Day 59/K_Fold_Cross_Validation_and_Dimensionality_Reduction.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "K-Fold-Cross-Validation and Dimensionality Reduction",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "aUFE1LtMpwPZ",
        "colab_type": "text"
      },
      "source": [
        "# Image Classification\n",
        "\n",
        "- Nearest Neighbours Classifier\n",
        "- k-nearest Neighbours Classifier\n",
        "- Validation Set for Hyperparameter Tuning\n",
        "\n",
        "## Validation Set for Hyperparameter Tuning\n",
        "\n",
        "- Test sets cannot be used for tweaking the hyperparameters because then in practice, we would end up overfitting the test set which is undesirable.\n",
        "\n",
        "- In simple words, if we are using the test set for the hyperparameter tuning, we are actually training our data on it eliminating the whole purpose of unseen data for generalization of a model.\n",
        "\n",
        "- Validation Test: Split the training set into a large and a smaller part, where the smaller part is called the validation set, which is part of the training set, and after each iteration, we test our model while training on the validation data to proxy the test set and tune the hyperparameter accordingly.\n",
        "\n",
        "- Cross Validation Set: A validation set is feasible when we have huge amount of training data, such as CIFAR-10 having 50,000 images where we can keep a train set of 49,000 images and a validation set of 1000 images. However, when the size of the training data is very small, then making a validation set out of it may lead to underfitting due to lack of training data.\n",
        "\n",
        "- We make use of an intuitive idea of dividing the training set into 'k' number of folds by splitting the data, and training on 'k-1' folds while testing on the last fold. For example, in case of a cross validation set with k=5, we divide the training data into five folds and train the data on 4 then test on the remaining, this is carried out for each fold, hence each of the 5 folds gets to be the validation set once, but this comes at the cost of more expensive computation.<br/>\n",
        "![alt-text](https://cs231n.github.io/assets/crossval.jpeg)<br/>\n",
        "\n",
        "- There are actually two methods of developing Cross Validation Set as well:\n",
        "  - Leave Out Cross Validation (LOCV): In this method, we leave out exactly one data point to test the training, instead of a set of data points. This process will repeat for all the data points. However, it has its own merits and demerits:\n",
        "  1. It will result in low biased model because each data point is treated independently.\n",
        "  2. It will compute n times for n training instances, hence the execution time will increase.\n",
        "  3. It will result in huge variation for test data, since we are validating our model on each data point and if even one data point turns out to be an outlier then we will have a huge variation in the testing of the model.\n",
        "\n",
        "-  K-Fold Cross Validation: This method we have discussed already and the need of it arises from the following factors:\n",
        "  1. We should train the model on majority of data in order to not miss any feature including outlier data points\n",
        "  2. We need to keep the unseen test or validation data in a good proportion if not equally in size as training data so that there is no huge variance in the model.\n",
        "  3. Training multiple times is needed and for that a single data point is not enough to validate the model.\n",
        "\n",
        "**Algorithm:**\n",
        "\n",
        "1. Split the data with random shuffle in K folds.\n",
        "2. Train the model on K-1 folds and validate it on the Kth Fold.\n",
        "3. Repeat this for each fold ie K times.\n",
        "4. Compute the errors for each fold.\n",
        "5. Average all the errors to get a single performance metric known as **cross-validation-error**.\n",
        "\n",
        "- Stratified K-Fold Cross Validation: Random Sampling might lead to minority class underrepresentation, that can potentially result in a biased model when handling imbalanced classification problems or imbalanced data in general. \n",
        "\n",
        "  - It is important to rearrange the instances as to ensure that the cross validation results in sample representative of the entire population. \n",
        "  - This is achieved by stratified sampling of the data with equal representation given to the minority and majority classes to ensure a better generalization of the model on the data.\n",
        "\n",
        "- Adversarial Validation: In real life scenarios, we can observe that the training and testing data are completely unfamiliar with each other and thus making use of a validation set out of the training data seems a far fetched technique to build generalized models. \n",
        "\n",
        "  - The general idea is to check the degree of similarity between training and tests in terms of feature distribution. If it does not seem to be the case, we can suspect they are quite different. This intuition can be quantified by combining train and test sets, assigning 0/1 labels (0-train, 1-test) and evaluating a binary classification task.\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Uho8H2dIQnd7",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "a8a47c9a-4de2-41ed-ee6d-950e4c2a8418"
      },
      "source": [
        "\"\"\"Let us try to visualise the use of K-Fold cross validation by building a\n",
        "   network from scratch using tensorflow keras\"\"\"\n",
        "\n",
        "import tensorflow as tf\n",
        "from keras import regularizers\n",
        "from tensorflow.keras.datasets import cifar10\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Dense, Flatten, Conv2D, MaxPooling2D, Dropout, Activation, BatchNormalization\n",
        "from tensorflow.keras.losses import sparse_categorical_crossentropy\n",
        "from tensorflow.keras.optimizers import Adam\n",
        "import matplotlib.pyplot as plt\n",
        "import numpy as np\n",
        "from sklearn.decomposition import PCA\n"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7DSrk4_7IuoG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Model configuration\n",
        "batch_size = 25\n",
        "img_width, img_height, img_num_channels = 32, 32, 3\n",
        "loss_function = sparse_categorical_crossentropy\n",
        "no_classes = 100\n",
        "no_epochs = 100\n",
        "optimizer = Adam()\n",
        "verbosity = 1"
      ],
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "F0oWziz3IuyO",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "a07d64af-fe75-4123-9fde-bbc4fdfdb6ec"
      },
      "source": [
        "# Load CIFAR-10 data\n",
        "(input_train, target_train), (input_test, target_test) = cifar10.load_data()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
            "170500096/170498071 [==============================] - 2s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Aa7-kC3WI9N9",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Determine shape of the data\n",
        "input_shape = (img_width, img_height, img_num_channels)\n",
        "\n",
        "# Parse numbers as floats\n",
        "input_train = input_train.astype('float32')\n",
        "input_test = input_test.astype('float32')\n",
        "\n",
        "# Normalize data\n",
        "input_train = input_train / 255\n",
        "input_test = input_test / 255"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ORkbbXEKI9S2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Basic Model\n",
        "model = Sequential()\n",
        "model.add(Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=input_shape))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Conv2D(64, kernel_size=(3, 3), activation='relu'))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Flatten())\n",
        "model.add(Dense(256, activation='relu'))\n",
        "model.add(Dense(128, activation='relu'))\n",
        "model.add(Dense(no_classes, activation='softmax'))"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ggeZW2vbI9Rl",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "XCDSZRNxJPsG",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Compile the model\n",
        "model.compile(loss=loss_function,\n",
        "              optimizer=optimizer,\n",
        "              metrics=['accuracy'])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gbTXqBuyJPur",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "c4f9afac-fef8-47df-822b-ea42d296e148"
      },
      "source": [
        "# Fit data to model\n",
        "\n",
        "history = model.fit(input_train, target_train,\n",
        "            batch_size=batch_size,\n",
        "            epochs=no_epochs,\n",
        "            verbose=verbosity)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 1.4461 - accuracy: 0.4831\n",
            "Epoch 2/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 1.0448 - accuracy: 0.6347\n",
            "Epoch 3/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.8695 - accuracy: 0.6945\n",
            "Epoch 4/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.7479 - accuracy: 0.7387\n",
            "Epoch 5/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.6415 - accuracy: 0.7747\n",
            "Epoch 6/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.5485 - accuracy: 0.8081\n",
            "Epoch 7/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.4567 - accuracy: 0.8385\n",
            "Epoch 8/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.3788 - accuracy: 0.8660\n",
            "Epoch 9/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.3162 - accuracy: 0.8877\n",
            "Epoch 10/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.2584 - accuracy: 0.9085\n",
            "Epoch 11/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.2228 - accuracy: 0.9224\n",
            "Epoch 12/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1919 - accuracy: 0.9324\n",
            "Epoch 13/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1639 - accuracy: 0.9441\n",
            "Epoch 14/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1535 - accuracy: 0.9469\n",
            "Epoch 15/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1344 - accuracy: 0.9536\n",
            "Epoch 16/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1244 - accuracy: 0.9570\n",
            "Epoch 17/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1196 - accuracy: 0.9592\n",
            "Epoch 18/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1133 - accuracy: 0.9616\n",
            "Epoch 19/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1017 - accuracy: 0.9647\n",
            "Epoch 20/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.1056 - accuracy: 0.9646\n",
            "Epoch 21/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0908 - accuracy: 0.9691\n",
            "Epoch 22/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0931 - accuracy: 0.9678\n",
            "Epoch 23/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0892 - accuracy: 0.9707\n",
            "Epoch 24/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0857 - accuracy: 0.9717\n",
            "Epoch 25/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0866 - accuracy: 0.9718\n",
            "Epoch 26/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0799 - accuracy: 0.9734\n",
            "Epoch 27/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0825 - accuracy: 0.9725\n",
            "Epoch 28/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0780 - accuracy: 0.9744\n",
            "Epoch 29/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0773 - accuracy: 0.9748\n",
            "Epoch 30/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0766 - accuracy: 0.9754\n",
            "Epoch 31/100\n",
            "2000/2000 [==============================] - 5s 3ms/step - loss: 0.0713 - accuracy: 0.9765\n",
            "Epoch 32/100\n",
            "2000/2000 [==============================] - 5s 3ms/step - loss: 0.0703 - accuracy: 0.9776\n",
            "Epoch 33/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0749 - accuracy: 0.9764\n",
            "Epoch 34/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0692 - accuracy: 0.9774\n",
            "Epoch 35/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0669 - accuracy: 0.9782\n",
            "Epoch 36/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0641 - accuracy: 0.9796\n",
            "Epoch 37/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0748 - accuracy: 0.9768\n",
            "Epoch 38/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0584 - accuracy: 0.9815\n",
            "Epoch 39/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0593 - accuracy: 0.9811\n",
            "Epoch 40/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0635 - accuracy: 0.9802\n",
            "Epoch 41/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0622 - accuracy: 0.9807\n",
            "Epoch 42/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0572 - accuracy: 0.9820\n",
            "Epoch 43/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0584 - accuracy: 0.9823\n",
            "Epoch 44/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0616 - accuracy: 0.9817\n",
            "Epoch 45/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0550 - accuracy: 0.9833\n",
            "Epoch 46/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0561 - accuracy: 0.9828\n",
            "Epoch 47/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0555 - accuracy: 0.9830\n",
            "Epoch 48/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0554 - accuracy: 0.9834\n",
            "Epoch 49/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0566 - accuracy: 0.9833\n",
            "Epoch 50/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0625 - accuracy: 0.9817\n",
            "Epoch 51/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0542 - accuracy: 0.9834\n",
            "Epoch 52/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0499 - accuracy: 0.9852\n",
            "Epoch 53/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0541 - accuracy: 0.9834\n",
            "Epoch 54/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0467 - accuracy: 0.9856\n",
            "Epoch 55/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0494 - accuracy: 0.9853\n",
            "Epoch 56/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0497 - accuracy: 0.9847\n",
            "Epoch 57/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0510 - accuracy: 0.9849\n",
            "Epoch 58/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0490 - accuracy: 0.9847\n",
            "Epoch 59/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0489 - accuracy: 0.9863\n",
            "Epoch 60/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0491 - accuracy: 0.9855\n",
            "Epoch 61/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0462 - accuracy: 0.9857\n",
            "Epoch 62/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0494 - accuracy: 0.9852\n",
            "Epoch 63/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0567 - accuracy: 0.9839\n",
            "Epoch 64/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0453 - accuracy: 0.9859\n",
            "Epoch 65/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0493 - accuracy: 0.9860\n",
            "Epoch 66/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0468 - accuracy: 0.9869\n",
            "Epoch 67/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0447 - accuracy: 0.9873\n",
            "Epoch 68/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0425 - accuracy: 0.9876\n",
            "Epoch 69/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0504 - accuracy: 0.9859\n",
            "Epoch 70/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0493 - accuracy: 0.9867\n",
            "Epoch 71/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0436 - accuracy: 0.9879\n",
            "Epoch 72/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0455 - accuracy: 0.9873\n",
            "Epoch 73/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0437 - accuracy: 0.9874\n",
            "Epoch 74/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0501 - accuracy: 0.9860\n",
            "Epoch 75/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0397 - accuracy: 0.9890\n",
            "Epoch 76/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0542 - accuracy: 0.9856\n",
            "Epoch 77/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0384 - accuracy: 0.9891\n",
            "Epoch 78/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0467 - accuracy: 0.9867\n",
            "Epoch 79/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0453 - accuracy: 0.9882\n",
            "Epoch 80/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0445 - accuracy: 0.9878\n",
            "Epoch 81/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0388 - accuracy: 0.9899\n",
            "Epoch 82/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0403 - accuracy: 0.9884\n",
            "Epoch 83/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0409 - accuracy: 0.9889\n",
            "Epoch 84/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0463 - accuracy: 0.9881\n",
            "Epoch 85/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0428 - accuracy: 0.9883\n",
            "Epoch 86/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0438 - accuracy: 0.9883\n",
            "Epoch 87/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0482 - accuracy: 0.9876\n",
            "Epoch 88/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0373 - accuracy: 0.9905\n",
            "Epoch 89/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0435 - accuracy: 0.9886\n",
            "Epoch 90/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0408 - accuracy: 0.9890\n",
            "Epoch 91/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0401 - accuracy: 0.9894\n",
            "Epoch 92/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0456 - accuracy: 0.9890\n",
            "Epoch 93/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0401 - accuracy: 0.9893\n",
            "Epoch 94/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0408 - accuracy: 0.9894\n",
            "Epoch 95/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0452 - accuracy: 0.9889\n",
            "Epoch 96/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0430 - accuracy: 0.9896\n",
            "Epoch 97/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0411 - accuracy: 0.9898\n",
            "Epoch 98/100\n",
            "2000/2000 [==============================] - 5s 3ms/step - loss: 0.0423 - accuracy: 0.9894\n",
            "Epoch 99/100\n",
            "2000/2000 [==============================] - 5s 3ms/step - loss: 0.0401 - accuracy: 0.9898\n",
            "Epoch 100/100\n",
            "2000/2000 [==============================] - 5s 2ms/step - loss: 0.0446 - accuracy: 0.9890\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mlO8Mi1cJPxk",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "05333647-afa7-4a30-941f-4ade1b15d8e9"
      },
      "source": [
        "# Generate generalization metrics\n",
        "score = model.evaluate(input_test, target_test, verbose=0)\n",
        "print(f'Test loss: {score[0]} / Test accuracy: {score[1]}')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Test loss: 4.820514678955078 / Test accuracy: 0.669700026512146\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "N7mDyp77JdRc",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "61f72496-d1ca-4d58-e6d8-fa6631697b5b"
      },
      "source": [
        "# Plot history: Loss\n",
        "plt.plot(history.history['loss'])\n",
        "plt.title('loss history')\n",
        "plt.ylabel('Loss value')\n",
        "plt.xlabel('No. epoch')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ZazrIdqPJgXZ",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 295
        },
        "outputId": "802f58fb-5a9d-4e0c-be74-6231cf90bbd2"
      },
      "source": [
        "# Plot history: Accuracy\n",
        "plt.plot(history.history['accuracy'])\n",
        "plt.title('accuracy history')\n",
        "plt.ylabel('Accuracy value (%)')\n",
        "plt.xlabel('No. epoch')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yczOeFnkJkrq",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# We need to add K-Fold Cross Validation to the Model now\n",
        "from sklearn.model_selection import KFold\n",
        "import numpy as np"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d2r42d27LxUB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# K value\n",
        "num_folds = 2"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "DbRlTv-UMz67",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "kfold = KFold(n_splits=num_folds, shuffle=True)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s8wUyCRgLxY5",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Normalize data\n",
        "input_train = input_train / 255\n",
        "input_test = input_test / 255\n",
        "\n",
        "# Define per-fold score containers\n",
        "acc_per_fold = []\n",
        "loss_per_fold = []"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yolehheTLxe7",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "# Merge inputs and targets\n",
        "inputs = np.concatenate((input_train, input_test), axis=0)\n",
        "targets = np.concatenate((target_train, target_test), axis=0)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "OUFHJ21fLxhb",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "outputId": "3af0aaea-cace-4d0b-824f-5b7de67657f9"
      },
      "source": [
        "fold_no = 1\n",
        "# The dataset will overfit after one fold and we can see the effects of the\n",
        "# same in the training history\n",
        "for train, test in kfold.split(input_train, target_train):\n",
        "   # Define the model architecture\n",
        "  model = Sequential()\n",
        "  model.add(Conv2D(32, kernel_size=(3, 3), activation='relu', input_shape=input_shape))\n",
        "  model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "  model.add(Conv2D(64, kernel_size=(3, 3), activation='relu'))\n",
        "  model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "  model.add(Flatten())\n",
        "  model.add(Dense(256, activation='relu'))\n",
        "  model.add(Dense(128, activation='relu'))\n",
        "  model.add(Dense(no_classes, activation='softmax'))\n",
        "\n",
        "  # Compile the model\n",
        "  model.compile(loss=loss_function,\n",
        "                optimizer=optimizer,\n",
        "                metrics=['accuracy'])\n",
        "\n",
        "\n",
        "  # Generate a print\n",
        "  print('------------------------------------------------------------------------')\n",
        "  print(f'Training for fold {fold_no} ...')\n",
        "\n",
        "  # Fit data to model\n",
        "  history = model.fit(inputs[train], targets[train],\n",
        "              batch_size=batch_size,\n",
        "              epochs=75,\n",
        "              verbose=verbosity)\n",
        "   # Generate generalization metrics\n",
        "  scores = model.evaluate(inputs[test], targets[test], verbose=0)\n",
        "  print(f'Score for fold {fold_no}: {model.metrics_names[0]} of {scores[0]}; {model.metrics_names[1]} of {scores[1]*100}%')\n",
        "  acc_per_fold.append(scores[1] * 100)\n",
        "  loss_per_fold.append(scores[0])\n",
        "\n",
        "  # Increase fold number\n",
        "  fold_no = fold_no + 1"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "------------------------------------------------------------------------\n",
            "Training for fold 1 ...\n",
            "Epoch 1/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3188 - accuracy: 0.1238\n",
            "Epoch 2/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.9556 - accuracy: 0.2946\n",
            "Epoch 3/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.7618 - accuracy: 0.3667\n",
            "Epoch 4/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.6400 - accuracy: 0.4057\n",
            "Epoch 5/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.5431 - accuracy: 0.4409\n",
            "Epoch 6/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.4626 - accuracy: 0.4724\n",
            "Epoch 7/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.4014 - accuracy: 0.4985\n",
            "Epoch 8/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.3451 - accuracy: 0.5188\n",
            "Epoch 9/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.2946 - accuracy: 0.5384\n",
            "Epoch 10/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.2466 - accuracy: 0.5554\n",
            "Epoch 11/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.2023 - accuracy: 0.5697\n",
            "Epoch 12/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.1637 - accuracy: 0.5843\n",
            "Epoch 13/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.1217 - accuracy: 0.6022\n",
            "Epoch 14/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.0797 - accuracy: 0.6174\n",
            "Epoch 15/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.0412 - accuracy: 0.6280\n",
            "Epoch 16/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 1.0091 - accuracy: 0.6413\n",
            "Epoch 17/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.9669 - accuracy: 0.6548\n",
            "Epoch 18/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.9316 - accuracy: 0.6684\n",
            "Epoch 19/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.8977 - accuracy: 0.6769\n",
            "Epoch 20/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.8584 - accuracy: 0.6942\n",
            "Epoch 21/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.8273 - accuracy: 0.7034\n",
            "Epoch 22/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.7932 - accuracy: 0.7160\n",
            "Epoch 23/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.7603 - accuracy: 0.7296\n",
            "Epoch 24/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.7200 - accuracy: 0.7433\n",
            "Epoch 25/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.6902 - accuracy: 0.7541\n",
            "Epoch 26/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.6575 - accuracy: 0.7654\n",
            "Epoch 27/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.6227 - accuracy: 0.7786\n",
            "Epoch 28/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.5825 - accuracy: 0.7947\n",
            "Epoch 29/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.5627 - accuracy: 0.7993\n",
            "Epoch 30/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.5255 - accuracy: 0.8162\n",
            "Epoch 31/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.4988 - accuracy: 0.8242\n",
            "Epoch 32/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.4677 - accuracy: 0.8342\n",
            "Epoch 33/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.4418 - accuracy: 0.8432\n",
            "Epoch 34/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.4211 - accuracy: 0.8494\n",
            "Epoch 35/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.3916 - accuracy: 0.8620\n",
            "Epoch 36/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.3676 - accuracy: 0.8703\n",
            "Epoch 37/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.3388 - accuracy: 0.8807\n",
            "Epoch 38/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.3286 - accuracy: 0.8832\n",
            "Epoch 39/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2964 - accuracy: 0.8961\n",
            "Epoch 40/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2798 - accuracy: 0.9036\n",
            "Epoch 41/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2769 - accuracy: 0.9033\n",
            "Epoch 42/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2395 - accuracy: 0.9152\n",
            "Epoch 43/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2341 - accuracy: 0.9176\n",
            "Epoch 44/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2306 - accuracy: 0.9197\n",
            "Epoch 45/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2121 - accuracy: 0.9250\n",
            "Epoch 46/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.2035 - accuracy: 0.9302\n",
            "Epoch 47/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1839 - accuracy: 0.9354\n",
            "Epoch 48/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1983 - accuracy: 0.9292\n",
            "Epoch 49/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1781 - accuracy: 0.9361\n",
            "Epoch 50/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1655 - accuracy: 0.9427\n",
            "Epoch 51/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1606 - accuracy: 0.9439\n",
            "Epoch 52/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1586 - accuracy: 0.9450\n",
            "Epoch 53/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1433 - accuracy: 0.9493\n",
            "Epoch 54/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1384 - accuracy: 0.9533\n",
            "Epoch 55/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1566 - accuracy: 0.9455\n",
            "Epoch 56/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1303 - accuracy: 0.9557\n",
            "Epoch 57/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1364 - accuracy: 0.9544\n",
            "Epoch 58/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1286 - accuracy: 0.9561\n",
            "Epoch 59/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1224 - accuracy: 0.9590\n",
            "Epoch 60/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1400 - accuracy: 0.9517\n",
            "Epoch 61/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1106 - accuracy: 0.9610\n",
            "Epoch 62/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1048 - accuracy: 0.9626\n",
            "Epoch 63/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1409 - accuracy: 0.9524\n",
            "Epoch 64/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.0817 - accuracy: 0.9726\n",
            "Epoch 65/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1324 - accuracy: 0.9540\n",
            "Epoch 66/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.0999 - accuracy: 0.9677\n",
            "Epoch 67/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1188 - accuracy: 0.9590\n",
            "Epoch 68/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.0772 - accuracy: 0.9757\n",
            "Epoch 69/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1205 - accuracy: 0.9575\n",
            "Epoch 70/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.0882 - accuracy: 0.9690\n",
            "Epoch 71/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1139 - accuracy: 0.9598\n",
            "Epoch 72/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1055 - accuracy: 0.9635\n",
            "Epoch 73/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.0845 - accuracy: 0.9702\n",
            "Epoch 74/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.0786 - accuracy: 0.9734\n",
            "Epoch 75/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 0.1130 - accuracy: 0.9615\n",
            "Score for fold 1: loss of 5.147888660430908; accuracy of 50.731998682022095%\n",
            "------------------------------------------------------------------------\n",
            "Training for fold 2 ...\n",
            "Epoch 1/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3294 - accuracy: 0.1014\n",
            "Epoch 2/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3070 - accuracy: 0.1014\n",
            "Epoch 3/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3059 - accuracy: 0.1003\n",
            "Epoch 4/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3050 - accuracy: 0.0991\n",
            "Epoch 5/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3043 - accuracy: 0.0996\n",
            "Epoch 6/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3041 - accuracy: 0.0997\n",
            "Epoch 7/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3036 - accuracy: 0.0982\n",
            "Epoch 8/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3036 - accuracy: 0.1011\n",
            "Epoch 9/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3035 - accuracy: 0.1001\n",
            "Epoch 10/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3032 - accuracy: 0.1014\n",
            "Epoch 11/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3032 - accuracy: 0.0982\n",
            "Epoch 12/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3031 - accuracy: 0.0994\n",
            "Epoch 13/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3030 - accuracy: 0.1000\n",
            "Epoch 14/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3030 - accuracy: 0.1002\n",
            "Epoch 15/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3030 - accuracy: 0.1006\n",
            "Epoch 16/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3029 - accuracy: 0.1004\n",
            "Epoch 17/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3030 - accuracy: 0.0996\n",
            "Epoch 18/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3030 - accuracy: 0.0976\n",
            "Epoch 19/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3029 - accuracy: 0.0967\n",
            "Epoch 20/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3029 - accuracy: 0.0987\n",
            "Epoch 21/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1001\n",
            "Epoch 22/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1000\n",
            "Epoch 23/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1000\n",
            "Epoch 24/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1026\n",
            "Epoch 25/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.0991\n",
            "Epoch 26/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.0970\n",
            "Epoch 27/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1011\n",
            "Epoch 28/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.0994\n",
            "Epoch 29/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1018\n",
            "Epoch 30/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1003\n",
            "Epoch 31/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1008\n",
            "Epoch 32/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.0984\n",
            "Epoch 33/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3028 - accuracy: 0.1002\n",
            "Epoch 34/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0993\n",
            "Epoch 35/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0989\n",
            "Epoch 36/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1005\n",
            "Epoch 37/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1022\n",
            "Epoch 38/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0991\n",
            "Epoch 39/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1003\n",
            "Epoch 40/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0995\n",
            "Epoch 41/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1007\n",
            "Epoch 42/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0988\n",
            "Epoch 43/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1006\n",
            "Epoch 44/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0983\n",
            "Epoch 45/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1012\n",
            "Epoch 46/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1022\n",
            "Epoch 47/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1021\n",
            "Epoch 48/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1023\n",
            "Epoch 49/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0992\n",
            "Epoch 50/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1016\n",
            "Epoch 51/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1010\n",
            "Epoch 52/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1001\n",
            "Epoch 53/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1027\n",
            "Epoch 54/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0996\n",
            "Epoch 55/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1000\n",
            "Epoch 56/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1002\n",
            "Epoch 57/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0987\n",
            "Epoch 58/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0978\n",
            "Epoch 59/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1017\n",
            "Epoch 60/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0996\n",
            "Epoch 61/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1007\n",
            "Epoch 62/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1016\n",
            "Epoch 63/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0994\n",
            "Epoch 64/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1020\n",
            "Epoch 65/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1004\n",
            "Epoch 66/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1004\n",
            "Epoch 67/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1004\n",
            "Epoch 68/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1010\n",
            "Epoch 69/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0988\n",
            "Epoch 70/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0993\n",
            "Epoch 71/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1006\n",
            "Epoch 72/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1008\n",
            "Epoch 73/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1001\n",
            "Epoch 74/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.0993\n",
            "Epoch 75/75\n",
            "1000/1000 [==============================] - 6s 6ms/step - loss: 2.3027 - accuracy: 0.1004\n",
            "Score for fold 2: loss of 2.302966594696045; accuracy of 9.752000123262405%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1eR71tJeLxkG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 208
        },
        "outputId": "086d1f02-855b-4b09-88a4-d93c171777f0"
      },
      "source": [
        "print('------------------------------------------------------------------------')\n",
        "print('Score per fold')\n",
        "for i in range(0, len(acc_per_fold)):\n",
        "  print('------------------------------------------------------------------------')\n",
        "  print(f'> Fold {i+1} - Loss: {loss_per_fold[i]} - Accuracy: {acc_per_fold[i]}%')\n",
        "print('------------------------------------------------------------------------')\n",
        "print('Average scores for all folds:')\n",
        "print(f'> Accuracy: {np.mean(acc_per_fold)} (+- {np.std(acc_per_fold)})')\n",
        "print(f'> Loss: {np.mean(loss_per_fold)}')\n",
        "print('------------------------------------------------------------------------')"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "------------------------------------------------------------------------\n",
            "Score per fold\n",
            "------------------------------------------------------------------------\n",
            "> Fold 1 - Loss: 5.147888660430908 - Accuracy: 50.731998682022095%\n",
            "------------------------------------------------------------------------\n",
            "> Fold 2 - Loss: 2.302966594696045 - Accuracy: 9.752000123262405%\n",
            "------------------------------------------------------------------------\n",
            "Average scores for all folds:\n",
            "> Accuracy: 30.24199940264225 (+- 20.489999279379845)\n",
            "> Loss: 3.7254276275634766\n",
            "------------------------------------------------------------------------\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3wD3eRryLxcm",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 573
        },
        "outputId": "db0190f8-ae3b-4b25-c034-82cf51fb625a"
      },
      "source": [
        "# Plot history: Loss\n",
        "plt.plot(history.history['loss'])\n",
        "plt.title('Validation loss history')\n",
        "plt.ylabel('Loss value')\n",
        "plt.xlabel('No. epoch')\n",
        "plt.show()\n",
        "\n",
        "# Plot history: Accuracy\n",
        "plt.plot(history.history['accuracy'])\n",
        "plt.title('Validation accuracy history')\n",
        "plt.ylabel('Accuracy value (%)')\n",
        "plt.xlabel('No. epoch')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "xBPsoo9ZQZoA",
        "colab_type": "text"
      },
      "source": [
        "# Visualizing PCA on CIFAR-10\n",
        "\n",
        "Dimensionality Reduction is a simple technique to represent the higher dimensional data as lower dimensional data without losing the relevant information. It is important in the domain of handling Big Data, considering the huge amount of computational power used in the processing of huge datasets. \n",
        "\n",
        "There are many dimensionality reduction techniques, we will try to visualise and understand only PCA in this notebook.\n",
        "\n",
        "\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "2xNHrHz7gfej",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 86
        },
        "outputId": "b5f58a50-9a6e-46ef-a310-69d9811ff419"
      },
      "source": [
        "(X_train, y_train), (X_test, y_test) = cifar10.load_data()\n",
        "print(X_train.shape)\n",
        "print(y_train.shape)"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
            "170500096/170498071 [==============================] - 3s 0us/step\n",
            "(50000, 32, 32, 3)\n",
            "(50000, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "d-yGbm2AiVw4",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "x_train = X_train.reshape(X_train.shape[0],-1)\n",
        "x_test = X_test.reshape(X_test.shape[0], -1)"
      ],
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UCeJEYyYieBt",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "4f8a67b2-219e-4ec4-b11e-9c5cc5de063d"
      },
      "source": [
        "print(x_train.shape)\n",
        "print(x_test.shape)"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(50000, 3072)\n",
            "(10000, 3072)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x9W6rPWHgh9K",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        },
        "outputId": "ec6f7fc2-84dd-495f-f7b5-e9702b85eabc"
      },
      "source": [
        "import numpy as np\n",
        "classes = np.unique(y_train)\n",
        "nClasses = len(classes)\n",
        "print('Total number of outputs : ', nClasses)\n",
        "print('Output classes : ', classes)"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Total number of outputs :  10\n",
            "Output classes :  [0 1 2 3 4 5 6 7 8 9]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qxd-UtQmpZrU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "feature_columns = ['pixel'+str(i) for i in range(x_train.shape[1])]"
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "X5mT_LoSpgnL",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "18e9ef55-c6f5-47bb-b0ca-b27d0e7d61a8"
      },
      "source": [
        "import pandas as pd\n",
        "df_cifar = pd.DataFrame(x_train, columns=feature_columns)\n",
        "df_cifar['label'] = y_train\n",
        "print('Size of the dataframe: {}'.format(df_cifar.shape))"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Size of the dataframe: (50000, 3073)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "zjdPVKo9p4pC",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 256
        },
        "outputId": "4c1dba23-09cf-4ade-ba4e-81b719b38d65"
      },
      "source": [
        "df_cifar.head()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>pixel0</th>\n",
              "      <th>pixel1</th>\n",
              "      <th>pixel2</th>\n",
              "      <th>pixel3</th>\n",
              "      <th>pixel4</th>\n",
              "      <th>pixel5</th>\n",
              "      <th>pixel6</th>\n",
              "      <th>pixel7</th>\n",
              "      <th>pixel8</th>\n",
              "      <th>pixel9</th>\n",
              "      <th>pixel10</th>\n",
              "      <th>pixel11</th>\n",
              "      <th>pixel12</th>\n",
              "      <th>pixel13</th>\n",
              "      <th>pixel14</th>\n",
              "      <th>pixel15</th>\n",
              "      <th>pixel16</th>\n",
              "      <th>pixel17</th>\n",
              "      <th>pixel18</th>\n",
              "      <th>pixel19</th>\n",
              "      <th>pixel20</th>\n",
              "      <th>pixel21</th>\n",
              "      <th>pixel22</th>\n",
              "      <th>pixel23</th>\n",
              "      <th>pixel24</th>\n",
              "      <th>pixel25</th>\n",
              "      <th>pixel26</th>\n",
              "      <th>pixel27</th>\n",
              "      <th>pixel28</th>\n",
              "      <th>pixel29</th>\n",
              "      <th>pixel30</th>\n",
              "      <th>pixel31</th>\n",
              "      <th>pixel32</th>\n",
              "      <th>pixel33</th>\n",
              "      <th>pixel34</th>\n",
              "      <th>pixel35</th>\n",
              "      <th>pixel36</th>\n",
              "      <th>pixel37</th>\n",
              "      <th>pixel38</th>\n",
              "      <th>pixel39</th>\n",
              "      <th>...</th>\n",
              "      <th>pixel3033</th>\n",
              "      <th>pixel3034</th>\n",
              "      <th>pixel3035</th>\n",
              "      <th>pixel3036</th>\n",
              "      <th>pixel3037</th>\n",
              "      <th>pixel3038</th>\n",
              "      <th>pixel3039</th>\n",
              "      <th>pixel3040</th>\n",
              "      <th>pixel3041</th>\n",
              "      <th>pixel3042</th>\n",
              "      <th>pixel3043</th>\n",
              "      <th>pixel3044</th>\n",
              "      <th>pixel3045</th>\n",
              "      <th>pixel3046</th>\n",
              "      <th>pixel3047</th>\n",
              "      <th>pixel3048</th>\n",
              "      <th>pixel3049</th>\n",
              "      <th>pixel3050</th>\n",
              "      <th>pixel3051</th>\n",
              "      <th>pixel3052</th>\n",
              "      <th>pixel3053</th>\n",
              "      <th>pixel3054</th>\n",
              "      <th>pixel3055</th>\n",
              "      <th>pixel3056</th>\n",
              "      <th>pixel3057</th>\n",
              "      <th>pixel3058</th>\n",
              "      <th>pixel3059</th>\n",
              "      <th>pixel3060</th>\n",
              "      <th>pixel3061</th>\n",
              "      <th>pixel3062</th>\n",
              "      <th>pixel3063</th>\n",
              "      <th>pixel3064</th>\n",
              "      <th>pixel3065</th>\n",
              "      <th>pixel3066</th>\n",
              "      <th>pixel3067</th>\n",
              "      <th>pixel3068</th>\n",
              "      <th>pixel3069</th>\n",
              "      <th>pixel3070</th>\n",
              "      <th>pixel3071</th>\n",
              "      <th>label</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>59</td>\n",
              "      <td>62</td>\n",
              "      <td>63</td>\n",
              "      <td>43</td>\n",
              "      <td>46</td>\n",
              "      <td>45</td>\n",
              "      <td>50</td>\n",
              "      <td>48</td>\n",
              "      <td>43</td>\n",
              "      <td>68</td>\n",
              "      <td>54</td>\n",
              "      <td>42</td>\n",
              "      <td>98</td>\n",
              "      <td>73</td>\n",
              "      <td>52</td>\n",
              "      <td>119</td>\n",
              "      <td>91</td>\n",
              "      <td>63</td>\n",
              "      <td>139</td>\n",
              "      <td>107</td>\n",
              "      <td>75</td>\n",
              "      <td>145</td>\n",
              "      <td>110</td>\n",
              "      <td>80</td>\n",
              "      <td>149</td>\n",
              "      <td>117</td>\n",
              "      <td>89</td>\n",
              "      <td>149</td>\n",
              "      <td>120</td>\n",
              "      <td>93</td>\n",
              "      <td>131</td>\n",
              "      <td>103</td>\n",
              "      <td>77</td>\n",
              "      <td>125</td>\n",
              "      <td>99</td>\n",
              "      <td>76</td>\n",
              "      <td>142</td>\n",
              "      <td>115</td>\n",
              "      <td>91</td>\n",
              "      <td>144</td>\n",
              "      <td>...</td>\n",
