHIQRLzgrGWZcRuca7TNsautZhVy3WXjJPK0pu2ByE3hu6845242kah/FQmkRxi/RIkKK8fWN1D1tSRrIQ0qw4RipIykjK2DlDBmuctoLiSKbTLiJxAnWKUSKKc1Y7nTyQqotvKQVvB7p2oJQRzEwxM8Zp8fPW0DoNnVQUXV2VEkIsQBK6zYqc1JpqnEeGYWIYJnLODNJgXEfTNLS+xRVLHDWGzbgJrNV9/ae9XgW60FAo6uyUIyGnqpUwONkQspZDI0IcC4fRYEQBTWPB9xlnE4Wo5qtT5HicuHobESDMgWnS4q5vHxUBT0IXLetZsCYRbhIpD1gxiE3MSVeLm43QOMtKhGbS187NmfmmcP/ByLoRWit0Tq3t+s5TxNYVpjIbvXR4HE06cpgHchJWzRk/+v4N++s/4Ktf+5CvfeMjvvLLX6Lpz/jJsxe8bzvu3V+DGN6+ueLszPIrv/INXrx4g5sCK+85W/UMYeD8/DG74w3Xx6EG2waCfMQwvyFMI2UeaUV4uIk8aNbsLQTTkDgwhKKYgp0wLuFcDacthWa1Jnp93Sc74c5XzIcDqnf56ccXoggsdtZFsTGlAUgBAynqjZ+qaisFJZiMs2bbzWVmH/ccDsI0WmJUuatIxrWFedaz2rnqEls3DraOAXJC63XYV6p1RY0RpGIEmViBKateBojq5GM+kYDIBcmiZI16WiRRJtyUE6EoVpEKzAJFZwNONOnl70UybW9PqVQDVYwRbCkaXFHfv/xZkOklnDKEQAyJaZoYRy0A01SDQdp3P1e7nDs279xlI37qi1axkvLuCld/oRNouix7in5BfXeGGFPdpJQ79lc6fs1TJMYqI88FSvXbc4ViBQfYVLA2a8EjaxeXEkvgkxYcizWCc6rR91IwlpPvgIimB6eUGecJFkt0oJDJtmBcwXbQoOOjnQ3HCcZnGXFPuXjQ8xf+pQ/pto4pDUzzTNO0nF+c430DxXF1fcVuv6NBKN4yxYnDcQ8GjvNATHP1OcwM88T5vXPC3HPY7Ygx8vj9R+x3uxpQa2jahtW6Z3ezJ4RQk7r0OhmGgRhDHT/0OW6aRuXFX+QikFJid3Wjsldr8FZorCFXie4iK9bda2IadDUzzTPHNPO6HDjshTkYSvYgHmsb2hxxNlKK7mq1XTL0vadrqiNurLFlORECyAyIwaCMq9O6D1d94/VmkSrlLcWQcqTERImREiNpSieRUc6JEDNXY9AIbesR6ynek9oqlGL52HKS7i74wpIV6EpdDWVt7zXMUmonUL0ZRS9i5eHDcDwyjjPDoP71w6AW2G3b0myaGtTZ0rbNadWZUqU15/KOrdgnH1LeLVgnADdnUgVGDTpOFUHzDaQCqJLrRamblSW30TtP1xVymhQUzJmcBZ+ErtOVW8lCa4rKhcXAnJA5ExaZcqrEqcpAdU79H7vG0Xr1fuh6NYERZyniCBnG8Ugmn6bDLJlQItElWCV8l9gUg7UPcOcr+q7l8n6D3zr+5Lt/wuWDMx6+/4Crq7e0q46Le/eYQ+Z4mEkpY8VirOZcjPHA291rpUaXgFQTEWsNL14/U/8K5xGEfrMmzIGm6Xi82nI4ztzcqEPQ9fW1kuIq1rMI7lLKFQhW2XHf96q8Zfepr+UXogjklBkOR7KzZG/JzoCz5Iqci9zeeCCkEJnHSYNC55GbeeZ4hJhqSIkpeC8YW5jGiHeWUizWQNta+pWndU7nQslIVMaaeuCBcozVKjunRbEnerKgjjlSBFuBwphjdckNpDgR51mt0VB9wDgHbnZHojEYn3CtSqeX7cdimLLkDdy9oZRxeFsMbGW3OFEvhOXtal1GLVqKW4SQGIaxhlgMjONESpm27So/olWSVNNSSlF25p1CoGvFT3+YRTSVP6UQlLvqT0Mxd8JmRdday4V6+xCMdXSdUmA1XzEhREq2BH+nCEihISt2QERKgpDISaPpxZmK8mgH2DYtfd+w6rrqqUA1gdG8h0RkTAOpBLBFFbySKE064THGKodh5S54/JX7nJ2vaVrL4fCWH7/4EUM6p9lYDuORmKNqJ5qWaVSaeNu2GBMpVu3ujtOOw3AgEnGtY+V62qblOB+4ebtj3a85356zXq2VOozQ9ysQf+rWRD5WV6fTIakHhz63NTHJezabTX3f9z/1tfxCFAFA22oRiqk+/3Ut1TS+gmrayvta6QVBstJVY4AcQVN+lfWme+2ibboYnBUar6KSrvU0tjLEilEWnRRKSqS5VPDPQFQ5qRUVaRRRBqARo5FiCA0rrESyBCIWSYUQJwXNKFCEUowm7xbRdZwo+Lfc5IsT0klJV+nGqQpGcr3ZlvbcmIVZidSO9wAAIABJREFUefu25fTONfRST1dTqcoqP01J3ZWX0I1bPMGdLqy7a9ny2TXg1JF8coR5RwIu5g7FGq0JC8WxmBOApQ8FJa219H1PdAVjIkIgpRljdMWpslhD09TxDoNaZ5mTYMqIYE48AL2BbSUeNZ1X+nRlCi5sWqkdHrYgHsQK7bbFdw7fOpy3YD27uefy/gVt65jnAZMEv254c/OGl//PC842Wx48eEjfbXBGA1hCSDRNQ5FMZFReiC+kKTBMR+0SWsFh2Jxv+f4PfszucABrOLu4BDPy9Nlzui6d3KjOz89omoZ51qwF55WYNk23QiFdSVu8b29HtU95fCGKgCA4YysDbnHZ4dQWl3qKWLE4p9poW73qBAvFAULJFuHWvEKZaIJ3mgzU9Y5+1dCv9EQHpYlaixKOcqbMhpIMRE3LVScY9IqqlltWHL7O38Z7ko3EPGPEIcCYRyTDIjGmeIxxJGswzmOcOzG59Pesf7L+OW0nqtV3KVVchb6wzjtd2JV8Ygzq87jM5vp5uvJapMpKpjJGDS9EFhMSW8M2F9T7thC8e5O++3otU/8nC4D+3PWHED1xFYqRO3+0hMItjrBsZUSknpr1Bs9CDEUTfeo45MTSiK3bzQImY21ACNo5cIexsWx7BA1gtRbT5nq6axGw1pFLg0XwrcG1lmITtodiC8VmAgnfen7pa1/hxYtnvH5zo2zMlefcnDENjrOzM55//Izf/8M/4Pnzl3z9V/4iDy/fY5pGnr98jviJ1bnQrzq6lecQDPvdnjInSo3D870jIIzDwHYcsI3j8fvv88/++FtYE7BGLezPz8959Og9pmnWIp5K9VrU7spUAdtim3brzfHTjy9GERBVhylxR9ltlZRLTFEvGKmnKNVUaLHYKoLJTY2VkZNcmKrR935F06pvW9871itP26nYQokselLMM5CKct2TkIPBi6L7FosTT2NaGtPgxWtBEkd2DUkiIY+KzpqMlZaCIeVQpcIC4nX9ZzxZbOUh1JumLB1AfudmEiNY9MjKVUijmQoeKWo4cbcIJNEWWyrDLedBzUqmyDypEEl9Ds0d1SKnr3EXA/hZJ8dCk777cXf/VgciEHSmp9q5L5oQEKzxpKyn1t3uR63UFkWkFhHn1XTTWv2YJoJLGo5iDZrga5YAGc12WOjiqQQSTQ2SCxpN16oy0DqLcaLsRtuSxWkn4ASco3TKRo05E9JMGgLDs+/x5IPHPHj/jHFQm/NNaXj96gVPnz9lveo57ga+/6MfkpIwfSXyweMv8+zjl0zTNdEZfO+xncUOhsPxhuN0ZC4T2SpP4+Jex3FfmMLI81fP+fIHH7E+P4fomYaJ/f6GUhLr9Zr1ekMIgaura66vbwAV452aMZSstIC9n/b4ghQBcMadlH6FTCQxx0CyDkupHYIGgiwIvkG16WEqxGhxpiEXJXyEPJK6zHZ7znsPtzx6fM79yzWrHkQmDT21Ve6JgcEQx0SeEikoNXdOysrbdCvavqVzPY1tKi5ganHoSRK1SJlClIgR1dt7ZyjGMaQjSQyuXeH7HpwjicpX1RFpAQRBTjO+wZWl4V6oCvUkNaJ4QLmDoKNimBQzgUgpEWsajseB43FknmPVo2sYiKk+BsucLXW3raSm2uYvL9Cd07ri/JgajbYAissYkLOKm9R01ZzcjpbeQQlYQuNbYrRqalLqyFNyNdCYEXEsyVTOtljTMs/qstOFTDNnQtAxymZoi0FwGFMwEjiOAzHBECNlODLR4NcPePjoElk9I8tMEijO4VslSsWUCEXTp3KAzdk9rLGkGDBRcZ+3h5fcfPcV3jnuX17S9x1pjkjjePTBE65evSXkQg6Rnzx7znGY+fZ3fsDZ5hzXF4Z55DAeOIwH9uOO3TAyp5m+jAxhx3ZzzsMnDzjuJo77iR89fUq/Oufs4pJNs+KwO/D27RXXN1c8eu8xu92ecRxxznH//iVPnz4jhEjfb+hajS3b749cXt7/zPvvC1EESlGugGS1cgZlu8U0g1PLLz0ZFGzDGMRqbp+xNYS0VDxaal9dEsYW2sbS9Z5V5+jayh0g6Chh0KqPUVtuVyCUha2kXgRyO64sjjGlUMEvXdedTjkMYpTwY9GRhPr+VAoOOZFz0p25++78vSQo2bqnPz1H5s66zigoqeOsOgMtDbCKpnSpCVKxgKL8hKwjQ87lRHt+F9iDhfF4emHQt5V3CsHth3zq6/mpr3H9fmRKsWpfbpaQlfLOZy1v005An9Om0dcppYwjIrkofd6WajVX1NvfgnXQdEbj5AgEMqvOs77suHhvw55AzupbUIxFfCSbBnKhRDV2iQVCFpx1GmzjWyiRNL7keBhpnGe9WakleNRDoGla1VwUNS0dhhFjbngbrmk+bPA2cczH6n1ZGKaJWBIxR/VOKBHjKjGscRgXOBwGrm6uNSDGObq+ZTX31fxE+17tEPWe6PsVFN206OrXaDcTv+CdQCmoYktAskofY1a/Ptv46qFfWKKtjbEYp0GT1mUN5KhuvxS9AcQU2sbQeKMCIad7ZTEqxhGpM+bSZZgEtiYO1VFBssF7tY/WJCJIpGWRXMGqWeeukkjVxNQ4gxEHKZDj4iRUSDlBUieiyLLKu23JFyDH1ji1EzPxRFqsd56pZ3ZR5mGpga0Kytf9fOG0aVhwAioD8vbkvruF+MRNziK8un3bT00Id+/dE+in71gAzwU4zDmTK2MSMmb5mbilWd/+rV+jkheBRR9RGZYp19VjUXVpjSUrqCLPNkLjDHPKSCN024Z7D7fce3ROt3Xs50hJc31dYs1EUOGWiNH1ZyqEUO1pRdOiraise3mEOTCZkRz1msgFjPMU1OXHiGZmHCdlRM4EhnDNzX7PxeUZIWalkUcl9mAE4wwhBXKpPBFnub6+Zt2cM04jFM0csNYwTbGCpOo+nHJks9liZAkoLadRexz/nOzFfpGPVDkAizIw5Vlz/+KEJylwWBWFWLWtci7hXMaYgDHV+69EkIR1wnrV0naGtrX4RjTswRaQCCwZBRr4XGxReWmxZFHkW4y6uLjWI96obLm2rgZFlE2wahWWA6kEMqqJL8bohYFapeeySFPVTy8Jp3h0VRmiHYR1NZfRqMwUbnftd8g7VpRuTG3hQSVOy6mds55GOd29ebULyZnqPZdP48SyFtRvp4ybu1jS3UKg4urb/ylouRQxw0lDW0o1DKmbD7mF7HJV2NXviBYAUzuApQDdFkjnVYWZde9KniNLqrImLCujFJPp1563N3uOEzx6r+PJhxc8/uAR63sNh3BNcjPF1Rs3QUiRhkaff7F4Y8ghVcq6gmzWabfonVu8nQnTxFjAoaOoEUvj2pNbU6wU7eMwcByPMAeuDztCUjBPnKZWTQFCBW2bpqlAZsE6S9M4rq/esnp4xs3NtQqe2pbNZsPNzTMWl+mUZuY54X3Pql+TMxyPI943rFcrdrtP5wjA58wduPO+/wz4b4CHpZRXoq/efwf8e8AR+BullN/9ed8DNLgi5aQFoESVuZJJw1CNNSyNa3DGEinkuoM2xtB4SwiJTIIquXVeOL9Ysdlq+GfXOZrGYo1eMHrca1ueqWszDFaEYnS3bb2la7xyFTzErOafqaa8CgKxEoOygki5BLLNFKMnc7G1MzBG28AlQVlkWYIokcboGst5fzJTOWkWBP342ye+YhIKhqmLbzWUrH4BIQTCHOtNrtsC6kyuN/1SBPRiX8Qzn/rqfBL8qyvNu43BUghMfe4Wnb7UDkZ/PkCUVamtrHBb5+SdP7eFS8dDYzzGayeYgiOZmeIMhARGu8dM0D9FOE66NPrgK4/4ytce0qwcN+Nrjld73P0DvtWuCwMpRY7TERsTzvdqYiKGaUqEOamGhAHrDM3KY7PBZGE+zjCD6VasVj3OeFo30/gO62bNJUiRTOIwHhSzCXDcT7x6ec2HX3mCt82piAN0fct61TPkCZMLprccrgb6vufpixekEFn1azabLSEEpvGom6eUCEFDTFf9mlLUos2I8hWsHT/z7vu8uQOIyJeBfwf44Z03/7uopdjXgL8K/A/175/5mEPkR0+fEiWQJGubZwvG6ZPiG493jiYlOtuoE2vJhKKnbNsJcyxMYSYXlaeu+o4PP3qPR482PLi/5uKio+sMhogQEdH9UCgjQRKrdo03HV48JlrKJBCqcYeDZCNjGJmZSaIXnrEWCUEPMlPq2xKS1JewbTymM7jQcPTCUCBVJlsxpu68dbSx1e5KKv/7px2L3u0EqEVCFjcmKcSQGIeZ/e7I/nBktzuo60zMJwAQIMwJCZVSXW+6hbW3gJIiciIPwbvbglJUA3CqUXc2FADW2eWQRuG6ortwbrcKKZXTGFNVBhVMFNIyQuWicXB56TSq05Qz0DaUPJNcIAV1Cg4yEc1E2zn+jX/r6zz+8kNKN5LdwOwy0kRsHxhpCEk3PmIMxQd2uyM5TZR8g1Jt23ro3MGBEsxXjrQL7OJATgVnPV0/0naHitIUnGvYnp0xh5kxzKzON7zZvVVg2WyxpfCnf/Qj2qYnBJUt5znw4ifPuDy7YLNaY5IlSILG4vE8uH+PPA28fvla8w7CxKNHD3nx4hUpQtf1WOsZjoHjccD7js36DGMcu92em5s/QydQPiV3oD7+W9Rn8H+/87bfAP7najz6OyJyISLvl1I+/lnfI5fCFANJItlknc9EEKvUTmMtxjmsV9MLU/e9YnMVTwhSTTMoReW1Drabnq5v6boaUOpEkfC6SBQ04SaWoKs9b3BiMcZVtF9b/mIyWSKJQJKZtPyMvuBdV9eVWT3ec+0OEGwuOr9GTxs0gkqK6IrQaMttFt5/Pf0zOuPnXJYRvo4Vt/MxBp1bKdyd5dMdldk8zXcci5cZXT9wGRdydTtOMZNsqZFsKPDK0q4voOCtqxKncWDZXdx2AoCCqBVQlUIVaItSsesvUPInAEThBOxaa2vEebWPT1By9VasmEbdDVYD2eUnKbjG89Evf5mHj+7RrIRRAsUl2pUF5ymjJaeWlCFE9MnF4XxLNtXNtxScLVBGkFtaNtlSYg8rOOyPNSTWEMbANGgac9s0LFBx23bM80yRwjhPOFq61uFci2B49fINl49X+N6w218xzzPPnz2jb84oWVfXUENtc+by3j2sGK6urhnHEe89FxcXHI/TqWt0zpGiXgvqbqQckV84WUhEfgP4SSnlm58QmXwA/OjOfy+5Az+zCIjo/K3tmYIjtrH4zuEaTbdVZpvHGkd2qvPOLiHRItUV5hYBU8eeptWUYudtleVqE89pFl0gpeoiVH0HTXUGyqkSlmrYZpZMNpqUbKyl2GVGtLUAZJXYuZq5l0FSoViVnM61HRcxdUtQga4KBupNlt/ZGJSFYHf3Cct64ec7vAKNLstVKlzn2RPx5/Tr6l93gcF8Z1tgbk1QeKcl/+ntwGmBWLEKVQtURqPVmHhBx3ZLwWTudALVnYnKBIUTAYl3RoI7WRIV21BLsOrEVJHDu/iE957Hjx/RtMI0D8xVZVeq/VornhRWTDX3MKdUwbWWUoVghkLrrToLlYSIOk455/Dtlsa1lKgiqJSVjDWNGmVG0evIWEPf9roZykm9FIt2Dt63rPsVN9d7PvzqI1y3JsaROR559eqKi63QNSu8aXQYSpkYApv1GlNFV0uXtl6vSQnGQaXYpahZb4zhjpeBYg2f9fj/XAREZAX8l+go8Lkfd3MHNN3HKRne6QzddA2+dzins7K3jsZ6nLEU54jWEJdWuPrCnRx4BayRGsJpagEw6ipUdE1XpM6jdb2o2QJafZWHLyi1PZONXqDZ3FmjVeGd8VYv+AxkOSXBlNqYkNS0s/GONhdNHioaH64pXYvr7WmTXoNSFO+uI7E6AFYE3RhDkcUnAEoV2qTqwrMEmcS4FIl8AptEAJNPTfiSpJSzOhUv2QinLw5Qf467nUdaGntZbk5OrYpU5qepb1dRaP1F6vMnUt45wZdVKhRlVWN0Jq4CGWJSj8aKhpRiQIzyRkpRolQjdBvP5rxjiDeM847kJ0wszGOi0GCco3Wd+iOUBEm7tqZp6nVQsFZlyPM4Qs6UmOpqWliv1jS+JcyBOajBrQquq1dDMpDAFktKjRbYELmjTcI7x2a14fmrZ6y7M7b3WuZhYne84cXzN6yaSF83IRnIOXAcd1xsN/R9R9fXuLYYWK9bmtYzTiMhzuSU8K4jxKBsVzE429LXANNPe3yeTuCrwC8BSxfwJeB3ReSv8DlzB87WTWlNwHsNTWiayvP2t0i5MUrOscZxNGorPs2BPEdc0+oFL2rJ5KzQtxbvoPFqc1WPIhBDpmMqXtH6ZOiKpSkWh8eaBhFl9Yk1eDG1zZ7JKOncoKYdmciYB80HNAUxecHf9bQvgsSCGTLr1tLiCFNhmiJDTFz3ulmQCpWX+nNmkyguUWJSp95Y/QmUnoRvWsSoMYjeV0JJRhOMJs0zHIfMfj8Tk1qyFUlYC23vsauJtl2pO3FJpDCRDZjiqiKy0pTLnTaylNOfUgpH0TWd5VbBuGADsXYTC9X7VGwSVQNR8CvVAWQKsagXQUoa5d52La44fHYqyQ6F8WYijKojCNGRckMult0w6gVvEhcPOp58uGbwzyl+j0sjpEyZDGFqiNX9eX1PA1Zb45hQF2GJnIRYjTR0psMTyCUzHnSj07SZzSYivrA6bykHHV8bm9lYy+E4AYq/zMfMzfVbrG2IIbNaXWCKMA1v8N7TOeHquWCOZzx+8oTN4/d48fI5Vz/4Jg9XX6ZtLYVMlBnXBp6//VMuLs6IM0wx0K5ahumAjUK7NmxtS5KZ16+uaZihMktjyAxhoFv3v7giUEr5p8B7y3+LyPeBX6vbgb8L/Kci8ndQQPD65+EBoCf/+mKN9wbfWLx3dH1D1zWs12uAW/57KGSbsJ2hpSV5wxgK5xcrUkqM0xHrcrVbNjpfl1S5+WoEauR2XqKAYCm5Hu1YjDht9xfnWPRzTVKwqiycBArTfDi1siJLUIn28daoOSYOVuue0hrClPFjhGHmqs6LuZJaE2o0oqeq5hFIKdW2sqLvIkidl4voGnCOiWnMXF/dcH19w83NDTc3ew6Hg0p2RaPJ286x2bZcnF/g28VJh1PbvXgN1Nf11EL+lGSYcgp1uevPZIzRltrU1WsRktVNxlI8StbQ8jSD8QYxgjf25OycSibMCWcM3uoYaBqHLw3Ba5LONEEIhpi0HQ7RksVzcdFzcbGtr5gyIJX9KLUL0ll9t7uuHYwa2Hhva6GPdb+ufhPvv/+IeZ7Z7XYMw8A8Dfzo+98jRpVjr9c9zXrFMECaA9vV+jSTD8PELhxwYujXPW/fXjFZR1n1pFg4P7/Pr//VLTnPfPz0FfvDnn/0T/4Jf/3f/2v84Mff4Xg8YJ3QrRq++st/gd/6B/8n0+6brFcbVqsVZ+crnj694vmLa5qmq5LphgcPLtnvRtq2o/E9OVumIf6ZV4Q/lTtQSvksy/G/h64Hv42uCP+jn/f19XuA6xybs7U+sa2nbTzWVxFMVKAs5EjIUU8OUyhONf9ehBDHinDrnt5aiHFW12EypboPq2deomRTb2a98TVK2lBUn4uxTnHt2k7nXDPmTD3VKrCQwmLUoKtHbX9vASxrChRN40mYChRoXnyaAknqepGk/ASbq8JNwS+T1bYbFgOURCoA6q8YQmQYA8NxZn/YczgcNQB0HJnnue6blW3WtA1tu6Lrew345LYALCDiAiQuWoJ3NQF3REJVvJSzqvYWKCGLml/mBRPIyvI0OWuBqGBfiZHW604dUQl4EUhRW3wqCGiMxRmHtFXebQwpBeagX8s6Q0xV++AdjfeIxFv8oI5QC4ZQeZ3vCKUAuqZlifYK08QuZ1arFcYYVv0KZyxHGbm6GRjGA+7oSPmM7XbNdrtmnidubq5xbnPn+YJ5nhmGiRgCJmUGUZGbMY7LyzO263NW6zWqeUj8vf/j7/Pky++xXrdYZ0kRrt7uubx3Tg6FcTooJyUH1puOcDUzzQMxRpqmY7NZM44zhcI4jpRiSVmYwy8+d+Du+79y598F+Js/72t+8mGMYXux4eHD+1xcbOm6Fuf1pp0mDaJ0s8V6S5gjTQf9rMk5wxyYb466H5as1FEniBOGaSDTqitRSdVDsJJKMKSSdNWFVXOG6t5aql+bqft3g1qJLUi0noZ6osWTUENnXi0SC4GG2gprknAuENPMOA8cx4HxENQyfbHftgXjC8YZxAomKRfAVFGNCnPqqZq1CEyTOgYdj+oboDl5MyFo5+S84g56g6i0tW1bjUnnlsizcAQ+qQP4tCKgcEGqN1YlBNUyICLK/KSccAG9XWu2QanFICRoqaPVraowmIRIYOnAlidR2XMGKY7JJiDWon+LY4hI3bKkE3npVARqITCCUrArbXz5Fr5RZWpMUq3NBnKOdH2PNYuRa8M6CSL5tKPvWsd2s+LifIugpCtjhL5rESzTOPP27Q5rHF3b07V9VW06VqsNodKU16stv/SVr/Lbv/1H/Kt/+V+jMDMHjS979uYVT97/kN3NFYfdjuOwI8SBJ+9/wDSN7PdHYsxYY7GdEtxSLIQwY0QL/896fCEYg9ZZ7j+4x3uPH6hWu2swRtR99nhQd9xQk3pjRsTrWitljuNEat/gv2eYp6iZbZwgNlXoFW1N88kpSC/GXBZEu3YCRcgLAcc4rFUShmHZ4RdOhvWVpppL1f5KOZ18haKxUMsFmDMle0IIDOPA4bBntzuwv87V+1+7AOPAtRbXWKw3lXijwKPFkItBis6cOalQaJrUOWgpANM039kMFFQqbHHW4b1iLd41WF/BzloArLXvFIC7wqBPdgFLEQRRNabo830iBmVdr566AzS1+DaQVYE+CicXoFJDY40JdTavRKOimwukmoDURCZjgZCqYWvhFLy6eE3IglMsews5bTKQUg1llu9zKtd4pxhGmCfGcUBEDUFAcFZ9Kg0rhmFQb8Uwk3OkbT3r1Yqb3Q5nHV3TsuqE/e7I9ds9Xduy3W5ZtasTicu7hnmKiExsNhu+9MFHjMMf8vLFnot7Hd72hDhxPMx89NF9nCnEMHIcDszzTL/q6PuW43FxaNYwVe/dyc/CWEPXdfV3+PTHF6IIeO959MEj7j+85Oxii/dKuogxIB6a0CgFNmvGfes3lFKqN9xMc2/ND370Pd68ueZwmKtTT6BtWz1hs63jQBX+lAzVBEufAnUeKtVMRG8ch7Xq1V7IJwKNMmrLbTGp/HApShbSOBgdAVK1CyMbcjAch5ndzZ43b694+eqG11fl1KUUybjW0q1bms7RtA7ndSuyCN+lGPVBTIqGzySGceJwOHLYHxnGqWrK4522fqEie5z3umatW5PC7Q3vvf6uS4t/V1Pw6d1AZT2KcimU0isnItSCHeQaxiKlOigteELQ7soUgxV7KhqmUrVNqUKrnMklYNJtMpLzFt8Y5lBw2EqWqq3+cvNTvSlq4EutT6fCYuu4o05NGgyakpp/tM4xVtJSGCcsmoZkRXBWsH2DMcrIKzlyPOxUsGOU++etpW0a9aRM0LUtZ5st2+2W1rXchB3jMDHPkWkKjGMkhsL5+T3uXfT8w3/4u/zar/0q7z+5ZL+badsNFM92e8Y4HjkcBvb7Ua3J+7YarCiIOU1jXXdq3J1ex+YdzcMnH1+IItD2Le//0hNSCtwM1zBU9Z4UxvmoJ5qxuKZhvVpzcfFAz5ZcCDFw78kZ5xdrfvzjZ3znO9/hxYvniNF461Ssntl3LsJMppSoYCHqSZiLRb2Oq9218TjfUkTz+2yyuhaMldFYcYFslMS8dAKl4gJFMjFHSp4p0TAdRt6+PfL8+SuePn3B05+84cXHWjQSmf+XuXd5tW3L87w+4zUfa+29zzn3ETcy8qWZmBbaEBsWFmJB2RURyo4NwYadEtGWCP4BCbb8E6pTIFINEUFEKLSnkiUipJmIWZWVWRFx4z7OYz/WWnPO8frZ+I0x1z73EZEZmVmcGew4l332WXut+fiN3/j+vg/xMB0HXnx0w3wzM86amTBNI6HdrA5HzYUcMxFhk8r5svBw/8j5tHA5J7ZYGhuvJ9N4QhhaB6DRVNZ6wuChjfz6VsB77XxEZM8ngPcf/m5OYaS0DqBZuhmnhdFaVStap1MSLGbvmJoVVq3IVjHF4mmOzFbHgoNTcC4nxSlSipRU8Iza0Vg1hnG+bUWqY9suZDFtojSRydBpy52Z0EeYRrDoaDCXROoYRyt4l23R/y6Fj1/csSwLVgpTGDne3GB84PHxkbOtTKN2q8v5ic1axmHm9jixnCNvHk4sS0Kq5TiP/PAHP2BdIq9fv2aeD+Sc+P3f/31evPwI5wJv397zO3/tr/E3/+bf4B/8L/8b/+c//APFyoaZv/23/y1++pOv+c1/7shnn33GMAx89dUXvH37lmEYuHtxw7ZmYqysy4VPP32BdZlhFB4fLvzxP/niryaa/C/zEODdwzt8UNso7x3zYVIaqdeL6b2uYlINr9+9xtBdcoUtn/jsh5+0caJwczNxvjxqtqAN1ALblshZ1FvOWOKWVPoJe+tsjYozhmHQ0dC67M44up90aKxYbDPhSEmZ3vgaq4XLSscDmpWYs7oUte1E57n0mblF46OW80KVxJY3bsqxtb2mWUc5nNGtS4mRLW5cUmJb1U1m2zLn88K25V0rMI4jJYsqyIy2hoeD2ozP84gx77sL9yJQa91BweeYwXvAYVtRay1QKtVVXPB4q3P9WipZlCkYnGfA6kMdEyVlxmQ5P13IOeMGjw0dc9GA2c6U887DAGlRcs9WNi0u1nB3e8O6Zj755GMeTw/kkjlfzowHOJ1OqvI0FeccYxiZjzfEmLicTi3y/Mp2DKFLb7Ububk5cDweGMfQfBgy5/MTYZoxVJxtZqlSGXy3abPkXDkeDjg7kOM9sVbimnh6eGSBj0ldAAAgAElEQVSaDrx69ZIYI7VqqtCyqqX8OE78yZ/8Cbe3t8yzoZxh2+Dt/cLf+3v/E3/n7/x7fPHFHzCOtt3ngS+++JLf/u3fZhwEqdqV1KHw5Zc/YwhHgtcu4fb2qF0RzwPEr8eHUQRqJaUN61QSGZPAoq2ZbSw2pT+2Pa5XZ5xSdD8tTv/94ebAj37tR8w3Bx4e3rClJ6XnOg+2IqY22Y9VQop36kYknTlYdvzAot+Xqi27WoCZphjkmlLUiW76SdqNVfXvulVYBcFfmZFOjUFUosbO/KPQtg/dWVnBz5yzztyxlJRJcW3A3zVQ5D16cKMZ9sw6tSiTZ25Cdif4XCXM+vBePRNkFzJ9W9yjxh0iqoSUffzWxqTN9ps+1nTKD6imUoyeY1Ns81RTsRFN11ANem5o+/dOUmo4oaCv79o5HES3MUMcqLWyriu3L+/wfiCXy256mnJiKEULYwqUzC6lNkb9J61zWKOdkdRCyQmkYE3TMuTK+XFtYLGyCsXpea5SyNtKGGYua2Q9rzhjGL3jvJ3xzjFNQXlmHuKm485aE8qprKS88fnPHvjRj37Isi5a6JfIF1+c+IM/+H959ZEholvZ4+GOt2/ecT4t6iGAJaUTIrkZs5yxR8fxODPPR05/kRHhP4tD0eYrSFWlaG69KHsLrt53zhmcC5TmAFNqBqe23iEc1O99GBhHzxdfn+k0XR3vNfPPlvbjXMCIRbJag/cIqloLWDUG7VLbWkQf/G4YKlYxBIWnkc6c0zmAagQaHdcISjRq4JbqBWzjKSgy0XEFnVK02LVaNJ8+Zz0HxpJTYokbWy6kjAJCRRl/nc3YFYhVLZiag9AzcK+xAbVgyD4S7CIgEXnPgLRfm+5sLCKK+kvFSjd6MTvI9lxMpGEjjj4/6BLm2rxQtHbow64puwVnfCcffuseAfYMR2MMZlCyUswzuV5Ylg0RNKK8bnTMT2olpk23DD5QTJsUqQ8awYfGy6CRoiq1aIy4axhHLoW4Le08aIKRGJ0y1aJ258E5nElYa5jGCYPnPK4c55khOHKNDKMFXIuJ69cgs23LPu8fJ4/IDVtS2fGPf/xjvP+I29uZEALBB+bpRmPKqmky5JHT06rRfTnjnG/vf9yt3L7r+CCKgLOWeZ4RKeopgM7RrdHtQWej0ZBfKnpjN1ddaiJXCyWC6DYhDCPODaRYEBm1EBin2X6mawm8Dq8kk3LUFNgUsc7jXSMRNTS+NBWeiEVPWwvoID+jv7YbVWqjEOuNbdt2QqPGGujoPUK+0mV3Qp5cXYcMe/xaC6ElpsgSV5atELMQNw1jiTHTLaf7+SpVWhHQSUrXFeScyYX9Nfs+f5cwt++ptv39kWH/WVu1c0hVg2HEoLyGJovenZFbUShFi3bKiRIzfjWUJHtQC30EW+V6V+o+7Fqs+rSnpR3ZBniGEKhUzpfEtilXYhgDwoQmWOnrlJKJKeq1N07Bs3btXAMNg3c408xSa8WFbueutPRo1cjFWrBGi6sWfaVNpbjhrOEwTdCi2Y4HtRMXycR8YRwmxsm2zlKTg4VCTAsDQpWsBrmDZzoMhGD44osvWC6JwY8YsfhgCf7ItmZKhjCE/R6y1oBXnkyMCyHAz7OP/yCKQAiBH3zyA968+Zp1u6hqC0tcV0pyhD7f9gPOBS7nTcGvqmBclozgeXx6IG6VGAtx2zAm8Pi0cPviyGRHnBckWzABxCLiyLJRaqQkwW4ePwxgDCGAs8qYU12QaaBh0H29M1iTKRJpPauSfkR2NyG9uZsXHzRVZMCFgPUDhtja3Haz09htWGpXUTrTgjB0NVvLxnlbOJ8i61ra2DE1ybAFadHq1lNy0m1UEVzKxNRHihvG5b3L6g9slxJDp9Da9yYDz/90NSAirDESS1IWQAPfekdgTJNiW0tZC2vcuKwL6RzJ9yvHmyNlHHBB8QrbSNcanaDnpN/Zsm/ZKltaSLkwDIYwjwwh4IeAmMj9wyOvv37Db/7zP2CcHFu6qHOQsWypcrmceDFp3Hp3IxLRbslKN5GZdoHO0IxOAYo3GDeho9XeWdVGE1dR4/27N9wcP+LF3QtSKpRsOM4HjMC6nThvr3H+JfN0xFh9mFMSUqpc1sTPvvgKP2he4TAOvHj5gvkw8oPPPsIy8/hQWC4rL17ckaJa0PljYDkntm3FWc/hoNdOcyYiITiONx/4iNAYwzwdkfo12xph1HScWg05ayy3GlT6fSrQiwCO5slHs17WUVXcIq9fv8EPhU8+fcGxzkoHtqJsQVEOv+RMLYVKJMaVGDeCH3F20Cgr67Tqi8O6AVeVaGSKmohKPWl6L4ZriMh1722MaeMu2ggSrntlB23EJVKVAdlAJvXWaxkMfQXMmZgSMW9scWNZdFXvGfa1BqUVmw6m+t1irNRCbjLj5bLgfFBSVX9Yn/kI7Ku4/fZYqbv+BJR2XQFJOi1Qs+9roYDrNiflTIxRU3WXlXqybNvGIc9YUackMRbvsmIFmNZh9R7reohUze1LkdVcyEkI44B3nnGYwOjnHMbOGi2EMDLPOu+3ZNUxNNKVnp+KWIt3autm2ufooGkviCKlAYmuneNGeSZTivDixR3jMOG9w/sRxLEumePxiM0ryXiMzaR8IRehNJPXcfKESbcCP/38C+VueEMpOup++27h9vAxzmgOR8mWly8+4bI87vJ47wdVytbaUqcW3RJYeP369fc+fx9EEVAgphK3yOV8QWphHFQx2E35S8qkTXPevPVUEqlUSo5Ut2A4trGikj1KER4eToQhs66KxhrjsUZJQim1PZ8kbLuAJWTdT9WyA0q2jbycVRmzuGEH1KpkUtIUHD10L16kqpLMWTVDFUfNDkPXLNDwDr9vJZwATmmwxllc8GSp2JKpzZk458LSVtNljWybuu/GWNFUr45Q9lW48R8omv9XihaBdSGMFVeue/je+n+zEPTj+fcMhjkMpFpItZCbOEjHnbLnRTzfEuSUtHCtkW3J5LMhxw5oKlhrnSEwkL5z/3rlLPT3LKJAYC0b0/GIUHDeUyRxf//Iy1dzux9U7jsGwzBMuHTR7YSSLymlF69CShulXJ2WUtp2LMQ5BTM7qGusJVhLmGcOs22FxXA5Zx7eviNuhcN8R3COvEWsh+Ox2YdRcM6wxUwpCWcH/DDjbyZ+9dd+BYDLsvDV118QQuDjjz/Cy9S6U2FdEj/44UseHh5Y1icOh5Gb21tE8s612EFcq+fv+44PpgjEGBsVUz3jb25KI/voqqCeeWqj7X1QO7ESNc/NLszjkVoKMRbWNbFua0OLIzmpBRiwn5hdMGIzpsly1fZbQbYekvkcLHPWUZ1DUETadrE/bYF/BrZ1ONtYu8+s249cW2rntAg0DgO2KoOurcqlcfqlyXRS1hVui5GYUpMOq+lG1RF9+4w0Cq2lFH2PClX0z51IWceXz8/HbtjxjeN5Qbh2DkoP7h2EbYlCBnZxUT9vV58DdTlKCdhQUlO5vq61Shz6riLw/H25LveuhrhltjWr+7TX0WwumaenhZvbgemgNvTrmq54hrXgbAN3r2So/uDnnJuxSdknM957hiHgg+JEuRTI2n1O08A0HfFuIGehliceHxbu7x9xduSTjz+jFtfOlzomq5nsyLKeySmRm6HpNB0pJZGSIqcvX95xuVx4eLjns5c/aLqQC4fDxMP9E/f3D4yjhu+sy8bpfM/t7S3DGPCLJRfNZHj58iVw/53P3wdRBARIUoiSiTVBhq0kgtMQD2M0WGMriRwX5vkGOzhM0Rshx0A2lbhG1vOFy3lheXrCSeV4vEGSEJfMEArW2/cNQpp0t1LYyomnRWfVzgUO8x3ejmienuBEHX5TrcSSqWXDiMcygsmIM1iT1PNAdNQlpqiLTdq4yMZmE8lVcoA6d0GNtp82WPyo0umaBWdsy1RRcG9dC+dT5vROWBehpkaFrjR9QXPKbW26ZjeWhnQLcatYA8sp4T0MY6cSN/Q7x+t+vgF82up2L0O7y4YTjqwTc4XrjUaPGwMl5v3zUxVkW06F9STEi5BWyMVw2hKvjGCDIUwGEyopRZytjb59pYAbV7Emg6t4O+DtAZGASCGXTS3UBIz1BDuTS2W9FKYpMA5jc0zK1Hwit48kTruJUthTfXsIjDXN+juorap1Buc6DV12O/giQioVkxK5AEbHhn4OHF5M2AkIhTA7TaoQT0qZnLIagzpLOB6wLmD9yLaujIN6YUgbHVrjqVI5LW90C0ttKVaBm9ujAoFYUq7kbNm22kapE6Zk9UpM5tsPXjs+iCIAkChUC8UJW02sJTKR9R02lVqphS0tDIcDZnA4Cdg6IMvEthS2y8r58ZGnxwdOj0+4Wnl5vNOick4EPzAeg8JBpoJv3AHT04MjqUZECtNwo3s/N2JlAGyzC8vASi6JnBaMBH04UFckcYDRlUxE58elVJZaWSSymkz0Qh6gTI1oJAosOe/wg0p8pTmbp6r2XykVLufE+Zw5PVRy7A/ndRW1YtQ7nzY6BWU5tr1vakj8dsm40GPGLCF040/VXpi2YhnjlfNnesqB2buMhFe71ebV2PkB1tBAzEYnxpBj5fJYWJ4q6xnSClQ4b5liRHP4RsAVJG7adouyHvvoxPiCo2Cl4M2RYG9wNuB9xljPtmVK1gDRMBwwWBVo3cJhDkyjI+WFmC4UO6nQqEmeS1JOhB9C6/yaaMy2PIumF6m1cjpvCuMqM4wqsKVMzAvIivWBWBNutNx+dINzlmgWbo+BAU+Kmh4V15X1EhnHW6ZpZhhnrBv4/OkLDvMARu/3lAv2xuO84esv31FFt27GRfxw4KOPX7Gua4uhB+9nYjRNyDRSq+FyUTD4+44PoghUqTtvexpH1m1Vddy6cDgcmseatKGcWitZq3PscRy4XE4s54XLaeXdmwfefP2ap8cn5sNE2iBvkDchR8EPQjEZqRmRgphCNc1zoFaMWHLeiElBQqbO8lOPeE2ztc8Q8Kt5pjNmR/d3iY2om1HbMO7t53Vb0Gb0zuyuyr39Tilru7upeGpdEusaVVrdOAnPPQH2Q3b2UgPXu5zqm62+YhjSmThY+uizv8z3Hb65/xTnqM7Tg0eVSOQbSGqQIsStsK2JtBVSFFICW+rVUh1zfb/wjO57xSCstc31V6cP3jvVzA/S9v0Ll+XCtm0aKVaFmiopCiKOYdD5eq2aH+mc0w9YhY0VI8qDGMaAd90UtVGk0Xsg5QTnrXVH7fOi8+OeC7GdI+umQK20BCYtjjopqa65QzQwVp2eV5xTbsB8GJuvYqGURC0Zawy3t7ekrRCjjmnXbSFcPEOYdqJXzj1+TcFxJeElYlRNyfdey++/zP/sjq5nH8eRaZr2i7ksjmmamhOvtuK1avBiCBokqbZQlbdv3vHu9Vu++Pwr3r6+Z7lsHI/Cxy8hjYZ8MNSIxhIE8Oo2oVEFot5yyhnYyGUgxoVtO1HqHdD3vqhXQe6FQFVqHUMXY9HA7G4Yer231dRIZ81W9AarNe/ttbPXAtDn8SlllsvGskS2Vcd7OYEC1t/f3v2i45uy4OffR4xaeLcCpXhCKyGNLNULF4D3ashSEHLpoiXfbNhbLFoS0lbJSSPQqih+YZryR7kFTqXUTm9JZxw911TxDOWJSOsMRAreW2zwO5ipE4OVbU0ImVQ2LmfP7e2BcHckDDeAI9cNa5sXQrt4VTJIxpuB0AtEH1G2N+Lw7+U10grVc8jNe0dddAExxjOGQCmZh4d3WDaQhVIKYxgYh4mH+wvn84mctRt8cXNDLJktRbatsWJLIa0bn336K4joVOV8PlNSxATfPFeVyj2Oipd1VeUQHHe3N8zTCLz5zvvhl84dMMb8p6h3QAH+RxH5L9r3/0vgP2rf/89E5H/+Rb9DRB/sbmTRqbA55d0T/6oMM80swTBNTumYw8DT/SP3bx85P62UZPDMnB8T61NlDJV4EPIBDRodnKYL00JPSqfNFp1E1I2UL6zbiWU9MTghMGBRrXjfP+ZicaWoI7Guhei60cQzpvsSqn+ht5VgVYnmn1FjnVcqdL8xa9VpRUqFdd1Yl41tq8RIM4/st+c3R2eNDQjv/bl7APBcEdh5uNfO5NlV570i0/z83l+uBWO7Q7GhNuxAsmBaIkItuo2Ji6rkalGVpqU2slTrAhsxyjvPPE9sW0SwO/lFP4ZFPdCUvpskklJkHB3DEBrK38I+LmdKLcSUuJwTl0vhLhnm+cBh9pwuX2rRl9a3GfUhQlCL817Vy/ueClUq8zTvb6oXqU4pB8swj8SYSDFhnWOeR+Z54nxeyCUBuaUTiU4qnCXGyOX0SNoiH3/6KcF7jB00b9JWtk3Yto3bW/Au4DwImfv7R3JJWGeYpkHB2lbYjLGN83EF1X/pIsB35A4YY/4Wai/+r4jIZoz5Qfv+vwT8+8C/DPwI+AfGmN8RNZj//kPgcrngnKEr2KxV0c3pdFKq5zAyjTPee+7fvWvoKUzDwOAGXn/5Vve6deIQZsQ5Tk8Ln//4nuWSFbWtgpjK3ZgxvuJtM76wXhF8K9SsEWWlXli2d7x+IxzGOw7zLYcmIfVe48lq1QyEPfkHS+myZGPxDTDzBWqAFAzTODINA/M4cHt3yxAUdXb+aqKyLGpgqd4AqnY0TcZaDW3MeH2g27l/VgTM86dH/2htyfvS4E6BpvOdMJ2f03UPgsZz7yuyvnwtW2NI1v3nS0L9DS+ZuBXillkvkaeHC+eHyLZVBc+KRSw8Xc68fbhnurMYf8PhZsCPA6kURKxSr0U/r0MTiMSo1ajUyvn8SIwbwzBhredwmDDmBcbAshhSity/W0jpDcu58NkPP+HVq5cEO1DqhkEYQyC8fEFoDsnee7yzDYPies6qYLEMzvB8O1e6oEqk4QswBoe5O+KsZx4dQ7D4uwNSPVJCU2gmckwM3sIUGtfjwtdffs7tixdNugxTCASn24rL6WH/vbVWBi+UdFZVaFNYruuKC2pt1ycca4rPHLC+ffyyuQP/MfBficjWfuar9v1/F/hv2/f/iTHmHwF/Hfjff9HvUamjazPmq5Bl2zatbsbCOCtPPG6I9Dhzh+TK47tHLBNUJRQhDiuFd2+eMAbGyTPNnuloOWZwrpkuWEMPjRBMCzatCIlcFs4XbWuds4yDwYaOnGs3YY1p6UDqqq+QUmPdtZ9ROqrgfVWaq/eEEDgetQAMg16wnNN7o7qcM9dIcrOPGpW+/L6X/Pujve/oEN7rAuT9n+nF4FvX/vr37+8+mqRYl/K9ONSsac7rRTXycU1cThunx5VlSeTUjE4wFCuc18Tj+cztaWSYDXYQ7uZRx6pVz6k12kkZadwAwHidyS8X5ckDDMOs6tN53k1Vtm1lWTbi9qR4kJ84Hl4pK1T03znnGA9eC2wpuGf6iCxQi6Wavh2qFDTDki76qqLtWROV5ZSwxjGPQYHDmolxZRr1c4kJzMPIGDJPpws1V7wFggUpnM9PTNOIQe3OundjGAZO55XSgkWNsUyDsgJryVgfcC4wBs0g7LRm6XelPN+0vH/8spjA7wD/pjHmd4EV+M9F5B+iGQP/x7Of67kDv/BQdLqDYh2tZp/Tdjda50JjDCoDzWJ4ejixLitDGHRmnlCBikDaEsuycj5fOJ4D6+rIKYDN+sC3EAvTkG/rDFYEUFZaLZrzVmpCpKDwfzvEPgOw9KY1xmEJjQTkkKpee95bnCv73t8Hz9SsoMYxtLbQsG7rPnvvhzXaBmsysdEV6jswAenLeesEvkn4gWsncKW96vfVHVlFSKY3EqIFr2MBVzBTpc9gm4ZDcYqShZKUibktiW1VMHNbeySavj8DyuhPsKwrl3XhsAbGg9eV9dkn6p9UwUIFXK3pIGFtnv4Rmx3OKn9jHEdSSqyruvCsa0TkzO39heWTzKsxYN2IplML4zBhKfsc37ci4ESLVa2COFFmaU3XLVZVu3ZpHphqH5cJw4h3Om6MaaNuq24lqTiEcZoYxlGB31U7kuAdzhq2GCk5UZwFrxkC3RMhNB5EbY7NznlypI0clb48T4fGoQFER8JD8PBXUAQ88BHwrwP/GvD3jTG/9ed5AfMsd+DFqwPGqP69SmYYBh4fHxlGT0pqN1Vy4XQ6Mc+y89vP57OCgX/yEyVqpIxUrwYk3rHKxjyPxG3h3duEDRvjbeHleovJsfn5hUbOSRgrzbxDBR0prUw+wD6XEL4Z5GmdBylNrGPxzmO9su+WdWWLK94P+PHAsEEI2r5OY2KeTTP9CEr3lEJotOEQWjeEKFegsMeM56R96jfdYqRKC+cERJQFaHTl1YX7OXHHNrcmHRP2hJ0q7wuR+hiyM/s6uSfnszopY5tfQ2Y5J54eF9ZzZluLfrUiUDPvFcwYM26ANW6cLxcOq2eOgWVdNEZbHN2pX916lBCDseSke/VpHtsDWVjXC90ZyjnH7e1tA1cjT7myLJGvv37HRx898IPPbggukOJGLpFgAqfTkzpdu+5QrL6G3rIXwVpa/kHVbAdDoTavgVpUcj6EgG+voRwMR86Vbb3g0Pa+G3zkuGKM4H3DpIrho5e3vHs4gancDHccDwfAcDqfyGVT2TmCiG43D8eBbUO3Ezkyjmo5llO3vVMwdVn+8nkCPwH+O9Fl4feMMRX4hF8yd+BHv/6R9P2LmmRG+iK2M9qqugGllv3nW4x0jplcLKlW1QFkrbjWCM4LS16hJgqVLJGUNmKeMBQcFaVwdHrrVTKrwaa5pSNHYlrYtoGavarYsto3YRzGhiYXVmKQinky6jJ8AOPYYmFZI+sW2WIi5dpCR9T4tDbNv5JRMrXP+b914jo/4OfM767n+Lqn5X0MAemvdd1K9FW+/3cpCm5qW64WYurvICBevRVyJcXKtkTOp5XT48K7t2fimimxsG2JlPrv7f5/IFo/KFLJUshNxr17FrTxZf/5djMAyoT00EJVUXCTZtYqBinNNt7qwhLjRF2E09OFn/z4C379V3+dV69m5imQs5qUHA+zTgho8uLupS4gxewg4mGcFLwNGjZqrVFbL4mYItwcD4QwIEbp43ofNGKZcYh4ZXcbwxgGVXjWrpxV67vDqDiAN4ovHG7umOeZx/NbYmycgBzJqRdw1C6uGvVBSBpCYq1nGkcOhyM53wB//J33yS9bBP574G8B/6sx5neAAXgN/A/Af2OM+a9RYPBfAH7vF72YSGWaJs7nJ16/ec3pdOZwmPb9sXrir0g1bFvCmsA0TRhjuZw23rxbeDqv1FKR5ro6hoHhaBndBT9Zbu8GDncGN1WyZEwVSgZTKtYVgs84n/FewJYW/+VVjpw2luWMJzCGqd2UOk9+XFZiKXtunzGGy1YaJ7y1iLny9u0Tp9PK+byyLCsxFpyZgEopqljbto1t6xc5P3toO2mmo3b8mSeEe1RZVWryVRIsbTLSLcZk/++ra3K6sgSbhZhpop6yVnKpPD6ceXq8cH5aeHw4c3paOD1o+o0xO51JBUIN7jfWMIwjwxwx3pGlsuVEzAkXfONAdGxHGXumhbsYqYq7VBoNuTTeRG18E+UNUMHYyt2LA9McOJ3O3N/f8+Of/Cnj7z3wW7/1a/zwVz7leDhwudwzzY6cFiiC8baBHLW11T2SzWD9rGlZwCCB4NR7MFhLzEk3LNr2YIHBghsDY7CUTV2Wi01M08CL2xumMbDFjS1GDOpSlGNkW07EbWVbV+7WhLWOw2AZvCfGStxK2zJ3ObOOd8egU6pq1cA1GMHUzGD/Ap2A+Y7cAeDvAn/XGPP/ABH4D1tX8AfGmL8P/CGqqvlPfuFkQH8Jzjm2bePSAzPgPRvsUmpzGBamSYG02rjw65qpqOpMbEWcYAKEQ+BmCsw3A7cvDty+nJlvVMtvXF8dPTUbbfiNYIyCPGo7nvX1pOcDtn1/Q6o1dShQc9Ys+mZ88vB0YY0bKWaNi86Vd/cn1jWTovLnpdJazatev5T0Df///QQ9P1k0RI5f1A3UqqlG+0TAPP990mb59T3DEWm6eHYMoK2M7Xcao0VlPevne7g/8XB/4vy0cj4tLOdESXquujFoH2nq0RiJg2eYDcNgm9LtG+zHTlXuhCGj+9u9S4DG1agU05uEVixMbdiC7punaWg4R+H+vvL2zSN3N/cc5yPzMGDEQVW6tzEFIxpxL82H6soYMKR1uxqwtM8VvENGnfD0IlB5H6y1phdhoeRMrY5hHPT+q5lSdMs2jhOX87YDqFIKy+XM7e0LhKIdrBOGQa3uajGkVKDmXftijWMIfi/aOUV+3qrxF8kd+A++5+d/F/jdX/S6z49+4WPc3kvB6UIOfd2rw00HimqbBecCfhja6CjjrDBMhvFoCMPMzd3E7d2Rw+3MdDviBpVXqjzXNX47GiZKMxI1gPUMrjSQr5t16DYE0ZbcWE8Vw5YKy7aphPntva7qUYUgpQhPp41cREkvtHiudl1qfeZs9Mwu7FtL/s7s+8VbgXYtnn217va97z37el4IEEy9bhH6uLCTdgQ4PS7EmHh6OHN6vLBcIuuqMeHWqh+EMf3BbgUEaQ+qxXpNmRpnwzB6jTNvhUDZfI0X0pGEdr7UtPR6TkwjG4k0M42dEVHoEx/rlIlnzJ3eM4/veHq88Phw5sXdEecDho0hqDFHpSqJzEgromY/DynG/X5VtF95EhqZ16YKtVCbMlb38DpA7s5UJSdydoyjSn+d7YQpZRXCs4JXKykqS7HUjEjGoGNq74NuSaXL4yslJ6zXRdVZp14YraP+vuODYAzadrNsmyrkeoBobrFQ+sA/37fqofPWiBjH4XjEuwoSsbYwjnBzazncDNy9OHLz4sh4GHGjxw/6saUWFSG1h7xWnXWJ6YlAlmAiLuSrdXYnzYiitEVgS4XTZeXp6Ynz+cyXX3/Num4alllF/Q2STj8U+Q88V/B1FV83tOyF4P3jz88Q7LyB72MHPv/q8ubn+EEvRtSWeHgAAB4bSURBVCXXRjhpgGgxPN0vxC3x+HDmfFoVB4l6Hr0LDc5rHYioj5hmflhNnfaOw2HmcLRMk2EYPNY7Kuo0ZaSDkvpKzlh6gnHdty3sGILKfZuAqRRE8j6iM0bHyd47Uo48ns5sl8TD/RMvXxz5+NMj3qmQqlYhl0yPt9Xg2l4Baduquj9YpoXYeudb12OIKdLNSqQ05yURKFrccs6kzVKmUWdKFvXDqJYUdeRXqwKpYhr2kQvilAmoRbF1INYgNbSLqtwMcQHfRp0FQapOpb7v+CCKQDeW1JCRxDxPGGNIOTO2G1MZplfWWq21mVREhvHINDumEURWrE0MQ2U+ZA7HkRcf3XC8u2EYB4rRNamIglKmBVAIq24DJWPIIKq9sfWCrUfGMbcWWtea3BKQ7p8eef3uDe/u73l4eOB0OvP24aFtaYyCQW045KyKcbAadtof0Os+/doJfJvFB9cOoKPs1wfhe84snT4KfTX/tn7heb7AtQgocSnnTE5FmX8xEaNGXl/uVddwftpYl6KeC2gIphHdqqmtWUKkEobOtHTY4MBa5uOB441jPhjGyeyU3OcM0V4EdKFok49S9s5Qacp27zByrmxRf6e1VpN6pTaTD4/3hmmcWdfI11+9JQTD7e2vM83aOhtrcG0MXE1RmzjbtzeWeRr1IS4tAUmUcWiDhtUo5dpRq44InWuJ1VbJZJoanTEGchowTjccDqjOEEsmhIDU0hYRpRM/Pj5yfKkRddr200bajnFSklPwFWeL2r03DwFjdNvkw4deBIzlpz/5mdIgswZyDsPQosi68YSGkooIL8IdIVhK2Xh6+Jrl/kv+xr/x14GiMWQOXIDh4Li5nVp730i9oqMcjOHgwQxVDUrSTI6GlBwlZ0pMSKls44a9WxmWE2d3D6ViTWBbEw8PT/zxT97w+t0jyyUSUyBuM+upqMglBJwxxLKBbPhJFXs+1KYki5SsxSzGxLLEZkdd6buBUmoDwFo7CS096Eoe0nNo9o5q30djKEllxrZxMGy2bO8iZnKQI7IBtgmCSqakpD6PRaBatrMq586XyPkSuSyRImAvse1WDIOx4EwjThXdu1qL82CqI2WhWA/jjJ8mwgz21TuOH73g5vbANKlFWBg8tXiSVKVYe0PwBm8t1gxIUV8IEzLYzLZeR55aMC3WhPbvaIVAV+9ti6xrxLnA8e4V27KyLmf+vz/8Uy73j/w7//a/StzeIOVEcJEwGob5ji161s2Ssse6kVcvX7AsmiK15rV5FAaCPzLPA+8eHhAmxtEyTlqkUo6qJXAbdoykon6HWS5qLGN19Bxjwt9M3BxmUoGUhRgLly3x09NrPpsnjoeJcT4wTYGSE8v6SM5J7xcL4WCJa2aNT4Qw4f3IEBylrN/7/H0YRQB4enqi1rpn5UEHBm2TteqNnXNubjoavxXTxjwNvLi7US67kxbYI9hR+lSpWYNfV1IrCvR0cMcAmGeRVEZb/v57gjtzGO+Yhoyxrhk/bHvwZ8rdtMK0lhFqKQ3cqbv1GCKIsn2Q8v4qfEXyv/s8XTuDFp/2HR3Ac/ef74IODLp/LjlTsqX4BhIWlSznlMkpUWIhR+F8iSwXFeXEVVd/EUPY6Qiyv7lqmgV7CxiFpqDzRvewoX0NBuO6A3Q75+3tVgFb2ScZpTQ3A2cbINidha6Gpuoy1MfJ0DU+uxV7xwla5zOMI4iQ88K6FN6+vefx8cTtzYh1SWXYAlJqm/dfTUxEVoyJOJcIQT0KvTNYGrOVrbH0mhkNas9ujY4fjYA3Dh8UU6Dt6Q0WbwPOeP28Ak50hD0aR/YDJWlUPQN4G7BBty/etiCZCtuS+s2sVHPrCH5C/PfjSB9EEagiPD4+IrUyjRMhDPvMFCrWXq2SclZ7Z63GZ9ZlxQcN1XAerKdlBuooRuTqBvz8a398RPd9PbbKNPmnGKs++aUoH9ucuJ0X0nAEb9Xfbr2wLAvbtu7tPz2dqBi9vqhbjZj+gGt8l0BD5jtu8Iyf/33X671pwZ8fI3h+lFQoISvvoag5ao6FuCZSjKQtsV4ilyWzrLEZuCo+IGLw/e3Is0LQu62WKNynA86YFjvfo+eBlqpkeyFr++1SdRqhCH/LMdCX0YfZQCc3dduvfk6u26I212+YQO1Ft28fvCMMgWGaiNvIZb3w5s0Dh8MrnB+BiGkeE9YIg7