              "      <td>148</td>\n",
              "      <td>103</td>\n",
              "      <td>77</td>\n",
              "      <td>161</td>\n",
              "      <td>105</td>\n",
              "      <td>69</td>\n",
              "      <td>144</td>\n",
              "      <td>95</td>\n",
              "      <td>55</td>\n",
              "      <td>112</td>\n",
              "      <td>90</td>\n",
              "      <td>59</td>\n",
              "      <td>119</td>\n",
              "      <td>91</td>\n",
              "      <td>58</td>\n",
              "      <td>130</td>\n",
              "      <td>96</td>\n",
              "      <td>65</td>\n",
              "      <td>120</td>\n",
              "      <td>87</td>\n",
              "      <td>59</td>\n",
              "      <td>92</td>\n",
              "      <td>67</td>\n",
              "      <td>46</td>\n",
              "      <td>103</td>\n",
              "      <td>78</td>\n",
              "      <td>57</td>\n",
              "      <td>170</td>\n",
              "      <td>140</td>\n",
              "      <td>104</td>\n",
              "      <td>216</td>\n",
              "      <td>184</td>\n",
              "      <td>140</td>\n",
              "      <td>151</td>\n",
              "      <td>118</td>\n",
              "      <td>84</td>\n",
              "      <td>123</td>\n",
              "      <td>92</td>\n",
              "      <td>72</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>154</td>\n",
              "      <td>177</td>\n",
              "      <td>187</td>\n",
              "      <td>126</td>\n",
              "      <td>137</td>\n",
              "      <td>136</td>\n",
              "      <td>105</td>\n",
              "      <td>104</td>\n",
              "      <td>95</td>\n",
              "      <td>102</td>\n",
              "      <td>101</td>\n",
              "      <td>99</td>\n",
              "      <td>125</td>\n",
              "      <td>131</td>\n",
              "      <td>139</td>\n",
              "      <td>155</td>\n",
              "      <td>166</td>\n",
              "      <td>180</td>\n",
              "      <td>172</td>\n",
              "      <td>190</td>\n",
              "      <td>210</td>\n",
              "      <td>180</td>\n",
              "      <td>199</td>\n",
              "      <td>214</td>\n",
              "      <td>142</td>\n",
              "      <td>156</td>\n",
              "      <td>156</td>\n",
              "      <td>111</td>\n",
              "      <td>120</td>\n",
              "      <td>110</td>\n",
              "      <td>106</td>\n",
              "      <td>107</td>\n",
              "      <td>98</td>\n",
              "      <td>109</td>\n",
              "      <td>104</td>\n",
              "      <td>102</td>\n",
              "      <td>123</td>\n",
              "      <td>121</td>\n",
              "      <td>117</td>\n",
              "      <td>127</td>\n",
              "      <td>...</td>\n",
              "      <td>5</td>\n",
              "      <td>6</td>\n",
              "      <td>11</td>\n",
              "      <td>6</td>\n",
              "      <td>6</td>\n",
              "      <td>11</td>\n",
              "      <td>10</td>\n",
              "      <td>9</td>\n",
              "      <td>12</td>\n",
              "      <td>25</td>\n",
              "      <td>22</td>\n",
              "      <td>22</td>\n",
              "      <td>51</td>\n",
              "      <td>45</td>\n",
              "      <td>42</td>\n",
              "      <td>68</td>\n",
              "      <td>64</td>\n",
              "      <td>67</td>\n",
              "      <td>90</td>\n",
              "      <td>90</td>\n",
              "      <td>101</td>\n",
              "      <td>116</td>\n",
              "      <td>113</td>\n",
              "      <td>122</td>\n",
              "      <td>134</td>\n",
              "      <td>127</td>\n",
              "      <td>133</td>\n",
              "      <td>140</td>\n",
              "      <td>130</td>\n",
              "      <td>136</td>\n",
              "      <td>143</td>\n",
              "      <td>133</td>\n",
              "      <td>139</td>\n",
              "      <td>143</td>\n",
              "      <td>134</td>\n",
              "      <td>142</td>\n",
              "      <td>143</td>\n",
              "      <td>133</td>\n",
              "      <td>144</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>255</td>\n",
              "      <td>255</td>\n",
              "      <td>255</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>253</td>\n",
              "      <td>...</td>\n",
              "      <td>76</td>\n",
              "      <td>90</td>\n",
              "      <td>90</td>\n",
              "      <td>72</td>\n",
              "      <td>86</td>\n",
              "      <td>86</td>\n",
              "      <td>64</td>\n",
              "      <td>78</td>\n",
              "      <td>78</td>\n",
              "      <td>64</td>\n",
              "      <td>78</td>\n",
              "      <td>78</td>\n",
              "      <td>69</td>\n",
              "      <td>83</td>\n",
              "      <td>83</td>\n",
              "      <td>66</td>\n",
              "      <td>80</td>\n",
              "      <td>80</td>\n",
              "      <td>55</td>\n",
              "      <td>69</td>\n",
              "      <td>69</td>\n",
              "      <td>52</td>\n",
              "      <td>66</td>\n",
              "      <td>66</td>\n",
              "      <td>58</td>\n",
              "      <td>72</td>\n",
              "      <td>72</td>\n",
              "      <td>68</td>\n",
              "      <td>80</td>\n",
              "      <td>79</td>\n",
              "      <td>78</td>\n",
              "      <td>85</td>\n",
              "      <td>83</td>\n",
              "      <td>79</td>\n",
              "      <td>85</td>\n",
              "      <td>83</td>\n",
              "      <td>80</td>\n",
              "      <td>86</td>\n",
              "      <td>84</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>28</td>\n",
              "      <td>25</td>\n",
              "      <td>10</td>\n",
              "      <td>37</td>\n",
              "      <td>34</td>\n",
              "      <td>19</td>\n",
              "      <td>38</td>\n",
              "      <td>35</td>\n",
              "      <td>20</td>\n",
              "      <td>42</td>\n",
              "      <td>37</td>\n",
              "      <td>23</td>\n",
              "      <td>44</td>\n",
              "      <td>39</td>\n",
              "      <td>25</td>\n",
              "      <td>40</td>\n",
              "      <td>37</td>\n",
              "      <td>22</td>\n",
              "      <td>40</td>\n",
              "      <td>38</td>\n",
              "      <td>23</td>\n",
              "      <td>24</td>\n",
              "      <td>23</td>\n",
              "      <td>9</td>\n",
              "      <td>32</td>\n",
              "      <td>25</td>\n",
              "      <td>15</td>\n",
              "      <td>43</td>\n",
              "      <td>27</td>\n",
              "      <td>19</td>\n",
              "      <td>30</td>\n",
              "      <td>20</td>\n",
              "      <td>10</td>\n",
              "      <td>32</td>\n",
              "      <td>30</td>\n",
              "      <td>17</td>\n",
              "      <td>41</td>\n",
              "      <td>37</td>\n",
              "      <td>23</td>\n",
              "      <td>52</td>\n",
              "      <td>...</td>\n",
              "      <td>122</td>\n",
              "      <td>99</td>\n",
              "      <td>67</td>\n",
              "      <td>107</td>\n",
              "      <td>85</td>\n",
              "      <td>54</td>\n",
              "      <td>112</td>\n",
              "      <td>96</td>\n",
              "      <td>66</td>\n",
              "      <td>92</td>\n",
              "      <td>81</td>\n",
              "      <td>53</td>\n",
              "      <td>80</td>\n",
              "      <td>62</td>\n",
              "      <td>39</td>\n",
              "      <td>96</td>\n",
              "      <td>78</td>\n",
              "      <td>59</td>\n",
              "      <td>77</td>\n",
              "      <td>67</td>\n",
              "      <td>42</td>\n",
              "      <td>85</td>\n",
              "      <td>76</td>\n",
              "      <td>44</td>\n",
              "      <td>84</td>\n",
              "      <td>75</td>\n",
              "      <td>48</td>\n",
              "      <td>67</td>\n",
              "      <td>57</td>\n",
              "      <td>38</td>\n",
              "      <td>54</td>\n",
              "      <td>47</td>\n",
              "      <td>28</td>\n",
              "      <td>63</td>\n",
              "      <td>56</td>\n",
              "      <td>37</td>\n",
              "      <td>72</td>\n",
              "      <td>65</td>\n",
              "      <td>46</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>170</td>\n",
              "      <td>180</td>\n",
              "      <td>198</td>\n",
              "      <td>168</td>\n",
              "      <td>178</td>\n",
              "      <td>196</td>\n",
              "      <td>177</td>\n",
              "      <td>185</td>\n",
              "      <td>203</td>\n",
              "      <td>183</td>\n",
              "      <td>193</td>\n",
              "      <td>211</td>\n",
              "      <td>181</td>\n",
              "      <td>196</td>\n",
              "      <td>218</td>\n",
              "      <td>177</td>\n",
              "      <td>195</td>\n",
              "      <td>220</td>\n",
              "      <td>181</td>\n",
              "      <td>195</td>\n",
              "      <td>223</td>\n",
              "      <td>184</td>\n",
              "      <td>192</td>\n",
              "      <td>223</td>\n",
              "      <td>189</td>\n",
              "      <td>190</td>\n",
              "      <td>223</td>\n",
              "      <td>189</td>\n",
              "      <td>189</td>\n",
              "      <td>222</td>\n",
              "      <td>188</td>\n",
              "      <td>193</td>\n",
              "      <td>224</td>\n",
              "      <td>183</td>\n",
              "      <td>194</td>\n",
              "      <td>223</td>\n",
              "      <td>182</td>\n",
              "      <td>194</td>\n",
              "      <td>223</td>\n",
              "      <td>184</td>\n",
              "      <td>...</td>\n",
              "      <td>93</td>\n",
              "      <td>98</td>\n",
              "      <td>102</td>\n",
              "      <td>90</td>\n",
              "      <td>95</td>\n",
              "      <td>99</td>\n",
              "      <td>88</td>\n",
              "      <td>93</td>\n",
              "      <td>97</td>\n",
              "      <td>83</td>\n",
              "      <td>89</td>\n",
              "      <td>92</td>\n",
              "      <td>77</td>\n",
              "      <td>87</td>\n",
              "      <td>88</td>\n",
              "      <td>75</td>\n",
              "      <td>84</td>\n",
              "      <td>85</td>\n",
              "      <td>71</td>\n",
              "      <td>81</td>\n",
              "      <td>82</td>\n",
              "      <td>74</td>\n",
              "      <td>80</td>\n",
              "      <td>83</td>\n",
              "      <td>72</td>\n",
              "      <td>76</td>\n",
              "      <td>79</td>\n",
              "      <td>71</td>\n",
              "      <td>75</td>\n",
              "      <td>78</td>\n",
              "      <td>75</td>\n",
              "      <td>79</td>\n",
              "      <td>82</td>\n",
              "      <td>71</td>\n",
              "      <td>75</td>\n",
              "      <td>78</td>\n",
              "      <td>73</td>\n",
              "      <td>77</td>\n",
              "      <td>80</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>5 rows × 3073 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "   pixel0  pixel1  pixel2  pixel3  ...  pixel3069  pixel3070  pixel3071  label\n",
              "0      59      62      63      43  ...        123         92         72      6\n",
              "1     154     177     187     126  ...        143        133        144      9\n",
              "2     255     255     255     253  ...         80         86         84      9\n",
              "3      28      25      10      37  ...         72         65         46      4\n",
              "4     170     180     198     168  ...         73         77         80      1\n",
              "\n",
              "[5 rows x 3073 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BHWi-MlZirJK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "pca_cifar = PCA(n_components=2)\n",
        "principalComponents_cifar = pca_cifar.fit_transform(df_cifar.iloc[:,:-1])"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x8q3QsoYmpbz",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "principal_cifar_Df = pd.DataFrame(data = principalComponents_cifar\n",
        "             , columns = ['principal component 1', 'principal component 2'])\n",
        "principal_cifar_Df['y'] = y_train"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fAOj8JKmqLaq",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "outputId": "aa7fb022-449d-4894-cb48-300d852d77c4"
      },
      "source": [
        "principal_cifar_Df.head()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\n",
              "    .dataframe tbody tr th {\n",
              "        vertical-align: top;\n",
              "    }\n",
              "\n",
              "    .dataframe thead th {\n",
              "        text-align: right;\n",
              "    }\n",
              "</style>\n",
              "<table border=\"1\" class=\"dataframe\">\n",
              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>principal component 1</th>\n",
              "      <th>principal component 2</th>\n",
              "      <th>y</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>-1632.259496</td>\n",
              "      <td>695.904884</td>\n",
              "      <td>6</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>211.594763</td>\n",
              "      <td>-242.235519</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>1971.200943</td>\n",
              "      <td>-2938.136086</td>\n",
              "      <td>9</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>-2638.693419</td>\n",
              "      <td>2.738235</td>\n",
              "      <td>4</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>-669.541001</td>\n",
              "      <td>-1267.156191</td>\n",
              "      <td>1</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>"
            ],
            "text/plain": [
              "   principal component 1  principal component 2  y\n",
              "0           -1632.259496             695.904884  6\n",
              "1             211.594763            -242.235519  9\n",
              "2            1971.200943           -2938.136086  9\n",
              "3           -2638.693419               2.738235  4\n",
              "4            -669.541001           -1267.156191  1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 27
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Cse0VPN8qybD",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        },
        "outputId": "3bcc6c4f-da08-4fef-917a-648686d9fa8f"
      },
      "source": [
        "print('Explained variation per principal component: {}'.format(pca_cifar.explained_variance_ratio_))"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Explained variation per principal component: [0.2907663  0.11253144]\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "df2qtviNq6Lw",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 658
        },
        "outputId": "137d4670-735d-4947-843a-3153de6a0af2"
      },
      "source": [
        "import seaborn as sns\n",
        "plt.figure(figsize=(16,10))\n",
        "sns.scatterplot(\n",
        "    x=\"principal component 1\", y=\"principal component 2\",\n",
        "    hue=\"y\",\n",
        "    palette=sns.color_palette(\"hls\", 10),\n",
        "    data=principal_cifar_Df,\n",
        "    legend=\"full\",\n",
        "    alpha=0.3\n",
        ")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
            "  import pandas.util.testing as tm\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f62d1a20b38>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 28
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAA8EAAAJNCAYAAAARTXcXAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADh0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uMy4yLjIsIGh0dHA6Ly9tYXRwbG90bGliLm9yZy+WH4yJAAAgAElEQVR4nOzdW4xk2V3v+e9a+xb3jIy81LW7q7qru902QsZtMD7TsjDI2HiQzxgzqAFLQGOBkB9AaDQjhGQJaY5gkJjjltA8tAbkOSBcZ4AHLGMakOwj1D5A46GxZNrY9L0yqyrvmZFx23uvyzxEVlRGZVRlVmZWRWbW/yPZ6lgZsWNFRlbE/u211n8p7z1CCCGEEEIIIcSDQI+7A0IIIYQQQgghxP0iIVgIIYQQQgghxANDQrAQQgghhBBCiAeGhGAhhBBCCCGEEA8MCcFCCCGEEEIIIR4YEoKFEEIIIYQQQjwwwnF3YFymp6f9hQsXxt0NIYQQQgghhBCHbHp6mr/+67/+a+/9x2792QMbgi9cuMA3vvGNcXdDCCGEEEIIIcQ9oJSaHtUu06GFEEIIIYQQQjwwJAQLIYQQQgghhHhgSAgWQgghhBBCCPHAeGDXBI+S5zlzc3P0er1xd+W2CoUC58+fJ4qicXdFCCGEEEIIIY4dCcHbzM3NUa1WuXDhAkqpcXdnB+89KysrzM3NcfHixXF3RwghhBBCCCGOHZkOvU2v12NqaupIBmAApRRTU1NHeqRaCCGEEEIIIY4yCcG3OKoB+Iaj3j8hhBBCCCGEOMokBAshhBBCCCGEeGBICBZCCCGEEEII8cCQEHyEfO5zn+Pzn//84PZv/uZv8vzzz4+xR0IIIYQQQghxskgIPkKee+45/st/+S8AOOe4fPkyn/70p8fcKyGEEEIIIYQ4OWSLpCPkwoULTE1N8corr7CwsMD3fd/3MTU1Ne5uCSGEEEIIIcSJISH4iPnMZz7DF77wBa5fv85zzz037u4IIYQQQgghxIki06GPmE9+8pO8+OKL/NM//RMf/ehHx90dIYQQQgghhDhRZCT4iInjmA9/+MPU63WCIBh3d4QQQgghhBDiRJEQfMQ45/iHf/gH/vRP/3TcXRFCCCGEEEKIE0emQx8hr776KpcuXeJHfuRHePzxx8fdHSGEEEIIIYQ4cWQk+Ah597vfzRtvvDHubgghhBBCCCHEiSUjwUIIIYQQQgghHhgSgoUQ4gHmvMN6O+5uCCGEEELcNzIdWgghHkDOO5byBdbMMh5PPWgwG58mUPK1IIQQQoiTTc52hBDiAbSaL7GQXx3cXjILKDSnk7Nj7JUQQgghxL0n06GPmBdffJEnn3ySS5cu8Tu/8zvj7o4Q4oRat6sj2lbw3o+hN0IIIYQQ94+E4CPEWstnP/tZ/uqv/opXX32VL37xi7z66qvj7pYQ4gTSBCPa5CtBCCGEECefnPEcIS+//DKXLl3i0UcfJY5jnn32Wf7iL/5i3N0SQpxAk+EUCjXU1ginUUrd5hFCCCGEECeDrAk+gOZ/f4nVP7+MWVkhnJqi8alnqf2HZ/Z9vPn5eR566KHB7fPnz/OP//iPh9FVIYQYMhlNoZRiLV8FPBPhJJPh1Li7JYQQQghxz0kI3qfmf3+JpS+8gM8yAMzKMktfeAHgQEFYCCHul3rYoB42xt0NIYQQQoj7SqZD79Pqn18eBOAbfJax+ueX933Mc+fOceXKlcHtubk5zp07t+/jCSGEEEIIIYQYJiF4n8zKyl2178X3f//38+///u+8+eabZFnG5cuX+cQnPrHv4wkhhBBCCCGEGCbTofcpnJrCrCyPbN/3McOQ3//93+ejH/0o1lqee+453vOe9xykm0IIIYQQQgghtpEQvE+NTz07tCYYQMUxjU89e6DjfvzjH+fjH//4QbsnhBBCCCGEEGIECcH7dKP41WFWhxZCCCGEEEIIcW9JCD6A2n94RkKvEEIIIYQQQhwjUhhLCCGEEEIIIcQDQ0KwEEIIIYQQQogHhoRgIYQQQgghhBAPDAnBQgghhBBCCCEeGBKCj5jnnnuO2dlZvud7vmfcXRFCCCGEEEKIE0dC8BHz8z//87z44ovj7oYQQgghhBBCnEgSgo+YD33oQzQajXF3QwghhBBCCCFOJNkn+ACaV15i9V8vY7orhMUpGu95ltpDsm+wEEIIIYQQQhxVEoL3qXnlJZZeeQFvMwBMd5mlV14AkCAshBBCCCGEEEeUTIfep9V/vTwIwDd4m7H6r5fH1CMhhBBCCCGEELuRELxPprtyV+1CCCGEEEIIIcZPQvA+hcWpu2rfq5/+6Z/mgx/8IN/5znc4f/48f/AHf3Cg4wkhhBBCCCGEuEnWBO9T4z3PDq0JBlBBTOM9zx7ouF/84hcP2jUhhBBCCCGEELchIXifbhS/kurQQgghhBBCCHF8SAg+gNpDz0joFUIIIYQQQohjRNYECyGEEEIIIYR4YEgIFkIIIYQQQgjxwJAQLIQQQgghhBDigSFrgoUQQgghbqPnuqzna2Q+pRRUmAwnCZScPgkhxHEmI8FHyJUrV/jwhz/Mu9/9bt7znvfw/PPPj7tLQgghxAMrcynv9F5n0Vxj3a5yNXuHq+ncuLslhBDigORS5hEShiG/93u/x/ve9z42Nzd5+umn+chHPsK73/3ucXdNCCGEeOA07QY9nw61bdg1pu0sxaA0pl4JIYQ4KBkJPkLOnDnD+973PgCq1SpPPfUU8/PzY+6VEEII8WCy3u5oc7iR7UIIIY4PGQk+gKvNl3ht9TI9s0IhnOJS41nO1g5n3+C33nqLV155hQ984AOHcjwhhBBC3J2yrqBQePygraAKMgoshBDHnITgfbrafIlXl17A+QyAnlnm1aUXAA4chFutFp/61Kf4/Oc/T61WO3BfhRBCiMPinSdbMeQbBhUo4qmQqHYyTycqYZUz/iGW8utYbynohDPRQwQqGHfXAHDekboeoQqJdDzu7gghxLFxMr+17oPXVi8PAvANzme8tnr5QCE4z3M+9alP8bM/+7P8xE/8xEG7KYQQQhyq3vWM3jUzuJ2tWyqPcWKD8HQ0w2Q4Se5zYpWg1dFYSda2ba6l79DzPQI0U9EpZqJTKKXG3TUhhDjyjsYn+THUMyt31b4X3nt+8Rd/kaeeeopf//Vf3/dxhBAPtpaxrOeGzLlxd0WcMM540qVb1sM6yNbM6AecEIEKKejikQnAzjvm07fp+A4OR45hIb/Kpt0Yd9eEEOJYOBqf5sdQIZy6q/a9+PrXv84f/dEf8dWvfpX3vve9vPe97+UrX/nKvo8nhHiwWO95q9vju50er3dTvt3usZ6f7HAi7jPnwfud7VIn6r7quQ6p7w21eTwt2xpTj4QQ4ng5mXOX7oNLjWeH1gQDaBVzqfHsvo/5zDPP4EedXAghxB6s5YaV/GYaMd4zl2ZUwoBQpkiKQ6BjTTQRkK0Op95w4vidTjjv6NgWDkcpqBCq4/MaAhWi0dhbrj4cp9cghBDjJJ+W+3Rj3e+9qg4thBB3qzNi+nPmPKl1hOHRKORzr+TOs2EM1nvKQUDlhL/ecSqci0Fl5BsWpRXJbEjcOF6/78xlzKVv0XYtPJ5EJZyPL1AOK+Pu2p4kukAjnGLJLA7aYpUwEdbH2CshhDg+JAQfwNnaMxJ6hRBHRjJitDdQikif7FHg1Dne6PTouP5MGk3OQ4WY6Tgac89OpiDWlC8UcLlHaVDB8fv7WjPLtNzm4HbqUxbyq1wMHj82haVOxeco6BJt2yLSMRNhnUQXxt0tIYQ4FiQECyHECTEZhawbS8v2R4Q1cDoOifXJLv+wlptBAAZwwLUspx6FMg38LqQup+dyCjoi0btfQNDR8f3ddkasne26LsbnROp4bDWklWYymmIy2n8tEiGEeFBJCBZCiBMi1ppHiwWaxmC8pxhogg6srmeEsaYyEaBP4Khwb8Q0cOM8uXOEwfGapjsuC9kG1/J1LI4AzZmozql4YtzdumcSXWRz20gwQKxiAllTK4QQDwT5tBdCiBMk0oqprWnAS/MpKwtmUMy3Ohlw5pGE4BhOX72Tkg5YuaVAUKIVyQkfAT8sHZtyNV/D0f9DsTiu5mtUggLlIBlz7+6NRjhNy27Q8ykAAQGz8ekjswWSEEKIe0tCsBBCnEC9rmV10QztZrO5ZqlNWmqTJ+ujvxGFtJxlPbd4INaK84UYLVOh96TrskEAvsHh6bjsxIbgQlDkQuEJWraJw1HWVYpBcdzdOvJuVNS2GIq6QqyPx9RxIYS41ck6Ezrmer0eH/rQh0jTFGMMP/mTP8lv/dZvjbtbQohjKE89I2YJk6cjGo+5UCsuFhJakcV6KAX6xK+DPkyRClEwFIMVEKuTPZU81jENPT3ubhwbuc+Z773Npmvi8UQq5Fx8gVp4cqfNCyFOLgnBR0iSJHz1q1+lUqmQ5znPPPMMP/ZjP8YP/uAPjrtrQohjJilqggDs9lnCqt9+EimlqIbylbYflaDAZFBhdVuxqMmgQlVGRsU2G/kqTbcxuJ17w/VsnkpQlWnkQohjR84YjhClFJVKf4/CPM/J8/zYbNUghDha4kQzcy5mcT7DWVAaJqdDStWTPbon7p5WikeSKeq2RM9lFHRMLSjKdHIxpOu6O9oyn5K5lIJcMBFCHDMSgg/g5eZLfGn1MqtmhUY4xScaz/IDB9w32FrL008/zWuvvcZnP/tZPvCBDxxSb4UQD5rJmYhyNaDXdUSxoliWACxG00ozGZaB8ri7Io6oRBe4pf4ckYqI9rCdlhBCHDUyf2WfXm6+xJ8svcCqWQY8q2aZP1l6gZebLx3ouEEQ8C//8i/Mzc3x8ssv861vfetwOiyEeCDFBU1tMpQALIQ4kHrYoKRLg9uagNnojGwrJYQ4liQE79OXVi+T+WyoLfMZX1q9fCjHr9frfPjDH+bFF188lOMJIYQQQuxXrGMuFB7n4eQiZ+OHeazwBJPR1Li7JYQQ+yIheJ9Wzcpdte/F0tIS6+vrAHS7Xf72b/+Wd73rXfs+nhDiwdDNHPPLKa9f7bGwlpEbv/uDhBDiLoUqpB42mI5mKAal3R8ghBBHlMxh2adGOLU1FXpn+35du3aNn/u5n8Nai3OOn/qpn+LHf/zHD9JNIcQx5b3D49C7TDXMcsfrV3ukWT/4rrcsra7l0TMFKax3jKQup2V7BEpTDYoEJ7jarssyXK+HCkOC0t6ClPEGBTL1VgghxKGQb5N9+kTjWf5k6YWhKdGxivlE49l9H/N7v/d7eeWVVw6je0KIY6ybL9PJF3DeEAdVInWaUBeIo53BaKNtBwH4Zpuj3XNUirIO+DhYNx3eTpcw9PdwrugCF5Np4hNYcMhsrJNduYLPM9CaYLJBcv4h1G32dc59zlJ2jXW7hkIxGUwzG5+WLXmEEEIciITgfbpRBfqwq0MLIR5sqWmymb0DeHLjuLqygKaNso9Sr4ScnYrR+uYIr/U7pz57D9bJlOjjwHnH1WxtEIABWq7HqmlzOq6PsWeHzxtDNj/XD8AAzmFXlrHVCuHk6FlUy9kCy2ZpcHvRXCNUAdPxqfvRZSGEECeUhOAD+IHaMxJ6hRCHKrdNoB9gV5uGTs+hVYty1GNhrUASaWbqN0cIK4UArXK2Z94kVpQLMgp8HOTekHmzo73jshH3Pt5cr4fPdr4u2+kSTo64v3es29Ud7Rt2jWkkBAshhNg/mU8khBBHiNr6WDbW0U37o4P9tb399o32cGCqFAMePhWTxIpAQ6WouXAqJgxkPfCtUpeyli+zblbJfT7u7gAQqZB4xDrXko7x3uPzHD9itP9+sy4jNRvktrvvY6g4hmDnxRkdx6PvjyJgxP3l+r0QQogDkm8SIYQ4QuKwTtcsopVHaQXOU4wmMXk/KIThznA7VYuoV0KM8cSRum8FsZzzOAthdPQD96ZpMpe+SU7/IkJBFXm4cJGCLo61X1ppzsaTO9YE13vQe+ffcd0uOomJTp8lrE3ckz5457CbKXhPUE5Q0XDw7ObLtLJ5PAaFphjOUI7P3fXfmY5jotlT5Neu9ufsA7pcJpgYPe1bKUUjmuFqduVmG0q25RFCCHFgEoKFEOIIiYISteQSPbPM7ESHdruCMXWsg0DDVHX0x3agFUF8/8Joc82wcj0jzzyFkmbmTEyxcjSnYHvvWcyvDQIwQM93Wc1XOJucH2PP+uphiaI+O6gOXXYh+RvfHUwddsaQvv0W+vEn0IXDDe0uzUnfWsW1UgBUEpJcnCIoJwAYlw4CMIDH0TGLREGVJLz7UB6fOo0ulXDtDioKCWsTqOj2BcCmwhkCAjbsOhpFPWxQC0/WWmkhhBD3n4RgIYQ4YuKwQhxWqCae9diy0TGEWlGvhEei4nOvY7n2doqz/dvtpiPPUi48WSQIFWumzUrewuCYDEpMR9WxbvljMKSut6O969pj6M1oiY5ItqpBm/W1nWtnjcG22ocegvPl9iAAA/jUkM1vUHxiFgDruoMAfJPHuC4JwyHYe49ttyHPUIUCQXH09kdhtQbV2p76p1R/5FdGf/fP+f4MA6moLYQQN0kIPoKstbz//e/n3LlzfPnLXx53d4QQY6KUYrIaMnmb0d9x6WzaQQC+Iet5uh2LLWW8lS7htop7tV2P3FvOJ40x9LQvJKSgi7Tc5lB7UZfH1KNd3C6s6MMf6d8egAdt3QyfW1QUoFWMQuO3Va8GCPTwOl7vHOn8HHZluT/VWWuiM2eJZ+++gNWGWWM5XyT3GRPBJNPRLJEevW5Y3J7zjuV8kVWzDHjqwRQz8SkCNf4LaUIIMW5yWfAIev7553nqqafG3Q0hhBhJjQhjSvX/t2bagwB8w4ptkXu74zH3i1KK2egMkboZpEqqxFQ0M7Y+3UlQraLLlaE2VSgQVKqH/ly6uDNc6jiEsH96EAUliuEMcPM9j3WNOBgeybWbTezy0mCtL86RX7+G691dIa2WafJO+hZt1yLzGUtmgWvZ/N29KAHAqlnmej5P5lMyn7ForrGcL4y7W0IIcSRICD5i5ubm+Mu//Es+85nPjLsrQggxUrkWECcK7z3trmWlmWO0J4jVjgAMgPf3vcJxljpaG4a02w/flbDKY4UneTh5lAvJY1wsPk6ik/vap71SWpNcuEB4+gy6WiGcnSW58OhtqygfRDhTRiXb1uQGmuhMbajoVTk+y0TyGJXoHLXkIrXCRfQtFa1db+d0c6zFpTtHmkdxWYbtdtgwaztGnTftxsjp7OLO1s3KjrY1s3Ikqo0LIcS4Ha05dsfMS83vcnn171kxLabCCs82PsgztScOdMxf+7Vf43d/93fZ3Nzc/c5CCHHI1nLDcpZjPDSigOk4IrilCnCcaM49mvDmW106HUexHuDKijevp8yeKrNBZygM14Mysb5/XzdryzlL8xnWgA6gMRsyfSYm1v3/HQc6TkjOnL3nzxMUYwpPzGCbPfAeXSkQFIcLVSmlt4pg3b4Qlk5GXFDQGhXf+UKD95584Tr50iJ4j5nIcJUcXSjs5+WIbfSI7aWUjH0IIQQgI8H79lLzu7yw9DWWTQsPLJsWLyx9jZea3933Mb/85S8zOzvL008/fXgdFUKIPVrLDW92U5rW0XGOuTTn+q0FmraoSJElitrZiKCs6WxaVt7o0fyu49zyJFVXJFIBM2GNM/H9q+ab9RxLc/0ADOAsrFw3dFrjm4591Ok4JJquEM1UdwTgvQpqEwSTjf6ceACliE6dIijeuZCXXV/vb5lkDFhLOQ2xK6vgbo4G14IJEn38QnHPdtkwa3RtZyzPPxk2UAxfwJoKp+/bFmpCCHGUyUjwPl1e/XsyP1wxM/OGy6t/v+/R4K9//et86Utf4itf+Qq9Xo9ms8mnP/1p/viP//gwuiyEOGFS1yN1PSKVUAwOXjV4LTc7JjOvZJZTsSe85cQ5Nx7r+ktATdeSLubgIU890XLIWTdB6UJy3yvS9roOe0ve9R7SjqN8+Etq76hj++taC6pI4RDen6NMaU3y8CPYyQY+y1DFImGlsuvjbKc1dLuYBszWz7Nuc1CaqXCamfjui2uN21K2wGJ+DYtFo5kOT3EqPnNfA2g97FfUXjOreDz1sMFkKFW2hRACjsBIsFIqUEq9opT68tbti0qpf1RKvaaU+q9K9SuZKKWSrduvbf38wrZj/MZW+3eUUh+9H/1eMa27at+L3/7t32Zubo633nqLy5cv88M//MMSgIUQIy1nC7zW/TfeSl/n9d6/cT29euBjjlop6G/zg0KsiaP+Cb1tOfD9QcBS3P9aMRsOP3oQ+Z6KIjWyuHIY39uvu8w5erY/eum952p6hdd7/8476Zu83vsOy9nJL0iktCacmCCamdlTAAZQwbaRZ6VYK3ZZ2HwDh8MrR8tt7lhnbr2nbSyZcxwlWerIM0fXdljIr2LpX41xOJbMddp2/+cH+9HfXmqaR4tP8FjxSaaiGdkmSQghthyFT8NfBb697fb/Afxn7/0lYA34xa32XwTWttr/89b9UEq9G3gWeA/wMeD/Uure1/+fCkd/wd+uXQghDkvXdrm+NcoEN0+yW+ZgtQTqYcit41STUUA4ohp0GCgenolJYoVSEEaKU9MRpTHX3ClWAurTw5OcqnVNuXZvvhac98ylKd9ud/m3dpfXOl3W8k1WzNKgwJPFspBfo+furlLygyCs1wfrhm0csJQtoioVVNQPxz3fn1J8Q9MY/q3d5TudHt9ud7mejuFKyy3y1DH3eo83v93lzW93WVzaxN6yh5jHk3op7iWEEEfFWEOwUuo88D8C//fWbQX8MPBnW3f5f4D/aeu//+PWbbZ+/iNb9/+PwGXvfeq9fxN4DfiBe933ZxsfJL6lOmasQp5tfPBQjv9DP/RDskewEGKk1Hdx7DzJ7h3wJLsRBTyUxBS0IlKKU3HI2TtUJK6VQ971UJGnnijxxOmE2SBA2X5gjuoBQTKer5jZczHnH0uYORdx7mLCmQsFguDeTENdzQ0LqcF4sMCGcbzT66Jv+Xq1WKlwPIIuFCg89hjRmbO4ySp6epJocnhP6XxrSoFxnrd7GT3n8YDxcDXN2TBmxJHvn8WrGZvr/b2zrYFuM6DTskNVmBVqaIuuvTDes5IZrqcZG8bct6rOzkn1aCHEyTfuNcGfB/5X4MZKrSlg3fvBYts54NzWf58DrgB4741SamPr/ueAf9h2zO2PuWdurPs97OrQQgixm4gYhcLfMk00VvsranSDUoqZJGI6DvGA3sP6xTBQ1KdjskCTLuX43BPVA5LZ8VVh1lpRrYfcjyXAG2Znwa2uU4RBCNsuVGg0sbp3WzJ578m8J1JqT+/bUaILReLTRULvKHZ79PzwiHlJlwDoOEt2S0DzQMc6JsZ0NmNyT7u57W+gbFj2bXo2ZD1bYyIsUgkK1IMGlWDvf5HGe97s9mia/mwCBcwmIedHVeE+JJvrhpWFnDz1lCqaqTMRheI9n1gnhBBjMbYQrJT6cWDRe///KaV+6D495y8BvwTw8MMPH/h4z9SekNArhLjvSkGZRjDNil0atPVPsmuHcnylbq0pu7t4MiSeHPd11fsvGjFVvByUmQhqrG29PwrFdDhDMSjdkz5sGsPVNKdrHZFWnEliGtHxey+00pyNzzOfvUPqUzSayWCKibA/MhxubfBz60rgW4u23U9K9y+6WDw69rzjlmnnORNxjamkinU5Z6JZpqKpu1qPu5HbQQCGfthfSg1TYUgxOPxg2u1Yrr6VcmMWd3PNkqWOR54sokf8jQshxHE3zm/J/wH4hFLq40ABqAHPA3WlVLg1GnwemN+6/zzwEDCnlArpb1i4sq39hu2PGeK9fwF4AeD973+/zPcRQhxLSinOJOep2hqp6xHrhGowcahFb5zvr2gdZ8A4DhphyGpmhianz8YRs/F5JmxtUB26HNybehE3pginWyOk1nne7qYUlKIUHs1RPJdlmLVVbKuFLhQIG1ODrZQqYY1Lwbvo2i6BCoeqnpfCgKk4YCm7+dsuacXEGF9nECgmZ0MW53JMnNHu5WgFcUXhCFE6whHf9b/N3O8s+uWA3HvuRZ3xzqbllmXM9LqebttSrh6/CypCCLGbsX2yee9/A/gNgK2R4P/Fe/+zSqk/BX4SuAz8HPAXWw/50tbtv9/6+Ve9914p9SXgT5RS/ydwFngcePl+vhYhhLjftNLUwnuz/+5ylrOY5eQeJkLNmTgmCfZ+Eu+8R8GR3Y80M026ZhnrUpKgRiGaIdD7m75dCQMulQqsG4PxnloYMhkGKKXu2fuzXdvZQQC+wQGb1h7JEOy9J517B7exAYBrbmCb6xQeewK9tf48UCGVcPTU4fNJQlkb2taRaMVkFBLrg1/86dgWuc9JdIGCvruY2ZiNiCLNatdQTQIKFUWsLS616CQm2Me/g2KgUQwXZg8VFA7htY4yqodH81+vEEIcjqN4ee9/Ay4rpf534BXgD7ba/wD4I6XUa8Aq/YrQeO//VSn1/wKvAgb4rPd+5yItIYQQu9owhnd62eDkeyW3GJ9yqbR7MMic43qWs55bQtUfEZ2O97ZOuee6GJeTBEWiA65tvpPcdmimbwwKixnTwfgeE4XHhu7nvKdpO/RcTqxDJoISwW1G8yphQGVMgVPDjrAE7Ct47UfLbNK0GyigFtQp77JDgm23cc3mUJvvpdjmBnp6Ztfn00oxFUcc1m63zjuuZ/OsmGU8joCAU/FZpqPZPR9DKUWtEVLxNbJ2i5XFK2SdNgDFap3K6bvf57gWBMzGIUuZ2ZqRAefi+FAC/yjlWkgY5Zj8ZlupoimWj96FFCGEOAxHIgR77/8b8N+2/vsNRlR39t73gP/5No//T8B/unc9FEKIB8OGsTsC1aZxdK3ddS3ifJqxmvfDZe7hnV5GqBT1O6xP9d6zkF1lxSxhsUQq5mx8nolwcuT9m2adVbOC945aWGcyvLu1lpnd2FFZO7NNctsh2rZmdz5bZdHcDGsTusTFwsxtg/C4lIOAWqjZ2LZ+tKAVtfsQytfNGnPpW7itVborZomHeZRaODG4j/OOlm3Scz1iHVOyCkZUOfZj2vO3bW9sZ7U1nRzLQnaValAj0YW7OpZWirNtTWwLtOBxvpIAACAASURBVCIoqJipbgSLS/DQI3d1LKUU5wsJU1HIumnTtass2026vSqz8em77ttukqLm3KMF1pdy0q6jXAuoz0SyHlgIcWIdiRAshl24cIFqtUoQBIRhyDe+8Y1xd0kI8YAYFfEUoHeZHJlax0Z+67ZN/ZHlO4XgTbvBklkYhJDcZ1zNrlDSZaJbpig3zTpvp28O9t/dzJpYb5mNT+/6um52akQA2/b/AC3bY/mWPZc3XIcN26URlvf+XHvknKe7abEOimVNFO89aGuleLiQsJr3pwgXtKIRRfdsxHC7lXxxEIChv1/1Sr40FIL7o6w3Q2YjbFBPYtT2/X21JqjcmzXTu+m53o4q6ze2s9pP0NRra8x0LTNBAZwDn+HMBv6cQ+3rPUlZNW8M9gTP7ApZmnKx8Pih1gAAKFUCShUZ+RVCPBgkBB9RX/va15ienh53N4QQD5h6GLJ8S6GnyTjYdU2wUoycl7vbuuCu6+4IIbnP6bnuIARnqaPbsiybFroYYoObAWrFLDEVzRCovZ28R0ENZRYGQRog1mVCfXMUOPcWt2M8HHJ3+PvR5pnj2lsp7ZYDD1GsmHlE0UqWaNsWRV1iKpqhFNw+fMdaczq5v1tS9bdkSne059vaOra1Nc345u9ylVVq588SLWziuh1UFBOfPk1QOvyLC7vp2BYtu8lytkhBFykHZZTSaPSe9vT13rNuVlg3awDUw0mSJIFuF+zNf0EqjgYB2Hjbn2KvAmK9+7T/TdscBOBBv12bruvcs2JrQgjxIJAQLIQQYqASBjxaSljODZnz1MNgT+t6Y61pRMOVezVQ32Va7qj1v5pgEELaTcPVNzOM8SxkPYJiSOMRjY17AFthdmdg3TQ9Wq6LRjMRlihsBY44rFDjAu38Os7nxLpGKT49FNaLOiZAY7cFZYWitM/iWXeysWpobzqcd7RdimkZrr25Qf3RLl5berZL27V4tPAE8T14/v1SSlEL6qyYpaH2WnCzGFju86GLDTdkBU310uP4PEeF4T5HSA+mY1u81XsNBxR0gRWziPGTTEZTTIeze9rOas2sMJ+9Mwj5m1mTM1MzlJq6PwoMoDXRTH9N8LrpMJetkHlLgOJUNMHp+N4XTxNCCLGThOADeGm9yeWFVVZyw1QU8uypBs/UD75Pp1KKH/3RH0UpxS//8i/zS7/0S4fQWyGE2JtaGFILd/968M5hW5v4NEMVCpwpl4mVYS03RFoxHUW7HqcaTlA2FdquNWibCqcpBEW89yxdyzGmHzLKusxye5HSapH4dIrHMxFMEqjh51jON7mSrQxGcxdNk8eSWUpBAkASTpKEk3jvUCOmlBZ0xPm4wXy2isERoJkNa1SCvU+P7VjL6taFhGoQ0IjDkcWqui2L957FvEnLpWgM65sr0AuoFftVpjOf0rJNGvpwZgfl3rKUN9mwXRIVMh1WqYX93/eaWWHdrAJQDxtMhlO3Hc2fiU6Tu4yW608drwV1pqKbxa0KukhAMDSSqVAUdLG/F3U8vlC/bta4Md+hFk5SCWt473gouchEsHsw9c6x3JrD+h46SW4eN2zRuPQEprkOzhPUJgirVTJnuJKtkPn+bAKD52q+Tkkn1MLbF52rBjWW8+tsn5tR1hVK+v6PnAshxEkiIXifXlpv8sL8EtnW+rLl3PDCfP+K+EGD8EsvvcS5c+dYXFzkIx/5CO9617v40Ic+dOA+CyHEnTjncQ7CcPdiON450rkr2NWV/jpbpQhnZjl97vxdTc2NVMTDhUfZNBvkPqOoS1SC/meoNZD1bo4kloMKFkve6VJRMZWgxmw0vB7Yecf1fGNoOnPmDSumNQjBxnnWjKF7h212pqMq1aBA6nIiFVIM9v6autbxWjcl39q6aM1YOt7ySOFmiHbes2m7mMTSsiltd2MasSeJNS3dJnJFSlvPe+uU8YOYS1dZtf2LDh1SmrbL4+o0PddkPntncL9WtonHDwXb7WIdc6F4ia7t9MNtMBzmEl3gTHyea9k8FoMmYDqcpRyM3v4I+mvI1/N+UJyM9nYxZj+Mvzm1/UahtFBFFLcC+p3YTof06jypvUaet9DlMtHUNAQBoAjKZYLycEjtumwQgG/weDoupXaHnX+LQYmHk0dZNkukrkc1qDEdzd7z7ces9WQ9Rxipu1qjLoQQx4WE4H26vLA6CMA3ZN5zeWH1wCH43LlzAMzOzvLJT36Sl19+WUKwEOKeWlvKWV3IsdZTrgbMnIuJk9uf/NrW5s0ADOA9ZnmJsF4nKN/dWsVIRTSinaOcQQhJQdNp9YOwUpqJcJJGfZrpYrhjBBj6ay7NiF3yUtff+8V5z9u9HuvbqilvGMujpQLhLcEi0RHJHtZt3mrDmEEAvmE1s8xG/QrbmTO8lS6z6boklZhO7OhlOYmOiIOE2tkSy6xifD8Ah4RU7hAc70bXZqzb9lCbxbFpurTs8o77r+bLtw3BN9xp6nAjmqYSVPvVoVW8IygPP5fhrW46iPurueVCsR+GD1s1qLFuV4faSrq8p2JY2bV5/GaTenWS62kTt7mJTQpUo0lqa1067l8JqhNEM7ODvY8jFaBRO9aah3tYy14Ja1TCg88y26t207BwJSPLPIGGyVMR06ePzlT848xlKa7XQ0UxQfHu9qMWQhwuCcH7tJKPLpByu/a9arfbOOeoVqu0223+5m/+hs997nMHOqYQ4v5y3rFuVtm0TUIVUg8au+6fOk6b6/2T3ht5trlmcS7loUu3P0nzabaz0rJz/fZDmqmplGL6TDRYEwxQKCkmZ+LbblUU64iSjtl0PUI01nuUgtpWUGtZO7SdEMCmdTSNpXFIYcvepgK13WpeNW06tofeSFhbs9TqIb4aUo0ToopHJxUwU1SCkKquMROdOrQtcW43ouzwQ5Web7YffOuiWCfEOtn1fotZPtQ7Byxl+T0JwRPhJJlPWTVLOO8p6TJnkvO7Ps5lGa7dv4gw2S3giw+zZpYp9UKK19cpqgqeHqbbw6U9ChcfQylFKUhoBBWW7c2q4yWdMBHuvvb4fjLGc+3tjDzrvxPGwfLVnGJRU56QU8aDyFeWya7OgzGgNeHMDPGZc/d8VF8IMZp8ou3TVBSyPCLwTh3wy3phYYFPfvKTABhj+Jmf+Rk+9rGPHeiYQoj7azG7zqK5Nri9bla5oC4d2WqurabdkWc7m4606/BJStNs4LylHFSobm1/owqFfkno7Q/Uut8OuDQlX17Ebm6ii0Wi6Zm7HiEGKNdCHnlK0910KA3lakCwy3Ttc3GDd9Jl3smWadmUii5S0QUmfRnrR5XRGh1c96saBixkZuh5ilpR2qqw3XEpZiXi+lwPD2xuGpIJSGs9VKIJCXmq9BSNsHLo2+B47zHOsWpblHRMKUjQKCpBgVBNcT2fH7r/ZDh1qM9/J2bEe5Af4vuynVaaU/FZGtEMzjuSPYR0ABUEqDDEW4sylql2QiN8BJWHoLpD93Wb/QrYNypfP5Q0qNgCHZuS6Ih6UCLaY1Xz+6XXsYMAfIP30Ok4yhO3eZDYlUtTsvm5m1XDncMsLhJUqoQ1+cUKMQ4Sgvfp2VONoTXBALFSPHuqcaDjPvroo3zzm988aPeEEGOS+5w1O1wx12JZN6tHNgSP2v1IKUjpMN97g9z3pxIrozjjH2I6miGoVAhnZjHLS/1KuFoTnTpNUCr11wu/8xau1V93artd3OYmhcefHCoitFdxrImn9h4Gy0FCoALKukg1KJLoiKbrspJvMhnWCBWY7dkdKB9iheJaGHI2sVzLNuk5Qy1IeCipordGfEoq5o2l7iAkW+dxzYiHypPUGyEFHe5p+5y71TI9XksXiXRA4iPWTIdERVwonqIWFqn4BI9nzfSnRU+GU0xHs4fej9upRwEL6fDF5cno3obESEXssgX2EBUERLOnyebe6adD79GALpSxneEQfOPnN2ilmQorTB3hWSFhqNDbiltvbxf753rD22YB4D2u1wMJwUKMhYTgfbqx7vdeVIcWQhxfzjvciNErO2Kd6lFRqYesLRvcti7WGiEtvUhu8kGbx7OcX2cybBCogOTcecKJOj7rV4cOSv2pnbbdGgTgwWPzHLvZxEcTdPNFUrtOoGKK0SxJeLjbxGTO0HUpxWA4SDZtj9NxnYcLCfNpRu48oVaciSNKd9jKyXk/CLB7Ybxlw62Sqx5Ke3p0WXOOCv1R1QlVIvQt2CrIFKCo6zJk4R0rBR/UstkcVGqeCIpMBmUSFTC5tQdxf3T0DDPRqcHt++lUFGOdZ830+zgZBcxER2ctqncOnCOankYlMbbVQmlNODGBtxa7vjqUHnWlgh7D/scHUSgFTEwFrC3d/DAoFBWViaM1Yn3cqChm1NUFfYT+voV40EgIPoBn6jUJvUKIIYlOKOsKTbcx1F69j4VtALqpZXnD0MkclYJmuhaR3KbKa6kScP6xhI0VQ555KhMB9emIK3m2477WW6w3BFvTOIPKiFGtO0xhbWVzpHZt61gpedpmgseJD3F0LFQBiYowPh1qL+j+V95kFFINAzLriLUm1KMDbtMYFtKcrvNUQs3pOKIU7B4G1k2HlusRKAbbIi2bTabCCqUgoRjHPH5qiqvX21jvKeqIWEfUJu/tV3K27UJMfw2wBe+xODQ3X9f9Dr83RFrxSLHAaedQsKNi973kvGPVrLCWLwOeyXCKRjSDVhrvHPnS4tasB08wWSc+dYawOvxvOrlwkXxhAZ+l6FqNePb0kVnvmdsOzhuioIgesTf3drPnE4plQ6ftiGNFdTIcVIh2WYbdbPZHwMsVKe60C+syctdGxYpgdhq7sDT4fNQTEwQ1OYcUYlwkBAshxCE7k5yHTNG2m1tTIGepBwdbKnE3MuN441pKb2ttX6vjaHUdj58roG8T+MrVkHJ1+Cuh4qo07fpQW1GX7ljkKHOOZlIgm2xQ6nSI0l7/B2GAL0VkdvjigMeR2fVDC8E2a2O6K0xlTUKt6CZlMuWJVMhUWGWzY1hvGXraE8SKyWJITQU79vDtWseb3XQwbXott/Ss48lyceR+v9uNqk7t8OTb2mdPJwRoNtcsSkN9JqTWONhXsvOO3OdEKhoZZGtBkU03PGW3GhSP3LrU5D6G3xtWzQpXt20P1c3nAJiOT2FWV8iv3lwrbZb6yx2S8w8PHSOcqPdnRnh/ZMKv945WeoWeXcXjCFRMJX7ojrMvtFZMTEVM3LIc3HY7pG++gU+3Li4FAcmFi7Km9TYy02Qzexvr+xcTo1qZcuUR6OToOCao1lB7uKgmhLg3JAQLIcQhS3SBC4XHyFyGVppwxFY+91KzYwcB+IZW17HZtUyU996XybBBz3ZZt6t4PEVV5Ex8+wq6LWN5s5eSOY+rTKC94kISU/KeaPY0PgmhB3hP1zly54m0ohgcTvEjm3fprb8ONqcEKJtR9aBqD1ENi6RdxdvXezRDx2I7x+SeeiXg4kyBS9XC0JTnlrGEPiOi0z+2qtB1IW1rd927tqhjFMMFuEIVUtQ3pz5GsWb6oZDGmZBAa4LgYKFpw6yxkF0j9xmRijkdn6MWDoeT6ahC6nLWbBuPp6wTzsSTB3rek2I9H7E9lFnuh+D19R0/s2vr+NNnUSP+Fo5KAAZI7RrdbVtfWZ/RyuaIggr6Lj+XzPLyzQAMYC359Wv9MHeEXvNR4L2nnV8dBGCAnDZ5UqNcPTvGngkhbpAQLIQQ90isx7Pey99mVxt3l1kzUCHnC48wbWexWIq6dMepsot5Trb1JDpOYGqGtUAxVb65DUyoa1ztLdLc2qZIq4AoKnMYu+DadAPszTXMxSAGk1FQIYGOmN/o4gJYamWsLBqs9WyuGUzXM3kxYKa87f3ym3Sy1zFbJ7GxLlKIL+LZvbBXLShyOqyzaJpYHLEKOR83iLemY2fOcDVbZ8O2iVRIPShxWk2g9zkC2nNd5tK3B+t9re8yn75FQb9raNQ+VAGPFKY55SZw3vXD+jELL957VnPDSt6vvt2IQqai8K7WbI887h3a1Ij3xWtYMausZksoNI1omkY4feR+n8Z2drRZn2FdD32Xhfpcd+exfJr2Cz7tcmHoQeN8jnG9He35LXt0CyHGRz61hBDihKmUAoJguBhpHCkqhf1NvSsEe1v317E703fnliYdnMVrT6w30DomCWZYzBNqkaVyh+JUe+HdiOJj3g+uCmS5Bw0baxa7tWmvc5BljvWmGYRg7z3YReBmoM5cl6pboRrsXsRLKcXZZJJGVCF3hkIQD005ns/W+qOx3nM1W+Y7PuehuMGThTNU91EYq2PbgwB8Q46h49ojp64XDqHytPOOtt0k8xkFVbxv+2Cv5IZ3etkgoLZshvOeU8ndXXDKckc7dYQaysWAyWiKbjYc8hrhNABho4Ftbgytde/WE67ZucG+y/PZOygUjWh6/y9uG+M9ufMkWh0o4Gu18/eiCUa273qsSmWwR/INqlQeORr+oNMqJNAJxg3/TUX6aO0LLcSDTD65jpj19XU+85nP8K1vfQulFH/4h3/IBz/4wXF3SwhxjBRjzcXTCVdXcrLcUUw0Z6ciokPY5sR5S8+skJkmgYpIwqnBet5KoEmdJXUO4z2xVjSi4cCVEZKpM0TxWTyeru9XnW6aFIfa2t5ofyOiQVzBtIcnIuuoiI76J561asBGx7P911CIFKFW6G01wDwWpVJOxREbxpA6TzHQ1MMcrRTeezotS9bzxAVFqRKMHAEs6GhH4MycoWk7aBRvZEuDdcLX8w0SHfGu4Oxdr9G98fvy3mO9J9waudTcm7W1zjvm03cG0+QVihl7mtPJ/qd5Ouexxg8KMN3Oam5weDbtBpumiceTujpT0Szh1kj7pumyaJqkzlALisxGtcEoPMB6y/D2YoYxHqWgXg44PzsFkWd1sD3UNFPRDABhfRIugFlbxVuHrtdYK64MAvDguGb1UELwcpZzPcvJnaegFecK8a5T8G8nCSfp2dVtYUxRik4R7GOWSjQ9g2u3B5XfVZIQnz69r36ddEppytEZNtO3cfS3/QpVkSS6f/tuCyHuTELwEfOrv/qrfOxjH+PP/uzPyLKMTmfn9CMhxPHmvSf3nlAdbJTnTibKIbVSgLEQBoe3TrGdXaVrFge3U7vGhLpEFFSYiULmehnX0hwHTISaR24ZoStsFebKt0bVjLesmE1CDddsRlHFXEimKQV3v59wWJjATzxM3rqOdwYdV4irZ7FeMd/rsRwY2spwrh4z51OsU9QrIeeKMfXCza9DrUIiVaYQ9EdxbyiF/UnbS/MZq4sGrQEFE42Q2fN7m1qslUIpTc+mQ4WyNJrMG9q2Rz3cfVsdv/X7U0pRCWo4V2Au3cDiSZTmkcIk5eAwJpnv1LJN1uzKzb7gWTYLTIR1isHdj3RtrBhWFjJM7imUNLNnYwrl0RcCrIeW3RyEVYANu85KpjlVOE3HpryeLg1Gxrsmo+dyHivMopTCOs/ccj8AQ39wd61lqZYCZuqnmI5PjXzesD7ZD8NAanv4dBXl1S1B+OBr21vGcqWXcWMCRcd53u5lvKsUEN2mqN2dBDqmXrhEajbw3hDqEvEeK9Ubb9m0Pax3lIMCxTih8Njj2NYmeE9Qrsgo8B0kYZ1AF8htC6U0cVDdtTK3EOL+kU+vI2RjY4O/+7u/4wtf+AIAcRwTx7KHnBAnSdtY5tOMjnNESnEqjpiO782JkVKK6BA/5Y1L6ZmVoTaHJTXrREEFA9SCgGIpwOOJlGIxNzTiaFDxtxIEzMYhS5nBAW3TYzICr/pTj7s+42q2zqXicBjpuS5L2QJt16SgSkxHp6iEO0NeVJomLDb6IXgrwF5NM5ZzC0pRrkbowFNTAUUdEHioRHrH9kSl+Awm7WG3tlmKdJlCNEOnZVhfznEW1ldMP1gZT6Ue7KiuPUqoAqbDCvPu5lRrjaIaFFDsPnrrvWdtybC+1O/DxHRA3NBozjETlem5DgVdRvtJ1D0aCU5duqPN4ch8SpG7C8GdluX6O+lg+9R203EtT3n4yeLIYmFTUcgbvc0dbetuiRk/S9N2d0wN33RdOi6jHCSkmSPPd4bVTmqBO/87TF2Pa9k8bbtJy24SqYhYJTjV73w9PPgoX9tabl1UkDlP21rqen//mLWKKO5hhNp5T9v2sDgiAubyNVpb61oDNI8k00yGZakGfRdCXSDUhXF3QwgxgoTgA3jpW00uf22VlaZhqhby7IcbPPM9+9/z7c0332RmZoZf+IVf4Jvf/CZPP/00zz//POXy7qMCQoijz3rP272U7lbxKOs9V3oZiVZUj8GIiveOW0e7UpfTyTdYcBHGF+j1VxyiUIPthXrODUKwUorzhYR6GJI6z1LYoetz3Lbjtl0P4y3h1rRg5x1z6dt0XH89YuY36KRtHtVPUNA719AqpVHbRnDXczP0c1dSlEohD/mYIFAUy3rHKG4UlJksPkluW4DeqqYb0E5zstRz7e1ssES0uWaYmNq5xdTtnI7qBAS0bI+uy6gGBUpBTEUXqQR3PmHeWDEsXLk5d3v5miHIwDQiQjVDLaB/ccH1A9W9+Lsq6AKK4VFQTUCi7v5kv9OygwB8Q6/r6XXsyN/ndBzycFJkLuu/p40opBT08PTfv1unKPfbttYwmxZea8JAkZnh+xV2mYYNcC2dG+z/XdAFNk2TYlSiqEoUghKxKhx4e6RR228p4BBWMtxR5gxvpytsug4e6Nr+RYMbLI6r2RoTQXFs+0gLIcRhkk+yfXrpW01e+Msllpv9CpXLTcMLf7nES99q7vuYxhj++Z//mV/5lV/hlVdeoVwu8zu/8zuH12khxFh1rKV3S4lmB7RGFJQ6ikJdINI3CyBlznA926BDyLrrsGlbrOStocdoIB5xYl8JA6bikKJWQwEYINYRwbavp2beJt02cgpgMLTs8Ijg7cQjppEqDdWJ8LbreaE/gpaEkyThBHorkEeJYmPV4D3owEOhh0k2Wd1okRnL4lrO61d7XFlM6fT+f/beZFeybCvT/WaxSqtt1769Co8qQYkuSYfboJMNHgAJCRAvwTPQ4QFoQYcmp5lCuqJxdJSd1JWuhJQoRUIeOBHh4fUurC5WNYvbWOa2a/ft7hFxwuPYJ3nD1zZbe9pa09ae/xxj/ONiRHKeGY5GJeOZZUu1+L9bn/N/pfc5CHocBj0eRttvTY+fjs2VY7OhRa8u4euZVEeVvx/l1FAttvQ2YnV+iWRX75O5Bd9kv+Lb/Gum5mpboeu4rm+1ENx4HaQQ3I1THsaWB7ElVXMcFX29gxSSlkqufO4AwXH5hK+Lf+fb6t8J2mOQZ/emmUh6zTdvFhSuYOHO5rYQknbQJRAhFsvAHPNN8e88Kb7B+Kv36La0tSK5dE06WtL4nvvJDs2C6UoAA0xsxlE1QZ/7HpbeUFzTA3vDhg0bPkZ+/KGHHyk/++/DKzvJpfH87L8P3zsafPfuXe7evcvv//7vA/DHf/zHGxG8YcNPCLmSDZdjVW/bjSys46SqWFhHQ0m2goBE/fB7mEIImtE9FuVzSjun9JY0vEspYsChpSGWitJVhDJAADuRJnnDAn4naDF1GeVKOCgk+0EHIQRLW6eOD8qCkVXshi0iucBdSRh9M9tBwMwUFwTi7g0p6M4bBDcL46ShSJuSfGlZBiMm1YQ4lcxkwb+9MlTL5locjuaWz+/GJKHkaFTy4rRat6lqpZKH+xGHUf+dPst1o0qlxAtBdW5mdQJF4wPdtm9CCslBeI+O6lNSEIuEhZ3xtPx2/ZqpHXOfT+joN/chbnYUo2NBWfhzxyRx4+b53dV9PJ6RGeC8pqf79FcmVk0V8zDa4biaUviKlkjwfsrc1wLWYnHJEQdRSGA7KCloNxT6LX2a6+/uxdd475j56boPuMczsSMaVePG2uK3EUrJp0nMwBjyc9/377v10vJSinskgpUo9heORe9o2rZhw4YNP1Y2Ivg9GUyv3+m96fht2N/f5969e/zyl7/kyy+/5Be/+AW//du//d7n27Bhw4+LhlZ0AsWoOoumhFLQvSZl1XtPXtXutd8UBctVzujcOqbG8nmavJdRzoeiZUwn/hTrSqpqxshMeR1/tDi2QsmWCjA4WiJAK8XcWBrqasoxQKoivoj3mdgM5z1tFZOqCOc9T7KShXMoGWGN5Eme8yhJEGKBRtO8pfFTN9B8JmCSG8qlpxVKepeueWXnLMtXVH6BEhFpcECkr9Y+CiG4+2lMJQrm2Zx2SxOEgkYn4pvJKVtKk6xStCvjmcwNqqV5Naou9GmeLR2TuWWn+26bGZ1+wGJanO/Ww85uSJoqBsZQWEdTK7aD968zd0WBnU7wzqNaLVR6tc5XCEFDN2nQxHnHk+LrCz/3eEbVYC2Cl7bg1MwonaWlYraCJloowkhy+ChiMjAUuSNtKbpbbxZ9QtStiG5yYu7pBj3dwHmP8SX/kT2/NDZHGUy407q9k3MgQ/p6m2Pz6uw83hOJGMPFLIXXafvvS6Qkd9QP6wcSXzJsaqmojsgjcVgUijthb5MKvWHDhp8MGxH8nmy1NafXCN6t9odd0r/+67/mz//8zynLkkePHvF3f/d3H3S+DRs2/Li4H0WksmJuLJGSbAWa6FJUd57nHI9nZKXGyJBTWdFp6nUkKnOembX039Mo57tAyZCmShBmto4WSQR4z9PqGOc0YwOJjOmolJaWPIgjwlVtsPOOqR2zsHO0COjo7oX63qV1a+EvkWwFu0zNmMp5toMO28HetfXANzKH/InDWs/AO4qOY/9BjNYC5w3T4lusz1djM0yLb+iKLwmu6ZHc3w2ZV4r5SYhE0NnWiGaJmzqMr4Cz91jnKY2/0LP5NUV1u4i29x5nQWlBu6/x3jMeGJz1tPua3k6AlIL0HSK/hcuZ2xkCQVO11v2E7XJB8fXX+KquO66UIrr/YO2MfO348Fy1c6pN0wAyV/Gr4phqFe2fuCW5q3gQNdi4+gAAIABJREFU1yI0ThVx+t1HGKUQKDRaaOylNN5QvLv7+G54QCgjpnZCIALaqsPL8tnqnp8/98dnhNQPmoztkszX9z0QAZ9GHZauJBSafd2hqzc9bjds2PDTYSOC35M//a99/vb/ObmQEh1qwZ/+13dLbbvM7/7u7/JP//RPHzq8DRs2/EjRUrAfhRCBqzK8K+Gc0FpWp3xz8g3zrERLTdi4x3AWEgSSRnQmFJz/8HYsH0pbp9zzWxxVY4x3NETI18WMpYPCwlFV0tIFvxUHeBNwWlXciWrxcVy+vBBVG5kBD+NP18JWCS6kjociYjvY4zAK6uv3DljrORpOGEdDjDc0ZZvFvMNsZOjtBFR2vhbAr/FYKje/VgQrLdi9G5H3wQuLFTkKTSsKCe1ZRE0IaCaKOJQEWlCuXIlDAcp60rek4M7NlJezU8ajnNR1aKseO3sRna2Aztb7R3rnZsbT4muqVf/SQATcjx7RUE2qwelaAANgLdXxK1Sne2N0VglFT/U4Odc6C6C9igJPzILcZggEcrVxM7Rzdmyb9FLE03uHLed1C56wiZAfJo6VUOwE+zwvn6w3awIR0tPv/rdaCnklAm18xfPy6TpFPxYJveD6c3+oadZNOF9vinlfu6/r98gQiWXAZ/EeU5vh8GSmYGAX9TXz8KQcEEr9Xq3LflPxzmHnM7wxyCRFJe+wabdhw4bvnY0Ifk9e1/1+l+7QGzZs+HhwrnawlUoQJ++2UPe2opg+wxYTwCPDFlH7HgUlT2f/wsjOCcIIZxJsfkQrPCAr9FoEawGt79ko57bsBC36uoH1jqNqzsROiEXA1Fo8MDOWma3YkgFT47gTQekKBuf6vAKUvmBqJsRhvVBMlKKPZGwcTtcJ14GEjlYsbYEHUnm73ryzfMbj7FeUphZ9I4bsJ3fIlgf0CCgsTCuHlp5Evk7bFuA8JhuBVLUgW6WCmrlFjAMaosVAHaMa4KTltw76LMYNlrlDa8FeN6DTqP/M3t0OeXpSEGae4mVFJIAM8hLi/auifm5m/Mf0P3j1PMe7etQHSYn9do97X1zfPgggs4581X6reUNk+KQ6WgtggMpXDKpjGqqJz7Irr/dFCdbCG5ymt8N9PJ6xHSEQ9PU2XbXFaTnmRfYtT/MnxDKgrfvEQR8hNA5HVlisgzSWYEuKyWNcWdfviiAh6jxEBR8WgewH24QiYm5naKFo6Q6RjLHeMMkHFOWcSDVIwhTrp4AnVJ1b9dPtBduEMmZp5yihaao2oTy7n957zOCU6vQErEH1+oS7+99Zf93COR5nxdpcL5KCT+LoverBQ6nZli1KV/GyHF2oB66wjM1yI4JvibeW4ukT7HhUN6NWivDOIcH2zq97aO+NXS6pTo5wiyWy2SDY2dsI+w0fNRsR/AH8wX9ub0Tvhg2/QTjvmRjLcmEYPa1QpUBKQbuv2L0b3ShMLlMtT7D58Oy8xYTlXHAaLBlWr5gYAw66YQ9fCe41PQul0QIiKbkTBVdSqN9G4RyTyuLwNJT8TlvnKCFRQuL9KtUZRyQVS/c6BbW+LvEqQmW9vdbcqlqlYlal4+R5yXJsKa0l7Ei274R0AnhZDZjYJQANGXE/2iaWb46KzuX4Qu9YDwzNCb10h//3qymTwtFr9pHJkERV7IYBoQ2w06eMbT3SRtojbj6geOVYfFMgQ0G7sUUcNBDK0ew3SFSKb3jKyqO1QJ2LyPVamlTB4F8yREMTBwKcIHtRoRqS4FI7oLEZkmUroRpaEDB0pzTsFtnc0uxcvX8nRcXzosRSm61th5rDKLzgtOy9J/fLK+/NXC1+ZauNW1ysaRWNxltFWyAC7kT32fV3EAiUUBxXU47zbzBuTuUqclfgvUUKTVfvMRx4BtMc7yFNJIfJCbKcs7SWpXWIytCVL2j3P3vj774NTd260FfaesPj8b8yfPkfYAzWl3S7B2z393CyJDOntHlI9BZjL4CGatJQzWt/ZscjymdPeV3EbU5O8EWBCCMQoNpddPP6996Gk7K64C5fOM+LsuRz/f7ixHh/xbEdwHB7Z+jKzsnNEOcrQtUm1lvrTaTfBOx0jB0Nzx2wlK9eoNodZPjD1nt/F7iypHj8Nb6oDdRskeMWC5LPv/zONnQ2bPih2czcDRs2bLgFznv+Y7ngeb5g8diSzWEnTNgLAsanljitU2tvgykmV47Nly8wnQ6B1iShY5k7ZmbCtmoROMF/7icEgUQLbp1SWbqSuZ1SOsHLQuGoxyeBe7Fn+waH5Pelq2J2dMqxWbIdhCyspSECUhkSSNZmTZGMSUTM8pIYa6yMrkbHFZOhBQRNoWEKcUMw31owsmcC7cSMyd2c/aBFU7VI1cWe6sb5OqArLO2+Ynxi1oZSTsNRnvN8IXBANmpyT0TYxhAhOshsyElZMje1HAiKI3bnEeZfW1STWgwEHUV8EGNfGGgLvKzTXaPw+vsjSmpX7/NBOg926QgueXw5LE56ZuGcmakj372o5F5guE5L5NbxvCzXMsUBJ6WhrRWdc4tUIQQN2WJshxfe31i1vgq2tnHLBW42A+8RSUK4f+fCa70xlCfH2OEQlCTY3kFvbSOEWDslA4yrBYUdgTfcj2vHZuOhIaBnO7wcnxNvhed0OSJODCelWUuw5WyEbFU0P8Do6zqm1Zjh0Vewyg4o7Yzj0ZRO3EM1a/OsZXVyQQSbxRxzcozLMlSzRbCzi4zfXP9rxmPOu5h5Z1n+y/8iPDhEKIU5OYFPHqHbV03YbsN17dWW1mGcf6+0aIBEBqQyYu5yJAJVaFwlSFu3E9aVXTDJf7WuCc+rJcPSoWWPNJK00p/+0tPm+dWDlcEVxccpgheztQB+jc9z7Hz2Rr+ADRt+zPz0n0QbNmzY8B0wrAr+9/KU0EgGC0tpHVVh6agOiVIsZvbWIliqEFstQSiKlVEUPsQISSPYxaWv0MpgLGw3Ohw0+iTRu6U3ZjbjSfEVpS9ZmAYvy5JtvUuqmjjgVVnRDTT6O6xRbOmAz5JdWuUc4w0HrRaxiNgKA9par9s6SSG5E93jRfmU3OUIJFt6h7bq4L1nOrwacVpODcveWaru0i44qY4YiwBNxkn1ivvRI1q6Tekcr8qSUeUQQFOlpC1NEErK3CGVwNsmdhHhWEWf0byahjzq9JDCsqiOmZkzgZGXjkExoxOe65M8MZTdJVMxJswgcAF3ontE8nphJLSodyDc5eNXVW1LdzDhU2Yux640lPIJyygnaVxddObOrV/3Gk+dHn05aLwT7JG7jNzX1zMVKdvhLgAyDIk/+RS7XIJ3qLSBuJR6Xx69whwfnf3/2VOQkqC/den3e6QIKF2O9HPu6gQtAj4JuwzGCinc2jHbeU9FRF7OL8QgvY4ZW0czgLmxHFcVS+toKsluGJDeUBaQ2ZLM16ZOsa9TeLU+m+tluVwL4HqsDucMVZmhSBFI/DkzLZfnFN98BVX9HpPnuCwj/uxzhHxDhPPc10toTfXqJbhz89s5qpOT9xbBqZIsLgnhSEpuSkrx1mKnE1xRIuMI1e5cGb8Qgnthn+fFkNkRvDquaBIxiDzqsEL3BBNjkUBb6ytp94UZrQWwcxFPjzSz7IRWGKFkwOG2Y693TQnA1DAf2/o721U0PtBo9NeJjK55BgQaGX2c6eQ3WlD8+q0pNmx4bz7eJ8yGDRs2/ICMTEGFI9CCQAlKA5kryZ0hUYowur2Y1OkORbXkhc+ZlHMQgmZjH3yFUG26cYN2VBDJBr3wS55Xlny+pKUle0FIfItU6KE5ofAFEknhPA7HxI5IVAOBwDhfR4tumcJ9Huc9C1v7ATeVQq2EtBCCu1FEV2sK54mloKGu77mbqiaP4i8pXI4Sel1HWbkS155gCwiqBq6oF9gyEERCs6SORkzMGI8nlHrlTmwZVMe0dJtXZcVJeSY0pqZBS+9RJkOS2NGQTex0h2N3SZMKsECoI+aX+6E6qGSEa0o4qd+R2yXelKiepApycpfxqnzBg/jRtdctaCrCvqI8PRubbkmCzlUh11V9+vEe8y1Dlhk6sks32EYkBi88lzsGh1Jcp6+JrhFoiUr5NPmChV0gVvdCnfu8QsorKbpTM2ZshggniE9fkhCe9c31HjMaXRHBPd9A+T2MX2KEpfI5HRkiZYMsOGIW5KSyiTYdrJEQbaOYgak3JpQKkMkeuXWUzvFNXlCuVHPh6pTpLxoJWgjGZsHUZkgE1ntGdkFlHfORoVk16eZt2h3N9kGI0oI0aCGUro3pACUilAqIVUKFYGBOsWhmecRusI+ezdcC+DVuMccu5ujWxbIo7xzeGITW6G4Pu4oGewS+KpGtNsYLKB1BKC8akb0jO4FmaizF6rooAQfR9S2mvHPk3z7GTcbrY2prm/j+gyuvTVXEgdkhGyy4o+pyB2fhxbhgKT0yqOfVcWl4kAQ4UWKcJZUhnNs8mC9DplltiuZxeA+vRhW9piYMzubmdGh48fis9ddoYLjzENq9j3OZqtsdTKd7dq2lJNw7+CijwACq2UKEIb48m6siilAfkMq/YcOvm4/z6bJhw4YNPzCBcGgEOZb+XkT+zCF9bVIVRoJO//aPUx21mTS2mCxfQNRC6oRcR8QECBYUwhPJLl19n29zy2sT+qK0ZLbgizS+UOd5HcWqxtPhaCjJqYHKGywWTR2Vjd4jXbJ0jsd5sU4TTqTgYRKtI3JCCFpac5sOvlJIEnVmepTZJU+KrxlFC4ZTQ6JjDhoPIEvo9AOEbjG1OcZbDBUKxbZuYld9WktfYLy/0IcZwCLwfovP032ct4QyYlAZJtOCfqAYVrWg3+5ouqGmGYTkrTvMqse4VdQubrapii5xpKj6nmrisKoi6iuqg5JqFfma2xmVKwnk9Yvd9F6Eblns0qIiSdDVSH31PgghaKo+DxsJy6Tk2Mx57kfsiw7WWdRqI8QYj5SQKsVupDkqzlKJe4GifYNBkhKa9jV9kK9jYkY8Kb7B4wmcZmkGtH2Dtjp7/3nR5Z0ne1ESnCq07dJvfw79OWEc0A22eWGOWaolY1syKAfsxjs0/SG9TodMfwH5DPCYoMFCRBxqxdRYSucRgLbgc6i0Zx5ZDBlPygEej0LwuDhlSzcxY8VkbJmKCWkUMTwGpQTbd0KaYZeD3d/m6OjfsKYkjbbZTnYRzYTnxVc4oYh1i4kdUbiM+/4GN+lLITIznVC+fIEvCmQcEewfEj14WLtuW0vw4BHj5zOWT0u8hyiW7P7O3o3X3hUFdj5DSFkLkUtp4YlSfJHGTE1tRNdUap1xcRk7m14QwAB2OMD2t64VM2XuCc6ltysteFVW6EKSroZR4PjX5ZCGLrA4BII7Stft0oBi5YiuRYJataWyFkrjOV+NMTyqLlxK72B8Wn20IlhoTfzwE+xshjdV7Q59Tb/tjwUZhkQPH1EevcQvl8hGg2Bv/8p83LDhY+LjfLr8hPnlL3/Jn/zJn6z///XXX/OXf/mX/MVf/MWvcVQbNmzoBxGHUcTLsiTrljyIYrplwMNmg3YnIIzfzfRlKhxBejFyhgj5LL6H8RWxTDgtLcZfjBItrGNuLe23mJGkssXc1S67sSrY1TFLq9BoYik4XEWLnPEUxxXVyCC0INwJiN4g6E/K6kKacOY8L4uKT7+DPq8n1RGFL0jbGiEF+bKkDAd8eufTVWqk5guxx8QuicU9nM8Q4kz0tVQHCcjzvZVWrOtVV4v6rXYdQW5MJFvW0mpqdtuKZqBrId/cZSoiXLnAS4XRDfZdhPi6RCiI9hXBYYfh7ksqzu6RFgolbr5+Qor6+t5i02RHt/g/1ZxvygFQ92EufMWv8iHStJiPLEklaFhJfzfkTi+krRRL64ikpK0VUgic8yymljJ3hLGk0VbId9gAGVana6dgIy3p1hazV0e0VLuOBguB7p2laJdjS3FkAEGHBkxSlNmn9WXCqTmi8DlRKLmzFbLIHY4Jd7fusNUIyGyTJyKsjbGArVCxFQaMK4MAxMxz9KwkL+sshvaBoNiZraLjYPEU3jCxGXJZ17B6D6UwxERMR4btO7Wr+OHWl/SiHYpiXtepN3sM3AmB2Ead28TIfU6ZapRWYM42WESaoppn2z2uKCiePK5rP8sCt5zj8oLkP/0WSa8W0eNXC6rjb0FOEQJ8s8vYdLlOHpnplOLJN+sItEgS4oefIOOLtbmhlGyHb3/+nI/inR30N0aidXBxjgjpKfFE5zZtFragcCXNQFB3U/KcGMeDYI/KDkkjRSAaxOfaRoWBIL40XlNdY8RVfty5tkJKdOf90tx/jKhGg+TRZ99bq68NG35oNiL4R8aXX37JP//zPwNgreXw8JA/+qM/+jWPasOGDW2d8igxNPUC4yBNFYdRm8Z7tgwJhaLw1aVjdVpwSL0A95jr3nor+sE2Szdn4eY4Sg4iTU/fJZB11PZ1LXD+oqQ4WS2ylWf5bYGQEHav//MwNVeNeObWYbx/p/pi5x3WmwsR06U7M71KmoqkqQhEQWNlpGNLR5ArdoI2/STlefEtC2eQSJqyxVawixSC3UDzrDi7thLYCs4+jysL7HRK21p6Wy1UejUKlijJ/WaHiWlivaepJOEMxk3JuOkpPcSlIlo2qNJaRAgEW8Ee8g0uuJktWfoSjaKl3hzRb+mESGq2VLOuk5QNSqd5mi8JhgHTuUcK+CSOKL4t0GFEq6l5bTTtncF5ydHTkvG5FOzOlmL/foTBsnQFGkVDRTcubC3na2c9xVZKKu8ilglSavT2Nrp3JnLs/FJNtxDY3GNzh1VnPwsDSRhIBILX/lKvI5uZdQgh1lHNtlYkXvDsWUG+EkfSwXxgIZWwuoUKiRYK493KjbyOHge+viiXxX/a7JM2z8auqvCCAF4TB0QPHlEdH+HzDNlqEezuX6intfMZPs+pBoO1w7aIIoK9fcK9fQCmc0nVe4DuFYCgJKSa1Y7owTlh6L2v64fPpWD7LKM8OcX376ADceH1t0EkSd28+nzIVSnkDW1umh1FqyuZrQzMrIGDnYAqPruGlTN0AgWuormoYJkhA43cekAv2aMVWoTzDKd1H2OtBYfb4ZUyjFZPMTw2V45t+PGxEcAbfipsRPCPmF/84hd8+umnPHhwtV5nw4YNPzx9nSJ9Qe4zmjImeUtrnjexG3RYFMW6FYlEsBtcjBq0tUKX1TodGqAhJc1b9AgOZcjD+DOWdo7DkarmBedeAFc6ypHBKVhkjuXCEsYSMaxuFMGJEiwv6eBICt5luTo2Q47LV1S+IpUpe+EdUtUglQ1Ke9GBNF25FhenFdnzEm+oI7E7mocHn5H7ut4wEjHGLVjaCQ0s+1owtZJQNdgKQrorETxYLDl99RJhDF0BjeMjorv3L0Qyz66hZOec0BgMl3xdFBTnbshu3GevHWMwtFSbtu7e+LlPqxnPyuEqbRS6qsH9aAt9uf54hTUeP9PYcYhIYh4rw5CMpgi5p1ZVlh5GzrAvAhYzR9oEWy2p5i9x5ZzCtBm+TJHBmdCfDi2yP+NITzDeIBD0VIN7Uf/asXRVn6U7c/I20hLtHdCI7l47bnmNO7aQtTFYQ7YQ5uhCD9pYxCTyLBYqhCBdpXF77zAuR8uQXac5sgIj6nnY1RotJCIPKJt1+r/HcxB0yG2FbinK3LAdNQnyEC+gu/PmZU9DtQlFROnP5mEiEhqqiWprdLt9YyRMSImZTnHz2fqYL3LMZLIWwUEgWFiwnG2ehZFAXq7NNwZXXHQYzpaWxVdjylEfvGBrX9Pfu32NqW62cPsHVMdH677P4cGdK5Hl10gpOHgY055aysIRxRLdFDxbuaYD3IkSPFPi0wn50Qu892gUfg48+pwwjHi4B9tti3GeNJQXaoFf098LMMYzXzmvt7uK3s7HWT97W1ye48oCGcUfrWHWhg0fMxsR/AH8z/8x5ec/GzIeGLpbmj/80z7/5Q++u77BP/vZz/izP/uz7+x8GzZseH+sNzzNv2HmpgAMOWHb7XAnuv9e5+vqlM/ZZ2KXeKCjUlr6oqNoohSPkoijsmJpPW0t2QvDt9YDW29Y2AUSSaqab4xMouD02DA9eR2FseSVIz2MCKOr79sOAqbWUb024gH2w+uNeK5jYec8K75d9wmeuSlVUfFp8iU7wR6ZW1CsBEgkInaCPWzh1gIYat+dxcQwbYBOQ1pKMC+fkJlTluVLHBXN8C47skEoW7R0LdZOy4qvTk4wszpNfCAln8Qx4uglqnPVJRdgOjJMhgacJy/rhfx5RkvPQ71HohT5wvLyeU6Ze9K2orul19G60hmeV2Ps6nN7YGQXtE3C9uX+SNTmY89PZ4hCk8QJ/3uSgfIUqacVBjzJK3ZDTV762hVa1Gng3lmKyWN8VYvCMqso58eErQCp64W2DDxPshGq+XosnqGd0zLxtWPpBzsYbxjZuu62q3psh2d1rN45XJ4jtEaGIUFXU5waXHF2raIdjQolLdocuENOzDHWWxKZcBAeXjtHCzNhUT7H+gIpNEFwyEEaXTBXBthOGwTKMrP1Z76rt2gnMVXDYhKBHWsIBO2efmuNaShD7kefMKhOyNyCVDbZDnYvpLjfNNdVq32lZ6pqd8BUa6OszpZmOrLrzyAE9Hb01R7jWiOTpG5VBVjrGZ8Y9E6KNXWk+Ph5RZRKGq3bL+XC/QN0t4srS2QcI8M3iy+lxJVr9pmKyVw9d2IpeDnLGZ8e471HIdnWTWSWYyYjwp16njSTN2+TBaHk8JOYMncguPbZ81OiPDqiOnpZb0YoRbB/QLh7c234bckKy2Rhsc7TShTtxmaZv2HDTWy+He/J//wfU/7b355QrdKyxqeG//a3JwDfiRAuy5J/+Id/4K/+6q8++FwbNmz4cGZ2uhbArxmaAV29daU/LdSL1mxuERKSxvU1mE0d09Rv7jPa0prWW+p/z7OwC54Vjyl8jkbTkm36uoUEAtVAy7OojwwlLpXMh+fSEAVYJVlMLeHO1YVoUyu+TGImxuLxtJRaR+1uN775WgC/JvcZmV3S1C0eJV+ysHPA05BNAhlSzsxaAAPkDXhcFTCtCGWA9At2sCyWIbnpksaGcZUzE56qHHPHaw6iXY7LClec1T865xg4T+u1m+8l59bJoOLlt+U6e/RoUBL1JVadjV8lAuuhyBxPvyrWtY3LuaNYWg4fxQghKFyF9VfT23N3Np7XKeWFq/hqccJXgynegu5JDlsJ09yxo0K8CphIU2+GlJ6uVghbp6/aarEWwABhZJESXJWtRbANLF7VfZjPMzJTnF8ghaSlOmgRUDpDKDX70SE7fg8PFzIKzGxK+fwpeZajlSbe2yPY3aP5WUw1NrjKo5uKoHs2R7bDPbrBFsZXRCK+VlRaVzIvv8WuSgasL3E8ob31iMmJWt+TtCXp9iK29S65qxBAdD5Do7v6dwnvHHYxB2OQSXIhGpqqxrXf6bchtCa8/wAZRtjlEpWmyDSlTFIGxpAVFU0tOfgsJB87rINGS10rzIUQBHsHlEWBL0vKwiHSBq6xtTZf9h6yhaNxGxe6c8g4uTH6e6vPKcSF1lT7skEkW1htiaRem2n5srrpFDfyrt4KHyN2uaB69QJWGwlYS/XyBarZQiYJs6UlLz1hKGin6q2bnq+Z55avXuTrzl9HwnB/17Pd2ZhXbdhwHRsR/J78/GfDtQB+TVV6fv6z4Xcigv/xH/+R3/u932Nv78N3Bjds+KlSVo7SeJJIot7D6fhdMO7qgs7hMP7q8Xxpefm4IM88QkDalOw/jAjfsYbvfTguX9SpnL7JoBI8MwN6asy9KERR0YruE+tzJjW9AN1RmJlDSNBdhW4o7OWms+eIlGT3Fm2arkNyTRopYi2EAhHQ1RdTk0Vw1l9XaDhyFaXxxKv+ulVh+V8noKuMwi6QQYe4l0MyAwEvqgFSRBifIOMYl52l9lbO1yLomtYlo1NzoXyy0dKMpiWtXUVpPCqVtHoBqZKMBtUVc5/5xJEvHElTEckAJTTGGwKh8IDxlliGzIzhZVGROU9DCpBzZjbHe3AelkuLEBV900VXAt8QqI6gi+IgDtgWiu5hSJQoTCmpxW09ljDI2bnTYDyur69U0OtHlGmAOSfKF3aOcJ7MVQgErxhQuRAvFKHUHIY9evqiMPTGMP/2W47nc4pVDW+3eMJ+kqDbHdT+zemsWugr6fnnMW65FsDOe8bGMDUFnc6UNNkiriRRKGl09Lr/b3zL8gRvLcXTJ9jxqFaSShEe3iXY2r7V+99EsLOLm8+QaQrOYYOAp40W5apl12zV4/izw3jdWuwmdKuF/PxL3GIOJUyONEV1ccNJX+Ms/kMj45g0buKLi6UMKn33jYR3xXnH0CxY2IJQKnq6eet58OvCZcszAbw+6HB5xsuF4nh89tzptxQP9qJbGdkNJtX51td4D0ejin5b31pIb9jwm8RGBL8n48H1hjU3HX9X/v7v/36TCr1hwxt4NSw5GldYW7uN3t8Jv9fUr1gmq16XZ0JHoYnl1YjKyYuSPKtf5z0sZo7xScXu4fdb91W5sq7d9AmP8wpvS5bmlJkIUeIO90LDonxBqNrIlQBJ2orWnZAiP/tcUkLa/H5MaVq6S2COqc65Xrdlh1TevGAOGopoW1McG7yEzDpUKlCpRAKThWScV+wFEcIqplXJbAyHaUxFiRIRQ7ugrWKGzZjKNYiqClkV9JohQX/n2t/rL20ENEONjgXhoSK3jlaiOYzq9PTXi1YZQaE9XkBkBW71g0Aodn2bl6cLToe10/H+Tot0L+JXeblOL184z0m5oKXrzZP5xBFawTIoaUpPkmjSQPFlGnMvjlBCULqSqR0wKkoSGRNGbSgmqw/h6PYLenfvYUxAGAmiRCGqDs/KIQ6P8x7vSgKtsd4hbMj/mbwAF9AyWzQbEaZ1QhBZUp2SzWE+schyxnAwp9CrynbvGZYVjemUXvusvt35ukf10i4IRUhH9wjl2XfBZks7STltAAAgAElEQVSq0xN8liEbTdR2Hy8dr8X81Nh12yuL4CR0HLYUnej9xI6ZjLGj4dkBa6lePke12tduhjjv8Lg3un6/RjeaiE8/x06meO/IGk3KSxXzc+uYGbuuUy8Lx/BVWd/rRNDfC2i2V0ZeYYgM+2ggzfMLPabjVNBo//rNo4TWhHfvUz57UjtQS4ne2kb9AM7Iz8oRJ2aVoWNhYBZ8Hu9dzAb4kSGC8KpBmRDkIuRkfHHjbTiz9FqWbvPtc680VzcujfUY6wl/BJslGzb82NiI4Peku6UZn14VvN2tD7+ki8WCn//85/zN3/zNB59rw4afIpOF4cXgrK9kUXq+PS75Ygf8wiGUQLcV6juMvDZUi93ggNPqCIslEJr94O6FxTzUZkbZ4upiZDm76qr8XaOEJhQhI6uofIVcCU0tNBNTsReEhORYVyJV/axSSnDwIOL4RUmxdKhAsL0f3iiCnfcsrEUgSJV85whDJCMeRp8yNKeULqeh2vR0/601xclhiG4pXOHoSZhpj5ACKaCogjqtXJSEqoWwBmcjFKB1GyUDBILCTRHKMY1LYMEXrRZdP6MqLCpJKIVCIghWUZdWX5M/vxjpv7sX0euGGOeJ5FkEO20qRKPiiSlZZA7vHWnq2QrAZ/D8tCIbSU5eBYSxohlr/KuQgbRUzbP54jxoNJnLafcDlKqYLxyHYcz9foJqKBpK0Vm1P6pcyZPiqwvGVf24z05wB1dOEComSHdQ4cXNmp2gTSJDFrZA4HnqTnhePsHiCKotnuVPSWiS+RJTNCgoaDMjHFuKyRZm1sd7weDE0OlJ7Cqr3wOFvDh3XpXPOTXH6/+PzJCH8WcEImCQFQxfvkQaQ1cKVPac/Pm/oXd2cZTUIri+PrFqYEULPAwqw370fsZJLsuuHPPG1iZFl0TwqDrlpDpmYUsUDXp6n26QvLFEQSUpKqmNvmZlBfnVFkSv77hznpePC5bz+vlQVZ5sUXD/C0Fyqe3Y7t2IpGHIlo4wErR6+p0dor8vdLuN+uI/YfMMqfUHpVvflsyWDM38wrHCV4zNkr3wx9uaSDVbqG7vwkaM6vUpVIzzV+dKUd3ub0crVUwXF1/bSCSh/nHMkQ0bfmxsRPB78od/2r9QEwwQhII//NP+G951OxqNBoPB4IPPs2HDT5Vl7i7slgMsx4bBwpOsMvJkJGh8GqHfYshyHZmrmJgF1jskEoNdGQJ1+SzpUbmSUMaE17RSkQrCUJBd2pWPku9vJ97kI0w+AQR7YYcJGeCRIkQLRSwbsIphSxFcaQGTNBX3P4+pKo/WAikFmbVMTG3j1FKSltZk1vEkL1jYeqHV1JIHcYQWgrm1SKCh3l7DlqiUQ3U7Q7EydyznFinrqJfsCA4MmMJQuNoUaqcRULk+ggSvLdqDiwviyOOFYGkXBEiemBFt0eCuyBGRwzFCqQZ5PmEwPeZUdRFCsBNq9sOA3k6At57JYOVY21f0d0OUEFdavKRNhd8SVMceS4mLM/LU88t5RjjThL7N8NQwyyCfebZbnllUUZx6dEtjVhPaAV3dJPcG7x0LDy6sa3RdKTnoBBcWtTM7vSCAAcZ+zFb6JUnr4I3XtqlimipmasYs/YzSl2Al0/yY3C/pqm0wjmHxmC4tVHuL+cRiyzlRJ8HmIfHWNovRCWmicB7CNEWeiwDmNmNoTi/83txnTO0Y67p8OxpRrYzKjlPFgcjQ8yGiFaHSNgJJK4gwIsaLDoWvv8/XpdXfRO4ylnaBEIKmaiPja+rwtbpiEjUzU56VT1hYw1FR4VjQ0yVb5iGHMfSDty+hmkqhBRcc3kMpaKzKCfKlJbskXJyFxdReEcFKCbrbwXUlzj8KhNbo5u0LlM2quPkmd/S3Yb1bu+tfd94fK0JKovsPsJ0uriiQUYTqdPCVR0mw56aDEFzpqXwT2+2ALHeMF3U7qkYsOdz6aTtsb9jwIWxE8Hvyuu73+3SH3rBhw/UEl1K7vPfYiUH1zxZTrvCUA4O++24LrKUt+FVxTOUNc1twWk25G/YJpGJg5jyMdujpNtnccjIrEQIabbVesAoh2DoIePG4WDvABqGgt3P79LyqdEyGhnzpiFNJp39zxKdanlJOnvA6tqRyyaPWPTKdYL3HyxRHQVuHxMLQCO+sU6HPI4QgXLW2mRvLV1m+XrgfAfdjmFnD/NwKbWYcz7OSwjuWru7H2tSSh3FEeI3T8rtyPCl4cVwinSAsIX+eE9wvMbqio5vsiSaBVISx4JkvmWe1YVInEvS3HVM5Y2bmJMKRuYLCZ0xsRpjPaKoWTmgq1WRQGWyR4dIu3nteFhWhEGyHATuHEf291bV9S0qhT2D7MOB0OWU8NEyPKpYqZc9XNLtLjA+YLAyLqYUctAIdQGQEBZ5ESSSCUIR8kR7yZDQDDJGKcJlm6C1hUHG4fSbWqmtq0m+qVb+JiRnT19tUrmJuZ2TVjIfJIb5MCLRgaRztuIPPOpy8qng+HoIybPc6dA67xO0GSbvABSG+26V1TmTWLZhWBd3nMM5xUhn8690sIcjdgrFQ7AgFHjwW8GzFd3hSyPXGlwB2wtstX6ZmwrPiMWbV6zgWCffa95GdDm6yShmXknDv4EoUeGYn+FU6tlsfm9FVBUeFvCKCvbXY6WQlbGJUp0OsJA+TiBd5RekdsZQcRMG578f1c+qHLuG03pLZBUJIUtn4XnvBGm95UY4Z2QUCQV81OAi7qDe52F9DokIiEZCfi54K6s2dHztCyitt2ZIIDrYCXg4qrKvd3ne6mnZ6u79hWgk+OYjJCot1kMbvnqmzYcNvEhsR/AH8lz9ob0Tvhg2/BtoNRRoLlqs6Vm89/aYmclyIC7js3VOQh2ZOtTIMmpglBsexmXEv7GNxnFRT9DzixTfF2ttk+Kri8FFEY1XH1+pqHnwhWM4sQgqabUVwy5Yf1npefHOWHjkbWeYTy73P4ittVLz3VMtjLnxq70iKCb/TesBxWZG7Dg1ZsR14Gjq54A59E4Oq4nUnIEUtXwZlyfJy+B34tijoB7XA99TC+KSsOIxvV/88N5ZBVVE4T1srImFY+JxlJfnlswpb1tct0JawzOkOFXLXMbBTUJ6HQW1m9NlhzCKzOF+3Y1FSsE+Tl8VzTs0Mt6rLdEJSYrDekqoE4SyZc0RBcmHuTI1lO6w/103i13tHtYowatmgqRUTmzMel8wX9cI80fDyecY9GZB2Ipa/clhX1+gtA8eJsOwWCiJB4Rz3o5CdMCSWgsVYklWWQuQkMkUiGc8th+f8m0JiIELi8Rg8jkCExCq9dszXIYXEYtkL77AXOMLqJdFsh3IZ00xLkqgFrskvH1d8NZ2RioDAep4+yyDw3DvoEPRitBD0Ak2iFPNlxWhgmI48c9WgsWXxrSUet+rrnGK9RyYxKAWuzrqw3iPjHiroUs88QVeHICSjqv5e9gN9qyis847j6sVaAEMdhR65MQcPH2FnU3xVIdP0WhOnuuKcdb02vJasgsrXtdSvRYZ3jvzbx7jJeP1atbVNdO8+Ha1pNRTGewJxlkJf+QoVO9KmZHGuXEKp2jX6h2I5H3I6+ZYKg22GRGGTO9E9gmsyXb4LXpWTszpe4MhMCIR65xRmJST3wy2elUNyXyKFYlc1ET7gpKxIpKCh1Pcq6L9r9noh7VSRlfUz4m2tpa4jiX79deIbNnwMbETwhg0bPjpCLfn0IGY0NxSVJw4E4rgiX0Ck4fWaV72HuVN5LpXOrOI/tYtuvRC23jM4qi6Ye1oLwxOzFsEAcaqIb7mDf57lzK4F8GuyuWM5s7S6lx/ZHm8q8qWlLOpU5jiVSFfSDfTaeOdd8N5zWhm+zUoq7wmF4DAOqJBEQlwQwhZfm4VdEscze7vNh8xaXp1m2Ekd83vSzCiTnE7kebywHOeONgmB1BxnGQeppsgcDQQOz8QuqHyPQNQp2K306uc1vsLjSaWiqxqM7YIk6RNYxUHQRlYlSbLFUl9M49RvcGM13jOv5mTlExQ5CEEoW2zp+4wJKFemaK0woCstRknyGSR9uPeFZj4pafYc7bbiyFrSpWUvjdCClYiUTMyIMceMTQ7UEcztYJcoONtcOK1mPK9mDKqSpZuzG3ToCE1Pb7OwM2KZXGvcdpmO6jEyAywGiWRb7/PsqGRbjJCLGSfhkkbQw073ccowqSR7ookUFms8za7nMKmjb6XN+OVoweNjy2QAHRkSZCnz8YS9zxrIZsZOsEc3aDG0BWMfEezsYcdDYhmybTuY8RIzlOh2SHQnYeYWRCg+S9vvJGisNxTumhpLt6wjcZ03Jxa3dYeBOaGhJeXKmKune0BIJ7gYZbOzKW4yxpUFOIeIIuxwgO1voZtNpBCEq9dbbzkuX9Z9lz109rdoRz3ymSCMBf3d4L2eHe+DGY84+tX/x3IlSnXcpHhwyEgN2Q33v/Pf57xnaBdXjg/tgj2uF8HWeGZjQ5E7oljS6ur1xlRLx3ypDshdiUZyVDl+lZWsWmezG2nuRt+vIeF3TRIpko9ryBs2fJRsRPCGDRs+SsJAstcLyReW548LspGlODHEqWRvPyBOJdF7GNW1VMxotUhryIixNTRlzGun2o5MWBRXI6JV/t0YX7kbWhNdd1wISV62OX35Yp0qGqeSg8+7GF+nJ7+tDctl5tYyqQzV6oSl9zzPK36nlbATBnyzLHi9TRCJ2jE5cxfHFt+yXdXkWcH43zKWGYCnalbwQOAPNJWokBrysiSQGrGKviWpxK12OaSQb60Nbak2YzvEuIw7QYu9oEsgIu4Fe4SmBKlp+oBJebb5oYD+qvex847SFwQiRAnF3Fie5gVV9YzMTEmCmFgKYnL6dsiXjT1su884n+LLkmyZ02vH3Om3WaYlL/I5O3cVRbRkUBbsy23SUNaGUs4znhgms5zn4jHtJGGWS6x35D6j8Eu2u83/n7036ZEsTat1n6/bnfXmvXs0GZGZVXABIRC63MEd8wMQIAYMGJ1fwB+oX4DE8AiJCYOaMofZEeIOrnTE4QIHKjNa792tN9vN192BebiHR3hEZkYmqirwJcXALazZe9u2vb/1vutdi6YJXF5W/NP8hCAj7V6XVtZexy/pglN3THQRhWI/ecDA3LSOy4VndGYpl+sO5HDH0C46PGZtVuaipeM3KAYzFif/ikpTmCeInka6JX3VYak1qTJkrbXMP7kqttRuzLPlJf/rYsnkVOK9Zia6PMoLOnVOa6442LqZpT9IEmKsWRQFtAp2ZgJ1tMKJBO8d4xOwU8VIzfG1Z7u/4OmDnTuKQTdw0dGECiMStDCkZMyaGUoLxNV5mcv2WkURPUZ8uFNYqDaP06fk8pxMrFB0ScWAXEt235FOh7KiOTslLJcIrRBFCzMYgH1flj62F5y70+u/R+qUrd3I548ffuRM/jhCDCz9eq47FRkt1f7GgkEMgfLkNZW7IaWuWpCNF6yyxUde+ekQgELy7lHR3K2UCSFy/KJiPnlrDGPiOHiaXccGSSEoVMrMOc4bd63oiMB57egrTfs7ZJnf4x73+K+BexJ8j3vc45ca58cNTRVRuSI/kIQq0BSSjc+z60Xvd8FQt1n5hpFfMFAFhUzoqZxAZKjabCYdRNcxuTJLssFho6fT/fZzaLUPjJyjDJ4QGzwlQkQ2TIdOu0Bp8G+ZzysNeev9RVxdBqbzDZJ2gy0nCAFBb3BctpmKcj1TZjTbifnWs2Glj7S0poyRlQtXZlprc6ye1vyoEMy8RwBdrahD5Hl5Q4wTKdgy3zz/7ErP/NBy+HJNyJSBzjbkLTCbkkQJOgNBdeURWKiEYS6IrYrphcVbeNrvQiI+eidbhSUjO+GoOaeKls+Sx/x68RsUpgVmLYHdjhEjHTPvUUIw1OtF88xNOLnKXTbCsJPsc1Hn2ODwcUUtFM9WpxRK0Naa3STy42SHg26LOI40saGlJZ2kzcOHOS/UlL0E/mlyxMI2LLzHt2t+u/05ESgnjsVSIGLDNNRAxcPNHo1ft4V2O9ArFK9/VjENFctqfdRdFdl+ICiZcWZndFSGD56ysbx2h7Q7XYxMsE3g8Fl9beg4HXmqVeDRj3M6uktHr8d7ZqXDrmYkkwLRFeAaFtaxsVlglzllCGgtyHNNb2DoqZwYA4vmnLOqIYZ1x8/5GqVrJi6hJQwac8tMLlOSL4qcygekAHve0MgcI3NOpiuOppfEw4r5MDAtG5raI+opX/5q/z3TKICpG3PUvMZFi0bRbnaQ002m5RxHQ3eo2Wh30Y3inyf/Rq0hzzscJAMymTKyjqUPZFIwNIZcSdq6S1t3eZqvlQsRyKV8j2AGbwnlCpGlxLqhefEMe36K7g9Q7Tbird/E1I/f2/axH7MTD5DfcS4W1gT4qH617ixfqTO29A676cFHXxedQ1iHQhG4KQL5ckXxLRQEnwIhBNumy6vm4pqsCgSb5m5DreXcMRkt13HOMkWIdWzYau5p927/8OsQebdUGK4eb//ge/KLBdsEnIukmfxWmcL3uMc97knwPe5xj19SLH3NwtUs8Cid4B0IJVAtReP4JAIM6zmzx9km276LJ1DI9HpG+E325MaupGlqTqcLxm5Jq6uZdEp007CbfFxi2YTAV2VFGSIju2AUlmzrhIFxLELNk3SLvccpz78qGU0cKhE8+ixDJe/vj2sCdaWQ6gG6vQMIjlaRbAEijzTBcdrMeegTdpKEvv5wFu8bJFKghWA3SahVIAC5ErSuIpUKrciUpA7r+cbcCH4kBXPnkYj1XK+6WciHGBm7BTNfooVioFu0VYarAuevGlZTTyDi6obFrObH213U7JLPhh2+bjn6eY5sIltpwX4meXEeyBtFR2T41ymni5q9xym2iSglbs3vLv2Cc3vGPFhS2SEhMg0Ljtw5LZ1TqDW5lEKwkRg2MCxnjstXDWfRUXYuiN2GQKCONS/K5yg+I5IiRcaxfY0nUAdBi8iZXaGqrwntkuJRi27ZpWs6dAcaXUBYBXyrphMhd4au1AgdGcUZ23GLvtWIGqQ2GJVQ2pJ5OWVjZ72dHdOjWgaWi0DaVhSJZtU4kszy9ewldTqnpzTnDvrVA+Yzh5KWweaS/W3Dau7XmcDFldFXI6iryGru6Q40IUZWPkArkqYpCyEQZaTfMZTKk6RzPj94wH4p6CaRdl8ybBUkUuNCRYgWJQVCeYp2znRcE6JdO9wa+V4H1y8XuPGIWDeIbhfEmgjFEJksa1RQLJp1ISYCi8pTO8tq/r5zchMajuqX2CuVQNk0vD56xkP1Jfv+R4R0hW4Cw5nnq8m/0dgaBDS9Pn4zoOOApQcJLAgsnOdJkd0yeMvVh7uJsbEkBw+w5+c0R4cIrZFJih2NEEVBundDSNUdSy/Np3cqF37GyN84cEciF+6Mnh6Qf2Q2XBiDylv06gGX7px4Nf6Rtgf09dq0aT5xLGYeKaDdV7Q633/ZuKnX8vCJWxtjDXSLwR3XJh8a5qsTFs16zlrJhFxvo2SKs+8rYzIprvQ6N5BA+p+cFF6eNoxOHD5E0lSw/TD5Qb6ne9zjPzvufyW/YPjzP/9z/vIv/xIhBL/xG7/BX/3VX5HdFedwj3v8F8ZpM+XIjglEzkNDJyvYrAcEu17s/BBxRLm66Vil4nZnM8kkW08ks6klFZqYeWoCx9bSltk6s/YKNkQWft1l6SjFzHnKEAkEZmGdV3rpLH1jiFhGbsGGSol9Sb+TICSclx552fBg6/agWJJLtBY4F2m8IcTIwjW0c00ZLEd2giMQ64YqBurg7jSf8THiQsTINYkdGMXYelK1FhtvJjdywqXzvKwaqhDQUrBtNH0RYbUkqEg0BXDTRTqxE47t1SIWydxV7MUBsVIYtSbYS1sDnm4rIes1lOaMrFnym/kjJtERco8OSy4PFwyOHULlxE5G5QWXp5amjtRlQCnBcFsz3Fl/dzZaylBjo0eIdccpErGhYexKtDC3SM5kZPnn/2fOch4J2YqpnPHFr7XQ21fSUBEIscSRkqgegVfAen5YYpiGJW2fkUgPnQbXmbGTPKVZKCaXniS2kHlJmkkSoAAGqqAtI0/ShJNVgwvgG8l2e5/j8IIQApFIW3bo6QG2iiR1wJ4EtrMWduh4Fb/GRU9PtVBUjKc1iAmp7CGFYnkhmRuPFZFDZZnXV/OtiWb7qrhRes+LsmEVAsRI1muz8yvbrM4u6WdAnqK7u+RbHbpavSezV1dy8Q2dMk4k/U14UKxd2oeZ4kE3pTu8WXL4ckX19Vfg1qS1mU2hv49QXWJYZ1sD5FuGUb2OgBKIK2n8+yjD8poAA9RVwLpAbVZkUjHxI+rZORdJYKor2iFF+ICfTak7m1xS0leauT9lHmYYDIXa52G+fcenvQ9pNKpo4/SIZG8PhEBojVASPx7DWyR4aDaZ1/Nr0ikQDM32R7vA4Wq84S6Jcx3qW3/HGCkbx1JVHyXBvpkjuoZsItgRQyolSDo9Ors/JlMF00vL6HgGIuB9xuRCcvA5tLvfb+kohGBDt9nQbRZuxsJPOAtzuqpHpm6uHaU9Q6YLlJJ47/GhpnZj2tkuWfH+sWorxVairyXRkvVM8H9mKfRi6rg4sui8BLnEI7g46ZLlvW90s/+2cLMp9uKc2DTofh+zuY34SE72Pe7xy4L7s/gXCIeHh/zFX/wF//zP/0ye5/zRH/0RP/3pT/nTP/3Tn/em3eMevzCog+XETq7zIdsDxeh0SSfLMTYnSQX97W8fR/SpqISlyW8vPgORMja0WZPgpfM8KyvGztOEQNcotvSNk/Ib+CsRI0CMMFk6rL9+UwAu557dYbyVT2sSyfYDw+nrBu9AStjaNtASzF11bexlABkVp3ZFX7VIlWZVeRoXKWXgMjhciGRKcpAaHmcpA+1ZeouLDSGuuLApXdXiRVVfzwA3IXI4WvHvR1MW9QQpJRuDjC8+26aX9rDRc+7WBFIiuGjmTC8cX9sZj8UOdRbpHnjq5wtMrmj/WsMoG2Gac5KYkSQapXpIQB6dcvnylLwpyKocNZmSPPic81MwRhCjIPjI2aElySTtniYTGfrd21yULIPkrHaMmpK2VhykCYmUnDyrWS0iUgeQkqYOHL9oeLJlcMIihGCoU84b8KJDO3lADCt6RiOEIrgLjFRwJS2NBC7OaqrTdeSPCxpLRvdBh0W6oiszBrpgQ7copKPfHbNaCQIFvunwQP6YzrChk6a0VQcpJM2sxp1ZmjKi5gbKSOuhItMd+j5lEs5o6pImq+kow1BtExeacumYDyKreNVZjXBZO1pdSdFRvGxqlm/c3oRgKiJ5dsDG3hCCBZGRd3qkHzBbE0KyXO0yujxjO4mUs+cY1bDZythqzehu/fotmaafTK4J8DUWZxQP+9i5YC9pY6TgeLrEn65dmLdabVpJfsuA7g005rrIATdKkEQYRvKYcT0mCRWpgom/QCc75KWEEInOY7Rg5F8xuTKIqmh4Ub9gYHLa+n2pbmMDyyogJHRyhR5u4udzhFS8GdBXvT5CSIS+fT3q6j6f8TkTNyIS6Oo+PTV47zMAam85bRaMQ00qYNO03pMOZzK73ve6DpxPLTFIsgVUec3+ZvLeOIQrR9ST5yAVen8L7Rzt1ibJYBchJd455qfPsLMRIQRMmpMUD5lcqO9Ngt9gZC84bF5ef2eX9ozH2ecUat0VbvwMmVbsPGxzfmRx1iO1ZfuBvtM4TAjBgzRhoBVViGRS/twJcO1mNH4CMZLoHqn+YVOey2VAFzPmzQtC8CDWjvSL0wNymaB6vTudz78t3GJO/exr3jhB2rIkNA3Zo89+oD24xz1+frgnwb9gcM5RliXGGFarFfv7+z/vTbrHPX6uqILl3M6Y+4pCJrRkek3uAPJCofclRYTNYULRVSQfyNT9JjTBMXZL6mgpZEpfF2jxxiDJY/0cCGjZJkHfWnS/gRE3i65TazluLGO7niW8sB6ZCyJr2XVbZkzCikIqlPB4YKAL3vKAQYqrzNB31H82NNhoaQ9T8nZOXQa0Ecy053VtcVdELEFSqIQXVYUSgdqNaHuDmxkcgue2ptuS9NuGpQ+8rhq+LHJaCo7tiPIqg/OyWTAUDhtvutE6wqvXM3xZkSjwPnB2saLVntDd7xKiJ8aAQvK6umQ29hyPVqRC06SOfqeDSAXbnQTddRymz+gZWM48WUswU0d80c1JK0kzm6BTSV03FDLH1w1iOUebLlKJ6xnqGLmeF8xUzqP0MRO/Yh5WaKFpqy1iyJiLkiYuKWOBps3DPGdZNizTC0q/IkWTF5Jq5fBWQQKFLNhN+wy0YOE9hdpj6mdICS407JkhIVgcgVQIZEyZnDqyq+9OS8126OPLlI1OhhSSQqRskbC6/Jr5WDMaByq9ohgM2N9ss93vXZPHGCJ25BlsGWZjx+VZQ1xpNvc2uChHHB5a8u6QTpOxk+yyEQ4QVU6MoBOYz6d0xYwqSoJprbNsBwIUjCaO8cTSVJEkW8d6Laxgc9YhSki3DMnwHTlzGXBLv874NXA+Nmi6JIv/DXWNloo8L6mal2TzAfnwy+vXxuB5DyGg8kiykZOHiJkmmE7GZruHcpKdYc5gW5Pm7/++C9WirwaM/QiALJdsdnsom7Fw8/Xxzw0JS7qmQxUrcrkmB+00wYrIRXVjBiWAVK6zgt8lwfOV4/lJQ3MVpN3KJU92MrInT5FZTvXiGTJJUHkBQmC2tt7b3rdnsO9CiIHx9Jh/n17yejVHZx1Uu8s8C2ih6OubDm9bddnQW1zYc85nFu8lu8kerk45rRxFqhi+Q1zt6oxoC6qzSFgGZGHI9x3plTLClSPK6cW1IZ+tVhhxSEi+5GNoQsMyzJEIWqp73dG/a/8u7Omt66fFMnaX1yRYywznS7L+ggedBF8bsjxh0L65BoWmIdoGmWbrzrtYz+d/1xlg60vAo2WB+IS57LtQuzHT+jlvKpmlv6QbH5OZjR/k/QF0EinD6SC/tkcAACAASURBVJoAAwkl9fEZKxq07WPPz0g/e4ruflqcp59OuRWFwLqAFXZq5M/ZdTvEeJ1g8MsUg3WPXxzck+DvgYv/MeP1T0c0l45kQ/Pgj4dsfo/c4IODA/7sz/6MR48ekec5v/d7v8fv/d7v/YBbfI97/HLBx8Dz+pzlldyv9A1jvyRFU78lfTSpYJhm9PXdHeAQIxduzuVVV3JTd9jUt91TXfT8rDq9ypSN5MKwbXp8lm7iY8O8foYNaxdVJRLa5jM2VJsLP79+j4Fq0b2S88UYGTeOyRUBfoPzxvIrrZx5CGyYFt2gaRuHEp5902eo24i2Z7byZA7C2BNdYLCXXE8NXthzzu0RLnoSkbCbHNDrrztJaZQoIZCiIHORgTY8r1ckMnLcTLmoExbLwJdZh4EY0FSR0dzTyRSmFFyMHNJE8kGgaVkQaxlzHSz/7o7xIWfL9FBkYGFR1hTvLEAWiwaHI5UJbZky8StWseFsXlFHh0ZyUk8Z9gvkZcrwSUFtTrGLc6arjDhXBFkwC5Yya8hjSoyRJJVk3RQ1WRcfsgI2uwn+HatZ+ZYMcDvd4f9SLS7dhDpElk7y0o5YBY9CMXYrAo6DLENtLJidzBAC5qMGLRRffD7Ejhzbuxtsp1toodEaWlqxwwYr32bhaxKpOSyP+Fl9SoyQSslD2Sa5koa74FiGhkhkN7TYzPprmbNKWUyfcToXXFjPWUdRrRrk5JJFW9MKmo68fat2qsZ2p7hlILhItxqQactFOUUJwUH/Af7ZNlOt6Q0h6whEfYqdL4jWrr+vWJL09+jkOaEJrEaO5fKq22MjTRXZeZzTObjbIKmZOFbPa94kik3TiBcRYQLeLnHBr/+5BCkbmmbM2++k2h3c+fl11xRAFgUyXz9LSsHOIGFn8O2yaoUQ7KePaLsOZShJkoxiv8ty6jlfaaKGop0QZ5a9OiLSHhpFp7/FbnuXha85torSh7U5mtFX4wC3CVGMkaNLe02AAZZl4HJm2d/MyZ48RW9s4Kbr7p/uD9Dd75Z/CzCZHXN49DX/OjvHx4gQp2z4JxyJAVu6vEWC1/v+kCz08GqJFCmhTq+zvheVf48EBytZvbCEyl39LRi7kkn3Fc5YCt+QtzWLyc2Pyzclg46/Pg4zP2HpF2hh6Ok+NlheNc+xV4WzTOQ8yp7cGdPlo7v2WngbzVvS7kxv0/g5AYdQNaZQpMkuc1dipEaNJtiTI6LzCGNI9g/Qg+F3Os4hOhb1IbUfEYlokdFJH2PUp3dP36C0F8DbBDKysmc/KAkuOgI1Wn9HUkGcTDFpxIolq9giCwJ3ef6NJNj5iBCg3p2fjh9IPbjj8SY0aKE/ydztu2JkHcd1g31LwdS5l2jf4zvi/oz5RFz8jxnP//s54cpls7lwPP/v5wCfTITH4zF/8zd/w7Nnz+j3+/zhH/4hf/3Xf82f/Mmf/GDbfY97/DJh4atrAvwGgUhLpTgf8AQEMFBt+h+ZfTu3M17b0fXfL5saiGyZm9/qhV3wb9UJdVwvKDSS0ns6qiAP02sCDOBjw8od8yD9gl7IqYIllYauyq8XAEIIUikIrI1qytCwCs3apTdKflx08DGSyvZ7s36DjiKWmuN/XGFtpJNL0nGgTBvivuWkeU24Wlwt/ZKflf/KF9mv0tU9pBC0lWI/KcjkupNukIzshEQYrF+7pV76klaaIVjPEruR4+yoBmFop4LRrCTdSxDDhjI0vGwukUiSKHhWW56km0iV0U0KpJ/dIvqtLMVczVEfpBuEMrL0Ndoo8kaQYxATyawM6IlDiUD6oEsQLYxp06QdLieGvGuINqEpDCZvEVcrttptTFvho6D15ZCLkWJycdNV1EbQecc1tq3bKJFwWI85tKf84+qQVGpykTHQLWY2MqkjfnjMzkHG2ZEj1usIIRks6bNNGuUpHywRQlzvW+kbjpsxy7Bk1IxJZcajdJO5sxiZkesNdDthMm04thPs1cKxlQf6PiNXmtKXPHdjFjZlXghORyNy1SWLksnMcVQ2/PjK5EZIgd6AixenxCiwXpCkAtmu6bsNOr1tnBMMfQu7DcHD4KFmKkuOvzohLVqchUBLCFJArkq2B32qWWQQNDPpcVdrWxmh7e6WksYQqY4b3orURvq147caSKRpQbNCIJAyIJDo5PZ9Uff6xIMH2LNTovfIdptk7+B7dXSUUAzMJm8Li4ttCM0ep/Z4/cDGJrJyPFKPaG311t1a1qZ3v5Jvce4u0FedJYWiq28T2NI2eFmRZIZgBe7qGCzqG1Kgu71PIr5vY3n5mjoIwlWRIMbIcnpKq9PHhruPUVu3kY263qY3MOqO5/suobqJaSpl4LK6pDcTlP05l27M1laH3Emqcn2dbQ8SusP1qMeZPeHUHl2/furGBMI1AbbBce7PmHrHptllS3dveSUYmVDIFvMwvb0P6qbrnug2ffkjmiuJ+ioavrYLmjhBNJbBdMVWiIgYiU1D/foVsmh9pw5l5cZUb5mKuViybA7pZV9+7+6ij+9nVEcsMcYfrHOZpgnbewPG00uCC8TasRQlkg3G9SUZmr0q40POMqva8/VxxenIkaeSh9uGg830Wj6vun3cxcWtYpXqdJDZW7PbfsVJc8QqLNFCsWV2Gb4Vy/ZDY+U8L8r6uryw9IHnVcOvFuqj+e73uMe7uCfBn4jXPx1dE+A3CE3k9U9Hn0yC//Zv/5YnT56wdSWd+v3f/33+/u///p4E3+O/LN4PvFijrTJ2TZ9VqDFC01bZRyOALtz7mZcXdnGLBE+uZNAALkYuXcPETejLLUxs2NQJgptFjQslQnj6urU2pPIVc19ibIJGkuaKB1nKi6rh1JbMQklHKVIVmIUFE7+OCrkLQgjyBg6GyXrxcbVvzchhNxfXBHjlF4zc+XVHuO83SMUe/2tRMveBXElSkbBjNDUVMQaEtuQmoIDGOzpasSpnzEeSZrmik7VI0z4Rw+S8ZmeoOHTrAoIUgp0kofTgKDnI22w+GvCzV0tWV02dbpGzv7XuxsQY8cEzoMNjthl3S0ZljRh55EJizyyDnmf53LMsDY8+/02OZ1MWZcAoxYbb58Dt0kpBPemQnI+QyxXBGJqNTV4LhRoEciNRJSSppDe8Wy57ZMfMY8nMr3Ax4HyD1goX5nhGVD4wV8eEx4a+2CDJI44ZMTWcxhesDhc82ixIZMrD5Am5avGyuaQMC07rI2bTjLPZjKHJeTrcJi/6zD083U+4bJYEFzFKsruZINqH/L+zZ7RkRkUfHztcKss0pvT6fWbTBZneRilJGSMhxuvzO2w2ZM7gRoGtRwkTMeYfT77CzTTD1pAnm19g3fq5g22F64JbRGKMmKrks26XoDRDEekmkrbWTKPDrARP85SVjEig8JLsA9mt0UVCExFGrGdqPbQRdFJBKQpEuktil+TaYXRDlm6TtR+89z5maxs93FiT4OTbdXw/BVtml0QkzP0MJTT9/pCWel8wu5c9ILUZcz8hESlDvXUtzY0xctGc8bqe8y+2JHjFfrLF0Bf4BorvMILhQqQKgVRKzB2L9tKvqJoVREchE6rg8XjwARMFfXN3dz4xkq2+4fjypnubGkH/HafgGCMi6yCSkmgXIBQrWaF0tq5+AMq0mPkFn+3vYKsSpKA1fIhODE1ouLBnt96ziQ0zN6Gl1xnMZ3ZGFS2gSWSPua/4kdwjkzdqnd3kAN84yrAumPRU/1amNYCWOTrJaYLjqDq+7h7bquRodU6WbtBeOqTQ4BxhtfpOJNi+peS5fiys8LFBi+8n9830gOWb4ssVUjX8waW73WIfoSwullz4lKROiZWBWFNhKVspd91pYoz807MVz05u7msXM4uRkt2N9e9Rd7vw+DHN2RlYi+r1MTu7188PMXDYvGR1VST20XHYvCQRCe2PyP2/D+be824furkyoOy/o5qxfon1c4RQGNVFy5+vhPsev1i4J8GfiObyfRnPxx7/Nnj06BH/8A//wGq1Is9z/u7v/o7f+Z3f+eT3u8c9ftnRVhmZSKjeqqhrFG2Vk0tzy8H543ifTN9FsDUSR2DuAk2I5EqipGJcgxEpA+XxoSQSSVWOQNMEx/P6gmlTMr60iFryQG3QURnbD1P+z26L/7moqWKGFpG+kSTSMbKLD5JggHg1i8fbC6YIKq4v2z56Ru4CFz0SCQjmvuJfqwkju35OHTyFEqRS0laKl/WYVVxLnKd1zYHt03UBPciYlzV5YmiFJb6R5PkGyIimgQiJ0GzqDkYqjISe1OxlKexDr/WEyWKFUJHBoKBIE5rgeFFf8upsxmLqyXLJ0HTZ2LIYLXFOoYeScD4lQaHLAdl4GxcqtrIGnCGtc1oqZcuka3evzgbROU6c46jxvNF7rtqRxxsJm+ndcngbPQtf0QRP16R0naIOAS0iCXP6po+OnkwMGYsTojSUUqKEQhrJ+HJGqyeJLtKYhjN7zLZ4RBkaSr+gmbd4fbHCRgm2YVGe8TsP28jcUBSK7tOAKg1CgVEX/MvyfxKjx+td/q38N3JVkKRbLG1Bo3I28gIpUjp9RVvLWwUeqSTV5oJkK2UyOebk3y/xPlB0EpbVjDKMKcwOMUJvQ3PoLS5NyDY2OVyVTGcLlADZabOZrwle0ZFoI7AraF0ZtJlUkLckS7+gCTWChEK1SKTExXXnfHbWYFLBYMOQevhsL6MqJJV9RLq1QSZnKJWQZtsonRBiYOpGrMKKRCT09IBEpYiPRA/9EJBCrjvE39CdWmdB77HD3nv/N/czjuyU53UFxjNrKqrSEZKHPMxTNnrfzoxvZB2HVzJOIwV7iWEzuXlt6Vc8q34GLU1z9Jx2skWsBQ5Nv7PNl50NtpIPZ/juDQ15IlmUa7OvfluTvUXQl27OqT3GGY/sp+SLAWZhMcsl6UZBzNdt5MJn6LknNjVJq4MZ7mBa6x67j+7a2fr28Vtfj6tgqYLFE8lFcWX8F5j58hYJzlXO0+xHVGGFQJGrD+9XGZpb8umAo7QXTHSEZkaq+iRmAN9REqvE+/cQKRRSfP9zMjfbhGCprnKhU9UjN2u38Rgj85WndpE8kbTzT/88owoG+Y+p/ZzFZg93fEltx0ipSLp9lsO7J6RnK8/Rxe1ZkrKOnE3tNQkG0IMN9GCDGAJC3i72VGFFGVa3HotEFn7+H0aC33Wmh/UM/7uCh8qNmdfPr89VJVK66VPMR1Rj9/ivhXsS/IlINjTNxfuEN9n49EP6u7/7u/zBH/wBv/3bv43Wmt/6rd/iv/23//Z9NvMe9/ilhhaKJ+kmx3bCMtRkwrBr+uTyu7k/b+g2h3b83mNvo6NSHiYbHDUTAp6uyniSbBGDJtFdbBixcK9xcYlAEU2kcpdMo2YeSuZTy2oegMBJMkWVCaMTy+6jlAcO6igoQ8Wlm3HqPNumRxMciXz/mlH6hlW7YXVWU4gELTXEiCgUnbRHq2kzcuf4Kz3qUG8ikNhgmNiGty/tpY9ILdkzOWdWILzEVoEUTYwRezhn5zFs9uFkuo5sCnYF+QY7vRZqXvAwBi7tEplJQr52oX47c7jdM7R7t+WfI7fgZDZnNllv43LpKRJBb5ExDIHTC4uYeYTI8NqAUKR9xYFsMRsXJJmg04s07RUnTUlbZbRVRlSKi2pdFNERWK1LHGPcB0mwQqKFwsiIC44v820u7IK+yNiSKQ90GxsbTEx5Kh/TtObUpaaT7HK8mKET6Aw04mqVVYbVlZ/3WjI7n0cQkoVfS/cznTNdOP6PXo6WgpZOmGYrjFDM6gtcdKRCU4VIHSqqUPI436cnI4s60O9u0NYtTF6x8jO+WmXsJD3aOqFQbdqywyosmVVTVGHptg1dleKtIMiSwVDR2jDkhaJVeZY+MBoMWTRniOhIC00jLefjM3acJekP2H+ScnlqqZaBvCUZ7mgu4xEnqxljG/HRs2H67CbbNK8Cizpg60i9DNSrwKNfzcg3DO1Esq5Y5MBt0nlUv7qVZztxYx5nn5PI/7gu8A+FlV9Se0muFFmmyZVmaR0qtez1O+TfohNc+cCLeUXTBKQRRCM5qUoSFqRSkqgOUzfGYVH9NoPmEdn0kp32kF7nEVubD+gXHyaKsFaRDDqawR05sTY0vHwzs6sg2bfMn9cMki6tXFGmh8izlGJ7gHv+nMylCJMT6yU+jNGf9a/GPDIymbF6i/x4HA/SR4z9JeNQcmEdbdViFVp47yiUIsb3C49SSIo7uvLvIhEaiSAQCXEdfSXyDB0FAU/pR5jhPqr97S2xoveopcIvZkTpUO0OwiTkZnfdWf4G+OWCGAIqL+6MDJJC08keU4S99bzxVRcyxMirs5rLmSfGtfnhzkCzv/npXUohJKnq0iQr6oeapN4gAlWqyfUHfl+RO0oZH/kM+f45LpB3GkT+EEWED6GrFbkU1ykF68ckrbeKaTEGVs3xrWKNjzW1u7wnwfe4xj0J/kQ8+OPhrZlgAJkIHvzxdzNleBc/+clP+MlPfvJ9N+8e9/hPg0KlfK52CDF8o+HGws2pwgojE9qqi7q6Eb/puL5tjLX1Thd2w3SZ+YrH6SaZaBBR0VU9LKBFSiYDiWxjYgstM6RMKO0ZC7HujlTLm5vtyjcE5VmsAjNX0lGCla14Zc+vlwqlbzixUx6lt01SJm7F8/occsj2DMvzip5r44PG14HR/7YM9x/RzjsQwcgULQwBjwuBnkkYv2MUlWvJ0luepluUjcMbCA1U1GxlkcmZ5fHnEB4WTM4twmR0+opq6Rk9c5Rlhu8F5v2Kdhe+2Bm+V0R4F3Nf0bw1JymExAdBKyT0k4AewukysEBSB8/eZwnzjcisduy2DH0F42RCKcDbABY+S7foqwIDRAuXLy3Lxdp4bLOtefgrCdkdHRUpBDumx+t6xLbpMXULHugELSxdKZAiYpC0HZRfPWODDdxY09Tn7P+KYZEYsoFer1aBVKa0ZEpfFSx8YOHPmPkVSkDEERwkS0Vz6DnLarqDNkvhWASPJMWg6eiMZQzXRjIRqNWcnY7i1zstLvyUw+YIa9fzmKfNgN/ufEGmEh6kjxnbEfN0DkqSyXzdvUpg0Oow3EmQV6Rs0xiWLnAUI5NhDqEiPTvk1WjEUueQF2wOn5I/ecrDz7PrecW5nfJiuuD/W1WshKcnUvJ6RekvWSxamMJQPBJY0zCXC151SqLsMYytO+WepV8x8Tdz+T5UjPw5WfRsmC0ys/GtiMddCFVFc3ZCmM0QWYbZ3vnGmdwQAy6GO4tQd8EjOHFjXtYLlBBs6S4DndI2hlR9Oyn0ZNwwP6yJAYSE/k6gMa85Cw1dozGyTWRNhLwMiN0Bra0NVJA87Dy8laH7beFDZFGuC1HBLK5ndgFW9pyQjRlsfE53tpa4ryZjWqZFcAldcxPn42dTQrlCFS2kkOwljziqX1LFColgqDfZTvbo+A2su+TLbIuZh0sXUd7xJNXXpoGfglwlbOouZ25KCDVe1PR2D+hVBpnm2HbBqBWY1i9p6w49NfhG2XF9+JpweUE7G+JMSbSKYu8zMvPxdVx0jvr1K/x0AiEg0ozk8WN06/1rYmgcYVITrIeWR/VyxgvHV5cVNkIqJC0tOZ04+m1NkX06eYxAP3Z4aS9w6fqcTIVi6wMd2Xah2BsaXp7dnBNGC3YG377InKuCnhow9pc374Ghq77fTPzHkEjJkzxjZC1ViLSUZGj0LcVMiA4f7XuvtaH8D9uue/zy4Z4EfyLezP3+kO7Q97jHf0ZM3JipGyOAnh7Q03fnYX4TvokAnzbHnNnj64p0V/Z4mH2GuiIZu0mf3eRmURdjZD5xrOYeqQXdvuLLfJe5rxgoy9RK3JUfswFaMiK5HZXio0cGxbz02MD17GaqNMLUnPCKVR0hwtxbujKljJ6uzOnqgpmveVVV1H59Ix9ozYmd8GbiaTmsUV3J6LIhnSX4BiBy9jzy6Ec7PMkUx/aIcBWH1NMJKuYQA1O3Joc9LUkQHLrIIjZUU0/WCIyU9LMElRTo5JJSzskGjgcbffLOBqNzwfgiMBs5vAe5KuhWHbaEIW+liI0PLzBDjAQCpahZeEcmE7RQa8Iw7EA6Z9MIzGaXtAG9lfMiDbw6r7AaZu3AMFkbKpVloK00QyU4Pl8ymwu8DyxLT7lwSCnW3ZQGxqeWvc/uXkRumg5GaEpfcyxK5r6hUCmBwKE94UGyR3dVEaKmloZyCLqK9KxG7CfEYn1eaTTbZh8hBAfpgBMEe70Vc1uhUXRVB3nRRmjHfGyAwGQcCQcFNZZcPkBzgvM1hQp0dU7P7CPpsmVafJ71SI3kqDy5NtKKwKkdc9ZMeJRvY2TCdrqL2Ux5Vv2MarFexHayDpvDzWsCDJAqydNWxis7RfqSolmxGJ8TYiCSsAxziskpyWIL3Vt3+nwduLis+Gq6ZOotfWkIi1O+ip6e2iCcSdKDp5RZ5EVzgQ+R2ips2bBwlp5vk7fWc/E3vxV3PcvuQ8OqOSMGRy1XLHiNCyXd7LObcyhEbB1QRqLfcvteuIpZKFFIurogQ1G/ekFYrAtc0Vrq1QrxxY9Qxd0dnws7X//OYqAlU/aTAYW63YULIRIDKL02pxq5BrAoIXAxcGwn/Fr+mN20+CAJXjhHGSJGCPIawqVnHbMcEVFSz49p2ksGxbpTZ8MCKeN1Zy0SaZQnVzmrlWbuLa1MfmuiVNae56c1q2p97uYdS5MHEiPf7CQx+vVMdhQMzSY9EdBiQDTvugRHor8parVUi8/zH1OFEi00yVWXswoKS5+B7gAzCBW51OyYze8wvnI3DpLB2k3dLbDSU4gIiaVpF7xYfY22PVJRM/IX7JqG7WT3g+/lVyv8+MrroHIk1Zr4qY7ngy5SV3Dj0fVrAWJdYQ9fo7788S3iHRpH9bNzYnnlNSFAbHd4bRLOr4PgPb0o2TIJlY0UH/nsGAJ+OiXUFTJNUd3e9ShB2QRentasKkGWDlG5ZbNrGJjig4UeJQW/8TQnTyRnk4Y0UTzdS7+1I/sb7KcPyG3O3M9JZMJAb3xSweYNls7jiLTkh42uciU5UB/unCuZYGROE27PfCfq09boMUaitesYrjs64vf45cQ9Cf4e2Py/u/ek9x73+AhG9oLD5uU1MZ36CQ8IDPSnR0SEGLDRYYS5rvzWobrOnIwx4KJjEkf0/OCDnzU6s5wd2utx4cm54+EXKYOixUDDzDhmziOFoK8UhD4Le9tgq6kGLJYZpV9gFcwmjs22Yd/0OHOvMH0HKBDQxCUbuoNFMnMTxnbBmRuwaXJqK/GTSFJFspbADAw2WS+cFrXF1ZH9t5Ivg4dy7tnc2SGTBVVYoaSmo3osDBSNpQqBTEoUMPGBbdNl1VySFoHaBvppwoAWpmtxyYRaLBESrFEkqsY2BmdvRG4hQDkPuE2oa8/Hbh8nzXr/VnrOXDWMKsWP+nt40+ZQBs50Tq9n2NkzzKqKpa/5qqqZI6BR7HvNvyxXpDLSMZGFg0WZkp6W7MqMNFFMXtbY1FK3aroyxYec01lDUc/w/pKmdviyh18NyQtDf9PQS3ISEblwgb68kXMrs4lQfbq6TZoZXtYNXoBuSWa2QYkvSEWgrSQ907mOfNFCMTBtHm8sGZouF7MG0QhCp6FsZhRKksiU45ml29McmkCkzW7yO/h4Qt9E9rIcHwuaGEllYDft4kOkiQ4VILr1oQ4S6lCzKD1nE0tZB9p5zsHeEyo7Iw05g3SDtHh/ARuiZ9sIrFPIKBiHgBaSVAYCEY8j2puuSX1mcUERQiSRCiYzmrpEpwrfSjBujlqNGWcGHyJSrGeIJ68nLOpLfhz7LMuKopfR2d9ADwZkqiARCU1scPWccDkhVjVpPkS2OjT9KdaX1FEwmTaMjzzKahKj2NgzDDYNl27By/qCcHVWGjfjqWsjlsvbO+w9fj67kwTPXMnL5vLmmhRKXBP4UbaHFGIdgfSq5vioQUTY3k4YPBA4ItvJJqksWXgLGIYm5yC9mzCc1A3Htb0WY3ZqyMyUlT5iWjds5F3yWJMFQf4WidbRs2sOuHAn+BhIyNGzIWfTCU4lOKl5sJmw+S1mkE/H9poAAwibEVWKxZJphc8ysqRLq9GgxdoDQLdIhpvU09mtfFiRZajW7digtZT59mNvSKCLip4aMFQQBbQ+Qli+LaQQDHSLgW4xr2tKd05YLBmVY5r6Eq0UvmNQ7Q6X7pSB2bh2cn8X0bvb+bdKrYn+u9bad8Av3jdaDFVFrGtEdsNi3Xh1TYDXHwqz0xnmYIAU15YGzF1gYALZu4WHt7c3BOqXL26RbzUYkj56jJCS48uGRRmutkVhK0VUN9nebjbFjS6JPqB7ffRwiJCSdqb5zc8V9cwhbI3KJDEm38m8SwnNZrLDJjvf+jV3wcXIq6pmYtdl4FQKHmUJ3U+MPmol+/j6BT5WgCCRHTL93dWabrnAHh0RqhKRJCQ7u+j+pxXz7/GLhXsSfI973OM/DJf27NasUCQytpefTILHbslRM8ZGTyoMB8mArs5pQo3HU/oVY7eeuVRC0VX9Oz/Lucj41N3yy3I2Mhs5smJdWe9qfevmG+IGc7fgrLqkCoGh7jObtAhesWe2sK0akQe6IaWdCSrj+f/Ze5MdObL0WvfbjfVu3kbPYJDMzEqpoAaFewUIuLiAZoIGeoA7L2iukQRIT6HpqRfQqIZ6gnMAQQcCzlFXVZmVmeyC0Xpvbu1u7sCDQTKD2WdKJR0ugIMwupuZm7tt22v//1pLv1YJy1XCxq4onKHxDZkYg9B8XM5Iz/vbfF4Bk8AxWDh23td02iDk1iDMeVB6S4C951af2tM5vdcq1MMABlrh2ZqF/HOxbf8SxHwQ7dEEC8p0juzWzOyCSZjQi2KC1xxVq+6S5Ka1TwoIM0HZlvjUs7Ilk8+1C7atw3aeKJEYDOfNlGVxSm4aRjspgcsJVIZ1AcXKsmw81yjaQHLednRIGiFQ0tPQ2+arSAAAIABJREFUIX1C6wVCOIrWIEvB7KLhPRUzvzQM9zykLe3KkPYMV6ZgZUN+fJDy8eo5I6EoLiyeJXlWYDYjGqGJJx6LxXiDFFstm7YBwkqUjoiGY4qrOZERxEAlPUUUM7OKnTZhJ1AMgzcn86kMCVXIJlnjwhlxGXIxa4jDnEtXsx8c0VnPqrU47UmUY+o0kXjASdDjQZKxsds21VgmJCqlNDVppTm/rLbtyVowHGmiNOKz84a28zgsj+cXhEHL/kGLjJcEgSZi987vXZQV6bPHPNyUtMHWlbyQJZ4Nkh6hTpBJgvWOhS2ZmwJ0yCAY4tyarmnACvo6R3vB3l6AUzVCK+JU0Bso5KagvZgiY8Xmsxe45Ybu8BBdL4kfnBDs7HIvfMDj5WPqFyt8LTjI7qOWS5r5jDj4gEu9Yta0XHzmqBpLKgP23ZDLZ54wFlzL9a0uFKDzhpUteVvjZdM45s8anPP0Bpp8uL2X17a6o18sXUvpGnoq5tmzmn/+p/KWH00Xhh+rGL2ncHJrYvVS6bwXJG91pa+s4/w1AuzxnDZTEnNF0s0hiqnMgiS1HMY9Xi92BTKjH+4z1CMsluLZnPOPPsV2Fh0EpIdHnM9GDHsa/bboo9ewqtzNwiDEScevis9YLxckeU0/jvgwOWEyihHLa9rNOUiIJieIJCS8f0J3cYE3HTJNCQ+PvlYFrK8VqRSUbqvGdEAqJLn+fjWivfAYaSJWm3OclkTCQdlimitkGOFChfMWvoAEqyRFRBHeGFxdY2fXyCBCHx595bFfJ7q327S+owv23V1CbYxDScf+IOBy2WH91mNhd6QJpGCzNOhQ3nG4t5sCu3jT18Iu5tjxGLI+6/KuunexsRyMtwS4+ezTW9LfrpZ4YwgPDvDe0z5/jp1uM7uNEOi9PaKju27uPzTmnWH22jVrnee8bokTSfg1JQevI1A9Rslv0dmtj0eg3i7V+DJ4Y2ifPMY3ze3fzdMniChGJd++2v114NoGu1xuOzWyHjrPv/pN7/CN8I4Ev8M7vMMPhrtBBmD8t3NQr2zLk+b6dp+lb3jcXvPb8pBIJggPU3N5u3/vPaUtqGxJ8jkjDGc81vk7x+i6t0cyATROcGkPEHpEKhwbE3NWd+wGHjqJ7G6qg7li/yBgXUU0/lXGcaYihipB2wrrYyZuj/O1Zr+Fi3mLROI8GKcwtcMWEjGESZoRb3Iul5ZN7chiybinyfqvJpVrUzE1BRbHQCWMdX47Oc+1ZNZtW6Otr7nonlJyhmstXetYkbHX7LGThMSZoHQbbOtYns2oqoCygMWLgr33FNFOi0st07ig5x4QiZjpWcfsqsNZkEFN72BFYf4JZRoCOWLWXBKrNZ2Q5PYe7c0lkQH8qt4eq5ZbvffaGe5F+obkaDSernUkHnaGnoGRlNZyvihIU09rNryoLlkLxzBNMMkMh2VeeDQWp6cs6guCaIei2HBgjhFK08YVYZCQLQc05wZnHCKPsAcJKrwHq+d4Y9CTHLW/T1RIilNDiyHch91dx9ov8ECmcqTr0dcds64ljgNGcR9jWzyCym3oRT02sSPWLU+aKa13HIQJ/1Ya5saR64D9MCFRGts62qeO8WKfef2UhelASHbFiGkQYZRDGUHTrDB+StsaRqscuWm4mLwgV4Nbo6nrtmNR1bhPP8Y3DZYW21UoJQgqRUyPod4nO3yITDOeNNdMbUHlOsRKMExTMpdQ5x5bNxz3Bhw5Q5hG6FGPHx0MOW1nGLvm7OpTTB8Ogl2oW7y1uGKN6TK660v0ZId2GtOf3iOYrmk3K7quw+8K0A6/NpylJW3huS4bAqnAwcbWRD7m8azm07RFC8FuGCJlh/GeWSCIkxS9KW5dY+tOsJ7HVGY7FiynloMTz3AnQL1FViHYmqd1xvPirHujQNh0nvMXHff3+5z5+S0BT0TA+DVdfGcLGrPA42gYYF+bXtn5jE11jmprOL8gyhLS4R7CS2QUANtqoRIhyY2DdSBDZLlh8/Q5tt1+DtO2+NNn6PcS2i5Cf5Wrtvc8v2oJlMB2L3i2WpLGipHJ8edzivCMXTWkac7Rgx4yTvC+ol09JR7/CD0c4Y35RvFVWggexRHP2zVLU9PXIffCHP09xwJZJ3hxprj+TCLGKWcGdvOYyNS4uiaNd4jkF/cWC60J7z+g+uW/0j5/hlASMdSY8zN0mn2pwVYwGmEXM3z9cjCTBHsHd0iwyiIMb7bjxknAItLkMfSyCGsgjiQjNI9/UWOMRyoY72p2jl5VZH3XvZHVu924bdFVEgLNnXzol5VlM5u+WfUGzPSKYHcXW24wNwT45T7N1RW6P/xGJmPfBzb21QdQN3+fNoaVdexFAUdh+I1zgKXQRPrb65PtprglwK82bse2H5IEu7qi/uyTV78xIfDH9wl27i5yvsO3xzsS/A7v8A4/GIZqxKU5f3Pbt2hHAihcfYdUd96wcc22RS7Y4bR9CoBCMQn2EEKyccUdEhxEgjiVN27Or5Dmr7tLehaFZVkalBCI2NPB1rjGg1YgNDTOkchX70ujbbTOXnDIafv0VgcZi4SRHmM5Q9YjPv6F4dPLlmEYsj7zHN4LWIYWITypCOkRshcNSUj4yFZsvKNxDmcg1g55UwVam4pfNxe3k/OFLbdVrZvJwkTnNFbQOM/KLjC+QHSW+qZysDBrIkLC1R5NsOTKnhGvf5vT4owojTj4cI+kBKRhfChx/Q2NMKzMkqQMuDrftpRb17Gpzyg7SbAvmXVXJKom03t0tiVXHmtb4Eb/qLZa6da2WAMf5D1mStLTkmGqEUZQ24Bc1TyrX2CkQDRnBOM+i2tBErf0HjXs14qdOMLnjoVakaJxMkLEJU29IQxjOm/Qz1tW7iPieJfhIEaNcsrnHdJJBmpEXTSU/6shGEa4vffxeC5rS28WUhtDUElaB4+fLFl1BXJ3jcfzvDlHc4+YaOvQ7BvS+4bVWYNrLOO4zwfHMZ+pmifVktY7xj5gU8DCFYhYYrI+G+v4MJX4i47N3CGe5hwPPiSqC7zVrM4j8tZRThwHSnDW/Zqz8hwBuCTkINxBlpJLXdK6bQXwqjWMqg11WQGKWKUkjYZOcHz4E0wRUleaq0WKywsubbGdUPc8zaZAb0oO+8eo4QNCtwA956ybosOUvckRO7rHrLvgV81TSrsmIGQ+/5R4b4h6XCOx6ECAsXStZXZukF4RtAlOGowraEpJbxBAMOC0nRESsaHDG09fpbTOsOw6dkWIQLNyDWVjuR8FnDYFB0HK2e4BiZ4yqkqSLKXrhlTFq4q99zC/7BhMNAOVctmt6Hg14R6pjFgGlM228+Lz6KxnRw/IRMTG1SghGahXWsvWrFk2n+Bv9mkpsG6Ekn1c12FWK1SgSBKPGSq8bQiylmQ4Jo8eIqgRiDs5pq6sCMSbxMcaS883qGJBMy0RYYgejO4Q1aLaOg8LtmZHz9Zzms6xO9TockW9WDHNPA/zFL9e4YRAJdtx0rUbXFeiwh7iW+Q3z+0Ztb8iVoLaOy67nPvqEepbGp+9DdNVx7xwOA96FbHTP6Ro5qSxJ4/GHIRfXcmUYbhtbz26h9AKoTRYi1ktvpQAyjghfv9H2NUKbyyyl6F7d6t0apCg93PMdQHOI0LN8GSMjbYdMDaEJBYcqoDrjzqM2X7XzsL0wpD0FL3B9prJ5MaW/3UyKyUy2XYj7I9Dnp43ty3WSsHOzXtf13Lfwrktia6bu+TaOXzbAP++JDiSEm7uodo5njcdWgoccNVuO6WOv0EG9PcCKbcxhZ+/Rj+wLribz18RYADv6S7O0cPRW53I3+Hb4d2VfId3eIcfDDvhPg7L4iYncaQmTL4iq/OL8DZjLAE3GbkwVGNOovfovEGyzVa12FuH6DfeJwT7xyHnT1vqyiHFNlN1MH41JF4uOk6vutvGycIZ+rsaf9NdZ4CDSUg7d7dt1XkqGfe3+xgFEyIZUdoNUihy1cfhtzrp55L1uuNAxSwri+tged7RP4AgtGycowkNy85iu5DGQH8YwBAcjqt2yb9eXRCnLU71cE6h5LbVt7YV/9a+4H6YA47IO0YiROiEWBpaD1evF+NtjAoTjPFsVmt8HFF0npVdEvuYyla40JHqFBcGeOGAgJVtaFfN7We3rsJ7S1M7dtw+a3VFZQsGekKGZEe1vJAN1m1NS0IhyQl5pgVZKqhMTR7GoBRXbUumNSex5J8uLwidZKAFTVwxWy852X2fcNfza/8LBqMhG6HwUrOvBhT1Jau2JOsKtGzoh4c0U0u7XhHmIQJPtyzJqz0GakQn3NYkyXn0lSdNKzQJZ41k1hqKF475juSor3FLR+tXzK8tuzsBVrRY7yjsFcfqPYaux1Se8Zk8Y+8kYyR6pElBFyz4QPY5NRLtJHkT8KLpSL2kbFvapkPuhqyNJV5ZlBJ44MUnnlUd4ZVA9jxV45G1oO1tKJsagCQKQNVci2do8VusjcR6x1VrmFtD/7XW39ZJhmVCd2kop5brKQS74IqSNFUUvY6+Bzs/Q5iWrvFoITg6eMB1rLhYrSGLMHHIc3/KiYmBmpNkjzaH4nQFXrBSc3aykGy3h5QCNRxi7dZgqssqFgcLyvmUNO8xCCdkaci6nyNcQR3VTIYpl7Oaja0RwZgwk8ieYCwyTGdpvWHZeYYqIxEptZY0uwfIQDFKYupfVnBjKta1jqZ2dI2gbRxJHPJ+vM/UrGmdIRMRXlR8VP0bzlvCw5xklVNtXlWcDg5DdCDIicnf4ppUm+ktAQZQNOyrlpW31MYgvedB3KerLiDejldCWYbhhCzoA2/3FhGBppdoysZR1ttlrigNGdXXVP/7Bc6BSBLivV2ih++/QYTXpcVYeP8wwgtHVfY4KwxaCcxyA0KSR32cUCAEbrPBT3a2lUcheOtqwNdAZUum5up28Q9g5Vas7epbL4C+DbNNxTwoqLKSyCjyVY+9pM/JTsy4f4JUNwTQe8xsilksEFKiR6NbPad3DoFAfJ5YubeQxs9BhhHyK6pyQgqi4xHBpIczlqpTnF9bbGc5GGjSkSIJFfXK3hLgl/Ae6srRuyliqiQlPLpHe34GxoBSBAeHqHSryZ7kmlBtv3cpBf1U3Rqo6cGQdrV88/wHw20LdxzfJXlS3r0mPxCM81x2LbNu2zthvSOSiktjkcBIqdsOj1lruRf6b9zS/F2gsh4y7+FWryr6Io5Q+XfzA7JVtdVoty0qz++QW38zvr8Oby3edP8hJLizFY2ZYn1LoLba6h8yBuvfC+9I8G8Y/uZv/oaf/exneO/5sz/7M/78z//8P/qU3uEdvjW00BxFJ+z6w63+8jtUAvoqIRUR5WstxrlMyNV2UhrKiERkeAosFgukIqX3BW6Qcao4+TCmqR1KCcLo1aTPOs/lwiDltgokgFQpisLSG6nb6V2aSH7cj7fkREKeKORr7Vqp6t3JwLwfPuKpKKhjQWMNw0nM/UnA6qJjFDsWtsKmjv91MeXY5vwofrPlarqZc764Jgl6TCvBmZpjA8k4zDmKQlbmHIMBBMpVzNpnNDJjNzwgFZJYBm8sYg/lLnI1QW/GNGPDajmlHzkiETLtpvR1H+csMm7R0Zi5hfNuyjgQ5IRU3Taip3UOJyVJFNBLPA/rESvW9GSE7GrGuaafWS6sBxOQScWF6Xg4HFGpBoXiqnN8kMRU1jPrLAvT8qCfcn6+ocNSqopgYBnvdhigp4ZcGqiNIXGKf202/H72IU5fkYUxdWMwLka3K5JUIaVm+216lBBUjeeFrVlbg8QTSolCU3YbErm9npXwXFnHad3yXhSyqQ3hTYUNIBUB4SyimbXkbowLa9Q+SFWhdc7juuCq8zyK+7wXp8xaUEqzdhZvIYlCbOWo1paiMnTWEweQjhTycusoa6XncKJZNB0HRIRBRyJjkmEfFS8ou3NSNUAve0wfL0DmyF0BoWcRJox7PZqiwDjHuvCYVuNlhGks7tyS/46gvihQ8QWicYQoGi3RoaKnBW1xxSLeoPrbe8kbjyth3S1w2qOEJB6OwRhWxQzRzwiikDJ3JKMBwd4BaInuVzzePMHLAD3I2ZQl80nF4eGPKWTJkR3xvJ0ij2pO8pS4jrmfZ6xSaBVEBNyLxjS2I1EKJRT2ZRcnsDIO5z29oaLaOOrSMrvosBYmBwGnnzXcexiRJRGJDLlsO87bK542j0mkZBJo2qRm/KGneb6DtY79g5Cdw4CzaYsH+qmid6P171rHam5Y1iVWdGS5IggDjCvx5t/Y0YfI3hhVpsTrgio6YqEWdL5j3PuAneDw9j70zmMbh9QSedPGqvI+wWjIvpxTNw7nIJv0aX75L6zXDVXtQAqyoiXNI9pxSCSjrQO/9HSR49paAgQPxvdZdxWm6fA+JqghPR2yUQE6HaCi7pZcqGiICt7urL2VmWxwWFKV3anudr59gwDfbnftnW3fFq1r2MgphVtDFrCuazoEWXaPwd4I+RpJ6K4u6U6f3/5tlwt4AHo0QiUJMs9xy9cIohB3CI5xDY2Z41yNVj0iPfpGBEAmAdVa8OJJc8uvy2Ib+xbdc7igIwig+1yiT/A5o6xgdw81GODqGhnFyM8R1TzV5OndZ6wej/HGbNuenUMOhoQH29+e6vXQu7uYq5uWaCnRe3uot8Q9/RB40bZc3bT7N2wjo0ZK0gaaXG1zuW8/h+DflQDDNhs5OL6PWUzxm+111+PJN5IIfB6urmk++TW+294TdjHHliXxyYPb16hejp2/qQGXcYwI7y5OeO+x69X2dxGEqH7/1jX8+4BxFavm19ibeLXGzrG2JI8ffMU7f/PxjgT/BuFf/uVf+NnPfsY//MM/EIYhf/Inf8Kf/umf8sEHH/xHn9o7vMN3whc5dH6zfSjei3eZmoLadaQyZKx7COC6veDKXNC5Fo9nqMckMmOoR196bCkFSXr3YWGdx3vP06uGqtnOsnux5NG9kFi3LM2aREuOghFxoIi/xvPQe8/UXDNrN1wKwbwx6C7gcmGgJ3j/vYBSzZBhw2WzwVfwq9MZ998bE+iUzng646jEhmDPs0obnpeGhJg1BaFKeFZDrAQT1ScioOk2yCbCeMVi1SGQHA/uE+U9TqtrEjOgVw3JZrsEgaY1DdZYTB6gdgLaS48XQ+71Q+TBFStfcdVtyFWfVPaQfcPswhJ1kii3zO0Vad/hZUwQH9H3lkwfobIWdEvIggf7FZEdg9fcSyKmzlDZlJW19NW2JU7iqNoW21iSMGa43xJbz9SFqLRFGIPvBIfD92jaF8TlCt8W9PSYy3XL7vg9Nq5FRmeUouXh3oRpUxCoEQZHFuTU44yzK8OTTU3nLWMdMHkvYtHW4AUSRxJq4n3Nk6sSJbeNesYnqNE2pxSgt+lhLgIQgsaFyCbivj6iOmk47bauxQ5PYS2B7NH4Ctu15EmA8wGVUaykIVl7dqWiXFrMwnD4Xsh7Lmbfboi7K1QzR4qYkTohHuR0LqatBRtZkAX7DLoPefGiBmlp0SgRUvQs85FkcP8BXF8RFxv8KMCKPtenjij11G5FubS4nidVPer6Y7JgjHcJ+2GfZGOwosZ7BwJc5QhfaMzFhgZPdBzR7FaoJKTZ7eFyQT85oRFy64YbRfRuJozhpIHK4YykUznpvQFiEtJG0HMRK1fyMNrFeIeKBbmMuR8nPG5a2hvDHImgH4TkSjLrPidnUAKLIRo3DK3gs3+2CCkYTxT5QNGUnsWVYf9EMesM523HrL3CWEfhAQz7cYiKCt4fHxMohbGeT8+2HQywdVx+dBDRTxVnjxs2a0eQ91hXc5rSMzroKO0zQtlDSQtcEY3GyA2kG0ca7mx7VZ8XtOcf4SY7iGRE/dxiaoeQgvhAE++HCCmJTx5gVkPCpkElCc35GWX5yglYOMdq8YzFLKazFb7cMOgdIuMPed642/NedvAHRz+m2iwJOUSdlXRnHVNp2fnRIfGRRoYaFfUJkrcbF3au5Xn5KWuzgkARi5jj6MEbC32xTFBoLK/aTQTi1lH9+8DaroizmmwdsGlBZRlOKvaOsjcM/rxzmOvrN9/sPd1sih5tq8HRvfu0SuFWK9CaYHcfPXgtH9m1rOpPMP4mX9ZO6eyG/jckAOu5faPA7L3j6cUFi0FJp2rcTkw0P8DdRDVlubxthX4dMoyQbyFCXwRjPddLw8oMSHb6jDJF2nv1fiEE4dExajDCtw0yjL62FrizJa1dgvcEKifU38y4qXWOefemR4gBrID305jHVXPbxyKA3fC7zyO+Cbz3VN0Vlb3E9SzhICcLd1Hyu1XJzXJxS4Bfws5n2N29W52xHo6wm83WDM17RBQR3DvGG4PdbEBsibLQmvbsFHN5eVvNV8Mh0cnD740It2Z5S4BforZzwlUPUTYgJKo/+MGNwn4IvCPBv0H4xS9+wR/+4R+S3sQ6/NEf/RE///nP+Yu/+Iv/4DN7h3f4zUAkA47CN6MJVmbBWXe6dXwVAoGg8y33g0dfmS1c2JrC3ujxhKKnYkKpCbWkqOwtAQYoaoeTJZU/RSlL6+FZe82JeJ/eaw//pakobHWrG3yZjbkwU160TylNj3QQEM0tdecJu4hWeYZjzUdPFtjJa6bVDprW8ugg5Ol1w6rquNRLarnBmD7XokHZmnGQsTY1ToWchIcs/RUfL1fY0tGvB5QXNTtjg1SCuLAcB7/PJLGsO0NUavJcIFVDa3ZhmPNJtWGdLBl80KMnJCrTDIMeXqTsiQH6RgtZyI70JCJuG55snpD0NUu9omznHESPuDS7XJc1x3FK5jNGqkMJzUw7rG8ZobkfRyghOK0bzluDxyOWc/rLBSC4pwqanQjTF0SdR/oYFhGd77Btwr3uPqa7wiE4vS5puOBQa1ZBSKD2OM4ThpOUtN6nKTZIFAz7PE4V5qFiPE0paodNFcsdiylhUmesXcgqlzShJfcBWSPQDewdjbDjayrj6HcDms8y7AtNFHl2R5p+PGBZzmlqgVSCxPbImj2W2nFlLfeDXbysyWLBaWtYdQ2qi0giycJZhj0FUlB3gv0Hkun/fkL74glt05DGiq68ph//hPu9HS66p5hiw2B4iFnmKFkzNWCo8QvJThCgPbRaIQ+OEEDlGvzGEMYNC0p00KLiADfseNbO+El2jChXjIMJuqi3E9wgpa8FczMlmGrqT2+iVoKc6JMQIXpcHbRMW0EWHDN1AyZeotZTmupTmqEm3NklSTR798Mt2dM33RfeY2xJKjQ7MuXaVQgBodAcRkOklBxHIYncRpbFUjAJAgSwsQ3NjQgylIJUrfl1dYHxHbKvGX44ISyH4LYdrkJsW0wBFnVDN73G2Dm+W+HjhLKXYpwjVII82eaL//pFxeuSSue2RDhwsFm/jKQZ0UtaOr9iU50SRhnRa670XVSTffhjXF1j5lPsbBtz401H++wZThus2RIv7zzVaYdKJEF/6zgcjF/tq704x+gYuImFkh1112Csh+UaZTsKN6Oozjno77JqFK3xZJHEiYD+aofmswZcj3C0dcq2vocQA5LJFxtJeWO4uP6I6+kvt4fNejAecyHOeJT86PZ1oYw4Cu/xoj3FspWmTPTuF3bkfBt473C64v5hTF0lOAdR7Ojnr8brplxSrWZ08zMCFRFEr1W23avWdRlFxA8e4Y3ZtgF/TuvZ2uUrAvxy33ZGZ3cJ1Nur5W+D+5wR48Ysqd2SUaewCmxeQHzNbnuC1oLeUKP0V1c9jau27sdCEaoc+bnK/LPLhtl6+3nXwGxj+JHWb2RNCyHQvR7fRAPcmjWr5hOMbynsms4ZxskHDMNjoq9JEgVf/PnGgUYCM7NNcRgGmtH37DAO0LoWj7tjomZdy7p5wqp5jJYJgerR2Dk0jkHyZmHK3+irvy7p9G9rt/ceXjMGE1oTP3iI3d3DW4tKU1xdU3/8K3y7JaQiSQgOj15V8V+e+2KBHa5uF3q+K7y/63Iu15b67CP0S4+PywuiR+/f/I7+8+AdCf4OWP33T5j97T9iphv0JGP8//3f9P/f97/1/n73d3+Xv/7rv2Y6nZIkCX/3d3/HH/zBH3yPZ/wO/1XhvKeqt2ZJSfibEeReGMtl11FZR6Yk+2HwRmvT93YcW9yJPKlcTe2qOxmWr2ParXnezmic4ayb4xDcD0c8iHaYqJwolGTxtmVWCBj3NQv3nP5L7Z/3rNyST6pfcRTdp68HrG33RgbpRbfi/XiPnopZmgWwnYi7pODBo4R6qUm6iH6gyYVksp/xollv3WqFpK9ieioiTzXjPUO5sYQLmNYlEznk2pYEDnbiHpGUJFLjEKzrlutLQxB2zOuG43DE4tqwfy8jkiP+bVahErHNL3EtrZMchwlZmVNEGQPVkkYDWlnSKsPU1oyDHqnsYdhWQB0e40I+Nhv24pqFsFw4Ry5y9vSIj+uGoQoR0vNRadDSMtIxmY4ZBVsFZdlsHX6P44hxoJkbS1kUdNMZyjjuxxHDUtFdOXz/hIe9GHxAmRkwjqvK8cnpr2g2LUJpAinJgwA/uyA8fIAWmn6wS5ImxL81xq5rsJ5FohDGYqxlNtZUTrF2JQ99RB11HA4DtAtZd5bCWrJccbgbcFpv85eDbsKHchd/DnEoqHoNpobZpWH3qI8KFTZY4ruE6XVMIwMuqemc42QC0flTrpqWTd2ynyYU0Zii6tOlMAgVykl8LOnnLZVcokILUYBQYOdX2I9/RSg9+2bD7t4xcik4X5QkYUrbtHgk1dqSe0k/UownmjKC0jmyvQCHIZ2Avw4RxhI8krzoX5Eqj9UpvapCN1s3WhGGhHv77IfbKKlNMcN6TT/oEzUJOIg/idnZOabUMxpvOS0anpxf0JeGgzhj5+oSX9fkJ4fE+oIu2/Z9CufAC35VfUbrWoa6z4P4hM6HdE5xXVla1dLrJHuB5jDbTrh8Z7GrmveNpUoCXKyJZMfT5sWNEAKs7KjsAn8dUc4kSsN4N2C17tKMAAAgAElEQVS8vx2D1HqFKgtG8oByJtBak8oUYsdY794uoDXtXcf4pnvTXd52EmkPSdIdAu35vJxSoLYmTFrTPnv8xv+51tEtZqjJkNu5pgdTWIL+3Sma6ve32lBziqlqVByRPrzPZ92aifIvD4h1HYlp2B+9qmpKI/DKI5Sga0LQNy0sYXBrtPdFaK8vKZYvbifqbrWkU4r1IGBqK7QIyFO1zfINdshUn9pVBCIkUa8qRK5tcZsC8Mgs/8Ztpc55XJGyXFq8WJPmiiiWxCImvSGlm/k5p5/+T4xtSKykffGC/v4JInQEKqM3uBuD9EU6y7cRAI/D+e4tr/5i9Aaa1WxrVmbbgnL1mGTkMZspYTdA9EbYqGQwhEC+qnhWtqRyJVoE9FT+xsJuY+asmie3evRAZuTRo1tztaqxzDaGjXN0zhNKQWIkq9K+QYK/DWpzhfOGaXfFxm1zk7v6I9bOcBI/unWo/zIEUjAONJft610DMNQa61q0u2ToC5SMSMQOQnx/EUHOOy7aF8zMlMZZnE9IxBGRCjkIFMY8Zln/mtataSwEtkcW3qN1Ba2pqdeatraoZkVYXSGMQY2GhPuHiODLK9YqyzCf02GLOEa+Jdf89azz9uLslgAD+KrCXFzcNe0CbFPRdRbrKpSMb1r4vx3l0yoHc8HL5XmBxl1do173MjAGM7t+R4L/T8Hqv3/C1X/7H/h2O/iY6w1X/+1/AHxrIvzjH/+Yv/zLv+SP//iPybKMn/zkJ6gfgDS8w38tVI3l6WVLWTuEgFGuuLcTfWWG5A+J1jk+qxvam4li7SyldXyYJd97VMbbdMYS8VZDrJdw3nHWLfHA825GdzPRmZoNWih6ccwgVeAjWrM1zkoixSp4pUdemgULOyORGYEKmZs5pQ/xCJzfOlcbLNOuoKduzEeAVDoCIenikijW7DFkIkMOejEfXB9gZ5LaGEKpOejl7N5os1bWQyCQImM3cjgadsMUULguZFE2TPKYpZyTuwmlLwl8j0auiIY9jHNMY820c1ypiv0wphQbKrdh0UmG+S4jN2Ear1m3FUJqhOghhUaiWDvY+Iq52ZCqkKFKODWWvk7BbzNRPdvFj/0woPWeVGquWwHGs6FjYwMiC4PgZYoxTDvLfuhJlOL9MOKqnrOpLco32PklC6mhS0nqCB3mpPrm0RuCK1eY5JirtqWhY5g6HuoG225I0xE7Scb+YLvCL5RED7cTisRYpLFkSjIKNML0iUTCQRgSiYalv2DlZgRKcRLuEfgx53WDkhsyUZNqz3Vd0aQlWS+gbi1hljBuD6gaS34Uk/Vz/vWZpbVbMyLnPD2lMGeXiPU1otfHW4/pCoRXoDQ+ifA3t0fWl8ShJJSW+uZeVt6hNitEswGl0GVLtzmFk13yrKJoMgY6pdxEhB6GecByY5li2D0IabHI6BLVu8KIlp0faaK9A6b6mocuwUhFGERkB79L0ERIBDLLkGGIAu4lJ6xUSk2GcS1NVBHYCKcFrYdU9nlSXaM3JU3XkGrNqoGiF9NfLojrfR5GHzDrZiyMY2UshV0TK0/nOy67a2oHY3NCe/6CsFZcXCnWvT69UQ4DRb4j6R7P8OV2MhgpSfRgzLpX3RLg7bXSVEtoNyV0GaaD+XXH8QcBzelzko9/wayJmc4Ucjjk3BYkhWP3944heEUcB5mibt9s2RxkkiRVBKGguyHJzkFXBUzSIxpevPZqQfJGVvnnxj8pbseG1yG+YPwOJrtk64rCSELvCAYZT7KSqD5H3VQ4he3YCRM2rxF1AexmAWVskDsa86zFe08gLaG26OzLJ+5mXRDpjHXzSqdYlS0LJ/DWYoyjn0ke7EeEWhLK8A4RsmVJ8/jT28gZFwbIk4dEva8foXR12jK/kkyyB0zdGau65fiox3F2jEBRNZarJ0/oKoPQniZxMEmp6yVpNsLv9Kh7DV+3oVXL7ObqvbqWSoQEX7LA+jb0RxprPLOLmqpcMt6JCMbXWNvgqmt0fMBcBDytLUNtGAeKqbnivD291VgP1Ijj6AQlNN47Nu3ZG4ZsndvQmBk63Op9jfNcNR1Lc9M6zzZDft8GVK4jEBL9Lc2NjG9ofE3pNrfbrGvpfENhV4zl1zPAPIxClBDMO4MWgp1AM9SKZf0ZrVsB0NZXbJqP6AcnBMGAIN1Bqm+vyQWYmSlX5gLrPWdNS+srJhr6/oRTV9DzqzfM4TpX4HyHJOXiiaFYWOxqRTe9ZHyQsNNvtxVZIDo++dJj6/4Af3yf7uJ8mwGcpIT37n1pDrd3Dr8p72x3bQthCK/FOHnhqfWKpn313TRmwSB+H/EtDO8i3afnj6m6i615IBnCNQje3Jev75p5/abjHQn+lpj97T/eEuCX8K1l9rf/+J2qwT/96U/56U9/CsBf/dVfcXz87x9Y/g7/uXB6/UofhofrpSUOO/ZH3+0h8V2wMvaWAL9E5TyFsQyDLx92lhvDpto65A4yTfy5yrYznnbaYQqHjATZJCcQAd1rK/MjPf7SjMjOW4y3dDf/Xm03WBylazgcp1RtAzcDfajhqDeiYIZ1hrVd4PHkqo/15saYp0HJhOtuTesNAoFEcD+aMNRj1nYJouJhnDLvNLEYcD9J2Qk0Skre3xszCGOWTUOiFZM8I0m21ytRksqGDPsxq1IiZMujBMImo2whdorr64IohIORI1YJ3kDsElQ04Hy6REuJUB1L2aCjDdV663ipAsG8r1D9Hok3DG1GaQ2u8Rgl2csSQtXg8OQ6Ym037OqUPRWz8BovPIopuYCkEdjW8SgeM3Saj5Ybqgpcrcj7UOWWdewYBYrOe7wH4x2yEmzONoTFmusnn1HXNXYcUAq4F0DjWi7KiodJTE9rysKyfCK4+hjKDkQYsrfrcJuKR//P7yCGPZRUuHZNW17jXYeKhwTJDoEV9K1k5gzjIKCvFWOdEoslv6qfcVr9msZuUFKxHxccaosTLc/rKZNA8qR8ypiIZdUSIXh48JBqtmY+qlG9CavRBleEtNWAvkgI/VbjtraG+rJAtR2pd1SBgroj0DVRCHmoUAaSgdxm2pIzOJigqoLOeLTtCHaHiDDE1SWmLRBAaFJ0ZMkOJ/gLyYWxTO4FEHiGXpF7SdoIQl0yXV0hdUKY5/igwjdPadfPuGpn5MEYhv8Xp2EfEQiO4pD+axUyIQXhUcr1xRMWy6ttmnMcsnvvIV2kCFCE9AkwCBHTUwmxCpnZBmfmpGZBnuxh2aVoW86bp8ztikSFHEc5rV9xWV+Tr0NE3VE/d3RNRYHkaaXghaQ3cuwELdrWJCpEe0F7tkT+6HP3exvQdpbRJEL2AqSAKJHY6YyueIGs1nTXDrGxoEJ68YCgkqxnETa2RNow0Jq9YUDdOtY3kWJZIjkYhwSB5PBByNVpR9M4wlAwOQzJ031qo6nNfKuFDcbENyRYSIne2aV7cXp7mipSyPEu3cYjRYl3HTJJCIZv19fJMGT44QeovYLVxmJUxKNkyWy6wGxqlI7ZCw/IOsd83GdhDWwKdkxHKjy9yZgij0kGEjctiFRJnDZ0L84Q4pimn1H5lkAo+iqlrC3ns47llSLpTZDxBlfP8UqzrDVHyT7GbAnsauOYrQ0HX/Ds6a4vsU1JZ9YU1jLfQIjHP/gR+2HIJPzyZ0PbOBZTs41+Knrs6x8hA0dUak6Np6gK5oVBn63pWs/OICPOS9wwwkcTggePMGJD6+d0dp9AfbWGMdQ5PXePypzjvEOJiF54/K2qaqPdgF6/o553tNZw2W4rqC6c8GmxIUoPWQjHwjRUTrC252+YjC3tnL4ZMAomWN/e0WnCtj36Jaz2W5O1mzUcD8xMw0oZrquCQCgOgyGT4JtXWCM1YN1dv9GFFerB1pTSmzuvtzd+HfpzrdJaCI6ikKPo1W+mswWt2z6bXFfRFefgHZ3sI5oSbxri0aNvfM6vozBbM7TaOtqbSurarhhoi3WOyllS2aOza/zNd+C9Q9Q7FIvt791uCvAwv6zJ85iIDXa+wB8cfaWDc7Czu83hthYRhl9p+CWkRCQJfn0zz1EKnEMkETof0J2fbbs0pESMMpr4TcLcuhWtXRHp4Vv2/tVIgz1iPcZ5ixIhzUDeMe56aZz4nwnvSPC3hJluvtH2r4vLy0v29vZ4+vQpP//5z/n7v//777S/d/ivjbZzbOq7+pJ1adn/fuQg/664nHc8v25vu3uuFob3jyKS6NVqdfWsoZ29pulaCE4+eI+V2Lqu9lT+lVEcodAkMsS5rR745YM8ESEC0EKRxIKjI8+ytERSsZfFOHnI86Zl4WaAYKhGDNSYtlF4IciU53lXUN8Sco/FsbAbxnoENxFJzlvuZRNGwc4b7W06EBzsZhxwt8qwG2hWxvIw3OFarbG+YbBO+OzJBuM7ohxkKCmqDjGUxJlA1CFVK/nls5rWau73QtK+ZBNbpt0FmQq3xkHDlMxcs6o+QcqA39b7nFY5RevJEghXNWbgccpy1Z3T+ZalFQSiB1VIIHr8fvyQ5foKby3UOdfTlM+aGVXmOatK8jDETVNip2h7hkvXMreeXGviCtxmxaxbU8YFai8gqQSlsfQSh9gXGPEYZUKW7Qk9PWFx3bFcWi5bwXphEc4gwoz3f++Ijymw9RpMy7itGBuLwOG6kvmlZ7nMb5x+BeFEEGYhmRJcN3NMveR8dUHddUgB5ILdUU4gDMdRQuHOUQLmfkqW5CQ2Z6Vbgr2QOUv6/Zj1ImaxsrimYb2AwVFMZQ1GOfoHI0QKmTPsSsW5ABdH3Lufsd9PiRDoFAIpgZDsd34PGehtlSEIEYFCRAHlxafgzLaKaCrCbI/x8Yh0Ynl20fLkcUNTODIE0xREKMGuaWY5s7OGRDvCVKHTmnQSQTCiM5L54pf0xpJKBpzXI+J0RCglne9YdnPm4YzmQUN8mWDrluggZX1c/f/svdmSY9l5pfnt6YwYHT7HkBE5kBRV6rYy9VBm3W+hm3oxPVG11VWVtVWZSiIpJjMGD58xH+AMe+oLeHi4Z0QmM5PskmTMdecIAH4OPLD3Xv+//rVIVSB4RSFTRDHisHXsW8t2dU02KLC55kLeMK87zmZDVvOALzXKKaRxGN1DyAYXPK7VhCqhnVv0cY/X52tGoxTZz7i+XTMvN/R612yaBQfZHkc8Y+T3GMghq7A73AoZKXVBKQqE2X3HlAa/miOMIpYl8fWGLBjcckmuJ/hE4TctsIurGmpNYiRfnGbUbSBGKDJ5f2DNCsXp5wIQaCPuneFzc0BuPh2fYw4OEVLi5rOdE+/eBNUfsf3dN7TvbhFK7Iyllk9Rh0ffuYb1Rz369+fZjKPkP7CdXaKrFh0N5uiIwaDPwZvXxPUKYXdqjbBaMvryF8Sko7XnOylljBAk54t33MoCzG69HdNnfZXjHPi8ZH5xTW/yjMneAY5I4g8J7eOD7/YT+9F7+Kqitjd0wXJVRxwRvwoo/xlvm0ihxPeOzHQ2IDXIO9l3iILpNvJ2vWE01sxrR5EpRqMxYukI1LjlFTZOKY8T8A3o9yqUjyWk34UiOSIze/hg0TL7Sd2099DaoGQgiwmHyQnb0HAT+xR6j0IP75932Tbkn5gJbsOu46dEghLJR/PKRn6Qz9oARwcGPResao9WEdXztMYTibTR8aabksuEQv04s6dM7zMwG+Zuttt/1AClRjjiI6O0GAPb7oKtuwUiiexRpk/R31Okfqju9XZ7H3d2H8fXLgi2RpqfbsT0qcxqJRREgRcFRmZopSk4wfo1Qkh6yTO6esR9VeHu+x59xDuxq5dL8YMzhIXWPyruyBwd0zU1MQTs7TVhu8EcHEHTkjx9hlAKYRKsaaD75qPXh08UJ2BnABa7bvf677keKfR98cccnRA7S9huQAhkf4De+2nxl/+S+JkE/0ToSYm7/Zjw6smPk8h8G3/3d3/HdDrFGMPf//3fMxr9tKrNz/jLgFICpcTOFOUBEvMvOxfc1wojBfZBNziTgt73HHCcj1wv7KMNsLWR2drx5I4Eu62nWzxWYIQ2opYJJ0c/XDUhhOCJ2cWxHOgeN66iECmlSumHgpyE1+2UqmtAwkp7oh/wVO/xMvuKja8YqCHWas4uAuumQ6I57k2YDBUVLUFoBiqjlJrKN+zpHiO995OzMnOleJYm/H4byBgzrOHmVcv6Zk1HpJsZPnuZojSM1JCDo8DFG4VA0fS2CKeYVoKTw4R0IPldlZBi6JmE57Q01RlS5DTW09z+nkn/CxKf4dpAwBBWnmawwcYOgSBvE9xv5wx0SkwldVnCttzFtvjAtF4wv7XsPy04LXLO1huGecrzNOO23TJjS6EkQ/qsguNyuwAVOG9rzLDHi3HCEEE6bjjnFXmbEKMk+CmH6f9F10DVONarLUka2P9cQ2/DP4QbkqrlRB1Ct+CsXaPzU3QQBJ9ye75EJhlSGboIfzhvKI+hlQ0yKrQ0jM3wzoE1kkZBvWkIa0HwkVgGpNmR1IPBkLOqpmlXlCqlEXP27SG/uz3nqm05TIccnH7Gf7uqGIwNJ6OE3+cl2bZiuKgYpglfGEV6sE+5N2KhW151K7rG0ZcZJ8mYvN+n/7f/B76uibbDzWZs3/4PzP4BfjlHDUaIskQd7GIxeqWEeUsyBxMlIYDvwzfval4eZ9y8W+Ksx1oYKM9qUfF075BWXCCkZd6+IukmVMpQu1sq8yuGSZ+z5hXzakn85695d/vPjIoJ/clzZvKarO34rHxGFwxGCNZa0rs6Y3H2O4gNzaIlef6MxkkqK5lXGlxO30u2mylVaKkZMFItffNLrn+7oVdkqFSzrCUmyWn7DTN5Q1YGMFOW7S1+s2LTLGjHWwp1ylP9gpVb0ISaNMkYH/dYXH8gZUpDnmhoIClzBs9y5hcdXd7jJoCtG/qqo2hqdPqB3AkhHs1QxhiZXVvm144QIkVPcfgkIcn+uKRXSIk5OMQcHN4/5uZzRLckO/ggSbaXF+jh6KMYnO9CmvdJn/R3RSi5I+p+u4HVEuEeHH6dxy9XO2LxwKCnSxQX9QzpFMaUCDS3lWfVNIx1hir7cCTYbjYcM+RgUlLNzUcz09/rSZFr/LyhacwuziV4VDGi8TVaGzY+fJIE113gYtqxaTusukKwwCDQyT6zVQ89FNxEy28WDVpK/mrvkF9nLfPX/4zKBXl/jEoltrpAjk4wskD/SLdqKQxS/enuxEIZTO+YbnVGJnMy1aOSQ3wyfmQUJYRCx10W+UOkd2RVCEmZPGHdvbonN4nskz7YX1Il8Ar29jWTqNmGlgvfIoW5F1EHIpvQksUdYVU/kFgqmTDOv0KpEVN7Q8OuIHdqTigfkODGzdi4y/uf27CETjDMvlsxaVSBkSU27GbHd/dr0CKHuyv/tg/Ij8WenrDyCzIVSYTARpiYQzwSKQT7+Us6e4lAkekJZXJMqsdscocQOzWC6vUJmy3KSIzx4EHvH3xS1hxjoHEzOr9CCk2m9zDqx83P6n4f+Ytf0r5+tYtCOhoitSZ2He72luyrXyCEIAaBQD2SygvUnbT/MXxd052fETabnVLl4BBzePRHO9Mqz8m+/Iqw3YKUj2aX/y3hZxL8E7H3H//20UwwgEgUe//xb/+k9/1P/+k//amX9jP+gqCk4GhkeHvzoXuqNUw+YajyPxOplHyeJVx2lq2P9LTk2Bi0/HhhDa7Fbm9ot2tSp5F6n9p9kEa19mFZOH6ygP8J75I/ip7O+FIdc2zGbEJLUzu6W0ncpnxNhYgBv/UQIRkbFscbxrrcEWU9QInn/LebG5b1GoFh5QOb5YojkdHmCotg4yKViox/QLW3cp6N9yghGGhF8q2N1MfIu7YDISi1YD611FEw0H22fkWIjsWN5PjlgM97E3zXsI5rKgHbjWTld3ETry4UL487/n2S09kthRZsF79h3d2yb06ZdjV152maC1x+wi/cMXED67pB5p5WlyQk1FcNvm1huiY9HTC93BDIuFh7siIQdWScG7IKTsucsgjsaY1vO1QZCQRSo9jELdFCrQK+CeRpzmVTUcXA/3Z0yLvudxhtEaREIp2/obaXpP0jnNowPgx8cZJye7Em3kB/kyKfdFz7txyUfRqV8nvnEFbQNYakTDgUAusC861DZoGzZoXKYLZd8stigDMZ1/U1EsmXxeeoZoi0Ndp5xskEYk3W6yNlRmdu2DMlwTekasT/WJ3TOkfrA1Mr6dIFe5M+TwYpt7rlXbfhcK+PGRmqYDHjY7TJaWxH01UkyuIJzP0G23q+yo6RQuziJ/KcNjNszBrRNvTUrzBKgvYg7xxDhcAkkuFE42ykHCh8BvPrQOt6EKfAXVxL1KBzWqswmaRyq12W8p0xj48e52dUPrJyS+pXb2mnl9RdhXVb2k1FefqCtlmhBSRK4UxkuGnZ2A2T/R5rN2MWV4TZjPHB/8miDZTJmMY6uvmaUbJPZ2qGMkXZiNxo8rxHd2nJOsikZJUrrjYz6qzF7Aeuq3c86yVQCYKW2Myzbm85Ms/ZMx+6EeFJJM8dm7XHGMFgT6PbA9rXG7TMOTixNKqkrQ0Iz+nBgKXe4jaRX+99t5RmPfcsLmtU2BGKapUQY8uzL39aZyq035qlEwKfRZbbryEoUjUkM/s/SIIrlCI6x/bshu7dDbFtMAcDRGhwboP1G5xN0L0hUUnEnfW1VQIfAkYndN7wrrMYJ7jZtnR07BGQSqPHeySHPdKe5lQ43lx/iI8qMsFe/3s6SfsTtu96XGxmTDtLrz9AD8e49RY9HqA+cfCOMfL2uqWqA2k6ZROvqCvHfs+w3pxxcPiEd2LIsg0oKXAhcNVpTose46e/YFgq8lLThQXRtaQMKNLT/+l5sw9higPowG9WiCTloDdh+624r7FJGel9zruGgEcgGKoxA/WhMZLqIUr+Chc2CHbu0A+71IWMHCYw7XZ54yA4TRKi+DA6ZCKo9RV1twEiMumR9p8hzXd3ah9ikBzQMxPq0KLRpN8qFHR+9dFrOr/Ghw71rZlx5yPeRxIj6KfP2XZXkDiiF+RqH3k32yyTPsoUxBDwywV+u0WmKWow/MFGa6Xu80J8ydLNGSqLjyXW98i04tAYSl1QqP5uDljo+8+17Gv2jwPTawtlD/VEsDfoSPMGPTxA7306XmzTnbN1V/c/t27GMPvqR8+WyyTdkc7eYwl7aGqitYgkQcucfvKMjT3HR4sShsKcfCT/jzHSnb0lVDvpefQee3GOTNIf5CwtpPzBcVr/WvEzCf6JeD/3++d0h/4ZP+On4GBkSI1gtfUoKRj11CP58L8Uelrz5R8hfzEG2uUrQlchYyQ0FliTll/Sut099PMP96IKhcoEfhvoXEQK0IlE939a51sLxcgUFG3G69c1uF1GIZ1nPV8zPIQ2KrY3LaVK6QpHeWepkoqS3MGR6XNhVyQKFILzytEkFQO92xw23uO8Ye1qPIFCpiTyw+dSOc9l13FWd2RKYqSkkIIXecp6Y5m2NUZDmSts2H0WAoHzEBQcjAo2laELloFK+OvDEdreYDcLfCt5t0xYdZFOCIQI4Cz2yvNlDlPZMe0qttUWI3q8tVOEhmHSp58MMPUY+8aTbQzDvRyVR677C3zYcHk1RQrDL4+fMK0DwoI0kb6WpC1Ik3I1a/hms6Jb5hR7gtFEstWOdefYWM/YaJzcRUukuWJTB0pfcDLep/WWPFNUBEqVE+JOTVAqReO3bPvnyFHNkQlcv6l593ZDmivaRcNRVaK/Ap9Jpl5QiIYQarL0gKYa8M1Vh+wEF40lnQTKLxUNnhEDrpo5zhpOk6eEILHLnCwtOcj6XHYzXKs5TZ5TJpI2ppwkAd11pGZEDVz5BanMUTFSqIyNcyRii04ypu2GgKUi8C69QZCysUsyPyeRQxah4SRJ6WtLILINLTNXYaPjvWPWtVtSmwYfVpSq4IXuY7xHpR86QHmpiBoWxYY3bsnQlSQ9SVVlxOSQNK0heNJeQXQCpddoKdmKwLD8jEZowFEoSSICLjg2dcNmswDr6ZkRC3tLJluKas3g2VMu2ykrv3MO7dmOuV1SyI42rneZsRG8rfBac9qlrDKYNwLtM56ZPoVd42JJsJa4HZBlK7JwS+qAVJOOe3wtLDZairFim2wYJWOEAhnsvaHYQ0gpGO0bRvsfDuYuGSNOJbqa0w+O0QBeNIHWJFTRIqKg5xzfLeqF5vqG8OYM23VIo8kOj2nUPl0TSLIfvhY1vqH2FSKLaK3vO7ahUNTyChVGCJdShQ0uNAyyFz/ofTe/fcPmny4gRNx8hnx9S/G3z9nYC1ASckerrkgmKeZmJ4dOgiDbm6BMxpvaYmNAhy09J5nNF+iuIdlWDJ+ekB8eQG+fvYEmTwVVvSOgg1J9ryFjY3pcD4eURY5XGbd4rtuWL+7WjcEnInDqNrCpA1pFGjdFa0F/ZEhySc9Its0SE0e4JrLX08wrt3PHFhlJOWAwNEghSGIPpMaYIa2b42RCogZIoels4HphWVSexAgOR4ZR789zPA7R0dhbWr9AioRM78NNhbu6vNf9lmPLydExN26XT9/TkidJQqr2yWVJE7ZooSm/5Q4NoGX60ZxtiIHr7oK5n96935ChPiKXfS6tZRE+dJcHtkM1H0ygQruiE+/Ixn/8LOuqNV1VcS0kc5Ug05Q9EzhJk3ujs08VbqSQj8h6jDsV2PXc4UOkyCRP9xMG2Qv66XN8ssRuLonyzteh3I0JtGdv8dMPOdCy1yN7+cUPlhiXqveoa/1tCCFQ4mNSvX+a0B8rujaS5vku6u174ENH7aaPHgt4Wjf/0SQYQOb5Ltf64bWm6aP7zsyERA/woUXJFCk+VjGEut7JmR8iRny1/rPFK/1rx88k+E/A4P/+4mfS+zP+VWBQagblx1/nEAMzt2HjW1KpGeuSVP7pkq4YI46A5sN8XO13RgyZzD+qsm+dxxIppXrUDfbtmnBnDiKEYDLQ3CwaUkci06kAACAASURBVNZYOWKvr9h70NUWSqBODVe/2bJZepQR7B+kDHt/Gulvt4EoI0oJtInE6gK3fkcdJcnQYMpT7FyTvTDEGFltPW2366bFIAmAYjdpVtxVYjWSgcoZyIQru2UdOxwWLRSfJfsMdM60c7xrWl63HVsfwDr2TKCWsJ1nvF4s6WLAxcDRIGUySRGUuBjpDxVV5ckzyWFRYn3k+IlhVHjq6TVGCvLxEe8uV6zslhbHXraTk3kb0NLTiydctuck5oStvWITHCYHk1ikGLF90yFcpDApxdhw5VZkdUqXOtIihaCI/UjKlg7P/kFJdgbTRctyFXFt4HCYYU1L0uRM8hL0OUPh2UsUtRUEDRPV41BKrkRgdtPRTyb8u9MSZVpO45jKXZOqndFSqnpYIWnUhqOvNPqbhH/6/S0i3+CdYZAa5jcrnr3YJwiJ04FcJyyINN6xnbVsto5TU6CMoGos/VqDdiSNwhpFLnv42qJsRFVbrlfnFNucF09L/OSQsMk5GRe0WU0SXtO117u4qRg5LsdQJwQHrYc8bdCp4jpckSlD8IaBqbGxAwoEDotDhF03cGrtHRlwCOCb5ppBDIjtnHkzo18ckKQTVt6zcRvmuuA46d8fDAHGR4p38zW/WZ5R1iXzmxXWKubeclCULCvJZJyQForBMGd4uAB/wGT0FRWe1AU0CV4JmliioiHRmn5WskrW6NZznJ7So8fx8CW+GHFhLV2sGKgRISvQKmVpa4Z6n5W7QZiEmKWcpgekNylHSnBQauJ2l3VdCQ8CiqxkrT3u9pr1vGYbBMnpluN8jDrdg0HNLEBlGzrl2JMZOukzyD49ZrDxFZVfIRCEWY/qRuG9Ic2OOXyWkKxv8NUV2jWM7mJL0t7kk6oVgNC2+Mt3bOoNrbdgoXft6X1eYElJ+OMkOMTA19vf8o/1f6cJNQf6iJPDMU9mOcpGnF7RNdfI1RwhE5L+KW26woX6j8p4/bahfnVHDKRADYb4bYWbVaj9MfpgjM8jIHHDSNF7gegcaV7wLA28azd00YIPiKbls2HOYmNJTMKBMRyaNf68JfR6yCwjT3940bVF4sjYhg1BQmIKJCn7vf59Xvi3IXYj18Q7m8H30FrSLxTBaw6C4UJ2BBP5q6c5pZHs5RlHrkWG9woJScgylvY1ECAGlOwxyr7k7Y1nUe3kRK2N1G2LE1tE0qKFpqcGn0wbCDHShIAW4l6542OkuouRykWgav9A62comQIb/HaNvNxi+ECuwnzG4XjMfn9AZKekeo9c5Y8ipn4IZvaG6wcSZBen5FGyr5/zXE3o2ZRtaClkSlFffESsfVcRfPe9DsxuPqd9+5qbrODdtgYlMYcnXOc5SsDpnYw/VWO21TtCWyOMRmYFeXrIthHcLhuaLqIVbJqAu1N0rbeBNzcdv3iaIYVE52N0Pt4ZU91dq99u8PPZ479HVeFWy0e52v9/Ic0V6Q/8s+xkyR+X1eJ3zOj+MZi9CX61ItZ38+BKkRyffCTD/mMSfqHVJ53p+RFzyv/W8Zdzpz/jZ/wF4qydc/NejuRh6iq+zI7+JCK8dg0Xdk4dOlKZcKhLKj9l5Xc5uKXs8SR9TiJTfIycNS0z6wlAIgWfPXKc/Xie7OlBQsw1T4qM4u5wZaNl5Ra0oWXZatxRDz3RBAHnLmLWjv2BwbuIdxGdfDCp+SH38yrOeCe3FCbhMxNZLG+puwjBs95YJuKa/b1fk6uEs5uWq4Vl7Vb44LhZCchgS4VWlmFZ0BIYqzF7OufruqKLHan27BvDQDvedXMKmXLTdQSgC5E2NKzCAovmICr+MF0So6DyOxuOxazmVzkcFQUdArMneRISsrVAS8FkpDk4SQl+RURyK0pmWcvLZzmvp55+WiBMy9fLK05OBkRlWF16Gt1QdY6T4d/QzaYQJPpoiC8MMhdkMiXPE2IScTGQhgKbS9o9S2g2zNyKUzFi41ckTY9x0qN3nHK5Doz7BRiPLwRz27Ft5mT6glWzYk+lDCYnmOIpL7Ih128zltOKXlDo1vDum5ZnX0Gv/JLYBrpQIdWAQfo5s6i4ciuqWLNPQVCOJFWkRtLaltTkZOmIXi5xoeG39Q3LO0fole940p9gXeCgb1jGgO08wsFIJ2y053KzQTca2hXL1vF0ckB1bhGlZH5W4zPD7es1+08MkxdH/LNZsbEVA5XzSz3gYm+Osj3m7YIn/Zz9Mudd5+hhqJxibSsKMyKVKUpYAgIjJdIFbF1hN46Io+v3GBmDnb9CBU9wNe9mv2PSOyYdnJLEPZzKycpn94UnV63xV5fE27f89XCfV3HOrH9DLjIGyRPEPOPXf1XQHwmWumJbNkxjRMgBzykpL3+Pnb1j4QLF+An1SeDa/xbBmmKSorshdesofMrB+BCzn2Crd/TVhJXZzYU1aUb5/BfEs39CxJZx+hR9coLpndKGA87LyGJpOUmGTJJLBqlkYyNJsQdyyKR/w/x1g1a7w6awGreeMogpjXG8yL8keotqLHnS43T01SMzHl/XxKamSi1n8ZxAQG1K3n0zZV8dkauCehO4fNVy/MWY26Zle9dZkf0Bx5PJIyISuoBd+btCR4XTDeuwJUrJXqFw82/g3YqZOWR+8jmDpKRtdv44/UKR6MeH07P2Nf9185+p/E6GWPklMfuS/ukvObA52/UFMt+t0TF0dOt3ZPoL4ifyQO/vOQa2vkN2LdF/OHALo9HDEbEoUC/7eNr7dTeKiOr37mWph4AhpbIVEYdsG2y7pIhzXpYFeXWFXBWQHhHqGpn9MMnse6RKkQwPEDNBjJ7cSrSWHGbZR+Mf75GninFPMV158vyApn2FlJEyS1BK8mz/mLpNMWmgci2JCmR5xvMipeQXuHZBDJ6oDHW8AALWr2ncnBgdzgnm1QGCuyg1AZ2Z8Y+rC0aDOzWSHPAse/kojm/jPG+ajibsIvQOEs1Qad40LXWIZKwQ/hIVvkHiSdSATO8RrcPZFcY8NhEKbUsy/PN4ebzfix9i4Rccx6cYoThKPhhwNXqBt4+7gUIoxAPSH0PAr7td4aCXgpLYm0uEkMzfM1cf8OslKs+ZWc/pXXM6Xi0oqpxWOCKedDgAs88fLhrsHQe8XVq0Fkz6+l5aXzeBpg2PZvEfdo991xCD+zimx/64/OafCh86rF+DEBjZ+0ja/RBKZBjZu498eg/zwAjt22jd8oPMXY8edftllpN9/iVhsyb6gCx7u3GZHwmZpOjJPu76g0wbo9F/QV5EP5PgbyHG+C86K/LH8H2b4M/4GQ9R+47p3SHrPZpoWfqaw59IgrvgeNXd0N1VMF1o+IftNXta3kc5rMOK6+6Cp9kL5tZxa/2D10feNh2/KhVKCJQpESol+g8Zd1IZ8t4AeedQ6qPjbfMNVVhjbeBs3bFv9inF0/sNs6o9qoXZlcWaDpdZRnuGg/L7O99dsLzqbmiMA+NZNDWJW5CNoW8NOgVHwHeB4USzbTw3C8farZm7ORtvUIWhKMAJz8kwJegNszaQ4LjuLJW3CNGw7BrmVvLXxQjWgj+sN8x8oDdW9DLBjd11xFsfiEHfdfE7pNhtbi5GWhfIFRRCkUrB5KVG+916Ze4MaSoyvjb7vG5aohb4YYuxHWuvOEkCnx/36ectW9tnuZTkw2Na1fBf/2lFWvSZuYpR0/G/fKEZ7qcMmwwhBdIJ+lnGZbJgHRsoFdZuEUlOlnf8zekB9a2iqS352HBpPOvOU0RN6CRjo0hEh7SGsRxjg2PoK46UQjhJs4CxTlHUrP2CEGr8esS2F0nTv8EET5QZWfIZdfsNc7f7v90OGkTp6G0ymjbQRugNetjScNZ1tKKi9Z5V50m0oShSbFczKfuUWrGvemTjQF1UiLlFS8Ug9lisG0Lr2OuXGLFBj4fMZp5t48AFGiFYrRoOApy8fEKXVETX0Ul4Of6cRZgzcIpS1JSqYaxaZtWKvi8Yqhzbap6NJL9rKozQ9HRB2mxRQZO7mn6Sc1NV2MTTuA3EhK/rGV10LIKn1H1Gec6JGdzvWb6uab/5A13b4W3L1l5yM5vTZQXrsMHxml/3cjY3Ep9Ewr7D1pLVGoLx9O01XFuknKCEoJ5v8fye7qBE0iMZGwbpgONuQKcsrTun8vOdV02sGWUJtrdHAOrRCZPBmGGYstENTkkSuc8/zwyLjUMrmOo+Lsnp92BfSK7IKHxDb69G9FeYXkrXSaQpCYWmTTRFmXNYHKBQTMsbQvQswoLcl2Qqp7u+2sWFCMFFekObeczehG4j8MGzYkmudmS9ayPRKv7q2TNmTY2N0E9TRg9kub4JbP7Q4Os7g54sso5bRseKgR6x/cffIzqL722p//A7dF1zvv/vMI0mBMhTwcuT7JFh1FV3Ths+zAFHIks3py090iSYpqSza+7JarCoqL6zC7x2DW+6KW3syIxmOE6w31S0m90CmfUU44MJDVePXpeo/keH97FJ+byAy7qjFZKoJIM8I5/dgPeIdDeTKMyP30P6SnJa5izjmNo5fISTyR794XeTAYCnBymp6VhcaY7VCKMXZKuW8uBLinSftFuRT8+ohSBISVFvKLJTZJKS6DvprFsRWosPLbW9uY+9cWFDbSOZOUWiUdpxaS/J9Xt9z25PW7nF/bx5iJE3Tcf2zlgsRLhoHWvl2YZIIjzb7gxFAOfp6UDrFyiZo5KdgR1afzAmk/JHFxTew62W2Jsbom1RgyFm/xDJx11r9YnHAHQxwTfzB8YaAlMeIuTu+aG1tK9mhGq3R4tUk3y2R+wskfioe/+egL7/Ta6qcDc3yBjJRbmrMGwrFmGLdR+uR0qYrx17vfd6qt1T1Sek9dZv2HTneNHiwg1JLEneF8CEQBZ/mjntD0Hn1qy7V/cRVUpkDNKXGPVpcyghBL30KZv23a6YKxS5PiBVnyabW3tN1Z3x/vuv3A3D7ItH33+ZJMhk1/EOXYe93SUzqF4PVf7wOd3k5BSZZfj1CmES9HgPlf/bNLn6KfiZBD9AlmVMp1Mmk8m/SiIcY2Q6nZL9xMXyZ/xlwcXwSQdFF36Ci9QdqtDeE+D3WPglPTXiYZrDOqwIMewkvt9CFyKtDxRaIZQhHb2kq86JdovQGaZ38ij6YOWXVHeZgVIKEIJpN6NMJtDunictXF132F7N63aGawJmC8+elXyVH5F/h6xr7Ru66JASxoeGpvKE2iBGW4ajDH+XDWqGKWGY4rpIiLDxa1wwzF2HwIJsqbI5l37EF4ng11lCHiK+g7GIXMQGiNjouZ07ksvIE92jbj3zpeP0heFSSt51SzKTIHRLIhVNsBR3UjgjBf00QQvNi+LBGvDgbFM7xz8sb/in9YybekGa7yOlYLAveWo3iPaaXHSYbcJq2afeJPhujJMdWQjILvCLwTOMMSTLPs9f9uneOnwdsT6wXwy5KtcItysODHojGt/yWi74RW0Z2THzdMDrWUt+bLBbzXntwEae7WvOzYrPdEG2bpj0cnqZRnpHVDuJ6NxdY32DAqqwYmYdT+I+v2tauugppaCjpYv6Phv6Kp9z8r8eEd6ULKeOoi/JPy/57/IK0wr2g2XUWWzU9Hzk80mf7WsBmxYzSjk+zsgzwWKmiN6x2U452owYmkCaFlQ3U2b5nKeDMVsXaH0kFQIloYmedRUYbw2mV5LZBNE5RNzg1Jyp/QPXsePAfMlvbucsZ46eGpCmgv3shM1a8qthRmdbpHvHE1Ww34KxGTO5xZWwbKfgKmZ2V6DVUVP7wMY2oA1dovFxdxj11QqcI1WCUdHn91yxJVJbSysE29Zxrc+ZZA3b+QK5fs6bjeXWWspEs9fOGOSCuZdkg8iSNd555jYydQ2/zEdsZMMzbRgRqbwgaI0IKaXvo9sttmdZYuhpyWk6JlMTJuz2r1fThsV0Q2IEOhN83bTYbWQpM349zHkZHZvlK5KJxnyWU29qSBrqRDHoHfD02a8pexkrt+B1+4f79a0LHbELPI9P7/MyhTF0viEst/g8R6qd27ONHfFOxirl7gCeKclpuTs8xxjppo5udrfOiYhvA+8P53WANslwoqJ4O6WeTpFpTnu7pRwVrOI5YvgCKUeEAHUbmS4tTw8+dHI0Gv0g23yo9pAobuwlRkX6yYAcT+cWRDxaluTfYeYUYuS8m9NGSwRqHPlnx/jlNcJtEIlGvTzBZRNKLT5E1bg99GxCVdfIQpIeGNTdbONpkjBQis3JCcxnZHWFbzpEv4/u9VF7kx9tiBOaBnv2hlFVkYaAK/rIoyeU6R8/z2gl2GfNwF2BjSB2pkDCV8QXAXvxDpqa+11jU+HyjOTo+MN7yAyJpvWLewIMksRI+oWkaRuk7BFkh/OWInt8PG4eFC2aEGjCx3vbtPNkSqJigwuWKBRGDYFdnmoILT6B3ukX2H9+tYvJEoLk9AniBxo6PYSvKtpv/nBPpl3dENuOvWf7rNv1g/uEid7/SPYMoJMeYu9LXLPYdXrTPjr7MA9qbzb3BBggWo+9qZCDAX46ZT/NqYQgxogsCgRwkNwVSLr2Q97R+yguIFjLw42rlyuq2j86rewNNOm3Ui5C9Kzb13TrG9xyiUkT6tk5InuCyYeYgyN0/9OZxzEE3GyGrx6QvaIgxvjI/KoNAR8imdq5RH8KW3u5I8BRoupIbCua9Aw9+fKTztAAWuYM8y9xoUUK9Z0mdyE6anvFQ5Wcjy2tnaPv9NfROULXIdOU0HW0r74mNru/kZWS9Plz9PiHScKFlJjJPmbyby/e6M+Bn0nwAzx9+pSzszNubm7+pS/lO5FlGU+f/vAomJ/xl4tcGVJhHmTW7gyVyh+ZB/gQio83BS3MR48aYZBCknxCkiyFeDRvV8uMuvccjaWnM7R8vCz58IF0KyUYlYrZyhHF7nGtQXqQOnLplri7A4HtYN20TM2ap+rTG8LDQ6U2gt5Y43oDzNpTdx0i3xl4mMExiTZodr4yAPZuQ5dCoBIQYjcb1lpYXlxxkqZUW8sm7WhSy0xV9ESG3/bJ2c067RnDTWepZpHTY89R0iNXFW245GTvCfVtSe0FRgk+3y8ZZ8Wjzy5Ed++yKYVmul1yW8+RUiB1CrZGZQNOlWe+OOMokYwTiaz6BFlx+KuvWK8k61cdvTbj8DNNr5RkOqPQiqyXkP7SMFt2LF2HmEd6ZwX91CBHsFTnXKwuQQ043654nudse0dMf9fSeE8cKI6PDaLnCUXH9XbKMC0ozJwk2QfErvCRSmRZUS3P8Fgkaje/3o/c2g0uGHA5SvapVQSVcWROqV0DpcPSkvxNIK4jtXDUpaPyHfkWellG1Ux5nhZs3xh+e3vLF+MjBkZxMozUzYb//F8qsILjcYEt+mz8BUhYBkvT1JwWhzi5Ico9OqNJnafaRNa1RZaC4lIzGrXcbisWXcMokRwNB8ySki5IbuwFbZ0iUQhncFaSZYoDM2bbfUMiHMSOzrcI9ZxaKbbplhhXlFmC6wxbP0cIQan6ZNmYK5mghWFloVCO/cQQQ8StlvhNxWTY511p6A9BWc1ISlzdkA0lrWpYzbasr95i9o5Bgg2B1mqCcGRH8Jvtb9i6DZiIdR2FnBCsIH11y1I4VKHRm46sf8jVQhJacF1N76Dl8EAyKdZIAr4/QJU9pheW+Y1jObP0S0XoPJ+JnWFW30durSdnS18GpPKsXo5Z3C5ZV9ckkycsjzq8/4an5wPm8QrLfHfgvYvU2YYNjV0j7uYxo/f0kwFTuwFrMUNLfmNQXZ+zpqOLkf0DwztheRbkvfy5mzq2b7r7M2hz2ZHsa6QWtKHhprrC7U0o/ISozhHDHq3SpEC7sqgiIyIfTXpsu8eE6TR9xqV9x6U9JxcFSzdjqMZoaViwZi23PDN7JLJHBEx5hEkfG9X4GKlcy8LdcGnfYURCqYZENGcrT3J6wvHznCgkGydobiOfH52Sqn18VbH9faBpamSS4M83NG8Cva8yzHiI0Jq+1vT3xoSyoNnrsfh8QktLkQ0Z9747v/i70F1fEtZrJGA3ntnlLUltuOwfMRl4nh4kj9Zj5yNV7RFiR5L8egX+W/F4VYXfbAhNy7cRNo8lvkomlMkTOr9GhQyJIdFDYhQc7zvqTcamFmRJzpN+gUkf/678QRdOC4EUuw7wQxRK3k1/GpRQuOjomQmFTGndAqOG9JOnyNDg0wyzN0FojVS7HHD17PmP+kzdevko5grAr5aU3TGfpS9ZuDmBwFCNvjeaTyU9VPLposZ7AhylgNAQVitCrcl++ZRoLcPtls+LgmWaoUZjJnnK2Oz2cJFlYDRIR4gOIQzCSQb9lPPG0oZAIg2JlnxxkjIZaFq3M8P8VMKF8xu67Rx7cw0h0NGgJj1EOSQ7+SXqewoq3cU73PX1h/eaz1CfP6EWU1yoUSKh5oBbvzNhzKXkeZZQfMusLcaAizUCibitaa7OIXqcuMBUmvSzF/dEuHPru4xhRaKHaJmhZYpbLuhmU6JzqNEIM/kQqxSifZDna2hjQogCEwIlYKe32MsLonOINEEoc0+Ad28Q6C4vUcPxdxLyn/EBP5PgBzDG8PLly3/py/gZP+PPAi0Uz5MJb7sZbbRIoTjSA4b6p0tdeiqjJzOqB1XxY31AKlocO7ItkeybXQV+z2jm1rG9Oy0I4DjRJFLiY+RN3fKHZsnMb0ml5LMs5XnaZ6x3XZnabwkxoNF4PJHIuKcodMJeLNGFZtzTNKtAte7oHnS5hdh1jpvw3eYTfZWTPSgUKCSZ0eSjL9HtBqIn6oJ+MdzNrCXwZD9hczVg7eeE2HE8ysBE8lgQiNhNi/QaXSfsDRRf1xV0mr3egJFMUDYg78oGmZI8yRK0FoRcc959zTJUCASmvOR/L/8a70coDbpTbK8CJJHN2KHyNZvu3V0EgiZRT5hay9RrlJTkRtLYLdpuOVSCl/0JAx1JZUq9FaydI0qLMTkvfpVx8Vow7Kf3GdPD/d320EbLmWowr+Ht/3sD5Q3Tek5ZGE6+PGRdWIZdQrXewsEJZ2eem0WHlY61hbYNfNZXtHHN6eCAeXfDgXJUvmKQHuGCIPc15cElez5htRBkOmN4mMMg0oSSemHwzuCkpNIdz0cZzWrLamswScJ4MuR52mfFnKvYYKkZqpw0WkZOkBWHtKuUuPIc6SHDVqO3W962EjFIKI4N0sFqs0VdDTl8JqmSGUsveLb3jNyliF7gyXDE1/9PxarZst3C3pMMt3U0q5ZvRGDVbYjR0VjP3NYcn5xQJWtuulv2spJFayn6gTyVqBx+uzxnpZeYxDLQgYHYYswlpTlkac/4bfMNwmT8svcrvlBjZu0taXbIO11wYTd8lo+48jMG/oBgNX7V0p7PIFp013E8mlDtrWmylKqqUf1AnXWsRUKqSt6sV5yMdx0AESAZHxHtDUv/mhgsHk02GnDuZvwyH+GqLY2XrIMiKzO8SLh6s0GbPrPrjrw/4uwfO1a9Gn/aMeltsFdXiCcvuF0bTALPRgmJ8Fx/fctaBIpUkm222JcJV1mD6d7Sk33mqeL8sMMc7lOXJW3Y4m7+AVd8zkxsudquEQtHURhGw5wizVFJSpByRwxCYOIH2Kyj0SlBd7z8cp/VbIiqIetJ1ECwdIGsszzNdsXB7sY9IrAqFXQzR/4kpalrfHD0Q06XQnOwh5++wzhQaGKE/sEJq6SPe8DB+pmiswHrIlkqOUxO+Pe9/8BZ8wqHY+6njOUBjVc0BLIkx+kJvaCROkOlg0cEce0c75qOW/uGmb9l5ZfkSpDLBc/Sz4mAt7CND5z141037Oycbm5pv6lBaaL3iLsbbrIMv56Tvfj8/gAdE8VFWLBJdsaHa2bUneN59sUnO4ufQgzh3s22dYHZ2hEihPUKMTjiZukYlIrhnblj1XheXbb3GcRFJnhictRdR/U9hBTINEUYs8tHfvhvn5iRzNQeo81zNmcbQttiRoF4KEj6KUdHH+KF5u4Z5+1b/j/23qtLjizLzvyuMO3aPTSA1NVVbHazh0NOzwt/wPz2eeJ0F7tUCohACNfupq+aB49EAomsYrGeuEjstfASgTBzcze3e/c5++zt3o8m0j9JV2MpWcSa+86+9zPBVaR50/VUXjOIrjmYA12QWDFinj5nkN6gZEJ9+O0pyue97q/b7wjPnhNMD4i/Lurnz43HCRjpyQev+c8ewlq8Maf38RdIk8wjfN0RzJH+9WsIAZFEiFt/cmJWilQILn9BQivTlDBwdHffg3egItJnv2Epa2zas9k7pJR8MRnz1aL4KwzWJL5t3yP+Aedqgu3AWvgz9X3fd9j1h+7MQQb2u/+GGJ9e96Zv2dojefwNLTGV97zper5R6QffPSEkkcix7ZFuef9ORq5FitttcZMpejqlMSuO/St+kjQ/MEq+RlSW7ofv312DL0uCtSRXN6f/JxKUTOmd49Zo9vYUbTiJxnzlK6LbN++KQaE3mN0jMsuQUXyStXhHcI5gDSL+2xse/7vgEwn+hE/4XxhDnfFrdU3re7RQH0Tz/C1QQvJ5smBljpS+I5cxCz0k0HOwBwKeoRoz0CdJUiwlX+UpB+uwIVAoyfDJFGtrLK+7mrU77RaND9y2PUrsyETExt6zsWs8ntbVFHJAEAIlNS8mzxirAuNKXDiSDjKStaIgZudOBD0fSOJEMlB/vjocCcWXyTmP5kDjayq3AeEoxQaZjmm8Jteegfqp2n42iZBxzqyqWAfFfdijyRnrBePIk7U9Ho3vFHZkGSiQMkJrwSjyyNQgmp8WVSkE54uYJkrpOGPkpwgzwLcJSRRxNkzZ7x0PLzsyoThKx2HZMn62JhqcKsAnt9kNrY1wQXDoa4ZRzjgZUmjJIlVMRYfzHYJA18B+G7AKqmPPcCL54jcpSp/cvicLzWgKq+6RR3OgLmPa7yTGrrHbnskgo2566rs9n/3DczZtwKawf0wpjy028zSNJQqaugnQB/qkpGbEzfCaEBpWAf5QCwZy5gAAIABJREFUbWn2D5yPFNeZZnCxY3w1ZelLfjCvGdlzrM2ZJCmlj8i0oHee3UHxXJ8zTVucDww2KfMXOTdFhzeBje25ijIu7IHy7e/JQ8E4fMXwGJG0ATU2NN6xEwrtBW/e9ngX+PwqZZhE1K+nnF0vUKbh7arEf5Ew7FrEq3v+7h8X3L2RDDuPiAxpFKOznuW2ZTJOSENG7fY0XQv+DBs2FDpnNFDoxLLud1Qu4owrVFrTdh3HxqCTFBly7uWesRR02tNYhw8N3/sVs+F/os4+Y8epI/CfdYTdeTpdU1Px9qXFvnoknV7DbgPGcBUm1JM5f2LJQGbYQ8bD4UDwGz5PrjgfDYlTxZdqgPWKjZWcfxlTmA3z3CB0oIoVEycIQjKXUx6dRSHo2kA2/Qq3W+KtRBRTNvaCw75nrAT7rWM6jHC2YfXmDS/VDa0NDBLBZdlT+UCcKMapojQ79L0m+WaKc3NWJfiRxnlH0GClJ257bv0jpp9QloFvyzdkOic7jFmv1/znL/8ePRxSDmZ06zVSp0Sd4Pn8V4TpFCkVsUj5rWzJwkko+iOFOdifCFQQAdIeFyx122NTR0xKIEIgiJMYtQjkSJp1weLX/4RabnC9Ibm6JP7VFzQHyY/izlEhMC7wb68anIckEjw/i7ksrrlMrtmaNX9ovuW+P3WAeu9xITAdRYzy849cqn0IvGl7utCydTtcECQypXMNUrS0vmQ6OyO0Hz73xgtFKA8nR13/JBl1DvN4j57NkVpDEPj9Hnc8op/mdEt3oPLlB8c6+iOVOzL8C8Y+70NIiYgjgjEYG951UEWcIEUgtSX9/QYzzdGjMfcb844AA9RtYJvnLCLNOzclQC/OkXFMfHlF/9Qdw1pElhFNP+58mvWS/vd/hNUa72uauzuK5u/If/Uckf1EAKd6Ti4LGt+g0eSywLqKzrbIoEjSCVdxTCYVpXXoINA2sKsdVgRM8PyuzciUwnrLplKcyRHTEqYjh4wTQvthNnRQku7VS9x+B0KgZ3Piq+tfJKY+eDZmSZ3s6MxbBiJnoEdIJHI4/KtnOvvlA/bhkeAsMkuJrp+hf5Y/qxcDXNViv1ueSLcU6FmOcB673ZC++PzPHt91B0QSiK+uCL1BRJo1nvu3j1QuJhaCJFYw3BPF//1Z3kgVJNGUmp9ikZTO0Tb9ZZfjJwTnPioYuMhiTUXE6b1q/CmFQVDDk3N37TydD6Q/m03O4yvKY01wPxbP4yfZ+4lw++CozT0fSpqh63aovf24e79eERbniChCCMkges5Ls2RnDmAdkR7hZcHtseQzIRH8aEbmToWG3hCEpL+7JfQ9YjA85Xlf3/xPOdr5PxM+keBP+IT/xSGFIP8bJNCm87SNR2tB9l4EUSIjbpKfbzDiD9xZP/iNlCzijxfyxnv6YBCczC72viJCMY+m3IsHtu4B9VSZT1WOBz5PviRTBQrJsXtN69acwjMk82fPiJo5r9s1Ia0RSUMmhoz+O9eeqZjncsb37ZpIOnzwfNfd8dD/jmfpFxyN574f8n8PvyFXMSF4Dv4PVPIHhiJlqJ6x9Z7AnoMXtEoz0xE21hyalrJriWOL8Y5DL/gPZ3OeZQP6nQABkzPNeK4pOKP1NbtK8GrZ4rxlJQ0P+y0LlzKS+t2CZlzLbmk4HygCjjYkbG3NUE35h0LzfdtTugOX2YLPsoJZOqDtXtKZFcHG1E3K+OJrHu40SgWcgcE44vJFgusr+vIlm4clW0qK9EvKOsWJmrpr6L1F2kAkJWKkqfqK1zbm74oZ5b0jc4JBHlEpQ5FI4kgxiQXNLkOomIaOVZKxSl+jzJAQ4LFs8b7jprjhX6rveagO2N7RJXCZaPI0YRGn/Nu2ZXVwZI3kUUv+/rwgLQVewsvfdeAyJtLz2VwQdS/R5YFBPMLuOnpzxBtJGMzBQx9rlJa8vetZbQ0EOJQV//zFmK//Iaf3QCMY3kCVHMh2FTJWqKZGFzG7sMWqHrIhg2zK2BZMpMLXHVQxisCgHxH0nEk6ZSV3vNxvmeuCSXbB77s93+QxExSbxnPsPVnssXLAsjwgUkWqYoIseDQpj/Z7RtEzojAi1ArXGQ51S6IlD48V/UOgf9jT1iVnn48oioTUGmKrEKrAuJYQ9ZxH4Mqe/Mww/sdLjvuCgSowwTM4V+SzAtdOiFwP/Q7jGnyIOY8vsS5mNFsw6BPitiK0gp3+CukTbreOrgvgHCpOQAtM4SlNh3eSSAkaG+j96fzP4pg+8SgZcMIxNgpRRjzezTHNlriSmHRBcqVxBDpagkjwVvLy8YGz4gYvW4bphEkfITYxv3tzj87ndHXK4W1NlifMwpD5PEXFgkSe/pXuZ670TzMOzvd0o5fsv39F40qibI6Iz/FXHTI+MokkIqnptKKNA+l1gX8cM/3qG2QqyK5i9EAzGgaq9iTldS7ww33/bjvc9oHXy55fZwolT/L21il8MBys4743pCLm30rJzpT8psg/kGSe5lEDQnh88E9P35RRFJHIwFhlvLiY0kSC3dLgPYznmsmZxq1OxEtFBploXGPA+xMJKlJUZMBBsD+N0LjwC9EuBBz/Y94S0dklXfMDkfInlY6OkLMzku09zcMjfqrpDwozHGLkFfzM9bd2EekXX2N3W4K16NEQNZmdMljzkvaqQXSBLL4gLS5/sZNql4/4/Q4pFLE6kb2wbfDHCsYfrmmJTEnkqZBwbG/plm8wq0dwnnR0xej5PzDLMmIL3z/07JuebVUxThXDqwyHoHQJoU8pj4GjMvwqcbRNy9VwAOXxA2MsEUW4zU/dSvv4gIxjorPzj65jbZbcmTeIVJB/ds3xcYX0HZPZC6L35qD/Euxhj7m9/WlOt6rpX79C/erXJ+OuJ6g8Jv5sit2myIFCphEyPlGHYP5yxI9/MryUSQpJhqsD5e+/JXSOTA1Q55esfIw+eJq8Z6j/ssOxEILh6BtEaTB2jxIpiR+i4hz5F4i/TDNkluOrn4o5AolOR6hKAIFMR5R0wPtdX/GLsV2RKhgMvkAkR3AWpbKTGZkQyDTFB/tO0iyNJGwkzZuGXmxIswlJNEK+5xR9GpcO784c6wEhOJKyh84gXIfNVjRphlWS6L23XaY5DDXdt388EeAoQo9H2OUjajhEj/66QtX/rvhEgj/hEz7hI+xWhsfbHmdBSJjMFefPkr86duivQSwEWigad+Dg9tjggMD37QohLlmZHefR6F33OuBPC5fQdHZH636qBgc8nbzlcvF3hF5w2++R4mQC9rY3fJZ8RfQXIgxa37A2R3bWUNqOve8RQmB8iyBh6Y7cdzvm8YDGHdiZU7XeYdiYWzamJY2vmaiCjXpNNBiQuoiBmfHVYMEh6wg6oIVikQ55MStwN+FdBiYBYpnwLPqKu/0jMpxMtBrrOWwMlQlkVnKe5wh5yss0/UmaFYIjIPAEEm0omze8UAGnFTO94yIZ48MBRnOSfkxbK8JYUdYxi+sIIQMMao7xkbhPifcrhG1oXEO7z3n9dg1RTDrMOLsZ0XQWIRS2askvY3Se8Y2Z0B5jJmeSeO9Rm8A8jnDW8byIuUgiojbF1Uc2tWFjNYsX5+xlRaEi4mjELhzAGvp2xHazxiOxbYBhB4cWIxq2veciUmy2joP1/IGa/+O84P7bnmygUJlCPlrWfyp5dpPRqz2INyRnNxTG4vMZwRT4ylGMNTIKdPuK4UjT1ifpY0Awfq4xEcSNhMbR+IhVltLEBhEahl8K3L82XE5i2t0dHXuGN1OcFfh9g9KKyfQz8lcRhfocs8hJ5hk3WYay8P9V9xyDJ7QFN9GQM9+ipWCoYh4PPS8GZ1hbsxBXeD1hbwzjeMZA5tgaqqplkSVMYkVTBXQvOXYt8XSATOE+yTGRR/qKi2RG0b6l70pUkpJEmmRaQFjTpxXPFl8RuRSRpbzBsOkNweccreI8GjNXhnF0hgsV1VHyeLtH745M7IiLLwdMZprto8OaAAKmk5RsENCTA3Xzmo3pEYMRi+k5zV2BdYE2hfGhI+ktne/wYks3znm5PzIYz3FiihYjzuIpx/6eNLck2ZhBmLEte4yzvN6uyHRKlg552B2ZZRLaI61seGhqsvGAZiXZ/raijDz5rEEf9oyKglLH8GSEFUk4e3I6rpq3tPUfCXmL2xzx/sDsJqXWge1xR66fUWwaxMEQf3GNnY1xo4KVE4wyTfEk54y0YDI4PbduV91H9oTBWuqHR2IcKss40y8w4Z77bsdMjcnkOUsTCFgmUc9X+sN51EQIfEgpVM7RVXgglQmzKOI6PidVMekZTM9Oc+JmeaT/fUnwLWZbo8eB7MWQbqXxTU40z8muNLgSlPrAYTeTBQr1jvTGTpMeLbEosQOFGo7+qm6Tnk4hioiOB86nji05LoBdrhimgvzJlCscjxTDETUfdiSzVKKKFFV82DEs21d0fg+RIGhY+pco2+C8ZqKnH8zCBv+zhA15Ii4++D+bDGJcjdk90L19dToAUG++R5Mw+OYfebs2dK3BPD7QHY4sgRAWZGPNMUop21PCsabE1Xv66sBmFLO4WiBtBEKg8gH965cfndvu979Igrf2tPYFAtUA9OCSWmRc5B/PFBsbsD6QRuKD6/N19VF3NHQdrq4/MpfSeUZ8fYbbfihH1+MxrmmeChPmZJo2mb47j9TvqRG8pH35PaG2WK9wbY1+85rR51/iHX+1Si3OhozO/x12u8Y3DWo0JFqc/9l7MHhPsJbo2XPM3Rt8VSOkIhou6Je/p63eQIA0yVlcv6AVAzg9yriINdGf2fNE+ZDi+a/o394SFLg4oAdT1HD0FJuUY02Nfb3i8PsKU2SUiaf3lvlgwvVgRFSfiLAajz8q2sTHI+Lwk1rAHw9EWUqcZoTuvTSNQYGezHC7LXiPTNJTESOEk3T8Ewn+i/hEgj/hEz7hA5jes7w1uKdqY/CwXTryoWM0/dsfGaVtqXxHJBUjlTGNNDOt+fYp8N16x3WSIEVNCI4uGPau5kyeXF0Viugp7sj6Ft+MaGsJwpEODDJuqe2RvduQv+cGXfuag9szl2d/9rU1PnA0Ei9ipIDWaZSMiUREH2AsMh7tgUNoaMyWpTmy0EMGQXHfHdi7lnPpWZpHMuXoBx1TJ2jMI58Xv6ZVAYslQfP8KaNRSHjcGpZ7SwDmQ4VISjbdgY3dU9uOvonJwxmJUjxuK6SNOJvEaJlRTAf4sAQiQJOrOb3bgj7lJdMElB/xbX/ExZoimnLXNOyanq6LWCiH7z3q7JHHdslMaMqqJfc91+IM18zoHg/EZUmcBuzgAn1zTrm7w/WW699MUVeW1/UjtVkzmqWY8TWD7xRfZpqmE+go4uIq5eGhpnAFPiTEkaa1PYd9QzfzFIni22bJKNe0jaF2Md/M/z1/Wv8AUcx3DxXXeBoML5cWM4m5GmmWPxjSwrGVjnYaGI8l5V3D8fs1VV9RRJryeGDy9ZigSuI4J/KKY+tQeQRa46xjMompWstwGDPMYpKJ4o0xdC7Qd57UG7RQqELh9jWdFbzdveY//ccXrP7l35Ciw9sNeWNxxRn+yxc46VFNoAyO1Et0iPGHCITjrrsnNjVxEPRSsA3nnMVn3MQFd/uXTBJP1WwRuiKNUnJ1zTGJCGFEaofEImD1gUQqGinQMqLdR/SiYzxYUJ0PWa83DAaCulA0wXCVXfNd99849Pc8H37BLDh0ZxjpHJUekMKx4zPs03e+d4K5fk6hBJc6sLJL2haOG4+KY9pYUecRj1vF9MueyRcJN1cDqp1DR4H5oiRJW0o5pQ0WMZiQqy0vXozY1z1RF8PRY+qKdXuPKhLqNGJVPeAyz3z+JTIMmEYzvrKXqMYgleAH9QM79UiSJHSNocgmmMoTa48YwmP2wMO3hq4OaPHI2dkVajNDLLe4490p0uaw5YvxmCbW6MGAkdbvOsFts6FD08UeddbhbU3fviV+GNEfD/SDe4rhnBTo2wlvRIYQHUFH7PuAE3CZfLiZ1T+TUkYY1O23dKqB+OSQP5nNOMw+J6GmD4GVCdwkij549vanTqyrSvzjA9P9gUOc8tn5BW/0mt7XzHXGdXz1bhTlR/Sbiu5NTbDi1BFLR9jDgWgiyK4Skm++oqo7amsodEZyfv5B5mimMq6T5zz2dwjjiV49kncRQUF12NLMU8R4SCGHH53759CDAQwGXIRAfuzo1mtcZimG6QdOvJPYsz0pmwFIE8H5+ONIJuNqev9TDGDpjizNHYPgcGrA0e0JwTN9ijaKLs7p79/S5zHdWOHoUIMBP6gHkmPFTX7FWJ8MyLwJuN5jdYs7Ht8R4B9hqx193dJ0HleViLoidC2u7+l2KcIYootngERLS2KPCHMiNc45vNsQzb5CpxOC96d5zp9BRB+ut8YGDpVl3VicsBT5SU1gsdifdeZDCDzuDA9bi/eBPJU8W8TvcneF+vDYPliMb/BuiTItqZ4igsRu1tj9jiAlaPVULJDo2RyR56cO5FM0klutiK5a4strAFQyQuULXL0mdBYZLIUecbCWrekpm4ZB2/Ds8hmqbrGmPM23vpeAYkNg1Ru2xqKFYBFHTIfDX3SBtr7B+gZJTKQK3GF/ksl3HTLNiK6uEFGMkBKzfCTuU4SYYmlQJmJ4UDSTlD4Ehkq9i0pzdY3db8E61GCImkwQQhAtzvCF5FD+CScsKgPXC4rkGUV8Q7n7I/WxwSaaV0HRHQ8EDpSAHcz4Os3w4zGHyYxN15FLxUgrhLVM6optHFP3pxgmrRSX1pA+e44dDPBtg8py9HSG73tUXnwks5Z/Q4zZ/274RII/4RM+4QP0jcfajw03usbD9Bf+4K/AQ7/nrdnin3oiQ5nyRXrOV1mGDXOOrqP0BxwlAY1AM1ETGn+aFxYIFtE5iUyxJrB8mfK7f9njnaMYS4ZTyfWXA0L8U17x+7DvOWT/EkorOBL4ofoeEwyZKHgeX5H7gtRLHu2R1+yYpzlzlTKQA1bmiFJnKKmJQ0IiNZWxSCF4Hg+ZSUkwPVI1wJiEhKskeidtXO0ttyvzdH2wOnQ8dBvKSnJsEuI45tjvSeKawTRH+pi69rjgGc80g4tzjEi57VqaICnUgMrsMM6jy8BYj3h1tNjgyLOIb3VDaU9ZndEUlvtAMe5YtUtGM0VWSJyBQ79hms0Re4F9+R1tLejzDrPbYJ6/IP1NQUfHRnfc2xWjVJGnGis73oRXjL84o9pUEKDOLVU2YL6eIpViZwUueLK4oUlKKlFR2oo8EbzQN6zLlte7P5EowfPRGZX31EHgesVooIi0p+49MhJMnmnIBMu2p9JQdS0jGXAWKtdjRIQ1jnoZYOgZyAmPDw2ya2iaiF4OSGYFM58wmWT4EBhpRTQ+xWQs7w19GyjLlss0Io8Eah4RYRGmposcZtScYnbSmBBJ8kKwTWr6bcV9W7E0JVf5jAsRGLUJrRDctRXeVYx1yqVKGYma82TIqKmZ5AO+3224rVuSBIpEcFkUFO2CzaNj2XumieL5ZMZVBFVd0PWSUjjqCJyOeSwt45sb5LXlIF/T25Y4ilgU18zxLESgOb5E65Tox8gNTgoIiBBIlBzQ+R2g0ZGiDkci9wIfAlkAjUDQM/EOLxNe8x3yYsj4swVSFkh6/tgJln3FMNHsu1sGasAsLnCJYOQzmkWGTiVxayhVS2kbJumETo2594rIBJarmpthzHMbQx+4HN4gbhJUtqHdQ1oNkUnH9dUZ2+jA7bFC6oTaO7QQbPySL+YzxGGNS566eNZzXtekqwfy+U9dwsZ5XtqMx2ON8ZY0vuB5GlP+4XtwCx67gOw6VHVHenNDw5HevMH6HiU1WXTJ2sw5j6MPCN10oFkfLE0X8F2D2r0lW7/BHVfUwaPHU9KmYj4a4wj0PjCLNJmU1N4z0BLfddjdjvb7PyEIjJIMqgPN64Zvvv4Vg1iSaU38VCT0IbA0B/btmnrzSB4rRt0E+TIhfXFONCqQZzmrSPGHZYU3kIUh83TIl8OPZzOnes5IjWmPd3jbIZWkzxSv/Cv6x5Y4eo6MYq7Dc+bRny82hhDYGMdyv8OtV0ykpKDHrkui+fxkTCUE+aTg11nGsXYYWdOrHY9YBmbEVM9Q4ke57nsFhuDZ9Lc0dk0sMlp3JI3mbOzqJxI8P8P+h3/i1eq/cizf0OQa2++Yixn3q8Aqq/iPZ78h2iW0dwZvAmIo8Pbnhk0CKWKUlsQ6UHcdsq4pTE/pHXlfMsoUvXTUWhErOGsc1vQIIHvqent7IsVCSvTZ2QfyZOSJaP4I5wM/PLQcKo9Op9y3r6k6z+UsQgjBNPowAWFfOW6X5p0K4Vh7Xi57/u7ZqeCgxmPE6pHQdng8tXlAzsa46EDotxi7J61HbLYvWbs1SMF4MGMxeEYyniPjmO7u9h0B/hFmtUTPFsg4RghJMnqBy+a4wx43shStYLTrIOmwwXMxnqHWa9bVkYGUoBTxs+dET9d+1/U89j/qfwNl0yEFjPWH9KUxS8r+loADBJmbIV5uEU8xje6wo3+8P0UBSYk7HpFKo1WBChlaJcjWMlIS8d6xXVXSfvcnePINsOsVUX9DfHGBd5bSvCEkAmRCCI7GrdC2IIsWZGJOpw70haY9HuBpb+KFZ59K+ouveXCO0nqwJ5eCi1hzE0fEzvJVCJRFhhUR2gpSr04z8OcfurMrrdGLBXa5fHf/yPEE9akL/N/FJxL8CZ/wCR8gSiRSncwc30ec/G1S6N4b7s3+HQEGOPqWna04i0acxRHaHWm6mj64U8dXFUzVmGdCMNYpmcwYqBGNN9zftrz5k8M0ES40uK3H6UCySbkZSSIiDB/GQmXyl003SuuonOOu39NbwUSPcNZQusBdWzOzgZfNhlGR4xvB0RlM5nimF0/Xk/B5dMleK3Q1wG0lwzRjfFEgkz2LOCLWMV4mZFKQvTdrtTm+F/0k4dWq4b4/8nw25NApNrue0SDnfKLx2jC6jFmQcnURsdGOR2vpfMp9rziLNFYoJmrK9rAleQzsMsnGNswmZwiZs+pXSCOpe4VQnuvzAq0FE6UYPEk3VZThdIoTwGZNQkGVefahZV+XTI4RR2b8tn3N8zRj1b3m62LAJDojkhmajpV/w92gYSgzIhF4Ex74cvINtw8G42MikWHinmeXlyzUhI1/IKLiUB/43f4llbVUpudYHfnnF79B3I8oDw2+0XwxiKkBrUDnmlmuaXtPlkHfBR46x2IyZOEdUlsG41+RZylqOubtLnB33FE3CUMMab3Gy4TZTUzrAloprq4jynFguT4RYN95QgVbHOu6Z5Mf0alkdHFB28CbpmY0GNKMLiiVwTZvedt0ZC6QJgLpHMei4ybxbN5U3AxTpL7hlV8y1AlqecvleMhznSPrJX2c8yz9HEGNUAGFoS178gdNZwQDoeAImdG4TPLq9xUhQOsFcqRh7sl0SnTZYxLL0C1Y2p6p1vyuv0N4wf+ZztnoBrIhPYaYhEBgrCNWT7dkEk3BwFgZtDDMouf0SYySDq8VSkqGqiBIR6LWjJWk1xFBHCn9HVrF3LmKo4eqb3B01EGitWFjKjpjGacpWtY8hi1YwSgdMhjO+O2yYy5PcWTWeF6vK5wR6JVlMon4zdlXXJ5fU88MfbXH9uCdpPIlPo0ZLyKq0uJMQEqPzDxFITg+PX5Sddpo816Ged95/rSuuX3M6NpzdO7Y9BvmckDaF5jI04aW78oan424SgNH8Uj/5PDkfY/r3jDJMgIfzjXGkeSrq5RtaajuasYThX1oCaYndB1WSHQIvPim579Mxrxsezrn6bzna+G53qxotpuTrPn2DQhJmC/YxAnOOKJmz++tYRgFRirlOprQBcvaPLDb/Yl6fSQYxyKf8PzsBdW/roinjspIXvkph0jhhacUFbJLWB1ibhYf+ygoodFWYDkR1b2q6PsahKCtejoDbXRLOh5TDH559GRtLN/v9jS//zd8VbGSks/GIybO4asKNZ6gz85RwxHSGfK85Yf+B2yw4ODgdvS+4To5yX4jlRGrMZ3b0ruKzpcoEYGMsb6kMYFc/kQEnBDs0oBdFDC+ZnVc4r0j9SW5HrAue3ZRSfFa/MhXCGVMNLjBsqJzDT4IimhMsniGThKu5pZyFdM1NbkPTMc5z2KPixJaAWGaEnea/tjipWAyUBRPJFi+p1iKFudIHWMPe4RSqMnkA5OqY+04VE+59WbGsxR2bg0m4npwzkx/mPN6rN1HMvy29bSdJ3LgSoGcfY4we0y/QyVXhFH0RCKh8we6pmXT7qnSlB0lS7ekNRHfxFen9+ZnBBilCL2h/eF71KA4ZfFmOToecAwRx26PXT+iuwML3xFfn6MyyfrVmqAkgyzlkGZs1mukihklMbufzR17TqaaY63xwVO5I8b3WPMAIdCJU6azPdyT9i3J0+y33W5xhz2qGCCkxHUdzXFFpXu8hDyNmcy/fhe59iPsdvOOAJ8uOmBXj4gspd+8ZW/esCFgkpS0KJhFisyVEC3QxQQVO4RP4Xj67ISMiAY5pIYST+k+LNqvess80kRnF4Tb16g6ZvW2wtlAcnVFqzrObuKPRtPiqxvUcIRvGmScoEajD2a7P+GX8YkEf8InfMIHiFPJ/CJidWfeFaUHI8lg/Lc9LvrgcL/Qne38aQG9jG/QJsJ7yc63jNUUSUwiIp4lCzIVE0LgzuzYtBXrTWBZeSKRkicJe/VIVZvT/GZ/YCiHNKGmD/1TXNM5QzWi84bOW1J56phsjOWHpkGYlrtuydaUTOKCxhqafk+qeiYh4m1V0gtHREp5sMRZAbJgHCcs5AjjYrL7iFcvS4IQrJynvbd8+fcTzgY9o3iMQGGC+2Du7Me84S54jp3nzcbTR5L744GbRcZ8lDAaCoYyYv0yoshi4gtBlwQOvUdxcq80PlA5x0h4HrcK1V4Q5Tu6KCBcQl1KyANZPeB3dyWZhLJ33KZH/p9vZhz0joeXBgxCAAAgAElEQVT6SCRS5tGEorggDVNkuoWkQHiLdA0Zijzx/NZsTrmItqdAsD68Ih1L5tkNG1uTyoLPuhlhG8AbFmcz7PxArCT+ICGyJKOI37qaARbrHYIJm/aRhpJY5uTMoPdU+5bp6JL7t4Egasa257/8ZkI2OHL0kqrWpPGA4Txiu+swJpAkGdpVrNaOqvK8+PKM376t+VWRMJ6M6ZqGbW+4KHJ2m5ZkHjG/jhCZxGowwbPZGbrOI83J2RvpeLusEIljdWxRowSdp6RJSjxY0GtNLVvmgxFxs6HEIIRjOh7wymzx60BrAtIPWNz2xNmQo66ZTeachRb39v+lR/Dy4LFxRsMFO5FydXaNCGO2S8tMa97edrQm8NYLLi8jxs8SXq9Ojt95kFxPE5rMYCqFrFKMlgyKhlQdyKMRWmTsdMqguOTgqidjJUGuLxiojKM/sjeGWMXMkjM+SyNypUh9y618xeJCs7qHZBwx6lKySyj9SwbDnJAF/lg9sneOq/iGldsw0gVbc2CocqwYYPHUXnMvag4u4rMwIYuGdN6gpKZuYJAM8QeNjwLOO6pty9kgpa8tbecYrhKmaaCs3nKIW/ZpzVCdMxdX2PSWUAQ+S3Ps0bHIxlwNR3jfI942xFGB6xJujzC8nqP7k/Hf423Hm7Li2Pb4foCtjozOJvQiItYRxg5xsqLra9a9Z5T21GqH8ON3RMPjKWT3y0Y6wTGtS4zveSU1xzhjePmMi6ZC7LenKJMQ+Lsi4yyO2BrL4LgnvXuLXT3iDgfkZIJLUmhbys0azi8RecrLfs1exHRBohL4vl+RE2Hsmt5YSBRYRxc81eoPRE2Bu45pQsd+tSWaTGkzqHrLY38gEgmLUUTyC2aGKi9OjtrilJkM0FlJvRVY5+hUx9tDzfUzSTH8eL1Y9ha72eDrU9xS8J5l1zFLU6Kb54SzGTvRYVf/gjY1TQQNe6J09k4uvLUb5tEFiTwR9UH8DGVijC1ZJJ9TB0ftTyM2PnSM35No986fCDXgw2n+HwKtdxTKQwBf/kSAnz5YKM+Inv8zfbVEWE89XCDnC1JgMtD85pspq/4MypLclZTxmLsgkFVFXAxpEsXNs8/I6jfvnvsymaCSnwi6EAIxGVEPHJUriURJbiW5StFCYd8zc3NOIN2cc7XgmZakfs22+W9IEZNFZ6R6+pEM/+ljI+wd5VvzdI0ClU/Rn8X48Arek1T7naf87lteuiPr7kA+vUBMcsrungtTMYoK9HCI+zF6SEpcecRut8TX1/jqgN0sSb/6NVWrObzeoiNFPI451EOcGtPmGfGbN0Te45XkkGZ8t93jTE+sEw7jMShFJOQHhD4Ave950/3AoVpi+hKUZZSfsexeEvBM/QDZ77mIrlFEGHvEZxDHCmGhqQ9Ud2/phEeOxuwnmmwikGYFOLQsiPXwnflX4HTv9AzpjzHquy3pMGKLpGor6Dq8kpiQMHqa79XDIcPrXzHb3vIoJpg2kCwWMLPEugZ7TyaGOB8RVzXCO2yWY0JCtlhgZczqv+4gT4mLApGkbJaWYqQ+2o8JKU8mWJ+6v/9D+ESCP+ETPuEjzC8jsoGkrT1RLClGCvWzRbWzBzq7JgRHrCekevYuZ/FHeNMQe0smNPWTJPnUuaqxKmZd77FdSqwu+Hf5NUE6Nk3L5uDpW8lj7jmfOKzquTd7IhQ+gC48m6ZmoSWttSSxIh9KPI6DP/Bl8jWBQCRjYpnw0O+5MzscHo3iJpry2Cv6ekvo9wyV47E/YEJKphIyHBNj6cs9urVYe2B2OWS1q3AmJYok8+6c8F3EtuxZ37WEWcxjcHS+4aHpyJcZxWBG4gy3ZknvDZmMuYomDHXGbBSxrRs6YXisOh7rhovJhF29xXCkVy3jaMryEJgsEmTv8HWgrTPQpz3MUEnaSrJddlR9Sew1hZC4PeTzAVHX0YaayDtMFQExpTU0LtA6w2O1R8VjSnek9Xsq2/NPw38P0ZD8xXOm3GF3DRjDrJC46yFLc0uGJKPgK3XDXSvoK8UPoaSIxjxvzlnfb9Aio+kD5k6Qh5R+1PE79chFvOBfyxIhIr5IBFMhSJXmIGIkgSTyRIDwCdIFnueK/B8yDlXNV+eag/kXNndbRDZmLTI+P3tOFJ1jxg0XQ0X/5kizzNgKxfiLjLexY+Qz7n7fkPsYJUdcXEmkV4yHCVVtiHrHytf4reTyrKANnk1p0dbxYhKzXm55PhtSFw3TkEGw3DnL+dd/T6FT1hwwnaf2lsYbomAxwXFfPzKRmghBGTz3bWAwHzG73XI9GTOIHa7d0/d7SjGlaitCdyAdT3Byxm83W/6vsxk263m471DeIYMGrziUDjUR0Hao+oCMFNN2SLJTvFo6Gl/hs4SryyHuxtG7mM51rHrLi/SMuX5ByjmjeEKshzz0b9FizzDSaKF5Fp9RPGWKZyrni+xrqhcVn80Fok+JpeWg73lrFF72bNt7nEvxLVjhcSGjQzJLPufO9FRdx1R7QKJiTTLRlC1cqn8kGnRstzWFnrLsJK30SCSu80SRIBWgJjFxIrD1hu0fX6GdY37oOZ/OCNeKda64Sa5ZySUu9szOR/y74gtynVP2lyQofvjtgebYEg+HDPcR9mXHKJc065ZR2vIQeo5dQzCOrEtocsgGOc29pxgMiKOY2eWcbhzh+4apHnF08vRd1JJp9HEcm+8t7bcrSuD7xz0hgpAO2JQbbDHgRRbD1Tmok/v7PI6YSUHzw5IQAl3f0ztPvdkQjcaUxyM4R2ItbaZpolO3p3uaB7TBYoWktB2V8HRSoPOIuVQnOfZ0hh5q8CVZnFJ3PSWasnGIyNHFnu/uWr68Sj8iwmo8Rp+dY9crBmrAQe8weoI18t194vuI7dpSWk9nAnkimQ41Sp7M+7w1IMUpM4aTdNvVNWJY8DLsicpH2uoBgUQIhbc7rNTo9JR5Gwj48BNZUzJmkDxDoojsCtyePjgQgrk+Yx79ZCwVS4mSOUooIhGRqYTatQx0QusUsVLk6ceqocp4SjWiuRwhOVHFo3GMYk+mJINRgX42x64cQQ15EyXQm9OcJifSdkxGzPNfEWyDUBEqGX+0Xt51b9iYR+r6wLGrSLIR5/lXLOIJRZqj5AcChieTrxWVfQDAhQ5Xtfh6x6CBiY2poiHmKS/6bKSxj/YDku/qgCoTRKHedYFF0JSv3mDilLJcE/URx29fk19e4uYz1t2JBKvxFH3ZYlcnoy5Xluj5nN4d6OwBuoBbJzS7nOb7t8ShxjzcY/Kcbn5OtN4hIoHse4bn56wOR8x2c/K1OB6QXUu/OCONk3dxZgKYaM3WPrJd/YDb7/De0Kia7WjLMBti6amzHi1L9s0t0pd4OtJsRhndo0rF7vYV8WJOnJ+UG/r5FQ/+B86MQ9Ye6h4Rx4hMQW/oyi2NnbP8YYPQ/z97b/YkO5Jm9/18wY7YIzMy8+61ds+QQ3HGKJNJJv3x0otM4lCkZmy6erqq7pp77NjhcHc9xK1bVawe0vpVc88jwgBDwBxwP/6d75wMHeXElynB8orI32D6Bt8bVDzFisnp3R321KOCKIz4epmzFjGlPZKIjidhhrEP2O6W/JBTPBxP2rIwIPrqa5jNGGSKHKtPPulhaFDiSHuwxOEEFU9/M4b+Jbi+xx6PeGdRaYbK/3yax782fCbBn/EZn/EbCCHIRprsX/A56YYjx+4H/MfZtOsPOG/IfpJJOUtXXGObLXjHmZRs0wmFhOOwI5Keoq75h7sdgU9ZBGekoeL5ecj2UdH2pw/7+mApG8diNeDxdNJQZx3DREDjOXgD0nNxmRDNzcdsTkfjmpObqavQIv5IgE+LroGT/Lk1KbY7AI6xSFiEOcZWLKTESM/cBRTlkfN0wgMFaTnwNBpzGaRcVSHH/3ikKwLyccqxE9zXPZUYsFaACPlwGAjbhhJD+3EDoHAtXb/mW3nJYqTZWcef3u85OMtkonhsOy6yOe1w4HIy5qHf0WUVhfvA03zJbeM468+ReokDgl7w8NhjupLUd+xq+DcrzeOo4HDYEi5WLPQIVWkmBr5OFe+6A9MoYBk61k0BmeOr6Cv0oCldz7Ztaf0b0llI1qekaYe0Ad0ohGXEfxguSAaPvtPsdi169BRqwaW8QsYZ9qARdsHrhy3eaWZBTkBMlKVE0qG8YsCjGDgYiVI9vR/4dvSEzmwwfqAZHIEyTPyCm90b2q7m2fKSoV1ze7hBCc/YOC7GisKtScWMRAnG8cAfLw9k2YzjzvEojvy1XnF9A92mI15JwqcVj8OO1VVK+zCCZsrWWIpy4FgpBlfwfBKR9C3UHnsz4PWAifc0hcFLxV5ZHCFqyEmDhs12Rzc01JuBF5cjdqIiV4KmdUwBJwaO9xapLIvZnMAmpIHADxbv1zgVYHyAwROpDB8uqDqP1TEm8uRBw/dFzdwL0l4S5nPQoAfPfDgwCMnq4shju+NP/9wRqRmjYII/tjwOMJtphFH0tmUejymvPdKnHPWCKrek549sxQbLAOKUn3trGjL9O5T4KJUXmpEcIyafgjxo2gQ3gHaScK3pjwVaJuzVhmeLGYUc6FyIx3AZzvlTXbIKcy6CCWFrGImeIIxI1Jx325y9c1zEA9fFkZ2xXF3MeDZEiO96+uNAOPPUTUHyxZT+/fuP7OIBesP5q5hufEEm5wjhWAUZiyiisQ2dqPggY455gBppKilREg4/1BxEz/qxROeWyycxW7endxqvM5QzvNcJFy9GdK1lebagu6gJbE/oI2I6pvGp8hKqEcmfyc21xxbfGMosQHyMafGE6OU5h1CyTxOEb9hFPZe2I1URru9Ombec4l2OhyPGg45jktUlrjwgOcXfye2GcDYn+oW7bEhEyJQs7tF2oKoaRJISzxRRlKK1RPee8wlcDxF10yOFZJGMyBNF3Xn21cDqv3KsFVISPX2GXixZDh1GLNi/WyOFIwkSluIKL+DtQ0fcazwON3QsxgGvrkYsAk2RZtgsxxUFeM9ca1QYcIxP88bQ7k9zCA7hIqwH0VfwkQSnMiOWv43SCfQEaR+ZqZTZRwlsHqwI5M8bE1oKFuEI556jxA1LO0cLGOsZVRfxarxkNk2pjx1D8TNTVBNJl5yG20/02wK9dyQfKUq4ukAIGKoKJzR6MUH+gmhYDzoaQfTnJ9XG1uzNmvbxns3+Dic8nXhkcTHmeuT4Kg55eh5yuzYY6wm04HJhGcQ91tYoGRO4jObNNV13wzhYMDOQJyNcOiFkIGdEbTT/dS+1LSGbXtIMD1g/oIzGtyk+iwh8wHZ/qvaapsXvSqrNkUEFIDXhxSXB4gxblnhnMaagHLZUtqJzDYt6htt58CE/5eaq45E0SzHitGEzzzOi4ohVIUh1chL/6G6c9YZlnrExFi3gPAyYBZrvdvfsNm/pXUtAgAwiiuMds3CK1YKiuiWfZgTDjH67R62m+NGcoT1SNwXBaESPo25Pxmp5E2Eziyoc/cMtlXhgMAVxcolVPfn4JZv/c89QdHi3RZyNeZQRd2XFOBlYpOek4Tk+PMejKdo3HPs3DLZHqYBQpTyjZdA9oYrwoiPsPWzX2PUtwe2AGOWMo4juj39A/c3/QBBFSHnyuwqDAbo3tE1FFgZ0+y06PSeaPPuz4+mXcG1L+/pHfHtSSBgpT33Xi+V/58z//+MzCf6Mz/iMvxjdsP1EgH9CO6xJgjOk0AzNFls/fvotcZarrqUerYh8jcLxYTvQW0tPQeoyZJ9ztzW0/a87mdreYzqJDiTvzRa79KQ6IUoUqzTDRBumZ+a0gAe00Fx3b0/VBqC2hlgt+OXnzgpLICw/pXca0/NcnZNlHu08Mz/mfXtHqySjQfG345cIGTIKLZcu4njnaLYN3jYEo4DRCurS4KXDOINDIkdw13cMdsD1A1pKouQkB65cRyg1ja5RkcB0julZwLxLkbpnlHeU8TuGwTCJNHftGuv2LIIZtZOMZITzEZvKMdOQigBhHVGkuTE7TOxOOaDrljZpeDU5p2oH3j0eyFaOhiOBmnA1ycitwFzfsa4bmkARJK+4OstokgrxNGU8XCBtT6NK9sOB50HE7lDw9sMjUmeoLmKkx2wbQRbu8Dbnjx92SC849jUH7WiE5LgaKNFcxZb/Nc54dJLGw0gNVPZInHX83fkX7PqeBsnSL5jVY/7xzRvcMKLeBrg6IU+fIRaGJjsyLvekY8HTqGfpIvauJQgVIrfYEmYyZdpFVECxWKKXe14/3hIEkqJyHPWB8+eG4yan2J96Xdud4U/mhq9HmkQ2xGlEmGr+yZdopbkfWp6GM0YmZtRYNmWF6kMy7zkUNRbLxeWYL1zG275DBQnGTvjiSUK36/FlwrsfxizqgNm2Jn+WUPY7lPBoDzLO2duQHk+kwbJn/FTydJ/TfGhAGJK8onc581CwqxzLi4YyfIMoL6luNQ/NAR3ULMdnRDJAN5q/yq4QYce+OhCPAhYuYTO8p2gP+PuGMEyY2ydoIfDzHb3saW1Dpkf0u4HuzmCNJxhLxLln37xlU77lMswRB4k99DTlgfNIQdjhqpJvsq943Xc8SRaUtmOkFCs94WJfUd68p/SeVIaMzmuy5YRhV6A2BVemxYchVwjSIecuFqilR/aP6MDRfpDsmdGlAVGoWKoANke+uXiF8QlanvI9y6HgXfcDpY1Z93A99IzUDE3IpNGs1xXj1YAKBrqHgqnN+dunKYURJKphu9sRxx1i+RQjt7weXnPpEvI+QfuYsZgjdEwYzYn0DCk0vXPU1qEEZErhP7o7SwEySRBa49xAO5cUXUMxSmiSBQkC+j1fJitkGCG0xvc9Ns+hKBF1jQlCdChx0xlF36GLnlg7zOaR8fLkUzCLR+TVgb48oocSlCC6vCJgRpanqMc1eM8iOKOMLWqZEB5Scj0mcjnmI8szvzBH7AeHluJTH6JKEhQJL5mixgvKckCZBNsLjPL0eELbYap7vDU81IJpOGUxP2c4W3I3GFySMhNw7i3pl1+xlT3eg5DqE9MUXcdl9pSj7JAoUplzGT75s3E4gUqZRF/T2x3ODwRyhG5izKFExBqVR58q7alaUQ9zRN4jh4jeCMJcMk4VUgqyVzFmN2Bbh0ok5Ja+q5HiZBwHoAREv6jCyTAkevqc0DnOyor7usYbgwhOGwkz/eeX2857tmZgZxruyhJhemyQUncC56EpOtLYU4Ud5+Mx00zT9Q6lOkrzhqJ9c9ow6DW6zWmbmkEqjv2ecxKC93eEV08R3jE0e1y7QH5MKLCupRkeibWmMxWJPiNSY3orcV2DaC3TcMQQF3g88WTG4BQ8rOnTHj+0qHhKNHmOnk5pHwLatmJvDrS+QAhFEw3U3JAEz3E2QoUBrmkYi55IgZSKaLHEm4FVnKAA46Ft21NqghI8iSOuIg/eI6Q8qR1MQ/vROLPDoo1gnF0ga4FkgENFG0E/WWKUpPM7smiCIkKFFfryKfXh/pOjsggUs+QZ5voBF0ls04DSeG9woac9ljgd4IYDUgt20S3lB8twNeLeN9zVR768PGPsJSFHelvjvKHof8R5Qx4+PY3PYQsiQu4M3Q8/IDcb4myF6xv44Ro1mjDM53Svvyd6/or5ecjmfkCpgrapSDJJnJ3G3dCs0ekSqSLEn3EX/wlmt/1EgE+DzmHu79DT2b/6vuHPJPgzPuMz/mJ4f4pdONaWpnNoJZhkkllyWjjZvvjNOWLoiLE40SJcRNf/TKIHN4CE7s+4UgMkMiSXMYO3GGGRc8nsbESmJJYI5zsQEIsE4/tPBBjAYzkMGyb68lNvssPzPMn50KbUXY0QkCvFtG8p4xV5ZHgZObpFS2AGJkONihV9XdEoDSJBhZp+HvGdKXFacXmZ8Nj20MPiTLMddfyNGvPmwxHtIVcaHZyk5uKT74xlkkkeCij603+4nJe8Nz9iho5MWv6vww/8LvsW3zu2tkCLCGUOvBlKQjelF5JAWqZDD7FnS4EIW+IhQUUdsRTszZHzOMVOZ2xpKEPLbGyIg/cUj3fc7QYGetI+JdV71tslTy9DWtmRS01TH8AMPE+eEDtYmhk+3ONVSN15HI6b9sCrPqMwNY1rCG1ISkrnLC4wvFARo37L5v6G36UTlPPE42cM4YoXekqkakQ0JiTnzbuObas4HB3OjDmPA7ZvKwbToieKrt4zfzGi0XsWRULx9pbAB4TZlG/OVryPdryY5swPEw6vBdvvOs5fhNS2JE1C2r7Cx47FTNH0e6QZM8kFeaJ4uz/wxcgxXP89bw/vmMYR08WEb6f/lnezM85syLmImaYOXVV8MAFDODAVMVMf4eqOsy5BX2+4uvqa/2e9Z1v3BEbxajQn3CTsDh3TpUZIR2tHRLOvsdU9L69esfVnHEhZBJaz8wnfl28puiO//+Yr5uOI5qHFc2R1NiHLDeqvc0Jx5PrxkensJU1dM1gQDFRdh6wT8lBRiY7/ePMnfKuJjKbOS5qiJdM5SMH6sCcLHNPmGRcXS0Zf71AIqv2W8vsG6SO0SigfO8rtPR/G39HakrASnN9nLA8panLGodmR9pZFNKfqUoTo2fQNne1J9Ihte2A+FNwNR7x3fDtd8c6s2cclVX+gEQUX2RRtCh7at1zWv4dxCA/vqNo1pQiJxks2i5QPVUdoYRlH/PtJjmtqouxUfXPesTVrKtdysJYyktQ4jv2WZXBGVTuQDXt1YJqFcLS0m5rxuSLP7vFJh5AjxvkZhd8xESFP66eEt44gjZjOrwhNjZQByejk1nocBt62Pb07dZuOteRpFoIUjIGHAIxUyDjlOrOMZxnXYqDzDtX1RFLQu4FQa8KrJ3Tv3yGdxp6tyNIUf3mJ3W7pi4K51gTDwKSXVJFlOLYkWpI3HdePt3QIJukKKSzBkNBNnhGlCWo8w9UVodZMxhN6CaLtqVr4pc1RFiua3nGz7ikbi5JwFhmmlAip0dMJMk5YnU2g6agbh1QQZZIs1gz1Pd4Npxxe6xi6Gt/ueDq64CJ+ia0rRNfhu47+9oZ4GvMYdMTpOWb9A0N1QDtFvh84e/o36HhFqH427HJ9hxAS8YsYmEAlBCrBDQPd2w3t9nCqKJqecDUh+nKFECeDwpNJYQy/9QBDBoLoPMDYhqL7nqK9Q7sZxz4iCVaEKuEyDE4ma7+aFz39/S2z/R6jAraDJZxMOFeS8aGjT1L0+NeZsA+94bozJ0PHQbIeNK4PaYoKJRUb4wkjhco+Zu/KAStuKKpbDsUfcSrCmZhifU/QvCdpc8QRwi++oitbIhngdYRwPZieMKsYbAZW0tg1aiJg2uAZqIdbhjbj/o1ATlfY93/irGmwYUqbSOJBsspmxE3Hqarrse2OLsrZqpbm3FO1Nc1gGIWXiOWE48gQpJJUDph9hp0viENHNNLQVIQXV3hrsW6gfv+WDnDjCdnZipExXCiBKY4MD/f0D/egFMP5iiQ/Y5yccWxOm+1SSL4UX3I43kBoEa1lJnIiq+hchxAKqQLC1RIlY9S1IFVnuMShopDR6gUqKPAtmOaIKwqEUsjzc6Q3+H5NGD+htQY9SyntjsEI5sLQ5yllKOnEmrFOEc5hfct9+X/j/SniqBs2aJES6wWy8jTf/zNmu8Y3LfahRxFhmxbi5NS8bR3D+oHlyy9IR4ru6MjCgDiVnzajXNvS377HH1tEnBCsVujR+Dfj2bftb48Nw2mT5jMJ/ozP+IzP+MsQ6ikfto+f3CoB8CmLRJJEINRv3UGFVIQqQQ0KpCWJQroaQHyK9phmkp1z9L8gw6EWjBPNVC+pbc+DMWwGh7GSUirO9SWRFMTSchWNeNN9h/1Fz1gqw1M1tvMMxiIjyVmcswhjxtMVx2qNcIbYGY56SqNznBYoGWKPR0TiKIYE2zsOm560LHhxniFf5PzhzZpH1xPIiMkKLp6FjFNJqQrOgoBRGRDKgLbvQcFgQDUBo9lJzrcIM8psx7eLhJuDYRwG+OoeCkWPJp0bYh0ivacpYo6U7IY7vohXxJOAMBvwRjFYSedTOlcxygQm9ERWUxcNhjGpGoFvmGU1k0vJLjlQiS27456mg9o7JmqCHQy6OWKjBXbQhDLmf3/3j1RtjwUkO745WzDNz7BtSeBDpE3YVgfG4zFRKGjzjngcQgEaiwk6utARWcuVuScOY462JJADSyPJJn/FLFpR2I6jaXn/vmNT7LFqwOxDpjrC7zVdKFC1IBxygqxFH0MW0yXdf1nz4fodszTm8tuXZDxn+sUYMxL88R866qNnNNas7wyEDp16oljRhXAwhst0QpdZfG85dC1PzyPm5obt/pE8ColHim13zdi9IOq/5Oau5Ga4IR87/mb2lOKx5FF4BmdYZRPStmMpJsRPxnx/bUmY8c2ZoGZLM7xj/ypmepGQBnP8/sixromnV4hwhetbFknBajSly8/5P+obWj8QS4H3W4pRxVeLp/jKcbPes+l3uGDDWBjEWUZ9rDl/FrJbg+k9aR4zuYroteD7/SPahaQ6YL+3HEZHxNlAb2KqG8thYziIPU0zoz6k/M+XZ9TyPWYnafoWEMR+QeM1++0DQZbSippMJjS2YNgcUVXEy/wVqBDfz9FRQO5Sjm0NRUwpO16kkrflDU8nE+qyYBsO7JqSONG4aEc/9DSR5UwM1G1JF7fM65ZStfShwvch5XnG4+0jfZLRaU1Uw85L5j/+SHcxZz+yHNyBbf/IgMTYgiEYM3kW0t7C0Blm05SjaPBYhqrEWkWQgcgFdSRRQUIfTqi9ZFd7vmxCjg8PWNmTBpZy3XL5zdeM7GmR67zn+iMBhhNFOAyOURQwezLGfv+aZ3ZgG2qa8ZznQUglOpqP+bOneCSJ/lhd1LM5MkmJmprOee51hBwE9thS3BuCUUgSFoT378mnC4JwzK6Akmtk4DgaR9laVnONpWMqPJGUMBrBaETZWK43htZ4Ai1JI0/Te6SAs6lmnEl+uOko6gYwcyMAACAASURBVNP9tZsdx8OOL1YBqSnRmzXRF18SJglPv4rpGoeUgs45Dj/c0hfv8c4ig5Qkm5Jog+2OkF+ggwCVj2jubvF1jcPjDxVxrnmYZUz1GXmSMPUJsU/wN2tkMILZSSreX3/AFgVCCtRiSbi6/FQJG/Y7uusH2j/enwh40yCDAHN/jxcd8Ysnv4rA+XPwbsDajmP/lm37T4BjzJEsWBDqiLNkQq4DvHO/qsANRcFw/4DoOy7CkFWaMvzpO1xbU3UdzlriZ8/RT58Rn19gpfwU/2NQrOKXHI6GTteMEsFMnNEdBNtK8K06zRlN/0C1+xHblLRDReEbskpx7HtC4cmDEd6VBHdbyvsjZTkQmgyxOGeaD2hXkH9xyWAFzgpceiLAJ0h26wr8hCCZk168gm6E3q/BW9yHAiELZv/jv8MPPxOrXf/IOmghcByej3isNmShA7llIiZkz54jbyKa0uK8RZ0/o5ABq2lG9+Y14fMXPGzWFDrAH46IskQZQ3xxiXn/jubu+mRaFsTcPTQ0f7zBfPmSfPF3LEbXDENN5lPy9weWZ1/Sakufzug3b/GyJEkvcM6gZIrdHkjlOXJk0c0DzoakT18RTS6oDtfUwmB0jx/HhHKO3x0JXl3hwyOLZUuzkXjrCIKEaB7g1YE4mCIjQa4dlV8zlkua4RElA4aP3weEpDTXLPN/T79+h/ACpWKCcAL2yLBfo+YL1GRGsLoEIXFde2pNG2uiaEq3XfOTpNxbiz0ckdEIrMXuttjySPq7v/5VzjKAzDPsfvfrY3GECP+8i/u/JnwmwZ/xGZ/xF8O7KdJfEepHvHdEeoIzF+xLSxIpdDLHtlu8/am2IAiyFYHOWblL7s0tZzOBGUKUTUhkSp5IziYhs9xzu+2pO08aCeZTT8EGMQjO9JQ37R6BwXrN+3bARZ4nYch+CABLLsfs7ObTvQoveNKsCMqc1g7EKmA5yxGxOMnO0ksa05DrECU1w8dFSR+k3KGpjp5pJ7HGs0hGeLen80fqWURYpYgPmtpZmu2BVie8+ibhLMp4oifcrh1XwRKiBvzAPIhZ9jFV2ZFkEWmfonc1rqqYacGFDPhPx4qjsZxnI3IRcB5nKB+zCz3OehKVsakN50FEmb3Djz2BycnkFbmYMssC3luF8AHJIUUTcCbm7Hkk1B1lvqct79A92M6SuZDGQmAMpquRqiOpHalKuTnsObbd6Xk4T+dqbg4atxiz/PaMm3/uaSqBUIqzeYhrO8ZzQX8ZYuKeqixp5cDLZULd3aPsI8bnKKXYNDvK7shfj54xSy85Cyb80JRU1Vs2pmQkAnTsqPoa5VPCIESONYkSZJwzzWLM43vevStOuahlR/L+gXG2hPWUZjdwuK5xHvJlQCocQTahnhyJpx03LqKXMImm/OdDTShiMuk5SxSZqAmWE5qZ4264I5I5ZaRom4Y07ukNGG/5o7SYbkfkB6I4Zgg9366+JC0DXu92vN0USO14FLf4tKV3HdpdYBgwFby6TPFlyPV3D/hEQiAJDo6VP5JEAV9EKSYIcOWR7XVBU8J0ZZnqOZvgLUW7I51IpBNIrdAzqK5LxmcxaTZlnI8IzwJuNg1FZzm04AU8expTayj9SQXhlGc1DghUzCjKaNsB31msb0H8ZBTk6eweF8zR8RjvNIEuqfXAKHHMr1asNzXNscY8G1HkEbVtKFtJO0Q8H0e0tqbqDgTWMh4FZH3EXhiyQBH5hEKGNPUjQ6dYMCHCMzwPED+0OG9P+bRZyDZwqLMxERFShASzhEZZrAx4OL7GECOSkM5V/NC+5lI/I5GWIYl59uUF6RCRSksvBLLM6I8dqIHgpeIfbr/jsR548mpCMy5QzvEyHNHev6OUljhMONoC1+zxuwmvnr0i/fR+/FbJUlnHzDXI0JBbxyiSdKblu0PHcRohOHVohkKx6iXXr28pUKh8xHIcspjNOfce3RnevG0Zmoi4g6rraPqBq9UZSuRU//zIupJEZy3IA+NpzuA10aFlHClm4R4rFSpJaDrLD7ctwy/SZ8aZ5JspyK4iVJKmyrivDhzMgRhBbk9tHu82jqwzpJFhNdmSPj3Jk+P0VFGS9Y6LvOb6KDG9IZQtTyYtSgik/rlKZcsC/9Elencc2JUWsTE80QvqTcQkTYi9/ZR7OpRH9GxGf3OD3Z/6hm3T0939A/3NNTiPOj/H7Q8IG56ibLYbXNsSzBcIwO6ODJOUYPkvZxmb6gFT3dObI50+IgU4BZ4e6W4JPeh+yva+Zdt2OK2Zz2YsRiPM9ftTpqx3IARyNqe/v0MKaH/8AZyjf/eG0f/yv6F0CIsF/he+xzaYkMmXLMKSoK3oGk08XjAKxmhOz7cZtgz7HTKIMXJC30raqkWHS3QuccWEaDjS3z7SkxPECcd39yROsfNLzhcCncV0bc92faDfDcTZR/NLCTiF3A00haWrOvrGkM/HOPcGGTrSxZQo93g0tYywQlEMFWZ9i/E962DDVlccXcVCnPFo9kyyZ7Tnz0E3DJsNZe8wx4Ig16yShL4oqHWEr8tTbIL3mLKgbCbE79/Svv4RW1e4Z1/ighmUPao8cKsDnl48J0/3hDol6mtUZ8k6iLoxJnyBICGQC4hDVJbhDltEO9C9eY0II5R3NP/577H3V7izmLJ8Rz9I+khzNNcsZ/+GUTMmGJ1hzIZnlwNWxCyenHOv1lQCTAj4gVgorO/RKj0ptkSM0ArrOgKZE+sZoRqhgxUqN5jqHnO4hTAiuLwi+fp3DLst/c0NKomIvvz209hQ4YhgdIWp7sFZnPFITt4IfhhObRZVhYxi4i+//pXaIJgtcGWFPexPkvIwJLh8+t+UUP9rwWcS/Bmf8Rl/MbwTdO2SQM4R0jMYhXNgPy4CVZASz75m6A44a+j6jPVNgh8axos5X8xH9FHLqzxi6COkgFFy6seKgK+eJDjvqWzJ++7HT8S0NJJn0TNqO2I7OJzy1Pbn7uTj4PgiOcf4nsqVAMR9xngzR7UBP9mUdJVF5gM/mP7jwjWkHCCRlpGUFM6hlWSWKdLOUxzdabE6uSDNc4y0BJ2gpOeYtLRmwDUOsx74dpUyfTLmPxWG/WDoC883eczvQ0VbdXwv1wxthYgVcz2j2SXMdYJSntdvCiazJeFIsHYf2DRHlGl5kjxnnpzjWs1V8ILrxrNudpjoQBwowsiBFkyCJ7Qu5ovggsK1pM9CzosRWZGQnV9RzQ7cD4bDxmJiiUvmWLsldpLeWUIZk2dPyHBMTcL7YU/vDAiBFooOj5QSF3Y8RNeYF5ZneoUi4+93P+LeW169GpE8ETybjWhqSZoFrLs7xjrl0HWcBVOGNiTqvyJUmrr0VEmD1Yp7v2PNkVRJrC9Znqcc3nvkmWO6CXGRJFo4tIro857793us61FKE81THrWgFy3OdoRRj4kL+nbg/MmcvbJINebV1RcU7g9cSIFOnrIfBr55NqE4QDgItvuOs9UKmxQ8Hv8RiUBKy7XdkM0vaIob2rbjavKEm2bN+EzgDhLlBUa0OO3pj7BpG8TgCbOO2/2B0MGr+TnHh4Fjf8ciWNE/jnk1fkI1tVyXB5T3nJ+/YJRcsKn2PKiaqupwfUAepIRxwGBGGBWymI1JZMhdfYOPJF9MnjJJZgRtQHOQjKcLipHmg+nZ1zDLFuy6O0o8+8aRThLOlaS5Hyj3hrlWvAxnRLrhLn2ksBY6STJKkYHCGQtaUewk+zJjUz2S5Aui8x3dWcZ0nnK5GoGe8c95SJsKWmcZ+o737Y6lXtCz5a295ck4oB0KQt+y1E+oRhpTR6SzJRNniDtD2mrU4jmHkWDx5ZJMrimHml7VVD7CTBPUFOphTzYyKDWl7xzm3QeckoSjCS9nS2Z2iW1S2rgnljUMPUXXMSenlhHP5iG2MfTFHlk7zoIMqytwEYMwOCFYZgtMfCSSAXuzJkMQSIWxhkfRMwUCKdBSfPoG/oRUSarDHUe3xgtPOmREjSCOUwKXIoRFip6r3YF3f3rN23V9srW6OmP35XP0QjEKA+IuIDMKRiOc1ti6wlaaYXaBfPcehMJIT2clGEPkO8L6HjFA/uRb7OMD9vEBtVyyriTtAdRohAo0oesJi4Z+uyEaejrgMM/YtR1zEWI/7NncbUiCCYvnZwwCjrUj2NWkT389NwzdkUVcMXoW0TaGgBLZH2D0FTpZ/GIS+ejHYB3Hj9Vm7xy+d/iyp+o9yfhnqbNQ6uRwWxYIHWC7FvNwh3l8xG63MF2w62M29wWzi3NSlRAOFuyAbWpUMIJAYKvqz5Lgpnc0VYls1wQY8AY/GOywQWZLvLAfb9tz3Bb8uCuxH62a12XJ1+crov3uRIA//r/++gPBbEb37i0yH+HrCtd29O/f4YeBcH/OcjTmIR3hgN7tEakhaCOMqFFjSZImnI0j1EcJrHTyRIJsSGefU9Qf0E5DpQnD5xS6QwYBNl9SNhGic4xyS9DsEE2MnD2jaQU3P3pEvKBrbukad9rkPY8Yhxl3nWGD42gEw2B56mNmT0a4/kAwnuCs5IOM2DcNnoDKemaM6bjFVRXjOCIYTUiDGd57JnLBYxPQS+h7wHpUluNGIUGe4h349+9xH3OHvenBe3zd4Dx47yBJcYMjHod0ZUMiMyIiDoNgcX7OPFgiqlvc4XC6RpBgXYCKz/DhlOxsAm1F128Y9vtP42lYP+C1oi22GBLsfEr9+oioAvKz59BUDPuYJrzBi4D869/j+5ZYdKTT33MTH2jEgVhoyv6aVE2I4xCVfEtt7hlcgwoCpAiYxt8QqJRhMkVtN4jlGQKJ2TwSPX/5MT6sRMYJTsQM+w3Njw6V5ujZjDC/QMdznO3o3ryn/f4fsXV5ilBLE8LLJ7i6pr+7IX7+8ud3R2uil6+wVQXOodL0v6uG+NeCz0/hMz7jM/5iJLEkiSTlR68FFTiIekQS0DtFKDUySAiDhP3acPuu56dchqbuOfcBi9X8dPK/oMiRQvBobhn4uVxh6Cntlkw+IRAGsCjEJ69LCYQm5Il5xRD2EHrEMaBrh19d2w+ex7bjejjSeUsiAkY6RjjNqzhkjmfwnm/SiOu+59YY1Kjlzu25bjzzseJiHBI6DUZiP6ZOnGcJURvz2Hs6HJOZZhgGHt0BLQb2rkGqR0TtMLXmjoovR0vW6ymLRIMQiGLCaFZwXbaELuZ5+oTOWawa+H32OzZVQO56nKsYypAkSwgiQSgVqRS0XhCgmDMmiRQXszmt7dkMNb2XTMsrLkctd3bDjSu4zFesdEwaPCHQGUsTMmpPJhxRnJ7+n3cMgSGWitU05do+gnc4U/O2+JF0MUFKTdn13B9qzpMJszRh0pW0pSST59hY82KeYB4qvv/DESsL5PgMW/VMdcdtVHDvKqYrzf6uodsGfH/YczbJOOY1zy4nVKZDxRoxkdxvG0o9kIxDZDLmQzMwDQa8VvxT88jXuWT6HILlnD9WNZtjT5BHFMbybfQVrn4gzRfc+Tt2y0fauOeJXJAwxozPOFRvyNwF2oDRIV0a8/eP/wUlEpwa2PVblBpRDPcks4y+d4yCnCx17PY9pnXMMoELNb6FSGkoNEd1xzY8okTOsevI27/CxnNGNkCEKetaUMUd/3aR8pXuuHGOwjpsEnGejIkaxXfvb2izLWVnWM0vUEFJLyIsOV9eXNEv4CEe2BYdtXF82NWMu4x/d3FJr/do5fhmNEMXY37wR55eeS5aS/+Ht/TtwO/+w1Ocr7i9/8CTi4jk1YRhF3HY5tSNRk1yRvKKqt4yqp8yfgGdiMmaMWWneb3bER0VwchTDwNnccaRjk1/gwt6VDKhiCLyRc4Xo1fcDgM/bvf0TU40fc5lEFEeCyajES/yF7isoOwD6l2NGXoup0vWM/jH8havPL3ZEvgbon1KUZcs8jGs7zi8qXkcNLXrkfGY4NkYt6g411cc3nnmIqN+/APlpoOyIfMD6Tjg4sU3dFmAsx13hx0/Gs8XcUbTXqOlx0nNEYEfZwS+prE1iUq5DAPetT0O0AISKQlkw1YcaN3x9P1zLX03kKuAiyji1tTMnSC+3vDdumSwp75Pf39PpHoebix6FNNnK7zNTn2KSYJMEtRohDenypHQGhXlVEVMdv6C6VjT9ZI0z2AIcMZg7m4IBoNVM4Ztg7YdqbbY/ZZue0cyjYmurhBaUZl7LuM51Q8HurLBdD2+3cI7R3iR0dLRBSnb1lB4ezL7Ew2p3aHskVRn5GmEHTxSR8Tjl6jwpCporGMfxjSTGWHXIbYHcBYdhnTxhHAxYPcPP3+wtUJP53g74OrqRBasRYYRruvQiyUPfsTDhz2uqXFRjM0y0mSM3jwiovDkXF9sCFe/dcS92/bcbQ1dtYfBcbXImUYWbRukiE/mSQoEiowVD7X5RIABvBk4FEfOwwiZ5bjqtAGrophicsm16DAYZucBi2HPsN+jxmPMMJDst5w9f8U6zRC+4auphhIe3ehEILOBi9nPmwFpckkTv6WsQ9Y7iw+eko9mdDvL/bXh26sp0eoJhZ2yNZJRbNlev0EkgqiuMXcf6MYSa2KkP2cSJwyUqEGTyhU+luxFx+bQ4dRAmGbcVR1zeYHr1lTdFlst2ZoWPZ7ihSJsDPdCsAwyQBB0jufTFwRBCgLyIKeKJYMNUKMRVAUujClQ3A6ai1nI+O6GzUfhmJSK4OyMrKmQYYD8u/+JcrumrjvSRDJ9cUEV5Uyyc86zhKcf5b/uyTN6KemqivfmwGbc0w2eeTvw5D7i4iI59ZB7D1GEvbmhP+yo93cE0wVtIhGrM4a5Qt33+LrDoPGB5KE9gnYE+xr18jkXes4yfU7od3xoe3CWCSvGak63uUHvHWfiC9qoxOcBaXrJKHpxGs7jMTx/idk8oqYzsr/9OxCS/u0b8GegFW4Y6F+/xi1L9HjMsFt/rPBG+LbHVzUiCnG7k1LL1ScjLxEEuMPhU3X4Jwgh0J9jkX6DzyT4Mz7jM/5iSCF4fh5yve5pXM+NWxOEHoRi1x54FZ2TfTQx2a+H35y/fzQsVv/tfhTrLa1vfnUsU5JiaJACMqk4YjkLNZ4TAV4eBd2mww8gNCRXEQS/vbZPHA9U7N3p+o3vaUzPZThFCFj+wmzlxYVAaMcfuyMeTxYLFkkAveOvny+IfUDRD8xGISeBZsCNMQRCYq0jXhhumgNTEdOzo6n2JEmO6nq6rqXNa5Iw43BoeXEe8Gbbsju2JMMcKR3WK6JQ0zWKZlCk3Zg4bOjDHcqOaI9wNk/QkSJXCSOf8/qxoaodpdK0owaTlmhp0UXL5sdHRnVEOnpCOG5QOuN2L3CtQHY9r6Yxc5sQLGL6veFl9oI3mw/QW759+pxpLlAiZGvWNIPBBoqb7pquuUD5nPXeUHYl82JKJuf8vze3SA/jmaBbTUjcDIJrEJJj60iU5v9j781hZcnW7LxvDzFHzsMZ7lhVt6re69fsVreeQDoEBMiR5NCTK1q0BcgQDQFyZMilJaA9EhAEGZIhlxBAQI4IsZtPzeYbary37plPzhlz7EFG3pq6nloEQfCpxVrAARL7ZEbsyIzYe6/9//9aX9wcOJ4V7B3kU8tTM+CT1YHpPGOv79nXggdGnH80pFM1c6HJVExUP8fcrzkaxcUgZLZ8yrULuUwObNly+fsjPmlWHHTPxVlMIDreNgfm4ZhFlNLzSOL3ONnTxg0P6g0xl2yqOV4vCKYpsofHrqA0O9IwYXcUqMgSK82zOGDNkK7zaKNIW00cW8LcEawFJvEMdcjHz8cMx4rqvmXrNgQipPENS73gvihxYc7hdo8SFcHTCTLyHHXJ3rZk2iDjnovkOebB86f/8jWNUkzSGBcdaUzFq8WE0UAyLWK8W5OkEZta0jhHnkKwlmRhyGOrkUVLHGv+r+aR3wsMyybDPu5Rux2y2ZMIhdpcE86eYoNz2qYlGEDVZjy+ERzrDt0ExIMl89kZEktaF7TXPbc3DSKWvHh/xJu+4Fi1zPKMVVdyqWO6JiEVA4Q3CB0RJSlNI+i+TJhZRVn2iFVAMFa8jC9YTIcME8nr8kuiy5R0+TOOtqcOMo7Na54PI1rbY01JUVpWfUMWT3B9SVd5Hr58pBtnOF8SNJZOSM6GIy61YFUKMmmwfUw8idm7nCjX3M88t53lru9ofM+r4QVNZXmrAy7nL7jfXVFJQ7i8YJdZjt09Z+EZlXcYLM/jgGor2T30eGu5G5aEo0v8rka4GusUW1dxMZ6c0hFFi2lqusbiOnGqrQ0tyu2pE0k8TcFagnKF9gLLtxY7wrakI4dZLvBNyzDsgQhrY2wxxF6vOIg9UR4SpD2+68A58sihlCSut1T7I2EcILoWFQQU7gYXKJxqmauUQDsK35NMB2Q0qPWGcKIQF+c0gzFf1C0tDQ/mFo/jJ0GKsG8w3jDWE6RO0PkFKjotwGtr+axu6ZzHDYZYuyc/nxAde8T8jMIF6MEZzxc5ypSIQKMnU0wUUX7+Ka4oEGWBOR7w1qLnMxhN2dw1eAsqzzGdYRca5EcX5Jc9fSCgq4lqi0i+b69U1JbbdY/zgFQYY7ledWSXGRE9Mh5iI4EXgix8StINubE3P5hTujDECEk7GGBiRyAcff6cq52mqg2uqrhrIsT7L5hvv8RV1SlqqRWTNGPxk59yVB7nDzCG8bsoeKw7wuDbtNVYT5me/5zmZsVAlLR+wH0do6cZA2cYP0kx7ozVn9+xPba44y3VvqU9n/NhqpDOYTcrpHyKM4KuGCLEEB95cIJWCrxy5MmOandH5yrCKKUNzzFZTyQl1bHGrFe4fYFMEgKtGekpi2CElhJhPRp9IsByQK4GqJmn61uYTmnChLvVkXHW0cgY10csz5+SdA2l6VGjERGC5P6OVkiOD7dY62m7lv3jmvF4Sng2QSQhs+9kC8goIn75Prer13xytWWzkXgaruQN4lwzaJ8TPn2Gdw53fQVS0BVbvBR4awkZ0ex3+IslkRighCSU56x3R1zkUB7EoYD9gU1oGW8fUZOKF+2C7v4O+h3KVnTG0T0cEF4QJynhi5ckHz5Hym/7qieTkxXUO5jDHhlFJ1EsIelvvwA84l0GgG9azH5HuDjDc1LJDpZnp+yI3Q4ZhafjWQtRBD+mOv8r4UcS/CN+xI/410ISKV49Sfi0PDB18psxt/WG+37P+2p5avhOdmBvKzq7pRWeQ52QRgv0b/F8BPBtQVBX1GaNDHJUmBNKyfvJBKxCejhPEtBgEEx7gbo3+HdxYW+gvu7IXkWIscSX7iR/KqBbWKQyhELSvUtfq30P3pL/JbXEJFJcLjXro8QhGciQ3Rs4Fg3sLPNmwHszxXHt6LXDLg1SGI49hF6yN0c66YiU52ANzkHjenKvyQYKazv6dg3Gk8oBLy9TMjEjdC06c5jQctfX/Gy0ZOISXFoR9i3VLmBkBug8pqlrwiwikwPerB2+CWlcz7Y1HI4V52eSTDSEX1xRNEdMbZmaKRfNlC9UhjlWlEVNXym2V1t+//mU4i882XmAEAEfL14hesGQgEDtiLuYoRiSXYTcrneIEMpY0ihLUfeczRKGQvPllSAJzyDqEdZQXvW0QQbZiMI0hISkTtE2nsb1ZD6k7jShV4yfBuhAkdk5tnb4VnG13dDEBxbJEHP8C4LxkLPpBY0bcbuX/GkFnXnN9m7Dx2dT/mV/w633RGHEurvjfXnJMxuhRUiee35T/wJPgLEFZzpnZScUZUO5WZPlAQcsmfTszJYoliyCnDQTJEmM04/s7Ya5Oqd1AaGEeQD9VcssKHmSNKzWHYRjni5e0KX3xLOQJ/0TjHd4p7FVxfK54L4LWLx8gbct2WJAHRzpGo2up9S7k7qtHVSURuNUQJyA6wQX+QVOtwzUmGdKEIpHmqCnrgcU0YBV6RkHgrNZSJhI9u2BXAqqbksc99z4Ix9mguZuSxpWBGOJU9AMI8qrjlqOacZTtvMRXz4eEFJiAwOHBjYh5yZhtoywV576cCDKDH4ikIeaJJWsm5Y4UzzJE+rqSGmP1BqGOkMKEJ1ge+cot57HRkAT4FuHQ7F4lZKm0K6/xB3vKfavkVFMPZ1T06NVhfOO+27PkAjlBKZv0U2MpMPa9J1VToitNnhXIOuMyJ8TaUOcR2SJpjtKhILoQtGfDQlly3Iy4LBvmaqErg2Yjyp25Yrs2RPCM0klGgpqQjyxHPK6XZOoEIdHHyPqTwzxuuQQBHyqa4aXEcNnT4mKmokMUaGiGA4xtaUtLIcOZmHEbObZlo6JliAd8nxEHisaW2Hskfk0pVZjqsIRJYLBwBJUBfqDM/rbA3G1RcYN8cWSfdkS5JqwBd+29L1FRhEijEhsxcuLAfurHVaexrjh5YQyuMVsjgT6DCJDqXuS4Zi+3J1KUtqMzoCUktoKCmcRTlBS4JzBe89r3/FhfknTHPFBSpQu0Mn0m/F03ZtvxMNklCDPElrryDrN/ugIleA8tWRKIYMpajBkZx2Pmy3NeksQJwync6IgwJcV4eKcvq0RIgIBajJDDQZsu0fqpGAx6/FlSRBmnA+e45sag0dGMTKOqVvH1xnsMsgQco+1PW0fkKYhvd+i1AiJpLNb4nTMOEvZtd031yS0JsrGlHnDdv0lVXFAqRAXQ5MPiH/2B9jHOxCCbdVz9uJ9KE+ZARiL2W5IEBiRsjYlgdCMa4esCnSUUJkKFcVE4WmSTbIlyydDdl2J84JpEOCBPFIMZMWb6zWPteN8GZFNZxTyHG083buUqUDZb/xnAYKsxEe3FN5j9RgCD2WBFhblLIoas71HpwlxFdD50waE71qIIlxdk+Q5i4NjIZ9Q5GDTIYlKGekJUkiyGJ4MAx5uHd5KXl1KSltR6J7XfUOKZhaFDNPkROSkpMPTtA3V7S3ogNlHH7MloHZwmTsGlzFJ9EN14/tmT1VrtLL01hKHMW9NiylLsixg+v6HTKZTXNcgbxOCIMOYFnFb6M8zMQAAIABJREFUkv/xR9TK4vMlSbTAvK5w8kgWzpDdDh82NGpHIATW94hdT/P4Fu8N0kr6u0c4liTL9/B1hasr+rtbwvML5F/hyyvTDMIAs9kgdIhXJ0sv+Z1Nm6+9w1WaIdMUvCc8u8AoBUIig1MtvF4sfqz3/VfE74wECyGeAf8IOOO0TP4T7/0/EEJMgf8JeAm8Bv4z7/1WnIzh/gHwnwIV8He993/27lj/OfBfvzv0f+u9/4f/Nq/lR/yI/7+h7d031kd58ldL6Nei+8GmY+Hab14PZ5q66rCupervAMd0ltC4FbatGccfIr7jt+i9o6+39Ps3zHRCYwVN94jzMEjOye2cq3uLs7D3njwWvDyPELWlwn6vH23jONx2rHEI6VkuNItJgIksrje8iAPuW0vrHZlSPI0DtBQ476lsi3WespAca0vpBWHkaHeSw/F0fcM0xJQSIT2Tnx1Z2TUyiXnPxyAdZZDhtCfyksi2TOMJjTlNoFJJ5tOQqfDsG8t0PuTt+suTn3A2IlAa5Vruu4axHjLUC3p2tDs4ftUT+ABPj2gsz+MlUzWgbE+KsJ3z7HqLw9M4z7bsCFyJMoK9bwnjnMp7urIjmg94PYqZixF91eITQZkm7HYtb25K+rM90gieBxnBY4DSU36zfqDiQE/HWX7O00HCL9odA6X56FmMVyVVeY+ZxsguZXeU6FBgjiWzyxHbvsZUPce6YjuT/MHkHKFjNsURIXvS0QWbg6NrW9ZVy0wP+Plixhd8xpyM7eYTIhnytJnBtsGJMW0TEOcdV9UW3Uu2ZY0JO4SEoRzhH0Z8uq8ZqpQnbcz+siSUhoke0hrBtt8yF0vuOuhMhykls+GScyW5bEOWbskXzSOtPPBl+RXjeMzSjzk8XvFq8hxdReyOLeHqU0IsF4OI6TSg0Vs24Zz7+zHjdMgHswUPh2uO9sjl2YD5dMDRtrwutgTKsFSeV9mQ2y8OfHV9pHeOgQoYmRAfC4bTkK2pKBrLWIZc5BOm8QBVXeFtja07HirJwEsinfCw6piNQpJcMXCe8nASjVO2oRE9w7Mp2V1A2xqCOMJMFF9+VWIDEJOafjdjd1PhUssign3dItsW6yOMiamLjvu3DyA8nROosGdbHpjMZkRBQiYcKi7YKculOONgt4y0QiFI+4y+jenkyTNcZ4pqICkTRy4MuuiIb2uUPSN0llrs2W1vMdMzlsGSm3ZNJiOiylF1PcPokqpeM5aCAME+HLE3LdYLpNT4QOHznuF8QGAk21/32EphipYgFUSvNJnWdH6G3zWU2jAYlZRmD+5A30qcqolkAA7GfoxrPDUHomiAiCLKh5r1ZsOlyDg4i28d65sDapnzOA5BjaCJ6XYejpahjpEJrKY9jblFzQLscMpur9naFV0IM6HhuCEWitHTAZfBAiEE7Q2Y0iNES/g8J+lT6tBzVzkOhePl+Qvi159jditkrIg+fKeM3PcMzJF0FuF9iA40fTTE3H2K0AoQpGR0gxjZp7hrQdYGBKWhyxL2xz15KDgsJ6y3Dpns6LsVzp6saI6ZRIqWuQAZpN8b39umwRQFQkpkckrvVkpyMY+4nAD7Nebmiv4dQ/ODIXfzM6Q1hL7C2D1r7VmcjYmPGSKJ0UqwGMx4bAL0fIGPNG35wCDZsepfQwha7En3IbLeEAQJKEV4cUmQfkvQpQwI8nN8XxJlik7v0WoM7/rv6GnNmrPFGSaK2R5LjJJMxhNoFZuoob84w2yGVF7QOcfxeECHS6YfLYikQx53iO6rE9GDUwlMGHP18CU3/Q6bWAZFydubG87VnPXxDqd3iGfvMxinzMeGpr+l8xXL8wGbQwYuIokk57lDvvmKwEXUvWEzHXLX91R1RxpHzCcxiJb8fIpQIZuHHqF6bPyWbOTwSHR4ZDgS9GGNa2p61aOUJz+sGGTv4a6+IEGQT2aUkcYmHm1DLocDdFWg8gH5fI4Mv+89tbrr+M0/L9k/ltxfXRMNFB/+QUDcviV49gKbxQgRIAA1GGI2G8LJFKUDdFFiTUe7uiGYLwgcpIH/rQS4tY5WDSgiS+w8k76lRfL2UDAbewLnuXOWYLpk8Df+mHa/4bi/RXhNOJ5hO8ny5d8gt0/pesHw4gqait6XNPTI+ZK2PZDZA6WDtFlAb09syoHwHl+0iHP5zf6/Nwbv7A/6+l10tzeYQ0n3UGGbHUIYgsun2LpFyBYZJ6h39m9CSsJnL+jvbxE6QA6GqCxF6AA9HKLGpwizd+4kQNd2iDhG5flv9dj+dxm/y0iwAf5L7/2fCSEGwJ8KIf4x8HeB/817/98JIf4+8PeB/wr4T4AP3/39TeC/B/7mO9L83wA/50Sm/1QI8b9677c/OOOP+BE/4v8Vq0PP9WOHsYDwpLkjn/SEUjPW6WkB+B3kMmJrzQ/avsZ4rvHe83B3IJKK0SwinzWAp3clvS0J9QDvHXX/SGM22P0dou+I/JiX+hnrSLO3ksY84TcHQywE3p8WJkXjWe17lsH3J0TvPY+HjiY33PgNAsGhGpLNluQ6QfUSIzouY4n3kkAIZkFEaTo+a1aUroVjyP3Gch4MmaQjHssd7cYggExGTLOETlpW4Wsa90BrHW/uGs7jGXMz4cWlYq8F1/WBLoqY6zHn89/Hu4ZUeXQg8WrCWVCwWR+w/oBsPK56ZDG6JIhSng0ckZygZEDl7vB41qKjr3ueLXPCcMehq7g9JDjGPNSaiczonWdrDMZLWtdhvaL3mkN/sky59w3vhTFRpHlmEvZ7x3pziua8fC5YmZayacnnko2pkU3GH6UxX90alJyBdRCtqRvoMsnTYU48sPy6/oygVRjrSKIlu9gSBjkHC7PpgkkuON7HlMeWZJTQjj2/lG/4PbHkaZ4Txo7bzjKKh3RlT5YKcJqtFlzap4yIII5ZFgFf3j8irWAoNizrjDAaci8DnDsJvRgNSy1JjzlvNg2BVExVRrPfUGjBk+ev2PmGtStRYsA0yDj4iBUVtjOoY85sp6m7hNv6msVsRvC+JY6eEpBjW0ciIq62G9x6zFhb1vsN88sc/XCLKRp2RU/+s5+h5kN+UXzJVI/54w/PKZUmLy/5F/cbvjC3ZHGC9AEuteyqHaJo0X2FBHrbs11PuHyVcvmioX8wTKKefOQ5OwuJgpqgMawfDnSN4oin3x75aDbicRoSKMdZFnEsHUI7kJa+65iGOV3W434yorlr6OWOQC+RriEcz2m0pm5q2ibicqRo335C5GKG0wzXFcyXE9bbBmMcUSIRVvBw0xDPHK3tMQ4aHBgPUnCuL/hJ+gTjOy7kDA/0iyPH9kBhWjotUHbELBpQW8fbL3p2v5CotkI/fYqbDZnO10RiSScnvBenzGVJU5akIqfyOZeXY6JqhZY9y3hIc3NLp0OC4ZzByyFh6qlNQVDnpGmEf/U+9rhC2hod5chhgnsUjGaCh7KhNTuqqkEHHqVb5ipiZS0jcYZ8KDjEkrmcUq9rkmmIcBbjDC4QWCGYxCku9gTek/mE2zvFiJCHQ4epLB89ybDRI1eux2cTwqnlwex4/+lLyrf3bLo9Nsy5jIe4Sc6mfSBzMXE0gPGUcr1GdB2JN9RtjZJTAi/ApDz85kvGwYDp5QyhBb6vgRSUQsYJwXRGf3cDfX+qKZ5O0aMRKsuRcUwooJ7PuHgiqd9cI/OQum8JbI/vc0Y4dq5CNA6PxfUVgyjFNmvy5Am6bzHVCjV6DkC/WhHvtpjipAot4xi9PGMQRURS4G1Pc3/zbYgSKG+v8WWFGUms39L2BVJp6rJHVR49m6OEYJlA+uycg4vwsicYBxTlPV9LSmQup3p4y3D4EXCKNna3N+SvBkwGiu3xRFKkiphPU0ZTxbZ5xPvvz22ds2ylZJ8OEEnORai5jEJ+87bB2JZtVbFva6QQTLInfHms6aoDxfmYURbx0ydz4t2e3jYgFTob0uO4Lresi5ZABOhdiVY5jxXIjpMQ03HHndNY1sTJSfwpijdcxDUOQytrVuWRPIXLzvPBswm/2JbEUUiWaWzXsVGe54szgvmcidaMZpqmbygMnAqKwNFxMVKEU08Rj9GBYxi0xEWDbiwmjBCrBy6fDjhke0y7IhGOsKnwZogMwx8QYGs9N69byoPDlgVCOI7bntVtwOIiJnr9BTZL8IMxXgjUaIzQCg+EcYIIoC1WBDKn7zSpihGmwfuTV/HXmyzOe143LY2I6UXH5lBykeY4pZgHKbqrIB3hTM+6a5hMJoz/9n+EfvMJNTV2mJI9e8ls/Jzw3RrGu4+Ij0vW1TV1LzkeH8l0yMBIenMAtSSPnmFFi1cenwb0mftuAhwyz1HZqYzBW4s97HFdh4xj1GCIa1vsZo05gPMjRAJSVLiqpN+uCUYR4ZPTc/s1VJKgXr6Pdycl8r9Mbr1ztFdvsZv1qQZaCPRiSfTkLynZ/TuO3xkJ9t7fArfvXh+FEL8CngB/B/gP373tHwL/hBMJ/jvAP/Knu/7/EEKMhRAX7977j733G4B3RPo/Bv7Hf2sX8yN+xF8zOO9pe0+gBFp9O3i2nf2WAAOrvmC/qvggiCDpWJuCV/HyG19fgPNgROVa2neLhUhozoLRN/+XUjA7C0nGitIYPCcC/C1O52/MhqK/QqBxQlCqHi0LAjnhrmxwKDrV8ptDyUhLJlYxUgmJC6gKi3waEIwl/e60gOp6T5N33IkN/bu+PfYr7o4RH2czXkRzbvuT+nGqAi6CMaWFT6sND31HRMBm6xDesDYll+2Yy3CBTQzeQSLDU7rSWYW1BTb2/PrNPZ3t2bqSPxzmuKsHwlHDk3TC596x044zH/NeMmIWKt50JYe+QZqGnY8IR+eoww2u1/TtFrXt8cpQxEcO1Dz6LdSOZJCxyJ/Qy1vu+5YuPOP6+BVefsVF+ntc7QyhTBEIpmHIfKRQFlg3BG2E8j2BjylCR55ptl804DShlAwGksOuR0lYDDOMsgzNAOcDmlnIn31S0jrHOJjxfjxnaz5hScD5MuZ/3/0ph7qETqPSgJ+OLL5RbLwnCGKGWcSdLzHvSd57/wmVLLkL9jQGro47ZsOOP4oXOB/gzjZUlUN0Yx6bilbFHDvD5/cN/8FkzD99+yWp86i6Y+UFZ4kmOPS8vBzzz+7eMBsu6NEkjSPcOM6lYh4mNPuvaAZnyG3O43nD1hV4LBZH4wTP4imHqkUECS+20FU7olHGWTYmCDWBlXQiJWsl9bFEmQgtQ3SUk0c9i2cj4sZirEQPa4r9FTpqyCgZZC1KeJTIeZrO+Gef1xzEkTjwPHQPKKnJugWjIMAHkr5qcUAaj2m05bFbYWZrlvOOwla0oeU3wRUpH6GtwcgAmzeMsxq6CXdvWmzpsYmlqTyT4RgZFnRyz3I441k+YeVyvnINUTokKHvOhzOOi5ZeeFTfoZzG+ZhB0HOsO6pDSzKo0Zlmdf1Am4SEI4UtK0IhSUNFNothkrBG0HjLT1RKFnYUNiB2KbryfGo/4767wsiC6fIlo2DEpoRsVHC2zHFbuH/TMEsNiaxoK4sPUuJI4aYJe1dyWeV8uLX0tzVEliCwbNY10nWkz6bMFzHD5cc0IsWNI8TUUsuCQ7dn0uXEqWTdR5STC4SExEjGcchW1Sjd8kEWMVUJtilIRzGNcEyFYhQ/pd72yFAyVDN+9cUjnTHIreViNGWYpYRS4/OQm7JhkIYMgyFpozHWMowiYtnTOIEvCvryimGxo3EROx9gCSh8z/C9Cwoj6FWMHl9CVWK+uqZgT51OWc2W2CcvGG9XFDfXOKG4+uoNkXOcT5+xOhas0OQCsvMAnWWo8YRwuUQEp/FLZRl2v0N5SzLzEH8btS36I3cMGc413c0O1zi8z2A8J4w0ShrO4pZjr4jDJVIpxm5LRMRSzsD0OHPSXfDG0N/fMvSeZZqwbjt82xI3NRdRCNbiuw5vvo2Y2bpCNDXRcMTB7LHjlFGXIfqWyAnEYoxwIIKQpt3hDgcG7z0j0zmrDkqVoiKJNxbdpsjYcbQHWhypztEWaGtenE2Y5Ja2d0ShZJQppBAEMqe1u+/MVJKVyyi+4y113xliKYlsRVU6bLdFxw4VDXgs97x3NuNhq0njjmHeEg4DjFD0UiGCmEZ4ynHCJ6sNXee4QLBbH5BJzEhbvnZ89V2LS1v2dUeciHdzqGDv9uzsNVEwxdoj22bF8/h9zpYD5jakbC1qseBipIlTjR0OEPq0MV06S+uhtZ7oO+sAlUrmHBhKy7HuaCvwZ2fIwZB0MMTPc7buU8TrA7KqMPMJD9d/ztn8bwMeNRx9z6LHWk9TOvAeaSyxsnjjqQ89+YXG7x8ZzN97d6Ge/v4WPV9gthuC3Zok1fh2QLA8x+cJk2lOz47i9pfUQYQLUobxGCM1XV3xvDWMrKYY5jRpho2GpHUHxR4bBZjHB6yA6vEepCQ/e8FglCFnc6Lg+x67QkrS0RQft9hqz8h6wqoGaxA6JFie4Vc7VF3TuY5yWKIGzyhNi+4F2eyC5OOfotIUby3Nm9e4/bf3lF4sUeMJ3jlM9W5d5MD1HSoeos9eEp2FYB39/R36/Vc/6N9vgy2O3xLgd9+rWT2iR2PUjwJZ3+D/EzXBQoiXwB8B/xQ4e0eQAe44pUvDiSC//c7Hrt61/T+1/4gf8SN+C46V4eqxo+k9WgkupgGToeK+37MqWj6vWoYqJpERB1vjgbaDKDkJSG1NxVn4LclNVcRH8QWFawDIZUwofzi0BHqAMDff80UMZU6gUgBa8877Ec+tKthVnyHRuLgnCy7oZM7GFWgJ+65nEWvurypkETHLNUENF89CgjG41qIV7DYF7XfNMPG0VMCMsU4ZqgTjLYFQWODzsmZrHG/ajkx41o1lKDQ67E91nK06CZZ4T9d+XUhmiIaKrx6PGGcYDxIKCj4zd2Qu4yfxOXfHjiyPCYMRQThgrSRCSG7sA+t+x1Brjukjj5sD06hhOX1Od6hY5I5Ya35Vv8VJiLQkGShad2Q46Ll/3JKPn9LGKVEgUdIzSC1KxTS1JZUOHRuCRhMeY8TgnPeCiMIdaaKYt7HnJ14wihU+hvMsprytELVCZ5KnH2v2IsF0ilaF3HQ1Ukoi6+hqzyoImIzeow0rHvp7YhUxCeZMugnHrxruZc+zswUy9IRBy5/ffE6SJVjd8bk7MNCSdXfPx9krOiPYixV3vSPXc46Hz/F6wM2+YFO1LAbP6ETLfJhSG4HwmsIaUqVw1rASPYvM4+yQjy8vUUHHpT5jpFMqL0lcjyx2ZGrEsQ1ZTgcciiuOrWAxGBMmCQbDPHP89DjGSodqduxDeDjsT9GzY8hHoykD/Yab61vAE+uYZ+L3mc3GBP0d++tP6cueOJ7j6iHLf+8n/JJr6oca++ycVh4IQ0NlW1obMJ3FPBQbEpFisbytNyzTGbIOuBi/R5tKVBzTUlK7DtHCg7ymUiUjP6W1hq/6a5aDDykeP6UuGpwsKXXD4kXMrz9TpLkkKKF8a1h++IIkkwyk4M62fPK447E7MovgLMvZ+hWT4YxV6cmkQOkBOo9QfcEoUyxG4en3FxaZSIyX2PQaHcd4K3j/6RRehPzyKNjZmki1/OZ4ZJpo+nbPULzkKAq+KD8lUJa5TUmrPVNqXkzPeJu02KhA92PmuqR7fUuxram9J18kTC9/wq+5Z9FGuE//gi8edsz6mO5uw+DpJZPhhM3tnvyDp9w9btnXBcJZVDHEp88Z5xlWgRx5jg+OsutBgFESkWm88rzKQ0ITIJ1FUXIQzUmhWCUk4Zg8OINmRWtTfnXdEKkYJwx4yaaq+cPnM7a14VD2DKYBYiB4tDDuYPxOdE8lCv/YUF6v6aeGu+uGZCSJO0kbeJIkoA8CGmKSMEdYR3P1GqVjTJyzajrU3S1xllP8+lfYww7jOtLBlK3wpP2K0XshrrfUw54glSgUYRx/E6mzroNIEZ5fnPpkJ1T9Hb0r8SgINKGVXA0181fv0253dFXCIoo4LFKuuwMLv2eqjiz0iMzHtGpJ7w1VX5F6RRqeImCu6/DGIJ3j0lrmYUjfGOL7K+TqnlprgvNzhA5OFjlS0qeGxj7gE4/QjiQcsvZXdEFLtilw7W94lv0tVOF5NPfoJsa5AZt+xTxYMLVPOMgVAkGkB7iHAzU9hV1Ru5pFfIEIQpQUTAY/nLPS4BLrOsw7gUYlplT2+xoWHtjsdszaDXVpWRSeuq1Inl7wheipOkua9iynPb1r2FQ9cl6Sx8+otiu+2P9zQvszMJ7CFGxixdM4oTWWOAi/mS11npO6joGxKBPinQEdsDW3p3poQCUpNgrZ+T25HfBsYHHLjHieI5VEAlqcyn3eti3rzqIIETYidhXj4PQdiCwmfP4Bh90eZR0iDCnrilYqgjBAXE6Q1QgsEGr6/Rqco9nfEPgE19Tf96lVnrNJja4qqs5iK4ETNeeLhLhfEYwHxFbjbIOIIoSxqHyAzDI4bFBuz/T5HJcH+LjHiyN1uWPFSw7lDtPcEoiACzEg36zZHQ6oriVTIdPxhOiDKftiBzLEbDdgDZmrqYo1oQEZhci6JIhSmMR0rsN5SyTjbyKsUTAmj4a4WYhLK7xzxNkTkuElLp/SbVYcj6/pl3PcMENaj3WS4egFQXB6Buzh8D0CDGDWq1PkO45RusNaD/IdCSbA95avoxK+LL+n+tz1jqpzaPnDsjXfdt8S4K/h3KmOmx9J8Nf4nZNgIUQO/M/Af+G9P3w3pO+990KIH7rP/+uf6+8Bfw/g+fPn/6YO+yN+xF8bGOt5fd/R9afHqnOeq4eOo2rYiANKaYTyrG3J0LtvCOt3xJLp/Q9rW0KpmcqcurLsdxbvWrKhIht+O8QEKmEYfUBtHjCuIVJD4mD5TSrT6dkX7G1JKWuCZI5rK3pv2MmSWJ+jmxWTwFK3gmCnKQ6GaaTJk4im9jw+GJ59EAMa5x1ZK3lnGwgIEhUwSL8dY6QQhOLUx8ZYGufZGYOkofRHlsMxzREGJiFUoBPHeBQwPNPs9h2dM8SDnLvGowLNMA6pZYMzYBrFsYLrQ8lG5mx2nnhkaVzHLJBI71lZSyQ1b80brPIMhiOqyvJp/Rs+nD6jEp8ShU8YKIhsiDGSliNBUKJ1wflwQZHP+WWxpTh2SOXJJzFEhjS1NO0eioxfvy2ZBoZQDmnFgOWzMZ+bFRkpplO8uX6kKhvePzupDC9m8OyDIVfZHUpLbGcYmQl3+4afjlJ+8cmRddPhas+Hk5xCbtAiJmgX6LXkX3z6gPOe5+M5b+sjk0XOdXyKltljwWw0xImK2gc8Dc5o+pqN9Xwgn1DZ0+/xbPAhD82RQPe8GqWMw4g3RcGuq9CjGaPzOevrR3QQ0WKRkSN5HrG3Bc+CS/q9pG8trnFM5wnXnx0IwiVV2nBb3WOymGuz5aPRU9qu5GhWWFbkiWJ4NoNySjd3bO7uwHmGJqHqPVYmLIJX+FFOJCxBLYmcQTV37Fdr+jAgcJK2uCaZf0h8kWHefk6aDZhFIwZGU6x2TOIlf3gx4LPikeo+omh64ijg/csE4zoWs4jbBO5Ki687zKhlkICsG97uS9IxBE3POB1B3FPqEgbn6Lg/iegcJWG85m99/D4P9zsOfc17701Y24bDbYLOcvw0QrqO87jhRb+l3xwRgWR2kZB7z76VTGRL1qUERU5sI2LX0FU7ZO8YfpAynD1lvc9wqkQmY6pYsLqK6HrFLHXEac2V3eLqnNx6SvGWOwuRSpiFnvXNl9x3LU8Gl5zVIflRMh7OiKOK4rBiW0h6o0B4jtue9lgQyoR4X2GrAi1C+lQyePGU7tgwfDZicfaczXHFZ/tHpA+RTrKsLcm65I1WZFpT5PfEB9BXBdlYk+iedutxZchsesaqh5tVyTidMs4t0tdkKiNSUypT0QxL2nZEHYYoG9J5A8aR9WDVnqMvGeYhYjpD5zmBVAw6gTkA4pSt4lSHrx2qGJHPPL4QyDtYnMcE+5xDDH00wcuUt2XPePaKQ+O472BrDC90wOD6LbZpwBuEqWlvrslfvOTQV4RPFqy+esNCJlSmZpYuyYYjnDeU3Q2NOVWNxXpCFl4SqIyR+gDvHaUtWTVfMPEdKknYPQkYTCY8dSm9Cvm8q3E4kmxE2Ow5Fo7DccL94S3JQCD0rwjTEe+JKVIUqCRBhCG+acA59PGIu7lCPn0OWLy1dNfX6MUC8/CAiR3H7VcQOkJTk4YeG7TUzcMpXTpOUWLCdWAJhgOCdoqKA4zwRL2irw98kP0htdhS9Rsq1RAvPqDc3p/GexrcePBXRsUClTBJPqa35bv5KUXaBveXyIUvjojjCvHJ/0ksEyIJwVdvmY/fY6NaBllE5xrwnihqafsNQWnZ6z0dFbbaM+kGMBhQdAXi+XMu9xV5Jyi1IJ2NoS6Rmw3JpKf/7AbiCJ+FDCeabj48dUQpguUZogsY9gmz4ZgijBDqNMdOQ0WuFbvesOpO87hBEOrnOL9DiJ5Up0R6xvGioW16TNMgEcTPXrDvLYXSuGNHUcf4co/2BpxDSI0yAtc2yOjbaKrve5qvviSrt+zWNWJVcnExw6oF55OOUTzH3d5hqlPsSyQR0ZPnSB2Ah+jZS1qrqO8+w28MMh+iJ1NKNWG1e6TvalxV0jnJw+A5o9sr0uGYXVOjQ4fYPHC5mDJOYg55Tn/YotWR49VfsDcdSZCz7BrCJKXbb1mlNWuzAjwDn7HwM+JsjJYJo+gVjVphg45QDYiDGd45hFLY5ZjjKMdige4bdhWbA3GvEGGErVu8999PXXYOrCF6/gLXvKH+6ojQinD5Pv22Jpp+S25FFH6TEr09Gr567DDGIwVMh4pniwj5Tk1axPFJafq796qUp/Yf8Q1+pyRYCBFwIsD/g/f+f3nXfC+EuPDe375Ld/7aLO4aePadjz9913bNt+nTX7f/k992Pu/9nwB/AvDzn//83xi5/hE/4q8LysZ+Q4C/hlAY3yDbAAAgAElEQVRwUx2JM/Dacj4OuN50NK4nQpPlkiA+De0CyFX0W49dFYbrz1r63gCezUPA+XPPeP4tgw71gFAPfuvnYz2lswW1K/E4CCNCd4loQzYG0rSmLVdgFC8XS26+2HLUNVE8oRGKgIS6cFjjUVogheS9RUYQWcpC4E2Il471Y0TuOmajACkExlsOtqa2PeAw7kDraqwLmIUOvdN0keWL/h46Q5MnZCpmF9UIYRn4iCfBJcfYoHVELwyjfMan1zVPZiGEgh2efQOhgTux46oz/PvDhJFOUUJzYzQoQTA0pKnA9AqvHtj0Ww5dxzR8xVflisJJLBHjPMLKkmhxyS+LO7RL6Y3lLJ7zaWVZRJqiLZkEIc26Y9c3RDJCC0Pmh6id5GI8QhtF0VZMxorqKChKyywv0L7gvFWMwhlVO0UHii5RrHc9V3en63qqA+LIsz8eWMynKBWwbq6whUN6jZby/2bvTXpk2/Isr99uTn+sN/P+du++JiIyIxOKFBIqMSgh8RGYIYQYwheAIUiIEd+AGiNmMECCCUJCQglClX2+iNfd3t3NrT/9Obth4DdetJlVSkpkluqticmObT+ybS6dvdf+/9dajJnhjKTalqSXCc7UxIngdCqYp5rzdIoVljBIGPuAkwnAeTJpOJgdi2hBPtthiohv9ncc2gbvBfNxxiGSzFYZ5tgRRBFPPrlklzYEJazVkeRCUbYNhYViP/D5y0smQcybrufiLGEn1yhheW/uuWKEMRIdJJT1wMnsmKiIbqSZHObU65qmMaxernglHe26p3gtmE5Tnk4sdX/HaFB4dgShw8YJ3ilqs6MuY5ZpR3TxEreWdI1lyBwi8yy0J+scz0JNEQSPVdVSEc1DspsYc1syjkJ6PbCVJfclvBxPSFTINNLM44zARox8TmMdbmowpx3bg6MeJEYs+NNNyGKSUJ/12HyD8CGpGxNjmdYdI+u5MR3vfv5n4Dyr2ZJtdqCJT/jshvuiJOn2fCZfkj1Zsf7rf4ZjIHkyxi8CEvUVs2eStl9xqAbuNoq3bUc5GMZZQ5rA4mrCzhx4koT0vUHakCiU3B/fYpqanp6H+o55vmS+D4jeHvBFw0jX7AKLlQFeDMzPAoahJu3mRMIQiITafKCtepQYEc3PscsFRoccvtujhoTT6dFF2naeC3UiWFwSeU9zWnNQPS9fTrF/+Sfst2vCxZLw2XOU6/nx7Anx3NPSk+srJkIxE3Nu21uOpmfjNd4W3AoJRMR9T7Nbc4/i2WSFGixHYRFKE3hYtIrD2x5beqrO0RaWm6cxIynpTjMyNeMQbBjajuTthMm1JBvlbMwSKw0BDV+1LTdBiBhKnPN0bUfkPDLN8F1JqC1THWAR+NWcn+mepz/6jLGSiEBzHKVMlEP0Gxrz8Pjg9Z7GPCDRZNHV45ogJMGhJnx3x2AaJtmY2cU53RyW0ZK9HbhsBkIlyTpDzguq+5JjswWjeDjB6vJHdPXPuHv4Z1ypK8LzS4LLK4YP7x6rVM4TnF8iogh+0a1jDDIIST7/gqJ5jcqeUBU1ylriznNUOzKd0+oGJp/wbjtg6iOhEwRBxvPVGeH2geH+lsZ5TGrIL29w44R