dUp+zIEk84kxl8xrYJgrUVWys1eyyrwpGN4yAiODLeameJWHyznccIuWZMBVcNow1YG5pRrd4PXkBwzG6EulGzSqRLFgUWxSJeQdCSq9KjjWpZLapOHYdhB2m/6/gwikCtPJ2eCF4NE5RHH2mbqR3wEZHGP69cLhceH0/KNrOj3lxjC6o0qkwrZTe2f/bVDn1e6fp/TKP8Gke1pe0zLbkqQenCwrIuzONCFWHZLpwuT032vDYTh3Y6m1CpP9iaY9DHcT0XQGmoigFcx3S9AnxvIehv/i94lFwoyVJcoaRKiYW0JbYlEdfItm5cTivrVtSZJkML3FHM4NosPZs89FcXrG08AaNkFh9MKwKGEAz40EDSThXvgStFrdZ6R9av0LMxo8rKHc41vX/72au3wrUIlFypzSS030OVig2OaZ6p+Zan+5WvX9/z8cc33Nx6vJ8xLlFFJ03G6r2TKdR6xlGZfKW4NsqlAgnJYCX2U4DafwreCMZmstHdv3cB30JDawNbHbat2iOSMzQ/SnqalXVAQQrkWIlLYh5GptB1L5BdJq5qxCPV7mGvSlUP33svfBBFIOfMti4Md8d9zFJKaSefxlyzGm3VtgOPj+qvdj6fCLMKfrBBY8Oo1FyIacP76zwX+tDo/YdMq3aLIrceZ2tLKLoCZzFtXNYL43BmSJHH0yP3j2+4nJ9YV73w3jeiCqW1k/qwVKk4S3uCND1J9s/yvBBcV4D2zvizjgP/vEdJhewMyWaST2wYlS2fVnW9WSOXUyRmyGkPEdahnWlnUp4VgH5+BTozxFkl7DhnCKPBD4IfK2F02GFUpZz1O+C7X3ed0zXkW8+X61sA0zQeXENOnhcB/XL0oNXs6+643L+35Y3gtBMI3lHSxtdvnvj0zYkQ7ri9PWL9RspPQFbDWwBTybLgrME4vamUtKTswZILTop+Fs1np/cp3oK1jmIHgguMPihDVhK2akV1eG7GAyZHXMn4kommECuKRflBA2q2wlY30jgwTeq5aa2lGE8dCw7ftASm2c2pg9b3HR9EEVjXhXEaGYZALplcGhMqi/r/1Q0kqf24CZQCP/3JV3z5xWsuy8rNLFSzUqnN91ctxKts+iQbGijQILPeVSKoVt6pB52jpeR6qsuIz4yjJgjlXFm2J/K7DWMMDw8PfPn2ay5LYl31woegSbQG0S1FI9pYqYyjY/JBR10IqZaWliM7YpxSbknGuppd2/6/gmKQ1EthixtcCqtAXDfiupJioSSh5n26R8BgrMeGobEizzr2c7T9OZh2x1cj+ADDqKO/MHqm2THMjmEwDKPDH245TgdC8PrpaiVJgaYK7FsA1dE4sDODDzpB6OQnrhyTrp9XIVTaDVqkajeihVb/3cP5QdmSDAxu5PDiU87LA//4T96RiuXXf+0Vrz66ZRoKMZ20CqJYxRyG3ffCGLXEX2RDUkVyQZWwpmEUjdBkPH5QdmEqaojqWmz6GNSFuioHm9sxMNtAmjRYZlk2zrJyf3nEjwNhGPQcmMpP//hP8cHyyScf89FHH3F3OBCAehSWZVMcJ0ZO63rtUr/j+CCKAMDhcNB2rVbGaaSUxLIsDMNAyYWcNftuHCYQlVCmpL4D1QixbJhSmw6gUmpkz8cDQFTy29qr9x+pNmsWNLtQ+qsIWTLeWkJrWYuktiRWhtnhfMHY3FD8hHPKt/dOwapSNDwzOM9gPa752mnEWZvDlxYVVq5dQHdH3o9nBJm/jO2Ao5GkkrBlTTPOMZJjoWRBSttJVZ65VZuWFKRtLqLze+et3tjOYF3Fj5YwanrUMA2KB8xq/hGCRqSbMLRocN+8/3W1TiJ408xeEOoz5aTsAG9VMo48S0k2ey+i/9+2A9Y5vNDwA/3+wRy0yCVYtkQuhoGRp6fEV18/MQ6ecbjjxUtPSmreqrN8S3VzwyNcuw7lCtKasBd+aVgTWIzzGDNpkvKgrL5Uso41R23ZS1TviPN2YnATYVCfC+sEyKyL5XAzE8ZuHlK4TPr78nrh6UFI8bLzUAZvyQ6MUb9J+dAtx40xzaSja8OH5qWvM1O11taTrXubroDTvVKpaiVFKriim301+EwaEtEeezV+0JuqP2y1gVkWaZw205hrOiIrueKGpjGvmpVnrI7phtnjfC82qv2nKtJrG/28I7XBaKqwM21/CnvrL83B9tvAYMMrvoln7H/3FzvniigrAFfXpNjAewXAwnP6shHtf+UaaEqn+VpVNdrgmA+BYXQMo2eYPGHUiUAIgRBaDqOxOx5wNTlSn4RsFR1v38TU2gg3VxOUrua8ip+uD7486xSsMciepaA/M9qB7IRshBwzVSxFPOflwvCwcHs78el2wyszKEvBSPMKDCQ/tQfe7OlptXE/sLqIlZZt0T0mrFXE2nqotiJZSCVinALYRgpSMiVtXLYH7AENwHGWYGEoFjfRphdOx4s18+Ju1oyMUricHlnXMy9fvMSOpuU1dhv67y8A8IEUgefRVyFcwyhVTxAb9bYyDhMvX77i9ddvWS5r4w2oW4113Q9e2oRPiRq1s3ug/WmwxjeJrW3ddge6ruMmQcB5wjBoIAgorVj0Z93gONzMeL/qSLJCD7G0qNmIVX8opXAalKHYTCeD84yjWmnFqBbUJet7VfMMsyvk+vvW/zCNPrN/oPfIQs8Zlc8fkmvb3PqiRmmtRfGTspb2+RpG0lx9DCqL7ew9KTrDs04LnbENKNS3Rhg882HSRJ3BEUaHC4YwsncCznmqjPRCZo3FWK9AWhVESuP+V0xjMuZSKPRJgcWJuhP1TuBKurp2B4AyFIX3CoOh6w40Ibg4w7peyJsKyB6fFp5OG78iBwyBXT/tHC7oXj61wlQRjHcY0W0Kpd1SVntQMZCVb0yVTHZRr5oXjFOrtJoL1WSqTWxl4WCPiNVOrZiM2Mx8DK3LBGzFeMAEchY2MiVlSirEuGKco1bT/A/0GSnlA+8EXPP3G8cWLtmQ8hAGzucLKWasdYzjzKtXH/N//19/yOl0oWS9qLmAtQEhNwWXphn74BvX4DpXV+fa9jDtD4/QksLaimKvRcGppl/awy+17GOmyc0M44kQop7ofE2y9dYQ2hhsHAZK3rAI3jSn4mCY52P7Nxo1XorsACVO95sdI9hxAjH0ac83Q0H6SghX89Y+Srsao+rf9yTjkgsllkYqAtdHpRiopU1MAGPbBKAi1WCHljlooWljMQ7GaeR4c2SaPT5Y3KATGz9UhnFgCAHnB6RODRi8TktKVepxyq0zaowpQUi5EDUggMFeH2K9ZtK2XlfB2R6S0gxjekEsRV2fjQjWKIOxOMM5KiHrvCTevDvx1euZ3/y1I1Inak0kKsYZ3FhIZSOmpAXAWFxoXZ5ANSra0ruq/U5RfUsqiWIT3gfGKeC86ztLvLRYO1MRVygo0zHVTCYzHT2lbOzmN/3Lgu/28GLUds82j8pYSKmyxbJ7GHzX8UEUAQG6UUeppY1DVF02DhPz5Dgcjnz88acEP/LTn37BtmWcDVgXSOXCZSvKejNqCYIIJpf24AtX7ZnObTuiLLZtCaq2fLtup7nb7vNV0ZmwdB4AeuMebzS80prCRmkmkh5vYR4D0zQzjyNSZ6xodyJSWbcNJNJX2OvRgUCrQpNUyFnI+bogWSt7+/3zjt5hfbNT6GMtoaF+TltHWqGprRPQ8At9T1150PMBlTuv9mlhcITBcbgdub275e7lHdMh7NwA/YgRF1x78AccBw6HQxP/KB8jppVtW5X22saQUKnGsOYMWyRVIVshIM86ovePDtqZhgH17sAYLQ6a2aD4gjN6Ho0PWAbO65n1Z2/IZeM3fvUTbucjUjI1Z0QS9vAVsek7jGlUZxfwHowtlHVDpM9Su3CrjSWLTjusCLaoU9A0TTAPLW25cj6fETKx6qKQaqbaivGOcslIn3T0KZI1+DAQWv5DLp5tg8slUqphi4anp8pXX323ySh8IEXANkxANey1ueg0V1ZruLm54eXLj3hx94rT6cL5vLUbXDsIU+F8igyDVRtqB64W3LBvyffDNXZaF6MYU/sWT5vtZqKBATHP2+6952/fU+qxD1b58FYzCDT4Q/3iaSBX8I7QhkXWqKNttt9fmfVoN2+5xoztOEblu8iC336Fb/zQlUBTKeYZ9G/pbJzGVuzBZ+/960a93suHBrjYns7jCCEwDAPjODFNY+MFaIJUltaNGM1IDHZsjkpaFI2JmqqMcvSttc8eIshVVJ5dsjo4W4N3wzMbts4RYC+OtkXA9U+iXH6HEy3gBl1Ooylq9IrHFEvOwruHC1+/PsOrFj5TAtYO3BwL1hQySkIyDdCwweKspZhIFsvew5iGZQCOgcqIrQabFPwVrxiUEaV3z+bQrNmLErMKisEUwxgmxLZw2VKIuWAl4CSgGhU1uc2lUqonxcrT44Wvvlp58+b7p0sfRBEw1jAMYfcRVFso1dYPYWCeDxyPN9Ra+fzzz5GqKbQiqJY6OB4ez0yj2jl5DyHAOHit/tj2oPeOoO5gobrlKPRcO8qLqJ/AMwaabtZdu58qPUxEVWQ8CyUBcqWWhHrHqff8cZqwrUPJKVFEgCe+3QX8/NX9z3xOjflWEYArZlCNFgDdHxvE66r5nmz4vX8jzbpMrhBF+zxVVI+he+Vm8FEFkUbAsgZbA+wQ7DX2XNv0lv3Yt2gWEKf04QYW6v3QwD0HxlmkgY26zXkOqP784yqlkWZdBt6rwAczUnJlywt/9I8/5/XthcGNDHYkINQ/+qc68hwnhjEwTgPT7JCGkQR7i2tMQmn3iYhQqNQSqDnoGtQ6MD+45g6s3IMlLpQtYorBdgyq6pRJ/NCuUaHmxLZs6mlhSpvYOLYIj08blyVzuUTevjnx9esn8vcYVcEHUgTguqel77/bFfV+YBgGELi/f+Bnn3/RVl7XpLeCF8/jw4Vt9MyzSkLHyXJ3owmumJYhr6hXKwp9tNTaRGuw1VJMLw7oVsKYpl9/tqWQtsA0Sqt3Vk0cqurw874319fx1nGYZ1yrJSlubD/vqjw7J1pYurbg+v2fpw/vR3/Q4H1gTER2b/2+vzTWUtsI7qomNFddffvfFYzUrypV/fRTYds0E2JdI04jihQPCI7S8hK6LLfaStyS+jo0BWUtBesUjRdp6oNWHHJJ7SFXNqIPHufCszAQs987nRT0LSl1/ztRshGohbu1qk1wvfsSnZL89PPXvLZnTNHcSyfCHQ+8eHnHp5/cEF7eMZgj0zBrqrRV0LSLqKRtIdVTQDvcmht/pHVhTixemroS1wJsPJlKbf6GWYRL2si1jZ2rJSev9/+OYRm2mPjiy7e8eftETIZtE5Yls20j03xEzb++fXwQRUBErbWq1F0YolHQigU45zmdz/zpn/5TfvzjnzEMKjDS1caAeO7vT4RgOB4GptlzUwf4+Ia9+zfXNbd3BP2/MYWeLacOMKZDyLy/UttWSPbdBN47DX6wljJWxiGxsBF8oJbM+XRicJ6XN8e28Zb+ob/x2n0/8uy3OddmwopDmPZzO1j3rbHh+8eVRivf+rP5i+qia5shhwVaQnN/5EFNNjoWsL+3dmpKrZRYSUnl2dUIh+NIpTLlAZGJYQpKnTZX+3RvUgvOLHvxhxbXLooDmNY5UAop56YrUGVgkMoQxv0zXY9vJCw/wwQ6K1PFOfr+ndU0KudUL1KKpkKbMPB0SqzimcPEPN5xOxz5jfDb3N3d8tHxFYfxwGQHhqLTH2csOa9USVSTG3aU9fxJbY5Fagi6bBfWbeFcN8Qo6Gico5JZYtKH2+iUKKfM128WknFtm6G4QMyZXKCIoYpljZXXr1fevD1RJQADuQykCDF96NqBUtnWVYGW4LHNtTeEgbvbW2oRvvrqa/7oj/4RX331lo8/+oSYVM9trdqF3t+fcL6wbSPHOGLMkVx0v0qf/zfEX+dOvTBoS9hdvK01TUNuoVpqIxH1Hrm2h7fPsYdhgArTiOYYxsp9fcLiWC8L9+d7pAi3hyNDY3qlmNQvfhcOGRC7A1ddRx98V67pw1Bb/JjmJFSe5wZ+13Htrp6d61r3IqBDkka1dQ7jlJsu9brmK6QlzwpUK0U7pbtPL4SYN0rdOBwnai3kNOvvbFswacIiX4Vot5YpoZ/BOU1iGsehTbWfAx89Ul1l1s4KgxkYc8KXoKt4/1lhT3neeRi1Fasm2HJ7OW3/ZwXrDbZ6XB0YEIwfYUncTR/xKx//Bp998qv86ssf8S+On2lEubeIkYb/JJwxjMFziU8U2ZoxTesK/v/2zuZHiiKMw8+vu4fZXXY3i0E3RogSwwVjQogxHozBiwIX9GLwIjEmeIA/AE969GJMTJREEwIelHAhciB+hIsnI5gQFRMiUVS+CYSPnZ2P7q7XQ9WyK+yogd3p3Z16Lt1dMzt5f6nqd6veqnrL/AKhWtIhS9o0rUnZgptXG1y5do3JVsOfhQkgo+V8QpupY+06eYfzFzrcclAmfpNcmiUkmegURl76jNTOMmCQmzd8ZdUHB3BktPOSW9cmuraTBeEEzDkGwhpyF4KCZWEMrhhhIFvO+YuX+PPMORoTbUZHl9NsT/qlm/79I7ec3OW02wW5KynNbxe9crXBirERf7pM6le1ZRi6nZm2hDLx8/omCMdsuzQFS7EkDanEQ8DJkrCnP/QWgDTJSOX8Xu5anXRoGXnbp9ROnA8KXW82GW1O+peSkrIoaDTbNCYK2i0ow1nZaSrvVKZ+e2pJbohb5HmYIfifY9/p5CT/7A4DZEXoaYTNJUnmU6Y5cizxux7LznRAUuancrOshhLRabdIspAn0fswJEhdDev4nW4UjsT5hBlZzZ/yS4IPrJWONPNps8VU6jZR5Hn4T1dirvTTlK4kIyfN/CIwEzRokzevM6wOI+kog0ndr17UdFTFXBmSxwRXlvoq7pSJzwRMSYGjRUFRS8Gl1DRAYgXFRIsnV61m7arHWDk8xnBtgMG0zmBd+PSZXpt/TR3k4PKSJHekSd0HrlNur3LMyxwrOpjl1GU8NDyO3RhlomG4WzfBHJOtJhOTDSYtoeMcbVfQco52WdI2aObBCdRTasNDuJEhrncaFGVJSsJgbYDR+jDXrUGz2fQxqaEBhsaWocGUyUuztxPd3Z3qPZKuAA26DVqWJivpL73Qf5oXmt5HzezBOwsXhBMAkHTczJ6q2o5e0W96of80Lxa9czMfFYlEFi3RCUQifc5CcgIfV21Aj+k3vdB/mheF3gUTE4hEItWwkHoCkUikAip3ApI2STol6bSk3VXbM19IOiPpJ0knJB0PZQ9I+kbSr+G6omo77xVJeyVdDudTTpXNqk+eD0Kd/yhpQ3WW3ztdNL8j6Vyo5xOStsz47K2g+ZSkF6ux+m4qdQLyWTk/BDYD64BXJa2r0qZ55nkzWz9j2mg3cNTM1gJHw/NiZR+w6Y6ybvo240+sXgvsAPb0yMa5Zh93awZ4P9TzejM7AhDa9TbgifA3H4X2XzlV9wSeBk6b2W9m1gEOAFsrtqmXbAX2h/v9wEsV2nJfmNm3wLU7irvp2wp8ap7vgDFJD/fG0rmji+ZubAUOmFnbzH4HTuPbf+VU7QQeAf6a8Xw2lC1FDPha0g+SdoSycTO7EO4vAuPVmDZvdNO31Ot9Vxjm7J0xxFuwmqt2Av3Es2a2Ad8V3inpuZkf2vRWuiXJUtc3gz3A48B64ALwXrXm/DdVO4FzwOoZz6tC2ZLDzM6F62XgEL4reGmqGxyul6uzcF7opm/J1ruZXTKz0vxx0J8w3eVfsJqrdgLHgLWS1khahg+cHK7YpjlH0nJJI1P3wAvAz3it28PXtgNfVGPhvNFN32HgtTBL8AxwY8awYVFzR2zjZXw9g9e8TVJd0hp8UPT7Xts3G5VuJTazQtIu4Ct81qe9ZnaySpvmiXHgUEjykQGfmdmXko4BByW9AfwBvFKhjfeFpM+BjcBKSWeBt4F3mV3fEWALPjg2Cbzec4PngC6aN0pajx/6nAHeBDCzk5IOAr/g9yLvNLN/TwjRI+KKwUikz6l6OBCJRComOoFIpM+JTiAS6XOiE4hE+pzoBCKRPic6gUikz4lOIBLpc6ITiET6nL8Bg1Lx99u0HVgAAAAASUVORK5CYII=\n" }, "metadata": { "needs_background": "light" } } ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "ka8lwBysvpJx", "outputId": "319a8665-7653-42d7-ac3d-3908983dd797" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "first image to predict\n", "actual label: Tomato_Late_blight\n" ] }, { "ename": "ValueError", "evalue": "in user code:\n\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1845, in predict_function *\n return step_function(self, iterator)\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1834, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1823, in run_step **\n outputs = model.predict_step(data)\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1791, in predict_step\n return self(x, training=False)\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 67, in error_handler\n raise e.with_traceback(filtered_tb) from None\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/input_spec.py\", line 248, in assert_input_compatibility\n raise ValueError(\n\n ValueError: Exception encountered when calling layer \"sequential_3\" (type Sequential).\n \n Input 0 of layer \"dense_2\" is incompatible with the layer: expected axis -1 of input shape to have value 12800, but received input with shape (32, 5408)\n \n Call arguments received by layer \"sequential_3\" (type Sequential):\n • inputs=tf.Tensor(shape=(32, 125, 125, 3), dtype=float32)\n • training=False\n • mask=None\n", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", "\u001b[0;32m/tmp/ipykernel_32021/4180750379.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 8\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"actual label:\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mclass_names\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfirst_label\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 9\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 10\u001b[0;31m \u001b[0mbatch_prediction\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mimages_batch\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 11\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"predicted label:\"\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mclass_names\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0margmax\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbatch_prediction\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.10/site-packages/keras/utils/traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 