1+5Z6rNHiKdoaklRjYk3z9c+RWUaw+G0zp1/8Fr+6Zi1DxV33y+4igWcuBMP9HbY54t3jwYLtMy7PL1DxnCEYkEIwH8Uk0R2utXjX471DRjGhGGg3NSMxYjG5II+vSccJV2NHawXdqWR494b5KsY/bLGHCh80BNEVycNAkGmq7HFdF4Fmnj0lC5Z8+vFQt3eORCkm+pFAtb+iuQbovaZnyUUQkX2sBstcMbx4iTydMN5RhwFuHFE/OIY9RKtnnDYP9G1EGo3I0jPE3hE8WTxG/XyEOR5wp4IolVx/AvVYoKKG7NkM2XbgQ8hzbFUhrH00l0ozjidBuTbYviK7WhLOC/rDBhWlhPGCbauoKfCHHa6pwApUdsH4+TVNXxPPnhLuSyYSgr5jdT7ncrnk/e4bTsd3ONuDdzT9iSaThM7RupqNeXTtTnYd9foNt05xMXpOeP0ElY9AnaEUxCrC7rYM6/vHVv95jsgsKlB4PA6HPZ2wHVT7mm4j0JMI+2AIphKdfiS3H/X5Mo7J//DHRE8rbCvBGXT2Gsnw/bjg/BIhBMZ63m0eCTCA87A5WkaJZf6x8KDyHL06w2weHom2lATn56g0+537r39d8ffpDi2A/w74a+/9f/srH/1PwH8E/DcfX//HX7n+nwkh/nsejbGOH4ny/wL810KIXwRu/fvAf/7/xxx+wA/4Vw1Kit86HNQIXO/ZlQM6FOS555M4RA4hqyijCI7UGDSSVTBm8rF9+TdxWA80xQbbF8CjK+j2bsl4rr8/nQToGsdhM9BUjiSXzJYBYSyJ9IwxUHpL7Vp0P8ZsNQrxaJjkFKdgzGSc8FX7GiET6r7hDgkCPk8uSMIQ+StdQat4hVSCO9/ybtsyDiYMOuKPtxXLXvNiEnK0e4qP7W4PpiJSIIeM0vcUOwdBixyVhF5i8fz17RHO7sl1jHcVCy2ZHy6Z7j4hFC33h4ZD6/niJuPV+o4ouWAWagrdsB22dN5yHuYc+5r3px0vwxmYgC4weD1QCANhSBAsqeyGyHpat6S2B0pXMHhLKC9wPsUOAX0fcJMkLOI5excirCSyAXhDZHoickQ8Zm9amr5mZhPyIOKPns95fTjw81ODHvX86PcmXEaa4PQNk7HktBVUu5L5rOMUPMElPdd5yFYOdLZHCVj6GO1CxiZjHCV0mecQF4hRShRGbOqSLIuJgoBlCA9xjFbg6YmsJq8S3t2mXK3OMUuB8wOZToh9QaZmHI1A6Ib5aEy4r3gyGtMJRz9sSZMZo/E5u/GRm0nOXf9zFiblCxYMhJRv3xCe9vReMZ+uqIOBAMXtvqI1HU+u5gRyz9aX6DgilSGJyqhdxcl9oFUN8ShBX62IkzFY2EwTbqsTF5Hn6C3VULN2AV9Mz4i6gsoootBjxIEwS4iDC9QiYq0ch0IybFuCTJH1Y4IypNp/TRIJfLVlGmvccs663KP9JW+GVwSLlJVb8dAPdCJiCAYWyQR1eU4pSm43Bm8LpuoJfThjCL7BKIdVDkdHlIwZz0d8dWq5nqVY3RPbkKZ1fHtY80xFfJoktN9umYgErxxqojjtviQ4u6BVLa1p6EIo9Q5/VxLOFvQh7Oc1vn7LdT4jdB1vjwf8cMa3rzuCWFO1DUmQsPVviApNlDf8rPyKm+QzdD9DCYEWCiE1mQqZ6jH9UHJtL7HdER/3JGPBdN6iAzDCsaXAyhkzrRiNpzS+B2HJoghci0kbmomh1hE6zuk/HLHWI5TGOsmgI/S2pxd77HbHKJ/SfvgGs7nHe4cxA/J0oF4sCfYtL8ScOn9PNaxpu4E78YEhjKhcxsmeQJfks4zDweFERFBpZrmiqLbMteJkzWOUjPPs73sypcjmkqZzbIeByGuyEJojmNpR1R1oSal6hKupkx4T3hDIgDCP6cs1pfeMleKpGAjbGrt9IM4yxGiGKw0u8SSrJeXlkkzsEFlM+f3Bpaf3FuwBZ6E8DFSlQwqYzbekZx832acT3bs3pENAZVuG45bYes4++RzpKrQxxH4g2VqabqC5r5Af1ui2RBYF85un7F7tWJ0rGlHhvaXo99RDgX+aoOyUsg5pDnumUrCUPap/jBwSH0lB02V8aCLwEje0RM4zni7wWhBg2NqUOjdoMqS6oJIlb5qO9P0Hhr7mKpqDMfQf3pGkzzkcLYfmkVAEgeesbLjqOpz1uN0eezoRXl6hRuO/1UH3MgzRCA7GooVgEWiSOKR0gkgltK56XGuzHMyB37/5CYVs8KIliiqsHeNCjTSGTMRoq7HlHTfzp+yEQPeKSZBwtUqIE0UMNPWO4kJTiR5ZSqJuBoMldCOCUNG1mj4XKB8wUwumek5tS4w3jHX6vcnTLxD/ho5Ue09alehizxDH6MmUXErCsmC7234/LhuvoB+hJwnSTVk9z+j3H8ijiLQeCD5fEpxf/tq9bVlSlgcKeqwCnXqGxsDdgUhUuM2aNlpA8gSpIM4Dioeasreo+SXm3Vt2X/csn74kv/kMvbxCdz3KvMb3Pa5rHjN+FzfsXYUqNjjhUa7kyeUV42iCenKGiFOscJjVCNXEmDh5jM7Kp7S5YNJr+nGEoyetBP2H9zhv6JD09Yn+zXfsnp9x4FH2lfSey4eaoO2wkWLX37HjxJCGTFROYDwcTiTykuZ1ix8ctukJF0v6wxYZOmQcEl5eIz9WZ4WUhItfHri48y+wpwK8Q+Yj1Me4pKa3DOa363h1Z5l/pHVCCKLrG/R0+kt36PR3793+dcbfZyX4HwP/IfDnQog/+Xjtv+CR/P4PQoj/BHgN/AcfP/ufeYxH+prHiKT/GMB7vxNC/FfA//1x3H/5C5OsH/AD/lWE855+8ARaoOTfvBj/XZDFklmu2H10wlQS2r0hzVJ23R4PNIVleen5ZD5mGaRYH9O4nkCoX3OGds7zcBzYl5ZQQ7s/YNtHvYvD0jYl7mRoh4A0enx4G+P58F1L2zw+wJvKUReWp58lKC2I9IyrNMXKhP3pCN4S6pBLzrnr7wgOD1SXY+p+y+V0gjgoWtNRDDVdOjC/yL7fwNS2Y28qOieoh5RYT+g03Nc9SghMMaDijsqVzIIAi2OsJa0dmOgIZT9uSHLBbVtwFqZ03tE6Q92XLLRl3X6DZ8L7NwVP9TUTsaDxmq0tcCdBXQxoAUXZ86NxxE52WGXAddSNpK4Gjs6z9CtK7kliRe0eOIsuEfKMqzgiNAsOdcpYLAjChNqUmOHIUWqmvsVUEkdEIBzOnEhFzE048Pr0ntp0rNIXnCqJHjy6C2m9Za97xF6h4oTfe5rxcFcSDAN5ssYNhmKnOZwk4VizcQe2OmfdC/7oizHVBIwNGOsAKQYkklT1BCiydkGSptig5P1pSz8MhFIQnKdMR4Z/EqfUVmGcxA0pf/mqp21m/OXa8vm/kVHGni4yNF7Rmoz7puAn40t8fyIOTix1T1Er+laQ9zuC8Ryp9xwP91xOVth6wvpQcSNLXn/3Bmc0Ua6I6gfOliv2nSRUEmECbr+85/ypZnqu0MOJcv8OcfaMr+q3XLizx42a7gnTA4gLWtPQRj1TEoZuzfxFiC1hfxwY9JzboWA0s3TVhqFrieMc/cRzCEKa3SVaNNh0INZj0mqBbx/o25bu1vHJsxUHWaNVy3QxwduCVu0IpMLFJa9OR+rekCWWLTuu4huy2rAag+zGFKWjNi2Xs0+ww88R9KzGL9mIhCDbcyEjWgx15/ijPMc7qLRkJwauBoO0nlAIlIIhcIBGuhW+jxinghSH3+5phpr93dckqwxTtHSRAjEjzc4RD4KmcngD3aFhOXmMERIEzGTAYI+sneJt2fHTWc6HLiUfjQkbRegUg3skOlINlMIy9obwaomrK+qioBWKaHXOMQ6Z6D1RsMS//IxsvUA0JcM4oh0nDKqkDiT9xRnjjcEfJTjLajpDiARRV5ikANuhq4ZUa2wS00chOx0gmoaurKiChJtZzbb9mpM5grCYzjCVS7T4glhIrJAcwgeuLp4gm57L0ZTN5gNK5wTrez795FP2WYZXAjd4jHc4L0ljRZe1dEND/HLJ9NTwsN+TjmeYOCVREq0dnWiJVI8OIlCacDZFGIPsWk7bDS5OuJ5OUdsH1HjORr0kOBvx3TwHZ2mCCCF+qc0MbUD3IDkeYvpegOzwNERe0r86cth8w+hqQVk8cNe+wWKRCDI5Imo91eE7Hoq3KBOQZT/ir+4eCERE9/ot0gU8nYzxpwPd+h1qdkbnDKMgpxkr3vffQREzRCvue8N1+oShkNzWDUMScyN4NG2WDbbRlGVCajqG0xY8yNGILPqCQBYc7QPHVlI5RarnFCKhMpZkaFBIYj3B2BGVdeRYfGGYiht6fYv1hpcGsnXF+rv/lWg6JUShRYjZbgjOL4iePPs1TeuvQgrBeRRy/iu80q/OiZ48Y1wVBP0Jl0WQpczOPicfTWl8w7ZoWG8MuRhxHk4RwQPZqeAZL7kzXzMMb3h5nTAZSibhPVny8nEt9Y7baMe6+g4nwPsHzpYXLHcRQmu0UETxOUMzZn1fcSor3ky2hJMDPlOEKuJcnaN8g3EtUkhivWIZJGwHiwTS9S3xfocIND1gxjv06pyr0548TWi8JxaCoC653beIJEK7BOufI8yYcGSIRj16OiFYLIBHvfmw29DtN2zff/MYSbX6jIcNNB/uSSaSdJwyXrzk9PM36JlGRiFl4bBn53x46DAmYjp/xnnUUQiLYUK1iYgHx2i0YJb0nOYSOUh8tmJV7zBlgbq+xjU1D7kjG3fAW2glkZwxjDTy5Qvy6hLbd3S+Q8YZ4eIKH1fEjSO8a7BrjU4CXG4RQrKtd/R1ik8fadOx2BFIwWUYckw67kXHfVNTy4YHXfNT/Zwr/Rx1kPTDx8p7N+BZEjyZE6wgXGS/1X1gigJTHkE4dDYlWP52tnCkJUp+LxX+5fXgt02yVJbDD8XfvxF/n+7Q/we/sIX9bfx7v2O8B/7Tv+Fe/xT4p//yvt0P+AF/PzhWhvebR82u1oLrRfg7DTv+rhBC8OQsIk8MZWvRHg57R9hlPE8kO1chPFy4KQv9qJVSQpLJiLKx1M6QRZIwkNzueu52j21hnQJBTTs4dOA4DXsMhiCED8Zwpq4Y6yn1yX5PgH+BtvZUhWU8e5xnJCNeJJ8xjvf0/UA8pNTGUFqwxjP1ClfteOc2XD95xqSNyXN4ehUxnjzeo26PfCheMdiWSqZ81UoW0YT7JqAxnlmgP7ZCGwbved1taPwA3hEIzSfJiNI6onnIqexQQuPwGO+JYhi0oTVHKmcIrOQ09BQcWeoZepMzV4px1PN7Ty5xhUFLqIzjGBxou46FmOD6hLmakMqIeDjjuRjjZcVZukK4HgbDNz+zBNR8cCWTcMxkGlL6LU44ojTjwW55OlpwsB3ewTxKyYWmtTsyE7GrPWoZEA6SURmiAk0+VrSJpW4FdAY/1bx8scQeG+Z0rG831IOitZLtuidvLZefS+xp4Kvtlvm54LsPD9SD5kLPWI0HnCs51Rc8nAKaGuTKMVVjAi+IYokK96zrI9PW4E3LPL3mwyYhaGNCqegVDCdDEgka65Bo1m3FXI05nBrmMgAbIExAtT/gBsE8+wS7NrxYLhnlEe+PHa/u1gRKkdmai+UVd7s15zpFPSjKhweK+gnTm5RhXPNQWEwX8ln+hFO7JQxnRITMhyX1XlHYFtc4Yt/wo88TmlPNpIn52WHL9dWCQGrs0LGYhrw+lajAY0TE/OKKSICLInbiDa1/wXGnuFAXnCnBcau5j6E97TBDQz6PGd6XzCLQtqF5EfIz98dUxYEX0z9kg6KRDVme8izJCHXA0UqSY0Nw6PCiZd1LlpOAvVRE6pzAKEyQ8OX+LzHEOB9yEy3pzJTGeF71OzZmxz/OUu7vO2wzQ4qccXoiGWq0+oL9MaChBS+4WKxI53MaPMH1iJ17j2gVMs44hQ1n8x9xVgle07C8gIe1w58sl1OJlIolB6weE8lLvrqvEAlcJZ+y9nviC4UoGpIu4zL/BC/2TKVCJTEn1aP/cMWkusG3HjVSmLxgZwSf6ZjMdAyjlP5szE4ckbqmFSdK29PHS+zNc6bjA+PZmCDLqfdH0jjkYDuS2RSnL3hPRfgyReDwD7fgLC7QmCTmVhT0tgTf4ooCYwQHsaKQhm/alkAGXOtLTscTqqyY+Bh76pgLjUoS5HLF0UPuBSqXbDYDrffMZQ/JPXGquTsdmD4/I52vePVqS3WokUrwZDVjnHuOQIHh2DmyICBNEur1LSoKiUQLcYS4ekZ98uzya7bHmFyHDLljGbWEbUPiHSJOcLcZh9LRDQm3t3uiRPP0OqF59SVSLTjuHhD9jjLu2Q9bHI7QjWltTRpCUEWIyiOM4WAK0t6hhEMGAU1p2RnJeDJhs3tg/jLFBhsSn3DUFW4wSK2prMPh2ZkNq9Vz+qrmZAY62RKIFlP1NMMtUZNhDzlSWiw9YZ0hDxk3Tz8j7TccnGHoQYgI66E0Eas4IZXnWOewQKugVB1u2BD4KdficxJRErz5E+7/6o8RfoCuonxYk968IJjMcKcTw3ZDdHn1z11Pe1MyuAKBJPrJZ6jRiGTzwOAs3eKM9dklr4cK7TRvtiNi4THtO97tB+Yu5Fx0pL3nWfYC41rs61v8KKcWPeHZJYFKKeyJTXDkFLc0zYloLLDFLePZF8i6Qo3H7BrFm9fvsP1Aozoetu+5Pp8wOWtgYvi2+t+Y2pigV6TBOXXccj56zjRIMVWFL05EWtENDikhOBW4MEZ1HbOuYyYEg6nogg6hn1NWJUF4Ig1XxMtzkheeLqgwQYgSjr5/oG039K++xaCZnF9j7rdsfn7Au5To6gYfaLoo5ehioukWnWhkHNAmI14dA4x4jBm67zXtNEIKx8xHSG84eUtXKp4Yjxld4e2E4nZHtXWkF19QuYLg5oZ+CjYOUDxKnTq3ZaoWrKM9LgqAgIAZ82pG//Y1iVBUp4FBS7pigAIWbo5e6cf0CyURQGghsRIhPUad2A5bPtTv0dGEkThDd7A9PnB1SBEqQGiJNw4RKQQFdtvh0gw//XV9bn/cUWy+pO02gCMqF4zsT4imi18bFwaS81nAh+3wfVdfnkgm+W/nJv+Avx1/78ZYP+AH/IBH9IPj1f0vdR6297y+74hD8TtD4f+u0EqwmgasCCiPhlJanIGwSLnWj+0yaR98X1E11vN23bEvLd6DVnC9DNmefnkM6T0kucW1EXVzwCvPaJQwObMYLHebA0UT0dWejz5Y+F+VJf1GZ48Smlk6o/zQgQcT9PghIl9dkZqSZbRgZwoqasbjiKm+4vDOU76ryXLHoL6lGm7pnWM3WJ5FF7wZNGkw49g7BucZpYpUBHwzHAjUx7kISWV7FsrR+AY9EcyHCT6QeNtD4IhmmkmQU/ZrBu8xumaZLenajlaUBOGIeheSRj1vhgciofjRxTmNPhC5Gk1CZhOOhST0MbYagTnRjARFYngwJ1ZRjDw5qEe0vWN1FvPz3ZFPgwsW8wipe3zUIFvP2SxAVyWv6wCBZm1r3h1OLMhYZiNe1wWnLCDOBLIR1L2h+rrh33qx4JBoClezSDWjLMedgGyHazqiQRCnjulVyNocaRPDRb5ECcXoLCJXmjw4QaY5DmPWdx19s2OchtRjR1P2nHpJ7Cyb9TtGsUZhGFTNYf2WxSii+6rGC1jOpmzeNzxbpXR+4ORrokDTGMO697hgzo9GKa4SzBcTQhlR94atv6V46JA5JHLJWOXEk4T7k6R2PcuLF0xbSxedCOeafWPJT2MylfHseUw6idnUBd8Vkiz9hMvwjG9Of4H3gs53RC5ATS33uw1f3+95mY+5zBM27Z7z6IxMTMhNz9dly5Op4kPbYGcrDv6AMiWrKCcWjmyUcn9bMBrndL3jUAwsJxHV9j3WhVxeThhpQX0V8pfZ/8nR3hKrKa2t8CLkaT5irDVrWzG0lnEl8FWCz1KSsmMyzukLySKZ8O3DV9ycnbMf7sl0iBEJxIYHs+VpOKNTPQ+0hLEmaRWvvyoJhaJ7aBiPIq5/+pSVlhj3jqo6kOs5fIi4v9ao545THhBVlyA9bjGjXmSUwy19diBuUm6iKaMsRhjJ1DVkq4GH+hu29YD1ES9XP8aqlKIWfJp/jkpOMIGJnhEMDm8rDkJyFBVOtJg05yHZEcuEV9URestn8RVfbm95mcyR7QdErVnYKT6PuDPw2m9QteHfnn9BM5vw11XDcV0wShRngeYi/JQawa4NkbGn6GuOHp6cnRNJQTdNCfOUui9JZc7poUUGE8bRlK9axzgyTFRGh+HoBM9HEwLviGrBKJwyaSv07/8B6+mUrH90MA/OYOgcbWlo/J7xPGR5bTA2QIieY6tp8xpii85C3sX3/FQ8JctSdsZ+zDHXxID3lnf1HcNgKQQELmSqn/Khjqg6x7FuefFpxOTDkXNToLxBhEs+HAwmsCgSRtE53dDgTh2JXGLbBJ1CZyv27REVxLQHuCtrBA2XFy/Ijwr/9k+RQUgxm+COJeHsmiB5jNwZJCTJhGcvJkw+vaH/0DNoR0eHF+LXDJMsBqk0ZGOGtgSV4Isj/W6DQNHv3mL9FUrOCITAAbo6Itw5kV4wDrrH338wCOk5iwKCOEKNJpj9njgQfHt6g04ixLHhWL3l8vwLJseBbqgw9YlsOscWJ5zpGboKx0fDsuIE/xwS3Jodp+IrTF3grSVIp8xe/D768pq98+z843e+7Q/oOqSzMAta6u6EQFLXlm4UIc09ToQMhy1IiZ7MkWGGqQ6IXLJvfs6x/zkqlsyTc07ViVp2GBUjjg439Dy8umU4tgzre6rMMHQb1l3HapRx0O/p2y1xkzA0NUOwIfeXmKdjJtMxBs9hcDy04PseqSBKYhaCRxMma8F7WmlZ30Yw9uAUzVEz+6Qnvgx5bfdIa8BVpEIS2oqoDfE4tAwx1T1BlmPKEYNVGJ9g6IllTV1bnt/M8Js9rijpkxHCOwI90NsAAeyKgc+WEea7irY9MJs5/O4VPQ/Ig0BWEjFecTgVyH4g+SSnbI9cigvC44BvG0Qc4UYBkRJ8En9GaUukkKRHR/9nf8pwOmLamMh4ohcXJJMxvnHoOsIZR7a4YBdpsrLFvHuHaRsyMdB7Q7UQONszmCOjZka931LJhKYDvb0jmL5kOEqkahg+HFCpwp1quvZI/OlnyPixU64u3lJXvwy7acwH5Cn+LRIMcD4LyFxNV3eoJGU0T38t7vIH/IvhBxL8A37APxBUrfueAP8C1kHZuH+pJPhXEaeKIBQM/UfibXjMy8x+2VZzKM337dPw2ILzftP/Wqu2deCDMbPlOyahoXUCqY/I0QXNIUUl/nUAACAASURBVGL9umauS4QNON075jca4y2RCAhCSZz/ehvP4C0+h/R5RLcbCGVENosQo4Co0zyXCedAaCPag+TddwNCNaRxwCwu8BHElyHOtXjADFsu8gnaawrjWeSaUaqQwjNVigGLQSAQPIkXLOWIkVriUWRPFV/YnKM70nKPq46oruXe1syTFSUHptcDh3cBH8yJZGF5ulohyEjDMXk+cOu/4dQ4ZsGIKIjonGc+mbH0CYcHi1KeMq1pKJlqhfCWb7Zrns6esXs4Yk41P5qNSURASkjqHGfiiiqt+Ovqz2l1xpuoADQvwx/jbYxzYLC8Pzxwszpj3TYoK2kbw0UiMYcKE254GA5kfU4c37CWOe31DWH7wPzRo4R3XUq9V7R1yNe3JZdPJ6guwywNp7CgGCJiUqQTlOWO3sZM0xXr3YFASWYTxb4YiIcER8up25AHZzjXMwoT1qcOnTTcfDplQc/OHQiChL+oD9xWLaGCckhpRMKP3Yx0CLirOw7qFe+2LWdjgRz3PJhvefnk3+H/eVcxEwmm7OhyQT0dUZV7wlnEd9s1SRDwuVySiJw3zYFtt6fB4Jzhz4uWNJtRFRXWNXS+4Wm6QgwZT1chWlWsgpJVapnoPX1bY8m4ys5ojGE58+ztEU9CYFNOg+HJ4pzzZUOvE7YPW9rJnCSERoWEdcjQ9pS6ZDWWbC8TXFfxk+HHiAdFQMD8csld7zGRZt0WzIRmFC351tUUuz2fpWNub/cslgviOuMnk5/iTI9TLXYScN/c4o0n1jMUA7UvWcaKWRdwfO+wRUktPKuzJTKDfR2hBwdbxTJ4StUq3rVHokgQTsdY7Wiun7FxkkYo/khM2TRfc2c/kKbXiOHAzTinKkI+JeGN/ECdeIbGgjAI2eCE5TzIOQvOkAG01lEPLQrJ6OnntNVrmmqHV6B1xJVecLCCZRSR9Qnj7Rhtao5nK5J+TPH1e1pv6OYCs29Z3Yzo0ohmsPyFtdzT4SeexluafcXsYsX9dkMwn8I4Q6eC2CuGLMUph3E9geiYyAlFHXBqSkw1MIoWxPmMoIMo7GhcR9UPtCpmFMakuxhOe/TTFZPZlEFrausRgA9b8uclk1YwUZJRanH0hCScas+GW9KrkE409LIkkhll37MY1zxTORYeK1rtkTJtHrPJTYhHUhU1i5/E6N1jfqx1kJUFst6Rj2OEh139geOHAn+e4wElzhHVCBtYbB0jJWS5onM9ld0TP/k9duaBOOyQ2YhST1h/9TNezM6w1S1Z4DHB4+Y9WK5gv2c5nzLut8gXNxyXhiC7JjoNhFJyV79huL8jmkwhSpiEU3aVZVs4ZlheFy0rIOkqkIoIi6ahPVS45Rw1Epxsw/HrPyOYrdjIDC8kV1FIrCSnYcBJSX91QzaZUBe3iHCMDDRYxyj0nOpbzvIrvJIkqxU6CBHGQV0iggDXdXS379DPP8E2BVGcopDI39AIe+8oq7d0t+++N/XqioLDsUdWY2rnSVfn1KMxWmgslsEpHjOFQCIfkxjcgM5yzOBBCoLREtUphvUt9aFF5BFu2dO7Bo+nHQpSv+CkLCrPMW/f0b9/i3jyj7CHA+b2PeJqijMtojxhqgarSkTXo0yIc5a22xDqnGi7oRs/xQURjVV0b7/FNo961z5PyZ/ekFzf0N++xxvLqUxo0HjfEOWCfBWxH8Gfrx84HFtCpXk5maAnO1zQIQLPceWJjx3H/S1Jn9IfPeW2Q18t2GMZLWe8eJKz/fZLdBPA4BjEniTpMLVE5OdYAtJYYQ+GpipRoaX7+i2+ODL5JMJYzbB9IBvPWIzP2bsacxRMniyZ3Ra0xf33/7dwfo58dkGqclL12OlW3/8F9nh43PgI8Pe3dNsH0j/4N/GiQY0ywifXTGcJZbfFvH+PGTqiJCdsHnDFgcnFM+6SPUGcY/dbJIJcj4nHMxgcIq4Ib17QffsKvQjQI4kQAj8MmOOR8CMJ7rotv4mue8B7932KBoB3ju7dW+RuS+I9SIlzV3B+/lt//wP+dvxAgn/AD/gHgr8h8/z/sy64bCxN5wi0YJyqXzOp0oHg8lnI+l1P3z26Ki8uArJfacGuO/db97QORumjS+Ev3jd2xNnqEwb3Bmv3iPCKPow5vfKU5jFDVymBfhqzVQEqUhgX8PJ6Shg+Tt54y21/YGdKBJCKMbUKOHYtZfeo2X2PZlttmOiM5gDLTjOYR0OV92WPcz2+6pnNYnTQIgVY75jEIaNAk40sxllSPJnYkPkDR3silimJXpIIzSpKmKoc4zyRko8a4uoWtm+wtsf7nJkLoCnI8gkPfs/k5TXWKqSuGKsRqgyZmBlBZlkXG6y3oBKKYiDpGiaD5bbu+PEoYToe8218i3MdxdATiZRRlrMtdlS+5rDvieo9/+hGcCkGdK0J1yO+mn9JaU4koxUDG1rbsBZv+ST4jK45MQ8l0SgCZ5EExKlHywx927FN3rMtS0wMnev4q3pD7QqOPXib8TQLeak16z8v6bqGQ6dojSUMFb/304G33bdYJI0w7P2Wl5cv4W6OvxekMuTf/fEFD+JArjRX8SX7Nw/IpcN3nsYeGC1GnCee2SRncp3BWcPGvKcaKspmxlMxIs4Cvq13qAAGrxGpYb+3CGkZzEAWBIzOIvwoo2k7TmHP2XlO33ouZzlduWUdwfUXL7hrap5/kbLf9bTLCn0V0xgI7JxMwEHBzhz4J9kLerPnXb/mJr0k2cz46v4DhWh5OorJn6/ZHN4wGX2CVoZNccIFEYm7IBm9oDVfY089SltMGPK/v/4LllFOPNFcjUcMIuThvuXhDqbXL1kknjTy+KgjsCU/PX1C/WaPcQHGeYKqZrEY8wZHJELGLqAfHAIYRRlpECMV9I3FxBHidkn0TDGwJRUnRmKgwhKKmusAjng2Q8ehaBB2hNGgzcCwvyXUGUY/6ng3laVxLQLJOFnhhUPKOU/P/wn/1/aO20PNPJ6y9QU28GTVC6oHTd158rEnOsu4ExXbsmHhU1b5Bc4mRI3jrP2O5G1FsJrjr5eUUYP1A6FPaCtJ4DT55A/pfEKD4W23Ziwy2gIWjWX9V39J4h35H3zBYdvSi4Quydl1CqkcV3XIYRlSRRHv13fUpuQxDAb0eEoTJgRnT7gTIdO+AuVRachaOKpuD0heOEu8j+mLcyI5oHUP/ZRun8NoRxAFjGTIrpOcjGV9LBjvbrharLiZKFSWkxtH6MGKgi+rv6JwHSu/IjgNpJs5mb6gEj2tbWnNkqroCYIAPT7wvn/NTDqSXUl21OR6zGbyln1f8c7dsrxISQpHYHLcfM4xUZzHIRqDwbGQLXnqKcyewRZYMRCGKUObsd80DO2OcRqTTALMvmJ8MSPNFcZoxrMnvPM9b9IAlUeEPmY1hAgV4aRA4plVJ4LLH7MbzRlCzfLl5zwJHHs5pg4NEo+IxiTdCf/qDdOx5xT0RO7AF1dXSM553TguQk3SaU7bPS2WT2c5si8YTZYUbzYcpmcUvuT46oFsNufiPOXb7/6U8ye/xysJ2z7mWTrm8zwhRHKwhjic09V3BFo9Lk6ACjRR6Jlcz4mGK1y+o9mvmTz9FPlthkozxGCoz+c8qJLjuy/p4xkL+SgNOp+FJB/XKY9lKHaPrrsASmEOB3rRE8VfMDQtonlF8smn5OGEIToRRCFCWbQKSHxKNomI7B7CMVzOMJOQ0I8o9l89kuTuRFftiMWnLOcrts09fX1CupgLs0Dc77BliW9bZolnO3S4YSDc1WQXMxYji21bZAojOcf1R4ytUD6B3rH3Fd8dH3A+Y+oHpDVYAVJKRBRT7Y+Mf/9z1GiM6zuGL/d4eXicvfUEo4B3x4J3xY7ODQRDgGDGVGX02VdsfEnvPfL9e/Qoon1TE2cDnY1xXcPs4oJUekb+ltHlmOP7A1I7ppOWoXaE+Qw1NqhJxsSDvW3RSUWSOZqqxYcKiwfXICcTurZCDz3TaIyWKeMupXx4IJEQhCBQ2H1FcBFAxKPpldnTcsTEHmUEuBrf93jncW2PawQq84SrOZFSPGs7Di4ApUlUhogfY8LOSSnGLzjZCklLpkY8ic8ISgvTGSKJia4yKBXiN1Sg3v7SaVylOVQP378XMkBlM35TOWqLE3a7+eUF5xjub9GT8fdV5R/wL4YfSPAP+AH/QDBKFaNUUtS/JJ1pIhlnf/cq8P2+58NmwH0sME8yyfOL+Pu2Ge89zkEykiQjGE31rxFggPh3mC0EGlZSok+GqneEM83oLGA6SRl8TtW9pnAnIi8ouvLxFFMOVGnLl9WXrLIF46ngLD5nG8DMnyOEYD2cWH+MKFBW8xe3R7QT9P6IQLG9T9GLkHR0TjZoNkPHTKV0CowxdP5Rl6m9JkQxeMlUCXQ4JQpGfN3dszc9kyBAfIxCiqTl/2XvzXZuSZIrvc+HmCP2vP/5zJmVlVlkN8nWhdi6kfQwfI7ia/Bp+kYCJAFiFdnNqhzOyTP8856HGD3cXRd/MqvIajbUAkECYq5Lxw64YwfgYWbLbK3OlFi3xwlHIhUjmRBKSYDDHlusEGBKjK3RaITssCIiIiKRcyppWFpHqjY4Z3A64HQy4oycj9UCKx0TPWHVwaa0eGUYqBYGhn2syKOAra+4rZckQhKJnun4HGsdZmMZpSGzIkfGO8I6YvurFcPzjqBQyEYxLiIu5BUHV5OSkjjNi0jjyjsO5REhdpwMJH931/HanhJhOdiKUR4gVEPl4LbbEoqMdFhQN573/Z6r5AThDIEOMJVjkEqGgwXvy7e8qz8Sh4LT7IxV55kIyXhwxu2mJ5mW/O3NR8JYYrKc51nGZHKABIbRCefZz4lXMVO955hCH4Rsqy1xOiEop5T3huvqyCDP+fPzZ6S5IwW83zE/nXH32GFlyWwOtTQsypqTNEWKhqPfEmqPzVL6KKXlSFktsbsdWZzz+c9esi461qrj9rDHyJTeawqV8TpISJUg73OCOqTQU9pGcDWZst2tyQOHqOCL4UsaW1HGHePojDSS7LWhblrcKkGbAIaS77crLI7yUBMEMVXySN4YtMrw6simkRybgM+KmP5hwenVOcdKsumf2LwonCJKxWG1ZfzljDbUBNZhnSONY2TjEMeSJB1ztIoo1HyKLfVDQ6GHLP2KdJQyVy1FOCL3ByovmauAT+aB6ShFns4ZG4vb3RGNpoiLPUMpmOwyHg8Hsrhgep5Qhz29DHjsJKl6RmTWmFZC4knM5zw+PtJ1NUfr2K46TuWQYNzw2JaI+JLd9zV55GC/Ix9oxHZPtVqgXc32KqA6ltSLLZM4ZRiOWceaTWp5364QCLpekDU97zdLTscxx9stq7d3zNKYBzVg8dhThwoH7Ht4NspoXMNASTqpQCicVNRaEcQJ13vDoupwWqNVhmsafjFIqH2AkBEBlvWmp23GNJuW8rBjWAgGV4KdAB1q+k6TITnWa1xvEdqzVwnu+RnrRc920WPank26wQ0Ehc1ZXPd0dUsia44GJoUkjQJ6q7k91ITekbuAi7MRVyJk925B6UDOSu6uv2EyviBVIR/0kuJsyFV8SrWBM51SFAFFrJAxJNM9t59uCSU0/YrOrDl99ufcLCNMs3+yrHmj6bRg9tUlYV+B1hTj57STnpNOsNFHtA/JmgLdKlx4SphWBMozCE7ow5hRUSCjEIlgGyhmOmLVr1l2DcvNW25vvyNLz5jsR5z6jOhyyn4bsRxBpASZUDiRoqKCdr+kFSlZaBFk1POIWliENFyOh1DvaVeSmQ5ptg+8GD3DSstMCy5+sOWZ8VQkquI5q0NFGEoyZWjKPSme6vEa5glKjVGZ5+BrJv/Lf8RvPJ1S3MU9Zd9zt+8Ihoo66lGBpnnw/OwqRgqB8AplNF1dIsIYvMM7S5BMCK0hkpLGOUR5JFUnXC97IuvZ9UNeTf+UvF+QxY4gGLHVnptySzJ/SfXt3+BMTxpooKa3Jf3ugXScoxhjwpzcjIkOGvXxHqE0IorJbcmb5wUPZoLtLZ8VQ5TcopPX+MxBe6BRBrcvSUipHtb0pxoevkXOvuS6tkzPLwg6gxOaBs2gfWKFZRgiw5B86KkWFV4aBsJS33xPuml5XcTshhltrxCup/cCHDSuorQJ4yKnLu8ZzD5n//0nRoMx01/8gt1xi+v3dIsd7BdMZi/omx1Ue16efUWZRvTeMU4dAynYf3/NttyyTqCrH0H11FYxPT9BXmui2ZR63WGB7NmIjW/ITE4vM1ToaE2HJYSmZ5T1NN33dG6PKASVfCRMxujSowuNSMcgFSoBnXu8tQilSOIcwuKpRdyBT+a07ZGgbflZMOMYnuDOQ7KDIavsjzYcIojoHm7pNxt8b5BRgmtrQKBPT3/0Ds7Gr+maDa6pCPoIV7ZEQUAfr9HjyY8jaq5p/jDYsxbXtj8lwf+dUL/85S//tc/wr4K/+qu/+uVf/MVf/Gsf4yf8G4LZ9dQ3He3C4K1Hxp6+WWPKBa5vkCpkkIcEWqCVYFJoLiYh4X8lCf1/g7ZzvH9o/74Q/rRmPHEkSH9or948Gh6uO+qjpyk95c6SFQod/m7PIBDUrfvRX1gKuNAKHiyRF2RSkBooBhqdKZRQDPWYTOZEKsZ0lqbyyKjlrVlQ25bROKYPW46uZRgUTIIMLRQf2xU9DonAtwH3u5baNiRS4TxsjCeKJEvVkscTWpOglcYfobaexhlELBiOAwZTy1gnFPEUlb3ka7PjtmuYBhFjH2LtAsMB6w6cRhMKlTPTOQOdUugcs/dsv1uzeXzgsLgjcoKOkk2/5miOhDLEklGGCe9NTeMNR9uipadQY2znSWXMQbTcNHeEKqSzml3dUYQxwobUztALRW0rbGhZGYeSKYFKMa7mNIsQEeSTABvdsxT3zIJz9vcbuu5IdjplV5WEpMyy5wjGnOhLTuoSdfgtSjQkSYrFEIiKV6PXcOuI45Bw0nEMK6qoxcsI73O0yHjsDEZDnoS80CnLTyVVY7Ai4HRuEXpJkyzphWWcDOn8gVl4wrHuuFAZcZpxH92QD0J0MWPpPDspeP7sOV7EjJNX9Dcx5n2JF4KmHZBPMn7j18g+4f1Hy0TFdNaS6IjMeZbhAwd3x6fqhraVT63lA9j0j3wqO6IooNAVV/GMQ9+TeE/rOjLbMcKwt/dkwwBCh0gs96HmbbNjHI3QWjKPCsZBSmsMpamQ4YFnKoV3lmbjGUrN6dmERESEviINWryoIRmxICBOch4PJaPDgdWhpDxYlv2Cut4xjnPWC0c8DSk7x5RTDu8EsyIkdRAvHWFtSOYhX2/eEnbiKZBjQtHOET6i9oZ96DjJEo5NRJHljMKYz9KCOMwRWUEoJP7oeL/riEc9Iq4ZJ2MG6QkzDYfqLUjHfbvjRTRl3iZoXTLQObbVqPkJ8vkMeeJIMsephryI0UOPFY7hxRV3nWDdOVbG8kU+oDkIqlKxfTQ0tWY6TNnUW5JgQG8gm6ZEOuFh2+FKTyQ9ogP1GJEpic4jbqclj+aBx8UDgYxoNgYRJ9yXHX0Ct+aA30eYnYBjx3HZcXUyJd73iL5leDLj/dLinMN2HYFUiCKlNQ5DRR5KagulFTQWXmQDJl5zbCWXachj73DSMlSOsm/pSHhb9tzUPS5zHOyRkp5xOMTs4eJZTDZNGSUhsVO0pqIVlunghDh/Tl2kTHTEcdGB36LdgX25Q7mIsNW8v91Dr4mDEXVlUMazPVoe2i3ns4SLYUIQN7y8jPAPS5p6ixaeJIswdo2wjiyb0/qaqj+SqAEX0xmvx8/RWtMXoE4kC72kK0u6tibA0VMRnZzTmpbhJCC6OuObSvKu7KmGOeMXFwzPz6mHAXf9LTt/j7QRfh+THAtKdeT8NEHWd1SqpZ+dsc+mRHmKEk88e+M80zClc5531UfE4pFq6/n06ZHWC7gPeZzM2IueLhvyeOzZW8s0DHB9QBiFBNMxJhghVMROemppGWz37P/L32AOB3rviMsOJS74/lGy2TREXcBZEYB5+t69vS45rjrwPU3fsts/YkVPKgIe7n+DdxCeXbJVMQuR0piW3QraSFP5I42M8Ic9lEdCOk406H1NKBxhGtPd3uBXe3pX09x+wB6OhD4jPAYE4xmxAI9HFkM+3jTEZYNotiSBpNtAbDNoAipSvqlgbxICLbG7BU19wLmaSCuUjCHSQI82jtilzNMvyW4rnITuLKX9/JKuyMi8YNhuGOqGcLMkCVOSV5d430EgEXgK9Yxwq/FxjgsD+rpEj2cMux63eCDoDEJIZBQwe3ZCOBr9Lg4IFV2ZkgH+9oFaHDiYHnGoGbUhD7uYbqO4KgTpoKP2LYfGEkpNIDWpHNHvLcFoTFYEbB4/EEaQFBaaDtkAo5y2XyLGAQFrxqOI5Chxhy39wxpzGnNb3VMMUlx9pM40y9qQTk4wxUuabET65Qmfip5JmKOXFVJ0VOWCviuRvsdPh+yEQpk7zPqepnkkCEaYbo8KEsI0I/35Z+hEEA41ajggnJ8AILQG73Dlkw2W8AqZn+DcGOqYtJtRBDMS7fBt8xQs6YB+t8Htj+jJBFe3tNcfkXFMMDvBNw1IicpyAp0SFjO0DekXa6JwjPYJbrsDIVD5Uwu37w12++RH7a3FVSWu7QimU2Sc/Dctvv6t4i//8i/vfvnLX/7VP17/iQn+CT/hXwBm33N81/KD7gb90dHtd6j8nqfmKuibNfH4M87G/3Vrhv9edL37Awl9gK57OkRbWx4+dZQHRxQLwkTS97Bb98S/xz6HWvL6POZQPXnTZbHEfmjpf3BLEv1T5bdb9ESzp0UpJIUeYryhOFti+pBD30ItGE9S+qxl51qkc1z2DbX1BMITiCcVxtb1bPqKRd9iXQckDFRArhSDMGCFoPSOk3FIs3W8eJ3w/rYk8oLZmSI5tXx0C06DiE5khELQ+Z5xn9Dfw91xT6Th9HSAzWuc26AB1Wv2ZcfNrWH/9Yab9Sf6wDC/CJkMoGnu2XT3dF4RhQ1FHpFGUy7Enoe+xLiEV/oFh1XMztaso0cO0nMZv6RxW1IteTUZk1BQBpYBCb5rkUFL2ln+V/UzGjx7UdGUGz5FCxbqgVQJCtUzCEZsjiVpEdOVJcU24cv5n/KBjm1z4ESfoJqAiZZYk/HQbenkglCF5DJiMkqoPw9Z145OXnESTRD2O6TtiYOU67ZjLC2BqYk7TZqHfH465f1dyckg5upFx76LiLLnCP+eyq0BSaZTUh2x7zriPAAl2fuQR7tDyIoVDd1uy5euoPv4QF/ljCYnHJzkKCzlsuLzzyJ2jxVhKwiSgokLOe57Ph1KXhUn3EZbQhHx4fCek+ANUTnm1SQmbI/Ms5xCrllt/5rL+AUujIhlTNq2qLokiBQLu0BKwUkveKGfsw8dgTBI75iHAR+OexJjKcs9gcxYHh1B09HuLdYoMuEQzzTj2QuMe4ezQ9ZW0DnFzhU8E0dWd498eTrn0Xrq2LMvKygdrQGDYUpB06W8e7sjCCSTIifpJX4c8qn9FW1/RI1O2P/tllXVcZrl0EUUX85pZMny6y2TWc6byRixCvj2w5GjdaSq4tXrjHt1JMq2HJoS30vKakMeRYzjgFxrnIBECT6at8zTSzbf3pMGe2Zf/YxH3/JhWGH6jJnSfH4W8rwLMCLlxqf8amkom45IB2QjRaIldudoG8FIDiBsaUrDZ6Ofc3vcUto9a98zSL/gsuuoZcnUe/z9gqbpaV6MseeCNTfU+5qqPVDLiqvhczbdAeVmiN4RdhH7tmcSxMggQHYCcYiIAk+eaNQk5/TQYDYt4TSlH8ZspIDOM0FTmi1/lI/YOMEgCpj4hl8/GCZZQm0coROkgeZoJUFY8Km2DETEXb1j5XqepyG7dYss4OXJjGXywMzMCbTl0S65bWsmUUaqzzk4Qa4Fvq0p9/+Z6v6Gvm9JRznSntPkT8KDmYpIO4vQLaM85nFnCGvHJqrJgphGVLQmRjuHkg5oSFxEKBK8sKi84VX4DETAy+wLzgYzAhWwKXruakvsoDwE9OlnDDNHEh7Q8YYtBiEiajHg25WnPjS4pua9rVCq50+vJPfyBiU1k2jOZCZpOk829TTGUQYPLEJPqga0s5CeB6S5RwCJnmLFHOPg0WzACywB+6PHOc+63XD68g1VDePpHBUo6sjRGk8lLKG2rPOMu8OWvu8ZDUecFQnym1/TPdxhrUFZSdA2RCpltynxeYizHh4rHpsj43DPIShYfrdGBiFJGHE2FHzqt4TCUXZrJI6Hh4+cpRP6dcs4DsiigFBBudnTZx1COcyxRJ2cUa62rBaWUQNtXRBUO2xVoYOC7DAhyhNcVcOyxfZr3GhOlCSchiGlVxTlkSVrpLLUb1sWDwc2szHq0BOOFcErxW+OHYqC09NTXL39QWSpJ9Ix8eQNXfOOxBZESwH2W8TVBTu7oNaGki24NaPzZzw7/5+gKmnbA9VEsOY7Aq+JK4kipVvfIdcVO+Po+pbs9CXj8oDpFwR2g24s3iQMp5coLPU3v0UNnmx6skLz/Gcxx3c17UASRApCzfbGs17uGV9NkFZjK6h3lqhQRKHg4BWT6RltNGT6J88gnmIOaybTU7Jhj9QZMhghe4WZSpJggOnW0G/ZP67Ixz9DyJx+UmEGIZNgShQIgtMRiphdA7v0jEPZk+iU/V3Ps6sUZwPiywu6m1/hsQRxgj674NCsCJSkLg/Y/SOlmLNrFVE+5fTVOanwyH0D3iOShPD88h/ET8HpOTLNnt651DSLEDqFAJyBrobs9QXh2Rn9ekX127+jXywQUmC3GXI0IpzN0fM5Umtwjn65IJjNEVIS6RGuekSlV7iuo7v5Ht91dPc38Kf/A+HpGWowRE2m9MsF3eIB33aEFxd0N9e4piG6evbPEkP+W8BPSfBP+An/AujW/Y8JMIDrG8zdlvTzEEELgDc1tt0j0z/0hfv/giiQaC3+QGwrDhXOeW6+b7n5CISlswAAIABJREFUvv1xrKkYK6YnAcb8oQm7VuJHqybnPe9Dy31t8BKmiWZmFMr94XOBCBiEI5qre6LOctEqrv0ayKgdWOeQBHxbr2m9YaAFCsmD2eEDOMkTjqWmdA0IRZx0uLDhtczprCJOLF8UMakTjEcRx1aArvm6fgt4QgmlfWDiBQUxDzcd328+EUjHXIUc3295/XmO1Ad6I2hMga/GvP/YI6QhnEW0m4bFvSE+ralkRJa/wvYtvU55JyyuXjFU5/xJMiMUKVRTrH9k4O5ZbRacxgWdnLIJTsnDAFzKd6sDaaB4VliyzDKwAR++K/m2vCGUMVGeMj0vGMgRIlQIcWSuYjI5oA1bknH2NDMdKEQdch5pWhdRNSl7bfhQKoKDpOxS8nxAlmYIUfChEnx7W7HcWlzUMxzCn1x+RXTSct1Yfh5HbPf3KOGZ0lHerwnFlIvTOevxiq/9imSwJVQN9Ac6+0gkc0q34Sr8goUTyC4iCObcVVu6sEP1DtNL0iJjW8LUaTySRb0iCQICrTmaJ7Xd+cDR7yw3dw2yU3Te02WWXz+sOb3MqeWCIAwpCs/DdktSgQ4H6NZTs8d0R7z9jlfJBDrLKDjlQTXs7YqBfPLUFPGYO1MT+RHX3Y4/y2c8HiuWxxUDAQPV0+1K9s7yi9Mp4hjQS4+ZW66TNZum4VV+zolKCUrDTA7Y7yVVX6G94uF+xdwllHVAJ2J2uWA4lYxFQt6OKG3Jyy8S6tLg9hHbrSK88PSxxsQR76I15784p/lUIiNJpxOSYc480ajIoIMR3XvPzV+vSXNQmWGzOvJ9H3H1P85497jC+p6BHiHTEegOrRUD8UfcHA74FhwCMxiQ/uIrngUjPpote1sTo4m8gjahDAN2uqYViv/09YZtY8mVYkzKTKQoHO5Q0cue3kf0K0ekPTqPsT7kanaJ8TuEVwQM6F2CcgIVV2zzHTd2xfawZ5dbns+u0HFA3R8htky6Ebs+YYdgIkIWfkUremSc8OrsnPrjnmBSoUYBYrEmrDVV37B+t0TnAf2LMc+fn2P2PcXklG8fd2AsfQAuT0i9oq0c/dAjnUCbkCjoue8cjfUMI4hUQFk76hw+/+yU78uS+8SS6BOGxYxFJXiVTxhYw6ed4GMleBYLvjpJMavvaO4/IUxNPEjpY8coNbSJJwtDZjJnGB+4be9JolOywBJoCUFKhkAnKSroCCYZ7D2pSzGLhvHwJYvwwH4nyKXkzfg1l8OzH3UejHMkzrO663l741i1OwTw1XnO5QvJWZxjZiO+X0O92eObJzumIJTs657b3Y5DmhKoAQqHFw1CHFDhDusPbPsNUmiOgWUut9xXCyZ6TiRjTHfPKJSkKieWAVrFEA+w6kA4GPF8PKNwCetrQ1eVRBayUYuJHbFMERPNYr/D6wB0QN11RFHMdHbO9vqGZHSCU56B8PTG4+OKzI24SCLS5TWHFrLLFHOssJs1YjLDCWjLit3dA4PTAqlBdxFVvaMtK6qP95ylGTmKvgsoIoEvxqxW9/jJnPJYEdUd1bLDOMlgECHffYfKc/xuR3t7g91uCeYzuijEYaHckVyckeQjyvdL6uORY7VgNrni9m6Dd47OtsTSU60d41NJqBTXq4rxyznxG09a14Ta4QPN6vgAfYQ2MaubX5EHI6KrCRu3RakUtlukk3RS016+Ir4YsWmvCfeG/sZRVxvsdM40zDncfyD0OYnTOJ0SH3awvGXzcE0+GMIwIEsLfNfiDgewlq7rObaO9HxCu3sL5Sc43pAwZJrEOBUQFwE2ixCJwLmWwJ5TBBKRHtirAJudY7OUlow352eI7YD25j1axhhXUYtHgrPnVIMtuuroHw/E6gzVCarvv0GnU7o4JqKmWn7g2DX0UYC8+opNEj99K/qeoD5glz2dhq5tCM4KkteXKHqsklS+x3sP7RHhPLWc8eGuxDmHUDWVPmF2MuHyVU6CJ8pzxD8SaxFCoAdDGAzpDz22bf/A3cJWFp1C/c17+sc9/fKASEN0EMBui2vqJ4VR9UMKZu3TfPkPe3n7xF6Y22v8D8Jrvm3p7m9ReY7KcqJnzxFhAHiE/oGRcI5+tURPpqj0qeBmTY0z5dN8cVT8A4Gtn/BTEvwTfsK/DP6RtpR3Fu/c07r8/fWefy6EgeRyGnC96LAOhIBxoRjmiupgaWtPGAua6ukGP2wto4kmK/7bM8j3x45vdy3lvUEIwT4ziHnMi9EfzqIsO8PGDJ5GY/SW10GKaGIOrkd4ycv0nJ3t+NTt0SKh9xovWgYyofYdJ6cRQZOwqEqcaomzGqE0+JYzGbNe93zdlzxrE5r9ga7T4Da8mZ1xmC+QtuZMTbD2yNjNWPsF01GGdo6mcQzkOXGnGYwnrHrH8pCyuYW6W1HWjyA6fv46w28F1uxYuBUuueBRKJw/cmxWzMMRH+olKQG9aEi7L0mre+r+iMByKHekXcPLy5f8H+Ud52LEedQTyxXfbe74YnSFWTUkeU5TGhpnGFjJSMTU6kjsYk6iOYlV1OJIXCQUMmQ2H2G7A14t6Lue1OUk8SkPTcLNQfA/X12xW39gwdPLv5zOuFm1lJTEI4XtFIc7x6INeJMqflv/ii+UIrZrEkLyPmTkJb1ZUZ4k/JeHayaThMvxlG/r/50iSJgFZ8R6QGseiPIvmIzOcBvB2E+ZjxXrqsS1LSfxALXV+P5AMoSu2nLc17hAMxwPMJOUX/dbXqQx0TCnXmkKFeO7mihRbFyLtAll6Hh2GrHb9xBUON0xLUIqGkYuYaxzChXS7O+Ikjmj/BmtaqjLgN6VCH3J9zbkxjzwInlJImMWbY9wEhSEsqRrj4zic+Q24H5xDcMp8iznt80CE/Ys/I6HQ83rVHN2nPH9+wpjBPpFznk6pq13OC9IjeHfvfgj1kMNLRS7Ib3V9KM9zfkDj+92jGdD5tMrdBiwnUgOVUfXHPnUPTL7csrMwl9/91tOFxP++M1z9u8TnNHkylJ6Qx0bOt3TBR2buuNlP+E/jCYsO0OXdtQ6YBombPol75ct0jqst0zUKbtPHVe5QcUr9t2RUDyp0xsZskFxojzWt/R9gGz9U4v5oaINBXpryVXC6LimCyx+UJANc+JQkWc9Py9mrPSBsZoyiWCXP3J7KCmF48s/nhPclgTSEKUJRR7xbfuRgTAsm4+YuGOYzwhVgokdQzfgz/JLZqGk2vWEoaB4JQnOLFYUfPw//46zyWe0VYuYpFipeD5IWWw/MEhf8je/abC1wpmOFsF24nn5TBIqSSscOvFYtyHWkqFURCpgIBQbb8gCOIkT7tsap0NkkGFswKfa4vqOYyOYD3KKFKzxfDaISVPHcrmBvsaextw0H+n2Naf5hpPoT/iPz14jas/ucMOVOqd66FF1RBzA2TxGBJJ4mDNKNNtGItOOxacdYRRwOrmkPTh6WjoZs97k5FeG2XmILVvC6w08ljQPlufTAX3YU/YVi03HZ/MTzkgxhWPVS7RLaTtNGglS1ZOEnv5YskHz237JQCvOQk2eDzh1OZXy7FYjqtYwneT06ZLTMKb/ofiphCBhx94Y9n3Owuy5Glzy2VVItNszDU6o31lCFeFHHV8vHtFtjr4IaUVDLZJ/IBIEcOwtr0JH9uKSw8MNpl6BkZAOUEXEZdHRfP81pusYRQnrDzcMp8+J04gk7NGiJ9IRJ6Mpva8R2z1lq5nMzqHsuBidYt5+Ynv0BBcJi8OeZ8OQaHYGTUKoYrpPR2x1IMpTFrcPpIOnInL76SOuqXHlkX1XI7/4jNoaGBXs5gknR4+6WTIa5zyUHm8c3jiSQYzq9+g+QPuQIpwT+xrnLHGVkdcJSebo45bV8YH1smMQnrKs9qQnlwgfIAYZlILD4gPCP7GJcmfpk/fsZENUG9rNkcNuhWmONNWR0cW/J8ouiLqISFgi3eMSaOslAQ/YxnEwEeV2x2QwJRSwJuf+0WAeNkz3e4LNO/JU4boWd3tLNpjTNBFyekYVKToOWAeui8mDK1p2zLJzjl2PzRwqPNDpAaPTZ2gR0a8WSB/jizOWw4hlBzO7JYmfIT/t2b7/WyQRQt9QvPxTms0CZxtaWqrAoRfveHX+Z6yOFtd1yK7nchozniu6VpDHDhk6bnuL979riyvCnNw67mqH9zVKJURqSmkUu42BgcRKeG4d439KsRQQoURI8BaE/sH20fFUvHzcY7cVQkegFK7s6GVJ/HKCFyCi33X8ydHoqdX6B+jRhO7mI14rzDRHyIhQpQgErmlQ2VNyLqRCSPU7gTYA5/CmA1JMtaTbXz8dEJDRkHj0EiF/Sv3+Hj/9Ez/hJ/wLQI803db+WDFUOkZlCULtf6+KKJBB9s+672wYkCWKunEEGvJEIYTA/fA9GM4C/MJg2icbj7SQDKf/9LXgnOf7h4ZWCsJpQL+3tC2sA8eb2T98blkZvt+1ODxRPAA1IBEtr+OQ0jn2VqEI+NQ9MtA/WAR4x1BFOO8ZqgQP6NxggwMDnZKrJ7+82+OR1XGFalOGLuD2XUkSKbZtw8kYtmaBb/bUckPpl1yErwmMJAsGNHiOruc0CzHHChlk5MElD+WRx0eLDDput/eE0lLvjzwcYTzwDFRBHGUchae2DcI7noeviNohR7eidB2xaojVjkOzJdcDJlHMQXSESUigat5EBW3XE0ctu64kiQa0xjIw/mluNRqBgSAzvN18RzTLMDh2NEyLLymiC0LnuMkWzJuS8uHXTMQZyVHjmwXpoOdN8XPuZgmbJCCOXxO7nmGWUAUlTktMeCTwmtSPsKFCT1tumhV/nFxiuyU35Zo3QUJkHHYHwqTIION8nLAva9b7iMYmhIRMoktatyIVAbGQmKnlOEl4uO+5dFOaQ8LA9FSrmg0lL68GVNWvGVy8xAhJEEi6bM/gTLOra25Uy0khuJhPMY1kXuSsZU3uNHEoGEcjhtEclXi2qy1xlFLwPYmHoUwJ7Bh8R3r273EM2RtNk5+htYW+otSXfH14ZKgzdmZF71paUj7Pzjh6iftBBExpzbyKWJQNabanDqCmpTIGHQpCHbLsaz7LW4b5EYjZ30VcDF5SJDW16Tg6yd99hNenBdVtj41hq3bcXl9zcTbg1RvD7rjHFQ8EnCJIOaiUaKDYLnZkpqL1NVhPESdcN4/o5DlNZxmchSxQXLsVRhoG05grP2J9c0/W3XOWRKSDKR9ty7E6ME1Pkf4j43hKrHPkPuTDp1uevZqwf/ia+eyKrhhQ+SPKHxjoMY0XRDSEMuQydlStZh/CLJEMrSFpLEmqOVYtSdWjRoZnJwOcWmF6S55HfOhX/GpRMQ8jPn8lkKuAB7OnTQaEKqEQLWuzoTItZ/GMqfIU4Yh35h4fGb7Zb/hFfMV8e8rHjyVR3JLnDjM23IUNZ82AyXiOcy1qlFFuLa1zNGtDF1mSzPK42TOb5Og4p20t21YQWMe0fqAQCddBx0I6VqbmPB9xX9fEasiLsMBIyzgLWfcVqQg57ASolqPaMY1bGtMw8mN0DCoGHZ8hSVGJY/JqxHfNNSqEQR6hRE0rt1zN3mBWNZoLPi3bp/cX7eh6T2CHzF+0DLIRv3088O3ygGkN0SyiiCY81JrHxw2d3tEqx1WSox8uGE5GmPdrgsagWke5qBHbjstXc5rAkilJumip1u9wWhDlQ04Czceuhd4y7I7IxYpK9jSp5urZGSsTYCrNvpH40ZByC2V7i9WO0hmOh4TZsGYapyA0gRAYr3gwlkgmvAlPcR+/QdYVoRyzWoZUlWR+GXEt99AYRNsxsIJObenVDBlKbGN+DNKTfEi63mOyhDoNMHsH+YjkxRn3tPSPn+jKA42raQYphQwJmjUvT8c8vLumddCHktfPhuyjjKVryE9PiIIJ7aPE7I40m5w8MgRVST7Q9Pt7hoOX3G1WhD7BdUdk5BASmr6CcApSIOIUIRTeWXrXEHSGdH6BMB28/cBRphTjAc9EQ39V4PDoV+dQLTGHA65O0JGniOHn0RWqN0w2JVKHdI+em0dFevEMczDcVSXFOKPNpsTDnFmcwqrFdz30HUoGpHFM+9e/xumWtrHUbcP5yxfssg0dByo2DLI5HA7YvnxiNKMCN4wwyxKpFVKeghP4YkKjEq7vWpx1BGlM9XhNVxrCwBE/e4l5f4Nra06++pLFMsTerxGnMUJ5slHK2/sdjxWksWE2AZVUWDytbXHKwcmE5OSEzjnumo7aGVCSSvV464gfv0EI9USQKoVtK4SDtEgZxufsfIW1DtEeEAQEXlDolPE8IDEV46CFxqLGM877NTtj6L1nEBdMinPspiWT5yQqBOdwMqaUO7St8f2RIJhy2woKrdB/L0jVtpjlI/1uA1qgpxP0Sc6y3HLo9wQiYJrO0IOE9qFDDQeY1SPB/ARblngcweUlcRhhdxu8BzUcEp6e/4PYKZjNaG3Fwj7SrR3dviLOIs6mEwL1e8lzkjyxG/73qGitkUmCtwZzvPsxAX46/46+2RL8M3Ub/v8BPyXBP+En/AsgHCvoQ9qFwVkIhiHB9IS+afF9i5ABQXaKjop/9r2TUILy1M5ztE8tjUkmeSo8SuYXIabzBAHMnwf0WMJ/4mo41j3uB80FGwjU/Ol3PpDI3zNqLxvLf76ueKifKvuxEjw/jWijkFzPcLbk6AxKeBKpiESANXCsHL3wnBYJIYKulwghSUVEKn93+R/qHs2TGmjQKR62HXkgGY8zyuKBm+M3pJWiTVrO41c0yzHfLR5ZHkIqa5lchXxzPPAfRkNGo4CdM+xoWHcdKmzQMbg+YDAdocIQk28Q8zk/679k5WuEc3CUiHrKqnxkHA85yyFSjnmmMZEmlBEy8JgIHpprouqEXgg6odj3DdfNEomkGGaM4hC723BWjDBecNN8RzHP0GHOs2SMDiSnwZDT8ISPzUcKkZJWDUomdA9b+kbROEHQ9VwVc/Ki5ENX8lAZBCE37rdcDHLm6XNWscD3AhG1RBcBD9WO9nBHvW/4+fkFX+Xn6P1HUp0QJTkyHbHqOqRrqduSfSkYpBPq+oDtOzIHUZSBDfjN+iM2GuGDKe3a8ToKWTvL2TjlNBgw8AZfjDAcKF8JojChaRR66fjz/BlbtYKgZP5myP/1aUueaOZhzp/FQ3R+oJNDnBAc3HsGScbAp9T9EtNsyQkwSlPRMNcpdVvi3IE0mPOeNS09wm7IlEIKw0P7QKBjNq6mxfNVPqK0GtPXXMiIuDwweJESiITwJGO7fiByHiFbtLcMVIDof2ANTMObywyxiPh+qTDKE8UwPZGoUBGNHJ/KNVpblITb+zXn/+7JJ/Tj8ZqTQLPsPS/zZ/hmx+XZJdvVCuOO/OJyjsksQZSzGyqKQLEvLMI7uk8Ggo40yPHxkVYvSJWgMSvErSW9mrHXJ1T9lCDMeNtu8TuP3C/5/PwUrS2PzYGpt3R6z7r8gPWeM1XiO4kPTxjpDec5rIWgSAZMjUS4ikPnOY1ChmcjpIgZ2hBKg9kXyGnIdfnA0VusM9y6FYKEaV+R6TkHHPcfasavcuIoZiRSlHAM8xPeNQ+oVPNcnpB7zXX1yPnZgC9iT189IKMdj9tHknhGOL4iOJvguyEf/u4W6wWEIY+bI8NpTCIkpy8TbusVcZjQhHCZpjwTFe1v1mwFqOzAJC2Yz8ccgltepzO2vUf0IYFs+G5Tom2C2DusNZjZnnV9IFCKWPb837v/DS97xknBrh/xx/mfocMLfDolPmQUkcGlK4IigCyhtA0myfmuPPJQ7THOMhkMuMwtjgazHfHhEXARL3LJ22ONFxmbJkK2HZXcUjUNRLCoLTeR4HzTsd69RQBxOGacaerKk1vH+1YTxIbm3SPSGXwmEOWaz0/mzKcpcb1FbXY431EJT9C35He37AdDpB6wW2re7Romg5yvZl9yECVawiAwhHZFoqMfbmVB46eYH5jhaetpKokqnrF6vyfHEvcHyustTlkmrsKLBuVyelETiS2jMGNZS2wH49mIyyKnSN6wv02wpkUMhhwD6PIOHzac2oiVrfBGsG8PTLMLOmsR+sh40qKsItIxtjqSzS+5D3Jak7G57VjfXvMmDjkeO5xSZNH/w9579bqSZdl631orvKHf5DZnH5cnTVV1Vbda9j7pD+gfC3rQgwABgrrUtiqzMvPYbekZPmIZPews1wVcXPWFbgPS+R4JRJBBgME5Yo45ZkKWaGr9SB+NGV2dsblpWb55Q3vYY+uG6TyH52PKuz11PqFNd5hRiiAmeX5N//BI83hHmwa4YErKjGR0xnUITbOhn0UcW4M3ucS/TMnPAprNmquvxgjlsfV99hIelCa4iJjolujqBUlv2WwaykDgaZ/TTc+L4A0PNDSuIQ8m5GWAvv2WYHWFPlbI4kj43GFVjetaTHBiGOX4JkWvtxipybLnHNiTLJ/BsUD4Ejt/zX18idcLvMgR6wo/lmjt02qHLsDrdlir8adT4lSxDCRJmWJnIeHC8unQULYOKXKOXUv1IPniKiH0amr9yD913zE4zTS4IpLP6axA4hH6Czzhw/F3iHRMYAZ6YfHzGYPrsMLRhQ4pexInaYXFWxne+AnhKaN8+8jm7QEcjBYRZ/OBaHTOVJ4xHiqE9FDhCKkC9NVzlvcHjscBGysOYUMvYDkOqO0R2ZekwZf0JsTz1NNu3vfv0KctQ3mPswNil3N4NWOfDWACegVD2pCoCKEMSAd6YCgK1Cgn+fpr4ldfIKTEXVxi+g5zOND++DtEEOIvlnijEUIpTjOFe1jSntYgJXVzZHOMScprgp/yylQ+wlut0Ov1k6Xa9wgurpBBiOlLnBn+ooazQ/NvqiP/v8pnEfyZz/wXQAhBuPQJFh7OgvQEEOGn33DsThxdD0KQDQUzL/vPTvfT3YmhesANLftgzoOIcTJAADNf8TwKOX8Rsr7tGToIRgJvOfCDu8c0lpGKuQqmhPJp1kQ7x23Xse4GBixlYEiNwgxPG+yWkY/8k8+8Pgx0fzJb3BrH5jBwfuFzFYzpu47SbNBOEUmPRnfok4/nW3YWonrCsfNJLLQG8nyGFg3BT6MvifJJRcwQGLR2KOVwVhD5ik/lnkxlhKOMB31Dc2hIzJE0mdIVAikCzF7wxZsJ84VPGIbshhaXd8wnEZuqxosFeTvG1YrlKiBJE3o9Q4iMVWBY1Dnfm5JtXzILxpx5jnBfk5znODlwtZjw8Xhg10luug+EoU87hITS444HYhURqpCpF3LX3nE1/4pJL3ioIEp90tESf2zxA4EgotnHvNWOm7CkCyANc1wo0HbM0DwinWDkpYRjRXW8Q41H3B8PWKWZ5jGdG7hrHrjOJvzyXFCWGhkEvG1PTOaKXfUUZvZO3/EfZs+wwxqfhDpMiVTEMp7ytmnoUDy2LW+iGa+CF+h+z1QmpN6Yfznt2Js9XtNgYkXWjKmaCnc4UhnBWzq+/uICxjnf7/dcpFPkPufu5oHpxKcbCrJYMr6K+b54ZL7yQQ+YWJOPZtS9T1NWXI1SSqep1CcGGZOrhCi5xht6ei9CDJr7zoPTCdPeEYmBXy7/hk/9R/b9wM+T5/xd8QOdNSgb8zIdkcmOQ39D2xcYe+BORCyia/oEGhuhdyWLJKCMKjwhia3lK++nznHYMckTjseG06DY9w4VC16PPcKRoagrat3TmZZGFGzFGmsd/bElSiDXM2KV0Oo160MF2yPzRUo+Nlz5U+q2pInn5MmUJPBot3uqRuNWHV9dnlG3JVPPZ3v7Hc/cCOE0nnrJsfWI+ilv3YHLrOVd3dF0DUtiZs4S6prchHSjJXHw5J4Y+zGeszjdUHd7ltkFx/ZbwknIPFkiTM0VGT/+4wYTKeaXL2k3hnEg2RlNdyt4M1W8HTTFpqUPLVaACnOOZmDiO6rihuvsF/xzd89QKNJsRO5CNvVHBh1yNAWvohccTi1LP+ahavGcT9t+wFOGRCnGQUZkAnLtEz17zuHWodKCdhgQk5CiKJjYCc2gySKN7BTOOQJgLmq6Y0t1s0akIX3Xsrup8LYD/s8ijlHHeq9wTYxnHVke8kPZ8TLx0aFh3R1ZpgrsiUrt2OoNU5kgGyi9grflD/h3z7j5TcFBC6QLWF2/oR9vOLEjNi+4HQx4KSYusQ62RnOZrehvJd/Waw5G01aQZSEXy4S3bz2iXJDnlof7p5uucg60RnotjT5gnaVtB47dPbPJim0vGLB4icezBPrbkiH0kGTcvC3Rb++Yf7NirEqa8ojNM6Kg5a59xJx8jCf4xIZVsiJqztg3hiapKdwBgyYMV7xOf0GoDuAcoT+l6GLs0GP7DldXOAH1IBCBj5IDKtI0B02uU7aixks1zlTYoWZGxFT3TLIprlWMGsmqUehyz8kP8OIRnza/xZ+MWJsN7w43/G3+DVV5IiOn3TUMTtLmI+pmYEgTRkoRBgHDruPubs/9dkM8veLdThKonCERJOMIJTtsMkaaD6Sra8rUIfI1i/SSYxmTXi6ZihKlP3ISB5pQUNYPlNoghWagxYg9nihx4xhjBmIBtizxz5aMZILZK5StiaTFoRkvfaJkQPsS48H3RU0r4G3R0FgDnkGHgteTCcfv71nIgXmcU9sxNz8ULM6mnNtLbAh+A93tW1SU0dz8gB9PkQjq40f8SYLBAydpKWA5Ihn9jFKWPCiHXXxDPz6SX6ZIPeO7ysOaE6+jhOH2FuUahv2BcaYw5YDTJ4zt0OsHksU1ru+J6IkyQXC54qQkdtswiUJ62XDSWwYDogkQg+X2sWQgJJr67CYfCYMYywKJfFqF5k2Qi69ITg6rPiFMS6sbAj8ievEFSf2IRSMcjNMpdV8ytQ3bjYeREY4GqaBsBVl2SR4/zcbyrxoM3mjEWZYhx2PujzVm2DBLJUFaY7AILLE94dsUUJiywFYluj3g7JO4NMJwqG5wsU8wuQQhcFiO+sBYn9APO2SUE6bjp3TnNPnjjLFSDPd32OMc1JBZAAAgAElEQVQRANe0dGWJePMVKknoXIMxMWo2x2mN8J4erg8HDc/CP9aVF1d4kxlu6JFRjAyemgVShQjl40z/Z9ct/c8rlP6UzyL4M5/5L4iQgj/NJShMxwddsdeO0lhS1fImcjyLRv/m9zBDQ7f/EZxhUBG35R4tCvzRJSDZDoaxZ5hOPNKRYugchax4r/d/sGbvTYUrOq77ECElmzhlrS14EikFC/W0cD7uBFPf5yoL/+wz1J0lVYqTNn8Yh256x1QpnLAMaF4nc3prcVbyWJ3og4H7U8eZP+L9sebUBfzyPCXtJcWjIJkJdNIxSQL+ahrwD3c/sq5KxBDz5ZcvCNcRYWwJRUB8fsE/9d+hhaBrDH1Xc3AeQTRjdxzIvJQwGig48E/1jkCGnPkTxq8c892Cjx8KrLasRhG7+4r6GDGsoPY1zy4T3H7gBSkzQoaypy53cD6nXe0Y1mvC6DlD6CP6BmsS1i6hrUpeBmeoAJRTzOWI3hRkUUylfNLnPyOoJCc7UHiKTMC51fz6tsb2AwEJTlcsg4hjomnTnNibUMqeVAic8pAq4bjtEKnlVDdM0gClO3KxwvMLOn1iOPyakQ2R4S8ZeZqqzZnJjD6t6GgwfkAy+5p1VTB0DZ67YdRpvsy+IY2fgl3Gx4y22PHi2TVCHvm4KbnFcBIlPi3zcE46icDriVWPayVKZXzwtoxMgGlh4zpyNWKSX+JPOu6q75kMMffVkyVuq0N6z3IV53w71AwNGGF5LQaGsqUfMjoEKtdUpkSz4LuTwG8jZAchA8/yJZv9LcvZjNf+l3w/bOntkeswwYmMkQoJdcFgHX1rUWGGsz2q1bSB5eXiV9x+KigHy394ccY2CHBWMOt6KE7cNWvCfUYQxvywMYjMkkwMu80jx0nENGmIEp/IRsg6oywts9QwZC2Ft2awluezN5h+4G/H17TtI/1YPHX646/YHo5oERMlAbHsiXclD/e3jNKcuj0Rn3scxxXKPO2snooRTgfctJZ5GtN5EQtvTO00cWaZBimr9Qm32dB5R46FJJzHlNMRzgnK8hHtNKFQjJIFgWfINERpwhANNOuCGvACSRd7fK8rurGkbODDu4arTFIJH+nFNN3AIAeavsTTAfM4J1QWYQTBg+Gr9AUeMeZeYM/XFOmBRIRchAsGa/jevifvc/4m/oKzKubx8anZ0WYxoZ2xHmps0zIES5IUwutr0A1WDlxlYzZHzfyso3RHLoOQs0mM1T223VMT4pyi23ek45yTqWgGg6sEKvFQQ4wMIYqgVSVnQcg4DAiVIZIet/tbvNSjGvYYY1DSp6x7UIa1PiDXOft9gxhFnOyJ9tHwcjbCm2XcW/hdXTAPM0bxGUVbopRHR4AQDS0NQoQkEexOLfFUMp0lRE4xXhiu/IS6GBi04TINiMIt9bolKH3KytC6AS848urVBfpZwEXYYe9LWl0RBAs271uqHgYk/U6hRiPSYMtZ5PPJFngI/CDGi0OqdcVg74jEiGIacWPfU9dPAqDUBc/mv+BN9MUf7vv59oG7H35ANw3BaASnA8lsyuAHOCmw2Yb8fIkKQmYvRzzYt0gXslAj8kPLsN1wNg6wZYCnO4zOEOGAsAnu24Lz8Td89G7wBstZeMY+diSzOf7aIpIMNTnjlM0Ib+9RY8lG9ATaMoiYIQgRUYTU3VMAUZwyZDFnfzUhYCBSFXY0UPslwV6TL59TZwfyvCdVPs32HV7V0cmcfpSh0znx4FHiEJlPIwztsSS0jpmfoPQJefaMdtTz8OM/sd7uyPKckQtRytA0O+ToktN9SzWV1L3ipiggGbCc6HqDHo/Yb29YdCXNx48cf9sRjaZcXX/Ju+FE6DfI5o6xN+PZ1/8Vx//9f8EIjWxLpmfXtBFgDNnZOVpKtrc3hKEgH73mx+qRbV1QFwdkMOJ1OOf7/W/RVYRD4DvN+fMRetvhNzXlLmK2muPtPqHSGdFXV9AZbNugohgRRXj5mLCHOPQo3Qc29TsGLONkTNwFvP/NB07DHt9LaE5jxi7CP9tgGSFF9McCIs5Jrl5jjMQ77khSSfTV18TXL/H2HynrDUb31O2BfMgQhaa5ecBbnBG9eMa+0exry2GtaJKWq0WI9ydONessQhu6jx9ITkde5B5T8YljmHLCI9Aatd8Sez5Df8Atlk/WY/gzUWnF07mc7Z8syb+3TVsNaPzVCFN2P603CsDUfzy2aZ7Cx/6seDOY0xGVJHgiRPoWGf3xe/FkgAz+ckZZxTHEfy5uhfLxs4u/mAn2oslfHP//Zz6L4M985t+Rna742BnKnwKxSgutPbLwEyL1b/t5mv4EzuCcpdWGtm8QKkQNHeqnp4CNtUwBKQVhLPjU1n92Dn06cigapmJGOAxswhg7nSM9n/Fc0NYl0jpejiaM04go/vMwrTxWNJ3jPPQ5aYNxjuvc5zwKOeoS+5PaDqQECaLRTNyUoqk5Vo5D3ZIkUGgfO/jsD5a2C3l1PmLkOe71tyRGMCbGBnDwb/n6q6+J/ZgL+YJTVCCaCGdasijGNpLKOc5zxbp29F7HVte0XcVZ4BP3JX57x0iMuEpnPH9+zn6vOWwrUjmlai11YWEq0NISRR6P7zXe4NFj0CZ7WgXRr0ik5NZ6VNGCLHLkumVoB86UYu40sVjRBj6PMuDKn+Npw8SN+VQ79krTeD0BGdu24tqf4rWPKJXTDg3tWnBTW14tfT4VLf/Nz94gp5KuLUiinMeipx9KYuexTCdQ99jBYY1ktMrxTlu6/oTypthyh7E96Sgh8APuuhNmsOzlgQ/NAxfknI4lnoJ85ZiEPh/fFWRdwocfbxhPErzzKT9u/56t6Yhnz6mMhyclQkm2Zsck6Ljf3ZJECS8vU4qD45+/lTh/zuU44dtNz1ezc7bdd5z5EyLfY2MrTmJLKpco3+fH5oFnakFiYorKcOtvkVsPb/AhH/h4V3E1H3MwI7bVltCCX2qUcIzHOW/GGfLo2HRH3ly85GHYkfuPYHo0PQ+9RQUhMGW9PXDhzzmtSx6GLbX6gVCN+PqrEb2/Jzz06NbnWPRk4wjfJZQ99K3luDXIouI8DzlfKj7ZH6gqzbTz6LVHfrZi+65nGZ6R/rzhg3cgGDykL7jz3hK4iF8mf8P2tAPf5x93Dwj55LSgKjHSY+T5zBdzpO6wqaB8f8vy5YIsD1ktFjx+/0iDD/mcdjZhXwboxmc2CVFux0KeoNnghRDHAQ/9HfV6IF+kfPDuuM6eIZ1ja0saKdjZlmx8zU37A6XwGc8uUGWAenNO4Gqa2icwjpEf8SIUzNMn+2K7OzJfTLlR9zgPnIYLb8xERhS6RIs5Dx8tSScpXIE4zbj45n9AZBqtHimGNWfhDG/w0LuW9aNFH0JcYAnTgA8PA5N8ROhP+HDouZh7NBYOP+3ODUL45c/OCHzFVKSEE0VRlfRDha57LsIJk1++oCo7ykfJ4vI1bgrVpGcRn1EmFhEf+NBvKE4D55OESGVMghHvGo0NG6Sf8jo5421zx9gbwHc0XUvmVvTNkTDP0Z1kEic4LFOxYNPX1PKRLJ2yLlpWy4y49hGxZZHGVMeepTfjrq0xnmOSKvJIcjELWAYpheho8piRCRgZw1A8YEuD7hxmHDGazZC9JggkVVuw++0PRHFF5l/B2Yq+cjxsG7TyEPMpH28a6AP+2+UZZv0RL3EsVUx4fsm7hwP+cY8MY6pJzZ4H8AuScYbUjsiDTXfL9LahP+2IVYJ/v+a58Nj5HnQtq/kSIVs2amCvLOk8Yt89sAgyRpXiXEA0nYGoKIVAjKfQ+9RtTeUassbDGxTV24+Y2iL6Fld0xIElu55SeYJT2pGH51zJK27LmGPR83p2htd+ot9t6OIJcXZNPVhkmoOnWKwyutay9A364QGGmsX1BJeuoB/wO5+gMYT5AuFW6FNNVIV4ZY8pNyi/p7qy1GOf+7qhb0p+MU2ZyBROe4QtqYIcN64orWYQDmMMddeQvkppqg21Bqqe6es3SAS6qslGjt6diISmS2JSX5EKHxcMiEmGOVQUHz8RvUxodMPp5sB45jFU70nyBfnqFe3xAb+TiFNN9uVXSH3HcDogRyOSJCbwznlXnuhETjCfMCiDqhU3zVv6ZstsdE3fOXb1R2Q2Ye5bqqHmLJkTlDX+2TkIRbBcYqoaESbIsznBfIFQirDdI+wNH25/jQgj8CVW33NbNSgpEUDbb1G2Zf8wwpsUXCfPKZ2ktY7Mk5z7EXGWMoxH9N2Oxu/ZhwNTu2M+f0U0WVB/es9ZOMPvwCmLF0hsVdEkCQ/bHisNgT3x9rFEuwkvlhNaq1kP9zSuYboXhPuCUIaoxuH7HqPiQLI8x+w2hCIk0wFu0Ax3twQvXiDiGFnHGPO00SMwijxZUIjqD8nOAsHInyCDBrIQ9ScNAhH+idD/15HSf3j56fWZN0efPdDXA846JJKxPyE88/+Ta0E/WSD99HM69H+EzyL4M5/5d6Qx7g8C+PeURnMy5i9EsDaOY2XQxpKEkjz5jwRYmYGhfkTICKkVRtd4wSVUDqkg8P/cbq1+iqi2Dsq+wlQtOys4mpYzL8QKhS1LgknK4/COUtUEniCLdyT+KyL+vHO9nPrUnYUGkkARh4KXyxBPCELhIxC4n/4EjDVgW4bBUXYaz5NczkNOsuCjLpl5IeNpTkpCPzjWVcGP25LuYJESlAIXGWpdcSo87k5jwiWE5gvmM00SxKwbH31yTNKQi1Ty/LnjkyspTMNV77M7/gZNz7l8weY4YDtHWb8m98eo2lFxBOcY54pItKh5xPBpoGh7aleTjUOKUJAUEzZtyzFpWZe31LrjV9MVC/sbHtsDvZtwNkxozRIvOMMUJ2JPEUmJZIPQByLhsxoGzoIJoR3xm+6O/fCRxF7yUGomckSsBYPQfPvRcrm8oNMh5aEkSya0047muOd5dsanwyOjeIquNJdiBJt35P4l+8rizIZny0vqOOBTvcG2llUwpix3fKg08Vgxm7/GM5bbDwXPzh75+eISISOWyRmnsufb+z3xZIHf3jEPFIG6xjMxprGMjUbZPX5+xIU9j0NAV88YqoFo6bOXFZ0YqMUW645stSR2gvFZTNf05KGhdR6DNZxHGbuj5lWQ43UlnhHok4NM4bSjrRNqG+C6kEIfeJ7NCYaUeh3RCoket9zWN+goYZQUnNqah2YDAr4cfYOtF/x29z25C2kOlsGMUKHmdNSI+gH3fc3i+ZJ/+PWa5TQA0dCKiNgfUw4HxqmHDB2B0JitZfbXcGwt53HMaX+LpzLMSPDqmxW7+oBnE5ZeQiN6pCoZu4Dn3S/4u4eKdWWZjDt+oCVVhudhyt2Hnp3c8Cu15O77jvlVyEw6xskZ42SBNgaWATK9JLMBJxfwd9ueuu7J6pBPn3rmZxHT7Mhw9EiUhViw0wOxDDkcCtqRR+VV2MEyyJbMX/K2aiiGPV/EzzCyYGPXvBhP4FQSxBFvwin/8us17/oTFyoi6RViqvELy3UQELgF0XRFDqSlx9GVLC4u2H1MKZ4fubcHlBJ4VlN/CEifN7yzB9IgwfUBaR8yVD0dDWnyjPGkxjiP65HFH3mczAghNHfHlq+vJd2+RveaxcRj692RFUviJOJTc8u2OBGHjl9Mp2RuRzW0lErSzUeUB0l/9AjPcz4ZyTcvPf6PdU1pHReLjDdYqk//wtXyOUJEjCcv8dwBMVQ8Cy85NJ8QDp7lP2eiz/hhgH3T0Vch6RBysfDopKbvtuRly8qzbNMxXewxm2bIdmCyP9C+/4SVmq+vF7xzDhvAfOHz1XjMRlt0K7FFRs2AGwwvzXPaDwf2k5CDL9l6Gnvm8eVuT1DsaU1DaALeP9xxcf4KPcrQuw5TGbqdIR1aigq6V+cEaUzuDxjvwKF4JEYz9A1RNCJXHlY1HKodwTxkqgNCKegPN6zLe0zXkB4cXt8Sna+4cg5VS4btHfrrZ8zPY96edhjrsyg0ndmi2wlRsKI6Gm5ki/UMyoSsOZIGPU4HeNLw/v0NMy1pSwOLGV5uGERLJlLi0tJYj1E/ovlhRx7HeOmSQ1Exvl7hR5DkK+TOkVQBYn5BP3JcT2PmVYP9/gd8BVk4oO+/J8q+YrJ6Q1c9YIyiLecUxwSx36H2J7zjJ5QcGCgZhzPaxKG7nvk8Y1e/ZTS7YKgP2MZhPIdejSm7NdHZnOB+z3iZcei/xeDhr17yOCgej5+4DhKu8pbNcOJD+4ivDMtgQRqM2TUlpn5gICV/fc10vedkdsSeRzv0GAFe4FEkmvGX3xBVL3CniqHvkA8tQRBSlZ9QjWEyfo4/fcVNu8YEGW35iFnv8YOUMmqxg4auxJ+GVHtDYY+kyscPNJ3dILPnYCxCSUzlMEeFNx1D4ePGAr3f03/6gPTvmMXQ9jVxPiH1K6pizzhcIjuJdQZhWiKxYOzHRGw5T+ZPlchP3VRtHPcMnMIW6RmcczwMd/haEj/U6H/8kX6/x04mqNGE1dUl64PPpw8nhmOHP9KowWGd5vF4YDpuuLcFGo1EUhY7iuHERXiFHCBVS3y/wbkIvAUeE2rbYnxLrH1UURK+eInwFe36PcIT+GcLzoOYOBKUosXDY+GvGHkT9Jmja979MbnZ8/DmZ3+okWScILMUe/qTbrCUqPyplsq8HLXyGAUVw9ESyZhsFuOP/5/JNuXHf2h+fOYv+SyCP/OZf0diGQEFv5ekDkhk+AdR+nsG7Xh731LUTzdUIeByYTmfBvxrVDDCDjVON3ii5zw6Z1NPuf22wnmKTAlGhWT8WuH/ZK2Zexl7U3E0FYO2fGw6UhWxb470IuRsEuCcpXE7OtchEYw9hUHz0N+QyBgl//iEMvQlX15FFI1BANIX9MIhjCFVIWfeiLU+4XBIFFdxjpSS+yjA92BICsq2ZyJSdmVHrQb+u2WMaWDoBLp/EtD2p5UESjgyL2ZdO3w/JG3m5KpnOFqKXBFPDdeznJkO6FJD4Q74vuU6yjHVA770iAkoS0WlSyYmI44Mj2vN5TRgFUQkLxr8fM++3VA5hb6aE+kEKSJabenvO9Iw4nBoCfoT1hvo3EBd7UiqljfpBR4p3S4kKzpENGd70sTjkOPZgRvzO0bS56xTPK4/crKav5r915x7YzqrEZ1mmiXM0xBz5tFXKbWBIAwYXU8YestuP8bKgFUuiGXA9WRMe2yRRcP4XtIMEdYLCGRHmCrGUrDSGQMVDDWnZs08m6IHeHc48kLM2Xy4x/mOlJ73zd/zqxc/B39OUxuCYEopKpYXZ/TpkYtB023vSLMlx+MdbVsxyUZUzjJWGY0T2O7EeJXxg17zxcUF3lFilUYIx+Vyymlo+dK7wIiYsR/xKhhRPmpMIfnh0PDXrxakiy34JeARRQpfTvG1xBmYpyviesr77098eab43YcCPx7xy//wSwp/x83hyKGA7jCjt5Z4UnMZxrzuEz6cHom9HKRPYi748XjHJFgQFhH96chsnFB1B3zZE0UWmSyYX084DoaX4xFy02PWNU63jEaSpmvQMqOUlmDYM/OWRC5EGsgGyaV6hhk0Z/2SQxHw9m6PDBUj69FaQWcMz0PF0FvCxGewjuk8RDYQmJC5r2id4f+8+9+4uPgVvzMFNYoX9isejj1hEBIqhSoFee2Rr1aIdMcqjrjXj0yDDM8I9rHPqa24zFIG67DDhJsmYO+2FH1F6DJCL+Zi5LPv3xPKJU3Rs2q/YBn6fLstSCcwfT3i0Jccczh9fJqRfGgNl4tzsuuE/cHgqZS3zZoDDUVnCeKAqjrx82hC7sXofUvfW2ZJyGHbcTYOyb0AfT/BbAxONPSlQbcp7lIQSR8bCA7hHY/ukShU3BuYVTNuDu/5WXxBMgREwZzLKCJ+/J7fFW8R3YhhsETPXrE7F3BYYgvJEGnW5cBFpDnzPdLqwON373Bac5AZ6rTn1c9fc+vvafoD0yDlMv0G5SRxn9J2ASIzRJXAdAIvDDh/PcXIE9lbGIYjrVlzls+ZnL/BqQyx3tI8bhjnHttNy/D+jp//4gX+ecKz6QxtNZuuomg9jlrRN5a6E4yShLOvM45VRz10NLHgSnnst7fIvkfaE531cd6Ih8OG+escfxKwuT8xmSrieUo8j6lFgNUpjbOEasBXR2RYsrxeEZYGu/2Wi/k1a3WitQMH5bMMHHEJdugRSKxfs7//lnEuGPSeMJrjogAtO95Xf09r97hgjL78kkS/ZF/3pGHOvS45FY5JmKPihPVhjT87Y2pTpFcipUJPMsrbI823O5KfzaiiLX1nwRjSaExSQVmd6E4V4mqECKecZMNkrPB+c4MwkpcX1+xcCvGU6dgjOf0DfeKhgp5685auOdC9LQnDnzHKX1O4FQ+nmM3xRFRq5m1AqyJG1GSmwDusSLNzglHBxPcZuOSh/MTs6gzcGBVGIAVKBtR6w+qvv8K2W6pWYKOQY3NLFp5RVwk2a2i1ZerFTM9eczytCbRke1ij1muk8ZGm5FQYLp8tsWHNri2R4wBSDz95jtsaHqtH/NMROkNwfoXa7NCnI5E/IUyeMbw9ou7+mdUiI1vkvEsydFujh4Fn+Tm33Q2+tmxFiZpnnOkR3eGe1rQk42ewekX763/ED2PM2x8QYYLwYqRS9O93iLwHDxLhk+kduaeg16gsJ89DgipjpHo8JNKLuV49Y+q1GNdh7ID/04P/Q6X58Njxod6SJI40bAloiOKU+nCDd1ejD3tsWdCXBeFzhTd84OryF5S+h++X0D5iHiCJVoiZ47tuTYdm6o8AjQgjejZP16ZSRGuIxAiVvOSh+C2fzPeAJTEB1g5cht+QeZrw+TPy6+dgBxCOxE8ZSw/jNAKJ/KnT6k2nCN/HlAUIiRqNnmzLPyGEIHz2gv7xHns8PgVjrVaoLPtjfahi4kUMn8Oc/1/jswj+zGf+HbkMEl65MZt9h3OOLPeZ5NHTn8efcCj1HwQwPDlmHnYD09Qj/JMZEecs0gvxsnMArG5YeBGnY8TEGaLAI1GKrnKc9pr56klE517MG1b8s71hCBTTwCCqCiw0bqA+FXzx+gXvucFimfghEz+gMzt25oERT2sxEv8SXz3d6KUUjFOPh67nsR0YAOMsy8DnOpwwUTGtG4iET9fl3B5/5L9fTTkp+Lbd8fPlFGk9TtLgK0ntOiLho2zMcrTgrl7/4bpn8Qx98Mkjj0NdcdoVXE6mVF6HjCxn8ZilyzGDpWw9XowcZX1Ds39gIj0sCaGacD84QuGh05JGbtF9CAtDG3/ERAVd/8DUX7JIPHa15f3+PdP0iroX9BNJEWjM1FDtD8SZxAsjAmHxrKIrGjp86CRV29OUJ27vdhTXAyraoYIe1x34sdzybPSCYv+JvnnPlX+FjS9wSUI5OJYzwa/XDaXueD5JuNMVUWB50DtWkwnhMOPD3RZf9ETrlqXu0dXA47Ymf/UCPz5i5AMnY4nxUV7LMphy359YxVOUzYj3IX+1XGCagdmzZ+Q6g6JjObtAVxM295bT0aNrOr5evMSM7yitZdI2qGrDsW95rLaEfcLYwng+ZzwETLMZ6rnjqA8sRE5tB4Kzga/DLzn0b/F7gzg1LLMRt4VjGkiEDLitSoROcMKxLxRRfI4eSTIhuMre8O4wMFDzYjJmHOY83jkuRzNk4aj6jM2hZPJ+zPhnLaERFJvhyR4pwGnDYXvP7sea8dkVo/Nzfni3plE9YTKlNwo1SgjCmqYtKDpD5Es8bUA/Yl3KqehYeCdCJ4hGkCWKD9T0WhEFE3rVEKcp91XFs/NzkJpAfcU/v/+fkaLl0v1P9NRkuU9jLKfCsZqM2NodIOmHgbk/pS4F3dCSegIXK7rzBY/+LaOL55RxxWBLZmKC7VuU8wiUZJEr3t0NPBaWxCmeX37FsfyRrteUdmB+/QVplLFqIJcjPpw2zJKIu+aEVpbe+hjjs+1LokihlE84g8bAzW9+4HJyReZNGQLJ9+/32OmRKA+RJiD2V8yvBmbjhP/r45GmVeikgVgje8tsJOmsAyW4uAh5uLlnIiTVfo/NY/xwTG/GqGFKAHStoPXg0AKuJsl7olHEi6lmaHu+TkaclGVnDU1tcc7RDDV1c8CWPirqORSPWPV0r2x7MOsHeJkyBD0elqaG0IPu+AHT1ZzWR4K+QS0mdEaRqphh+0By1eGCGqMtg7VYK3E1VHVDqWtG1zPOXk6ZpBE3NzUj1XL/8UgUjrm8MpjdmpgEM08pdnsGO1C7ivHzCBkmxKGHdGc0dUFnW4pPmm3lSIIQEUoOsuJgWrbKMF/5rNoEE0doe8BT4mkVki/Rtib1Fa2a87h5ZHGxJPUzahS7bc1hU+O5jukiJvJ6/K3PuXqJnyxp3v8TfddzFCM232345ps33JmWSRxwKVKi6h4rWyIZoKOeYHbG722eXbslvvwZR1dibIs2PVftiI+P36L6FFP25PE5h4sJavDppWW8jImZoJ1HFkW42w8sug1NMyV/cYHanOAEX1//LcHCIduCti3Z6ztIPSIrSJ8pThk0xYgmkGy/vGJ2fyIZWsKLkPA8xBnBoU0w3QFT3GKVh5+NUfkYXe9pRjMem4jvHhtspzn3Im52Bbk34dnqGW77AOWBUTUnjKd41tAcbsnIUF6G3xt4/y1BekVoCoIsoRVv0XbApAHl4xY39ITnEWlywXcfbhkZDR//hejZM16NQ/pqyz4Z4aSAfkDFIaFtaCVMgxXrWYpSPeuqJCslx03D0AqWo4CgLYn9gLqqsG1H4nm4wwF99x4xGREES2yz4/XLa97PBLnzuLQRZ7njZBv8PENiycQKGc7oi5JOJrQPNY3OyMZzZFKiAg973GPHOdiCYX8LfUmaREzyS7b6xD4LqJTl9eyMcZAjvu1JvZjFqyuyvIbaINMMT4acKs163/HxviL2YJJJmvIDj999Ig160jwjbjKsHqHi5GknbttiioJgMkeZjgt1otzf0a1NFZgAACAASURBVA8lyveotY/G4XRJ4XqOduBVOMdOUrxjBr834nke3uqCO/fAj+oju+IdAJGXMvJG3Kt7svUnxNAwD1bE6RVBfoEQElPXYC0iSeBPTHYqy/5M1P5rZBgSXb/APXP/2WGon/m38VkEf+Yz/44MtSP+FBC2gtYY3EFx8UVIMPrzTnA32L841ljojSVE4pxD1xuG+hGswVmNl5whcPSDj2xrchkS/MlC9q7583PmXszcSzk4g4t8zAGKwqKQZMuEW1NQyYZB1GxMTWUVc9ESCA/hNJ05YN3AJPrqD3Mn9TCw7yoqI/jYPYVkfWp6TA6v05icJ8EcjkOOdcDj/kQyknyRrRjJhL6FsbKUoieQknGmSEIfuX9GvMjo2gZlfaZySr4MKU+aKT37EN4f3zIyMRcXHlkoWaUTUpWSVQcOdw9Qx2A1Lg5I+oo+8vBVwLrZMUlWPNYVJB11eqBxmqAaCEJJKbbk3pLxtOKrYMpWh7jOsZhC4DketGWSBRhb09mWMDxDtA3CD9FhwcnuMVGMjkYsdMxNc8u5SXH2RGAbhOjRVKz8iGSwqGBLdDXhfbOh7Bx/X3Sc5+ccugkqhkmUcmJgnrxiHObs7tY4UzJ0A4MKiP2IuZGYzJHNpuxzn6yL8DqP075jU3zgYvYNv8qvuD19ousO/I9Xr9i3MZttx35bsUk7rl+cIwrFb/6lY9c7Rp6m8O64baY0VUHllRybAef5XAxwlixplMXiEaspk/2MkA65uMD4gpM+IMKUT87xv9YVv0pe0tU9czeluu14PY7xuxbXxvwqzthIi+9Jbu53nKKE0fUUPxTc7zbk/pJeQS5SFjaiOZ2wteDYC6qhx2BpWkvQjcEUDEZjnKCzjiSOqL9vMZ1jOFnkTKOkj7Hd/83emzvbsmT3eV9m1jzu+cx3vu+9HgmAIoUIyVHIlyNbnvQ3yFIEXUbIlyFfnmzRk0ODYgAU0EDjjXc88zl7rl1zZaaM2wC6he7GQAIEpfdZFbWrYmfsitqxfmut/C2kFxJYj2juchLMuOwbXNmjO0GnJGk4kEQWRyiarz9SCsnrF8c0YmDuveb9w5adbmEIyYtjkiPBx7ilKluCsmOW/S5j1WAfCzb3WxbzKfe6xYqUVOd8Ns1IzYA7iljeHT7tUUti5qcBi88lu4OFIWLZWLTd0ArDVt/yn+VHLKY5yeDwzc8rDjtBmoDpJDcHzf20I1Aps/g5148FXlHzhbNg8ThB+x1L+Wlrwtkox3UdPFqs0fQWQpnTGfnJoT1xMfcH0qFl64+IO4sXpNwNbxBBTqcyTsc+371fYozPZ6cBnarwJoYnWch625NKh/RIYN0VAsORe46X1VRNQRpmpDwnEg7W24PTkvgucyJ2NzV5pgjjB+7vt/T7gn545OjpKUtHEzkOZ/6UyJGUQQ+9QrYdChdjwZUS0/UMdcdIuayAZGa4tw1ivSK2GcLpscIyCMPCm6GXcL/TjKzH6MkXuPbfYlzJgEIOBj/z2B92RChEKelFTdN5iBpc2TLpoOt6TJEwi308Y+itwQjDTm8J5hnfDjVlsyHvG2ath1+0nIsQp7f0esBzFdvrFTK0tF6HbmqqaEE473gWeNyXA+HFCc7tLbZX+NbDH/uY+Ix2UzJNLE0Q8tV1RXjkM3YhqmqqQTE6zokjqFZb5OCQPXtOeVtivJg2mfD+NkU6M7IsJw0Votqjmw3t9op2WBNnxwTnz6G6Q6U5Kluw/PivGaUTtNGYGoyvML6lF4ZA9IimohERYevTPGjMAMq1lH96i8JF+YKRaDns77AXzzD5hDZK8KVm0rV87Dboqme7PhCmOXePD/SlwlRzbKpZ7u75vecvGG5BVQrntqc7NJxf5DjmjsMaRDTHjjX9xAXPpRfq01icHqqD4c51OZ8tGJuO9ruvGa6+Q4QJaEH2+U843KzJpmdsNg/kIkTud+Cf4nQhYyvQTkItDMZpSLIZbhdRbwoCL+O+UtBa3HpFz0B7d8U2+ozRocQLZjTtDscJUNkYN7eMkwTP9Lx+9hlf3V2SJxDvFXd7TVXXxDLBeh7eekUwmdK2HfHZBc3NJY5p8dIUZTVuJZhsDafjC8JaI7c76GPaF59xaEpMXVA8vkFYgxrPSaqY/mGNciS99aE54HhgjcWYgvr9z1Ep6P0KZzxhOh1TzI846HsclfL17oFrueO/+NFT/O2G7vErulqhpSCOXbaTlre3Nfu7DdcPNVJJnr2G4eqSdqgIlUPXVRT7isATCGFw0gybpDjjMSpNERKihxtenaZsBhcRKO6DPYGRWBHQCofeDpS6Bw+yF6/IuhE1irXj0jgDj/WSLlDILMd2LYVoyNMndPUdvVYYDOvugSMUAhezLtG7Tw7pMgrxLp5+Euh/C74XwP/x+I0iWAjxE+B/Bc6A/wP4H621m1989m+ttf/8H2aJ3/M9/99ltxxwrOTU97H2UzawfNTY2a9mBiNf8Zcpy0+4ShB6nyrGutnQ7S/58yy8HWosAulGOErgBi5Gjn/l/iD61WozQCxd3ulLtBtzFyV4niFzRwTjjMvtivkkpRE1rW3Z91um/oS5m2H55D7Ym4peV3hOQjcUrJqP7LuCTQ9z95iOgNKs+bYxBM6cY2+OFJLbdce2UXjhGGlBrgQf1iVCguVTG/Cr44w89jHG0veGm26CFZogH4gXDa4xmMLi07EdbhCiJZtp7qsP7PSY3MvInJCpaVgWHX2n0cbwUBdMklPS4ZyuavDNKZuty2az4vwopOIG6ecIPPre4rsSBbSiIoumPG4sB7Pj/XXBbBaSpgFJNEfVd4zcCEcrkulzNt0D1rYIEYM/55vNLT+cPSE95AgrSJwcVwjCakVgDZk3o6gPuOmMnx/+gL02jNxT4ixmVd8xH/ts8TgMNUdhQNsLHoyDLXse1wcCaaB8ID89JxvX7OoHNvs1Xx0+4qo5xW3BJEnYWEHqrAnKgqNpTtkNDO0WaQ4E6YisqTETnz9dXfF7wWv2h57OcSh6S5iMeFtuWXSKztYIL+Tx/pbF6Bl2vSMJj8lHxwRmhFgfSF/FaLHm6vEGnY252z1yoMPzc75qW6aVh7vbku0F7ds3yLAjzwXFymNnfXQjaA2EuSEKHa6bK4o64qurW1IhifQ1dnTOi2cpf/Llht7EVNTg94SLiGKvOIom/DAtWA2SwgRgj4niPfV6jz8Y2qYgPRGM8jGNdNg3JRSG5uual7MTVv0e5bUcn/gsxUc+llsmyqdJd8wXT/lObcn9CeufhwgvwnUaNkXPsiv46cUp3xRf88ydEBjDsqsJx1OOTl2qXUnQDTg44GhORiPysOOuXRPmgkkTofeaeNQg0x3rbcT63uHSbFnWcDw/Jpvf4fgQBC2v54rqWjI4ilk8ME8kYd9TrntGyZRv5EfquwOiEPi+y1jM6LYtz7+4IM56ikGS+D1PbUK7vsINfI4mp3zdbDGywtiB8SIjKBIeNwPW1TiBS2QEE15SaUHup4Qano4V2bjn3ePP6TrN6cmYjRdS5wohay6cjOiwIxnvWHU10qb0hcOyrLl42WD3t2y/XVKVmnowLF6fE07nxH5Jub2GzuEwaBzrcLi54yc/ekU66rh5u2P3oDk5SRhiS6Y93PcJDgOVGZiPE6LRDDc5JsgdHlXHFMvw+EhZNkyPjhifnVK/v2O4hMemQsgBkaU83ivOZr/Dh+4PifwLHO8pq6phcjqlKnu2DytG2ZSuTUgCF1v6OFJhTEtbDnQqoxgi5DxGpDH0intqVsWBKJYcHMHucMULZ8R6N3Dmg44jtkPDOFTMQsVjW+BnHjeHt7RJRNAt8d0IZjmTPETs9xggShdMvQvyVx22LnjbKHQJotfsB4U3nxCWe/ybGs8UBMoS5CN0KzkcHXFZNDzeHIgDB5mP2WzhJ7EEJ6Lc9xihCPwMJ4oQSIKXr6iGHb2pODn+MWW1I4pyjHJ43L7BJaYtOh66B344+X0aGSI7j76GeTphcXBYXb7Dth3BrGV3+yXp+TMyN+fbNmKnAxZKMT97ymS5xzw+kC0mmFFO5ymElxDGGUM2cDy+YF062NASOBq333O/vQMVcHqaE40uaFjTuZ9GOLVmBUiQp3jSJRxF7O5XhK9fMr39EmMNzmiKCCNMVSIfH3C3j+gu4iif0l1fo5cbejKG45hOGkLZIvyeZvWOqDpjchjQZkzQn7PqffLhAVscEEhAoJF4Tc+x63NtYxhACYeRtIg3XyFPj9FaMdRTjHYZREngZjiDg6ddXE+gZydEJ8dEsxmiKJD9QHzyBJvFbPc1FgjqHi+0DKsDwdAhxxPU9QpbFZSre7KupWtLsluJd7zAxgnd5SVqNEOEATAglEI3W2QgEZGDtBm6KunGKdsB7vsUWxr8pqOtH7mbZDy5WmM9y2aqqIYCp31He+thihA5dEgpscayXQ94vSRQHlo0VH3HeHTBsO8Z6h2BcXHSHJWPQQkQPVZ0xOYeX7XodMrG7REkBN6CACiGHVI4TJwx03CGNS73zZbeDhijOXQdomkxVQFS0YTDp4kefQPyU1W3tQ3GavrVA2zbv4ifTFnR3d4Qvnj1d44Jv+cflt9WCf5fgH8B/Bvgvwf+tRDiv7HWvgH+5vZk3/M9/4iw1lIdNHqAIJJ4/t/OKa8sBraPA31niXPFeObiuH/3LF7X/qVD4J+L3qEHo+GXfbFGiWKWK9Z7jbHgOILzufcXtv9Ds+WX3QalE2KtwU1OQcDZZykP15ZhAAQkmSSb/NXXf9Atc2fM2PUwfotxJVPXI0GytAKp4dRf0FtDKXdMVIxHh0AhhMT8QsgbO1B07zG2xqKw0jDYW6SIeOx3pFbwvqkQ9IzEKZtC/+UiNNS3Hr7TY1jjCIlTWnbbA40jkBaKVmOBzin4UK/ZPfqcHPf4zwO8jc+0FMhYUPo3WG3pGKhtSa0Nm1qzbtb0Zs9e75FSwGrKZdNRS8NQCYai5fWLMV5e8n5zzzT1KVyf82SEFCVTZ0TXhGw2Mwa2VK7GcT2EGrjv7rBxisgdMiSrpse6zwl0TlXvEDKkHCxxHFPLjtenr/nZ/msiG2N9n3EScyxndPU9lRSIKGHXWDzHZa/XZMqj9MGJLG1XMVChUbwdWp64AtePCJ0SYxqSICCVJdXqEjfJqHVD30kUj4zGGW1ZMk1SIlOxW69RyQm937HtWw7Nkj67IHu+oFSCuB4I0ogoa+krS68N0zhg3e9JZMrBOuzdntHxKa2WRCQIFfK+EETZA7NTxcZpUfsdk3zBzWDw6oJMwCj0WfURbuig6i2OsrTuJ9EwWjTsHgP6RuB4PlPXEowEkTOwHQSPy56JF+DXa4auZb2TLM6f8sXrhC8/DOSZ4uJ5Qq96Lr/9gJ5MeRqekQ4tjM5Z1xHRScBcH6jXWwILe9el8UPu3+/wHI+o7tm960i7kuzHIVvnFi0CUuecjddSmwHhOexUgYgitlXH7aOGKGBJRSp8Ej9gfegZByFRYPnZzbcgLI96xRPf5dmrKaIseCqfoPuQ6kFzf70mmowZgoZoDqenDkbWKA+Wbzu6ziKkJCbi9rbis/ycnX+PpyX9ULJwctr9FiktThGxumpQxxYRDJz6C5p9y+HQYFzLrd9ycpSz3Uqqic9PZ4blh6/47vItgYLEk7i7DZ999jlv9D254xL7IfWZJYgkqm/4eFuxPxxRlg5OYEFJVg08PY+5275Fass4CTmYlhjN1F9QUZP7lsfdG/rtDidQ7M2a48kz4iai2S1pb1asd4biMCDlwIc/fcPFfx7hiBb/esvx8YIHJej8czphyXTGst9wfBJCW6F1Qzwe4ZiMeJvQXt+wzzV7V1Euzuml5eUs4rDeIe4ODEVHt9yxWdfMnp8wnS/YVTVHqma8mBO6hmJfsGx3hNEpD+aIj/sK0bd4fMePjl+TOSPcwGEcKYo7h2bjYPOXDJs1Ao+7dU382QK9XeFPQrLZMftygy8zdJTRVuC2Bw5ez6xfoOs7XqRHVEKyRtFfrQmxtHlJOk8ZVEGsUg76gUge+Gq4RaUR5+4LfH/OWebjqIA3yz335RW16hiMSyACwqYnWN3hFhV9s8KeR3R1S5DOUEXMzDg4rs9h1xMHLWcR2DfX6PtrgiAkXhwjQ4/WrOl2K/bTjq1Z4wwe7nZHbuYkW8nDXJCS0wxgAonv+WyHDb8X/4DW93F7ycSElMtH/F6gmx7XQG0szfoR9/gpc7FmoRrcTcdGjclOPmclUsrrAtf1cV1wthVOAGXsc94MvPt4RdAP9MolGXko6bEvBxJfkB0v6OpbbHeg2j/Q+RPqg0cavCWLX3DYw+8/EQTlI93NBzxXImZz9OGAUj797QccX8CupXnzDd7Tz2jrDb3u0I/vMacTCrVjkDWhf0H98T2yHPD9OQErzsOEy3IDvo+oGoQbMMlyhncV8f4tF8JhUCFJlOL88c9xZzM6z8FrS8LQRw8L8vMU9+GP2JUFviswTc3oTCHvbmG9RqQJ/pMntMtLuir4FClYGIYB51Bzf7nm6Yspw90tQ1tj7+/xrEYlCU5jodgjRg2d8fGPjxj6jugixQtccANQW2zlMWxWmLoEC711WDUDdd2gGk292ZAmLvVhR3d3x+plTFF/mklulMumu0GyILaaLAnY7juwPp4KcX0YnAZFgKkr1NELTOLjmAA/GaOSGNt2WG/ApgVtsWE4SumDAi+ZcIimqEbjtA1jFfJq/JSJn9PrkpvqS3ZtiWM0uU2YViXrtsH1UnRf47agAkXuTRiGGgBXOAjhYsoS+f+SUaYsMV33F/N6v+cfN79NBKfW2n/1i+P/WQjxh8C/EkL8d/xGb+/v+Z5/vGhtufvYUmw01n4SmccX/q8Vg7+OutJcv2nRv9BrdWnoGsPZ8+C33/hbiHNFXf5qW3KUSpTzq8JaSsHTo4BpphmMJfIknvtLAv7X2N5L5eFGU4R08GIIU0NTGZSEMFWfxN8vcd92fFlVVLbG7x2myqUbKpqqRbkJjrfmqlvjAqEMOXJOSaRGIKmHJdo0RO4xoOh1hbYdrgxYmzUf2z1KFCiVMHNmNK2mE5alXBI7U6yFwRq2g0Zqy/2hYxK2TFIFWBorebff4gcNTp9wudXMPUnNHgTs6pZpEzCEe5LjCFHsuOrX9FrjOQGp8gmEz9flNVbt8Scxzaag7TUjb0qxEvQO9FbT6T291ZRVAvmOz2bP2RU1g+sj3QlT5wKqc5ZLy6Hu2Mctt23Ly+OErXlgqw90umLdPKCw/HPxQ663a9yo4Xq7Jo3GdJ4ilJLpNKIucp7mr7irrilLHz/4jDqIkBcTlt0DRb9jrVvGQpO5IbkzkAUhYzegs1s8mfLl4ZHBWp4xwY5Sgn1Bdd9AmDNNXJQ8RmYBZrfi5eKUXXOL7iQDB0KVIErwbYOjBtYUnAYZUkbUYchWXNFIHxtI1vaSL35yyp/9Sct632Ebh5MLHyN7JvIYPNChS6QmHNyB/UYQRZb3zZJwcgrS4ncdTrdh10g6bfA8h9Sssf49UjmcXsw4NC3eUUo06Vj2j8xfpsybE9alpQt29G5F3bSM4phrLCMrWB/29NpgnY5NeUm00Lw+ecp3xYE/3X/gaJt+2ofntNwUBf2g8NSS5MlzAqNYmzNmx2Nk3jAPQoYyII596tWe3cMWP1QUrSbTOW1/wu26YUuH52Usjjwi27LjwLv6lpQJ2eScjxtDloW0fYsygjRU+MrhurhEuhahHFxPUukdfbQgFB8xfsLV3Z6CnkYFyPcdvpewlgX1sMZ3Sk5nCXfbBwLXIwgTnEbhtxGqiMmchmMS6r4Ex0W5GpeQbtvjKss8T3i0W5Y3e16cHiMHw0Uwobjd0umO/Cjl4+DhSc188MjyVxipceWW3f6G0+I5v7t4Af2G2/U73hWaQHlENuPk4pjVXnI8TdgtOz7eWqpS4okSlbl8sThGCMuGhl3XcC4S1r3LAzf0aUfWC9aP73FlSJdFJM4pfmvZ1gPdIJFxT93WSGHZbR8otOGVcOi/fsPxP/kh/9djQSRdqu7AUFWMxhGPhyU31ZKwypkkn6F1hH/0Oavtnk761A+a8cxylTX4g2SnDePTM7yiwOqOYrvF/uiMeyArFc3Nl6xuPzCanDO5eM6NdVittnhJTi8dPEJWTcXnRx6TeI2fZojOpTqkrPcdo+fPEKFGS3goDiwiw+brA9E/DXnwPA5EbNc9QzcQOgnncU4kSvSjpBV3HMdP4G7LbVfSepp6VXLuzFgtFJqaQhd4TkzmnX8K1h0fI320sBjdc1NcUw17LhYzLq86jO1w0ZzMPcyHj9S2xDm0uI5gR0fgjXFcF0xJ0GsWcUVUP1IeIEw9bLvGbgxe/AwhF9w5t7zpv+HQrPBah5Nhglp/xFwZTOUxHmU8sMdVDsL38ExM9b4g9CS5nyIdsNUBKUA4GrO/JwlD8EO8KCD6+J5a+tiZy371BmlDpvGM6NmUfm+4eXdFUYAar8lqQa0Hcjej3h5QYUy3WRItzokiH6M1fTPgihTttfjBCW3tUxcDoTKM3AOpo9i9vyKaSGS0oLx6RzxN8ccZZr3CfXLG0O2wtscGPkPb4U7HtPuOsr0nSKYcvI4+GJBLAcLFyabQQvX+HeP5McPZKbumQU5GLCZTsqHG/OgHDHYg2e7p7Zr247dEZ19A1RFHE/Su53eymO2+Qpgdo1dnzI5GxLZECkH75c/RUjJEDmKoSc6eIeKAYb0lHecI10G7PrpzsMbQ393SobHDQHX1ESEMrh8RTCaQ+WjdYqyHGS3wj04YzRV+HmP6juZDBYPBlIdP4YjnQRXiKKDtMWUJViAJmMgQkpB9u8SGwScR3Amy1HJfHYj8mNz2hJ7POA9YTF+yPrxjZxpyk5A5CXuzQ3s9rkrxhw5TfRq9hO4hddhFlgexpm12xAEEOmW1bzgGjoVDcLhDPwko9Q2iK8nqHbLsaIJPhqJtscaGgjw/5Sfec/quxQ1jhuISgSCWI2ohCcIR9IdfiaOE4yKc73ea/qfCb31SQojcWrsDsNb+n0KI/xb434HJP8Tivud7/kNSbAb267+sOOoBHq47okzhOH99Nfew1X8hgH/5XFPpX9ta/DdhPHPpGsNh+6myGcaS+elvziAm4a//Hicco5sN2L8U1Cr8JID/HM//zZXvYhi4bnukcDG2onUqdsIndxSedWgpcGWH8l16O6BtjxQ1uXvBqvp3aFPhyAhrNWX3kcg9ASQ7O+DIjtRp2AwH9ACr5sBrb8puLxkawYsTSxxKbrcdm77FVxrXNwxqoDUDvgjYN5KJNTS7AkzFqjJ0vUutN7jSJXB8zDCgD/domTMSCYU7sDYdvVTMnZxlc8NVVxDKjtKtSacjJkVI4E0pVjFa1LRDx0TkVGFBGvVME1CFJI4iTscZrp7RtD5XRcVuaPlw2HKeBIw8F4WkU5qZG7A3exxcrLXY0KWTEmlDjuYnXHUtG2qeTgI0Pn/w4ZpkHNHqDE+67BuHrdVknuQgNLfVntPoFIdHiu4jvtBcOOck3QOliXk3aGIVkQvJUN7zyo0YjhOC+RhTGKqhRfclvpTU8UDflhzlXzDUgvUhJN2niCAgXIxp+jWnyQi3r5nmL3mjoBsEiVI4OuT9/oonieGznz6nLlIGt+LsWc4b/UjTCdq25SJc0PeWWhnCWKKSnqFt0Ynhtt3xu9GE+3d/xMXsJVedZBxpVvVH2sDHEw5X/QPPfvJj3hYfWSqDr3M29Ya8fqR/P2KR56gzReNFhBnokxq72eLHCb7jYHuNUh274p76KIB+INwrhLK8PstwqHlTFIg04ixqufNvidoBb9bjx2MeqyXf3rzlVM7hKqTaCE4XAfVjg5d6pMJlu9bMk5iP5SWjwfC4lAxJwfPgFL2/4cqU/JNXHpuve3zjsMgjRscuJ9OQok34sC7QtidNQiKv42FzS+bHPAlD9rsDpYlRRFxvetyuZroIyKc5syhHNDnCVIROxKE9MApSomGKNgWJJzB43L9/SxwoslTxg38WY8qQ+rrHCaCu9jwZn+COAo5Px6QqobjtCGOFEgOVWBI/CkS44MtvKugbhNWczxKSeISz7+jtt/S7j7jkhAhWvaEXA7bOGAaXdhtxe1OTTxJCB0I/ZOgsu9IgREdzGIg44rps8G3AJDohPgtY5lf4jiUwM3ZVxOG24yIPSMKQKm7Y1jVWmF8kDnroD/SLkKCrWK5XzLKMUT6iL7+jabbcWwfZ73mdvUJXPU5VI+Yu20Gx3UmsNrixopUWNbicOgNtsaL0POY//SHUHZGrKDKXqDhQ336LPayRAvpqzaScs5gfUcqGpTBYv2USzXHrCDcIKbuU5dUt2djn6WiK+K4hGlu2Yk88lMRtiVcr5qEFHfPEn/LBbSnsp/cujhyc1qfzOyZnCTaY4OmQebjBcQJ6JTg4mqbbMetOuJd3KCHwZIS2huXwyHpYcub3dOYVMOBKy2A0OGten8yQOziSA/G3dwx5gtdLzGqHsCVRMuJweclcxyR5RPdK0cjveHd5yeLoiAt3TPezG0zTge/Qz8c0E5dDv6Tva1QjuanWvA5+QKt3+O0Y8+EjZ89PManHdmkJtyOUUYzHNWEa0zy0SGHxzqY4gUt/9YhULvLJEUO/R8keb5JR2TXdLuFxLxmfStJQU+9bnNJlnEt2bkksA8K2YjFWvF+CalpU6hG7Dk/PPKwIoNxgwgWr/R26bqHrmWVT0BJpO+JGoHyX4vKRIA7QKqG63xJOR3hpxqBLeidiG5yxLO4InSNmL8bYh4+E0qeZp1RRz+BscaMUUg/bGdRe4Vqf/vqWeRiwGKUE6QSxW6Eu5qwvv4bUp7BfYfoWL83gZIK6KZH7A9JI5OYdszhlCFKsXRGmCcPVjqHYIwKX1ZFiU96BsGRNxyI6I1zMqHpBcb2k7xTpLCefZdjDHcZT6O2a4GhBMNodTgAAIABJREFUe/eevteILsA7mmOehTT+gDsNGGUhwS/G7ijHwckmOA8ZYvIMq1tUMuZ25XAhfESquKs+kk1nPIuOyD9cIZEEkyPKdsWw2WAdQXS04jSOqe93mL7naD7hIoZo/gWz4TmP+w84VlEtL2FoEQg84aIbjUQgXQ8rG2rVUkpLJz2Qiqp8JFc5F/KYuXAZ77ZYp6E7rBj6G2x1y1AUmNaytJqhg6zySbWPEpLEN0TBEV2WMPKP0W3Lzvh0Xo5ShnB/YIxFIkBK3MUCIb+fxfufCr9NBP9L4Ad8aocGwFr7MyHEfw38T3/fC/ue7/kPTdv8VXOpobd0jcFJ/noRa81fbYCw/Pu1RTiu4Ox5QFN9EsFBKP9OJgmOn8PoGX21AjuggjFu+Df31a+0wQIjZ4TQ0NuBMIVTMiKd0Hr3OG6EEhGD1SghUcLS2wbfneD/Ul6sMzVal9Q4NLZGAEJUTFTCfTdgbU/Rr4mEwRUX3FUgM1DdQDL0jKRg8tJl+V5gm4BKBXROx5/tdgybgCdZBLblsauQokcPJRkJDoK2K3C8nLh3OJUZkevRG4vQHm/6b3isl8zDBUE4UPYJiXuKpef4VLBewWiYUQkXK0OimYcvS3y7pdIdXdvzvl2iZc9917MdOkZZzJvljjSReIMh8SXK6RnJiJ3tca2PQ8Aq3HLuTPC9KX1/y6k/xmiXt3VPGIUY4zIYiVE+dV8jjaJvAM8h9EMyEZMqzVl4gel9ypuSVfOe0/E/pZMhWt4yNz3HwtDt3uN0Dv26g/AptTfDGWmumg1hlDBUNUsboGxJFuQc2hAvc0nTY2ZmR6UktzKn6UC6ilSMWagJd/0dF6MZWtVE44JD5VHLgTd2ixQtcaAY6xHbvaDGsilrGlMzEy6TcY60ELs5VTBlEo8Rqw+8nL/koFbE2udZPOLr9p617aB7z6H3qQ9bAukiezD7FTwG3K4cqqZi/sOYh9WK55Mp7WB42F1B1zAfR0i9wXgxhXJw8pK573GuA6KrJY/rjvM4JJsoVLzHDD1b4YHZc1e+YViHdH3Jo29YnE7wDxlYj5NnHmGiubz+M7pWE3dH/H7yhHqkuKzvcYTk1pZMoyMuDx95l1zx/McX2J3D2Szm4At2fU/sTPnR6ec8bq8Rbs1y8w4lXKIw5qr7yFF6yrhOuNkIXDWQHEc8tpq8tSzbBiVbPhuHvP7dCV//DPrGwd0H/OhJQsgdlzdLPJUyqIDK3zGM96gsw5Wg1gMOLl1reZGdUT4WyKFhduahAxc36Hh/tySxGcW6ZSYitvUez4P6YcezF5+hdi29aOm7Bjs4+K3Bj3OUCogigZDgIxkfJxRmwE0tGxsyDWZs+it2zZaL8HMOH1O8VlGWa/Baum3L2VnIaPqc29Wa82jKDZJNF/HsxKGrb7ivIU4DsqMFrSeRVrPc9sz8KWEywltMEWZP234SGIO2jE2G/e4NjJ6x1ZrEGTg5lWwuJKthTWlqtMy5aAXZo+GpzijblsP1LU8uLiis5INtyfuKWLU4oYcxETKS7FdvCeYBVhScROd08imb3YFTN+TDW8PD8paTTLHjjslIMJ313DkfMQdYffstSmnsLKMsGsTXV9TPX/E6OyO1NYGSOJXDzdsNzlQyvRgQ0wJ9t4XoQOaGNMJDEdJ3azwToJqcMS6pzPnQf8W2vUObFlOv8foVPxz9Myaxh7ZTtOkx7T1u6JPqEVYmdPdXVNWWwWpm8wvaqxUyP6GuJa4foYeCLuoYooJVvWVoYi7OTnA12EmCHqes9CWuTTASegqsKbFRgDI1+rsDi6dPaTqF6Q0vp6ckdc7Mq2m7Na1b4R55pLHCqV36tUXMJzT1HmFr+u0WWxYkzxds30bU+4rTzzJW1TtcI0gTwfT1Me1BcDy0yOUjTlUSK8Xo5YiWEESGh2R4W+OMFc50RnM4EOoZZXdNZBLs2sH6Gxx3ged0iNClSjKKmyvyxTGesojxGM83VDc/586bsC9qbJRQSfj2ruLp8ROSVLOzV/hugnD2yFGE2Y4RXY8MIkw3kF2ccbj/BvXoYqYzxDjHtwNqPGLfvEHTY6zGjeYM+xXDxyXufI4TjJFBgmkawjBCKwNqwDs7o/3QsxtZNmrHMNR0Q82+OWCejpg2Abo+AAEWja1LJi9O6XQE91eY9RL35ILAe4nuG8zsiOrVU76OV3RRii8eqLqKV+o1vvzUBecdnzA8PmCXFuGPsPVA5lmK65bzownnVsDWMttW6F2JETDVE2q5Rc7G6DCiGFY88R3OPj9Bag/FHjed4bgRDhFZrFkevqK5f4C+Z+Seog6gNx02Geg3O5yLHAIf0/QYocFaPD9jtV0zDXK0kuBL+u4Bte+oD98hHIiwVJ5LWd4xGr3EPK7o+wbrKWq/YZZNSJ2Mtg25pKcKfQYL+KCfPCdtayIhUEmKk6Z/6/jte/7j8RtFsLX2f/sN5z8C/8Pf24q+53v+nvh1VVClwPX+ZqIzzhXrx+GXi61EsSQI//2yfvthy0EVSBSYEaH62zkL/jlOMMYJxn/9hb8GV0ok0FnFtk9pdcPYHZBhT+ZVtMZloz/9To749LfhChcYqLt7jB1wZISnxqztnlofUNJlPWzoGcjUnBrJqVC4Dihqxn6GGRZ8qHpGkeDaK5DUXBcbJo7L2YVmqk9YdoJ9X1EMEm3hQ6F5NvPYlXt2TUUe+JxNQvqhY+5fEAwBj32PNoqJmvG+q3H9gc5Kctel7j4inBjPLTgKF2ArxvGU1dDwUAruuj0npxF31Ze83x34SX5K2FsKPfBobpDSZQgkievRty0Ha+gKye9Mj5n4il407Mye3gyETYquLJ6WSN/j3zxu2JQeE19iggZn0Lw6zihLSd+lHEzDInWwQY3vBLRmyufpORM5sCoHDjUkg6ZvBZqEh3aPLR1+72REsf8ZN9UDc5URk9AwMDQFN5cS53RMdDRBxpoodfnQlUw9RRHuKalxmppUwxezU5YS9s0GiaWXlpvmES0jwsznq+ZblFXUfU/kRcQy58/q7zDG4aB7HC2I+5TUPOFVfkLmVwTCpRQ122Hgy6bBkwMzcUzXWuJ9gTNs8G1DHwh2Tk1vJZUe8JMMV0jasmdoFVWr8TpNeu6wTxwuiy1Ff8XE1ARuzRevTqge3zJUD2T5SzaTU6RyQLtEg2EkF4gs5sxr6M0NjmwobM6wrHmRhhzimG/21yjr4UUeW7Ol9zp+8tMTYhGTLxo+fPiatSlRasHNbUmgHboTh/nRDD+IuetqxlbwX+WvyIYAT7acPFHc9xX3reDjrqIyJT8YTzifS766/78J3ZRnoxeslt9Q6zXTySt2K0Vb5ozigMIqxrnLm82a/VAgaKnahJ8+Nzz58ZTtLcyigPykpjFwlp8xViOG1kEcOsqw5X1zTRxHzDyf0T5hQki32lCYLRjoh4bh2GNrBnwxEFvBoShpnYSj6ATflKjBQ9qEhz/+OekXE7SKkY4kkQI3DFlXPp1MePU05/7aodEFu3aPkPB4s+a//HzOPH1GWO3ormfc3QxU20eavuVklpJGClPXOIeQNPgc0YQ8nztc9iF/3Ia8+HHID7sjik7iRBJn+5FidYOvTrh/85Ho1SuuegVGk+RPCduShdshrj6g42dcXk8py5ra0ehdyfRlxK5tsU7OKAkJbwruP/a4q5pAG/LzDFvs0S/OaS2fZn46Ds3Qcbw4w6QJMKNrXF6mM1qnp+odpPQZd4pvbivMkFEph2xiaXcH8mcRu82WhQ3QriXJoBzucEjo9xtGTsAfbN+g9xll0RF7ki8WKVYPkI2o3/4Rpmzo7lv6YcBbvKBsxsyzJ2zKgGDIUPjs2gr0mGmmMNEWtz5Qi3vu1L9DiIFxuIc+5ODsiJVC1gXuj18gHwLEdsMBn+Ve46ZjjBxxtdzQ7FdgDU9fPMOMdgz376lESycjwskRm7srmnjg1tzS+y2DGphmp4RYWDbQGByr8YcRQfgcMkVbHWiCltJrqGvwhE+nDshyRXdf4DYtpt6TnT6hdjRqNGLoDcrNMP2OF58f0Zfv8EuDk4+QocXhA5P0nMOffIcyisRVtH/wh8iLp/jZCSr32Mk1SIv3mNEbD1E84Gqf3H9Gs1nROw2pd4FWOdNZw+FhQ5/4DLM5JT2t49FtG54sBOL5TymvW2Tko+YTCHzGaMT6gUPTkgeGqlkTPfuccJbTuZLRskdfXaOjnlZXBG6C64fYfExzWKPEOXIxg9sPuNkcLxpjmpZDdUX+g+dwgHL5DnVxhBQWUTSoYAJCIZ0Y7+IZpX2LGBTO0Qnt8gEnjilTQbjT6LbnaJ5AOSDo0YPGKJfg7An9ckm/usOZTJBHU5rZjJu8pqMC0zPoiG0PO3fLwvs0ilFIif/8BQgBWqObmtHhgPPyJY/bHitGpH5Nf33Jzdai8pz0XnAynrKa5rSuoukf+Wa75jTwOI1nYF3q7Q2sV1hXUCcr4iQiffZT9P0Dtm7Rosd9dYJ2HKTvoO9Kkh+9JnZqmq4FFWKiKX2xRzSGOIOuuMOWDaauUbajGdbIdEyupjyVvwPrHJVf0KsVw8glnp4hPJ/mu285FHuabiDIc/qTc1qlqF2fOokZ+/6vja36/UC/0yDAGymc5PtW6X9MfP80vuf/N6Qj5/9h7812JUuy9LzPzPY8+niOnyFOjJlVmVU9UKRAkYQAPYSeRK/CF9CrEJAASiB7qKkzKzMyI+LEmX3e82BmuojqZDfI7q5mk0SLzO/S3Bxu2Bu+91pma/0/xW6kKj5lsULCfOXier9fEhunDmdXsH3sGXuIM8nizPsHyduvhyfu+muk9qkrl7d9xVW64ixPfhC9+m9B5ihCKXhb92hg6hm24zV9I2iMR6p8hAH7u0slkczUlGHcMNoOY3tG3TAgOZqa0DsFIZl5M267LZGI0Hcj3RrmcsHgSpzTKTurOD0R3PWfrIGa8sh57OJLjRERx7qgqBLCSPE49uzHLciY0UYsZltmJqIqXT48HjDxGTIIUcPIh13PbD5jvXfYVAaZO4yuIsBSN4rKaBZBRuRFrKLPGfbfE5wrPjYH/K6isk/UbYHRhru25Qvfshke8GTK4ziw6RsUPRfhnFc2p6KhUCUoyVwmREbwuXtF1Wr8xuHEn3BtGlrbMwtSGGAmXPZOx8GrmLk+z2RO7YSU4wYleqrqDul5OMEL2irhdn2D0Ja+dZjkitI8UhmX3tnyUr2mMz2OGYl8qHY3GO2inEuk8UhnDrcYQsdld7AcmxlrqXntK4r9FitGfC+lFTnV7j0+A32rcJyI8/gNSigexvfcdRWr8IwPXc+pp/FtRyRdLA7lUDJgieIJZ65E9C2TZqCVOxYZaDvjtBM4ZgAnx4sFWrdMsleM+pqHpmA6ywh8wTI8o7aSe+1gtCY0kkkW489CRCgg9JhEltg7o9Mb7rsHTkTA5eklolJIPXJhAlQXsDq46IeRw3Zk7EOmL6a0RuLIgLdvv6YeOw5uzfPXr5lOHEbj0lUKZRVGaNayRc8kx/6Boi9Jw4jtewfdjwyyoR8dDrueZaqY5hLVDCTvOyalRh+3tGFI/8Urvto/4oUx2lr+7HDgXzgrfj7/AlHtacY9oxmIg1PqY084HzmfKwZHkeUON5uR41jhOoBQlLbldm+ZzDa8ufpjbtZP/OLpA5vigRfLBUmQYTaWR3HECpfnF8+4Fg8c3ZHnL89x/6TkeDgw9TS9gm1xxA8jVOpj+xI/iLFDT1jVNE1Ptjqj/PiA7iuqpx0ykMiLkMFVDE1HtohZXj5jay1t2DPkDY45ElUaK0C4km92O8JswmEM6Bow0mD1QOC6rHc9pxcpu1Iy82KeCkGjSz6fZngO/Mm3JY30CWYNdfSIJ2A6qbn0LrG/3LL45/+E9+sGOfMwvmDfbfFkjFM2OEPCpjvhcD8QqpC+PrBuesLTS+LAZSddxOgxDEes6CgjmAUxHQJ34vEXuiExCUnyOVFuGeOKXbLA7gN2Dx0qUvjOjnQW8PwMzNNA2UG9lkSpJOmP8H6DUQ3u9ISz2MPHIPwedIuxPb5MiJ2InW2R7oAIJUuRcDl2LJyGq9NTdPuedv+RXo+Y3CPmCpqI7HTGPnL5s98IYkfQ7TRePnJnd3gPI6vVjHDl0/VP7NcDC3VKK7cgJXM7wdY927DAjl/jqIHo5RnF9z3u0GKSlM19Te8FWNdQNHu2+4z49We06pM9nydPGA89Q+xy3H3gZJJxX37Eui5imvAie4n/uKcNWoKf/JzbyYxrx7A91Mxkz4vYclcYpu0J1QfDxSzHe/wtXdUglIcVkuIv/pwui7FScPH6jxlGl1kSom++pe7vQSrU/kD+5jUqGXA/fk9Q3hKeXNIfW2o/x+8t0rhsH9/hXJwiVUM77AiLUwZZ0OzvSOoLUnlCU3/yO3c/m3Bjfez5iu54IJyljPgcbm4Ix4b1k8CZt4xxhrc6oXOOSFkyPBwx5kCWSYz08YcMsVY085DpJMLzB4an9ziHA6ITFM0RdbJETTPUJKAZaiLvnHRRoU1H16zRj2swksrbEM/PERuFc5CUm28RniSJLvEmV4jnV4j1I+79e45Pj4yOQk3nmNNTtPARGIyx2CDBdUM2lSYaLO3DBtts8KZTTF2jywKRxcgsZWO+Zz/sEDYh1QNaClrd/OBoASCDADmdYrafLJK8i2cExZH5HEQQ8rQxbL0UtcqRnsexKoijBeVR8dg/4XhHOjTfPTziZgPZoSJJXmC1g3YMw+YRZaao6RwneYapO4Zesm7vaWxFcBmzvLjCHyPi6DV9WPIw9ox65Gr6BfPSEPY1vbYM+x3OfI6jA0IxBzHDHs7x9gOF7bAI4vPXTE5jptEFw4ePmKr8lDAZQ7vbEQYh/eIEC3j/CU0WgG4zUn/o4HcHJ93TSPIa3OzH1OsfCz/eiR/5HwbHFVy8CqgKzTh8UjSNfo8y6L9KPnfIZgpjQP0Dk1RtNZvhAWFcbh8lx+aT8mBVbehbh1dnwX9Wgm3siLEjSng/+PX+XThCMHEdZp6DABqzIVSfSr17Y+nVQOZOyVSGtiORSkBXVIxk/ovfCWN1WOl/Oin+3e8qITlzZ4RPU8zhnliH/PZ+RyBiVlZTxwYRCXopmDoWf3LkffkNvW55EZ/wMv8jml5C1/EHCJpoylZXBM6R++KI6U5ox5Yo99mpA9/vnjhLc7JJwK40fDi0KF+xe5K8Or/gtq0weiR1Y5bijM2+ZaZaAhUgvACrNwhr6TclrvIY9MA4GloPEhHzm6onCxVupJFoXkYhbRjiAid+xsP4NXuzpjYVqfOSqb3iuNccgUYZzvwJoyMQVrEKAi7ijqqt+O7mwB8uFVl0ZN/cUVtQJETWZToE/Pl1wWlyge9UjCKibgfO0he8Wz+xKdd8SK/5PF0xHL9D9gKkwssy8tWKp9maJ/8DUWyZeXNC75RUuzxoyV5cEWRz3ECjfMm7+nuy3OHuMeHm4UA33pMtznnuzIiSkOfRc54G6GiYuzmBhB5FL1rOggVnTkZpepT65CM76gJPlNw0D1ghmA0THo8D8VgSjBoZRMhqZJ4+J3Atpe3pHIdv2wPlWHHhn1KimEdTTh8WvCs6Fmcg5I6m7an9Lb4SePGUwclpjMU93lEXirq3hNMY0ZzQND6bPehB4z8a9Nzl+tcNs1lOyIa627J/OOMi+BlvN4/Ua0PXKc6frUjnCUVSUh1bhHCJjaTt92TRKX4gwa8ZjcD0Pr4T8mL0Ubrn2N/jjQ19aWjLBsNA0x4RfkDoKTad5TycUIuSqu6oB0vqz+EY0oV7uvCRnjm9nTA4IXkm6W1PZwZ8EaI0yCajN4ZGjCzPr/gsOsM3PV1dEF/MON607Psj6WOLeCXRWIrDmrhvIAxYtwOBdZmfXzLaknmUMbxaMiBZ9gXHYcp4bOgbn+lJytDuCSYp475jqKYs/viMYJ5TOiuq3YBzfuAX239LLJ+zcbYkswQI2dsdJ/EpO93heyk6BSqHsIo4VgO+K4nngqdtSbVcEgSaet+wtg6h7JmlLgMDj489kTvjfJbg6iPFseX02St2Oz5Z2+gSL5WEnqGQDaM/p1eKzdZDGzBDwX7XcPX5Bd/uCmS0wVEeVXDKUz/yP7+aUx9v6eyWxAuJli9xNopf7QtcPcWNf44/HZl3Fd9+85Gy64gmIU1kebj5gJyEJLGLkA3TSDNxG4b7B3ZDQb504faa+dzypDTSWpQbkQcTIj1B+Tn3ZcHVzCONc5z3Dxy299SRohu2WLel23WMnkWJU/b3FaaPKeoK72xJ3Tc4vcPxOJA7Etd3EaJhfzewXCTY0SB6jYk0RXdEYvGszyHRiI8delvSrCvaScOzL/+Qvh3Zhh7bpxozGhzho9KMgx2Z6oTODYkqieg63GCG7ir2t9/iVQvOswXWSPwxwIie7dmM7NlLHkRM78KiLjiR4OYpjXIoqwfymYfZjxSHmlilpM8XyEihtzlVcolHhtetab/5hvDFT0iDnLbbYnBwVYiDwuwfUHmO8n3UdE5ZdNStodAeUzfG9aEKY/ZS4RKwTBx8fcTmKe3xmjzw0OsK37h4J0u+3h05mpHF8gVHG1LWAy8nMcvPf8Jwd02xKVnoiMl8yc4MOGogVjnuUJB5EtPu8f1LyiefpJ3Sjyvu6weerQRyHiEmCbJXZPYKM/aMDw9oMZAsfwrbETtqyu4GtEZYiQrn1Nsnyodr/NojXB9xZyEmVAxpxoPoqNa/RbQt2dWXJIlH2RypmwJnGEmDKWL+qV1BOD6962DyKQxHTFWjmppqfY/reThpRnR6Ti01EpDCJe4VJWvq/hoHgWHk3H+Oi0P37t0Pwli2aTAC/BevwBq08hnHLU5S/tBWJoKQLl6y4ZFqlKwmV4z1B8ZuYD+25D2ImyNMQoSROF6CaDqsu0c6AcYVPAwbtu3HT0FMB0VY8uXsf+VkOyEXIVe+ROLidBCcn4HSaFHjlAX0HW5ygmieEM2MvvSY5ZdkUjE4BmUc5v0UJ5AMRQGAJyW567AfRnRxRC1PCJVk8jcIYXWP/Q8J8KfgDLrH4cck+B8Rf+edEEL8K2vt//13jf3Ij/z/AeUIsuk/7AEkhED95+lg/TW01YxWM7ThDwkwwGhGDpWhbDRp9PdbazM8UQ/3GKtR0idxn+E5ye/13b98mDvAzTAgrUAgcH6XR/emYRa8+mF+NX56MRgUnnOOK6C3mtJUP8zZNgNFI1nceYTjOVU7sgwcRiMRG7CD5X3dImaS6bLjl/Wv0OOIxbLvN7TiI2e14Kvbim7oEFbx+ZdzKucjF+kz3jeWZ8sJ78bvuW17Kj2AnvHl5AV7ISjHitRzSVVCgCQSV0RxT4yLbi3Sk+y0w2FwqZuRSXhG3T2hZYXtPTxjeBFMGHYlvhdymY68q7+lEiW5n/NV+T1z55xATPjQ70mlQ20VCnga3/MyzrBZTugEtGVF4kmMcmjdTyrGL4OMj1tJ6oZUwwP+qAichOK4x/d6pk7K3frIh03Brg34bHbJsbDcHQre6pbRKJ6drfjq9pqz569J8zdkJmDfu+yHOd/e3DH6R3z5hDUt2/KBM8ewildcSmi1YV05hEby681v8MZrfjZ/w129Ic5ywl6RCJfbdcNJvOL77nvm+HQ2+uSVbBWboSAShl5Zthg8crYaPg4DzSj5IvsCwQRMjHA1G1tgA5cvhUdQbmicjKf9hDJSfOzviV2H4Dwk8GIqoxmFR61chlARz3qOxXdkyZSDYzh0BYv0JbuxZ+xHjtu3rMI5JpHc7j7g7x2Et+b0xc/og4x+tJStIcJlVzySJD6howjCFUqeYTYe2hakS4fnYoI9ZqiJQzMqjtIwO5kRVpBlDh4NldhxqHssHpE4p9SSYt3hDJrBaBwlGbojqTaEONRW07eGNMgJR4/xIaHRIWl8gTuGJHpKI3p2bBE2oBz2LCKXfJnzzcbnti5YegGeHQhkhL8P2TkDt91Arp643W/IggnLOGESS/z1BNM/MYw9namJmeFph8My4PDdEYXP9lCzyKacf/GSr6M1h67i1J0RyikT74H8BNxgRJeCcfQwJ58RBg6R0LjJgj89RNx9PHJxqdDNGmkVuewJipH98MDV/AVuEHC68LnTAtfXDEjSS4/5ySnV4w7X1YyqRGYzfjuMWH9ksgyYxhHTOOBaNwgL4eDiaRe9abmME6rBJXNTGr/F2DWOrakeC/zZgvT8grrO2eoeLzE0tw2u0WSnC7pEMtDQjhtc7ZKcJExEjglH9NMTUhp0arnrvsXvM96MZ2zvWpbnMWuhGZ5q1oVGeYL1uMc9NkyykLatKNWWXCy4+nyCc1vQuAr8nMXcpa+/IawzFi/OsME5SgqOqqJwBY47I7cxt9VI5o9Uek02hchIqq5D2B4/miO9kOPbBjkqUB7HTuPfNFykLsfjiFHw9HTg6vICrSSDrpiSU4w+no3YVZ+s4hQDNo2Q+4bq4ZpAzRBJjLv0OZa/xF2c0AUz0sRQHTTWCgKZcRrFRGrE06/w+pa7cse8NwTJKd3jb6ieNjh7RTRPcWdz9KFEugPdMHLoeuKu5ePTB1zPIdiEuPmMikd2fcVU5kiR0YqAbDqyP4x8+PoRawxJAu6QE16d0DUf8HRIUzQEUYR1FX4W0hhDxClkhmN3g+dIhr4BAzZJOE58rh8O9NLD6wuOruSnb2aEjeF8+c9p3n9gV28xKsA/SOarF4wRjPaJJAY7CtA1Y1vzbTaAb8HzyY1DN0vZEOAFipOLGfL777BG46mOsY+RYUpdH9F6ZL93yQwoa2luvkUUmmbzQPjTLxBS0v7izxGrKV4e4ABGKeTqEnvf0KxvcdMJvQcqdnF2JcHJT7jtGnYf3+GenqGPe/q+5WLxOVm9o/BbJvEZQycxeUx8/gWTSLBpBeVRkY4CL/IYdyPSSkzTYP0AW1TEF69ZKAHdRwa3pdddV6evAAAgAElEQVRHcu3RFk/cuwG+DFm2KaapQapPJdFGM263yDDGv3yGRNCHGcGz5+jNI2bokcsQOZsgjk+MrmHTB8z9N0QBTD2PzAFTbzF+g3QyPARl+QHXPUV1PnYQeEozDV9QCoMxPUdKPnoF/uKEdPMWef8RKyRMl8jkGcqLGes9w91HsBZTVDjhCTJ6BnqKCuNP7he/i1+kkZ965jyPT/6SMHMVgRSQxCjfJ3cVzn/isMIaixn+4zjL9D+a6/xj4veJsP818D/9HmM/8iM/8vfAkx6xjGm0+cFrzqAJVYi1oP9jHa+/lX4sKPqP/OXW42hqiv49U/UTpPjrf/Vq1NTG4ApB6iiUEKRKMXcV20Ezc6Zsxj1KaDwRoLAkKsdYw+NwZDMcMX2FlD5HfaSnI1Uhl96Cc/eUh+Geomu53owsvTMOvcPhMOIMPr7rEFoY+o5hqOmt4oWT03QVjlKgLD6KUChUYUEXLGYWdETbGcKiJjhdUY8TnNhSqDVWj2ij6YCjOHDPmqcmZnfo6KcdSaZ5bw3F0NAOe3zp8SY8R7kZ3zTQ9C1Fa5C15nKyoMLDHmtWwiW7b9lpH7kMyURBrBwWzoLKuNRGENodqZuw7Q8I1+Op18zkFJ+WUn5E5gkPRcHZZMaDOdLbmqsoJhgdGm1g7OhUQaVK7o4l3QBn2ZyraM5X2+8J+wuS1KU2ml/cHwlsSDPCPBXU4ydP6FyEDIUkT095+1GzbjWriYuwFaPe4o2G2m2YNx6N+Ehx3HPXWZQzYbsV2IWiPRpW0ym6tYR9i/Q0CzXBHXZ0g+HUXhHWH3nqnjgNF5zEJ2zMwIV/ghIN9bgnYMHMWfB12VCPLZFK+L92Wz4PZzhDASLiD04vuCu27KzP5fNTvtl0vBsG+qLkY1tzFsRM64yD94HHbsulc8muPoAa+eKf5WzWDibSnE6XzK1L0TpEjUPkaFx/xhAnPNTXHETNzIaoUPLL7hpXvKJsJWdTRZbHRLGHxqJ1jvCfURUennFRmxPs4NB5AYenDU4SYyZHnvvP2Ig942Tk5WTO+3d31L9TR5nmEUrd8ly+RgpLf6wJvAzJjkgJnO7Iz05zPvYGHAdhYdbXHKstX/32hrPVksV0hQpqppcZvSgZepe+Mzw0d7w6F/wz75JtETKMJYvQJRaCpjA0sSBTmvVhTZavuNGau7JiXQsuLi6o3vYEGRTmyERFCO2zVw3RMmZ4sMzChOg849fBI/9+/+coq0icP2TdSi6jhL3sGSMfcDlfZrDboHVHMba8vXnks/OYnzxP2NmBtZI4heFj85YX8znFEHAaambzhHeiptOKzgxkJxMe73uU4+MtMhYrQR+NbMqQpt0wdVzcceRshLK9JoszHg4W5ficuiMzZ41TB2RDgj66TDLLPptQlDtUENAPDaHw2emeUoxkq5S5jBgPRxxTIp0G39fYwSWfLziqhmSScah7mKageh6SkrAdEQjsLiBWJ9j1wDS01E1DGITIwFB0BxxXIfGQvcbeH/GSJXmiYVKSyhjdGZz+QL8vkdEp7ncZQ2C46W/gPObDuGNfPfFi8pJcPGe3PiA6i+/4zFRAxy2F2ZOfv8QpA0q1JYgSOm9Bt22YRA7+3MWdOQSPI+0uwG0hEzFOFjKMFZfZG8rvNhz9Ej+cEOU+QnrY8oCQPvZQ4Gc5nXrCHSKcKMQRI8kLD3kPQzviKcXJyYRy/Vvqrue6fCAUmsO+4Vn+mvmzL9nc/hblB+CnLJnhG0sofQbTIKM5D48fCQMHqyzHbsvkqWU6jdHHI+/Wb/ni/F+yfH5KVfyCejsjcHyy7IJhOxJNz2i7gsg9INyeNCkZPR8vWVIUDdH0lM2vCxwnJfjyjzGPH5jkJxyHgEMzsu9b/IspcpA4vkQGmp2EenMgcx3u3IHSHwiUS20rZPWeMg6pih5peqbZGcJ47O/WrKYhh6ZmkJYPeUJ9qInmHU3fc+s7PJufYz9+R18V+JOUttEI38P1HLpR4qYXtF/9gmFxiQk1bjJhXG9IL99Q1G9xjx790BOkU+rqmvKFw2Q2Qx9nBPEpjW3ZNwcW2qEf4En37H0f17OESYAsj7TJjGd9Ti8yhvCKOg6IPEmcaLb2wN62uH5AV3/yucca3CjDjQLwPKSWoFLy7o6VvORd/Q1B7YCn0F7HoXlip3KWIsN0Lc16x/HmwGgUyfNzIrlGei4qy5m0W95dr5FpRJtn7JyCN3nNyj+nb1zQMJQ91W7LpZ/Rf3eDEOCerEAO2GNJungDtaC/+8ggFeUk46auGSYJBzWyCJ7RohCm5tEz+JdzNC2RK1DlHfH8M4KTF9i2Z9jfI6SDlCnONMMSY8f/ECMJBSr+JFTqnazoPrwDYz5ZJPk+/mqF4/3NKZSQAjeX9Ou/biniTn48Bf7HxN94N4QQ/wL4l8BSCPF//JWPMuC/wDnYj/zI/7hYa9EYTt1zSv/AcSzpjWHhZIQyxXEE0d9gZ/Q3MZqKv157A9q2jLrGc7Ifxh67ge+blsFafCWZOIqXQYAjBc8Cn1T1fNsqOhqM6Sj7kufeijfOkvv+wE37yFA/UFnNQ7fheTDDupJSGHbW4yfeKanM+b46MulGytJlMhWwa1FK4GrQ/QEmiuZw4NXlnHL7wMKPWJBiwxGFxiFCbyUMCabbEISSWluOlcIfn/FNUZMHhsfxyH2vOfUdxrEl80PeHx9IupecLRQPXc1DPRJHijSYo4yPwtIKn491yINZsxkrAqs5dRfU2nIRxSRRgH9Xo02MZ1PGfcjMg3U9w3EkvTIMXk2hNyR6RTFCjOZMzalNy4AAJL+svsUhJ7AtH0tFJANCPyMQO6Sp+Hw1Yd0Jvup3dCYg9FzWpkeagmk04alpOJ1PqQvN98eeLExIl/A43BI4lsT3+Fn+DFvnqDiiFWtiJ6RuZlTuDm06+g6yMAAM7fCpFzFsQxq34vJ0gfYr4t4ljFKkbEl8waBbIjNiRsvr6Qm+lnwR/VPcdCAQmmZdo5MeJ3SxeuDcOaU0B76tanaN5mV6zqZ3AEmpfZaNoKkkfhDwvzkrOlvgCY948En7jj60XPoRsXKxtue2WjPxfJ4eamRjoel4iDVhfMqNLmB/xAsCnLLmYfPEoxC88SRBqulNR+IqnMCldF3aTnN+Iml6w8YzBJ7kp3/0io8PD3RDzrD1iUPF99+0SCLCXPBYFoSOwHUttlA8lTVic0LnCNKXPS9f5OyaFON39O4jVb8l7+aQ+8S7T/7WKB+bSarZI1fpyIVaURqotg2H9/dMTjzCWLDf7UmyKWcnzzjYNZvikU31xOn0jKmasxufWJicq2HCRIT0zREbDbR5jQ4iVsEJQeSy6y3YA4ETUu4H7kTDy7MLqnxH7r3Er5dcHwZKG+OfhQQrGJOGd+kWRE8ge5R0OXZ7tJiwzWbsQ0M7lMhQEOYuz5OA++sdTZyRzxs2/VvyKiZfnIPSHLseI+C6+J6ZnzAlJak9/NTFGQS9tvTJmvT5wJV/guwsbzvB/qElSWKeLWPk4w2JdRmub7n17jmbvUKlK/LQw5cdycZQ3WyJPcMYpJhv9zz7Wch2+ZzKHFimAb1T824s6DyPm6rk6s0E/+Bx7gVszFfMogmdmFNJha4l7lzhu5Y6MBTdkYqRWIX4KqBTFjW0SBMiew9ZDaxOIspW41lF7HmsrpZ0vEPFBscaqu864tUUNjuCRuOMHboXCG/B09db7Begc8W78oaHqkVG8Ge33/JH2RS/XeIfD2BGPoiPKFWgPIF9MaKikUn7c/rOxTGWl+6ErYAkbYn6O65eBNjzkN2tQIiM2ZmDlmt8vaRRgknQIzOP3lhsMRAHC6r6I0Z4+LOQrt8STk9RnscwNjTJlvTzKTSC0LV47g6563koH7HjgHAkrR64PTwxPfmczM3o+5JEJqzEGYV9YJADQ9SzwNBGLh4Oh6Ellj6+HYhkyoeyxFhLHTY8hSnGn9LWGflqwfHPH7GDxhyfaN2R5A/OKHd/Sn7xc/qnkvL7EptO6Moc2R1oywIdTOnkwPT8CjnkhINmEzroUONHHaOOUE5IJxQmVfhty2g11nHRvQZTUJcV6dnPacwDwloqccRzc1RTc9A7aNfIky94EA94UUqKwnYjRX+kv3hGNskxtaAfEkRv8ZKKW3nH2A4E4ZT+6ic8HhqgQqVzVqcXTJTEcX2sNuiqg8NA8vJL+nxKG0hYD9TlI609EkRTPG/FoGZs+m84yobhpmR+siSPl0TWQ/gB8XyBt5gw6JJjf8v76gNSRWgnpKsbxqc988uXDGWHUx+Rk4Tg4uJT6XI7MjEnVG//PSZc07VbQidBTiK0sCAAa+g2OzbXDc3DEaEUQ2fpfvYz3Kct8mlN8P47rqIZH+sdbq+5ep1zbd6ThVNidaTuO2Lh8sybkV8fEWGIGQaEqxBJjOcuUVFOd/cBV4QQpDyNhnY84nQRXSxZa8ULYtD33HOH7u5QYkD0grPwDS/7E8Q4YMMOaT2MHpGxi386RyWS9rZH9xbpCoJzD+d3lpTOdAquiymPICQqy1FhyN9FcOZhh46hMJ8S+onCX7p/r7juR/7r8rdtSXhA8rs5f1Xz+wj87/81F/UjP/LfM8ex5m440NpPCsbKifl8FfCwG9FaMTrw4tTDc/+eqtNC8emNBH9p3CSQCPEf9qw6rflVVbPpRyzgSkHnOkwdh4XnIoXAygGl4FJe0NtPfnxCBPTWsNYlY3vA6oFGGBAOhbEsdYQMlzTW0Iw95YNle/S43vR0Y0ebupy9yfEbzUJ1HPD5+FRztYqhe0CNKY07ZT5b8fXmI4HroXvL59kl4yYk9z0emhKhLF6Q8u/Kjl4N3BYF80SBY3ACn3O3wpMSZIwJDHVfMFUuvrQ4UnN0KubjFNO6jFbgOSPHomHbCXzPR8iGg27YD0/oD2uCMWVRLpm6MY+/LFEvEooSvFDjLySDHsmSlPvaMnFyMr/hpn3k0FUs/IiVd0EvruncPdJITqYzpsIjS/YY/Z7E5NyVtzxKSS01LyenfHW85647sBMNF05KmsUkruYkDVjEGeuqZd8XJFIytDsEgk3ZkbkZ2Jek4nNuDy1uNnCyPEWEI45cU5gtrpMTSpdKeuzKilU+JctLkjwgTkvackvtKJ5dztl+7Om3T/ihIoin/PZhy9vaZxw1r3KfF15EMtS0oSbxcr6uf8mFOqE3I8e+5q675yyacaw06UFx995wqEeS0ON+1xM5R66bHU6+JDIOtFNmM8vBrkmjnBNvSmbn7NTA1HGoqy1dkvPV7QHhPnFx+gx5sGgvZZHBriyJvRnxUBMOAtN0BPNL1n1MqnKK1ufs0qUPNWMAm6zkKj3HHBy+ed/y7bbgahIzHCVysOSpy2f5lMEWJB+W7PuW0IP1rWUexSh3w+jsMaJCtyUzJ2PfltRs+PnPX+OUDgQJT84DG3NLefwObSNeJl/SmynTKfi65Cdvllx/KIhTn6fxPb/e/hkv8s9RcmTdv8cLHH5i/wnO+4ztYUs7faTkI/SKePWCCst1qRHCY207nmfndOURJx5pA8tbu8PZdeTVJb1V5Kfw1AnunIoobLkdnli3e1K3ZxGe8vbwQKIqpu4p21FxaEaK2nA6jQimCeW6x+YBJwvFvvqORjQ0TQVjx6X7hvMoYts0TMKcWTBFb3uymSDqK85lSBcO3DV7Qmmp9JasL/hs9k/5re9j64HZvqQ/HplKhZcodDcgmprJec/j8MREuTybXVGvd5Tbmk6vWV6coLYF5xl0oUVPHO7GLaGXI92KLoCv60f++OQ5bdRibUgiO2InR1Q1l96M1ITcH7ZoVzN2AyEekyQl9D4pzo8fDQEDmReTXz5jqG5YLlyeJRe0bkGr3tLqPcEyYBontKPEn0REcY65fkBHU4LlZ3TaI359pJsIDuEGM3YE2kP5LlXR8tA80t/N+TK/wmy/pdUdgRcwLHIeiobELbhYnLK7jjjrNDulmV5oDu1XJELTdwXj0PD8s1esx4SvPxRMn0mephUX8yviIeDD/W/oxiPL7YHpZMZq9TlVXeGrlKm3JD7LYRLSPN6ybW7Yy4y6PhC5IX/on7OYL/l++x5ftpjRotI5QzKj7wz+3ZZUeEw/e8mGA8eoJIkWCCmxw8DCFNSmY+EmdMbQD5KnbofxDNlyxRg7NHVFKiIS39A/doSrKb22SByCVDPIELX6V3S6x3t1gTEtVdlRvr0mP7nAUyORmzGsvuD+45rBHjh/9ZoX3si73mW3/9S606eSl45kXT4i8kuaqif3V9Ad6WxPFmR42pJqg5dNiHFJDx0iz3CiPRuR8jDc4pg5ojtSrx2iQeGvpnTFE4fv/hRnusKPnqP9nvfrdxjXJz7JuLFbtOfjmpxBacZ6y01VMX31Au/ZCpunjDePaGvZiDl9t+R4uCPMF9jR4BUDU7HAffZHXLcHwmDC465lES05vVf07TWoglJrojdXaN1QxXu24z2l3oLekDgr0r5nN+5pTYQ7T7C+phUSoQ3xYsGkqam6gbZyOY0uGZXFdjV26AmIWI4LTNMyjIrmYY2pa5Dyd+XAhqr3CIobhFKY3Ue84UCvBkx4yuT1CV9Xf4L/dCBUIXoHO5sykSucIMRfnaGSDP/8ivr2wLjeMDw9gASdLAhVxGAdLB6JsyRSMxqtcNRAMzwhaFFCYrGsh3tO+jV+VWJsT++UDKqhH2tkPSGcXuFmCt0bpCuRzl8vcXaSBJLfr7XsL1GeJHkTMjYagUD9A51EfuS/PH+bRdK/Af6NEOL/tNa+/2+4ph/5kf9uaczA992akU8lMrddg6DlWXLCy8jDanAdQRL9/Ystenw2xsHYgVR5hIz4aoKr4h/mrIeRTT/+cF7cG8t6GGmMBj7tUI7m09qkEAQi+N1My2A/jVvdfPLfkw65mRJ1GY6xWCuQUlKtR371FzVVqwkHRZjD46EnixyiqUvo7QjshjQKufm4YdAaaQPUGGLKP+AP8gtQI/Uh4rafcTkbudseOZQes4lHNU0p6SnHHmsG5mNGKo+EjmAmfFInpxuX/FoXDJ5lMANX4ZTB6RHCZdsMHJqKS5Nw5ioiX+ANAl9JnvpHvggWVMca9MBjc42TBYgixRcRm689Pvvsip25wRsk0/CMWC3QsmfhKq7b+lOvplVYXP7t/jecBie8rw+kQcDz7IR1f8u1aXhjJ/z24VeMvUObn9Loljtnz0maUBYjkZzgmxwV9+zamnfdnpeTc5QdMdriDprVdM5oH9mpihTNzU4gTy6wEv5it+W8cDnJfFJnxrmN8FpL4uSsh5iLF0t2GDoj8KzAjyy12xO6E6KiYRlW9MsGd/WCPzluESImDBLW25HbHVxNMl4vJDe2JbKCK2+J2RScRDPaKEQbSIxmJVKaO82uNCzDAPEwsClq3ElI024x44Gzqxn/z32HdD1mZwtU6HMiX/JxU1N2AsdAnqSMraRrJS8Xzz6JprSSQCquXp5z10uCzrIKVqSzmO+7O5rKJzZT7guftm2xdcHzucckEHwoOrTrkvQC3WlUoPh2bJnOXKLE5ecvVmy/fiD2Aqwu8N2aJPXZP/p89wg/fT7j1O0QZY8eI5zVGz44A5V0+K23YTk3vG1/AxYiq3BNRipPka3D7LhmPx7Z1gWTWPIHXzxHZAHb8ZEv4+e0u/dcqoDX8R8xOhmzccrtxwoujtwfvyPJPBrXYxgEldrh+idIrdDWcNv0vA5S9OCyKwd+Pl+x+w7u7ke8sw3/7lf3PH815cF/QmjNWZTgmoLbsaA2I67jU8iW/+X1ku8+KDzh8uIkxffgL35TcjX6yGFBsJB0vaYdBtJJTCcM9/XX/CT/V3xo7ondENU4YCs+iC24EWbs4fE9l2GIoacuHtgPG36az8jCBd9z4M3eIra3eAJcqfj5/Bl3vsv39Xc0Q4/tPW7CgnASYdYWLxX86vgBX0lSJ6KQPit/RjXcMQ+PHPQRgYMVe1AdIyBdzXV/hxn2mN5h7kqc5gVtfc5yGWAGhyDMEW3Cw2ZL7E85/emMeIBaarp8Qui4eKYlCwQDGYcyIA1zpN5zc/h/yc5+jp8sMHsN8zPu2j1SK5LlACbH9z0Sv0aqlhhJ1xlW+ZK2Dhirlq1ShNPnpBOXrSkonQNjr8nzkHY2kE9S3IcDmQ+lfMJtehxxYH88YJWkqG84mIzF/ITBpmz7PYPoONlrTDsQlHvcIODx179kfn7J6uw5ruuhL+ZUySN6jIGeWAV02hBKB6craNSexeyU1WTKenuHCiLk+YS1a7nynxF6L3GDABluaOtb4vCE7t2GYXdkXO0JHYHfjbTFLU4QE7x4zf3myFBVqOUUX0QMNw982B0IxMis8MkjD+GldPt7snRKt1W0Y8uweeLkpyscR2GakjhOGa7f0YyafGqwuzsuLy4wsieJDzjJMzbvDtTa4MYeua65uf3/2HuTnluW60zviYjsM3fffd35TnfPbUiKpKqkggAbBVTB/8MzDzw04N9iw/A/8MADe+CBAQMu2OWypJJEUbzdufee5mt3v7PvIsKDQ4miyrZolGiXWfeZbCAydmJNMjNWxHrfVTKLnpGGHsn4KVHZUDsdk8kcs5ihv/srZlicIMZpHELjsy+/wZQtvIDLZMK6dj/oUmuJ1iCyLQEppjPEak7z9eecFgFOmeJEY+xNh746J6VnpDRN1YDjYocx6VThJhW6eMT5KMEb/mPaU4/84g262tNFiujJS+buD3C2j5RVy7HrabZHPp5eMDQJ/fotS9+j/+4bmmSEEAaHGlYeffQroWpZPjBqhpi0pCm/QAymeOMAhEVcJuiRg9UVXlsxX12RpndEg5c0MwcpAuL9OUHZ07kVumhQyS/Py4REeQ59UaFlRv32S6Tr0j39jPV6h1WKsTukMAdkXqK7no6OXioO5ZpzMf0g+8lzBkria4usfbo+RSVD+vyA02niIMKTIWI4RbkRlREkaITpkLrANRrZK4w2EHtUxwcoalovpacFPhiJFvV73GSBo8K/Of39h+S3cc/v+YfhNylO94UQ/xXw7G/Pt9b+899WUN/zPb+r5Lr6mwQYPnhIFLqjtx0IHxxQ8lfnub8px77ku3ZPh09nOo665EV4xcxf/dq83lh8Jaj0r8wZOmN/zdghlj4SgeFXcxzhEOMQm4CD9XCsJd7PuLlv6bqAzBVcvHKZTmPev+7Y7Dpsb5nFLqaEJ+ce+5OmdUq+O95hRMFs+MhiNqYkYD6bcFhb7r/aA5pwNObNQZIsDYunE3Ti4dcNx7nhfXFkFvq0jUBZyUNr+Ch5wpXsiHTLwH1G0QVcuwGp63IuDPO6Q0uPbwpN1dVMnZiyNvzPj1/zz16+IHIzjHVRasiufWTmW462AqUxdDRagwI/MfRHl2lyjqkNx7qkUQeUKMjsmHXTM7ADGi2R/Ymb7I7VZMIPknOs57PpHrEi5dilPFYNVRBy6nqocqq+pVMlZ9GSgTNj5A4pasv2WPKxd4YAvjrWzCcp/3g2pCz2aPVIZY64jiRNG6zTspMb0qFiGiriCXR9TtEUzLwJuklp0p55dM66aJkoUM6RN/ktqffIuPU51QWjekT39RYu3A/l5nVDr3Js7OJGA8rcwQQhX6733DYlKy9iOjzHcXa0ZcNPhmNSOqaO5jySfNk0ONpyFUY05ZZQCrpacyoywgiiKGb5zMMfONgzw59UO+bumM8GIVt7ZGRjpspld3MkDCPYHCm3KWEypt4ccHTNH7y6Yv/5F2RvGggdfvzxcw665f60ZxyNuXVavjyl+EePWWj5NBzyF+8NF7UkjAJi06G7Dj8QlE3L3akinFfYqaFXOfcPj1SiYPgsIuwuWbdTFq1GipBCpTw8HrhvMsylw5viyMvhGK0U6/KGS/+akZyzuwM3yknfnYj8kNXZnJMq0LSsvJe4es/N7mc01OSmx6seeLH6Z6TpiXgxoLUlSiq0cDi1LbHtKXRFZ1piJ+DpMORQ57hJQrpt8RrL5tuUbu9h5ZH7+oTuLLv7Cv9li1KgdYOPZioCHDdiIRZMmdJbF6Kekh7HSN696Rg4Hm0dUT601KVk8vIzSv1zGjeir2ukY6kHmpfqjMP+RJkYDkHGQ7FFPEacnV2xmk0J6gJkw67TeGFI2jwyUT0ynKHff4vX5eSHPZH20Kca/ftjhnaCrl3KvuddLfh4lRDuB0hHEdU98szlq/QWfyKI+zUxBm1yfCfDFw7a7OnaAuNK2lJyKZcMopfsy4z2ZPGClnkWsvSf44fP2NYbdjcl+1tJOKrZXHyFP7P4vk+UuGzNIyMTIu4CmmNBedqjlMPieoSQNYQtaVhyn68RgcYZx8j6xObP3+BKDzVfcr58xb9Y/wk9FoVPX3T8wXLMoXd482XKdq354R/GOE7KxI8oqcmkZq8LvGjL8zMJ2wO9aUELKtNhwghHgkESjwKU22CcKetSc9PeMxxMGUvN7U2KM4X4bEVdnQijR8xiiXUG+N0SqyLC6JrT6Rc0xe7Dh8AP8VRAZ1sG5yPqic9RWFrT8aPJgKfhHHURApZvbhr2hyeMyhPFTUbVFvR+hVolGM8gllc0quXk/hVnyzOulh8Tt0uOqeD+/gC9Bt+j8Rz84y3edIajU9K/2BNczglXI3xidu9LnrxaIIqa9lh+0J/OfVR9Sxj7mKXl5BRsjcHrepbBgKmR9KLjpjyBBn/yjCzPOSUt21Dhxyv8WOM7O+LFnPZ4QrkRY/UUsc0JW4WbDJHuhLvdV4S9h55fkQY9E2/Flc1Qxy3e1Uc072/pj1vE9AzZNPTlBmdyjipbeuWhxkNcX6Aji4kEmfmWPv2CcbDCdhlCl5Tf3qDTHNVl2G2PLS3i449o2hbvPGGcuTxsvsXNJX7R42YgNvdQG7TI0UWIYzTmcCQeDMlN9sEYal/ghRcswoTmdERnd+SiIHj+nI478sMe158Rjc7pm2Pup2YAACAASURBVCPDxVMqWxOkDZ6JCIYjpBWYXhBMEgZWoeuQOi1xRmN6bYkmAf0m4aRi3v7innocsavWPOwFV6sRptVY3WK0QMRzVAMtAXttUZ7PtumYpBnT2uIFK9qXY7rbNzTHN4zHMfvhEncwYWFB2h6/fI8RmkF4Rb/fYroe0bvISuNNA0yf0tRb1PBXEjFcj7ZPcby/v8T5e363+E2S4P8G+C+B/xrQf8/c7/me7/m/Qfyd9DZRikr3H2Q1vxybuw7y/6I10i7r2acdxsI0cZiNPszddikGi5IeSk4BOFrB+S8NsVpjKPUHXcql5/Ku7mitxROCy0BSmpSflTWBcFi5Iy7cCQ99irYaxxhWfcfd+79CK5dxMmGflxxvQGcxx76lVZLyr0rizxQ9Lq5j0Y3g7qsSKQR97nN2BbI60UQjin2D74UMulvGTz9B+TP8sMVxLH1vkKrhbOUjXIeqNRRItknLTbHGWLjE4dOBx76zOBYuHMGoLfGDMffmAW8cc16O+TErtoc1aS0YVgNmXU6kZnxepvRCY9Acq4zrUYgREteZ0FnNqXjAHYTsjgLf+Cwjn3Qc8/kXBzyrmC2GVF7KKJqQDHIei0cu/DM8q6hzQRwqClqej16xdGdIo+ldjTYl23ZNKH2E1nSeR6NrujIj8WMGMsGzLnPhI7SDthX/wXCCm20o6pyFn1DbAYVtkY6mQZAES1b+E4q+xe0dIk/xriqQSMreJaSlqFJM+zHpfkDkTElTl9P7DuVVyPbILrynDyyYkvJ0An/Iy9WcfXWDPbkEzpQDIduy4Go8JAlDdmWHFDWzxiXQDg+tw3I+I2s3jKzFFhnr9A1yeMCN5ywKSZ4VDAIXv20gEJjGpxMa61vu04xZ5OArh2t5QdSt0fmO5AiqzwmjKUPhcXY54O4v3qCCkB6XF9crBsct+vYtTt1StnuSwZz8F3+Mnj6nLiVd957LOKSPx9R9StEpym7POP4IL7SUnaYpDU8GPm3d8ulLKMr3ZDrjYX1iMnnKR/4LdjdbjsUJZxjzTM24v+8YJBIdRrw73SEdidQaJQX35YmPJxek3oFaCMpKc+x6fjJ7gpPn6P5I4ixIpnMOTYPWLappcf2YtshxhcPQGRPUPW/SLU8mY8pS4SkHtCRyJco1BGbIQ9WRShgrwdgRCFPycpbwUOwZqCnbumE6GJPpBqfVUMCQCbW/xvNCRJcw7n1m4pIqn9AfFA9hy826ZBgL4s5hVGroPVJTI9whp6whrleE8467+it8Lbl68hOOBXz+/oZkPOHOT8n3D3TViUWoeLy/Z/E8JHI37PO3eKHPILggCi54c1xTWcG22PKp52EdD2slSZxw8jyqh4xSKU59g2jA9SJ+8sOPsY9bzr2aUq75yXKGjUrc20emzoyHh1tsAMa0/ODJDynbb+iEQCjB0ASYJiMvK5bxgupRcnxdcvq2J4ol82cxd1+W+JHDTt5yfFfwXIzZjR+pmpJJPEakLrv9HXM1pfUKpHbY7WMuXi3IvJK2f+SU7jDuh1ZUq8cBeVbgn/vsnXfom5aFu6JxGpTrMchCykNOHFf88PdGlMrn0basRmNKcWTuCoSCtYWv2w3xYMlnzgXlMWdb5ljPJ5IQCoMMHVqRomXMrf4SGQw596Zkmx0rFTGMQpqmwEYeT59/RigCtGk5ff4vcGVAPHhKcvUJvjeiTA+41uEimiKdkKzXNFrzPE7oshxHe4wyaIsT/krweAv5UVJXHerhSJV7TJZzBucRu+rPMFYwm05I12+ghZCE9P2G8ImEKmHatKR1yf7Uf9gobWs8bUB4OJFDtbthcPFT9vGYrjuS7lIm5x1iGUDf0968pu17+MMXvD78r+jQQzoO9D7jZkLx8w2dUeik5+LpS2IZUdqKXf5IZBVlmhGnGjZfMj/7CTO9xMvPSVOPwo3wJysi4fCwfkvjNlRuQ7/7giRKaEzGRsaskiG6LrCywriSgR5xNCVIjfAsbmW4nE7QvYPOt9SbE0+fXyDzG4QSlMoQiieYvEUJi5ES6Qf02Yl2vca/ukCuLljPeuJRzE8mP6LapLiPDk4g8QsFfQvGIhyBUj696gllxEiNqdM98mAot98xCCYE1zGtm1ITU0cVtrsj9sZ4gcLOBjjSgaNhJGdYz0HYAbYXdMcDpk/p3r/Fl9B5CdEnT9HRiGTk4pkC9fIl6U2FaR6IwgX1+IKd01EeJOfJM272/worJW1z4MmTP0LXC5TjUAtJW9VUeUHgB/gyJ8+/RUxdvMkF8TIkDgTCNvhKEtuWTnyo+ArtNe/qI6asCFXASs7hfY378gz2N6A1KBc3nGNd98OJxPf8e8dvkgT31tr/4rceyfd8z+84XW+pM8U2MzT0jGLFIFQMZMBQBnRWMHUVC+//3Dhhn/a8fWywv8yW87JFG8vZ1KO1/+b+VGd7rLWkWvO2aumspTcGbS2vQp8aQ90ZUr2nbDSJo+hEz7GoeSKWXMklrm+Q2R2n3Y68bMnlhjLXLMOfcl/U9KbFcX0QPXndUFVDKnlkPp7wF19nmN7iBYKmMzze5firI9t8jQ0CkskTtBtwbHv69o4fzMes2oC67XB9GDkenXRppeF6KNGiJa8CWjoSqam6HbEwkBn22jKdDfn89h2lIxFuycuZYXujuL+pyU6CMCpoQkXLDj+K6UzBZTxHeGN+lr1nJEOsXxLRMJEe2azkp8NPGBTP2DcRX2wrxpcx677nbl1yeeZD0KCNw4+HFzRNxtIZsA8leStIVcw8WLG3DcakHKstpepZuDPW7ZrQ9px71/Ruz77MoWkY2gi/G+DSEAtYBiP2D1/xOj0AHcPYZeEtGC8/4dD0jMUFXetysz7SiwgrAp7YmPdtTVZJ4pFP10sG1Se83TX0pSbIBHXdcvEk5Fg1GAVNbUFqHCnJ25ZJ6ONeXVG9XSPrnBdXH/MnlaBMa3xX80kScn93oDy61JWmWZ7Y9SmD4RDGARtrOB9f821/C2XFxcpnqObIwufiU0W32WHMiYEJWF1PMPGApX8iCV3yB0Pst6THBwYeIA2V0+G6Ry4+WVGVFT/5wUvyvKfOjjjbHd1EIE2P8TqoXIzWtGnK8KyHzqPXDeXhwHQesFOWXqVUTcE4ytmkFWfPx9ijZOhr4khR19/x0GYMJdR9xfr0NavVj5gon2yriWJL+9gStZJQesTukInfIhxDo2ru6g1Dd0iiFpz7H5MVLdQ+z6IZd4e3BDYHXfFoGiIzRgQrHtsOJ1Us/Vf04SXCWDCKtCtwlUvRaybDaxzZs68OLEYxme54Fi95k1UI3yDbmpkfsst2TKc+o2TIqox4tz8wKn2ePhvyumpIYstQStq+pZUNsiy49s4ZZtd88VAyW2ryKuPjqUv6zZfYYILYuXRNhZoFVF2PpaXpA3x7xjhqiN0FVTlEPnrUjUuZHrm1Oc8nz9i2bzhazSCQJOGArr7F8xwiZ4zXaLwu40zPeO1Keml4LPcEvks4HFI3Hb4ZcTx8QzWdUWrDwPUoGp/3HDDBEb96ZNAr5rXhcbPF6IagyniWrCi7E9Hogu5nf8ryh79PG46QvaSpdjSO4fcWY9Rxwftv1+gdVK1Cj4cYIZkOxjTBic2uZDQJqfKOKszZ6T1Lf87xBJmxREoi3BFaprRWY9w5hXjAVzAaRsg4QVZQdCcG3pzc7+isJm9riiJDBT6Q4RtJpRVjBTVHlPmIq8mJQh7wtIduBnhqwqTT1IGksSmPtUOx9zgbfoJWIXm3wY8CDlajPQtqQF1ssc6BrjZcxCHlvsMrZkyfjgg9SbDLsH7LqfmCut3R9T0qjPGOC67DM16+PMNWNXlRcCo8zMPX5F6HiGZcbCT28ow736PO7tGPR0w7pkk9hBziLQRds8X1IoR10XbEdDin2r8hIifwFpi2R50LjsF7qvpjHNWyiGPOjcYxGhVKCj+j1jk6l1ijcXtL5nno6QXHhcAEObNyy/5/+JegfNzJhH2/prU1yhWYpkUKzb5JmYwX7L5bM/IXDKqKOj3hHA5EgUW2J1zpURUlAz/GVDWeGaCLDG/eUDQ5auHjVSFuExElDqZL4fBIV6TY5RWNO6AYDokPJWowhr1CvCt5+vJTDu4JebZkJM5JSDjldxybjL7NCF7/OcZvUcspO/2Mu6NlYRvayiEME7qsxh9OmfoOThxyE+y4KQ+MHnPEqeEymOM6Y5zkDF009EWLHIT415dIxydZXFCpghkrutpBNGPs4xYxyMicjH7uk+kN0/CCVno0viAOI6w02KlLMFkQBGfYQtN8t8OUBbpIaW++xtoebzlHPKSI9B3Rpx/j/dKPREUxzvkE3xmgZwmye2AiJP2m5NmLC2aX/xHSaKZyRpT7bNoKEcVoKUA5mMClUAbV7gCL1R31cM57A8X+lonfc6kEui8+lEI7iunRIxI/pPEq3NLi1M6HDco6IJx8ghj6CNfFOBKBwFODf2MN9T2/+/wmSfB/J4T4T4H/Fmj+etBau/+tRfU93/M7yO22YZdaVv6clJwq77j0Ei7jIdq2CCBU/gdzKmvQ1QHdFQjl4QQTdpn5mwT4r9meepYTl7GKqPr2166NVYwBbuoPCTCAIyXWGqQUHBtNrAzHrsVoiwFkB5tTj/ZyvDoh9nsu/Ia601hpyPoW35HUIud922LoGKuQAPCloBcnHH1A9IrlxKHRkmSgMGHPXbrnYmkoPUNDy1Ht8dqKNSWtKXGDI79//YTmpNhVAbe5ofUKMCHDpiIPUuZC47gB3+UbZrHk2gywfUUYDviufGDdawzwJBB4G8tpVyCbitiDKgcjYiazAZnJKZs9L1dDCg40TUejXKTe8di1rMYTnrs+1gx5k/bc7xsOdYFMBHrgMfNDahravuD9ruaHsxCtUl55E7AR1lT0zZS0P/Hn5VuuBwHX0ZIvmtcccRjIAXHi84kakiQtG5mg3JC6kvRa8/FwTOW26GNK4Fqs6j+46mqLS81DecOQmHXlsS9LJu6KKu2IvSGRnfLT1ZiT2lP1j4yCc0w9xXYdzrGjPWnawqB9xSCcQas5SzJU3FDXFclkgnBnPHQR1eVHaFniOxVTP+DjyxljHbC+33BIOyI/xFctpe1AN1jbUrSGt/oeqQTxYM72dODALT+6GpKXNd+FO1ZPh8yqGWedwShF6xe8GPjcbnu2ZcmzIKLuoCgakomPbDteH9Z8fD1nF8EpX+OcjthekGcF48UKOWo5bTKcMMAJQ1QcIX3NZQJpE5B2PTb0iWPQTsbIGXLIcu6qNVrW9KMBfSgZuD5llRFEFtlZJAIrNLXZUAUCO6rodis2Zc3lwHA0O2zuMQ4iTn2JkAEjd4IvfLS12HrFU2dFHyr6/Zashsl0xqm4p6QgPfU48owvdnf804slWfYlRmVsix2LcMxg8hGjcIbadaSHgunVU0Q443BSjNWUKpP809GIum9pMbw+3fB0esauesfSjvCsw2c/GXP4qsVJNX/08Yoqymnqb/mBe47sA+pcUX77luXLESbacl/1aOmx0JbYBXTOdLZi87ajqzUqSkiGHrcPG56NR8TBC+bemPx9wfbRoQk8eiqez5fcNx3x2RlBDYtoTm5K/HZBMj7HbB85FQe60KNIPa4HivrJJ8jia/pNRt1WxMsQvxrybPkR34icpesxDWdUR4/23JA1gs+iJeK+ZmceEb1P0yw5PhxwI8PV2Rle23IafXg2ZRcy9i6p3XO6928QuwOnbY88ugROQlP3+E5JEozYPfa4ocALBa5sMULjBxVz62AMLG2E3JyQ4kQST5HJHBk7GEczrCekx4ysC9ne3TIdrhj5CYFRBL7B1BmT2Zgu66lNirUtiIQ49rjf/UuiYImX+DxuNshwC61HnklWox/QZQEhEdPPNKIC95hR6ID28kc4w5xKbglkR7WLuVufME3MfOKjvQ9tgl5dLVFXUHOg1GDEEM8qqi9rwugcY7d0nqXJ/or1yaDzjDCZUTUBqyBCdglxr6mzmjR4yruHI23U4oUxtB3vtlteDpeEeUh11+HnA8qq5v5dxWf//A/I0j9Bq56maZD5Lcn4OZtmh9d0JKHAub5Gf/0V9eaIWC04e/6M9/dfkJV7zs+f44olOyfieKgQgcep0iQaht6E4KNP6E57nEjRoTGtQbgGm+fISCFly3QQIqcD4tjBaSvq3IFNDM8U7+oGNIyjMU4gcSqPrlO04z09Pa0x1MLHJBumqwXd8Zb9/oC2BnqD10EYKjLRk4x/ikwr1NUWJY706++4mJ3hZCPC6QDTNWRvviUot6RNSjcZ4kqDdl7weCxw5IDCGzEYCPTDA2dJgCozVBJzah9JD1/wZPEZm8MaaRzSTHNRF8jBlPDZHyGdHuH04PeIoaLxDcg5AQq/U3T5N3SOwmQ9wYspzAPc0MNzE3JhqU0BXkCfHjFVi/U8mlNJMr5CDgK6/Q50h64qvIsz+rsMW7UQu5i0pkPhLlzQHbOhRxVcY1yJW9cIOpZ+j9sVjERCVLfouy/onQClZpQP9ww//YT7AaTmDscx4CqkjHCcIbfugKLcEEgfUXVskFwmMTQnpPKQsYdaN0TGx6YtAosc+dC1xONrdCJoTYYnQ0JniSO/L4X+95HfJAn+j3/5+5//rTELvPiHD+d7vud3k6Y1HPMPp7W6cUjEmJEEUVrunG8pbQlALBOu/GfY7JG+XP/N//tyiyuu+bvdyQyAhYU3pLWaoy4AcHHJO8m/rnc8tpqR4xIpH4BQSo5dz8R1EaKD7sMDfeh7nALML12zpLAU2nLbD/Bji8xOhDKgpMQ4KU/OJ3z70JLqEt8JiYYZuSiIVyVJNmN/1zL0JziuoPQykolL5hekdcpotODWfsNHi5c0x4zQ96nFnp10eDqYsc5ramnxvAQ/0EjHcBWNObVHrOp45kY4VuC0Aa1uaF2fTdlx6BounBHh2xOZtbRrB3PSuNMAm2h6Gl5dXRLWHs+Ez3wc86+2X6OkpO4tQhXkpqKofYpNiSfHZFmF1AOEDvEiy01v8ETPNHIIvJCuOYJWGO75rt9w4f+Yz+8km1QTjBt8OaA3Emslz/xzJtbHpltkf6KyKRMnRk3PORwFEyxXK5+/eP9znNgyEkOOTcXzyYSs7hk4LnXbkPVHlLJsdhFtqhmMfSbVAOn4vGtbGnfHvkg5CyZ4RrLTFV6R0OISxyH5oaU5aTwr0WbAdPSUxt8wCqZYXeO0Q6zpmMqEG5vi+S1DDPutxnUiwlnKwoP3twYvUNSm59XZOVZtEJ1mFo0RKiRrNb4/IQ59Dm3GW3WAvsXVGeKmwRqfeuDR1ieq0YI3rcALFKYLWBlFbSUj6XJ0NIvgCW0Pnd2TDluU6PGHlouXr8inAwZ9xqjoqHeKVg3xrjrWsuJmv2c4mXO+XPJeHrgtH3kxmjOyc/6nu9c0fUcgBvxoGREPQ9ApZwPJt/tbcAIuogmprBEqpm1SJoMhCyK2i0fKgYNziijLnCfxmOFkzJGOZ9ElAxmQdrBLa77blpzPAmaXU9b3JZKQ8TJGtQ88rHMCKtrG8icPFf9o9opM/yXPZj9kNn6JVGMeHzZsum+IJ0NUKXGSM4wKyTNDmTaMtj1BANrzuY4XPFEeb+9zRDvk0G5wZ4bZHxmO+wO6MczPB7jinKz8FoGHbCqm5zPuqm9xipI2iJkMFPvNDYv5Ffk3D1w+8VnMz8gaTTq05JnBkwnHumHgB3hacTqGnJRhtpry2JZMnZjENez8Ft/zGRCS9xWdSgizilMtqZ0RrjuiLx0O2yOjT18SfDQgGK7xgw5jW6aioVJn2PxEpiUPO8nzVYQX9Mz9hOgQoqMTcjgie1DcvntP2EMZuhR7w4sn5yixYD94QuUG5I1mYCRBAzIvieKE+77FGwvmUUezv8U/U6zCnr4NeHEx4P54R4BHoHyQipGR5PlrAm8AlWC3TXniPWX1gyWJTflu+5bambLpU+bRkDEVs8WIet1i+pDATpgEksabIgqLpxwW/gxXrOlthe875O2BqspIQoeu6+k7iTRHwirgbRnzYnPB7PTAu2/fEf7eBcf6ju0uZb50SOycL747gWjp+pLHx57VZMqrZxGNfce+/ZL+sMZiGcQvcdWEJlAcilsul59S1DfE7oKJDEilR6drlvGIUVbx+MVXtHWLN5rhP79iYn3oBZtW0IUCLxYovye46Tnd13iuz2AW0TqGPi3JTh3uaILWGa4/IN/eMJye0bs+w76kuHtN6yoGz57RdTX5ds9q+QI3jWBskOdzHt6tkedjOptSP9TY3uGwGOFnkuDimu74iJ85WCVp2+pD39e2ZeosMJs149gFGlSriDYZpg8wNy6DyZy8SXGExyy6wj/sEKOYvL+nn8U4Y0Emb4nwGOgZQW5wHQ9jDKPJDFN19PZE0V/xzeOGWa2YxB59VuNfn9OKIXp7gxM10Ef0RlFmkl66HPcVy+EV1r8i8iuETMhlQj0LmUlwg45ALjCRZds+IP0A0WSEOiWMFkRdiPAdlNPiPg2QkY81FdrUPIgDx/T1B9mU8FjEE8bPL8F9wEYeWXhPF9SQeLRUDIMfocwWoaHucnZuQ1P/GY6NSbb3vLj+JwTuGc1a4XdzQNCnGQiBI0BFEc5gjDNNsNIwtiGmdjh2mmfJC1RQ4PSPiMxlt76nSg/YtGQ0NMSjhPJiyju75iR94l7RlBlv25zz6Qg3OaNrCoY2ILwv6PIdvYBytmJ0cYmQGjvQ+FcX2MLBhg1WNzirCGcywFssQUpM0yCkQjreb2/x9z3/TvP3JsHW2uf/bwTyPd/z7yK6t2THnrY1BIEiGSuk/LfXjlj7wffj1B9xbYn9pSI4NxnH+oG4+vVCC6sbBm7OjtGvjU+TD/FIFM+COY0ZkmnNz7OMR30gkg7rzpCblitfEEoPEH+jOZbWZewE7PqKXlt8HIauIsbn5BoeGk2kDVehQEwG6L4h73w8XzF60fOD0ZCm7hl7BitLHG+HKyTu7I7nn02o655W++B1DFeCLFJMzs7pVcWJgN6VPJss6LweTYhUPp0IUYH74T5Rw113RBnJWDUMYxgKwU034Nj03J/22LbnIydh5MY82JyzRnBab5hOXIRa4MXQyZ466UjiKeu2QgWGpKqpD2vO4gnbfocWCmEGLNyESA8oTzGdFyL9ERGCxPE59S2+lLiOYDJQ5ELwJB6QVl+R2wcSL0G3P+fV9DPWRwGtg4/HKljirxNs2uLZHC8OkNEDbV/ilZZV9UGzrI4Hdt2a8cSnF5qq8wgdl02dYxqXvjOcTcd0pNimw1eK3DicNhZdSwpHE89avs3e0fWCSko+Dn3quKXRDqdec+YHJEOPILI0w4zbU8rFyGHXGlQgWcoLDvmB4XRD5C9wugtq3fM8mlOPPV7vf0Fan0jsiCdXF6yCBY2XUXYlp1OCN4KpFEQqYuecuIwmvPQm7E+vOVcHSmO4tHPW+pbR2Utqt6UfhcSOy+hgua0O3DsuF/6Q7FjjjyOCdEJuFJ9/9zUq9nj2IqJMWh6Hkr275avmL/lH/WesFi9wXEuhFTYJ6PWeyXDEXsXcVjHToculM0CYAesu4+VyjCtdlsszbvsDQbPFtC2vHIdR4LDrTtR9yzC8AO+CYTNGdBl33Q1Z8MBXTcHF+YyRWvK/FV+j2oALdcnUHdNWPuWmQ1lwbc1eatK+YXQucYxhYzrmjDkfuGwLgScFvdS83fs8e/YTEv+cnYZttad3c6wPa5PTrIY0ssealvZRYluH466n2jecPw+4+OmAU9UynrwgP9X0O403PHHY3uLWLXKyYtdtGXgCL5mQ9hv8pGEoBGwb/P0e7xrU0OOsCYn7huuLFa5bYOKv8KdnlKZjOhngjzzcyNKZmm0heP57I8xtRdsLBuGSdV0yj1zGhUU5lnVeMo1CpFdTtfBQVQRuSHmKyXc1WdET7SXOakr/UtKKnHMxp/16w1h5KO+cJu659jXFBL7ZbrkONN/2PoUOSUqf7UkzGF6i3RO1zonjJ6R6TjtpEI2hOBZ0g5Cbb99zEfsIXxOOAkI7ozmUVI3Em89BWubnEu2Ajs5ZrFwqdcTXcyZ2RHPz7kMp99xBGR+jNZPhDldkmFPJuBlzdD2GvsdEQS8CDmOPIHY5bwckgyfctV/SZ0d+ePGCSBmK9C/ZH9Yk0QRMhNQtvnLxwpjONow9n4nj4A19RgufoDsR+i2X50Mqc4PuHLqmoCoGtNUtr1ZXfHnfMnImyCqg24So85rOP9Bma2xXfdDkV29B73l+8WPef/k/UskeiYscT5CPO5Z9g+l7gshyuH9LU5RE0wlRb8m+eku+uOT+XcbZyxg5iBhOe8604rBJcV2JjKBoOrrWUjea/NTjlg2z5e/hygPhdIEYPuHN9mcMbIHdvMHrNNLG6AbK6ZD4k+eETxNO6Wt094j2FVoJ8s2RxFnRPtboizmmyqnenmiqNeLosfgnn7LT71ChyyR6ynLvUZc/A8cjevIU24SQZ7jSg23DKvqI5wuHSbmj+uNvCPI1fAIq9uiyDBtWCLem60dY27FaKwajZ5ShJC8OFPWWYfwR9aljdThwen1LM1OYbMty6uFePaPpDd7hFrwrOi9CCo+w7hGBQIgxQXJB10k0lqLbIjzw5peI5j3Vu19gpWH06jnr4EgreypdkHQL2t0aufyIMsiois/BSoQj6GXMbfUa2XWgNV685KFP8dWK6Pk1FTt8BuixR6ZKJBIrUi6TP6Q9veFESZ49Yq2mkzmRGXJ8/55RO0Kg8K+e0N592LSXfoC7PMM6A+qNRscetnewFoa2Jc5LnAjC6xEbNWZ/8+fIztI3LX0vKDpB6GnascOm31L2LlVnCcIRE9NjThlO88gqGuFUPqd0Db9cQfXHLd18SrecoW1HPBsSdwFWG2TkIuSHFkW6KGhu3mHrGqSLkD4ohRoEONMxKoz+rdd43/P//hlcvwAAIABJREFUD/7eJFgIEQH/GXBtrf1PhBCvgE+stf/9bz267/me/w/R2nL3XU2e/nVDoZ7xXHF27SP+H5oo+J5klCj26d/S7gqDFzW/5sIMUPc5sTX8XWLf8GThcipzDC3DMGIx+vWXtS893lYle10SCoWylmeey7bXlLohlB6eEMwCj8f2g0/13JkQSQ84cug3KKuoFZzKIdYKLmJFr1O+Sd+RKIl1HR50zsoPSVYuMxMwdyraKsXBJ+w0XfOawWjGfBlhHJ8ijNg7jxybbxg5I06mou9TbpuS58kLlPCI1FPWvUPrjtFjwbLVPNR73CqgrzRqGOE7Dm4AjtG0okGOE/zCkOmWkTzjemAR+57YC0lagTeXvN71tNKjH0VsghMkDrrxuE7mWJXieDFN07PXJSMx4JUa0H2XkR0LltMrbtYOkWv46HnIyfFQsSSXPQ+y4sIdsFAHvki3zIYrrPVphcfCr1gGQ3oSIndAvlakDx1lV9CKBtdvmKyW9OOvyRrL0Gasd5rRYEAeCR5aQaUEyriMnaeswgzP7/C9ATiKRZHQNh5P/RXTWUNbQBT7pEHBvsjpgcoY7puUZ4Nz3FXPeTchvmvQdHx8NaKpNO9nJ5yqZZOXvD/uGQxcROxSn3K6yCNXFfu2IhSSY3OiUA1R4tEcxrx7rHlnv+U/fKVwtiGj+RAReBROjup98gZib8GxcTh0MGhHRG3PPOxxrWYxXbINNT/bf0mPJfInXM8+JT8qfBnwp9ueT+ZX4CYUqaAPcpxA0Oiam7ea2QuFowzW0QijKKuAP73pOJMJYmN48HckScDZ+ZRcC+rK5dgHeMLnsW1wvZbWOfD07BP+l9M3CCHwrCbQHX2v+PH0KYlucOWIorV8k+95KEt+fzqgqg7oAfStJqdjU99R1h2eMtig548P3xH4I1KteTpOuDgb8r8fN/gNXMdLzO4RZTWON8LLXXSeE4+nJN2QqTtklzb86+MGzYckK3AHXJwPkHXGL8oMz+15VV9xOHYk2sFRCmcYISpJlrb88cOX2IFmNnR5eXXGSacUoWA1P+cmsri6A9GxbfdI3TH1DNv0njiZ4VhFazSVU5Ofd8SFptUbtNYUlY97IVFK4VASBkP+7LhB9j4ys6SRjxt5fPPdidEs5PxpSK5vGRj1QZ94LKAZMhuPqJyAi6GD2yV88fWRvu/46GyKiuFh+3O0+57EHeOsPfI7h+zxO6w3wl1GDH8/JhMHrqcho97h87yg0ZaPwyWpPmH9GeHYQfjP+KaoSbuazw8nPo3mrMT/wd6bLNuWZOdan7vPulr1rvc+VVTKyEK6EiDAwC59+tfo8QY8Am2eghbvgBkNzDDsggGSUsqrrCJOnDhnn7PLVc66cncaOzKVqcIyhJRcu7L4esvnnMt8NtZcY8wxxv8r3vU5meuw7jTz+Tm3fU18lnN6csa2tIyeoh16yseBxcqQXSgaGTFX5zTv9+T3e2bCp7jJ0f4Od2lQ4wHPPaG7aRFyRv7FV0wv/oCT01Pelhvumw0m7Zj6KR4gH128cIFf9Oy69+i4JZpm+NmKauvwuNlz/vyc9KxhZ/ckToasFNKP2BfXPF5vOc0iJscZ2Q+uoNxwpXsSX9My0hmXhZJ8Fj2nqA19M3KySgi9a1phGMcOJSXGDlgh8FWC76Y8+6P/GnwP6WrsUOIfaTzhI+uBLFhRc012fkLSS3TlcnOzJYgXWAw3jxtOJgnp3CPYWk4uXXbva0RbIdoW3JQoO8Z7jBD1gLhdEwYj4eKMvRg5mf+IsQ8YJwlJLRCNYLn0MbKn0wWu35NlhpGa0JsylB2xBc9IhDSMmw/En39Kv1tjTYbsanhdMHcD/Omco7NPyTePhC//K9zIwVnGtD/9Cun6hB6EI2xHzbDTbN8/MvGnTJKIzkb0uzvSFyG1fWBsO2ytGGSHP5vg3r4nMRP8QBDEPq2yzERM8+7H9KNmEmRUxR1dPRDYiiEbME4K0uCtjuhGUEOLO5lSZmdkyieL4bEoMWgSoUhkAeaAyqbYfYF8+8jp91/wKG9Znf8rnPdbQiei9g+ISME40O0ONPMI62X0KkE0b3HF04twfAcTxkgCzKhwRMpEhkTuBG01gUoIpUerG4p2g/1Gd8QXIepBU9hH0ihGEGCVIvqjE5zZBRiFlQn9GtTMp3uw9JuW9KWie7PBjoZBgRhHhijEW54wyhFHGXR3wzBaTDblbXlL5XfkZYXRcJx6iO6Btu+IhwhHSGRT4XoBQ9/gSwdvkvK2ewfDU0ecGB848y5YhKtfx0jWGLrrt9imAeFT/9U7xt0B9/gElYb4VznBy2fIIMQOA8N+i6kbZBTiTGZI77uq8b8kvk079P8I/Bnwn33z+QNPitHfJcHf8S+a6qB/IwF+4rDRTBaaKPk2P53f5nzp4aqBfalxHcFq4rN3NeXfynelGyEcix3b31gVOG5C5D+A+4DFIIVDr09x1G/bIGlrULi048Ci3xP2Bz5RiplzTOLPmLgeUjyJIW56jcXhxHXITY30HTb5wHt5g1IdS/eYUG95Zzqkl+A6Ctu1YHoebMuV1jTdniDNCN0Ffff0Bh6r8UOPOCpBNpigR3R7JtalNDv2w5pEnlCJkaZdc5F8j7sywFiPEIkKwGBw1pLx+hY5ttSPBlVNcD9Kqcwex7Z0qkbHEis9bOAz4ZI07nEqn7Av2Gx+ydE0pY4FN8sdt02OtiHz4JQ+NPz5/v+hqQ2fxD9k7kxIpYufT6iagmkc4FcOn5xAoSVuaOk8zd5raEfIrINjB7SpOUqPeTQNjtXoviIQGX/86iMeHmo2e8tK+HzdVczNMah7qrKl6EsugnOa7h4v1bihx3vl4huXbdWSOz2oEe16JOqMq6MJj90jtCG7hwIz9uzcCqMti1Qh4xrXWPaNxMsS2qFkFoS0wnLdNyz8kakjSXDx3Ra1tBRDTbPviR3JbJ6gQsHRdIKIUxrR4NuY9TigRYebOODe0pscbyZ5lU6oth43+YFsF3LhRZzGLR+qka+rnAFQWYIhppMKbyep9w/Mo4zxWNJGknf7XxJ5IW3b4vE0C/9yuMI8+JxGLvmkZL0uCEQMo8YPIg7lA/3QkvQObiKJu2PO6zn7jaErJblQqI1PdJqx2265PJ7hdwlV17IXFjO6fHKZEbgZWbDkbV8yiISV71MMD+yGksTJ+DBU3Be/5KPkcx72OVV0ShpnHNqR2+HAszCGsCUQPntREQY+L6NnT+rFvSYEttXAm/qOH748J3Mlwjd09xXdbYfvByTLCbtdyfPpEdqNONQ+zqzlL/MtvorQfUe7GzgsB0KhEMah0C2feCuctcV7r2kKjYdkcu5SeT30hs+fP2dfl9zn99wstizclKwKaSLFpsh5kaTs9Qd8fERviPAxzYHp6ef0lz2bJKUcIz7KzjkJY5ygY9uHmD7l6ztDmrqMcc+bOkcan0D6qN7n67Fh7mqUK6iKlqKQzNOYia+p2gI/cgn6ijdf5khXsHrxgvvXN4SOxp/M8U6veCy/BG1IvSmTbspu09CMLlJYKFp6aSl3Cu339GxxbIaMHU6SFK+Hq8mM+7Ijdpds6xytO3r/aeTjtu2Y+Cn9MFAsJnh5weg7bPqfsUiO2B86/mp3hyt9ZtEc/yTAX8x5VFu+br4gbucUZcXVyTmqiYnvKuh65l6GKx3CyYzi8ceYoCE6mmObA408oUHjxxm9tPgK3taaU63JdwltpaCRTB3FrvjA6fQKest8+Rn7rODB3rFdl7TtAyfxM9rNB5rGMp1nqKzlcSiYuz13tx9wlGI2W6KbkjqOGfKOST1go4TIM5yc93TDe3CeZiSNIwjdOeG4QHYuXdyzrr4mkDGROCN2zpjJG/TuDtc9xSs9zpOPaPIKtyu4b3qk5+CezBDUtM4AXs/3kyXqq/fUh0fmIqAt9qBcFkvQxvDqe/8a8q9RTY7UDjsn5sG0tHnO0dkJF9//Uw7/11+hhxbd10xeXCGchqG3jAjSeMqndsLdraZRDmEQE9iO8f4DHRrnLGP3UOFGCrtvcAdJGj1j94sD9YdrmjAlcVdIm6EWJ4Spy0mWcr2TNHVHqhs2+w41dflgBP5jzfmLY5SyoI7Rssdppgx1juMvSJ99H/11BUFKevmcO2Wp8wqjDaOW5HVPNJvh2wN9eyA3DcnJiuH2Z5jogq0/YxADY2FRzsC5bjldJczTCNMMpHrAOZS4KJrdGmUUDIr4Osc7OUe+fIEr77Cip1MblO5RxqMygt2oCceOUhusCci8KW0HDorRFei+QiHp2x3kB/zVCplk+HKCEAIZBARtTD3skEKx7K/Qtw2+Ap01OJMA6bi4swXB+SX9Y0n9usK79BBRSHszAtDfl1ihn4RHhATjYXcV8mpOGO+QpsJbTsFo6nBK16xx3AiGClcLVF8h7UDUWmgOzCKH1rao6TE0PZmjKBIYZMOvpEUthsfhjqkzQ2qBLjpM32DqBuEo+g854+4A1mC7DgOMW59xccD1fNp3bzB58RRXbUHnB4LnrxDq34/vb1GPPB5G+tEyjRXLiYujvlO1/qfwbSL5V9bafyOE+G8ArLW1+MeWwb7jO/4DZBzt31mzFsbh7zn5H6CoWx4PI00nSSPFaupysfJ/fdwZj2i6Gv2N+5iLy8xb4mUL+uIaO3YgJG58jHYkdf/wZGSPwKKphhtcleKqv6kIWwSPveF02HKobmllhzGatDoQ+hGufw7Aue9z7D3d4/v2hmLsqISgjy0egsHuOfbnVPs9pS1oTUtmQ9pBkXkOmVMzG6ExlrvdmtNEk4YLyr4g9udE4QrsiMHijB0zjrB9xL1+jbXgKM2RjRkHxduyYl/PmCifva6II4uUgploGWhBDgxjw4d3D5yc/yH78Z4BRSBjKrslFRsW8Yo7p6P0FHHvkTYZUaOprKaYwNf1ATeUWOVSCw0O9FKSD5a/3P2CE/uMn2xH/iMxwbMnBEeWu/VI3Rw4PpuwWAh+st8SdR5nY8jhcWAShzy//B6/cP9vRJczIvBFQtW57Js7fug+ox07OjPQ9obYF7QyQtkKi0MzjjjekjaY4c9OqJsOWo/zcIGnttS2ZxVFdIeSX4odeD3vbwvqquej2Yp1deCwt8RqzkNZEp/75L1LIxLmmeBFNEPrgU+aE/7i7QPnvkcsK/zckIYJYdrhBQFKKDbG0inD/bCj1C0XyZyHruTMTaj6nl7scJUHvmIUA44oOA5X7N/6CB0RtAP9WNLFmqEDx5OY9kAY9lR1y9E0JjIX3FdvcW4H0j/4EYwPTPHoZlNCM+fDVzWXQcjalry933E6xhwtYjbrkViMJGNC5wx4gWARSnx3wYetodpCZqDqOiJXcXtT82I+5/gjSHVMd9MQaB8TSsyxwrSSwQYUVtA5BUK7VAPEXkLHyNSbsDKSzPmPCeqMVXTG+8qiEPhJx8l5SBxNoZtQA8/SC4LOMu469uMBc/CBgXmqaIyHbjXPszlrvaFpKrpuwMXDvH1glUNsXeqZS3wxsh0HEndF2bZkQUZrOoRykNLiepaliPhEhGyLDVnkMWifdm+pigbvheAvHtfs7lsWKxe/zeg6QxalNG5DYx2EkAwjLLwFh8MdZhywMehZyKAMz179KQOQCTh3FOX+J5B8zruf7FkXe1oN91ryo0+P2U2eAmgzjjgKrLRIR5JFAYMeMJWDzBRH/T1jv+VO9zTNkkhZvjpcE9YTvI+eY282+MECg6bsHkj9BKtLsDMQEis0VnaIyQTrW1zHQymPrzuJHyScOiP6q4KuqJhEHstJROUodpEkzgSHZsvL1SXOGCCUi5Q+j13DahZxnLlMoytcWpq5z/P+gvF6QJYgnZHxyud2XGN58m8X0nLf7PHdK+T5MyZ9SasayskROzcinBwxlDf4p0d4fkqpDJEb4qNxXZ+yk2hHIVXA+l3PbH6JtXsc6TMxF7i9RNr3jKHhur5jP3jk3QptR+RQc5YkSCOQmeXgOfR1iNzvWR19jKg2dLc3uK7L2cUcvYzZpxLPxqSLAeF+DZWLL19webYk7z4QiBBHryit4v8sfowQistyQiXXDNJD1c/J/CuCh0d6R+DFEbIu6R0PP3GY/8lz/qJeU3cNXhryprnl4tAwM484psV094QJeNMZzqKAYkufaxoiTOMwLBJeb79C+QLrG27Xv6Q7O+XkX/8hUSsQbQltjW2AEISF6u4LTG84nbzCEzGyvWXf9bjhhDCYIxczxOY1m+u3uJMZyeUlxV7iViPDOBAMAhW51MUONX2AwoHFGdkKdvsR38JHryI2u4E+9Dihw243PIoptV4wvZzh2ZLx8S02MOjQ4n3vFD/06YcCV7/DTRc4l5fYN7foVrM4e0UcGOw0om8eqXYHIlcRBj1Zr9g1PfEk4/QoJpI992agvHugXK8JrCBuavr6wPBwAyLEui7u5Y8w2xx9fsD4hvH9PdavGByNiRf0foijAkIdswpfcGcF74cN0rQ8D1+R7w2+HxNYhQ46xrFBFzVOsiTyThBa4LsZx/NXNM5I1MWwVzgqJBQhelvR9w3DUuIPksRb4J1N6KqeocwRusGZJ4wNWD1iDveYqkH6Cp3OSSZz8hFEG2BNhvU9JkmM8VOU6yKNz8vke+yGESUVRlg8T+B2I9zeEEYxcreDusNZrBjEiPxN/19gtJqubuDrEtsOoCzDfY5zNMU0Lb8ypxTqqVXaVD0Wiy7yXyfAv8LkBboscCbTbx8E/jNRtprXNx36m6JJ1Ri6wfDsOPj/fS//kvg2SXAvhHhyPweEEK/4DZXo7/iOf6kEkUBI+M3OZKUgiOTvvHYYB+5ud/zyTQXSkM0CmiGhajWfXISob+aKM2fKS/EJpS4QQOJkBDIEBcr7jLbPMcKi3JRu3MHfap22GLRtcXlKgo21DBZeBRG6yrGiJNc5nvDYjy35/i+IlSFWMcfeBFco1kPO227HV80W3zokbojGwROSwnaMtmGqAkZT0dqCIEywYovf++yKRwI3YxqfE7sjjpviTV4SIBFCkPsZBxr6sWNsLHZwkH0IpifzI3It2bSaMyfCGIeN2fNVXeDsWiah4NJxcEVPYyzV0BK7PqLccjXxuR40rgo4c1/xUs2QZcurwGcfVXQvBV01JdZzDu6GnTiQWkltR2ZOhhAabI90HTwP+j3s1A7lTGGE3banTyRNVeMKwWGwlFuPi8jHfZDcF1smKqOvKvI3io8+/iNa/ye0piMNj9nXMX2puB0LCjEyGo1xRnLbYHrJfDolSxPGpOS+EswOCmcDh8EhvoioTYdvY7AuNBInEKz1PU7fU+qMueewqbYcyp6yhIMPnXIY1gM/uljwgYGgnTPkA3OxpLvpOQtiXJvzMBw4d0NMXrE4a1H+gsdG86K9JAgdvizuEG5A4KT0xQOd77PKzkDfE7CgaXKasWJwG06zUy5WZ6z3Ab6oKL7qST4OCZWGYGTblJwnS8aixegDQSrxew9nMqFXgjKL8EfBUmaEuynGatQ4EruS1I3YFoazs5hoqVgQcahumImE1Uw9tdYqyVkYcVAFqhv5k6sjogJWPwL5bGTqTdl+UZHvc/wopc0hrB3kpwsGxyOqYeHFEFru25pYBKycKZ+Jj9i+vqVvBBsEIp7zcmUwtiRMIh6cNe/qDYyCj4JTmsaDVjD3AxIffKmw15pJ5xALwcQTrKqO2VnILtTMY8m8tqzfbkkSB7mK2c0h0kv6m5ZDbSh6zd60HM0nSGpS5eL6Hf/FZEJ/t2ZwO5LVlE4MJGHMehg4nkZsr2u0CzdFzmfpMTEugXNHpmAVT5lHUzABnX3PGDdk3jHD/oau7dn2HygXPUl0SuBE5OOI8Z+hi5iu69FiQKkBKwwPdxXHsxV5t8EPQ2RgkVqSuh6dXhN3A07rciyW5N4nWGdgazsG32dmXC4mf4DJXCZBixNNuH23wUQh50efI5wNu71mT8didgLKAT/G4OO6DQU7IlOycAYG2RHtQFmPpmuwZmTZbPno8pRNCFvT4zlHrCuLUIIkdHnhz9jtetKmwhYPVPc/Q3oBQRaS6CX9iUE0GiEMXjWgAo+hNQR2RuCsGORAEEmG3qc5TnlUW5p6R3/YcDw942SZ4Coo9mtG7SFUiDQHhj5nkpxhZxGHg+UkDRgHl6MgRd51TFzNNGopHwaGHyhGT1GbnHVjUG6EGQQfhy6j3BNaj4P2OAwN/pBwMXrsHx7pdEEw+AwfPpBcTmiPc3q3pJIGZ7ij6lOiPCJwGxx5xVykvK6/Jg97jLHQwNvxns/Pf8jQ31Aal20tuDqb4//kF3TbHcHZGVJrzj7/nD+rNuh2jR/GyMxnminWhzuc96+J3RnKMzhhytivaYse/W7HbnZJq1u8hzu6yzn9NMKVFUI3RGVCO+TsjcPWGVh6Fqoak5xRVK/JZIpfeU9/zMGIcxJjC4ezZ8eY3QhG4rUVi9VLZDqhlh2D1UyJ6Zaa2eIFfu9B1YFSeNKl3z7wITlwDWgT8hhOWcxh6kCqIWxrSn/C7d09Q9PgD9DXHctoRrO9o+zfEZlzvM8/ptE9tqzJZorJf/o91LMLzPvXVNdfII8WtA9fEMyXGOlilxEiaDg/FZyZcxwTEtiWvR9iN1v6zQORkNRWE95uCRyJlxxj6xLHC1CdRmUzdNvRbN7jNwO+Pyev3iDwCVfnyHWHGg1ZFtMn52Rihjtq2rZl43uoSnLhC4KNy9jWyNAjmq3Q/T26yxF2JMLhk/Ej2qpjl1XUqqNuLRMzob/fI+cTSn/HY7vj7BBR39/SPTxVgP15gnf0DMdqhrcNUoETgz7sic7meH7Fvq6wuISRhz90LErN8+kLiqLmtnDQwkWKp/+3XRpw5gv6r9/jH79AqBQrBkCQLa5ovCc9lcH0FDrHEz6b8pZUeLhIsBI1WaCLApXFiAcHIRXC88Fa5CxA2wJd7cAXMIi/UQsF7Dj+f44p/ykcyvHXCfCv2BWao5kh9H53TPodfz/fJgn+74H/GbgUQvxPwH8O/Le/z019x3f8PrHWYMYWIR2k+ofnO6LEYXVm2NwN6BEcR7A6d/H83/3Aub3e8vqrA4/7J9ui/bbj6iPJpop5N7QoA+nUYbJwCFVEqH57ttday8Nwx3p8wGBwR5djteCpFvGbibBEid++BykEC9fH9QPemwFfBjjCctAtIT3ogtKOjNawcBLe91vSfor38MDQ9TSBZbJISeOM2LG4k3PG/JbYm7HRLZ6r8O0Utm9xxIDRDwTSw+s8gvAIfBcz1Lz1PH5c/pRClyitWcmUmdWcBad8WeYMY0hlWjx3RsKSWmi+6HKUYxDfeG+u8zWLOMHZd3huhnJB2BHdlnyanmNkgG0cros7Zp6PbkqSKECbkDfyQBTEpM6che3xR5eZl1KOHa5TsOkHpm6I4xlubEUgAxb+FNMORKcROTXBlYt0OlAN7ejwioj3xQZX9PQ0aNNhtc+QR2ydOb0d+bIrWYmUyBn4MBxQE0HXwsWzGNVJXCsxk0cOccHjvqDvfD46fcVD2bBaBOyGhmTqcHMYcfRAMI7opEXIHUY5HE8n5PcfmPhnaNGzWoQ8P8loVc++94iFT1zV6ANMA583+zUvhgVB6zCqCoeUVCk8t2fdVARtysl+Tlla8qHhcnXBdXrgsTb8KHqGiSUzN6CuAv73D++Yes84Dkek6HFtQie3HH08oawCVGg5qSWzq3NuzZ5zf4LsYmYehCpHKMv8/BN+md9QVDdc+EdcVznV4ONVHlmbIqWidzY8m8+xg8coJc6V4SQ8Ztm5jMWOfqgoy4TVNGRqQryli1sauL/GCM38Y8Wje4MtP0YMHSMD+/aRRE7IDw0XzhEP/cCHwz2JcjnyQya+S+h1nGmP26/uOGwHDg1YBbLYc+p4RC86/o/mJ5ymlxir0aPL60PHpbPgoRuIXJepFLzb77k8ChD3I0ezDN42FGFBXxmmMxdPD7C3KOEwCSZ4r5b0rkVrl7wYWUUjQgZo7SKVyw/8E05kz3tbsO9f4wQrrGso9B534TEPfUwrua0rHFfihobehWnsElnNY/81D/lb/MM9R6s/5r3uGOoO6Vmu63e8DC8JjUMweAzCp+weyZspLQ6+CJgPYAmJPZd9fcBzfQYtmBqH8+icyq/oZMWnakF+WKN0jR0NsS/Z/OIvOT7/hC45pby+43qXs3AFlxczIsdg2hsaChanK7b3HW69JJ0fMwwl6dJnegnRXcRmJ1AK5PEcJz5QNntmQnCZTBFBx84z2FgxOXKQkabJH/g4OeF9EPGzoiVwFdMEXKdGmohXSUp82FNv7xhOfsC6H4jDBUurUa937B92uH6I3zc8/96Snx9G/vLxhkhMmdiEq3OX+NznLoGx7tEUNAZuaOmGlmf+gnzf4jo1YzJjxxQvCEiiU2Lj8BC3hJ7k1TjQ7XOmVjO+PdDHEB+fI50EtCR0JLPIZdt1nAfHrLo5t+u3FHnPPJlwuvwUJ3fZfPhz9g8HHCFB9QxtSRzsOc2uuB4KSn/HZJizWdeI8T276g0MGvfyj8nLA6Pn4WtFlY/4WUwucuxuQ2iO6XTHtvspM99F1xv0TiCbHu/1z1h+/wWH7ILaGXGjEskNVWfRiU/z9RfEsyuqX/5b5HSC66/ovJi67hnrEl8q+u0jSXKKk81w7ivy4SuE4xGOHt7xCXp2AXWD8AyeFzO829Lt11hHo3KHybmHWsZEJx/hvAwZ8wPNT7/COeyYr5bEY8tQ54jJnqCw2PsNFBoCQfzpxzRf/gxzOme3viM9nrHuG4rGsHcD/vSzS06rHtNG3H9YI0WI60tMXTB0JVWsUWn/9IwxNWV7w364QQRTanGgcN9wfLRkyC1dGjLoEkyJ27i4zz6lNxsCNUWKgdx07B8Vo0ogcPF2zVNFUhiE8DDRFKMHgpMX2LZCeC6eyoiWF1TVHc2hRjkecoDZ7If01sMhCtenAAAgAElEQVSsU8o7h7bucV803LzdMFnF1PWAGzjoqMf6mv7uBnM4PAUQxqF9/VOc8xlIg7Ie/fUHrLY82C35+gaVzehtyLq75urkY7zLCXuvJh59du/eEHoh/lwxlJqxqoiuamRT4/zhMeOuBGNxphFy6uIMJYuVB0Y9qYVaBzUYPvOWfBAVRVMRKQ+zPuAGp0hnoLcNXnSEIsNsd2AN43rN5Pkz+nDObtywGR6enq/Oirv91+xlxHPvCtlbVDRFJTEq8UCFmKrGdh3MI8asRdkRM/T0xS1+9gzxq8k0pVBx/Dvjv98Hf9seE54iQfv3HfiOb823UYf+X4QQfw78KU8R+H9nrV3/3nf2Hd/xe0D3JX1+jRnbpzbjaIWbnP6DQleLY4906jD0Bs+XuN/ijVvfGzaPh99aGwZDsRkp656ZVMgBqrxHD5bl2d9NxAud8zDc/Vo1urc9D+OeYzWh1/tvzhKEzhJXJb++zmJZupK7zhLFS1Tz+sn/V4z0WIw/oWfAJaTQFa0pyauC8ouRNFySyy2mFyyLJV64ou7ueNjlxDIj6h0mncS4G+6rnEwAdcE8C3H0DqunmLEhmL1i31V8UXxBrmuQDn3n8igKpiIhMT4/SP5LeiWIUoHu5mx2LrNkRIxP1e3QVVgzkmU+UeDRVD1+4jMPFZUTE8iI1/mel+6U6r2i6XvU0uKmgr/+co/bOjjSJZoGLJcpavTJ3ZYP3TVTFeMNMV+WbziKPQLfIZgEvFQvGLYeH4ZrLhcnOHFJNdzj4FHagDA1RL5H5pY4NkAomBpDpffsqy3Hc5e7oueYmKs0BqVZy46HZkfo+DhzSZK56G7EGQwLP+OT+BQaF6+8Zib3pM6Sxj2mU4qLs2Pk/p5hLGi9He/GCjtEvJpZRJMiW83L+QXSldyYHSWGZ/MYaBnXFWPXUdSGWZBh/Bb9CMujlLrsafMeeRTg9ROyQ0peWN61JYiR4YPl84+nTMORXf5zVB3RjBnCibl0Fnyxv8aUIVc6JLI9ia8o3Zxfbn1eHZ+z3nyN/cmGZy99RDpjWxRk2SNlfYPfL3n0cvRS4TqS4eCxKlYswpRldMyf/bsds7OYcDqlYeDkRMHRhlKn/Duz57NQ0ow+dpow9wR7veW6fYvnBASxy2Sm2ez2ZOkl7ytwQ42z8kkcj6FpCVTINPWYTSQ/y9fk4Uhja5Tp+UF2yrGKEW1BhSTvavKuwJFTpDDs85jjMeJ5/ApBgBpHdKsBiQwV6/uGy2XAUML3F2fEMdRuzdBAfJGRdhHtAeJnPrl/h7/SLOURuROx813M/hE38lmdOSQ25fuRolKGrh0JOsP/evgZHQ0fzRR784HL1SndfY2VA9pzyU5mvO1rjrKEk5XFdyPOVETV7PFMxkKeEIqAffsVIT5xEyBGn1GnjG5IuJ6ig5zD7TVnJx9xP7a8HxysHfhRnCACS2AUk3CKNXAauRz6HZdK8No22GCgbd+SWMPsWUraB4TbgvwwYd92uJfP8FKPpbflfJkxOO+4PuRECPKhZe6uiWan7D7skPaEV5d/QB8+8EX/NfbM5erVJU2Xs9Zf8rZcswhCwi5AKck9Fitb4it43X2ByWtOFjFH1YGj2ecUKsagiBoDeuShtygtyYxDs3rF62KDZ3u8qGJ/3xFLB9cT+HJE5jmT/Jyx9BDiqStjHofcjDlxMCJdmE0mvPViQhsgrEHakkpo+sDl0I6osuRydUrtKfJh5GbouToNmNYt6798y0wKqrst8SxgVBLmx9zua36w+ox35i3L6YCn5hxvAsq3FceLT1HOgBoGVN5h4wDPd1GuQmrwkxmq1Oj1BmrFZKmRJwatPIJOI+WIVB6u8Oi6Ad/PMEMLKsQJR5xJhul7PHfGcGOJT11skVNLHxV7FOs3eGcXBOcxsywmMY94ssUZJU494SSKiVY5+maNHlusAG95jEl86BXtY4GjHHovYppNKKdHBDLmrn4EJVk6Id3+HqtH2uhTsskL1ATafU2rdgTTJcPjPWLUWK9ATKcMbk0QHuEkKfqwp+kOPGz/GqxFDwPz0KOvSoLRBUbcJMIcrrFKYzqBFQpne+DUj3EWKb2vsJ5hZwvCXtP3NUKF+MEENxA4gNFrmvYOBAjnnGJ8wAuX/LzbsR7WpN4C2Ss6UeH1GmUMSXiOGEcc0TGOPd1+S6fgsWvw0kvMxrD9asMylIRWYmxIVzZPnRhywI0SPNcFrXHPL3DSJePtI22nMVS0xRpTPMMUEb2asL0fCKIQMRgWTk93t+XQaxzhsFhOmJ9KTFkhPA8cF2c6o61uaAqf3BekwwiHNWPq0dgSLLS317iXz+hkSzMvqPoayQo1SPq+JRQhMpT433TNCaWRykKsUVkKFqywGHFg6G4Zd2uEG+Alp4heIf2AxE+ZPbYc5RLsAF7EoW4I02OkGLD7R0gkMg1ACvp+ZN+saTKHWGZcWotfW6zpEH5EXVXUQUfS+6BBTacEzxd4F6f0ecuh7+nMLWW/x+sMS8/BnS/QbY7jLhBS4p2eIYN/P37CWaR42I+/lQwnofyuCvxP5Nuq+wTA7pvzvyeEwFr7v/3+tvUd3/HPj7XmKQEe6m8WDEN5i3RCnHD2D17n+fJbVX9/jQGQ+O6AoxSj1k+WRCOcnQyEvqLXHtbAfj0yO3JRzm8n4Y2pfp0A/4qOBkedEzoLtOlQMsBT2Tf3ZnkYch7GnNEaHOkjwiNWi8/omlsaOgbX47XN+dSe4gDr4T0TmVEWDQ/1AVu5zOJzPOXgHqakWcBBw2gsBzPw17c9pmj43qmD03SE2Zw4NgRDhZ9O8aIzsIb9uuW6hn1nMdojTCUdhuZgqAMHNQruNxs+enHMbLrg3niEkeGu7hkHw8STDN2eD0ODO59zElgujWH0Mt5pTVtYnqczzp2Au18q+kYglcvP3tzzyfyIr7ZvwBouwynmscGzz+gmT966dVfwbr8n8wMuk3N0n3MUrpilS778csd9c0OtO57HLXgFBknt+uTWkLInj2KOV8dc3z0SWcvBPGDx2IoN+2LPqbNi5s0o9Tv2fQly5DScMIweG1sjtWbS3lM1NUMVsQoTbK+5Pexou4bdfU40LbH9MZKIadJSqgf2445