65\u001b[0m \u001b[0;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[0;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0;31m# pylint: disable=broad-except\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 66\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 67\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0me\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwith_traceback\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfiltered_tb\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 68\u001b[0m \u001b[0;32mfinally\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[0;32mdel\u001b[0m \u001b[0mfiltered_tb\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;32m~/.local/lib/python3.10/site-packages/keras/engine/training.py\u001b[0m in \u001b[0;36mtf__predict_function\u001b[0;34m(iterator)\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0mdo_return\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mretval_\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mag__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconverted_call\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mag__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mld\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstep_function\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mag__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mld\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mag__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mld\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mfscope\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0;32mexcept\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mdo_return\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: in user code:\n\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1845, in predict_function *\n return step_function(self, iterator)\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1834, in step_function **\n outputs = model.distribute_strategy.run(run_step, args=(data,))\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1823, in run_step **\n outputs = model.predict_step(data)\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/training.py\", line 1791, in predict_step\n return self(x, training=False)\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/utils/traceback_utils.py\", line 67, in error_handler\n raise e.with_traceback(filtered_tb) from None\n File \"/home/deepak/.local/lib/python3.10/site-packages/keras/engine/input_spec.py\", line 248, in assert_input_compatibility\n raise ValueError(\n\n ValueError: Exception encountered when calling layer \"sequential_3\" (type Sequential).\n \n Input 0 of layer \"dense_2\" is incompatible with the layer: expected axis -1 of input shape to have value 12800, but received input with shape (32, 5408)\n \n Call arguments received by layer \"sequential_3\" (type Sequential):\n • inputs=tf.Tensor(shape=(32, 125, 125, 3), dtype=float32)\n • training=False\n • mask=None\n" ] }, { "data": { "image/png": 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "\n", "for images_batch, labels_batch in test_ds.take(1):\n", " \n", " first_image = images_batch[0].numpy().astype('uint8')\n", " first_label = labels_batch[0].numpy()\n", " \n", " print(\"first image to predict\")\n", " plt.imshow(first_image)\n", " print(\"actual label:\",class_names[first_label])\n", " \n", " batch_prediction = model.predict(images_batch)\n", " print(\"predicted label:\",class_names[np.argmax(batch_prediction[0])])" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "5QFXG_O-vpMg" }, "outputs": [], "source": [ "def predict(model, img):\n", " img_array = tf.keras.preprocessing.image.img_to_array(images[i].numpy())\n", " img_array = tf.expand_dims(img_array, 0)\n", "\n", " predictions = model.predict(img_array)\n", "\n", " predicted_class = class_names[np.argmax(predictions[0])]\n", " confidence = round(100 * (np.max(predictions[0])), 2)\n", " return predicted_class, confidence" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "v06Jq6riMd7P" }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "fMwIOWiMvx0o" }, "outputs": [], "source": [ "plt.figure(figsize=(15, 15))\n", "for images, labels in test_ds.take(1):\n", " for i in range(9):\n", " ax = plt.subplot(3, 3, i + 1)\n", " plt.imshow(images[i].numpy().astype(\"uint8\"))\n", " \n", " predicted_class, confidence = predict(model, images[i].numpy())\n", " actual_class = class_names[labels[i]] \n", " \n", " plt.title(f\"Actual: {actual_class},\\n Predicted: {predicted_class}.\\n Confidence: {confidence}%\")\n", " \n", " plt.axis(\"off\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "G3P5IIuYvx3D" }, "outputs": [], "source": [ "model.save(\"/content/drive/MyDrive/potatoes2.h5\")" ] }, { "cell_type": "code", "source": [], "metadata": { "id": "hBchOdiI_blM" }, "execution_count": null, "outputs": [] } ], "metadata": { "accelerator": "GPU", "colab": { "collapsed_sections": [], "provenance": [] }, "gpuClass": "standard", "kernelspec": { "display_name": "Python 3.10.5 64-bit", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.5" }, "vscode": { "interpreter": { "hash": "e7370f93d1d0cde622a1f8e1c04877d8463912d04d973331ad4851f04de6915a" } } }, "nbformat": 4, "nbformat_minor": 0 }