nwRXrsWfnPHB1opjrBfePkq/GDduuJo5SfvrwyOWFIksUP16/JsXlsniGZuDqkxMyXO5dw8Gp2AYdUZ/Sbx0cFMooXOWycEaOa3hU94xa0b7eYlXD6M+J04wfppf0HzZsiho5d+mLR8bBIZ0s+NlOEXHC6bHDwbSI7o7V5ZSiMKjUJ05P+Xl3x+PhQBIsaHMfZ4jYdiPD0PLqP5mw3Y8M3ZMl2eAqzs0cS45QLgfpsZGSrm9Z+hHvB0s7So4CibAP9KeLJ7XfsWcINVu5R20z4kziOSGJiAgWPl81NXlRsJgPbLgHR/Bl07OXPq+4IOpqpruOLJyTW4/KdEwyl3oUNKonNuCOCjl4UBhGI7lcLLnZVrT1SPIKat0RezGtNnxR1pykEYt+ZPP4hsbNSaxDXu9Zrk5JxJTDbkKxU9xdb+mK91jP8urZDDuNKWOB0gmm77FjxqDf8aXzYy7PznEqS3g8R2SSF11IUX8gbzbQhtz0G1bzgMObU3SbokXDeNYjEknjek+2W7Znv+tInZJD9UgblOzvbjldOUyz5/zbvOLP+1v+1eWS5FEgrCFwDDZ7YFjfoC/PKMWOrak5T1Jst6bO37AQL3n/M9jcrZmuFEVZ4k8ykrOW0tuQlw/EbUjoxsgm5iAhmTTc73Jib8ZOW95sf450BVUDg6pYtSGz0aH3luTjllWS0eDSnsYstOGD+ZLBtkTzCLEI2Td7RN+xf2jQjmKjphjpMptYChr202O+bPeUoWEmLIYnq5wBwTxw0HWBdS2qrnkeLJl7E1xXsenvue12/MHxhDf9B67CCxq9Qo8tf+IL9P49mZOSzs9Z39+T+gH3GDatg3Q6Ml/zaCtOZxFNVNMrl/Rc0I47unhJu9M8WCiva85PT1ksdqwrGDc10p8x6AHJmsfiC4LBQQbnTF4+Az+l22xR9cCQlwSvvk9124DZY8sS8+IZQk3BRkxnPs02p7q9Yf5ySR4rFBlhVBP7E5K8ZH9fEwpLlipGmeD1U+q3D8jlnNs4x/S/YFXAch7S91O6vmCigS9/jonOUc+eoURENFsh0pjS0chDTugrGqPIe03GlMqcoMsCQ0xfV+S9YRqkRF6GP0qGpmdbDfgqQEmH8vrn0DYEak799Zekp8c89FvqMSUzCmcyw0Y+5rFDOC7h/PjJ3s98IDw+wy17hnEL3RyxzKDbMUkmlHWOms14Pa4p6o7C23PsekS0XFx9zM3De9r+wHD0DN92+ErRC4W1Bm++wDo7HrFs+z2OcOjtyM7pcYXFmBbd9ZS65+Ozz7CuoFsXONMplazJd9d4akM6uSRp5wxeQNI76HxHuT7QJymz8wlttcWdL0hevMQ7OaX96jWeWpDNf8TQ5kDHYatQ6Yriq5pJGlJKi1869EOFdQ0OmsEMzN0TgkNBU+wZuwY5maADl4MWOKNE9T16FHQd+FMPKyxjFjDoHothyGJ06tLu3hNOJwxegBdOaGqNayWOeFLgdOMMFQcMt7e/FlURqYceD8goQlQetm3oyxv8ySvc01OEEzLNexLPpx00wndBjXixQ6pHzMcfYfoNY1+BDjBBhHR9BtOgypb8i78i0CHSkUjlEGcrrHjqJxa+g7t6Kh5Iz2GfSOqiwKzfoHSH9jL2ImWVJJB6BNkrpOchnH+8IOo/F1nscHVsedgNDCNkseRs4f2jnUq+47f5NhZJ/wPwb4C/5pvwnqcq/HdJ8Hf8B4UZ26cK8N9C9wWDF/M45tRmIJEeKzfDl+7f8y2/Gy+QTKYzuscPnEx9DrVESc10sQeVUwyKKD5G1yuMBWOeBHd+E1f83eqwRCKFixY+jpPhyb9JzLdjyfvhaRZGG9jWBZnQLL1nPMqBXjbshpyle8LD2HAqwNgeTyl86eAIRRKlFJWCwSWIDEdCMbFnjJ4h72t8KblyjwjuOjpzoNoP+KdTvOyIOHyOGPv/l70325Usu+/0vjXtee+Yz5xDZWZVsSiRbUk0GjYMQ4YvfeM38Bv4nfoVfN+XDdhAC5JMimRVZeVwMs8Yc8Seh7V8kSVSapFqym5Zgl0fEDf7ABsrAjgL//H3o+087m8a1ChA9CGVlezWFfNM0SqJIqDvBeO4gvrnBN0z5mKK8RX7uuVPs4jb9kgFeEqziMb8zdvvCMNT3r2B3kpmM0lHwKn2mMdHit5xs3aoJqIoFP/m/BWD3zPogVRFuE6B33JsW6ruk1drJzrCQpBoqLuEQ1TC5ZLxUXGmxqikJHINfnDOuu343PM5tB/55f6Gs2SBmWvE8dOoajj2+HW7xLcGbMO7+htCa+j7nkNVEoQNT5Mfswk95u2SonzEUzFld2Df9ZyakMlkzM0Hh1SC2Vix0h3vdnuu6gVREnA26aiaHaOjRWCYJydYYenDI83hSKBSpJJo3XCza5inCzIdsC+PCGPI7wr2cs2mk7T9BBdq0kGjiTC2YdtZEsZMQ0ukD6j6yL37QL2yJMkIve/pXUOnHc/cnG/3G4zyGHkBazbEbsIEwY1rOZ+nrLEEXUw0n/C2WXEoUq5GX3LsO0Z9zW27p1MDbQ9FV/HH83OqjeFj3WFp0LOOD0WBXilClxGderxuCn7Z7llYyefxgl8/bDnkhkl6xk35yMtoxFHsSIJTdvtH5sGYrVsxfhEjtyPmRUjdejyi2R4OaF9T2DukOrApG1SYoUzITdFxPn/O7GPGw+2W+dlzZsmC0SiiNbdoW3CoDsRtSh8EXHkXJNqnqge2UUDsdZSiYS8Ud6sD1T5nMR1T5gXx+RhLj//Y09YZm8ee6i7n/Col8CPuP+zoVxtaB3XdcXct+akveeMLloWm7zy80ZyMLSu7ofIPBDJkVT6SqQ1fZE9ZWkveZ+z2HW2xoTEZeRkydAlBEpEqj327o/E1bz7seXU6ZzHLeLy/xlOKhRlxbB4QZYAONM/DlOta8h/dI//T0wk3b79mZBS7zQpPGcq2JhvFtEPFXx9+wYV0II688n7GfvURT4cEfsLOFmzWBm/W4RmBPCgq2zDyJG0vaFYNk6szjF9i/QqZSK64YBh2+NInOvps7+9J64yYgcWLU3aiJnQNNrGILxP0PiG0Ho0aqKKePrmE1YosHHFfG4qqAqd56nmU0uctPb0MqDvLIxbfizFXAeLjHmkrCCXe1FBFBx4ftuybkHTqkw8HMk9zUHtCYemHHV/EZ9SVhPfv6JaPHP2WeRbx0+w5h+mCvz7U+Lojr+44FC0LL8KJgidxQl2UNOFA6xTVkLDqj+zUnlpq2seAz9MZTdOx6jzuHx54Og9JRyWxF2MmY67bmqXZ8+TZFZXJGHUdvPDYbKC2gkBmxPsarwoJFhHffftI2oRMZhGTk5K5n1DbmPUuZ5SHTGRMlyg6fSA+g6q6Izw7QeVTzGjEce7RuA1mNqWi49SN6R8eGPIDwii8s+eU7/foxMPaBoqWavXIcSg5+exLnr845Xado0yIf/aEu4cWFXp0RYwnfcTgiL0R/sERhTuEElSuoVQNUStQLmDQkpqWKBuxW33Ezkfcrf6CkQo5fb/GfHFFNJGAwE0y+sca2RuoJdXhms7U+KMAd5EwXO9ZeF+gUo9fsqatU068E5ruhg9tw0/Of0SmBf7JCXbIwCnSRQ+dT1cE6CxDJVMW+pxmc8vz5owukjQerJXi6dkl+uYDjexJwwX+7JSuvUV5GYSG+vBANzSopmLfPxJllkMbM38eM7wvmEVTLD2r+2/x0US+91txJiHp7yvcBtxxwPUt2csveHAzwpM9j8WBerPF2JgnizM2YUeqWqIhYvb2SBvfUPcV5fYjNl8inUNO51T3a+pizSjLEIcCnUwJkhHr/c8RSjKII4GeUQmB98nOgT2K08vPyd+/51jWhNIQzE54sCFRlDJ+HuLKHKENzuvo60/rYt7pBbapwVq88zN08qm4Hz2Z8nJf8VC3lEaSjWPOIx+/dZS9ol+D2yma9SP9rMd+/S3Zq1e4hxXD1lIPDVoadGxJxpDOT/GmGpUFSO+36U+1vyEvVkQmoqt3iK5GCYk1I7xkhnU+zX2P63t0qvAmGiH/308+55lhmmqs5QdV6P9C/CFljf+ZT77AP4hh/cC/SgZn6d2AJ/Q/WhUTQgH/8O+DkLxtHqndpwplYWty2/B5cIYS//dGTa6eTVBSst/uGWeSeJYjvIbNIwwM5PU9WZAQBenvHLFOVUYkI0pb/uZZLGd8qAWlrZEC5p7m3POQQrAfKgCqYeD22FI0jrF2yF5TNFMupoqzSLHsc1p6QmnQJkHQE4wkL+cXfP2xwTUS4wStJ7g79mjjIZsTElniZM/ubcGurskWVwSZZVIHjBca+X1xoakNiADTeIzVhI0tUHKLtD0/mky41Kfk218j1YqhF9jujGr7H0jCK0IVctz3XHpjzORzjBnIpKQPJuwKgXUDVW1pS8NsXlNev6YsD+yOByajBWq45LBpWXyl+Q+rvyEMfcY6RmYDKRPGWKaZoW7uCKWHkT6ZPeP63ufJiSbXPcfRNc+iKzrOeFuucaKlc4rj0DFykrYYeMuKi6nGzgMe6w0uP/DUnNLZDqM1yilSC1Y/MItDQl/yfBQR9gpRdGg15i4/IIUmURHFas9IXTBdjFklPu+bI1b7BCN4WK95Pg8I1wHhwafua4xvuO0f8EczzGRCoFtcaaj7mrKumJ4YVv2RF0/HrJYeoXacjzJaMUDjMXQ10VTRp4K6sXy1COneHDiZJezMmtaWFGpLgEc+HDlyYOadoKXCND7CBUzkGC+w3NZ3SB1RJSGzS/jZjzN+ef+IHeAkW/AXH2qezc9xIuI/vi34/DxCNyk/mf0Jy25FmSim3pjooKmGCqUNg4a67pmPfAJP0mnH3EY8DSxll3MZx3z3sGdVFBRdhbMhfpmy9waephGPxwJHh60MC/8ZWk7YCsNDOfB+9Ujgab6YTvCimn27p3AtWsHE81nv33EZvKJoN7x4FXAye0IhNave4FTDqlhyHo1BKfKuZyIjksDx+sNHDronWcSc+4qj0CjbMJ83MI64L2qiJODX5Q2zUctJfMH12xVCOHqr2T04zLmHburfiJ+cxD6RZ2nqNSfxBS4YU1Ye67JhpE75Mj0hXB6wdYWZF6w7WD++Z7O/YeRNca3FNxG7rWEyueDoBNK/oW1bJlmK8VuCcUxkTkiqmEY9kOoQ163xlaQVLVJYJEsug8+IREBeLBmkYr9LyA8h2ThDFjBKB/6mvCXSHrqXLMYn1IeBxVfP6bewOsKgLdnEgZK4JmEcjujdhqo/MJ/OqeoQMYz57MsY4Xt4Yc2m2CNUQ1L1PGxfMxk/R+3GiLbArS2cKfbbd0SjCTcEXAeCQ9vzLA05cEdSCWL/Cl30jJQgjj1Co5iHAe+amij2uUymdJ6iG3oarThQ8eo8oxbvkTKhiWAdv2U0n1EvHZqB0DiursY86FsYBjbtFl+u2OwfCcKYcfRnHJaONw8B6ZVCnkfgd5TVA9Y6IhTVfkfjfMZpQdDHNC6gnxiqPGbbfEABUz9lPVTYZkFAyibOkWFPIys29x94erng6Ay2tUjXUcQBj4tzYmrabx6gkwzC0hQd09kLTDLn7fWvmY4zQunjVTC5GhM91piHD4S2ox0EYtgzjhaMf/yUbfcGqhh17Njwmul/9zP28ghViDMJkT+lfvOG4/VrJD193zA5+QnR2SuEdth8jQvmyOkVSb1mX1ScffEZmfAJyxoEHFvBYy94sTilvfmOqjHoucQLHPvlCu2dED/9MZv2l4TBHKnX9HaJCmK6VONZTfnmjnq7psYyvfwKc3OgPx+TqxzbJqy3FrmPWNeW8/PPMMMD3tk5ZbNHeSfcVeD8iHZ7oHSWXhUs4hg9n7L3coZhSdevkNZwGr3iob5GmRA3/SO2uWM+TEgelsSupO72hL7P7PmfcCs93CQijM8Yq54o8uh30L8u6Zo1bV+S6IQynFO3GhE79vU7ovgZRXtD6izt4z3d4yOEIV0UYjeS5vbDJ6X3+z31d9eo0RiZxPRVjWh7GuvwXozQHyoCGRB/NsIeDoxuS5IgxmNgyA80nqJSDu/0krZp8cZTjlFMk1efBDmHnuD5c2zRMMsj7OIrclFC78hWCtP3zOZ/jIyf8dBrlgkkX3xFcKw5do4+rCibb9i3Bjs64+zyCQB9uaavBUiFEJ+8xxES6f9WH0UnAZMk4O/O6bXbnvx9Q3tw0E8ZCom6DCncEtGUhDcVw92aSa3oPIvzLboOmfQp8fS3qs6u70FKnOtxzQ7nLJ1O8JNT+mqLdi0mWiDljOJ1jfteD6tdD9jGEl74/EsghUD+yzg0/X+SPyQJfgMYflCE/oF/hay7I3fdnt4NhNLj0kxI9O+WjJfaR0VzhuIBO7QIaZAmojERtf37O7yFbTgOFWP9TxNBaHtLXn6KYs+fj7h8NqZ3ew7dEmdhZDX5bsA5RzhqmM9mv/M9Rno881+yH/Z0tiGQMcvGI/9epdA6uG96AqGYeRqJoBoGPpQtj3mPAwYruPQ0de/YVpZJKjkxKUooLkzCTZtj6TFGsk8HOiXQyiBDwxB7VH1PFFk2Zclt+ZaX4oI21Gjf47gvScUCFYX4EoTsEcrDz04Qe0XR9BzrgHl0hfHOuYo1Hx/fsQ7XDOVrlK/pghPoW9ZtyVwduPBT7m3Eqmg4N5I0DnHNGumvEV1EnDjiOOEi9RjW75G2xhMaYxXDbst8MmF2dsLd8AadQjl8Ujv1zCOBTDg0MDcZ//VkSl53qMrnetkQp+C0ZCY/50TOMZ3kV0XOzHsO2rG1JQLJXF7xur3DNwJTKaQvUSIkTAbmlSHSKWacERwAUSPLllB7VIeCx+Ij8+yCDXO25T1tM/A8OKV6vca5hlJv0S5j49UUE4MbJEXaMHphOIYlYTanREAV4xaGYij4rlMECqQZ0QcNoyZg0DUL4XNmYjphefFMYpsCP7livZWUg2R60rAdPrDqNpyP5zB9wmkkkUVDqzu6zLBfbRkPPlUkaMoaqWAxmSI3IeXYQwwBTXfEuTmtVZyZMSYNeNPc8U19y0JPuV2t8Ai4f3B4JiGbWR70ka65Ji5Tfjp7ReUKJl7MNm/IPMv8Cdznkm3XYnTDYFtUNKL0NF0HQvXUeUHVgY+hoaXpCzQBsRszNzEyKyhswGG/Rg4l5jBiOOZsdx15V1JawftrwU9/FiLsGQ/DikBpxJBjbctIBXS2Rlcdh4cWO5nR9IaFlAytpcg3pEMIu4F+YbheVbQHzfmZQ7g9k2CE8Vq+2b/h2HV0tuU0O8WKK5qyY3CCTeVojSX15hxXHst1y5m2hP6Yh7YgSgdyNigVImZj3vd7msFgvZBIGOb9jvjje6p8RTMaeHf7QK/GnD35Cd3Qsev3TKJzGuugFtTOJ2/eUOcVcSCI+4arZ6cQPkX0FY3NkdLiRIkxgjgK6DJwLkC5I/PQYtkT9gnFfUfUGcLWo74uqJuQcRZyUoUUkWAiM2Q15qPvsU8iunbg/DTF7iGKO9TFHr+JscspVT/gVEUWTJkGGUeV0wUe98OBc7vlQ7vCCMW0GXPinxHFEdaLcUc45msyccpHe4coDFuR81l4zuvhOx6rA8/8MZ+7EbubB1xlyOIFXwvY1g2XVzGbQnDf7PHsipfZCc1+g+o6TroDWjTEX3zFoV6y8XfcVRvC8YFJOmWcnFKqklIXpBgOdcdETdlXFlU5+iHlw3cNTV1zpIdDxWeLUz5fePyqHPCVIqw7Tr2QUXWkq3PuXUmlS+p0zvJ4JBAO07V09QMzHRNpw7breNu+53yxoHaadPaCQtbI1KNpemxoKJWiPh7Ye4azmc+hvkX3G0evsFQAACAASURBVJwnaU6/pLNHsjjg/fKe0BtxMppwEA2hAQbLsFxiXpzTFO/IH94hep8g9BFWAz0ie86x8fDVU0yrOWxqZnFHvtkQqzGeFDTjc+7rgDQdMZomuDtFc91QoxiyU+Sko/juls41VHmFcppYTlj2ks1ozNmzLzHtgJpr1t/esflYYWYhh3+f4382A8+i5Tmzi2c0bo2WAcI/Y/X655BEyMBQFo7lfUXz/o7kq1cspUBZjdOaOnFsshmXiaVcfct+9YbR6b9ld71mJDxiBe3QMGhD58doVWD7irx8R+uOZN4FG3GP9GJ695L7Q8zQgHdzz+7titk0pqqOeOMph3aPvvwMW40oghgxfWBwFdXdLXFkiMwJTmwp1w+cXs3Y2oxGV6RJgjFH2o93OJNgjzv6rqXrGxIjUZlP+/493tk5zgnQhmZ9h5xniPGIQax48tkJq6LhONN4o4Dj8MBiIRjua6RtaBnwnp9zeNhxWD0SBRE2mqCimOJ4oBYG61pc2xDLgs+yGdLz8VuNLnyG446uXRFOzpjMnrIiYPg+U2yN4sEaBnGHLDaY75sTN7ucSWLwzQhhIhzQH++QOkAGI0w4R5nod0REn3CDo7ppcQMgNWIA21hUGyPMBq0ChtslGINY1cyCMfgGM5njB4tPsVPTfBICOxxAa/RiTqYVeQft0NHrFC/LGKULgvEzyo/NbxLgv6VZ9vhzg/xn2Mc97np26x5n3W/EU+W/QNf5/y/8IUlwCfyVEOLf83cSYefc//rPdqof+IE/gHyouW7X2O93Z3Nb865d8iN1gRa/p1TmBoYmZ+hLhNR4JsEq/dtB/7/D73j0j5+nHnh339C0n87je4IXZz7GaOgkQlrSsSbJFM7BJIox+vdfokZ6zOWni7scBgr7D0e586Fn6iRj4fFNbxm+XyOWwMJL2TaCeRjQ2U//uj2WuUoJu5SsPmXVP6CNIzQB8VRiXIDoDXkLQ9mg5xXn5zmmFkz6mqAdoJb4esxJHDPxxwTjEB1dgFD0bUF3rNitJcfWcle0fDaP+FWfI4iR/UDbRpReRqd9UtsgBewHiTgq8m2OFB6dGtj1JYn/yLmIcKOI27pkoiXPg4hQDiSZo+97/Cwhf2zIMsEws1xHDV5jCHvoEFzXR15mPY9iw19uNvyPsz/CqxVCRUwuDCaw/PxwxOiAS3XOWHSkaoceIkLnEwewHPasrCBKx5ybgIftNeOj4FX6EsIDa++OD8N7snZE6xeIwTJ1FwydRMsJpokZckdbDTwfP2XrHhkXlkPtCEanuE4wKIOqBbGa8XbYYYYBrVc87Cp+Wd5ymgvS6JzHo2GnYV89EhlNojNCKTkbGb50Y3YPOd9+XJEkCdMg4ew05t32gSGICJKA/33zKxJtUEPIxlZ87V/zavSCZbOhTjo21ZEqz0jJeTYbkU6/It6OGGqDeRLznVdj/ZRhY5laySBj1nHEt+93aEJeBS9Y7fYYX1Fbhz9IetOzc3vGgwAF1/l7vKDij+RPePurB/bWo5OO83BMdmroHypWDzeMwhBdrllOJG16yotwzPFwZCQiSic4MyMEFZEKeapjrm/umQeOf9OOWErHvs2BT93Vu26PUgFV1+F5lkNx4DQMuYwueVu9o6flWfYCW3ZM/QFKhdaGMsjYL3v+SMQ8UVBQUesNs/MR1vi0m4izC6i6B/plSzlteCxWnMYJ/RGQgsLmvPAbXBwynwaoUjN+9oI3f2Opdh5NKznuLGIU8OQy49jeowOfH/14yne64rFZMzUn9J0BEzH1x9T7X5D3K6RIwUU0h5rN+oF5es6+WNPJjrY0PD15yv2uZ1uUn7x7rSKZ9nws3vH8MuAXr9/y2A389OwFo/hIIx/wlKTJO2q55sfjE+5szy7vuapPuLCSw+0N9WGP5xv89DPabUe+yZleXaC8U+5aiWq3pNMRW+vxIAWvrgIuLkY86iPfFN9yPpwgqxFPFi/pug3r7tecXF0QBxN+uakZK03qMrq+ohceiaep8js82WBFw8n5OY9Dj5KSTd/S9Zr3245R8ITzkeMLApL713StoNh37G5v+ekXVwzP5nxX5XS2w3qWXbfiVx/u+bPslCvRUe9ec923ZOKUTZcj3RhjjjSUbMSWx+4tz4KXzFHs7MBZeEFZZFwXBa+iEcV7sL5iVzTkg0XHPl+/3/B8EvPniwzVl6jKQx5L+td/gbf4CVWzp6kLjqXgydlTrr99g1Ixo+ApQk0RQYjRgqfqiqFQfCh7Pg+fkE4anDpyW22Yqozr+zsIpsTJiO3hG6Q60LqWXhpWxVvOgmeM5z2qm7Dzam54TWXH9LMpi2aESUN2fCAvH9FxxjAUhKXB02NaTlh+10Ns8JjRLiEMd2Aaun2Njia0ZsGbDztMaBjGkrs3Bc/8iN71NOsacs3J2ZjN3c/Rk4ghOkAXMVOG2eKSw9t3HMsjZ4nCJDPyTYs/HnEoHC4oabYGP4lwfkJetmRxSnjxGbfbCtv3KCFJwozVw5Hj+iPO9Zi6Yb+5I9YxTDKsUdxWD0yyBebxgdZK+n7H+efnbIuP/NHTM/bCcBwGgihCywGXf6AbLEJpyv4e30uZRT/m17cZm2NDIEJEpxjKjmPVc5pN2Awe9A0CS2Ny2r5HbwMWpqbXmuvxHk9ZLqLPEWFE2Q2EWUPqd7h6gMMatV1RJDtmV0/w7pYMNPjjKdZYhJO4YUD6Bid9BhWhZQZGYgKDObHMdwW163i825GOFOv1d0ymC6QeUbiKvjoSpimsYvYldF2LeNjz5LMr6o/vOe62pJ5P3CqE7qA64pSHCGNMnKBNwPTyS6J4TNh0CCAeckT5iNcY9u07Ii+E7104Bmup+x2ezmiPN+B6hPaxtkP0NSr6+02BoSvpyzXOtigvBTHBdp+CHGUSrK1ACEQrGIVTLD7dkOONJ2TzHncsEE2PTiPMfI5zjubj9acEGKDv6W7viE4jLvyBYhgAiJQkjacAuP53yzK74T8XEf7TOe56bt42v7HlLA4tw+CYn/1+F5Mf+H/GH5IE/2/ff37gB/5VkQ/NbxLgv6VxPcXQMNL/sJo4tDlDtUH5Ccr/JIrg+oKwb9Eoen57q3lCk8h/2rjLw6b7TQIM0LaOx13H87OEUM2ohiUAQgoCOcKo7Pe96h+ghUCKTx3gv4tpKl5/vKVsetKxx6AFJvDRncex8Ml1z/MoYxp/Ggcc6RD2HtcfapwdkXgJMunQgyGxPfe7itYWaCGZLBQ34jX7bsXBbdiplMvTp4zWp/S1ZGgNcqEwiaKzLbf1ex66Lcu0I/JjvpqcMrUjVkHF/jjwNJxwLgf8yX/PrTqybHJyrZjGz1m1Po+bEp8WYxStONC3jkk0JhEfGNqBr9I5u2VHPJVYs6Krv6OoHDWOxRevUBIap1HKQd/SIKiHTzth5TAwVwkmEBgl8KKeNyzZtA0Px5bU85npmKLx6FvLq/Qpv1y/pwtKulbi64ATH9Z9Q96XZMmCs/6cZq3YJxs2pqHtaur8SBpNGUdjPN9nal/Q9B1lv2TfbDGM2DaOAwmxitgJh8tbrsIzGpvS0eOnivJY8zSzHJuCPAfRt5yGEw42pzcjykYhZUA1tBz2a74ap7hSkj/UmNzjT7NnrHY5OoJi5LM1EzKn6NscoxV3bU/sBNujpQs6Ri2o4pRQ9siDQQaawkYkfYbdL8j9gOPZhod8TdPMKQuFH0/ow5C/vj8yK1ru2opEGqJGMbQBp6FhrR2jQGODGts5Ug37YuCkH5G0Hq2tiBYR27KiLCy/fnfH/5BOMWJP7BmawwO3+Z6wjkiSE4xsCUaOfN3yUz9m27f0wvBqFNPnG/q3B7a6wfTfMu9i5plgG1uutw0vzkaUIkEKx/Sy5+vdHV/KlHE/8MqLwKak4SkynLCSH8hHMd7zMw7XkpcptN/8DSdPfW7ZYUWP8wR+cEbyVONEReegayx92DKxAlXtMcmIdaOQynExMdTtlsfXbzg7jugfQ06CE96biCD1GQysq4E//fEJ1gpUtONWrnnd7jk0OTKBc/UZgz1wLyQ6A9FmRP4YcSxwdUvrOm53AwvvkpPoisGE3H5UnL2sOTpDay1pqmhNxUILjFcwvRBgFaVeUYkpiTynbArskFMJRXe0JEVC87GiSxrW1wcimRBNNFXZcv/rG37y/Dn/1eQLdn2BP5vS2o5ZNOV+bRjNFH1jCVL48KslYRpwNf+cIIOr+YR9/oZ9f+T8IuWufYMWe1I9QrgYXIZfR+g0pVi/QdqE6mAwvg8Lh5MeM3/OwoyoB4vGp6VG9fcUyyNDU7DaGaSK8SPF5uMHZJLhLyRSVmQmpHETfJljhp7u7i2bakPtNEdy7NmIZ+lndE6wtbd01ZbIzqiP4AU+E3HCZqiJdMc0VWgVoqcz8u2eIEqR2rDxM+quJlEVdf9Ae3wk7BpmTpKcfkG53DP2O6r5nFWVo+MVT557zN2XHLsZm27P19cfGC9OUDKjDwdi/8h3zYESQybGfHnyhDe7DetqyeW4ZUbOd6s96I4Bi60LPKnwDOy6AzpecH/3NeNZRhI9Z9Aey3DFVAaUHzbodALzFOV3HNuCOFhw3z/njTugjg2+qEnljGwfEI17tDinXDXki5g4iZEmggFsJdmFCaE6YHyJlAKFIpqPqdsdUSrRqkRVCf7qW9b1ASla5Lqg8hzy1Wccjx7zWCJ2G9plzjiKqUcZjb+jCrZ03TvU+Yg4fom0mnNzxesP3+A8h4oDkpGH2g0QeazcEdEO2G7P1kriOGHknlO2d/TSQ6ie+/v/g+h0wcxfkPhbEpXxy6pADhpdWbRRzMOXVBXcrB4oeoGzJVI7pA9RqFAzycf1HWl4wbYr6HtBREF0XzOkBQd7x2G/xKQJ9e7AND3jYnyO7AfsvqN2LZ0WSKcZ6gI5T6iKB6q2IjEFUk+Jkilu6OlycCag+7CEwcN1NcErj+FXD0SfveJJtGfyJEOogdGQkcYBy7qi2G2Q7UD82efEfkZb7un8hL2JyHNH1ArCvEbWK7pRgjydId2BRaFor8651x5FoMmVpCoPnHsxM9lzXL9jsD1pOKFqWmzTIMMZRvmMY/0pjukKbHtECIX2fxsH2eYI33eCbVfRbF/jhk9rakO9QwUt0kyxjUNqH6EWBM8Noisw6QQhNEwrmm2Nm17BtEcA3uUVZhRg6xqb538/iBoGVB+RZilRs0VIjQkX6ODT6LTONO3672e8KpLI4L98d3a/6X+TAP8tu2XPZGFQP+wA/7Pwh1gk/TshhAd88f2jr537fnnyB37gXxD1O/Z/BeL37vG6oeUf3DCAdgOf+Qvuuh2164iEx7kZ48l/mhJgUX96txTg/JaSmt4K5sOYxL9C9yl1W+CbkMCMkL+vW/078KRk4Wnumh4FiAZiZbm/XVMVxafvLiXbRhGGETcFrOqGp4mP8yW9iMApMuHz7q7Cfn+nu0YhrCK3PTqo8OOCtu7QgWA8Vaz6glRqNB374ZosTBifXqAbhfM1j74j6Cxbu2RvdzR2oJWWPjigPInqzniqJapRXNzesv3FawYxUM8zTp89Ye8lrOIWT0uSwNGKip2StF2LpGZiA67OEo7VAece+eL5mKlv2d9pcrPARSWBCmllQ+NypG95aS4YuoGN/TSOfBJMWZcl745biqHhPIiZeCE3hx2eNJR1SzN0jGOPzEwpygbhAk5jn0LXFEPHuXa4oWMcKOZmQTNEFCvLPjzwwd0S6T1dd8CziqN9hKJnahfEYULrL4lNiO1a3tx/4DJ+iY0NjS9JDpqT8Rh1EFDnVOMprZJ4AUwCy6jzOcSObggxRGBjHIY4nrLtO3oAIxCdR1P3DFXHvG25v67YdgXSCp62Fu8qZG8FE6NZ1i3WCkRv2OcNxmn6xOf6reXMixg5j3ozpnYd97uYYj6wlR/Yqmuu/Bfkq4ZAxKTGkOeOZ0HMfb5n5Cly2zHzDCeJZr1d8ufPv8BVAiPHfBVp3tXfsZARl+OUcSNZ+IJqUeEOG2oVM7QLOPQ8rt7QNwPO+MyyKX01EB4lvfIIvQZ1cqBdFQw5PDkdsw7fke4aSnGDcYZUQYLE20AW9iyuoA48mmKHiHtq7bMfltzkCdHoghNl2RUHHsn5Vfk1g+owZoInal796Irkdoc6WDbbW+gF43TMnghXl9Tjntv9HdvDLaELeBWf8OH2axYnz2ibe07TlJoWyR3u5i3Z0VEeHbExlJsVL340JReKVueEneZdM9AmHblbEgBKNoy8CNtA0R8pty3Pry5Q6QX7za/JOpj4Gd2ooTSCtu0oGoW1Flu2fLwtmV5OIFUwQCcGJgSM0cim4dx07MuBRk3ZtjXBviULT+j8C3xP4XYH7v/yLUr6GDRy6FgfFKkB2TVMZj5+u+NkyBhNXrJsxsSq5mAHrmYe7tZRHC1d07J93yASzSwZcXzYUS/uCNKWKOvZdI/cHgoupj4zGfPtLudz/4x184jIJP7klH6XsqHFKsnd+x1/8uInBMmKx/qG26qlp+KL9IS2q0C0HOoeOww0zpJ3EUEU4OMYYdgVJVnX40uL7S3qsAGhiIY5kdN4ySU7IXk/HNB9yCx6wjS+oj2UFOsbnE4Q2mMxH/iuek3RlFxFr5hMnvCYaYIsxTMNh7zipz8647b/ltAJxsmIyAyURY4OZ3SbWxbZObfdmmfKI2oDWpVjopSff/eWuusxWmMPNSdPUqQ38PXmI0PXsqp9vilW/NtTwzNtGU9CxrYiLDWL2QVlU1L1d+TlDq/3EGpD6p3QCcNkvCBRIXZouGkFs8mUtA/xueLgHuiGDb6Yo0KJP17w8bqmRyNlwtA73tw2/Hgcsv3LDUn8ivkrqHNNb4+0q3uG1S3KnKA+e8bo2SXdrsecCNR0Q7l8h5zG5LKmKpZ8MT5j/aslblsTBh6jZ5e822mOVct0EWC3d3ja4imLfXggeWKoQ4tuFXn+QK/2hNkly03DOqrwzi5wx1vmvsTfPTD2BHvR0rmGyIs4HU1RuqHWMcnIYvMVWRri3BqEj6NiYiwcW4SneJn+NzTbGxwlaXCOJwO+Xb5hFC5wW9DbI484ziYJfrXEFi0nFwtWScr6+MmNYLW543k6p5QFtWxIrEQOBitr1GDZ/fIN7Nf4YYSwgvjzK5oFiMOBdf4RcTliyhV6MYf5Ge3GopY91balbRu8L06wg6Ra1Yh9SU9L9fYO+fQKs1/jKUt3NqU2HtVyC7GHGsUs/ZibYMwkuGToBmKjqa8/0rqY6dUF/XFFXZXY5QqdDEwnZzwGGStT0gQN2BWPxRo440IIAiOwTuPrnvjknMfdEhkoGn/H1usJXIp2/e8xvv1tfNY3+98kwH/L0Czxz6bUHz91YoXw8Z+eEyw+qdYLX7NfvWafVnRNTzIkZDYkfDZBSIGQEn6XboxQ+NklcIntHba1uMEhlMAbK+yFoXn8dGYdS4Krfx5VZvufdjn4/if5wQr4n40/RB36z4F/B7zjk6rQEyHE//KDRdIP/EszUiG+MDR/pyYzkhHx7+jgWueQOgKh/pM5FoHUEZkOSVXAgP39o9T/GZJQsj0ODEHFd8dr+rYgTQzqkHImn7Pb+rS9h9GCiylMvy+Alv2A5dMIjvxHLtYzz8PvJdfvaupiANNz/zCQjQ1CdOimJ3ERnXUkoWKWhCROkteOySBY5x0WR+McSsL368UMHUxn8OZhTSN6RiPNJFVsDntsIVkOR0bJnLNoQm57ltE9Sz2Q6pALfcL2cMExPCCQv1Gs3pWWgCMjteBjteaPO0H77Tv6oWPwPaSE3d09LnlFEX/a+SRteX8oqHuLAEKhyVUHcsx5GoKASJ8wtCVb17HrBgY/oBIdo3CKLywVD6TqCc/kJef0lG3AthiYjX32/VuyMGSllkzVJZdpSNU7MuehxCdP10sv5dBIgqHhqs1x7kjte9y3NR+2Hd3R0Uw9PCSZCrmreryRj6cVxWDxQkEvHFEQkxwv+fhuzzf3jwgUz65GfPk8oGw2jPNL/FMJc8fd8g1RErCIP8MnxnWa//ZyyuP+Ww7dLUWjiXVGHJ3zfr+j1TFJ4IM4pegtY98jrDVPlMRLIorDCpEaikOP6y2y6lh0ITe+xGPM3BvTDBVNMSClYeafcldLVtQc3tacPM94/OjQniF6XuH8ih+dpbx1IxI3JgtDxiagDhxv6pbXu5pZopiYjrmwjNOBZKJ4NX9F/nXDw4cSqT1EVPLHnz9jL75l9fXPCcNTbvoVXnJCcj5H6Ybt4y2ol5yZC9y0Yd/dIchZTM8I44y7DwN5HfDVyxMesxVTF1Cpitf5R17WikEMbNuczp8x9nyUE0DA5ewJKyR6OnBsG/qu42fjP2FZWayLuF6HZKFl2eXkXQ1WEHke1+23jIXlrrhmOpqBDjm2JXa3x6QxIg5RtuNJcsZ4gKTXvP/wC67mX5J3d7jDAdu1nI2/xKtKxMGyvFccix1KDkyiEQu9od2V7A8Vr04DumbCMQ55KCumU4+nesQqV3idRzMUnMdz/s9fHHn18oonF4Zq+cDF6CtOXiYcgGatSVYdy1/+FaE/4ct+QVpafnb6BXm7JK+2nNqY9tcBjROYC0fqMr6+7hEORudzDm1D7yt64RFtSzyn8Y49ef/I+WygGY+xKsAoh5FrDlJTqBDFhLzMMQiCGOg6Nocjia8IO7g6rRjahKzW0NW06YRcWZIwxrMW31TQlCx8j3vdcuhDEvUCv5W0xZrvPhQEoWXcWS6VD7ngQa/pqbjwfHo0fX3DIjyjSxqUEZ9GYq3mPIhgfsa6HFh0JYF0VOUaV7U8O3nKVJS8Vzku9pmaOaYdGP7qrzmdP8V/9QXX9TWR6xg2N+iyxnkTvDDHW+75cnTGzlg264Qq/xovvuTd9Yo0ivjqSYCb5ohuAHbc1/e0dcfIhNRZQvJnF3BQdF//io6aoP2/2HuTHVmSLE3vE1HRWU1tdvPxzhEZkUNUZnUXiSLIBTfc8BH6AQiCz8IdQXDBJQE+AcFVr9hAddfUVTlVREbce+Ne9+vu5jarquksIlx4ZGRlVRGdrKpkN4H4dqowVROYGhTnyDnn/2F88T1WeUHXPlaytPS4a2rCckDvdTiiYeQ/qtPLUNHUO048RbFbchp9xoc/y8i7ktLtCJMLTi8SwomlaG4Y+s9xjhWJ0ihdUpYGVQmOmaJSQ2R8iTxk9IeMpswYDuaY8Sk4a4R0wBUwELhHcGJBYFL6A0RBytgtefvlr+h0jlAerhoxqPY4vcb6DrLLKWxOH7nY6hb8EIIRx3mE/0XDmSwRTUlZTuiPGxafXhJvXrN795YaxeXzGcF8Stm/ZxItKA5LettinCHHThO55+TbhtPzC8gGlH/x76i8jOc/OuEwDQibmiRxOFEjrt/foKXCCy02fvK4URXWKFdAV9JsD7Rljwl6RkVKVWrQ4G/3yFmAsIKgO/BifME6O2J6SXgyI6pqWmWJzmcUNXR5R13nzJIRkVehsTRlQTSdEI8XtO0e++EWYVwc2WPyDen0Jd2mQU3OUPIU7VbouEfOL2jigLav6YYD+ixgY1a4oyGns4D8T36KMIbSjem0pr99oNcOBwHP7JA4CdHiPU7U0+FzZER2/4AUp5guQGx3xGca6GhyDR40uwxjeqTxCPqQpqzZTRqybI/Zu0jXw4kcbtWeEz8lcRyscMDUDPsKdzbhVq/wPA/hxOxMjkay8AaYNvtboZjE8QffHlrzD/QbW4ubGtxPIvqjRjgCd+AgvqmS5n3Gh6SgNRWGitJr8WY/IA0edWKk7+OMxujN+vF+SoE1SM/FGkO71dR3Haa3SFcQXnp4I0V45uHPXPpDhi42dNcNZjjGnc7+WW2T0pHieGh/69xg7Pw9C83v+Ofjd3l6/yPw31hrvwAQQnwM/O/Av/h9Luw7vuM/hCddXgYLNl1OYzsSGTBxEx59rA26PnDUFQ+moZSCyPFZxHOccg2mB+Hgxic43mNrtBACxT9edu9k7NJ0hjfVkq7e47mK1Ovo85y/OjwwdGf4UmBaeP/Q4LqwpmffaSwQScnT0CN0/uE1SCFoV5qgljji0fe4zHsc1yWIBbvcZbnv+ehJzNCXZJ2l1paRarn7mzVl2dEMh/Ta4zxt8Y3FENG2HtJvmM1ahPFAGHQuWRYd0tc4nWJ12/HkfEju7tns31Nbhe9GbFXOULmETY2pV/g4KOHxy16DiAjdggtVM9WSWrhUiSJza6rjAWekCP2KqT/guq0YjHqSVmEq86guPPXZ9wfq7oxEOVgTIkVM233F0enRXclRWIQf86Z6i+cOaEWDzrd8Gv8hxa5k5I4h6wkDyQ9P5vSy5EQ54OyZhIJVozlXHtdVjudE7Lo7/vjkOdnyZ1h9RMmC/cOR0FnQHhQUhvF8zHYl2MQVtoWn4ilN51GKmrLsmI+GDPoz7m+gtx2Wjq7b8frtlkCNGEZ7Ji8+4sv+S97kvyIYaWphKJodr4Y+3zMTqqqk1ilBAMLXxDYmL3dE7ozTgWBrCwYy4qPhmKZoSEzH2y8Lnjgx+U2NcDwmlxMKXdAKw8DtmSUw1CGv5Mf07p48aZB9Ql1G3PUFO6fkB+MTvt4WXHwaEE9X3NWv6R3JshHM5Tl3bxRff1USDDpOrwLkwPLxyGOv72m1ZRSNmY18hNtjcp/9vsU4lpKGgY04rgqiTjKVQ4QcctttYL8m9M+59QUfP5vxUJQ8WTyjbn6KZ0LqCgaLhKx9TR/FYByqdsSyiqmThmW1YRqPoS0gNyh6hjIg7x3UcMAxmLG/H3EtW3ZuifUkvhvxo3jMeJzzN7sD+V7xXyRndN17EBG+E1LogqpvaJSm6hv6ZsP5+VM2d7ekI5+8afG6HiM7tnpP5Gn25R4tGzw35pKnNMGBxHUZFBOsGlK3mgN7YqfCtBnT0xE2WzKIYnTskukj4f2e8fA5L+ILhnXO1PMonVdFLQAAIABJREFUjEOtHE5Gp2TvBZgKVXtU/gWdf8qHrCepLWW1YTEa8quffw4KjMh4OU0RD3/DvvEo8pqnT2fkWcd9vWLojQmXJzxsHY7WImTH26ZnduWwa+754eA5jivoHY9KNhQTResZvObAaDBkeVPx/MULOiflfnvEyQsWgSV60nLHnoE34/R8RJxnFG9fIw41HgHeq09ZX074epkh/YJWHXk5HzFLKugFzbHne8rlZJCSW7h7KLiYDHgyLqmWFeVBEwZn9H2O40ITdtB3HM0OR1o6CoqBIn5+QaRb6qwjmE3J4wkj0eI3a34i4KAgTH1mfs7ndsvBN4xcxYftawKGhI6idkIeHnL01Ssc0/NqdEXrZfSrnInnsv7Za9z5KcniexxqCe2OgdrzL55NaDxDOpcURjCgoSnWtNJQFxJrG9So5V39wIv0hOknLzHvP+A1oHNBEiecDRUPbcOmaVBC40lLIAT3HQSywSuPjDyPuD7glQ2fnf2I7V+3dIXG1YowNnT7nOGTZ9jwAH2D2nWkW4/WG1M0Oxw6uvuMJJrTbDuyrma8+Aw7ecBNYrxgzDa7ZX6yYHO9Id/coY1gtjjj/CxF/3VB9DSEcsukO1BdnbLJYjprmaaGkXPE1BKla9rdHZ47wF4mmL5DaUEwfcHrsuTTjz/j8Kd/hReHWD8iWEQM3BJd5ShlkH5H018juhGe21Pl7xFjH2E1RfXAePiEw/s9lSkZTDxmjYMTp3TOHvXhjlHssxYZ1g35m6VHyBlRrBBKsSy+JHY0UTBCskYeHYR2kMaQcEL19QeS6SlV05FXGabdcvFiwo3ZM/RuGL1ocI8xSbmjefeWXgGxZOx1JOen+MbyrFVMd4Y+HlHFV5iuRQYupsiQvcHtSqyoUb3GVA11UdN2EjUf835k6EPNeQBuZjluoWotqirxJmPWfcDdpmJy+YKp7GkP76ltg0oi7Cim3R04UMM78H58TuIecOUE3VlOQou2iusbj3QW0FrLZD6E4x2b3Id2ijEtQs8IO40KPYzj0GwyfN9HBgFdqyAI6WMX1/ExXUF7eI8UCf1qh3/c4MZT3Is55UBQmJxp8hRn19HnW2QQ40+ffhuLATj+gP645G+XQYUbIt3oUU06+Psdf7t+jfUc3Nn8N+dExswa5Dcdgv75BZ3v0x/2tMs7pOPS3txQ3y8xzggrXZAJpoHyXYuKJNKTmCqn+/Dm2+qBOZbYrsO/vPpHx4x/l3Si6HvLfvXYFj0YO0xP/3FWnd/xu/G7JMHurxNgAGvtr4QQ3z2V7/hPAmUUUZuSCEhCByUERdlS7t6ju5wPbkljKqSX0MUnVFLxavwKz2qEdHHc8B/1vbor0U2GtQbHG6D8AUng8OLUZbWq8TyPQPVY05K1Pg/HHW2U4gjB3HXxkCyPHQfvN+0/R2O4bTpeBJaiWVObEs8ZMPCnSCHpmortcsuurGhkgBOE+GlMWXbsu4DtriUeRKx3hk4a3FQStkes1RzWO3zRot09kVeyfICZF+BIxWjxHG8Y8mXV09qGwPEoNgLTuTwdX/H68BoljkjrEDtD7so7lAyRwrDqcnS4YP2QU/Qlkdcjug2fJM8YyznZsmPgD2ncDncyoqmPaCpcH2qnYs0tbb1mJGcEzoDFtCNpLL2jed/uGOsR71YJ68YhjTxudcEgTkijKzSWqTtgKfZYfFojWVU5XVGzYEN/cLBjxWCgcbyOE89j7FqW9Rc0WoH1mLpzapuy8CdcOCNaUzOyBY3N6ERG0CWcCJdtV/A8fsZkFhHKknicEw8Vz6YDvrqvaRnzavZHBI7A7CF2Et7VDbVx8D2Pqm4xWIxc0HYp9+Ud93ZL0VVoK/FwuTcQmgP18YDJHuhaSyOOnCcpJsgZ+CMKZ8sbLHf3loHvI6OGgfBwygBlQg5GsphPoNP0WqLOXLI+I1cNnt2j/IrnwRnv9g6Ba8hzge8ZjnlL42jkucZ5AEb3FPINsyBHdwUL+Zw390uSQfwYAGnFz77K+eM/HBCOClIss3jOtTnyb3fX+J7i++WA2ghaerSxtL2L6cGvPKz2KJSl0/LRN7fTHEXFTR1y4iR0oSS3I1x1wnCWkLk52f5I2A7JZciN7hB9yLgbMIoUS3uDGo950s45rO4JOheERl5NCeoheQ1fHLa0psP3DbNRyNLUvKojpg8u5/6E3XbLeDRHuyGtbtjZFcNghBYu0SBF64ptUXB+8oI6qGA0YurFvO8LKluxkzWjkcdAn5H3R1RtUIeeqIsob+9omw8kp09JN2uiUcjOaIy13Oc5yVRgREdzbFFI9P6eV0+ucKqC8nBHfxCMVUxzc0/HgmafM3n+lM0uYHvo6RuLmvo8lDlXk5T585i66ZnHU3r7jtp0JP4VeV+xOnyN6y/Y2xwZCQ73I7Zva9RZQiMqkq4n2Ducn1tcrjmZ+ySV5vPa5d3dPUHkc3I54hh2JJ99yhdFTXN3xI0lA2mw5RZ5L6jDrwgdS7+J2P/sa+pOczWJCUVPJTve5xX5oSFOQ6RnWReCPzr5FK/XvN1dY5XHz4qfU6kSb3JKGpxyEjzjkDxQVT4fvqrxLi3x3KHRHrorSYYjHNcQBmd8tf2CWuU8//H3cYsZD0fDk6GAwwM3//4viYKI3hcEJ2NWfsmyfcB6MYO+pak2OHHA+ad/zM/f5TSF4UTEGGNZvs04M4pgPMPe7pBOiNaavipg1RK6HnEmyN58gRMmjH/ynPpsh0qmiGBLngtMWzNbPOfN4S318UgqY4Kw5/zjV7jrA34Iq13BKyfGk4p0GHESaC7rjFqX2GhC+/ABk61IpM/T2ROCssL9kJG/WYOIEMIhVBNkX5OvLF5Q4csQr4yp/BHSP2N0GuBXYE1B8VWNiX1G/ox+qQhfpeTill/d/BsCb8Bo7LBxd0zGIabqGasMlRs6eUu7P2IyCH3L5PYNk+dXVFj84z39YcAxs3iJpS42uMuayeklH7p3dEh8IemXKb94UFw8+zGtaYifnNH4Hs2Xr6lbizEapxc4raU63DP+6MeU3ef0yoKKGbtXhOWA+/6aIBrjGZ9svydyNO40RBtF+/qW+dWcnRY8HFqGYUK13LHK98zOp2ByvMaSDJ6DK5E1eDLG2buUvcNyo7BAWVluDnf84HtPiAZfUtbg1jm+GOM2IzqhsY7Ar2sSabHNgavRJ7g/23K4b1GR4skfvKK8EpSBwQ8rJomluvlrVDLAmae4bUx4EtMHAVnr4xx9alnjFCmvv3xAVor8+h5HOjy5Omf1PqMJI5xOsM8LhosEsy8IVECRlVShxbQCrTt6mbDf3+K3FlcfaOqMZPiMj198ihOc4fdH0iDCSxSvv7wnvDwjTGPqasc6GvHq4oJFrUH5mO0e4SiC2ZxBo/GdCDV6QXn3Z0h/iLkr6NsjWhfovsNqQ/DiBU0I5lAgVx2OSKG2aJujLkePLcuA8lNsekV3vMcajXQjvPQS8bfG3ay1tNuebteDEMhEIRNJV/eY7rGaq0ONxfAoFwpCKdyTBfpwwP3Gj7irdzSbFU56gRYObjxCupfYzqE/GjxP0h92v2mf+4Z+t8U9WSC9fx7hKikFs1OPyYmLNXxXAf7/gN8lCf5zIcT/Cvxv3xz/K+DPf39L+o7v+N34u2rMoS8YJQ5FdqDePWBin9tjxihxoC0w3oDOizgKTeT97qJUf5e+yWl2r79tq+7FEoZPUeEEz1WceYoHU4OF3BgMltjxMRZaa9n1PQvPo/0H9KfztuFD8yUPxy/RtkMIh+nwYy7853TZNcdOkx1rBALPzBiMU6S2fL0smAxiTiYhZSswnWGqFHNlyPIGV5S0okZJS7ZbIicjkolP4AiCZE0UfsL355f8cvOeum8QrsO5P2RUjXmiHbTaMLQpy+4XeG5A10KvK57Gz3h3U3DcbLF0qMDl1cknJEcXXTeYoGC1rCg6GF85pGWCfLtDjCXe5Rnv3ZxI+0ylj3iISAdjduaaQ2145iwI+hM+5D3nniAFLA7rTUN4MiGOfdZNxofujnW3Y+imeG5EHPn0WtEz48v8Bm0bUqP4wXhA3l6jaGl0SSBTAtFgHZ/WBvyyzjgRE961GcII6nIJXY6yM07ljHA04/rNlwxfTmjENbqMccUQZTt2uuaLZUzbaD4N56TjIU24ocwl42COiWuS+YxuOGPfNChKUj9F6Ri6hiA6w280RgjWx4wnyYAPyzXSafmwXjIZTbBhwJEMT7okqSV2BMqVzLwIbh1U06Aiw9LTeH2HbA3zMGQ4W/A+2bMvJW8fHghFxkeTE1QqUIkh2zY8pEc+ejbgV2z4g2cDTFdR7q/Z13ukhb0DYZ8ivHN6XxGHHvXRYo1G65xBlFG6Mat8ixIOkfYIBwKjBIkXIHWF6AqS0MNRGrsXdBqQLq50wXcJ8PFJKTYR3lnOF03NfOJyNG85Htf0reDZ5BRxSNi/NVQoMtkwi2Kuni7I5IqbwZIno3NGToLjxdA40O15Nh1wa3xU7NE5kpuyxWt7tN9wduqx/lDyLEpoH0qQmkZKZqMrVBxSVQVykhIEIV49wutmxJMBOA3L6j1Xccyye2yPtW3HK/+caN/R2D1zZ4SXWerDAakUtrCMTj6GyOIGily4dHZDUW/xA0ngOQwCn9H5U+rjlnp1SxD4DKIJ2X1LlncM5oKTxQLp5HgjjYwrBqphEKWc5jNax9LEe+qwJBmeobUP2tIHDcoEXK+XRF6MP56jHcuqOBAkCTNPYqqG5WbJOBgxEWuUdimTBBNpPJFxcenTGsG2rBnEKWrgkuwss1jQOAciR4JpkKViNnzKV8s1VyKlcY/guqxty2Xi0vHo02l7za7SxCpCtIIqK+jqn3LuDHnvRHyd/QrlKK5GLh9MxlA9Y/m6wPQtoQxx246RuaCPFNdbiZtHzMZP6cyYeeihRMy+VeydjnQqkaLhvjkQBh6yr1G9wrcSGwQoGzGUU2Ic3GlIEETsS5+HfEPsD3n7eY2jJD8aL+hvt/TvS+whZ/jyOUd1JJYVvgyYyitWr9+h+x5PVuj7O+J4ziY+Mg5+TFkskV7F+/09VVMSuyldLXGcAzfbDYtDRHH357iXL8jLGecq5CeBT75csVzlDBKX71141NanG50S9C3y9c+QixeU+y3B4pTj2/fQdDQbiRzHxD+YktcbIv+Kw+Q569slxYcPtNaSDK545cf4zharQhp8mnVLctpz3XyFRhD7I7ztW4aeJoimBJEgPN5T7WKiQUj95prWSPzTE/zBlOr6nuhigTs9RW8EdbWkCn2k99jmWuc5anyKxIEqRFQJjlQ8FB52kDIpOqaBS+5IyqphfnaCrwv6KsM/v6QMLU5/AfE5RxOT5Tv8ynD5/CUyU1jtIEWIvvohq5t76rJBxS6X4TlKHxCjBe0+Z3N3R9s2HLOc73//imFsSdyntIf3ZDd3bPY3jEdj1GBItde4kxhoCJ2O99kdnqNQgU8wX8DbB3RcMUimNNOE4/0HJuMJEzni+Jc7HKuwwYi2MjhfJSxePKPYL8mqmjzYEb/4ATI74EenBJcvMW7I/vZXiGFD2sET84LdnUvKhH6/ZVv32MDl+tBgyQmSGNsPIFY0Y8vwdMjmIcPZVdQnEAYB3jyiiB3m7qf0y/e0R42KF5SlIGquObt4STS+oq+2XFuNiSyFcdiJhvoYIIXkiew4WeXY3YGdbnCcFu/mK4b+j7huvmYoh48V9UbT9BmhE5IbB2stpu+Rx4rQHSLvVvT7A9ZanCAErdHDEWo4/DYecuM5KpxgzaMFY59puqpFKIGbOnQHTXndflssNhsHZ+ST1eXjOQHDkzFO9Nupju06TF09XqM7dLUDLPpYINIxXbHDnwyhH/GtNMw/MK/7ONf8zz+wK6X4dc7+Hb9nfpck+L8H/gfg15ZI/xfwP//eVvQd3/E7cr9tf0uNOS81u6LnJOyx1iIsdD3UrSUOwH5j9vZP3Vvry/VvzxVbQ3tc4gRjhBCchyd0pibrSjSWSaBI0zEf6sf3WtNZwuSxcl3p3557UabgoX6H/mbO2VrNOntNPAgIu5J4FrLLJVob+nqPCAZMRi4ndYrWlsPBIqVlEjr88CIg2dTc9/BAg6ccTJeBsYSeBL8i8ELQLV1fkXg+T2dThJGYMOLmXUNlINRnFFVDeAKL4IRG3yJDB1dpUpNSFhnWdpi+odc9+92U8cjh6L6n3paQ5czTGa07IrtwGA3H7OOad8ke2wtGyiFtXOqqQjpgzSnOQfHLQ8tAHtnvJNHJgHNXIwMfR4aMhMeX1S1vshsGgxQ8B3SDUjGpGkE1pHBKimNJ6kqaqqHbxzjVlJmd0EZ7Kn/HXf2Wp/FzfnW0LOsO39lAb+hFyNPwjE5v0ceS0fx7mA7S0zOKZI+/fYa+1azbNYlVPH0yZesY3u0199T0NmCyCOlNRd/5+NMnZK6i3mYYdSRWI07VFavyjoU7Ri87JkHENBqiIw/XVTyd++yPD1hpGDrPKcMhTRvgSpfnU8HIddk0BjT0JidVsDtWCCxmHBCOFb/wC9LeonPJ21WB6iuOuiY/HPmXsymr4i9w4xFO6tLrJT8cv2ToFUzamK9ziR+ECFk/Vu6znqEvaW3N0UgW8wQ/MiRM6TLJeuOxcM7wGsXDoeSXfs0fPh3SryU391uuZgPC0REzNMQ3A5pSITklXpzzpu6gnxO0KcFU8/NdzihJue8/MHBBSEM6GHHfHpjrc355bHE9j04oPvSai+0ZzxcQhwPW+zfgDvHuG/RqQ9+EdG7MH3/8in/vKbZ1y2dJSHMsKRt4IysmM4tebynKPXMnpJceYampzxt+0d2wP+Z8nLxioF/wxXXPVEsmZ5J1v2bb7XFMz5PR9/GdS7wiYl9WPD25QB7uKA5btHEJRIAqO3QDWe+yswKdBJx9fMo6W1M1PQNPE448dtsdZfsB1wvQXkjnHBleQXQM8RMf01a8qe9YxAvyfEmtOnItmTpj3PkLkvoZcVEjlGGzfkc4m7DcvCXwPUbTKboJuNt3fHKecDFOWd1Zmm4Phx3no5iLyGH7YU27Fjg//iPcZ2MOX/w73EgRqRSnnbIuA7q+ZdJqyuKAcHeQdI/VZNmj/AWubTBeSTyCrrH4Dnixh9NpBklCrg9IBVEAbbVDxILWuFQKyv6By9GEkj0Sg9+PyUPLy09PsWVHVSu8xtAdIur+KYlzRte5vL8PCRMfHabcrZcooRgEHkEwRu06WmU5ef4CeVhBWzNLF4ggZJN5HHdbNn2FbFpmT59RVC2OSPHVgKw1tGVPMR5iVQzHHKUG6Hcl3ixhODohSRXZVhGEMQqfNDQY2+HlLedXMw7FgVhMqfprWlkSyRGn3iVSGZoiwxMJqJCN6QmWN8wuzjAHn/JnX3N3PJI14AoX/dMb5qeSvL+my7Y00kEcI4gHTDxF9d6lkUeMVCTnC5yZoNUzvOgpy0xT7Ho0Pn4So3ufvRGk4QRvPuLt7YGrH0842iXCRkjREUxT9u9/we7hgYlaUPWCRjs8G/4Qr7W0KDgWZL94Q/LiAjkeYeen9PMpev8VNhIc85z5+RO0VxH7CSKZ4usxzcbB7c1jzH8iMW5DWylEKZiPxzjFDd1+Sx0G2OkUebkg3x3QlWLbtbTvVoQjRRtEPJQVr5I5dQnx1Tm3n2f00QARDqkdxbuDZZomPDn1+Wq7JQwmIDZM0oiByml1wWFdsvrwU0Rl8Lwpx+OBeBjjhglSuPjDAaQTCm9PLodYLYkDwcUfvMKvBLLcoY4lp6NXHIsGNUqxzZZKCqpc4UmX/qEluqvY9XvagyEeLfDONI7n4/QaVE6Kzyfzl1TVElUNcPce690BL1HItmUa+PR+SNk7OKHFDXq81qXqNK0VZLbDhIogjZiPfWZmgr8ImYx8dtUSvQpx+hRR9ERJQDDyEDYHTpFeguM8sKp238YmRkDsu1jlQL1luNakw5jaNujG4uQ5vfVY6ntOvYCoNYDA7STj7oLcNugawpMBaTum/fpPsP1jTKalxD1ZYNuGv4uQDkI61Pct1W33bc6pBhJTm9/KQcM2oV9qwnlN13ek7pB0O6NPNCr5zZiZUArhelhdYU0PVuP4EhFG9N9Ue61pcUcOzjfXqXSI3m1/S9DLGQ6R3v87F5Hv+E+L30UduhFC/E/Av+bROvULa237H7jsO77j94oxlrL67R24Tj8mwrMkREoH0RpSP6Yz5WOrjPTxhGLg/ONaoH+N1b/x6zXWUjWGvjpy9A94AcThlFdIjs2OfddjvBF54nNVGKoduFrhVwK3AuXDr23oLJaB07P6e37AhrLLqbueUu1YvEgxpYNwJNGpot6BK6Gu7Te/DTgOuKHhkPi0h3fMJgn7vMbxEmLPkqYWLR5f9r0U3HXvuW/2ZIVC1y4nnsfV04jjoWc+HNLLJ9zmf8HQBLwKn9Gpikkwx2xGNKJ5FBwDlAqQseTGXfGhuaWPfabhHL0rGIoFx85FxB5H78hM+Tz1Fgykh60NiSfpZUthEn61yRBa4PgWV8J222Mig/QgGk6ZhiW5nIJy8WXAbfWOXaPxZcRpekFRzdDeW5LK4roOdhfR1gHbD/c0uiVJI9IXEUxWOGKAYzJmfkTfFxTaIpwU7flMZEjkXFDfSCp/j0o0QTXg9e0HXELOTmas82sebjqC85RpGgMpb5sDpWz5yUcTLpTPsm3JynuQNXU/ZH/v0jo1L0Z/QCkKBk88ZKO4OezYOHucTqBNz/fmV0T2nF1teX1bkF4M2XRHOu3QBh2tKIjMgI0nsEOf9ZuS2UlAGXe8j/d8KDP+5fSc/F7T9xW6yxDGknhzbh42vBpOWRcbLodXeMGYuJ+wem9Zte9I1Yw2OFCHJ6xky+BiQt+5LKaKuhO8uFQMFWwODnnuQwxVLrheaybTEQ9lyw1HPjpt+dGTCWJoKOyBQCicly5nesquPeHffFVzrF0mgcO75sinr3xGyiVVC9y+QJYdyoupjjVhaqgPml5K2haKrseTgmwPn53NuFn/W6q+4cyJWb35OXQdXnpCvq8wbzWXP/gjstWKpc0YOD5GSIbDIRNX0ogar3b5en1HZ30mvsfT+JSXZ8+Yjsbou5Ttas9Hw5SyLLBf9/zhi4/4efWvmao5d79YU7U1V6MXLFIfU3+FpwSJK6laaDuDcXu8YcD4WUDjVCRTxedtihwPcHRHOH5sSbb7jqM3J5I++8NbkJLUE4wjh85P6dqaUEm8UOPuQFcOLoow9djIA+/mYz6ehRzza6KLp2wOa/Ksw8ZwdpHwrkqQtsRXAU3ds/h4CMcD/mDINAV1/56ktgzdOfq+pnG2TE8uyZqe2J9xt4VdkzGQMdVUonKfsTflOntNkMREM0nf3aJUTK8mnF2NaJdr+mOP1wN5xnP/impQs6/3TNyIqyTCN1sqJ2Rf1ZSeQ+wPCbSgfghZ7q+Jko/QK4dxnKCXBcmzhDw0fH73jqNn6CJwXMmz+jmDIGI0mtIcjvg7y0U0wGxueTGY0/k5rRswECFN9RXx5lM+bmasPEmjGgaDmOROUHk9o/mUKvMRuscx4PaConXwpI9/5lB++Y62EoSn56g+JzYVQh3Q1R4IcEefQBnA0pJmLp7vMTI/oEufcrv8muZomb8I2HxwGagF27oA6+J4Hp4nOVaWaDhmHsbo7QFpHOgtWnQ02Y4u/0aEKkmxsynyF2+ZPfVogwXSE3RXB/6m+CuC+UeU+YFtYxGjkIQhZtXQVWuc81Nk49G4wB/H/BUtr8JTJtkTjl3GxtyRDFOSY4VbOnS9RsSgxha70yjl0zR7VBJS5fcYd0pR9/T3Gafff4b7VhH3Jbkn0ANF5rToUvFU58SxQxm61H1D2A+olMvm0DCeCFZvBeOLHyKTeww9TGJqarpDhTO9RN8f6RqDkD4yKJDWw0k0T4ZTVo1BPQPRemhpaLxHgTHHtzTN14znmlF4ghBTBs7XWLGhV4IqryhlgRMJlFOCiamcjvTliO64w4kC6lFMYzsO3R1GSLIGPOsySl7gvIg47t9Sxj3BcIKNIvrrDd3u0R7RWovjK1rh4VoHnQ5xnYLsFz/FbSqiMKLPV/iT7+FUEf6mQvghKEs6GbLbLDHZARm41MKwuJqRHYeMRhFOmaE3NSMPRF0xHJ7gP50RhAEzf46T+AghCLTD/vgrqnyPNA7KfCBMzxDOAgDpeJxMJowPO3ZFhuk1Hj7nsYPbC2TqYhchfW6Q1uCNQpqwASuwwpJ5gsHwBCetKX66xJQeA2eCOwkJm0tYbfl1OcK07WNXiJCEP/gM0xpMb3ECiZCPn9GNoV52v5Xw6tqgc40MfpPc2g7CJmU8G6PRqMpFVx3dvsGJwm/vJ6TEOz2lef8O4bggHJw4RJ2nyLLFtIbgJMGf+t+qQKvxGKs13foB+h5nOMJdnP6TYsnv+I/P76IO/d8C/wvwmsd/7XMhxH9nrf0/f9+L+47v+H9CSkEYCLrjb96KnhKkkaLuJOHggvZ4y6mOYBRjo4g0mDJ3U3z5Txtpd/whpisx1rLad2yONX3osb6+4WTkMR8LLqMnjOITnL7lT4s7dv2KJtN0bc9VGHKXO7i5z7NXU0ws2XUaDWSNYi9iIlHjmse9JitdOiel7B/ojWGndwyGHtN4QB8J5tbHa3p2gaYoNaNZhzdf8Wf1PVEUMzub4N7f8DRJSSenaL1lk+2wtY8/kJhxRG0Lin3I++2WTmdsnC2pivj0KmWRDFh2gmf5S+rjLUpFdPoZ3X5M1tXgTnAx4BxIopSVu0cVG5peU+g9pa1Y+BdY1VPvI54kM4KxYi3e86694Y3OOGPCzHtC1BRchlM+9yS6FXg+PHEChtJlHWiKquVk5AMND82GLw/XWO3waviciXvJJDqjKAY0Vc9QJWRORSQSut5h867FVwEISX3sie9Cnk3+JV81DbnuGHkxwpkQhZquKYnjEZGcwdISQtQdAAAgAElEQVTgjGds1hnl9sh07zMbnZA3e6zc0JLhBQMkkpYVz0cnfL1sscZw4xUsxoq+E4TBCbqvaTY+gduSDGI2hy3HHvo2IzM5T0ZnHI57hvGMgZewES1df+SAIZpabrc5dW2RnmQwChkFEukavrgtGAQd4Q88HtwjN3VBbBV1pTl0OWEQIEv/0QPRGExTE6khDhUXwys24YxD4/L55zVd5nExniPbHd7lJevuDl8N2GtL5635yX9+hS1hkFryvGPVNjQdnNcR5UZgSo2NJS8nHn1fsil72kFL39YU1mejK6aux1xukWVK6khGiWRZ7+idjuIWTi9hKGcURca+OnIoNIM4ItaSyWiAuu/wfMEgVIw9Dx1KvkKi0wVJ7mGyhiKrcaSD22lcV1Efdlx2ltda06BBOuSVQ1HmqCSguesYyoihP6Y4Ko5Zx2blMziZsay2LO+2mF4ws0sGpibbf2AYnvHxyXNWG8NmnfHi9Dk6WHJYPdCoFePQJ7p8gdIL6vUBMxT0L4dUM4jamgbAldx3BSNX8Yv8a14MnxGP5qyOK6b+hNj2mOaICD1kcsb2sCSdzRDap3EV3sil7jpkpGh8TdfUrBzLUFrcGvKt4fLsDKVaXBkQByeE4sCriUMiPOQwokcTXWnM9ZLVdks8EHitpFqv8eanNPd3TIaCKnTJbQdtxYt0zKq647o+8r2XT4n9MWk5gBFUSUPYaE6SCWojKeoCP0l4+moGR4cv/vQ9pz+I+Gxs6ZMxl6lL07ylrNeM3BmDaMrAifigO2T+hLw8MvaH6OwAk3P2O5eLn0yo3YqDbcmLAnWZUJkDYxlT9e95riYsEh+bnBOXNW65Rl0MUYcN6/c/xdUVvaOw4xixLlA3B0btCmsapBtihjHp0wviBvpAMUrB14ZQPwpUqZGl87ckn72gcyTlucINLxFfvMd5UKhkgROdcFx3hEOX139y5OnzlGKb4ZSGND9huIjZBtdorZmqK7xtjz9P0d0a67fodk9QSrpM0X9YsZjF9FoTnJ5iuKEVFvfyI6xacO89oyh6Tq/Oqd78DL9uEMMFX5e3OOGIrnPZkeFMB0zHEepry7E2+J5PUKwo4yl3TUbfO0gb8JeV4KPB95m7tzj+HcKxPHd/RL/cYTyJPg8pN0u65obz//K/olr69F0JVhKPL3De7KkcTW564h9dsN5cY1yPOqhRviDpPPbZW3BDgqFiv8sx6hLdpcxeRFTscT7pWWYVk3RCqny8S4+mswxOPNrBCevVB7qwoy0zPL/ATabUUYNzNWawczjWBSQgHIWq92R6Sdk3rDf3ZB9umc2fUB8CGIyYTgx7eYfnphinoe/B2h1KhyyikKZZkTUW2zR06sjJfIrpLikPayIbo/UJ6+ue+dkFo5cpVf2GJSuk3rD4zz6h/mmH2Rc4YUBycUodKLzxAr1/wFYHTN+D71P5PlpIrD4QhgNEOEDQYesDZ1OJDkMOTz5B1wcWcUdi3iAnC7RsieKeq9MxsdQ0jGgTRTSbcuKmKKnIjj3Zaodc3SN2DaEDTqwQAvR+ixQ//DbOGcdzPnulud9tqXd7Qsdw6no4xw7hDdFig5MaukDShAY1GdGLx8quEZYgvaBLU9R8itjnSD9AxGOaznB0S4KXV5hffkW/24LjoKYz6ocSXSqsFTieILzycFOF6exvm3oAtgc1dDB/q3gsXYETSSglVI/dFVIe6e40JvPxn56h4sfKrRpPEH6APua43QlaFECL57k4wRh/OPk2af417myGmk7B2m9nl7/j/9/8rurQ/7W19isAIcRL4P8AvkuCv+M/Kqdjl6pp6b4ppUaBZD5U3O96Cj0hSAcMw56TaYLrBv9s36uiGaavOR62FLXFeJLSTWlbzf2uIYoctnLNqX9BS0ukNFZLVm1Hbw5c13ueeXPKY8Vm2TG7GlH2AiFdrBOTuBf/N3tvsivLkp3pfWbmfRN97H7v098m2yoWpQKoAjXSUDUQoAfQA+iR6gU0EAQI0DOIElNFZjIzmbc73e539N67W6PBSWYyhSIrBYgFsXC/WQQC7jaIsLDl61//z67/yFwaBII0fUXPMXEm8JoNXjzwYB9p1cDEacLpBceMiDYCsZCs4vdsgx2lrdmZihs/ZPLsJde65oUasdsETOJTlIp5Mgl9vSaMQ/ZFgzEV1hk61zKYiF3RMvE33GwVVZtyHH9JXQnuO00kHZFJ8DwfFcwIpMUb71BhSVNqwjqkx9GaDm+psHHEERMeZUciGp66e6yFiVqgfI9V+8CL+Jyh/cCXyYwmUigJR0GATRXOcywSHy8a+NnuiRMxJ/d37Kh5W73nXy//hIk7Yf2+4TKNGLwTqrCk6iUZAftqz1F6RBh8kl0nImNoYkS040qcsjsYRpGk5I6j1KL0O+LoC/Z+zHe/LNhULX7ksys10+CY00XO4G6YhjlOZARpyMRaHvsVbe8xCRWLoqF4WhGOx2wJ8UYBtXzEKcfVbMEu6BBDS0ZGs/VYi4EfjT7nKxqK3uC6gR8sYF9sMUPGU7nFjyKSMOS+7ZFVw+Ik5/mrjA+3B8I45F2zwxlBEoUk44iia/liPqVsp6yrA0LXZIHPyWzMev8WN7rgq/IDJ/oV225AHwyxGDH1f8TD/gNGjOiEwi1yWtvydnfLgjHvr/eoKmRb+tTacqVywgOMLWROEln462rNxckL3rmPzLw5ZffIYB1rpxAqw3MBO10QjATGd1hj0S7gsS8ZpR1pNqJNDpz1iu22JRTHnI5zvhx33Dw2jCYeG68jXPpstaYyjpGbs/Q1QoLG0fWSwTqiUYznHKkM0NrgewluGLjMYjSCdDxj9eGOF8sFm/2WOEl4JEHuWnrX0LuAxAh2FnwZkIQ5bXUgay3GXSHikvl4zKZ5gGHASNiXd3SLESYeo5oxu1AxmBXBbUHvSiq34fnRBfPZgqY9YJKX3HUw7QaeakslBWMREcZjZBLieRFF3jBQsVEax47pZEG5q2ilZd3BaXDEizhgIh1CGQgc9QeJ8UOCmeDu5oYoDUgzx658pA3OqOOBJJQs04x+taFvBy6Pz3EtPH54YBJp7j/eczo+hVentFax3r9F+imqm/O3TUn4TNHnAUV/z2UxQxqPhX4iwGFDQxLHhG7L3s3IXiSooKV4+ivS+Yi69dDtLdvDR4y/QckFb07/G/J9wL7SjKsWX4Z8vL2hC0oie4yu9gSiRJ11zE7GHGTFsZeAOaA8H80TdXHNmfiSb37xN0zmFwxixJvL10T9CGMD+mAgiyaIqsENElcc0LrGsiFf/AA/X/NGzfl41xBfKjwctqhY/iSk+XhDe/8tIpugXpzheR6ldbRjS/IvF/jdjOrRkJ4pmqojGINXCyZ1wlBtYfDQ9cD0xZRhtMRfdojZmiF4Ymh9MnHG4Ve34AnS8UtEOcPVHZMvTkiOI/qmYXz+Z9T9iEMbcX2/ogkVlVzy8sWXlP23mEQjbIg/Oefd3Q1OeIyk5sk2PBst0LRcjqbEheHbvmYSLNHXjq+2G+J4DG88fOOIGTF8fOTm7i9RJqE87DjvfoLLZ2RZRrPQlHWF3pR4scJU75CDRYSGx+t3RM0c98MlgXWYzZZg03OWHnHIn1MfSlT5jqujGDnVrPsdhyig6D/QrzeETqJPAvpIEK52mGyE7Xz6uwPRckHnfhsl5XxmQUyQKA7dmngXwq5naC0yV8hgx8XCUekSn5706IxS1ARjn+vDgaN0guneIZOISX7O3j7iERMFKfHxjKIvsBONEJI0SrC6JtFf4usDVluKxmPa95T7A+GkI0tzfBMjUejhO7LPX9J9TAlnIY1q2d8rjC+Zz07xzBMyCtFBSGvsJ2FVEBOdneDV7+lv7pGJR7NL6L450B0t0XqgsY44cATeDdE85RIPmdZoWRMIxSg4ItMS+3jDtmgpBmjLBkRN0faMw4ix8/HiDBVmSPF7aa8QgtP4lFErqMuO0PqItaO7WTF0FeHZJbiBSLb0Y0E/j3BYBIKZv8RZhyklpl9AssAKR5UdeKrf4k1KlNkzfTVlOp0gjEVmM+rfbPEWHir0sY2jubaoz1JUJJGBwHZ/rxXsIDwJsM2naCMEJCchWEfxVUv/2CDqj6D3uB0oz+Gaiuxf/RD41IG2bYP0fPzJBQ6N1Q1IHxVk/2AOsBDiP5w1/D3/LPljiuDi7wrg3/IdUPwTred7vuePJk88Pr+QFO2nYjFPJIEnmWYedWfxVEQayX801Fw7w+NwYKdrPCFZ+iOmXvqP3leqgGj6ktLOkaZl3W1o+k9dW20tRgfUtgJgcJpQSpQn2IkKh0YbkJ5AVHv2Ykch9+wGQTo7Js5ygugFJ/6C40CTeCla5LxrB9r4GBdI3ne/5OAsR5RkTnI3fOTV4nOmRzG7YcNhMDAABkptqG1BHBT0GNYHQ9/H5GFOqT/JiHZ7SeYJKm1prQMkEQkSQexCHnYF60PG0CraveDX9x1BDmHUIaXiWerzxTKhdCs2pmbbN5ggRpstGTGhi5mMTzCc8KHYcju857zteNff0WnBaXxMhySfeCgvZaxzkoli8+jRFY7QHyi7HrYW9TJjsD3bZsD4PhNvSaY6rFRYM2VdGXpPUw4+oRfxPH9DEgx0Cg7rgI/FhjiQTOIUo8ZkfsQXu4yPhSNTEXWx5Xx+TCc/so9DvPKBdjhnfV/TYjgUlqPPT+ExwBx8vBjcxGKjmqoyIAOkl6ApeO4yyrs7ylCSpSPGiaDQllSkLKeK9+Uv2A4lqkso2hVXk3OGzmdbx9R+iWk6Rr7P+/6a0+QZH247EpUgQo9Cd7xOE7amBwnhcuAHyQCElEGKBkTcsi63CBTVKOXyLORy/y8wbc9RCPHMw01fc601wmX0IqKkYzSJOXQD5s6j1TneKKCsBuRgmJzGpGFErAM+blqOpgk/mM952PcUZc1kmmC2gmroWT/1vFouKEeGoyCjqneEesAXPp4YUbiASWbwRx7vuwPlMDANfKapT+A5nuw1NAPLdIT2D1xEIzhY9oeCAsfxhaINLEkq+eDW9FKwCI5YbTZMpeDZm59S1QWNDjjyA4LzZ1S15QeNB+MlZjRCFntWmwJ5mvJskZMrMGHHOI+R8THOz9jpaxZByGkouL2+RaKQs1O8/IzRUUFta5aXC7wEXHjDzHeYxuIHYwJpeajuqZtrFCk1R/D2jukowPmaIAwobn9OII9Y6ZJex7yYvqHq9yzTESIMyFniNg3KhiRHFVWQYPARrqV2DVq+53JxRWImPHaKxkwwTUttJfl0ySQGWdVM/Rwttwy1wFMtq4NGqpirK8lv9ob7jaZ1Cdnz13S24i6JUI9vibIcLQsOZsBVe5bDnsUkoFh5VH1CUbdcnOR82O7wbc7xOKXZNozkAa89sP36PdZaOJ+gfvRTbqN3rOqPeNNnTJMMYo92WFG6kiS/RDJGiiPefn3LXp8TDB77bxzK7hmfpPhxjJKSeppRHQzZZMbreMN9JT4dpkXN2dxR6XfE1rFv3hOnCaXdMI5H3K0+kJ4sKD7+NUH0nEYcUQxPZEefo4RAb35DOMoIT0KskQyrv2VBSnHTkF5MSH+S8VT/mvH0DO9qQigM/fW3mINE5McEqx233JNkz9GlwvSwtZJ8GfP46zsm8wnSVYTKYGXMzs75+aHHkzCdZITc0siAo1Zj7QHhLKO8IJktMRqi8Yih+sDglTRZzv2va4rtO3wUYXROszDcpTFDrhjJjDjJeNfeIz0Pu2nRrmPZ+fi253Vh6d/ewJsvyUY5/ePAbWBQVhG2DvPtnjrpsIMi3Hv4wieIPDL1iu7be/wXE/zPrvjq7df4UUoeNDgnMM2B8Zef8/5XbzHG0KzXnO+nrNaP5KFitTvwqC3RINCHgmH3iEskYbXFH39BG8dsXEMahTg0jbinqkpeTt9Q37xHm4A0fclCC2bPn9HUe0JPMxklVJnD2xRkLZw/89lXimEYWFyOGOyvqDqfA5rWanw/xEsSQj9gQDPhjMPD16TJGVf5JUFyigqOaOsP3LU7NIAAFXfkLqBratq6xfMiriYRuTF4nqC9bxnUMXsr6UxBiCaaVsS+oSp91h/f4/tj+k7y7m3HZ//qFf58TbndAQ6hAoLZBeV8yeJFhxQ1zg943I3AbtG7e/q+ojOaxF8gjww15SdFwv4bovwYJQIq22O3Leq+oOwcmpxDPMKECb21bHYFJ2rE5fQMF8cMukO/+5Sh602neOMJoYygcjgL/c0O01ZQbWl+/oBajAlPx8ySIwovIgIm3pSJN/8UOZlK/JGkWxncZOC+v0FmDm86wm4KHouPJIuXxC3IfIE8DAw3W8rHGjdYwuOEYHZFdJISXwQ0H3ts7z795809wpmHkILo9FNxLD3BUGqCuY8nd7TfHnBGMzyBPPHoru+IXl+CJ+nfvsUNn85tIooIn79E+lOc/v/e6Op7/v/LH+sO/b8B/xOfFPn/PfB/CiH+OwDn3P/8T7i+7/mef5QwkITBH8pSAl8S+H+cVOW23/GkPwW2WwPrquZlcMwiTVHqH3/a50cpnVFY+3vzCF8qPN8QyU/u07EMEIDnC+KRZLuCyA+hHNjvSmQIqolZ7zS6f0ReRISRj/LGzOOYQEo6a/HEwE6XtG7HynZ4QoLoWOsVpzLkoEs2KDZ9z23fEykP56BzDpzGx3LiZxgr6HVDZ2qU85BegKcSelryJKIeAjzpMfLGTJQkiSRNHzAKDfd6zTiekOwdWvs0DYxTKCpDP67pk4/0vSPzUlZGoWOFlQEpS+76E6RpadSOfmhBSDwhqaWmMDum3hG1MzzJgcLf88qfcDJvaWON8SwdMwY/5Ol+wyTM0Vh6Y3hsWszQoITPeQBpNDA6c1T9niCxiCJg80FhW8nZxQlHhxEISSc8Sr9Hlz3yukP0higI0PrA7UNF9rlHOvLZ9S1RphkGTSAli5OM+s5iEstRnmGdRO93PIaCoB14fjTloVrw00nG6OEOJQR1OuF2XxHXD8SMidIpZfnAui2og46Jn5CogNV2xQ/zH/NQe5xNTjmE9yzSjKYUqEDz5SIhLQV9LIiUpBElb5KMp/4XKOGRxwp/aHiRzvjY7ihFiUwsF9mIWpUo1/GTRUDXFAzOcVtUiCRkK2AnHTI9MFtEDPsepwOGZmDmpTzUNY4BU1rifcKEBTd3FZ+/fMNdXHJvrxETj2w+52zhc+UUv37YMB9HjM4MLqqpd2/ZWo/SDERCELRb/GzOELcczWPsIeO2Knl1lLINKiLV40uwseXfl78mFx62ETxXb7jW76ndnHVdgxeyXneooKMcBHgJs/wSz9M8zE8otxtk3xMsF4gSVt88seh9hq8LklcQ43F2lTB0NwzFhvn0hG0b8vNNSZLW/NmLn9KLKd7Tr6iaDcvTUzbrmoAdy8szHoZrZvPPuJEPBH7DfrsB75HF8givLYnCGdJ1+Pj0Oke2gkSkyNonzn1iBI+mhqbGJB62s6h2xVGyRA2GrRgQWmEby7TpqG3BYZxy5x5p3AFfKcYu5W2z4XWScdZd0NQ9aSK5D0uuu5KTMiF/GrFTlqG6xtESzUOy02Pu74HAYxYvGPwCHUge9gVChigtOM6n2NMOsVXE0me+PEJoS+ZveHW+5LstzCcJzkrMLiYKZuSpJfQKktbgSkVyAm35hJvlrOpvqUSOjnxutvc8e3mBFyYIOSUrIoa2oHIRtrQo05H4PU27YXI6pb+3BNJDjeZsRoambmn9gWwfkoQeZ+meUMG+KAiLc5T+U6TW+EpxvFT0skCGgvX+iTB7TvbqT2mtz9AO+IFkc3hHcHTM0dWPMMMtMlRsv9vzofLoZcVyLmiqFXoTU0UvuBED5AZ1aFhevsB++DXHnYFswkz49Eqg5zkPvcP0JWJ3IEoDtiOP5ilEP5SMfnBCZTyg5t1QUB485rEhYGCIKhZphm8scTCGsQd2QLDCW6S0gyLSCd3mDmM1HR2Z0rTVhofesc0KxmXHKUtCFdCrltF0RD54iIcnrGwIzyZo5XDBhvOrE7653uJqS6ZivNbhhgJNjTbAzhLMz7GeoRQx6ViRhimuqwgDyWNv8Y9GJPFAs23Ilh7JQ069PuD5Cj0Y3n/4ji8uXhAJsAhs+chkPOHgoA9qtH4ka57RTX3q7YYozBmfRBTbJ6w26JFAjDKaKsTisf6wZ3aZcrKQrB++4bYXpM05J/FP0Mpjs7ZY6Wg40BYVMvYIkhBTDFhZ4gUZ2mXE85KmeEI/rDia/xjfxajeJ9QeahJRDAkKi/Q9TOLo5J6ZekamS2y942qZY9wtX63uSUYpo/k59x97+sZgw5b9YQ+ncybNA+v3DbYrkfMpuaeIy57mmx3jn/4JZNcwGPzsCO2d035tqPYB/slPEIHF9QNelpMyUIrh01xslmPcO47jF+j+LXpo6PWeUM0Q/UCx+gV5+JIyO+F223N42lH6MSfT5+TtA0YMrHyDHikO979i5mUcdQqz28KzF5/Mn8Zjho97rFIQSIb3G1SSoB/XuKEgNI6r0z8DBFL9fo42PPHRlUV4gipqwFjiixB/5GH8BYPZ0KqKoOsxDRBcUP7V4+9kyM2HjuibkPD4BcHEw0sVpjYIX+Alv58Fln8vSsi2Dgw4M+Dq346UAc4IpOdwRqNX698VwACu76nf77DDGGccKpbEFwFe+vt7fM9/nvwxRXAEPAD/9W9fPwEx8N/y6bv1fRH8Pf8s6a1mq0sA9ODYPAx0nYNwT2MlJ89CouQf3gTzRHE08Wm3Mx77R6R0nM4DQt8w8+cAjFXCsTfmSRfMZiHSHzEbRri+ZHkKg9kw0kvukLRNj2t7ouhAQkU3pAhvTqhSnschvyw0Az6p8Bn5AkeLdoLBDRy04GA0nkhxxmdTDKRBRGw10os5GMVCt0wk2MOGxjWE4QwlA+JRxig4ZXTccR4sWO0bsI7Thcco7tkJuO6ukbniSfbo2cC5f0pbgngYPkUOCYcKLd5kS0TMuTyiUQPjeIqnFxwqw3W1JY5ajmaKQz9wFp4SDCs0Fs9JRv4xnhJM9wH797+hrO+xhWAyPyV47tPnYB8czS7lIp+hmhWP3YHM93k9O2Hst3wUB24oaURBrB1emdD1ji+XS3bNR8ZnMTKMcH7Cja2ZtB7eoLBoYtvTDR3KOsZ9QkpPZWu6UJFfjWkOLaPxiM0Hxzz3eKg0TRoS9VOO/DGzYx9XQln0+GlKMp5ROMOqM0RJgArH1K2kaAqOsxCzH1jmI2SvqJqORTwhaUKyVuFPIc/PaB8V5WaPVDULV7L0HDDF5B6NaRDBAW0r9hxoPJgEM55HKaNszjeHimejGY0dWFQz1IPk0bYUfs3aXxPNp4StZhYEKAFC3JNeKJLlhHzIqCJL4oPnhWz6ipOrKf4uprxu8CLH9bDjpn5CJAOD7VFJyavJC5Jdx5sf9Ygcvhq2LPCYYAi9gJ93DamXMfEVha5J44z3QcflScoEQ0NJo1teRhGP9T04y3ZoGIQkkwlVa+iKkjyZsDo0zJRkUD2xUEgnsU6xXIy4XpX8fPtEox1pkPPF0CPvnliypOkU46MM1Vj+9Y8THp9+iREVOhB43go5jjn3M+zQcvtwzfnZCVW5p6n2uKDn4nJE7N5BVxJmMXWY8fh4x9RaJl5MPHrGEDyQLJZ0XcfS+wFv333EOsUkPKfcN6ggYghHyMxneTQlmE+w3RPCk/SVzwdZU2iNbw3WfsoI1m8d/ZuEh90tdtaz7hv6wfLDfE7kj1ndr4AJ1bYj3klk0hAe9eR2TPF1xRBKlkcp26cVUi2o1gnXa42HQaJZzALwNxCDLn0ul2eYi4h9/TcIGXM5eY2SCYfblqPzC95GLWVXEvcjitsVUffJyC4WC9Z/0+PPe0RbMIQhyeSYIWipBjiwRhxNkUHMr8QTjpChLxkFilNxxdA05HEAfcT19RqAMN7w4scXJIuQ25nBHwoEB1RT0xmD6Ea88P8EN5T01Xc8PgRUTcMoDFBDw3g8IprfUfea2lXsOo/j+IqP63u8PmKST2k2b2mahjAdMzk5wYbHaN0zGipU2GC7mA9lycXimK96kE3P0WJCvfqGejTn9eQN5VffkvQ9wWdvsKbE+8Er+r98IhER2bGguzrm4d0jURLBYHj/0DM7injtC2aDxfk+SXzJ0P0NTX/N6PzPGf69pvlVT7ddE31+DCNNa6CSHhNXMzsesVo5jGlwwqCExVcaWkfbaO627zg5/4K6K0lNhCprehqW51e0v/wZcj7CPre0QpCEHidhRtFJIumRDD61lYRjn6huGHY74ixCxiN0ZejakuC+JezWvJjnNKOSTbViNJqgtOH42THt9DnrtuKuLYllSLDdcjRYnPLIyWhcj6XBFyEjEmJ1QMYTzhcxszhjONyg+45QpcgG6m5K2xpiL8GZHev7mjzKsTjCeMlMnKHWA0+7AKckt917NuUWse44eZahpg1Xx2OMPseaEVaGjEcj4kJhxhG2dLTWUTsYtx2ZKmgRpKNjtFlThYIgOOLt5tdcDDGfj+c8HX5JudohkgWD1bwt7smyc/TBw0qfLF6w+rghH4PVBlyEKTRkKSKMELrHdYJNcoXyPMJDRLOXzAV0K5/y64L8Bzmy0Bh8Mt9HLpYcPEM2N/h+Qn5YIbKEaPYCpwzIGLN/wEVjvjUh320atmUHgeB0nPKbhw1fXLwiOHPcpiHe/SNuGHgYNvjxgoURDPs9Mo6xk4RDceBgKrxDgVqmBIceOWickZjiQPGX/wdemiHTlODsAi/P8TJJ/KJE7Xd4HpxFOXX4yZDTmhoR+vhagTEQtJhmi/TF7+Z//Ymif9hgmjO8JEL6Ajn22OmaTVtinGXqpcy8DPnbwlv64lO3Pssg8KDXoARCgbfIkVGEq5s/OMtZF1N9syc8/dS80KWlfteRfxEj/iPNkO/5580f4w79P/ynWMj3fM8/hB4cxSqO0noAACAASURBVE7TNZYwkeRjxTA4lBQE0f97cwLrLI2t0dZ+crsXUO413W/dlR2OrnesHwZOn8vfba7/T6QQXB6FTPM5VZ+B1xKEjkyN8MUn8y0hBOfhjJmfM1iNjhuuD7cURU3xuCY2Ux6ut7x+PUOnCaNgTWgPJJ6i0TWd3jGO3jD2Yl4lPhvtkaoJT/oeByghScWE1kQYN9B3mtnhjJ1+wgwHLvMT7rRjGA58XH/DZ5NnzBY+dd+jvAOjaE4aFmidgslYVx0Wiad69mUAUcovm7+iV4LbZo0VjufjY1b9PSfBEX4smcYlsnU0jSHxRmzDW0J1Sugl+GKMDi1nUUCazDBCcr1fMxwGTCi4XF5xkkyZeRfcDA9gW6ZPlo/NA73tkEz4eL1m7ifkpznZbEroK16N5ljRs3UXTOOYdXnH17ri635DEIU82h3zdsqgK17O5qzaX+J2CXtVEpwoZGbR7phaeUBPFoDQlstsgWFLpEvM1nI+fcZXvxaI+YCTChtIljMF9KS+x3daMxWSSRyww3C/WzFYn6bR9GHI1ckLDv2Bldtw6DU2DjHaIwmmdL0mrmIyPUIOAc+CC8JDzPlJz8fa8HhrMKbhZJwS7w/c3K/5wY+fIY48vnENhW249Awfm3ukdBRDC37PV23Jy/DPyFRAqbd4B4/7D7dENsAffB4Pa46eT9n4G+x4xlmSMncFD12Nkj4tt/Tikcsvf8w3v7ih7gYuzxYs+4ybVUuvQk4WMT8zH+k6Qz7xyAJBJAYOUc3RrGQd9Py8vOVelzxJOBr2nAUz/izPkF4MOJ7HY/6manhfDHyQFZ8lGWeB4qf5kpI135o9czUh8xRdO7CIA9QgGLThNEjZK9jvd/yLsxnpJORjtSOUkrXuKDPB62zJXVNifc1w6EmUhzUWUzl21x3eCNLjPbJY4yeO2i/w1JiDOjCaPGP10JOnPkfC0cYzYvxPM8VA43qSZMJ6vMSrWvaHitCT2N0euRKcvT6ixmMvSuhvyU+nqGrG9a8F5xefIRl42+5oPmyYXoV0puOL5ZTHg8VORnyoCkIVMTYO81Tx7f0TP5ieUewGlidzVuIR7RwTf0wkp0y8KW2kibwA/fiAsY6yKjk7vUCFId2kYbCOZ+kL/EgyxMfc3Yf0BlAOXT1xW4b89Icn7Mp3zMbHVO88xL+R7KYLVr3jSz6nvfYoAkv7NmB6LPkvl5qbb78hEwppffyuwd1+IH+dYNKIbv9EZENkuMCww/mWWhwIQ8mjv+Vp2DD2zqlMgnY1R8mUpVpQ4VDDnL57wOCotebZSY0d1XT2wLb75pPBWx1idQ6hpqp62n3J2elrvvuw5fRyxGAaUpvTrB7J8wlh+Zbzl8/pBkvhP1DZHj1YdiZh+fxLlkFKmOX8Rm2p9isW7h4lew6HHfWQMQ2nCJfS3h8Io4R94QjkmLoSGC+gqndI52FXawwClXzN9PxA6M9R85oPa0OT9vRVR34yZ7JM6LZbRuae4fCAlILRm1dEy5/g7BpXzvBGPvqwwYtD7uuOaA8U16iXEZUqUfF7RstTvEPMKM84PhU85hvsnUCNfEgMAZaT2SvW99+QP79issrxv/pbrFCo58fs7RMd0KgJTX1g7p3y4caiLiZESYbYP6HLLUp7VA89cbwifH1Ct3rH/rsbwvMLXLcl0AZvtGS0y9n/9V/gjCGOXzE9PqOTGZ+dn6N/8ysIM3wJ0fwKTw2EcoonDbXosWfH7A9bPj96SVmuKauK2fiCiUsYdpZiZwiDjN1bgxQzIg+a6z3R0Wse1g27/oHjqxx/J/G8FmMa4jSgMYanu56RGjM7PabpJZ2xmNryyw/XzO0WmhuSZMSk7fFtRFNZdkGAGCn2QKNCOmcYhoozldO1TxxSRStqfC9ApRHWOOg9tA9JPEPj4TFguMG4kGSZc/+dwO0ciXYgxpxfGlwUo3tDaxW69siFJG5AS48gEXTfPDLJHMzmdN2BrOk4O0kIoht2t/8XBzTxyUvMRCKtQAiLCCMqe85hdWDQCt9T1EqxkoI8C+k9n1XUk0gBzuJ5PsIXFAGYZszmuid++kg3uSUIBipZECSGdrNikmRMpkf4vsDUFdZJ0BZfCPqbj9iXz+nbNaJZIX1LAMT1HufPaKTB6o755DmjPgM/RQQ+1OLTGEJtkIEAMUDgg7S/O3ftdM3b7hH7W6voQ9+gneEkmADg5Ypgrug3OcmPXtK9v0HFEJwnxK+eo5IEkSa4/f531zStRPrBH5zvTOcwtcHL/5he4ff8c+WPcYd+AfyPwPO//3nn3L/9p1vW93zPJ4xx3L5tqYpPm2DfW5yFJJc4C+OZx/I8+I9Kl/+OzrbcdB+obPnJsMJ5GBfQNZ+uL4VgrBJ2veH9h56NMxzNfI7G/j84W5zFiixOgOQP3h96i5ACzxPE0ieWPhBTHELarmDhB+yrBm8k0EXL6XyGlCsi//c/S8vAYPb4KmbiT9ibFbk3JlYJnW058k9YeJe8re4RpkBXMeWmR6kRx5MjrssnKipOXEPtSeIQDt1foFSPlBEuWBJ4r3Eu4e1mx2PfkqqME38GQvHtekuaZNzsC9o+YJZ6xLHF+BW6g6vRGFt1POqOTI1pDy3JRYLyAqxe8vVOM00dWwVVN9DeNzg/RuPwi55ABJy/eYmSAU6vcH2D11sEDkVM3VmMNTTlAdfu6TaKFy/nDGiy6hbfhtT1HfgxgzNI0zOYFimGT5Jp50hSybo4MA1jnJD4E8FfbddM8xG/ait+cjyBvWUcBphhhwtKnK3weiieUj57/prr9yU6USRSQtNS7zuCIODFIiKa1Jiw4ttNhYkksosYHYd0BCTK5+WhYzLk7Ec+H4YGFxjyKOTPn/9XrOo9WMuX08/JV2NEbWnvPY5GCj00aOMRrAyZyrn0JY0OWN3cc/JMoVD4SjD2fBpTImXDoC0ahxA1l+mSn3ePePscpx1WDBx0hScU/WpAxgJfFjS6oeq/ww0tuXdKr3we+4J8ckdyWcK+owo1dRVyW/fIUCA6wfwowQSWWdhi2y3SDwjFARdItljKoWSkQkpb81l4xG5zy6WXkqQjKnIOLYx1yp9PJA92IB5Krq83TOZzZDbwL/M3tP1ALUYUsmIspmxNzRfPr3j8ODDzE07zmOM5DNaw1xHRILHtlrJp6cOeaaq4VpJ4OmKyMQRGIAfHanvg6iSkajW27RkMJKc+VX8gnFzhxXteZjHHhcfDh4IsTEn3TwgpP5mOpXO27phDIVjqlEmQkAlo9YZA+gyVoBs0XTKn6RW+F3Ean2IazY32Sa4KdquBIElpQ59V84GFPWUrBa4zFJ2lVZrQSNIoJpTQthacgn7OsZhClFMZh3Bz7kuF0z6iagnzhMnQcepd4O4tg9jzLJ1RDfBhOxAtXpCmCTUNW7shsJJcONr6gaE7I77vseENk+VnqGqMDQVxMoYby8NtR1EY+r7myHdcZRE6c5RSoSYh50KzvXtLMxqxKjXj0TGdO7A8mUFwxQdxTTcIzuIzPra3pDrANR6yq3myjoVSTPwXlKqmHq9Y/HAEvWI0DUjsE/X1B2bHp9x1BkRI3XVMJgmBaZCDYPe0ZzIVvPzhmLuvtnhSUM065JnEUznj9AJRpAxZyG39wKru8E3MdOqxdZLlYsn97o6iPmBbi55G9G5PaEOcyPDDKYdeom2PbH208JguL+g2T6A1eCH+4gRkRhxPqH7+Dv9ZiDiVfOyfaIaWLvUwxtGPDOdBjlmXlNowFRG7rsa9v0WGl3jqJzzcWIrtHoRhmsbopxrVBqhFzCQ/573+3wlUjWd/xunRc5zXMRr9CYd1wGcnAXW6Yu4umGxjxOaa5+fPCNsWVg8MoUe7XFJ1d4g8pU4s2t8yNRcE9cDzfMI3j7c80ynDbYeLp4QnEa7dIbwAt99iqg5FTLg2RNNTmr4mchN2v/4LTF8jPZ886gnaRxZv3qCsoX3+GSoZ451d8TQ0qG6H6DqaZgvLZ9yYgEZkFNuO11ySyBa5dyTjBYM1LPM5zS6n0w2eL6HZMMwiVh++hSzDVC172zN9afD7B8z2Ds8K5m5BURS4Zk9oL/FLh96nPIUrFI7aDejS0todfhoSb7dEo1O2w4FxmTDKRnRdiT8YzudntN/9DGs0zk5QQmD9DmIDpSBRFmli1DChk+B0xSi/otnv6BtLkkjKdiCZJcSxZjP3eHvYMfQWP/VJQ82sDjBliyjXtB8LVGKQq4KjNzPcROOqNaKuGdqEfPIGp3tsD56YEoYjfOsTTC7Y7CWeqohjH4xPMJkz+JJZnjLNQrStoIVwPGVVvaM2JUMxYm6mZENOpSTbXcsy0p9SDbIFkVRQVZRezaROcGrEcFtihwgTwTZ7ojpsMe0TIxcy7UE6RxaMyExGH2aINCVsW6RnIM8B8E9ThscCN/Q465ChT/xygQp/H2u51sXvCuC/40kXHPkjpPgUq5RchvhjD9tfkX1+jPQNMo6R4Sfjr+D4lK5pcL/1cpFRgHKjPzzYCeD7LvB/9vwxjzj+F+DfAf8rn3KCv+d7/pNRHczvCmCAw2qgbR0XryJwsH3ShLFkuvzjYo8e+3tK+8nXzaCJpEAg6WPF4ARLL6feedytBsJI0Gu4fhzwpGQ++uOeCOrBsbrrOGwNIJjMFfPT3xfqphFIEyPOz+D4O3ZFSROmnMwtcahw/GEWgPutNiiUEc+jNxz0Du00icpIRMSu/Zq2e0dhemI7I0+WbKqCcPA/ZQEbg+dpYqU42Cfa4YCne4Ts6BC4PMRECYfeIXA4d8DiY5mwrgYaZxlcj1E9q2rgIk/wVEfkpdC0FKYgkgmd7vG9nJmKaO05de8z1R3mYLi3moWQrMuacTZnFl4xCxV6bXAnHsksZKTG6DDEhQV5e4SLBMepwjpHtDiijxesxxU23ME+Y3U/pU4Md1rgTQUqlEQmphcdwlTIZCBtE5wxeEJirGOyVDwMPUoKHFDomt+k8G9OZqQ64KuvNgR+Q1vvuC+eGIU3/Hg+5vi0Y7guoQ/ZpYZRmtKaiNOzgcfxnqI4YGTEVhecHo+5puZ80Ny8K3C2Z9W1ZHHO6/MlPYKH/UB/N2M0m/PmUlH9rGX1uCK0Ibf3JRf/xZy2LLlZPYAU/PDVKTKxNEFFFiS0rcGPJRZJqFK6foUvPCIXkogU296gfJ/PyRnIOTAgQkM6CYhMTNcJRtOQg1szMh6BnrDb5Lx7KpnFKVenpzjhUwhBsAiRak7FgPUVvYXDtuLieYzIG3pTIvyIIBzjGcFv+gqd5Uh8pgZO+zF3u5Jn2TNyteDuMeA7I9nYgdSzmLXk9TOJbQukNhTuiQ/lhgMdi/CMV9mf4jxN12gWKqWROY/TFaM0ovRbwnbBrnB8d1/y0oPCGFQoCCMfWZakqWSfSy5PJgz3e4JIMD/LCc98uu6JyPMIPIEbIupcsO43rDoPEXR0Xcdp/Ibt6pST8zHdbg0ExEcv2PkeqlnzVCk+O/oM0dxSjS8ZBQm+N+Xd+oZhH7BaD3hjg5weeGp9Mim5eep4WEeEvuPVPCYLL6i9kN4p6Ay+aJmpCLmJ6WtQvSJQCS+eTfmFe2C1MrhRxufREd+sHX07kLUZT33DKLAcT2fIr+/5+H+z9x7LtiTpld7n7qHllkefq/LeVJXVAGiEgUYjYTQOOOWIQz4Ln4F8nB6SbUaBBgiUyMyqzCuP3OdsGVq6c3ATVagGqlCTGhCdaxbbPCLcLHa4+Yp/rfX3DyjXQthfMAY2b/stdQaxUUTHCWElGeqSwIkI7QRH5cQXDnrbYTcFYiWY+AMyvWO7t2j6Hel0gmMldGZFlifM/RUTtwOZYmUOQ9ggvZhityYrFbOzM9LAIrRiUvkFs6gn6Gx6u2HVZ1SZpsXC8hzsYcr7B8N0ETGNXVAllh6Rj7+iaQyVeUTveo4dlxyPTtpMHMFcSPAaos8qrFBTbCqq65HuUJCceIxfClQasf7FLxFxSeENuPGUV9GCK7HhTfeepTPlTVkROD2TXFMWJQ/WSHAc8CR8SlPN+PU3G+RmwzzxKSpB6Fn0ImRxOUHVDWGcMLoe3W3xMWl6W6CMh3MRUGcly/Q51Q66VNN6A9WwYenn2HVJIiLQDs1qw/zFF/z9myvCxkMrl7I4MDhwtgxx+jU8buidAe94gf1iTpBVtGOFcS1KKYjvZ5ycudw+PFDkv+IQhqhjxV5lnGximqHCzFNKSmx3SbGv0EFA63V01nc47kuyR4OddARqhnWIqWnZ5LfU7Y40nHHuTmlrwf5gUe9rjqc+hd4h+4Zut8YKA4KjI1pTMjYHyn2HdTplEX2C0BOMf8QkeIMUMxp68pnN27alvTlgVEDnGB4dl4W5YF/8AttMaG4E3nHMvrGgHBitlvA4JV5qovl/gy4lw3QgmHiM6le0ZksYtwyNS9PdMVucM51GzL6vGRrJvhgQ5o7zY4/rNsdL5kS+jxUleNNjms6n21UMKKZ1Rjy6ME25kyvwbarygSRPmSwu2IkVvdzgpjN8FXLsXZDHLk6p8UkYru6oyj1mULSdJph54FqElzG/au4Rjo1AMA5Qqo4qaEn7gn69wT0WWInPmDXU336Ld2xhdMPojpjXBcLtGPo90vUJZq8IowtUOcIoiEPIdMXcitg2Pr2xOfFDjgdBykcFXD42tG5FY7dgXPoGNuQ4iU2sE6Jdxqa+AXZsXZ/57AXhxRPGska1x/Q//+5jYrLt82gO7A53uOkJTfNI3ZdI/zlp1aKHmiA6IXVOGIio91/TZWuEVFjpnOD8HClL2vscM2rshY//dPY7BQht/nlwlcYwjj1jm6GHBmn72MkE3fTopgPlIJzfVnpVGOK9+gxdfrTD4caUb/rfSZ92pup3fMc/4t8m/phdfWOM+d/+5DP5ET/iX8A4/nZRGgZN13xMKTTa/GZhLLLxXyXBemgZ2ox9e8UoBcr++GVR0+OLlr9cfMrdh46uMlwdWqSEePrb1+NQDn80Cd7ct9zdF2hGHOGyWdkoSzA/+bgIO4mk7wfe1+/Zlz1pGDKb2RTOFl/4SPNP/SoCS0W/OXKky8I5/s1x0V5T9Ctc1WPJmE56+EqzVBHDvuZ0HvFIQ2H5xGNE0a3x/AWy3iOlSydtKimoaZjGLlebhkRGlGOBS0TgCR6GAV+4lGOJa9mIxsaPIZ3C7eM9vW554qb4aUB30oAdYneCcK0p1oZkYXGjBu77lpP5jErY/LpoOfcD3HHgfjXghTVQsdE7otM5E3OKXT5yvbvHD0Nq7XLQiltP05QFIos5P0q4Wr1mGDR6GHGOHCb2knbs6GyDFg1fnJ/g7HwuZ88QQ4VKOxxpOE+XrEafs0QRufBeNUwUdGHOrl0juwaBJBUe+pAjNjFOL7CCka7r2UjogwET7LjVG9x0wLct3u0HHFFiK8Xu3QpvsMjHLS4GdxTMu4SfmRZXh0wnBwprx4eblLbPadyGJ8kZqpbc366ZPfdY5xZF29GPLdHc4M49bjrNtu4JhI+wUhb25/hGUTcdrjI42qOrH/H8mGz9HXP/L/BSi97KKKsdYvSYnk0I5ydUxS/ZtSAenlJvK+QgGUqoblwWT45I7QxpWh53JQ/5A3/1xU/p9z2SkqApWcwbtsYG94ih7Lnft4zWAL7Ct2La7A651tjSx1YL3lz7fP++QM0D1vS0nsK2O2I94/XDA9PjBRuRkxDiWzaD6LjROV95z3l8qAgCl5tdx9xP6ayOJ+6M6+ueyLE59yeQryn6lonlEA0uU+XzVLl0JNxZG9LjFHvSom8Eu6zFtBXzJ0/xrI4+VuRqw7Z0KNsBdwL1AixLMDyG/D9/75J4M9QwkEiH+3qHTG2OvIDDNzmz2QKnH5DDgsquWa97wtOAT0+nhL6HNXp8+aXH+sGg3IC1VTNfuGTlAKLjXFtc7Vq60fDp+RmUkm/vaz5LI46ihKKQ+HuLry6XtFNNxRKqCNmvsZXGt3r6RqOVh7Jsmn7LmRIIb8qmy7kvS5xZTCta8mbNs5ni8sSivQqQVUnidzi3O2bpEf3EZRxGwGIIDE3f4c5Swn1Bnq9YvtDsi1sGv2K2OKO4+jlduSOd/oSLk0u+zwskNvPplEVsMOV7yqEkilzwEv5h9S1PpjGeaggCiagdngXPGOqUbzYHzrsQr865iOFcN8i1R5saUCnNIcd396ReQqp9kqFF24KbfI/ShtWuwXYiJp9+xuFDS6drTsNL6uaBVgusfqSnYdAu6Syh618z830m7pLOjGy7t3ySPsVtQNUjB7OhVRGW7pgvI651yZlJmS4dtBFYs5gPbUWXTrGTkfzXr7HdnpOTEybyKc31Dit3UUZS5u+5OPuCqu9p6HgS2TT/59dkhwzlxUR3kniS0vWa1uqxlinWISTUSxzT4jodY//A0DeYxkHfPlJfetxZr5Gugy+mfBpYLJ7nHDbfMLaPCDWyO9yyMHPatAV7Ri98svpAFH5Ct7Opxw+YQrNTHWHk4KiAx3Jk7i0ZTYh9GjPeHbCVYfQC6gHEJyeIxwrXBjMM1H2Eb9tYrkZKn/nzn9AWtzT7B7zpEXZ0wc7PmJ58RaKPqG7fYXUFkhqRXeGcfkbbdOzrgVksiIIjvnmo+CQ+4vLyr1F1BmceMo04Th2G1MWxGqYvNJubgdvXayxj42EznTQ8hlcoq8RNEyYRWCbF92L8D6DfXiNsH1UM+LOR6mZHvPTxpUtyCIh2Dtu2gnlA1yvWmcaZJsysikJJCtESXVxwOjkn1RMaaTjz/ox83BFOjzjxPyVoPMREgG/Tt5q71pD2hqHqGBKXwk/B6cEq0NU10kh8b0rbBxhPEZqc4c17+s0eKTVDZWGfpoyrgn5ngQV2GHJ49y32i0u6tkMIcLclwvi013eYviGdTSnm51S0nNgtQsBT36MvBg75O5TsCN2c98UNkRNihylKJAxaUpQlyyGmzmuko9Caj63f2kfC8CmdMJhMoSYJCBsReBz0d2BbdEX5cbBQHIY9qT1lGBtGMaBNj96VyMLFto4AgyhdxFQQPT/BP5tgGFBOgBC/a3mbWCFZ97ue3qn0GA4f0F32m9/ahytEoaDvQQjUbI57cfmb/r7ScZDO7Dfjw08k/XZAtwYrVtjTH2XQ/zngj3nK/6sQ4n8B/j3wm7bUxpi/+5PN6kf8iB/gBRIpQeuPUmUhBbYFyhLoHwqmjv2HJStjX9PuXmPMiDI1zXCAYIFyP8pfbOnieRbnLyR5NpDZPcYrEVaJMgGm85F/pCqmH3vePd6z6zMMBiUUc2tJvkuYn0A7DlyLHRt/y71+IJkEDIPCCRRGgFERjrbpdYkUFoF9gmulv/d+Wb/lbigYtM1Db6iGHXPgWMYchSGqG/nzk2Mex4Ajf4lHwof936GiMxwrpNADnjUlHyqceORkCCgPGnoNScfclZSdJNMjy/CCREWIfiCQkpX+FeEnS5xigkoEd2rFaqgI93NerhP+5pctDAK9haMl1AsbK/R5v8sQrk1vC8bUpQpH7ooKPxp46k4RjmAqIu7uttjuJTfU0FU0bUV69Iq82dLXBuGF9FaINhFkA05go23JS/cJXzqXWH7Nh3FH6LekwqVVA83Y8iQ+4610KasVShpqEfDKOeau75imDvXagDEceTFxH7Ld93RVy3hbMj9ZYv/0gqE3WEYwxBrTrMnGkq458NS7wLY9XCNJpEOt15x5Uz6017zvHhj34CwVbmWobUnR71jomGHiIyPBQeQcnS8YqhJH9nz5PKY2PrOTitzaErmnvC9vkL3P5mHgO1PxX88uWLohvZOR5zV9A4NVYCtBJ6GM90y8hPZuy8JOkf6IUBlNvUfrmq6x6A8dllQkvo8vJzgsyB4UGzMnDkbOT2Omi45t/4bJkxppNphxxKkkz+xTvm4ayt4lQyN1yFQHfBLY1FrQ7HcsvQlxbXG/balrgVsJemFRjxavnqTo1ufLJ59w5WreZgcWbsQT9xxHaVrT40mDijS/2h54X4yMeuDVaYBaQj02zEeLFzOHTV4SDh2pkJyPFd8+rHDFEYHrcLf7niT9lPyqJj6eYI0J4XFAlt/TRhP6NqL1LXqzJpo4ZHJHpmsezRrHeUHdNaQuPH3uc7VtWWcdppK85ZZniwmhZTOPLGg2CEY+e5kQeDF37/bs+oEq90n9CS+eXlAahTUZWWUlsoXjic9RJziELrePms2VIe08Pg1ikq3g9puaph/oOoe/uLToO0Oxh13dMA4jljI05h1O6OOGMUeux6G9pRx6pIAkDHlzaLCm7scgu1HSyYonpxGHLGN27GLl77F7EHmEffGCzWpD7Xisbt5hWTb2woGpjR87vGu/xyiDtDe8V4azZ1/QlQ0f7IheCKJAEKaQSsGmeI8Tn9IzcGgzRH2F3US8frvmbHnEPHT5jGOEmfM3q4zZ4CBWNVUruC5cppcT2uwK29JYsyMYCnTjohyfxTTFS075/uHvqHTPUWTR7gakMIhphayhKxsK3ZEwxQpO8KRFPeYUVQG5z+hNcO2IthBEgOWcMgYRo70i9Ocs5Qni9hY3tTiZzFiYELN9oL0ZKcKQrCmIk1O2DNQMzM8Sxi7n1jwQfH6Jr1z6/cjl0y9YixpL1EzCgNyD++E9y+MlTl3S6R5rNsObzBnQ5Mrnpiw4ii2i0Od8NiUqr8gPMX05oPYFSWrRNhaW5YJxOHE/4eHd/01aKMRU0DWP2F5Ko2wOhy1n8z/DTRYM9oHO8ig2PlkxkLz6lEO/5ql/RGMkjVvwydEpibE4ZF+jJxbT1IdC0I6aNl7yVrfMvvoSeXtHk1U8HhouL44pVU3y1f9INW7p+xuUtBCJz+7xVwQv/4zBNTAUmHCF9HqGdkFtCfrC5ixYEOxaGCLuV4Km7smbNX//OuP01MKrD6jNLcZPieIp0VOLzd2e8W5kqFtqXRMeL6lWOe15wSS06Nc/p9YtR+HnOKVBC1VKpAAAIABJREFUdQlGSJQlMUNOWNr0Lsz8Bfr9xyyNXp3T7EuafcXk5SX77MD7+5bhrKF7/47zxXO2kcDYI/vhQNmUPB9djsaQJDpDvK9p+wwQyMRDpgJ7dU9xvUGOAsKE5fMBM6/Q+4IksXlclwy7O5z4nMgNsHZrbKtCzqHf9QijUd6IDB1UEqC1YSwG/KMLusAFLwXXZ3zo2ebXTOQSGQnGsuApJe15iDYjoWjR9Ypdu0fVWxx/hErja4HuaiwT4jUd2veYTWe4m54pMUs/pBw9pONi2SFSWpxf/AWiAWv5BF3mGHnAdo/J9jnmUH0cG9tYXkDbV8gg4DDcUm9q/DJAjBrRCz5qjzuG3RYVRSjX+717nrkVMZqRxx9k0VMVcqQF4z8hwLrr6O5vcZPnCABjGLcbxjTFSif/4nUtX2Gd/1j5/c8NfwwJ/inwPwP/Pb+VQ5sfjn/Ej/iTwg8Ux5cO67ueoYfZqYXrfvQDA1gWpPM//Dfuqx1Vp7CU4Mg+4sNQMNQ7lB1hSZuFtQTAcSXxHIS55sNuj27AsRRP/EsS/5jDZkAqCGL1ez3I+XigFTXmB8/KaEb2w5bFD9Xc2zrjQ30g8gSOURSm4mSiGH6Q+LgyYOI+YdQdQiik+MOLcm0MrkzodIBtClIhcB1FGVasVMOpl+ITEumPUiurOSKOFNv2EVt6JNLDlpeM4pqGEhM0HIsJJ05KPTyQdRXFNiN0DKrN8KyE4yObN+07LMtF+j0yGPlZ9y16iNk8SF4MFqtxx/S5QmgLmSu8HGanPr+mp1eG41By3e6wfRt0y79TAQqDYCAYNbbu2LojB9UStiH7IaNlxNEDvkpADGgGcuMwdJqZMLhDg4vh3KTsrvZMXp5wsDXZ5oY3puCh3RFbPknfsVg+J1Fw5s6x6BF6y0ZPmC2fkKg9fm2RqJS6SXm7OzDHIz1fclsLhmLg122Lij2emohOxsyF4BfFdxSq5r+7WNIDD+6etq7QXc2Zs+CZOGGyPKbtbpGeRUFNNUrKWUB+N5BLTeWOhPMDYSGoDhU0JRcvBXfTe9pS4PY9U5UgrAjHF1jC0NDT50vayqFrf8041nRG4ZkpATMiZ0bdXOPMQTEwdHuGoUNWsIzO6EzPSnZUbc25+oohH9k0b3nyLOV5qPiutFlMPLbZe1TbkDlXjKpn6S85lCGbtqOxTjmMht70zCZTektwQsCr8BI5W2K6nNopWZ5bdJbLbSPoaoGPZOp5BOnItl+g2y0nwZJOGX62O/DMirjbZ7jJjN29zy7veLmMeZ1fc7evOA7nLB1JqFvU+pYXvqIbDWlzIFvd8JPFJ2SzlPvme07nCSKw8CdnmH2HLw2b9w7y9Ke8fujJV5phVjA/OyZT1/gYsmKH7SpqteMnlxH6ZkX1Iae8G3n21GM/d+n3sG1GzqKBt85bjm0HK0g4tk/R2YisMiwhieIRo9a0ncX0XBEKl/PiDN9YWMUDuzd3TLwjSj3gSptIKpq1IM9H/IkkCg3pouahsHh/KxDeyDwReMIi1w7DeMao97ycuHj5I++aLbgRWDZe4nERTqiVD1VD4oVgj4RaotsHRLnHMTbe6FJbAfvXNVsvoMwNbvol292OdHCJlxZadqS9wKgWy+rppOLGKWnHgM1tQaoHynHHy9kJjj6wlD59LSj9hmYsCXWHpxJyM3J1v8OOU2Z1AYsJ+XrDbHqEoyS9LMDe0dsxk6+eoHcZu6zBMi+IQxvLPuNqG+OpFjdOUH1LYQlm8TEUitEYHCJcNyRKTrhbv6EsWvTYcH5yQd3cM0+n5GrA3vQ01ysaz2e6vOCcZ/TnL/Cx8R4zxpMJTSCQosO+6qiKHPvinAf9wK4oMHZIGQvGtkY4AWqAYazYhTXTlwNttyJwz3nZfsX1zZpGtBTjnum5R38yspj/JfpQ4+cx/W5Fu9oQGps9HY9yz/XQEI0T4tsVM93i79ZIa6C1AmJ9ynNnSm1adFbSDDnT2XNa3bEITjl0G2I7/tj3nUsObypi/xlWCLeZC6ng68drpKcZ1gXS7Zm+ynh+fsLV+peMokAkNnuT4c8n2BxT9TUWIf9wtyJdziCICNyI0kxYb3YMZsDGQ/g/4fSiJ++/xdgW1mhwVUh1uKJs1+RVzO3V91B97E6vWwsvhjc3HXmneP50ybh6Q9OPNGOKfPgFfdngL45pVQ4Hh6F3oCo49Vw6xyOwJX3T4o0RossZdAN6pDM9oukY7QKZzhh2BxxVIjKbJz/5FBP16ImCIqc8dPTbPaaPEHcuUhl2Y8ulmTDkE65W17SXF7T+krna4TkfOxzIYUr7s55xXaN8gTVRyCZD7HpEfsBPGqQ3p1uD+e6Ayxz/LMZgUVgdh6qErmQeTPH3LQILmWrcxMU0PSr0cC5mlN+/xRiDO53A8SmNa9C9jR6hHyV9leMONuFshtED+rHElSN91TAGNgwVXX3/US5cFYx5zuzsCavmkT57JJgYOAycjnNUPOInIPcl0eDR6wZrGpB+ekkQzignDd16RPg+WjfE+YxCZhgUY1UhTMRs8QJjX9O2NeQO+/4N1hgQWEtS5aLqj95c3Y/064KxaJGuhTULkO7vqvykEJw4E47sBI3BEoq+fPwdE5npOxgHPlKWH/ZqxqDblj8GfTkitEGF6jftmn7Ev038MST4fwJeGGO6f3Xkj/gRfwJMFjZBrKiLEeWN1G1Hm0tc2yGeqD/YxiivBt7cdlR5j5SS5TTgafKKkgrHPiG15/jqt4FWh2FLMeaIHxKiRa+p/BXb24S++nifIJKcPXex/5P+xMYY6q5hurSpPvSYH4itEZpw/sP1TYkQ0PYWp/4Rt+2KUrecqZhABMTqY3VaSYe203TDgOtIHEvSjDWFzhEIIpXgShcjUnpT8k1+RTnUTNwUcNjXGVLZrMYNp84MW4b0QiMtxTh8yon9golyeTQto4CX/gvyMcdBMZEOynRk3R0C+HwxYV83OEpyOetx3Zy4jXCHE8wmgWLOsXtEFwysmjtMYvj55j0BU5RR+L5NkgdMZUBid/Sx4Lv6gRFDoD1Opc92XPFijHGMZF+9pzOaRHZYVcjtQ4sVCxaThJuxpOwafGEx1SkSSJVh6HseVyVP/Anb+pbo7IibuiRkQDgeuzpjYnu0Q0FeVMxnC87cCBg/kmBGRt3zv/c5k2TJq7mizXzubnImYkE+jli+ohQS4VsEE4UYDaZ1+ZxXqKbkzH1GZTdsixblWry6+ClDl7Era4qxwZ8qTNgSW3A/rhG9R+Ak/G39nk9Pz6nWO5oafDtmEm/w0xB7PfDm4Rd40xOO0lN6o5k4UwpR8XXxSDt2nHsRjHMiHeD5M4rmwNDlPDYdYaAo84pJe8R203MYLKbhktgvqHgA7eOpcy6PZmwe9h83RFXJ0Fe09Qa/q/mL+L/k7fUjjqk5PvYZrIjD9pZD+R5rPGIUCxZzi1ZLzuKQ+/17pmrBtkt5XQ789Nxm136UW5Y6JD7xWfZPaR8tPj0DN7hiX7a8KQPSNMGxJHfVhk4PZMqQypj1bceYOQRViO9K/jw9Ixc1gZySJprr+ww78xhlxoljCKt7wihBLqbsRMFpmFAw4xeHGrspmNkuoZ6yWIQ8rmCjLfa7hmfBBe54T9m6+EHNwr9g1204XXrEm4Jte8BEE6zYUD+2YA2sdg2B7aJezCgihRV53I8rLGPjly7Kd4iqPaPVUWvBtqzJVgGaHRcziZVZPKwanEjw+GaPP9j4UziaW3y9bQkTiyaEAclsOeHdpuNdviKeQO6ndEClRy6TOakxuNbI6vCW5Wefsy5S3l9tmHT3TF49oaXl6WxKR8GR65K2mqgdKMse0zSI9JR9rhhiF+FpVuuCYm1w0oHt9oFlsODJheax+MCoG9RomPrP0Nolu4+xVIfYrZkYi/TUxR4E1eaG+MTG9lPs1sVmoAslVe/QdwOWBSpx8FxI5nMqbCKxA0qCcxtjPbCprgiOZjijoTtEFCxYffAYnBGdSg4y4MAcM4D0bE7HEPF4RjsazMLn128K0uNL5qeKTVZSC5/zky/wpM+Zs+D98HMmn37OtvO5bQI2dw3PT484vIOFI7DsgFAaolDSnN2hvI4Hd89680DixgjZ41WSTZEzSOi2OeHzGc2Qk1sde1kS5xXW7opsGJHWwEIZzM+uycQbZLTk2DljvH4HVUl3dEy8P/CTF094UA2hDBj3HUQR7ffvUDEIE2A7E+73HxiNRxmOnEyeUvmKr/uGcZ/xbPIpT8cWqSKknrL+2QayB5rWInn5U+KLiNv1jql3jN0cKLO3zM9TKEuaZM3K+r/w3ZS2neP2A23/lsT3CayIKwO1PLCvBzy5ZKEqTOtzt5I8Ow4w+0f6GG4byfFkytBlhPYMXysK01EPB1a3PU23J0rPiYzB7PYk0zmlsLHKBjE2WK6L3Q6IbqSvOvq2wWoL1GAxrjY4s0vGAPTDI3Ld4yzPcZ4GZNJBa4lyYyxsLJmC9hi7EW+eMmz3+JMZQepgzyqq9a9pDzuEUQTzp4iNwrMkkxBU/8AsDQiEyzq3kNLHJWC763DDBZ/6BrubYIoJJuuRjmE8bOg+rLFnLtZsiu5a7MSluerQuy294+EWAfU7EEHL01Yz+DGBk+DkijGI6HcbpDYMdx/QfYNIJOooxO0vGQeDPH1CHwmy1TtKalo0p+eXFI8bJnLGWHWIwKOvSqxGI4WN6BTDuiQ8mTEMa3Q7kLegrw+cHn3OKGv8wsUvU/ibW5xPYpzLJ9S7/xfqHle52NJneP2WJi9xZ0usyGWsNV3hEG06nk4/ITc5eEdEJkHlmt7XQMy6X9P0NXafczgcKE6PubSnCA26ljTrLVLBCAzbCu/VEun8c6oiheQfd2DSDkBI/rE6ImwHYXsIY8E/ocf/GIz1+6B7Q3XV0h9GMKB8QfDU/dEb/G8YfwwJ/gUwAR7+xHP5ET/iX0RVDKw+dGzLjEzvmBwpvGWHZU9xnbPfe57WhqvHjmaw0cagx5G7dY1veyxDF8+9+GeBCx/Kgu/XLdqAbUPkKh6uKiZxh8T/YT6aw3ZgcfLboIV8P7C561lXksEbubxIycsaIWxUqnn093Rth68s0lCSFQZnnPLSj/Edzcv4iJk3xZYOxhjerVpu1x1SCqJAMU0HcuctPQMAFhZP3U9AemyaCs9ZMFrQCMF13THvA+qxpxKCx3TPlywYCgMBHC9dxOBhNMTOyI1+4BfVGlcMmPqe7eDwzLpAiAzX8miHLScnDvlYkTkCZIDglLd3W9oqJ7ZailWIsRw+fX7BzXCPH9h0fU3bCmojubic8Ni1FNua2cTh2hE0vcC14dwdybPv6If/im8OV+xbOApdppZE6wJXOszcI1bCJzuUZE7FydGcuQ45nqWU9ZrDVqOqOe1Vy7VuuZzk2NElRb0nHxryrqKgIbZdFv6Ud11PNbSkEpRpOfPP+S8Sj1U/J7VOqLs9vm94fqwockPchuxHjfEF925OaDzU2uX6tsbxAmaBy+4hZ36yILkYqQf4+ducIDlCOA2NlbFORormhp9E58T9Bs1A4/qEtNyrFSwNfuuwq0usVnK3f+RT9YxITehbjxKLo2mKcXr+j8cN2jRMHBcbeF3s+SLs2ZU97dCQChtpG5LFJfsW6tUJxf4DTV9Rr1vcvc+Xf/nX/M1dxttdxtTJ+WR6jm9vGaKG2Ieiu0GKmHC8J0qPqApJEDh8+HCLUT1G2Sh6AlkQGx+6Fbf5B+bSY3d4j/AsBu+Y77drZnGKcDVe69DVgnNqLmYJQq8ZdEZdCaZRwH7c0owSMUpc6eALF6XB9wYityfa53RZSdA7BMsZu6xjr684SVOkdJmKBKv4lkJ9/FjkNxVP1SlXcuTb4kBX9QxlhZt4uL3NdhSMjy0ntsPpRczh0PHUfoHtKxrvHbeHG4q6Y5JaPFmeYasJvaOI7ZH1qiNxIv76ryKipMV2dkyUz82w4l19y9QK+Cx8wc39hmPHw9KGrrKw4ojHcsTCIXQPzKMRL7QR45Q0FfS1g535tLrnxZ87VKPBUYIoiPnbDwdOFx5p6jNEkpus5ew4IhCawR0Jw4THpiWOTskPDXfaJjifU4oeu2shMHiRJDIRSR9QIghffkZ8s0aqgKqJ6X3B9jCQPPMoDhrNgCV8LCkxSmG3E4amxpISx0jaYs9x9Dk7KelaifIVk8hmn7/BHgX2ZErGPVaZQR/gTp8wrK6Z2ZJoOSXuIm6u93h+yVfPv+C2qvAH0LYgcUry3WuEPhBEcyrZE8Q2qtH0jxtk3dOVx8jkKTNnQzVmKH+CFTznsRAcFi2vmwwLwWXm8fLTL/EeV0yMhGPDa77DKTyeh5/x7ZiQNYb6rkIa0EHMv5sY1j+/JpUtWZZhT33C55d4ww0noceL6SllMxLYDhEGmXhYuwNtYGFjsGzNoxl4bBQvepe8ylDeAim2iNsdaoT59JzYuIi//SUynKBmc8JYsS4Edm1o8MAZsBY+zfkFs8sp9dUH+s6G+Ig00Wz5B1SguFcDRdPwOJYkccT7bk8SviJa1ezuXyPQyO6A8lLayUi7f8fT4ymPmcF2I+aXz/EXB0L/JUMjmXCBbH3UtqdoNyTJGcJ5ympT4M0lXz2ZUjUOMnDYthZl5nHn13iOy/L0HNkcEN1IMgoC/xNCjhh3D+heI5mRhAkL/wj7UNKsb6h7j1214elnR9ybjmw0JEGNHiSzwLAre7AclB/SVnsWfkzjFViRYdxolITA8XCnDp2yceQRIx2umkDpkjU9tnaobq5Inx8xZreIULK//g/06we8yXOq1Q1qaDl78ikDNrVYY+o9U39kf3PFZHJE1QUcTMSMFOvRwnVDLGuCCBW63DBsVjTffwABY1fjTWP6asQKZ4zrFWYYsdOIYcwx9yX2syUtBrcX6Mziqu04j2KkcKlefwN1jRsHNO9WuGOE+/wZ27VNQ0QVjuRPYywZ4zg+H8qGhRNS94bAGNAh/tOAoTrQ3+doJIKERCWoE9je1wymJnRSzNsa/W6PmkRIZTO2Pf3mo6xbhAH2JIRR0l59QO136CLD3u9xnzzDvZgiNzPa2xJ3I/DUBANYwREqaUB2ZOVHAgzghgvqvCQrtlSTGZ6esfuuo6s1niPwbIFlD8i0xLv4/ZYwAOWEOMkFfX6L0SPKj7AvjxgfP4ag/qMnWMXJH7xOt+npd78lzWNlaG47opf+HzjrR/z/GX8MCZ4A3woh/obf9QT/2CLpR/zJobVh9aGjKDs23ZqRkdUdXPge6/iBUEXEv8czW7eatjMoJ0YPDbovwRjK3uYoPv5nLY/ycaRpHfQPWVz9CHmriYTLWFnIf/K2NNVvE6ubeuT2XYsewdUBWZbRNCWnn1q861e4KgRtsWlq1GjxQlk03pZeR2zLCNVEtISMSpGpPR/uB/7jdxU2Dpaw8V3BtiuYH1sMsmU3VlS6oRgNU3XEMGqqweE6a/Fcw6Yq+W/nS+KqpK57qvVIPxuYtgkU4AwKc654XTS8yzI2Y41nh9jijscxh+GYN4Ug4Ihs2BAkE1b9FiltrtsNmX6Nn3vUjaBroWn3nM5Crt71nJzZCLvBWip4tLCFYtCSLGrZV5qq7XCNy5fTkJ1b84nv0tWvificr+8K/uP1FY7l88H3uJwGWI5LenTO+hCyLjMuJwuSyZLWLvh584HL4CnqoYG7lnzbEtgC6Y1YwuHrm4IiLDn1EsZ6RRL4IAx+ek4vWqZS0XR7OiOBlt507LsaTUXQZ3yfXbO0J3RKY09j5tZT3seGSEiSHNabjsS4bL4veNwcWJ7B6zdX/Pn/8Anr3LBvWr4fK6wRhCuwaVjMIkYRMrTf0fXyI7kwPq4QtFpRjD3x4LBabzBmpGgUljPFj5YkssHTO0ahWboDshVUTUkmNFMvwHJ6sv2I68RkdLxcJlRqT2C94saU4M8I3AXuOODike2mrDODheLQwrfjjj9PHnHFO/b5AdcOsG3JEGrmk4DK+fhl3Q5CDl1JYkdUhcYOI5p9wX51g0ig7jTlUNEVDYt4yqEvafeaVxcRdrehlQH0FqOoGG3NoBSrw5bzaMk9Dbn+2KtbjBo5NFT+I1XR87k74/sux7Md6qzDSyWuiumGgLVpCVTLuu/wSFBGEk8uGXWLUD16qAkx9LLHd2zMEHHoOl5MB+SrCluPUDt4T3p++asdZy997vQ1ruPhETAfFmwebskeryA6YTY5Q5yMzL7s+ab7GY9lyViOfH72jNQkLCzN3EgatWeaxnTZiOl8bJWigpiH9ZqmLYiTmHasiY52mIPPSbRk/07Qbnoe7Yw6A+fE5sM+58UsZRJqHvU9aWBxU3e41gxkSzXcQyvI7IgLX2AWp7TFmn7Y0IwZYnLK9XBg9VjxuZXQOwcyk/CZO6E79tDBAjE0tIPk775ZceIe4Rcw8RTrIqPvBqTRRJ4PY8+r2U/YFR/oRk2qZ3idBLXFRAtoPVRSErQSZXsosSDoNMI2pOmCbVPyZPoS1WliZtxsDfGpZicHQtNykbZ4KmRdbHnIXiNswyyZcRjuWBUOShsiMTLxXd69yfBshZBHnMxiJoHC2B79vc3rxzXbNsfyQMuOvHFxdjncX7FOB8YObrKfc+Z9xkQuGaqKvBlxnABvlFT1QKYrAktyWGW0bYFVbOmDkOnZlwR2wckwI59aBDbI+pFTKSBMcUyI17Z0VYOjAyo1MhhJaFw8HWE5mlXzlqkbYNAEeKjzJebVZ1zt7lBWzudfPefvMoFtddwOew425PbIwkDkTxnuHxjvfoEzWXL0F3/FYD3y9bAn8AO+UglKKywrpiorms0tY9Ojiwr39BQVuLwzj7SWxm0fmLgKGUqO52foYUazkQx+iOkvqPMd/drgxwtU9IJfvX+g7lq6ESYXc8ZoyqofQLoMSuHGHvu+Adci0S6JGegPNkU0YbPpKJqMNHHxS5vJXYMeR7qHG4bOxVGK4KVPefiOv3r5U95kFdIxfDKCdSgIpg5OcoSMfdRQEagBNzoin9+QzC6IRczw9jvq/7DD/2pOFYyk88+gquizFh1OGa1jTLelbHZIWTOOPUVZYLkxRbEiPD+nz/csXs3pdEm1y/GT8KPE1nY/ZhnEr+jvRizlIN2PPW+rbIfVGNyZRf/rRwBGw0edUVPjPL+AXoATYE98xNzGDAaiKdXC4bq2kCJgYlnkH0aEPTAOFtry0JGLGAacsWPYZgz2lnpVMj7zeczmPPgjeb8hdWxeTj8njmPQEtefI3yf5r5hXLVIHMDQ399hBQ7TT57QJXPM/pphbzE8Hhiykm46x9o+YE/nCKGhF5ihw3g2wz5HFzkqSdFtA1rT3d0i/PBjeN4zQXWz+1hJdUK84xh7EjI2u4+Moxf4doI0EVZqIyc+TI/ZvfOoy0dsA8X7jgpIFhYiarHS4V/t12sHS5SbYsb/j7032ZUtObP0PjPbtvvtvfvpbxf3MkhGZhYrS1kJoSRBAz1BDaQnqZEGegANNdMLaCJAQ5UADSRAKkEpFJgNGSSjue3pvXff/d5mpsENBpNkkpmDZE4yvtkxP7vBgcOOLft/W6tFeiFCepgsxzYVwg9QSfqtKdbvoj+Y3x4rLLa1SP93X9t2ls2xJ68NkS+ZDjTh7/l9ANPmdMUjtq9QfoaOF0j9u89Cf8cfhn+ICP7v/uBv8R3fwUcn6OJg6FtLEEuSzKMpLU3taF2L+WVbi5U0qxB7gHu/Qc0Mcfrb7SraEx9NtZxCJye4vsYTAknEbuuRZObXWqk765BuwEk0YVXvMM7iK81pcIUpJZ5ygEMISRj/aoIrDoa6tEgJntYs9DmVKXCdIdNjAhmyOXTsCkvMGt2ABpb5EUWJP8hY7Q0PxY7hbM9Xjx7HvkKiGKkxx0pgi460lWy9gtLWNLbg2n5No6BzEzYPB0ahRlqF8wKK3JAQ4pse2StkHbLc9QgpyBTcRS0/2+TkquDB5nTO8K9HMb6vKQ4h28OOp8GEceazaRtm4ZxHz5LXK8zHlF8Eko/hJj5ld+AiPsdrDVejM366vWEwiZnHE16vK9ZNR4BmIj2a4z1Ph0Oc3GPyGwQOUybs8/VHtwFh2fc1ci0YxDlYy9vdhjSMMEd4PF1yV94T9xNu3ZZh5uGlGtF36EAgIkXpDyiKkmVe0BrN5ZPPyNs9Mu4gSXlmRxT1Db1IiLyMTo7Im5Z3x5bzYUJX7TGm593mgdl8xFre83J2xrgPeDhs+PBWkKqQWQC30uCPY5zomPiO/Vd7gsmA1IYcVQvGohpLZlNGRIR9g7MRR6OYOoHpHYEXEWMJyXgSSdzYEGQj1D6ldQbx4StCb8U+2jIaXzLQLWooqAuJ1JKBbxgLwekwxrg9aWI42L/hTH/GQ33kr5v3LFRMXO3xRUwoU+rlLQPleL1tqduKUZryaTogci0XyYTKBWw7n10zxO4UiToDuWeSXDJODbayBHHEYR8jhrA7VsymIcb2iMYSSYkwgqE3YNdcY5zgeHzNxF8wnL3ivt+x4si67smyGaehJg4z3jcVqU5ZH3coe2RvdvwwnnPYfMWz2ZQgCBnYhL3MecwN1qY0YUMf+KShxtgAz/isC5/0xYHCfEnZNUz9M8giXJAic8UszmlW16iyo21yTqan7IziLPXQ+YBPRy8gkpy1J2x/uiMaOsIyQyUW45ZcfLJgpd7i9yUSgedHLJs1sUzxDhmdWWLdgfHkkpPFS9pqwC/uav76zQFPR5yNEw5lw6spPBw3JGlE5Q48/dNXHKsYkZeE2vJ+tSVMQo7sGJ2kLB/2nE5nPPOmWAlGLPGUQFJzrI5c1zecjz5j8HKCr0OUu8B6AbZaM+0FcXGgLTbY2NL4ks93/x+2yTnzXxLop1xNLgn6mFQXLJQhmYwQwRFT5+jGEAYWW+UMO421Dqxk+5ATeT1q2mKDjEkcY7oHzIPlUD9gnMP0hmmU4dIj2/qek/BVgRjtAAAgAElEQVQ55dCSfG9EWVt+gOHGfMk2d4R+QW131PZjVejgepwJkPg4nVH3DfFpyifaR55MeOj2vP3JF1jbMw6HvHzyJ7RFxdhXDLXHOJoShYJ0sKc58dGBYrm/ZV7N8R7u6VFMWsVidsJ6GNI0HghJHAToMMYMIrpdiUPQlQd29YR17+h8wf36HbrTnIqWkW5RhxzVR9iy5ug+UHcFn3z/T3C6w3eS6vqG4CTiNDjFX2hkfUdz+xVlOqAo3rOPeprEcgiWTM5GtK7jeTVhdzgQmgH7ekXpdwzGY7wyQ49DDrRoFRLbMfpww6bYkOkB3fENZ9GnvN0UuKZlGEwZDGaYJ1Pq9QpTC/KHhsTUKG3p/TPu7kKOeUMjPSbn32M+KnDNhmQ4Z73VNPUtznaM03NKNePzfUPRdIje44VniOIQjwJX17h9SZRV7IqSpa3xbjfEp2PK2yN11aM3D3jJFLMvSMcpOlQ4sadsboiNZnZlWBaSz4uSf/P8j8gGMS5vCfsOHQ4wsUTvW3jT0+Vrqvo97e01VhqkdUzOh6TKh9ELlqtrWjOkNx1NlJN0Ds952F7gHJSiRmqPcOAhRyliHNP/+K9Rx5La95HCkc1e8NBN2d8oTN+Sy5bnn0SUDyvCoaTeHjCdRo4VOIWXxpQCiseC4b9YIAcpob+gzUuMyhG5oR1DHbXYOqaue9rphrNPx+gm5vhVTVN32L5DjSK6LkfaDCGARLF9uCFdRNxUkovFcyZJg22uqU3CcDhGpudgfWhzMBqsAwnebII9HjAHRWMHeKNLzPt3iFiT/fAT2i2I3kC/B5HizSdwyLHHErPd4qwFa3FdT7ercHWOMwOk7xNeDAmml5jKIgOJHirMviI+JMAFXRDS9z6qc6S9wG/A24MRHn6q6W8qbO+wgOkdQvs0y79bBLveYusO4Suk7yGVD+pvRSGlKSpNf+u634UMJZQW1zoQILRAaoHwfve5YPtN597xm8LIHsu+MLy6iNC/4zrbNzS71zjTAdD3NbYrCaff+y037O/4w/L3imDn3P8phDgB/uybob9wzn3XGv0d/6j0vePuTU1++OZMh4DZuUEpSX7o6a1CaR8rO2wecKSnEjVog93VXL0MiNNf/zr7WjIfae7WHQKBr0LWNx0qMTQ7h1QdFy8C0m+ij0Ip0aHHIL9iHM1BGKQNORlGbO2Bu3aHxbIYjIjHH8206sKweeh4vGmRQDJQDCYeqTcgUg2B7Gg7y66wKAx9c8BXE9oqRLUtoS8x7REbKe6LFWEaf5sTbDEcbUHnJKED2/ZEeCjRoFxDLE65O2xJOMO5gqboSTrNy+iK+33FeOIT6IS5PuXhC4MUH/+2y2ND7RvW7RrnW5CGynTUJiF0KY9dxyiK6T1Hbc7ohKLoOvbyPSN9wk3bYbwGQ0AvAzwUqQgIopzIJkzkCDuq2OW3BF3Pj7IT1lvLse3J3A5PaWbSZ+5N6C0kfsBX9442V/hegPA0eVcyTkJSf4Arel4sJigXEE0NR7djEp1S9gGPB8FBSf71p1esfvoB53tMzsfcVAbRGLQPm6Ih7HyGsxF+bEkI+cWuxLgZaThg1XZU9JSu40W6YOw7dtbnNF6wro70tUVqh9f2HN6/4cnpBVnsU5cV6+MBGSc8HntG4wmp8ejzlnBSYx9rPv10xod2SxoqplqRNC0DZcj0OV9VDfmh4I8HJ8yiMd2hZnd8x/vlLQGScyMJ4pSHzQZZ3hDqgtCvseqBJ8MZX7gVnaoZ+pfMxIxeWuLRLcfuA40wTAg49CW5qngen0F+YNUcUbLhaTQgjHvcekPqZzjjc2xq9iy4WPwRbbmjKWOOaO73hk6sOadidqZQlWB/KJgGM4ImIlRj6mbI09M52B0y89gWPVo6tNF0dsizkx7dHViIEVJEdLLloI7oKqW/7Wmt4PXuhslJTOP/DBVlyGDCiZ8R+GMmbUCzrhC79/R9R3zygsIq0sEY+xjQG7D4iEiyagVYj8G44H71SKoEnnR45oGT4JI+GJNqR7ba4FqJawvKpiKvHpjOTrj5cEOYPMWUltTPQAS0Cbi8YfKjM9piiY4DxMKx3N5xbAuEgyQOKTvFOGhpe4NrajLPh7ahKmrebgK+uGmokXSVxRchn73Q1PXP8GWBTBTLvIOyoPF6vvDuuQhiPGFwqudoDlyNQ04Hl6yLB2axovQtO9OiCGmbHaG2hMmM2+aOpv6cdPQJH9YFvhkxdhAPYV/f4klL2BnS6JxB9wKvTymrkJtjRX/YMU2fEPg+L584ls2eh21FFocs5hFKdFhm9PRE/hCvOuVtfo0IfU7kBce6Zz0YMQx78uYdiB4pBOPsKfmXO6Y/OmG9uuYhv6M9hUUb8ioY8DcPf8nWVQyuzul8R2HvOFtccOwqjsYyDGcEKmG7a9H5W5bBgZEyhJ7Dyy1d3+NrwSbfs374ij97+YKHu4Jmr1iud/hZQ92UzE5Beg0n+gmb6x+zL7fIgU8SnlHsV5ycTLiOBE9EQPp2Q/Fhiy8Vk7M56+s36CzjaD0aFJUrSdNLVCMwbUucFBQP96hjxbaQBKMFXlQyqDTt7sDBD4hfnHDoHeOTjMZ2RGhIBjSDmIPqqIYhR2W4qTc8jUKOj47ttiJse4woGfojSHIe25LzyTll1lCvOyJdMo4FD+2OSGd0fUFgI7rlDYM0YdOBPk9Ze1tcWaCjnEEzp4w0I1+jqhx7vWMoh1RhxvrY8vBlz588P2Fi5zQfWoqoIdATbNDgRwPe7gTKhEQuYVmUfK4K/nSScJqmDAvo9m84PFzjXb6gdoZUjuGQsr3/ktEkw/cTdNTD2CcIe9wgR4QBfhDQjAw3xRdEPOPcRix/8TPisiMVA5jPcY+PuKOHyAxaBHT3e9ANrjF4Aw9Ph8jdnnZ5RM4uqcueIHH4maFrO4JoQXezpqosXjBDtFtk4HFwOYuTz2g3BcHonNq8xVQHPH9Mebvn/Psv8TcVpB7BLKbJe9Izn3b/gfhJBJVE6IxeVPS2wNkB4WiASJ5x99WB+uGewEQoJkx+ELDJblBxxNCUdNOSvK/YU5MMM6KXcxwV9dsP6FgjRYp3eYLIRsj9I9KBNiXn8zFb+Zb99pbESxlEY2b9Cbu/vsaPL2j34E1CbF4jbAt0SD9EJjEzB4/BDNP0dIcClWWMvBxZOVQcEb58ihxGhJ9cUH3+N6jhELPf4azDWUVzsya8PAMDNm9o322Jvn+CHn5cV/X7HdWXv8BWFdpTTAYphd/R7ZYfN+VdSHf/HhmdoS5HuK3BNC3SlwRPR1ihMbXlN+l3Je31DtcaUBJ9muGf/P52578PGQjqDy39N4LWG0pG/zL5veZYx9J8K4B/SdU4DmXPdPB3R3ea9vCtAP4ltiswzREv/P2t39/xj8vfK4KFEP818N8D/wcfbdb+ByHEv3PO/c9/4Hf7jn9G5Lv+WwEMHz0Orr9u0L7A8wTbW7B+gp5UVL1A+D2RiYllgjWwX/e/JYIBziaaKJCUtWF/1zFNPLT3cafNGljfd9+K4NRTXIaaL5Th3YOi7yRXA4X3pCWabNGlh1ASGW/YYYjcFffXLc5CGEmqwnLYGXQgmZ9rxknMpjnQGYe14ClLoiJU+1Hk9t9kIDtrcNZgsUjPMsoE+8JnX9UUrmKqEl5YD/12SdFfI2YKJjllc0usLsgqn+/PnlJah5Kaaqc4l4Iro8k8j/V1Q2M7LBZPSGxvOewtOlXUnWUURZSipbWak3BGECYo62OspqhDkrhAsOelP+Avq5aRd85O3DI+13RrnzExn/iXNHrFZFDTNzmn9SNebxlKqPYrTryIlTxlXwqa7sCbaklsLRfeiKBbMclO+cUHw9XpC466oJGSq/mYkyAFPaLYOKLYIvwjZr/BRCW1aLgKnlDpBaXSpGcviH1BMilw11uUdbyKL9m7I35QMxp7GBlD6fMq0Fw7xU1leBIPaF2J7RTDJmHX9hh5gahrLocJsSg56g4rHDp0/Pz6hrk+5Xq3J7OSTGdY02KjHLdIOU0ch2PJy7HH5jHnT05DNr2mzY+Ibc1dGOArSZHvwCmWm/ecnwa8//pzdvWBQZhQ9A0fHm559XyKcBVCWWpjiVoIjY9nBS+jpyTDEUk95iEX7Pwjw/iCYacI6GjqivY443p9ZBolRF1GNPY5uiWnVxJf1MxCzaoNOFYVz0dzsgW8CSNOvEu+3jyyMYaDFYxdzn2z57QeMooyJkFCsJLUZkJVDXn8kPPikyfUXkXfVPzo1VOqPuK23JMOE9LkhHl3xT5ooNW0fYA1Mfv7GGFqenbsWoO9dly9eMqOe2Y6ZGs6Cltzt6s5T0eYaolLBOXuyHQyo5UhV08iGhtxHvn01znrdxUKR6gqSh9ka8jiFE9JeleSKIPRPat1TmgMQ2WIU403cfiqIFE1Q1lgklPe2xVx3fLQd0yGM7rqkeKwZaZLBk4TZpJxFtI4R9X3JCpAm5SxM8xHKXHfM00GvFtLpG8YjVLaY4/WoFTPdKxxUcamXHEQDaPFM8TaxyskTWMpB47hlaSSkmeDC35oLLuHv2DooLePDOSEsZLEXkKhduyLO7p4RGca6vaAEO+4mKZo35JZj6+378E4BIqTYM7+dcdd0dPVPU1Z8OpsgYgOJLKlaw2+WfEs7rk8HdM6QdMVrMseLUKESahbjaSk1A+YMKQWIf54TuXgVJ7RxS297Qi9mO7RZzCbEBSSOBjgpSGbKGTz1ZrsmaXMD0wG59hHHzWNeDrXvC7WWJeQeh4He8Fj3rPo31OUOf4gpk+PHLstw8lzLgY/YFfsGDSOen/k4rQlr0ccTItIW4LMURclx23AZL5haBI0KftY4aiYyZKpmoLuGAYp2fWGYufAF9jc4ReSxQ9/SBcG6GHAqhSsjgdM16Cd5iqYYrIB0WKF65dAR130yNyiI9DW0qeOL5bXSAe9TZhdnFN0Aad/9CNu268//h8wEq91zKKA2EaUB0O429NXBb3yaFXAxfCUfXRH6wJuv85RqUUc4NNnM+beHG0C6CwxCYf7a4LBS4IkpbD3yDbDb2PGERzMV5yOP2X9H37C+HLG9udL9GnO8HszXm9aUj+ATvLQbDi5jBiNJpT7Aicd3aHD82N0a/GoORlrtk1NpRo6r0f4NX2Zo41E46HKiG4raIYGV/SUUUWkPar8iDofYg4tvSnwoznp4invzQOepxkaD7WsqJqOsVCUyzVBWRBdnuA2Nc2bO4KnT0j+aIryCryoRaUJbVEiUw8Zhaj2QPrJKU4eOGyuMUHJQdekkzH1T1YE2RXpyUtUoqnjIV0aY3eP0Fb4kwvUZou0inTxnPx6Rb29R7QeUXROGrY0hwdc/QDeGOMFtKMQL/OJ+xluN6T3h6x+BoedxKkJdXPE2Q6/CamvEtJhhogcXX5E9T6xF/Kw2jG6kIySP2bw6XOUbsFUdBqSRjCMBlRNgwhTdFIw8C1Nq1noOXobsMrfk3mfUrgdddihG8fkZUT3Zo2ra/TJhPbda1zfEMQDgiCgmmhStyOdOcTsCd5ojH9+hp7F2KbEX5yCgC7J2N+XdOsWKUKQE+LWIRW4usOULV72sbW3uf5Ae/3hW9OqoMiIhkNscIrWARJJF1qqzSPt+Qj5bI6XtXiBREU+WPAGv97pZ9ue9t0W13/THdgbups9Mva/fe7fh20bbFUhtI+KY5x1tJsef+ahSoOzoCIJvfv99/kdH9vf1u2/4vff8jv+CfmHtEP/t8Cf/bL6K4SYA/878J0I/o5/NNr2N2YMB+u7jsmpJk4VFy8kVaEYLobkg5quscQ6+TZCyFjHvuiRApJIIb857yuEYJx6jFOP9tFQe7+aferScNx2COGIEsVopvE7hW4lT0chWgh8Kfl69cjizMLoiOOj1+DObBlWJzSlxVo4ufTJD4a2sgwmitNnAb4neeZmvO4eELIlUTGXwqMpNoR+RxRqwKK8CCl9ptEA41X4E8vMaOI8RuNz6SyR2WNMR2ZDyruceXTOl3wgURv84BkcNNtKUFnDWSr5NIlYWJ9oIFg+VhSPNdY4lJb4Q8vQCyiVRyAUx6rmj7NTPg0T6mJBVwtu9h2x7zMaPrI93nKRSvoOztSUlU14Hg7xoobBMGDcpyRVyflAcdzeI42i2665HEzpm5Cmc9RVxfmJhiCidVse6yWpEAQyIhv9gDMl+Vc85fObHpo5/8VlgJceMVXF4f0B3fq0VcVAr+ioyPuW8Ujg5IpMhLypHP/y+YCoemSze8snp1fI9AzrFPnwyNFzHI1iW1cEShA1M2ZSkYuKwLUIqRj6ireHB8qi5zKDSPgUhWSoW6b+AqXHzIZbBmlP4DVImbFft8yihNGZTx8UjE+HqOqO5HhE7TLmowsar6Zef4HpLE3XYUZXdNGYVwvJPt9TNgHb0oA1GNHQoxgkIbLycLZmMYzZ7QSttdh4yiaJKJpH6jLi/e5IFjWMZopd/ROeyKfc5G/p+oqF+s/54rrBhBn/sdvx1Pe4Gkb8cBKjqjVya/nB4oqFOOEgLMdkz0/NT9FtyE1nyXXI3hyRwiKxaCXQNByLLwnkS6ptQCU0eZcTB5L37yyzz56Ct+EoS9TYMBmUTGUGq4yvbqA6Gjp7xMwVi8VzHqsDkQwxtqSnpCo3zMuEq2FG3Zf4fcDIC9n6S5r4lOlohDk4jquAY7sg9j8at5nCp+tTvnzccHoa4B07RJhR9fegOtbNHSN/QGl6PFWw7wL0hUJ14Bufzu2RriTsA1KXE4mG69dfcfr8JUcUflCRVx0q7Gk7hR+mFNWK4eAlt/171sUDWoSc+y8x/Yz88S3PF5dM5jnXh/9Ip/4F7/Ido8kJo0GKNDXzocOL9/xVcYuzLXnbs7UfmHktLyaf8YPmivt4x1ClfBJM6XYFP2+XxCpG3L1BrC3p9wN8Ldh1O+7y90yTCZ5MKYqCvg0QQmJtQRLlnHgDXs4+o6s6sqajX1V8uFmSjQcUMmIy9Ole74l0R1FsqEzN5M+fgD6yvG0wsaaKat7erJifBYxCn+awxM8WmCSk1wFJ2bOKtnwWTGi3Dn+7oFke6MKQvWt48mLArl+zCipcfyCxLdKMafKGNDrj5hdb1LDDHFLKasr0fM6xdEjh8+ObRwKtOJXw9GTO3qwQ1Iyz7/Gz1R0ygW3bIxrFj2an5AfJ12+P1HQgd2wOLZ9ezqj3d6jTjFadkNsbUm9Ipn36vMB5K3w3o3tzy+r9I303JBkkDOdj/MhDfDIhSjqMcmxfd5hWEHopndK0k4QPfcGz+VOKm3d4qqLVPVYI6rDG78BThlnckKwTtDQ4IRBRQr5VLMbf5+evf4KKJDpMGWjNPEjoj3uMlbROIvoe7YeMjSQbfY+bL2v8JiJ2HkIOWX6QJGchUVGDEQjpGJxcsNsYZouU2rMQpdi7e7QnGPsxg7hBxQv0e5+jknRdjt13PDv5FLFuiNaQNFOS8xA1WHHvdZgGFi7i1Fe4oOO6PNIjeTmb8UMZMXY5ZtASvnxJ/e4Nw3iMlEOqcUDZFCTjKX1zj3+Scnw8wrEgfvkZ/sxxDDeIEMbdjHEwZNyc8qH9kjQQeKUEZfHIwc2QWuFFCkmLLdc0hxpvNqffbfFnGcHTCU3xgHe9ZP7sCXeyRp0OCYSP292zW16T/ODfsLnteLzu6UTH6Q8du+3/y2X6A8QbD6UzyAEV4ErBcb1ChIIgjentA7LtMClop8mrO+rFGY/lEhXMSY+KRKVYL6Y5lIh9hze1bEWNUh/XIJN0Ruccva0xjUDbgIX1MEnA0TtintfUfUHTVshSEt4d0EeNuck5f35FORqx61+T+gEz7wLuW/ptSd8odoev0Is51TxmbxtE5BhOIlSS0a+usWXJJrC4akVoFbNsQH77gX56SjQbEj4/Q0+GmDzHHPbYpkYGAWV0QZ2UxBNJtRZs7xxm0jGcaGwoKWWJNo7Qepj97lsBjPJwkcS6IyIIcWhwEq0lo6mkyQSd7+FLgS9BSIGXSoL5r1dUbdn+SgB/u2Z02KKFv0MEd85QmgbpDJoel1fY2w20DUiJN5vhTc+wjUP68tfO/5rfqPJa09KXa0yXI72IyJ/ie4L2b4llJSGNfndbs/JTkB7Y/tsxoaOP49/xT8o/RATL32h/XgPfNa1/xz8qYaSAX00IH3fRBFoLrPkoZpNMMx5rwjzgaP7WBOjDbd6jOosQHyefZycBvv71r2mcKerq4zPa2rK+7xjNNKZuKZYb2jcF3WyK14f4/q+s9NveYnoP/F9lzEnkx/N4qUM4EMaRjRVuoBjOPPxvJtHGHoh1wfeGCXerho3SjOOMRLUspimbKqFyEVF4JIkNnzevsUKSLDJOpmMuiGleP2B6S+86lPBJRII59ixmYyI5osKhlORcePihzzT1EEPFYuBzNAXy0iC1QBmJ9SzbPuf7iU9XK/LW8GIwZeQr0jJmfWiJVcXQdxzbLU1bEGQV68KRJAOQDSkjDp2PLx3InkhtEfKGyh+TRU+JiyNBNaduRjwseyp6jKwo6h11bNjRErmQRCcUMsWJAc7via8s/+lFgo+P8xS+CrEPBcmwxLLCBTs6s+RVMmNlGhK7oWnWDPwxrRrytn9Db9d48kBTv2HhV6TlBdvHlvTshMebju7g4WeaenSkcR6+sYjOI9OWtcnZFTl4W/6fxxWzKOKFumSiP+HNu3t++KOS3r/n/rhEW0G6mDE4ecWqKhlMLMem42vxgBV7Xg19/O4XLM5T3t7mlLsH4vEJXqipQ8e+Knk2SvDkkJ9/WCJPG+ajAduHFdJ1CAGjySleGlEeBNIP8LoQNR2xso940QifmKbpKfySWT3hSTvB5gmn4/+KvK+oNlN8X3CT7wikZic9sg6umBHtl3S5x2qzY2BLoudDbvxbpK3ppUHohFAnnNoxu94w8VJGgSSwd/TKMvI8Sq3oAo+gbMhVg68D/KBg7VZkPfRbUAVonbLpU45iTdsu0YlHG1Rc5yHboqKSPVMf5nqC9XaEnqapasLwjPfNewJrUVawa9f44jmPdwfaXIAp6TzHyVgiqVAZfPLnIY+HI+MmwHkjzpIL3tif05odFQLUiJ8vb3kyviIdnbPcvyYRjrRuSFzCcfuek1GCFD6q8Nh/saF/+px91zAcegyHC4ZhSO72DIh4mxtU8ClPkhe0veLHB59XkeZHwQz/+shd+zUu8JjNO6ZFwma35crusW1FXZe4ieAim7BrDCmWTd1yrx6YZOeMs4yZnBAVI/7qpzc0yzVhBNFJxtXlc+TNlySNxxtzTxBNGKZDiv5I0D5nwBVqMOdmucZpD1MaPojjx0qHscRmgBJDoomkNh4DpoxtT3lsCEYeVd8Tej71tqVOz9mpDmehql9TG8HjsqM9CZjPTjEejPtLmrwh0RHjXtLdr1h99YaT8Svm0YztoWM4T5Cf+Bx+ntNUlnGcILFEvsMLU7qlAW+P6HqiJkccE4Lc50hHd7Q8OTmhb2vO1VP65mccq5yFn7Bsa8I4Y1NviIIZXWlguOD+FwdCK6nbGqEN1rMcGsVsmLK3gqoyDKYvKW5vccSMhEUOPQ6hwFiD0gIhHEWzpGsTzgYT+viOcQz7zZ6n4ykbFbJqFaHvUduen3zdYF7OefWjP6f88b/HCyRyOsF/dk593FHsVjjn4VxOfzLhevlXGFsxSuY8mXzGs4s/ZrnuEEIyrX2itKfscrLOx2hN71m6IidyJXUZo4scTUm382Dv4c4dLz55jp9/Sd9H2EFImT7nKBui2RTjHsjaPWVlWO9rBlFAL2r8NoCy5+RHQ/L0iBw6TnzLZimJraVy8PovH5l5Pq9OfVZuRdIemPpPCR6PXLiALgtpbUno9ZjVW9bxhuFswEK/wLsvsasjvoxIZlPa9IqzYECx+orgkylxuuBIhdUdebchPz4ynv8RfXeBEwtOsxzfCCLVoboSaTvQEikb9Dyj2+xobz4gpabvPKIfXOJ0T7O8xgsjOFTUb9/jLWIOviBqITULlF0yMB2+8yi9Bh30xOpAbiSNuCY7f4rbgB5G+KdDqq4g9ROaLIDEw7VHpFAY6SG9AWVdUa/uqe0c7mF3c8NkoVn0KaOhpL9u8VNFl8Qcyhovq3niEsp9wap1RCWMtUbUNZ6FURxSd1sKb0dfW1JvSHTxPeRqQNDPoYfsHby4eMq9uUXqmma/wg8nxP6Y9q7BXq+Ixs9wUUA16UiDCG+VY4ucXktUD2qd45oWnqZM/tWf0WyvKdWB+uYLkuUI13XQdZjjgX7V0ATPKQuHjVNa/0BVbGh3PvIyYRlvcGhkLRmalPFgAA/34MDNQ4rd3+APJvRtjZ+dEXCGxieYZIyefRSBzjpMYUDwMav3N0xMhadAit8qwwr9294wh77ifbtC2pyivSGxgvRxT+zPiOwAekO/XKKSDBUGdPsGUxS4rkMGAcHJ+Nt7OWdp9u+wzeHjOrU5IOodT+avuN1Zmsbia8HZxCcKfnesktQRweg5XfGA6yqkn6LTM4T8Lorpn5p/iAj+90KI/w34n775+b8B/tc/3Ct9xz9H0qFiNFPs1wb3TTzR9NRDeb8uZMNIkg09nGsoc4vyYOcswv84SToHx9KyOvScT/1fu3ay0NSVpcotdWWIM8VoJnEPb2l2R0ys8dKCbnNAn5wiPY0UMNQZSq2+TZsTCDQLvu56HsOahzxnqCUjZZmpAcPxx53IylSs+gcsFhXvuToP6TtLpp7iGUFtJNOpRgd3tLbg582KkYxwQhJ7Y4IgxnS/Cnv3ZYLLC/wmwF3NWba3NL6koiRMQpJEMUg0vpZI8bHjpjY90cLinEddWKT0GHsp98dH6t1rlPMwVca8mXJ3jChNSeWB0zFalKzzPcPQgFZ8tbvne/Pn7AQI61Eby1AKplrwLtYsD18zCwVDPSdLO95+yGmsIfE9/OyUv6l7sA19BEonlGrIRThjNq1dRvMAACAASURBVBrwzjiGwicwFmscnSfpc0koSpx6R344ELQOF5YQPHAWZ9yWW5peoGXFqd7xk/oaTyim0Ry7cbzZ/4zn0wHH2yNRf0m568gryNcN01FE/Eww6iP+w+u3PD0NyVIf6e+5z7f0veH+mKPDe17MUmae5W31V+TCEIUTtACpJFpAKOCmP4LLCTrNtlzzVTzms8UJjVgR+CHx9BUmbFk7w6F7IPYzvjpWXAUT/svnc4Zxx3D0hMgT5HlPqEJGZydEcYDpG8bZK1TQsh841vUeSU8sc4bzEcWDh60CTsPv8dh4vCk3FM5yCiydwOuGaNsjG0c1lDQqIGo05ds7bLukjwJaGqafZCzjHV1T03prLqcZk+KUPPc4ywwTd0+5eY0fBJhojxw+ZXl8jQ5GaBMT64BWe7TFI8uyQHoJz0fPuDUN+3bDA48kWUIvLI/5jiiAV+czPr/fo/Hpu4bzwQIjd3h2wGNdszQtI89xZi39ruemuUa7EYUrcMpiEGydYKNveRA5sR2ypaPWkjarOO3OGWWGtssIRMyeCa3bcCw3NGFIHzwhSTVhs6VZPRLGmsOxYfPhxwTTOZ5xvH2s8ETA8rbkzDtFS0nXFSSDAaGd84vNI73rMVGKH/qIypKVHV7ccJcvabY1whvw6ZNXqGHCcb2n7XsWWci22LDtVjyEOYv4HOmXKBdg+zVlv+JF/5K/uLun7zps19N7jsOyZ32hGQhLpyyTeMz2vaUlZjT4lOXXMIxPyW3B2WRCnuZoYyhcihsZdHPEFwEjNaN6SNg8HrFezcS1+HOJP7d4pWOcTFgJsLlju4eTaUSHh3WOqunxasMgiMnwWectQTBklCu610ts57PwZmyP1wRpRvknTyhDn+3uLdk0RhUtZdvD4UhyOaOKNPmqYZDOiZIIEXTU1ZFiu+Xg3zMYXJLYEcL3uK+PnAQRU5eQadg70OmQaQyxOKNOJbeNI56kpKam2XpYNaDzOpA+JxdjNl2DO5Ssy47h9IwoGRAGBjGqcaKjSQzj4YLdao9WGX4ssanh+l2OfrogG3msjxvOg0u6Epq+Z59DgGVPyfuJQ/7pFZEcofKKzeMv8HLJXMw4nV1yGBveF9d0fY20Atcrbm5a2l2DX/iYvqIbl8wHHlcvFR9+tqGrA8ZeQHblk7g9nZO46kAcJeTO0BjJOBsSSvDTE/JyA+0AUaxJ5YBeBJwPx+xev8cCoecIogTfJDR6j/7+kOaFokOTDofY93vCiePmGGGtIvI8qjeafetIZiNSadj9+HNE3qOlT6wF4fen7MI982gEuw7OWo7Hn5Kpc3Su0PsS+/bI8OUTykUCp+fU24LN+3dUbcXs8iWj6X9CEkjKe0HmMrQnsCKi7jZEaYl0ETo8o4sSOn+KDgKUtybox4gswA40znOw3qFNiOwD+lCzMxLyEjmJ2FU1wihiOabsWg68w/clWTTDyZagFnRliRj52KbENj0tB9RYYiaSTXWNxSNQOXUakuhTnIupbm5R0Zj8piVSAUqGdLahWdaosCacCUzTo43je9+fMzlv4OsPRKXk6TRml69piw+oxRxkRirOCdiTioTOWmQrMcoguhjLAMkRQUNyjFlcReTiniTOUHlMeMywwwrjCqS1RKc+tS5gNEGUFhGEyLZDbg706yW2cejZmOP//X+hzzxc38LJFPuQkkzOEeJj3Jltary2R5+dcSe2hOcavxQoX/J+cINOYxRgsezYEQ4jwlcvsUVBXn6OTCPsJEK1mja/wxsP8WSAmqTYvkV6/scK8O9xg1ZpgJrEmFXx7ZhMA7zhr1eBrbNctxtwPWV7Q+9amrZHtvnHrooowcs/LhxtXROcRNQf1phdDgKkDBBdj3Mf4zRNW2Cb4689w5mGWB359HJK17lvDFl/9xniX+IFA7xggHPut0T+d/zT8Q8xxvp3Qoh/C/xn3wz9j865/+UP+1rf8c8NKQWnTwKGU0vfOsJEUuWGx+uOvv941mS60MTZx13Bq5cRbW3pnaW4bfjNzpi8/m2rex1Irl6GVIVhsFLkB4PqCtpjQTRVmOaOoNkR+WOsjTChoHIVZ4OMcXTCvt9g6MnkjLs2onWWIiwQrqdDY4OQja6Yq5g5irLqEGWECnrwevBaPHzePRaE7qP5QWf3pEnLbOJwOMAinEW4jxXrIAgYnYxYXr8nMAk04A1CrkVH7BYE1YhiKFn1B07DEOcsDgis4sNdzdY6bvqSk0GCFYqmNzSdIzIdqIgsTZkqRbHfYE9mrMp7rPqY8dcUGSM/JRIlR1o8D1q7ZhFPCaykLXPi8oFdpyibAq/9/9l7k11ZkiRN71M1VZvNfHY/053ixphTVbG6utnckAD35BNwzwfiK3DVABdc8A1IkOhqsLM6h8iMuPOZ/Byf3W02VeXiRkZmobOzshYFNlnxrVwN7nBdGBTyq4j84tO3B5qTz3g44ek4oWyOmCjgJIac9ZZW7BB+QOQ8bLFnkc54FB9obYy/8en3DlFWlNYSnA9x/p6u2hBIR1s15PEcpVaErImExtMx1npYt0bKEq8c0FWOwxZiPcW4nrl3yf1jh/EFRd/gS5+2kExrHy1q/vIiwI99vMDx2NeEkYcUCoxjmAg29Wsmfs66W9J4HUYNOVUQyo6/HPZkUURTWpQMWZ7usX7ITrTUak4sfbJzwSgLebfZ8LBbMUhCFhctg6MmXtfMVYg9HbA2JhzOSCKJQXDzzYk07jl/0rGv/wO2klTelMSPqcSWyh4oylecD58zZUhdzfl6f8uKBiMNaVIhvQAVKpZvWtLM4+VTzbFpCO/3HFYVk6HB2opEDRk4ySC6ovU0OwnCSGLdYKMS3S25bTecpRdsWRF0t6QXOeEHaNpHhumIcBryvllxlnxKrzp6q7mj5GZ3IPAiHgrDwC9ZpAPaskS1DX1WMjoP8VrFF4srsqTkrtLY3tH6e/q+xCssRdsyTCbsiiOj9AlmNKTB8NiVBE3AaKrYyoCmM3yZfML2umS9bjl74nCEKG/Opt8xjY6MFxk9OcqHyGuw3QP3p18xFU9Y319jC6j7nnEHZeYzP+t5f9owSAyn3YbUmzEdP+XOHQiCmHgoMdLiOY+qskxMj4o7PBeSRnN8b8pyGXHcHBkeSn58PkPVB96UNamOiK0i9Ifc1CXnOuGpmuGqHcFx8rGuTkhazxHFMVW7RyPxvQHzZ1/AQKIOe6ZZxumYs/x5QasU/qGnPQyJLmD4MmWpWm67khfKxx0OPLRbdLklK3wWZkglPOJFxuOx4WFpmJwPaKaGzIYUxrBbrqkYczlOmccFfiSIR+AdPawa83C45sxKDpsVIysRpcUlmvPojIqSHh+pPLJQgy+ZnU8JjKTXhmIBhasZLjS1dXTaEtkWKHh2tiALEryqYtBtyAc5tScZj74iODq6siH2xrytHpjFL1jVLZvO8lwl1KKnzRRPsyFdqCiN4YuXirX8mnflkrrc8iR7Tn0cs7pJeP58QqhO+F7BcOSzKY5c/TTnuHyFoGZVnBjlC17dbhk9i9CBovMsRSUQVpF7J+Sop+g2dF3Hzl9y1gl29z9nJj7n+LDj1D8ynTsqETKIQ4zSmLJBR2Me92vUEYIqx5Zb9gdJdm7xZwH5RUUWRpTlBzK/woRn1De/5Oqnf81x15G5imgYEo4jvvnVhh+9HGM23+ANFEp5XA0FS1lSHTWz/FN6tUNNfJqvT2w2G7JnZxy/zHjfXtO5mrD0UZXCO+4J8FgR0vSadG95195zWc+Ze4qqrDmWFb7vYZVHtyypx4q17zGfXjBQHU35Hsye3o/otCCQAZqWOHiKIeSYLonjiPgYUF17bI8h23LHrj6ReR2jacL4yYyy9UjCkv6qxgVfUhQ5Tg8Ru1uMLPG/GLPp7+hNTTa4YFiGqMeapjxQneXsdEGsM5qgRA0kto045hHHt2+xXYXLNP3VBdPThNA7Q8183Kal264AcDJGfXrOdv810mk6DH52Rlm8RTY9ykVMZ89oSZiXJxqj8K8G+HVEW7YoW5NcFKixT9+0BGfXSBPRbWpcGeJVliw/o0vGIDQ6fIZXJXDu05kaqVuEKUB4BHlC+WDQZ3NUIjF9zcwrGffP2XzzLbIosMLQIhj87BL7iUc5LtBWQVtxH+8QL1KCdyeUgK6z6OmEri9pV48E00usp+nKLSSD78ughfKRQUjie2wFNGVN04EXSC5fah69NWMhSMjwkHiiZRtck+iO+GIB2xBrHDIUEEd4sYJIIEKfrrqhbx8Jhi++Lwvujj3NY49tLHrgEUz196XKwdWIPg2xZYsMFN4w+pgh/gMa29O4joCezrUAWM+jFwAOQ4PiY9WfDDTOnYjOKuwkRAiH9FrsvsQWo+9cpi1/rKHXOYMUgsD/x4vZHwTw/7v8OcZYL4D/zTn3v3y3joQQz51zb/+pN/cD/3yw1nHY9JQng/YlQSQZTD6K3ray6EDih38/K+yHEuUEvhLfm0z9jkj/8Yp9KQXJdzeMh51B4PBTj/bwFk92qK7mMpW8zg6spY/zPHqxhX7Ki/AlUkiOfY91DbVpaTGMkpAPTUflWrTp6Y9HnveO4sZxUxkSTzKZgxc+UvZXlI3gJFqkEMTCsT60THJF7kVs+o+3jO67g1aKns10TxLMsAeBywfIUYYRDYfGYQUMrCJqT2zqJeJgWAwifJ3y9c6nxxGHA/7P3+6YZIrMk9Rrw8TzeTqf0tR79ve3iMWQfdDyZv+a++2OKPD5YvKXXIRPKYqCs6gmkj5ZeMnR9ITlEle+RaieU+/TFhtCOSclxN963L4tmT+/5NDAcvMOo+5RKuanzy8gtASqAiypPSK7MeE64Fe/WSEqSeJLktiS3d6iLjVyV9GwIU9GhMoSJhOU9VhEEfd1z65dEwjFwE643RyQElzt0G1AFGbURPhFR5J6bIRESx8nHJeBx9f7v2Pdb/hX8x9xkprMCE7O4GmfiyAk6xs8o4jTFK8dUlRL8sgSJg0tPS6wtE1Jg6BxhkAnuL7nSn1OtYn4uj5AbgnmJbPEoc4zVG84lx2pVVR2yJtf32KqAyIc8/JvnlOuNhw9n6McMMsEu3e/ps9WBErQbz/wF0//Nb/qVlSuI5IBFyqhP97RFGOizifLAlZ2zb6Hn1495VhpnqSQJA2df08SeOQjhR0rjDEM/Jwsb9me1txwoMQxzF4wHLxgU78n8Aqq6pZMWTrpYZ2k6G9pjWX61Zc8FjUifOR2fUfbVtx13zKKvqAwITfbB/rWw+mOxThhfShoEORByHTg877tsdqRZHDvrbg7FkRRgukdIxnwTEX0jyukcRzKexbTL6ivjzQ6pgtiRFcwTiUmjHhbvGd4mnHc36FDn6lN2dw3jD7x+Y389witeH98xzQach5cUnDi1fE35IyZKEXtlYwXZ2zePYCTiHhEvLji4PZchAuaXUuZtB+dz5uAtguJdU0jala94Eor/noQMN1uebR3BEHG1ZP/hv/99YalKcjDEK1i/u7bEz95mjO2DdvVhqcvf4z1ToTdkcvgErE5kLqY3V6xCiW+STn2HenZAH9lEc5wOR5TnK5xm4ajeaTsXnOZ/bfc9VvG6RneVnEAdrcnvryMqEJDnkzJlx9Y1RWX3pRm+cB21zB69pLB1SXfvn2L8hVaSrbxhjtTkY98jnvL+fNzHvY9h2XM2dOn6MmW3vQU9hK3lPxsNCaue6gi4qCgVO+pjxXtKSF/+QVqYHi1e4M+FWyLW6JwgNqkCCNww5f82h34iy9DHjew2h9IowkLl9K+W/H0LCQMa8JIsVv/HGn37Npz2vKMXbdEy4Kr5CtaIgq75CqJ0WYJQ8jzHNlGPO46JlPB2/o1lhOtDAjmY06bhHavaEqJ/rYh+CCIfuLTuj0vX+Y0+0ca0SKokBaK7Q3DyZe8ur0nnsHcT3CjKc2xpaOlUw2DeEiuNlj/AndTEvoD1FbiexlF23PcrbGXE2I/wZ2Paeo9fVKgigh6gadj/HyESAB2mPqe+fwMn5Y4yfHHc0733yKijGywptls6DuDKjT7paZrx5y8CdXn5/i1oN2u4LDmKrmkbXqC+5L29SN1b9HpGJ5dccwn7IaS+iigDGkNRAON7sY0J4N2HocWLl8GBFuJQnN42DIMMnZdSZT63JfXJPuUpJ1S1Cc2oqXeC1J5AfKEGBi0DPGEJXni089OrFZbykeoaKiaDVeLn7J71yAmEVI4auPzZlsghpZXasdgcMF4X1N/aGjWa1pTkM88vMjxvntAdSUCy0nU6GlGbny6sGSflNyXjwySMWspiJRPmM44nd4ghj16MYFgxPL6HZH/HO9DSRDkJC9jxGiMO+xxTYs57PFiD382QfQVj8WOLLoitlOCEmxzpJZLrGuYhDnhNGCg5mzHJ+ygok1r2npD0IM+5XgiRUQBna0wTYvfePhS4/lj1HDAbgh37ZByV2DKlstkzswG4GmyL9XHMRoYdHpAJieqb0+Ew4y22uDREQxTKtNhM0d6BP/tHTcPv4YowE0GiMU5gR+izy/pm47iwy9QngYnsL1GtwpbbWmLIyDwhhPUeE6yGDIPfMw2JKAliDpEYPFNgHMfYxdlW/btB8b+GDUf0Hc9Mk5QMgABDouxB2L9AszHVjNnWrriAc9P6UtD8arBfZfPMGWPqR3pJx+zvcKT6EkCk+Q/GVMKIwhQOBxKaHrX0SnBYDCCY4XkY6+xzHO8bEC3WSP6Bk981/r23X878zEp4ekE4QU48/vWOISH52d/dA8/8J8/f0459L8B/qs/WJvvnv3NH//6D/zAP56Hm5btw+96gg2HTc+TT0P8UKL/xNBxKQRnE5939w3mO/+CwBdMB3/61U4yxcVz2D86ZAOi7YhSDwGUoeWxuUPll9RexLYztHbFXM/JVE4gP5bBJsYyNbB1gtpaht7HW8iugdfbhiulGZGw23xDe/I4f+kQriJSJZVUeDKnaDMSGeAcnOsEgeRkahKVc6bHnLo7OiF5G66wxkO0gvMg5vZgqFtD6VteP1R8EnTErUEXPewOFPmK6WzBqoO6jBh4OYnzuAgjDvGWpupYFZbX15ZZcEHo19yefoUfwVgEeEpSBXfU4ZSYL0jDFqVbPtQNA69DdCVPggWd21Mrn1LWxDZAHsY8vDkR6IDT9Qd0YlgkE1AVs/mANK04tSvWu29oKen0gNj91/x2vcellkjEtKVAWY91uyUajxlcTjjuGlTQcxQrqjZDnEKKsKNWe4ZxwFhf8rCLeNC/pBE9syxnYc6przvIEmY2JepgOsxIcsM8LIm990xjw1P/im5/TSk0n49mBKpGeymx9MlFxxkDHlYrRqMntF1H5sWkImMRTegM9F1J5vvcrFt6Qj4Lzym+0XjC8I0sKO4tnxQp9dkNaeCIqwf6Q0+9nSDahrMfX7JZp5i9YLfyuDlGFEVLG2len26ZDSZMvB1OVhhT0O5+ziJJ2XuKRTBl9+oORIh0JdpZnk8TBrJge9zyanfiX0w+pQ8rNscjcdOzre4YPpmSdyPMNmBwlVG3b6kzSegsgVR45TVbJRgFMW15T0dP3WxICIiy4cfxWtKj7N8w80d0ZcOcMXsn2Lolu+YVl9l/wfvjxx64tlXEyYqLLOHFIMOThlon/Pau5/kgpGzveH1zwPcsja95MbpCl+ecaZ9ru8ELfdIgZIzBe+rzWPmU2nExSvB9ybJ1PNUzijKgk3BdPhBmPkW1gcJSJweksSyiKad2x72XUZYbfBsRhlPi8JKuONGfndB+TCZCjvoKe/RZbRMqW1EHJb32+EI5xMGx7QxH4fFlNADtM7QdHD9w31fQWY7FmmOyoqlyxmGM53oqXaF8xd5GHE4dk+kFt8ajb8fMohkzlRKGMW2143gKOB53xDrjSg/YV5azZ095OtbU3it2wuBuSwb5GTFDpKiYyIxgb5ADgW4qTqeKVSV4v7khSwLiuuBCxfhNS5Q7ZOpBsKZx5+xOG8JJzNmznLtqS2McND03uweeDQUv8xckKuTY7DkeIFQpfQXqXPG6sMwaQaoTdHBL1xzQsQa/o0vXHGzJZR7QrU4M1BhT14R5TvFeUB0F41HKu6JFn0muLseIreNhvSfXD3zzm3vOn1wQZit8N6KrBXUFD7trUDOsM4TbFel4yqfjgMfimg/HB0KlMTrir2c/QgaSd8UDD/UbzrIEaSOS4Ip365JM1kRWctq1lMcN88tLHsY+b7wTod2ywRLLEGU3OHo8V3A5jPjl+re44B1n2U8o0gHfVHtmUcpQGk5ti+4XJMqSBCGhlOANWMstnlYM1AgZGvbJkoo7rgYT2qUmGIyxdyVSl9jNiWjeEyTP2P7mQLUoqYs1IzdGRhH50wRbbnG2/zjmzhNs7k7kz8Yco47q6DjdvqE/rdEOWvHA3H+CFYrwsxHGGDw/oy9ABSWbVY2Hor27w0QhVhd8On5O6xQ9mpefGmh/w+duR24F/mzI/lXB5/lTHtwdiecznS54uLtl9fCAexah6xHtaIbrcmR7wCwrWhUjGp/63ZHtY4PZOeJ8TLhI6FKBCDUqtMQmY9d09PRYNIvRAv14wrzas/zla6gdyWLKqf4UPo/Z1R5JPCaaJNgoYnusiLyM7v6A0z3DZ59xH3UcvBNh55jqkMJfEw07PE9i1i2BCDEaxGJOdegQtxvCmU+z6VFDH1k2eF6CTIZoVxOYjv26YaA03fItQdsxGswZRSeK5Za4K9jaf0fwbMpavOXUPJCHM/L4OTzWVMsCJQQiaOh3D1BF+LMRyWdf0Gaa+21JeWtwNkTagNuVYzDVDJ8E6IGHkNC3R9rdkb7e4HqJjVr8l0PaRoMMUdEFetMTXv+G/eY1fV/hTE+IprroWMkZp0OFtjGjJ39BZh4xusIVgnazJpp+gQslXdBTdzdIbYAcrSWj9IGyvqfuLGKruEjnNFrj4dGaNb7QxF6KkBrTlshgiCj2WK9DKIUfPUF5KZj2+9jM9uXHOGpnvhfAv6PbG/rSoOI/3Tt72Pas71q61mH9BDGviYMFp/YWJSTRZPKxTLubo6Y+XpYjlELGCUj596ydhVbIKP74WSr84XO64y22rxCexk/O8XT8J/fzA//58ueIYOWc+/4Ndc61Qgj/T/3gB37gH0NTWfbr/u89axvHcdczOfNpbcNjt+RoDgQiYKoXZCqnayybh47yaBiFEpEI4tgjj73/yBTrj5GPFNkwoZ1dUrx9gKYGrWmSEFt7uD8oUymMoTQdmQLtHGfrBx6WSxLRUeQj5mmKJy0eEtF5tNaCAN1Zht6YzrSERFS8YX/qIJzQiXum0QXFYcH1Q0OeSJ4OMvxoSKQzPCHZ93fcNXtK2zANI2Jdcr1+Q6QCZJhywMO5nkNnuGzgVFZoD2ptWJ6+puwUnr1g1UnycIoUkuFwyG1juX7ccKo6Uj+mKVvKyCA9QxookvyMje247jaEVhI0isbe0oseJXN8VZCqOcIoYiExkSDiGSc7wP+ZZKgj/KLg4cNvya9GeDOPvfVZr47s2oJRcslIrTmphvfbr9n3Oatqy1jPmQSXPOwq5lPNdbnn8+FThnMLdktsY6ScsRp1PFYPGFtgZUIlVrTVOYm5ZBL6PM3P8a9jdOKwsaD/kU/3qiOVPbm7Br/mtrom7Fou/JjftpZtu0Q5x0hFeAH44ZCpExw3G1arJWEz4uXl53TikWN74lC8RwtBG1wh95afJU9YlT1iExH0/cfb81BxOla8e9fw4+klQ++eRiiidEK79ih1x75ZsXRDbOrx2SRid3vAouk7UNrjcCyYLkbIrmUkh0gv5tAtqempqwWeTMjzMbbbMj+ukY+G4UWCjTs8WdPYW8xhh98I1ocaZyV35z0XTy6pg5Jk1mCIuKlf0RiD0jGe8gmcobaSHsfl4AnrfYXrUmTrMQyectCCyKZwGvHu7X9gEGmOJ0uSzyA3hNJwGUc8ljv62qdsLF5SgxBs+hGnKuWrgUfsFSxXO5q+I4nHPOwLftvccZV8wvYQ868m/5qm/Zrj3ZKt2+L7A6YvnyN5zm/XO2p9pJWaSficYSL4+eY9vtRIDx6bHWEHbZ0QakdjIs71GXmlUX1O6cf8u3cPvHd7JjInUQnTmcCWhvdfH0imC1a7E9Z2zC5G7M2J/U3LTPe4PaRRRBvX/Op4z9+InmWxxtByNhmge4GxNXk2QZw2rA47Ktcx0IIsS9Gjr2jGMb9e/fJjEG0ahJ5QxQITj+n3FV5X0dmOsZpxpnyeBzHHwyONi2nbkExp9u9OBEIQT1oW4ZjHzY4grDCbHdmzCUVfksuQEEfk+RxrQ6IdW5Y40+FHPkW3ZDGZ0MUtW3FN53VoIoSFQZRiXcHCa8jqksUspwhTgqDnTsO/XX4gUimlPyRoTqyajmwwRimLfzngJrAf3a8ry8RzmNJie0UfC4pAMU8zPG14HLTsTUFvNH4fogeG7alnMBnixR2l29J6O8ZnP+FhOWZfvUFFFUcMzpz4rBzhTS3L7Tu6tkMmGcr5rMp7Rv5TpuUQGwywHti2IPQ6dN3j9w2nZYtaxAitqE8N7ixj3T4wkSVJLNgdTgx0RiQ68oGkN0fm8RxtH4j7LSLV/Es5wT7WyMJQtTnhTLGTG8I6IgkHHIqaoTxnMH+O105JdErefoWcNRT7NWE+wpUVIt+idUt6meD1NVyXRJ7F02OOdkn9vkB/NWXrVcSuhcuQZudRNQIvjdG5pnB73PrAiY4+ECTm4+WWKxuKJ5LyuEY3Pd7hjsmnf8n+sSCJZrjKfpz/vu8pdYl3dmR+HjGeeKy+/vfU2z2269lUS6Yvf0L8Yob3viKXAj8eUKcHTss90sEsGyJTw64rCXSE5+co4dOWPv1NzbbZoEcReu6IdUvoGfTgSPSjBcebA2DotUP6IcOJZpB3dK8f6VYdoZRUfUe/KRF6TXHj004SjtWBeG/RYk3aSNpwSH81QUcOYgAAIABJREFU4eitsVmHVDsC2/Ek8FHdPdQnWu3oi1u0nNCPQlo3Z/2qQoiE2eKMwL9HzTNsFnB3zADNQ1/g+SGpy5jJKeMyojRQiQplG2RRMhomiFGPFZLy/b8l8RRBNkCEcPDeMaymUPRYDaJz6MUcf5Kgx0P6w4EqzmlP5ntjZaRABILagkolUn2MT6SU32WEFXqU0a5bWgTWB9lskMcGPkjq2tL5ERt2NH1B2HqoZshedAwmE9rViQcxJ3w+Rh+v0ZlAlue09zHec8Gp/YZCGrrtllP9LVfnV9SNIZMRri+QArLaQ6Wf0EhDC0jboKTCHPb0qxVeOiKMr+j6HX62wNc5lJu/F5dJ/TuH5D8+R8j9A+OFqtJw967BfiegvcrH3gomnz5jkZ7h0+N7Eb6Xfz9d5HeoNMVdXNIt73DGIrTGv7xC+r+XPMpP8caf4WyHkAohfvAJ/v8yf44IfhRC/HfOuf8VQAjx3wOrf9pt/cA/J4xxvz/o//B573DOcd2842SP4CxlvWTb/ZYn4sc8fkhpW/+js3Tj8I6w+Fz/WQL4dwgh0PmM8Mkn2PoEUhIJQRRk1PL3DtGh8AnFx9u+brMi3m5YeB6Zg9A5lqcCJ6dE0gdPEkrH7r6l2jY0dY9MDZXYsupeEQ8uWLcrBD7vNu/JQk3Z58hiTiA1L85/b+4QuQFtuSX1MlR9Syt7HGfYukXpHZNkCiJkYhpiccTLQ2TU81q8pXQG58WcqZxQhaA7JDGdleRpSFf2ZJniaGvO/TlRUFCrE4me8239wEBl7LuaN80HnqqcMzWk6O4xWEw64brZMgkn5C7kx/5T/m4v+Nv3b6BuEdby7MWA+dUTKluxbWLeLzd8Ooe2LnlfdHxyPuHR/gJPnmM9gROKbX8g0xNOzjKIAwq94f/YvONF6nHu5SQmwiOk9BvEIKNxjlV/pGxu+ekgRa4MtlPcuRtsYvj8xSesrmF78KjPBZdxzf2uZKx73p8OXMQBdXXLJJwjTEO/NTRdzWCY0CnobYjSMVIpZG9oTytOpuK+X5FkBuVZIjtDBkO2J0fsJUhPs/Ml02CErrZ0FHS0OE9hq4Iz/4zHuiCb5nz75pFJpkFrTp3lUbYMng7Z3hiUMah4grA1pvRougKjLRfRX3MQv6DpC0wpwEUEZHz97h0y8JjGIY/l14SBpqh7Xrd7RmHIlf8Eg8IIuLk+ckpqukNDeBWhlSSwE6TrsCikUBR9hCtPdDZj0znmg0/wrcB4Ps7XRPIWfbhgv+nwVUrd1KigwbcDZkmMVbecBxP8PqDxDV0dMfIvedg5CC1J6HE8CpKox9qaLNEcu4bQk/hKkIaS3VrTKx99ciTegMoI8kVOs3tH5yS61vjinA9VzeNjxyjyeRmdc9M8II2gbCuSbEgvfZQ1PJNj3IcV631JpBS195Sn2XPaQKCko2oV1wdH0jiG55JlWdPIE59lA7JHiE8lk9mM+CxBCIMrJHVsyaWmtBUGy6GvSGREZCWJaRgp+OZuz6HuCGKP8TxhvX1NdPEJPTVfDSfofk/fb3ndt3QOLlDoxGGcw1aa7eGaS3HFzdax9zRnTMiMQEz2ZEOPardGipTzq5x47CFcgJmNeWtr9quSgy0xkaR9NsNslxizQegUkYwx43MiZ5nZgC3QOA/tehaxR5Qqcg+ivibfvsKVHW6TkOUVYhYj/HNCX2GaAwcnePrJnPa4w9YNjbYcpGFdSXKnODQlsedwSmK0R+DHzEYeNlP8pr3jpjqhheClP+T+sOMnZx7bY8ss1+x2S6LY0LqesluSTlKG2zFWZRjTMk8XDMaCi2hAFL1ga3d40RCjMh4fTxjd8+03Jz7/i68wUUkfnwhCw5OLGd2NR7CoMPZAFg/Q2nF8e4/RLXpwQSt+yyCEsQyIgaZYk+DxLwafc/AhCy5533nEH1p2peSw8ggsTNsAO8sp8oRIjTkfW9qTwK9Tig8da1OSJAqvdaj5gHxQ4h5/gxAG2xncO4ccjKiut4jcYPG4/ORzTuUDXedjvSknHijTklAOEBtDNhEMznJu3ZZOQ7Nr6J1Ba4lHTDPJuW62dNbhacF0HNNGB6LPRlw5w+qgsXKG0z3ngxz5i3c0qY/X+CR3bwnVgJ1xSO3TldfUix8xHp8xZMDX1d+y371H2ozzyRW9XHJ9/RrlGUbZGb48ow8cQWlJvRFVkPNwPLKYdxxOd7jAR5iCNGjxL2ecPgTEnuTJVYSODBsEx2DM/Kkibh+hE3TGoduGsBowjGK2dU2kFL4MyWZDklVE1WzJnsz41vyaSlieywu60xv6NuRJ+JRtfUNjW+LpmKi+Yv1/rTF9gqmP3ImO7KcX+EPB7uQhO4vctpwFZ3T7DfP4BTw+0qgjMhvib2LoG9qmolctuXdF/e7XFOVb9GhKd9owsi/pugZ/6EGh6LZrQBB8NsXFFqt6RHnCFw6FoBO/F35CgHYC9wftX56fIv0B9j6kurtFxxmuDBDbe2QKddOgiiPKVZQjn7pscRJcmPLmuCXJxujJmOhsRrPbULSGuZwjdIJ5rBC2p9jf0Sk4NRad+JiioTreIZTC6xyBMXg4hFkSjz5jEJ7TyIh98wZsT7/fYx0I03LcvkIqSU9HP7sg9hNoPxpcCR2hkwUAOvOol/3HNtzvUIlExX86vquO5nsB/Dtkp0m7gDQe/IMxoZ7N8QZDXN8h/QCh/mOZJIRAeD/kAv//wJ8jgv9H4H8WQvxP362vgf/hn25LP/DPjTCWBKGgrn5/sAsBUepR2YLCfjwg+/qAqVbofsa3byu2byqEi1B+yOVnMU5/NLsKon+czbz0fMLBCzp/je1rhl7EOTOu+weE64kIOPMuodNY7TD7j/b4kSeJkKSdo+88Vr3H0VimuSTpJHerjsBPaM2KQaro+w2FaRllDTawuHJApQoEBce25XOVsi8MVWuJfEmx22EeP44u8JXAdRapx8RxQGEMtrIkXcXhWJIoy/HxW+LphJ0PnqsR4mNfjo13/OXT5wijCIRgkvscy5TyNGDb7DG2534z5GLyI6x5y970aBfjmwzlYrR3ohUVI2/AhXrKr8pvuDE1Z17OptyRemPGasZd+VvCQUStNdJZrtcNZ2dDRtrn4dSTxRmJGuLigtqUFL3F0xFRYlmXGpfE4MAow4+fzOjjkqgD2cbY04674gadnDOOvmC7ryizGifhsTVEKkHkHT97ccl6+UDvWubzhFOzonMKXxqkCYhUxUEVlJ0iUyOa/kSjPUYyYL2JWTcdfhjgySlnZsih/TWic4R8gusNZVNSyI7ZcEbNkh7NyeWs+4jduiLJfdK0Z3PX0wmP6SjDCwzetGNtTzyLF/TtmkNb0fiawWKIUBlFm2Jw9JHjcV8SnsV0R49a+QwDn2bwnsdG0Yea5eme4eAzhF8zGU3ACLZvviGRLX0XIBLD43FJ0A/ojKJTISYBHUWoTrG9OzAOh5T7ASeZsBGCQTRi4Hpu6gORHjKIn7K1msqt+FCvcY0gHC64cw90RvHSLZgEn1P0Kf3RspgEHKsHrMkRUhKGF9xTkk0iLpIxx6UkCgTsj2jdcKygNyteXl7gq4gk8PCV43g09HQ8H11yKnvCIOBQOepmQt00xHmE1BVGGMJMIAj4xftr0jwn8iV7WzEWPn8xuuJY1Hzx5YiBP0JUNUV9QBvDbleQqoS2F/RJyqqGTe3QMiRJHXNdgel5vX9P7l/xaXpOcLujriFKUuwGDsUGbzBkmoiPYkY6+iDios9pTYHWAn0yoEfkouSLJymb1qKV4yJssN6YhAnerqY3PSexIhyEfBAHXgZfUR9X7OWJx6rkPF/wbPCEwy93jEYzdO9xagJSPcbLMg55wuLZF/hFiHUP5GKHH7Zs9z7tsaWqasIAlNXsXcz0s89R5Q3r/AmrU0X1eCAK4fNnY/TBovUVy/iOrrlG1zluWzNLn1MdlkjnCNKIdr+ja3eIS80iMcg0RpU9397uWMwnSDacjjUIjywe09Y5gbtm5zuuopxhP8YWHubJkF/UWw6bEm0EjWf4VbDlZ2cLtIYnwwVCLYnGKcoH0bYcihv8zGM4/IrdLmUYafzBNZVccvt3S0TfszAJ9cMO8clPuWt94ljx4796wuuyITqEeKMa3YR8dqVZ7gsOpUMGI57HPfXbX6KuzqirHcs+4PzJj3H1jthq1P6AfdygEh9/fWLx5BOWoWDaJyyPe67XFaaw+FJQHU48zwbcHw7o4ZgzYWj7LdWrPfvbAj/QBE8v6Y8dXlIS6i11UXEqoVIS3R9Ijx3B4oyie0213BCJljZNCUcjyo2Pbhbo6o7MHvCbFm3m7H5zy9Vnc/Z6gty9RwQZTliCbE6TZ7TbJX1fYTyPfT4ijzyCdYfujpwzpIkMUWvRt3fUuxNqeIlparq2JLSC2XiITTVt4aEan5uiZK72xFUM3hXBIGY2XnB9eIewBk8pZCBw3Y508JxsndMVAcHB8eyziN3hb6mqI9nkjL4XDPWBKIw4m59zWPWUJ8v7b1qyi4RAx9yVWwbTAbP9HW0UoiYJXdShTMYkqmi7PWnrE0chwadTkk6x7t8wl2c87m8QXkluRlDVePbE4F2JzhJSEXJ4XeJ7mtqzhFmMjGrKG0NVOlanHmsdyUWCPTTYo6FeNFi5onjcEp7HxFcxPPi4ZouM5zTXe2QnMVaC7fF6jX14JEwnuOMJeyzR+QDnNRSvf47wHHo2RH36FeVdjVs7VCsQsaDFMoo1mRJUumVdrSnsnkSG5GKIrQP8SGJNSRTD6WBxKsb24FREe9wQBwPyYEYhDgRZhkWjvJC6vyPoM5w7InpFvWxxtiaej0B4ID468asso/ZC6B1OCugKrHCo7zOqH026NBCoIQNeULUrbLNB6pjT9Wtc1yLTAB2GOGnxsinKngECz08Q8qMsUZkieQ7NfYfpHDqXhGf+P2gkJbzfTQpx2GON2TcgHWaW47IM8Wc4N0vfB/8HkfvPgT/HHfoV8F8KIdLv1qd/8l39wD8rpBQsngU8fmipK4uUgtFCkQ48qj+4BTTtASkU5VbRNxJzaHHNDhvkPNiO8y9Tmsrj7l2NEIJs5H1vgvUP7kFHBPoKgAi46nr8ZkzXtey3gmOreOU1ZLHk3A8RHL7/bf1YMraW/GlILwV+Ccd9z+UnAdZoxi9q6voDRg6I0yvuaTm6lqEnyMKcvtMcTU9jevR3c+JMV3P34Z639y1qkHNUJSqIuD0tCf0tnZcQ6IQrJRnmmqgtiKdzuklM5x3x5YInXsK3xztuT2+4SAR/NUyIgwNWCnwXo4ZDFjqgqUtOOqcsfCYixPcPVP2BoveIfIuOS0oq7po9lWuoTcOpO7KxAdiADIOWLbfNiS4wdEZhG0i9kHCcMVE9Kxlz/dbxt+87Prl8StF/S4bPfPiCZW8ZzeqPYymM4DKNeKgfoUs57CPyeEDgAo71I7eiou8LQl9z1645Ikm9lNgq/D6iGLwly2rCQ0bx9hEvhv0qocXSnd9i2oKiXbEzltxPmQdPGEcxvo14mlnmZynXbslD+8hmecfFeUjk9XTqhI4XNClsqlsSJKVteRH9FXedz6axjMZDfr074TuPf/n5kIc3Jb6K+ORZhItrpOfo5AlLSaBKpExhIiiiEX7vqA4n3u6XXEQhh6ZllGdoKxBix//9dktPTDxX3Io3PPUtYT/m4f41nw0/w8SWtjkRBC1xHuO1HnGUcuwcJpRsZMdDu+cUtly8POP2RrCTj3z68owPzZa9GJL3kk9GT9n7CaZJaO42pOMxedQTygAPgQxHxErhBzmHes04S+hESfe2Y5SOCAYpBxXyttxgo4a62pPHijoVmDfvsZ1HJRJ6EzLOPfLmyLrb81dnn7Ms7sjCCOcl7I8lv75/TehyJvkT4jxF+5p4aDiIDSpxHPoNx+7EYKDZdFsG/oAnfkqtSlxyQCQlQ++capUi+3Oe5y9hvSQQA6T1SETGTqc0J4MfjVjtG7TWpOMU59+R7Rc8T6bkQceD2ZHmMUrEeEHA8lDyk+eOt8UbXpsHeuk4UxEqu+BlfMkEj2imef3gOLYFyrvmPPQ5HEHGc+obi1WOrx9uGS0SeLKgUyW4/4e999qZbEnP9J4wy69c6fO35Wub7iab4pCEIEDAXIFOdAc64XU0b4MXoYuQgTCQyOmZNtvv2lX1+z/98iYidFA9bcgm2UNIIiju5yxXZkR+SCQC8YZ5XwNVw2ePP2c5W7L0oOnv6OKAk9U57/ISVYdMZgHvHy2LfYwTIXeEoCSzcYGct4SBpGpjLuoBbz6GKTSRxcUDQtY8ioz/WHyDdD5erHEerAs4j2OUsDyXF+w0jExEkCn85j2lf4PSEfFige/P2a/fcZaOKLqezjrCZE63lvg7hXuUJKFDMiIdzfm23VFvV4hIEC1mbK62PLgG4+BQKMbGpyxLLOBljmAlGZk5cgQHDjzU92RhwGh8jhdtiNSEZjEwzfZ4SchuuOU0dzhbf8gWDSyij7CPBX/6/DV1v+FuMEidY2zErJmwf3zP11oziXIuvJjxOOLhb/4T07nmVLW0SlFvNuzGC7z0HNuUTNKMzD2Bq4FqV6PHCfuxJVaavgnJBod0HraGVDsYEl6rlGUSkn/+NcIozNHgO0EwWGgKhlGCN09oZYF6eUL9xRpre7ADnQ9qqWneDyip8f0Q9XLJxn6LWPlUZchkOEM+HPGcxOwchAPt3/wMmwyMT1/i9mvSPmI4PeWoA+hTJqsTAu2DHPD9BX0cc9NBW8BQVCzTEQvtQzSiqTQqC/CzE7RpsE2NCCzJ6XO+AIZQMk5PuNARVbUmiRJEpAikQs7nyEYwHC0q1Iz8GbQtemEQBQR7wcXshCqc4mmfWV0hbnPWKuG7L+4wMoCzkDwUpLVFr2Y4oNyXnP34kiTw6UYT+qZCbq6xpmP1bMZxU1PdrfEXJ9SjgDhJKO6/YuV8RFPRRx1Zr1FNQdcc6J1BexaHYJR5JHpCc6iJ1QzZeChVYSuPruixZU0mBOEcmuMd8VigJxGNMAxdx2L1EpmM6R4fGWyJMh6jyVPWbsu0dijTEU9OEPcdrrPIlY8bN3DdI1REn6VcPxww6YaHMsXrYWIVk4mmOxjenHWUxR13w1tsZwi1x9JNuZy8INJnALh+S9+u8XpAQG812cUZw0nGMks4VYYhCcBMOZTQHXtsv0a1ktlTcDWYHIa+xj97SZaEuMNbtp2gPlp0IpD+CR45Yb+GQSB0iJ+e/Y5pVKAnyMpHdFvq4zVDdQfKx+xavJPFhw9Zi2lz7FBj+hQvWiD1BwHqTzXeRIHjDxKvAGmm8ANB/VjTP3yQK6O5h94d6X3wT7M/qJ/v+bfBH6YQ+F78fs//O1jr2Dw2NIUjiCSTlU+cql+bYUUyIZUpuf0gOqWQDJ0kGhyVdnS/Gm+HzjLUA+vrFi/88Lc+bAYuXkL6WyZZzlk6c6A3JVJofD394Fb4d5h6mrGK+fL6w3fhOY5dxfWuZcg8VlhCPtTY1CBP5phCIACroa4cfvThTueuDej8M9b2CP6CkStw5CyyFXd5wGE4shxN0Hy4zxz5kvJQ8Pa+pao7bCtIz2Y89nsS6dNXCtwewprQC1DFA97EJ56f8YW94765IfFP+Ky6RyiJr32masz99ZpUpZAIdDaQLRra1BLYiEEJfvbwnrx1nI9Tmr7AKocOG3o78EyfcL99wIssqeeR+VMe2iNl3yAjjdGC02zFffGAjSvwHVGcMks032w1ynh8c3WgMoauz3i6+lMiY5kLw436zxTcsA+PfBx+jDEd60Jzs99Q1wOhatCzOePxC9btgXoQpOqE50HI5+2Gc5USDAm/eLjix6cT9oeC7L0gdj2D2xFnC1xnua627K3kj86fI+wdgpZZEFLme3bHHU29gyCltQG74h5fa9KhYZm+IH6yo/EGGqWYBoq8zwFLbSWNtVxEY9YFCO3hScWbvCAXHfGJIpc9rt6RBAU/29Y8XZ6TLQweM3q54stmTWg3jMKQlUioDhv+4uUZar8hUHN+8bjhcBgwKMIThepHNMYyUxIhDZ/b/8SrZwvqhz3Oy2m6iJPZOWsh0dqyc0dkHjNNFI0QfLv+nIRz8r6m0prQh+ODomgj9GFPv2hZxDFV42G2cGgl4xOf2mwQtmTTdTjXE7c10vbMmoS72wP3fUc0MoxeCvLxGlF/uAu6r9a8Hv0xbnXO/XUDRuFswaGG9gjTi5xdv+YinRGrMV/XHV/nBaMwYukn/PT+M/79i0/o9B2HNkdIyWK8Yl/cIOSMqt6j1JK92XBiYVI3nI5TXJ/Rlwtu7gXX24qrtObpeEbmd6j2SC6g6kp0NOW6MlxGEe31wPuD4clyytOlxbcFtilZTByD3eEPBSI/ZWY8OpPzvi2Rxmc8U9w0NSbcMBFLBA7TX7PfVziTsBjN6Oo1F5Mp3sGj6Twe1jUn2YymrLkwz3CyYeo5Nof3TNI5efueuis4SVbs+4ZxGhN3c0aBpAtqLueKoa652xtuH3MmJz51Bu8PJc+WH9xXa+FxcZHxVfdI3TRMpOCdX3Gqn7CKztnVO2Z+RGI1+W3FgywY6pYkzTh58ccos6UYfkbXrumGHCmP5CYlOH1Fmr6gKjckFkK9oDuWfJxNOP6HnHQypTxKvvrM8eJTw2g2Au2QtWNo4Lu7Nb3rCUdL7tuCyWJM0nbYtmVGyEXscX31HXd2z9PlnGk4Zd/es3M3nHpTlnZCvX2HWI7YKsPAQF+t6d0RZ0Dannn0HFzAunigHTpaZ+hchedrXJ1zaA8svBVLP0C3FTq/ZvzpC/r9PdHbr/g0yLAXl+xQaKtYA6ZQ3N70XPSKTqccfrknilZ8na2J4znD9cDQWgLpEwhNOmTYm4Iyr0mNY1s1qDREFwMSwVErjgdDZixaghtqvKcJWkiU8SmShF1TEC9CMAb1fMFbfslDf4/vj6lkj59+TFz6MBzprltWf/aMzbdrxHnCOj8wSzxqUxNIydEKTs5/SHX4jIf9N4zTObuDoJBL7oaA0TzFG2bse4/040+R7g3BzOBcyeT5Kcp4DNsGN73gbhcR+IJv7loO0y0fRRnnkzNaV6I9yUimXN/fY5D02mfhJWz3AelHiub6O7wXEb43I1xmVPm32MHDPDzS6zGVCCh3PVEm8SYRZb2hlArr7ghOU5LZilD4JCg6X6OOhty1eDQ0d6D6hN4PeThW3N51nDxZgX2L7QeOpSIzF1in6JstfjwlSZ/gHivGyyXVQ0JtDHoMWjrs3YA37RjZlnVV0dUe/S7AG1eE0cC+X3PsDjhf0VQD4XhFEMbo1Yr+eKR7ODBIwUpdIvue0fwp8mqHiHz0DxdYVTKYR/TTFKcsx37L0OZkkwVbL6Wy0BWGJxNNujQ8DPc8Hr+jq44IqygoCUPBXqyJVYozoMIR04sIFzsMEISSaD7heHkCV1+xefwCuzdkwZxl/DEbzyeOJVM3oA45/pPggwWu8xEuRDRnjEK4yA7kSiOyCcZLmQcjRl2AswYhFVjz90yiTLnB2gpNiBQeQ33AXz7B1j2ylZjhDkz/YT7Y5diuIJy9/vVdWyEE/FekCHm+5PJVwGNT0hiPKJFkkYXBMmwKvJPR97FE3/Nr1E9+8pN/6Rr+Rfjrv/7rn/zlX/7lv3QZ/+opTUtre7RQyP/KgaWxNV++ueOLd7dsyj1N5bCVx2iq0d5vBsBEpTgcA5bASubqkuZ9ja8cMkyxKE5fhjjj0KGHUB/aOvfB5G88+40Irrob8v49vS3pbE5nDvhq/CEX9u/QD46HY0vlFbyz9xSqJNCS2kFwGhHrEC9OcOMlhclw7lfHcCwkmcIBAoHGowkbbsMNrRponMPTS/6341cYYRg6SdtLPlrGvJyPUUpQ1Q1XV3dY15I3A3ESct9YRnGGGUBGISUBqRAMckMSRPTaozE1tQYpPe7bDbEX8Sp+xvQmZP3dhqh3qKpF53v8eYnRn1Par/FVSxKO2Rea5tCzTEMuxhFR0DEeYtpqR2BmdPmYoQmYe+fkXc7EO6UxI+6cT49P7Af01pAFmtfTjFUQ836jaDvDuY45iUIiz6EUrO2BLIuRkSJVY3zpc9O+I+zP+Ox2ixIeIy/BGEt97HiyWDBYSbWz7BrDdPaaSAaENuLr3ZZpIpirOVEj4bFASkswvWDdOaZnHpV/gHCgaEtUFBP4AbLaEcmYBosTIdviPWmUfsioHM9pwyO97Og8jfEn5NZSDJaxPydQY4yMkGKBVwTozqeoBpQF2VgWvs95GPBREzEK9lgxsHctV3mHr30IKnw/5Pko5sKPSOs9xf4LUr9j2ecI46g6HxLF1WbHaB6wfKrx0pZQCi6COdLX/PTmLUJFCBdhrSAdzZmNP/6wOx3GKKs4Cae06kBMwTh0PBkvGYVTGhdwU9ccKoFQkoQYL7QEicfOa/F1xKvFhFhsmHiOQUvW7Y5UNHgOgqNBVhWjtCebeIQLzZEtQyb4rr9C+QltPcEViqoZsz6GxBEM6shW3NOqgVk25cF8Qy4PCDpydcBp8OOavKowLWjt0VRTfOkYbE8vCjZ2w4lOSP0njKIpaeiRCMsqLvHWgvodrPOAz78pKZueJEwRoSQWPolqOFY94XjBUceMfY/8YaDqWhgGVBWgG0U43mEMHK9blBEoZQjiAH+V8WW25rvDDiUESMnU1/h0jA2YvmI9lIS2phrgcHAc8bg8eYa5V/RWY2cRmfXJOp9ZGNLHHVty0iQE2TJQkPkxpu1R3ohl/JRFGGG9W3S4YYjuGVLH+4cBay1BqMhHNffDDoQiiwJU73GQNZvdHo+B6WRAGot2KWE+ZeWPGBHTbnqyeIzzJcfeMUQBmygjiTV328/ptSAJJd3Q4qIMP51BOuKuzVGNpLvu8Q5rYplSuRmPO8H8IuL8kxGHY8++k3QiZJLEHJSlTDxK38P4Eeksoa3axIkdAAAgAElEQVRbnmQJl77PnykPvbmCylAEhl8e77B64DJe4dcDQZvAm++IOolMMrZth7U7fOdRl2usk0TeiK6zTM6fU3RHbF4hwgQvjNAjx1AWlFXDc88nf/8LumLACY1OPSItMbdXiPsHpO9RDY6H6pFe+Kg3gvLYMvgGh6TZrAmjlGouidSIoZOoZmA8jvHimAk+3iCQWuBEg1dXqDTA8zzELP4Qy/Yjn31yxaG5wx+laGlplEJ8dE4/doSqRIcD/vKSbVBwO9zRAb2JwINE+ojKIb844ClJNEuhOpBMJoSqI3KSOLdMRk/pO59BS47NBqUiQm/Kvm0ZestJKyjffcM41GTjGW0SM4keKR6+gcOG9uYGGfgYMeH2zR1VE1HetoxWM2ptyAKF7ywtCfnQE7YhvgkwQUSkZ8z1D3jztwWl6FmMYf94Q9PtUOMRVraMhgLd9KjJC97fJ+SlwB97jE8NRzrSscS115T335Jqj9nDBm093C5HH3O8/oCUHv3eQ1nNQYeIaIHtIuxQM3gdfZdweBzIhinu2w91hWKBbg3RNCIeTSFzNMMVmD06OeAFAyrXmK/fE4YSP9ZMXk/J/CNtsiEfCmSokUlIlo6QIVh3z3r/LUMM4XROlT+iCIlHTxEPB9z9Gmhod1eoKKHvd/TtI317pHIhzWAR4RSr4Ta39L3h2QqsvSFvN+wfv6U7rJEShB+grGAsU7J+Dk7gkETPJkRjCENBsJjgn5wS1j3ucY3EkEqf1BjU4yOz0zHL0RSZ72AwSC0I5j7++IJ+G4LWNCrG6QkHD4q+RsYdnTbEQuGZDpxF+il+evFBEP+Xed7+LcNmhylKouk5KstwyhJll4QuQdD9zrzLmQ7ppUgd8s9FexIvL0j9gVAaxK8uVQsl8Vbfi+B/i/zVX/3V7U9+8pO//rvPvxfB3/PPYnCGt+2G637LxhQchppY+vjyDztc4JzjKr/m3bscYw0WS2NrtPOJ/IBk9JtBVAlNpscswwvGcoQvG6yNGHJBlASsLj3OLzTFziDS8HcGOCUFk+WHLLjBtuTdW37bddBhUMLDUyl/D+H4qnrkXbXjrsvJh4aalifpmE636DRjvrxABBHF3vzaVV9KWD0T+GlOO2wIwoHlaUrpWQJlKUzNrhs49g2RFsS+5DRICFTPs+wEIQRNs+Z+c0/dlQRyzP7BsbMDuyKkszHxKKWTLc9mZ2S+IVMejfSxKsBIhxAevYgocYxan/72QCAkiyDBkx1dsyEIBDf2LeXQ4tyRcRBykV0ipeYi8vjY14S2493DL1moFfdrx6bquUwSmm7LxDdoJRjJE97Ulntbo5Xik+mCcRjiyZaelsejz9Op5Nt3b3H6SEdBa2rGicIsj3zWf0uiIj6vf0ljO07cU+6KFmk1mZgROk0QZLzORgwmoMZDjOZc4fEqnvBMa+Y6xBcRXx+2/NHkNcO2YbqYQGC5Oww0pqOJdmAsD4cdUhl8NxC3krttS4vi2NgPGZ2Rxowi1MywGR4JdUA+5Jhhxn1xYFv1FB145hS/m/HMPuFhPRA6jUEw9TXnscfMCM5KUFcNfdPT5QV+qJmOIhpZ8F1RM1iFLN9hii9ZIVmphEyOuTM5w8mIztdMkjnZE0d02rJt73mod6RM2BYb5smIBkffWUo6TJwggxVhPyVoZqQ64r565MHd0sgNUrS0XcGL9E+4uhcYBOM0YlNZhHTYuARnKPsd2m+5SDSvKBjKbz9MCvuas3hFNeyJgjlRITCHish29DyCl7I3Lf3IsrVH6Jccq5Z5v+J4CHh87LB9S9d1qMQjZ818kkFgGIQj01OMJ9mXAi0jIh0SELCczri93zFOJW54jzANcTSm7mYcSihqTepnvDwbMxkpDu8s+W6g9xfsjtB3EuU0vT4yWoxZXo7QkxnBaMXPNjVhr9nmA2NPIvIP2eTltiJOBh4fci5ejfEVJLEiXMSIJ1M2Q4HnVzxbegyyxfYNp8EUr2vpcGy7PSKoiIIQqQRDYEhiTfNg6HIwUnB3e0BrwbCs+G7/BaVp0cLDUz2hsGz3LYaELLnkrtkQTXu2aoucOK6u7umGAqHGPOaGZxcZblIT+JqLOKUerpmNfKwPfmRQo4qm12xvG4LBkVYJxWbgZBIz6ktSKjonsLM5XZxipIeMNbgGoQL82QqijE7mjGafUPSCx+0jSTWiyzvCOOJxPWZ/5SBvULHmlz8r6cseMViEkry93jB/lvLz9REdR1RGs98JTpdT/iiIWb7Z4h0P3N5cU95vSZViGzt2fcnMTSjXR2xZItdrlNMIk9KHY+LYUlKR6Sm+1WjGyGBKnz7hu90j8/lTPDVm12uqrud8fMGZUoS3byh3O1IR4E3P8FKP8WSE7lq8kaK7uGTd5zyqFmlCEjOmy2uCQDH0DUoIhCyIJh7WRJwkCVEniNOIZRrDtiGOO7rDFj8OkKHjOBQ0SU/w8Zz6TLNJfsmRLXqUkeuQyatnHFdjNnFPLQ0u8hldXrL2JEN3ILcFQx9R14I0iHBosnDBQsUwTdg2DSSKnZ+DhCQf6OQz7t5b7H3N5HSKtAeyOGZTH9DhFP/+QHPsyDuB7S26LFicr9jRIRanKC8kEGCKFuf7bO9zonlGWQv80YhCKy5XCxQBmYz49u49gT0hdGdU1Zz2uKLtOhaRJtAOL4Wo25OdnqCWCXEcEveObtvS3w6UOiaYpbhyTVM8crL0iP0GT1jGoc9FogiwuPsK0bUM+wNqnDB0NX2tMELgsjl5PWWoFctxghc5/F3CqVvhHTNa4+H8KX1RkY0U6eoCsRiTt2uUqFEiR9iavq+J4iXtV3eooSNZWry4Bd3Bacpj9ECuCwY94MUR7dDhiRYlJK3dMXhwNCV2NkKoMaNtBVYgQ4mIvQ8ZtcmIvn7EuQ6mC2R4wmNtGORAaRKmoWQR3hIb2B4+5KZX3Q439GAlqR1zZk6IvDE6lQgtMJUCkaGXC6Clv7vFbB5Rh5xRMkWLAWctooZ0eolsZ6hoigp8/ElKuLzAS2Z0x54bbbgbDGud8836Fp1AUOwwfY/LZiyjU3Q8RwUZpt1jugKkQiqPodthu4bhcY095KhakYwviOQcTIv4+wfx0NH0HxTBzjkwBiH/CQNU5zD7+leTMoFTCr0coUf/fHH9Pf96+YdE8D+oWIQQ/+M/1qFz7n/+f6Kw7/nXyaYv2JrfnJCvXcd1t+Oj8PQPWmVrbE1jGqz9bUHqqG2NNZPf20YIiZ+s8JMVyWQgnx6wZYevDJiByYsRx/J3B8Z0+hsx7VyP4+/bUFvX//4aXQ9BB6XgvwhnZw3OHGmvctrI0fiS6GLK049DiqPBOYhTSafeIIMj81SBa2iOhqSKeRDHD8evTc3IKWKjPrgSu44qlDy290hn2OY/ZXF+glinvP9Ws8/hfHnODTkPRcVqFfPDk5eUEurgKZ5ULIIxef9AsSvxbPAh89Hm1F3PodywkBNMXaNjQEhs2zMKlwSqR0tF6CKmUUbSK4RsuXn4BZ4vmOo5j1tFVRR8dHqO62/onUOYkCEcOLjvOPFfM7SOdb4n7i2NLXnuR9wdCj46E9wdrvnoacbV3Z5He+QiGxPNA9YcaGyDtQ3Pg0tumiuUKlnoOUfj2NY5vhnxg5OMnbkhjEuSNMIKnyeVQnxZsbWGYCoZxJZFvOR/Odzx355eMAzvaSrJdDrnLjekwQwjjnSRjxsa5tNPqPMH6v4Oz09wfo9TY7LFOe/dNbs2JxELMveEx6HkxuxIwwjlAupdyk0Fl0HC//5mzTybEDnDjy8cXdqQ5I547+DLkseHhov/bkk7q8AV7PoOEUs+Hr+g2n1DVRakkWLwJbpoaeYjWm+EBrzhgGoVZ0yoZx6DM5wnTziUJcNgaeueT6Yv+On1L+iNwww+p67nm4c3DH5P0La8zhZ8VlZYOo7seOL9O/7jd3fsDkt2pueHLLnwBFEwMB0FfLu+5qarmU00Y/PAw/YKZ/dY0TMoxWBKgnRKOwy0WUCySbH5EV+t8NSY02TKl/49K3FOk/sspUdzkJhcEGjLobDMsgjbKk4mF0hzZNxN6e0BF1Us0nNM1vP1zQFvgNfTFdPhBFYKOVwTmoh8/8AkfEaxc4ReTKk3vM3vOHQTTuaOZfYMtamZL1tepC1lKWGQqFhi3A2PRvHz3RsuRq95Gp+yEop0b+jKnqHTLBNHOzgmaYISG7r4SDeuIJIkqaOv9vzASxi1HdsqJ42mSH9MEl2y6e9RpucszrjK75n0Pra1BMmY/LBjcnqC6SWhNYShYnLhcyWvwCrG+4B93XGZnDBbnpLFO7w44LrYM9Zjvr55xGYd+6HkdBFx2Peko575NKJPH7g1VxRDhfMrUpXwpvmMF6NXdMGaqgu4uc2xveW5jgi7nqnfMj4cuLu/4XZf0JqB5asX7J88wfM8HoxlEsU8tjuOQ0fktiT+irdXCmViRswIfR/iAC9ecvymJfFCAiW4eVOxuWlYnIWY7R51PieOPBgc6SxjX4G0Dusp7EFRFjneTYsLOvrW0rfgFyVnizFrf0ApixzFLKsAawZsmxDIiIlOCHjNNFwiEkhOU45Dy80uZP/FPdl8wc+/2WKVY3kSk4oxLs94KgRl/TVBdkqanSEin+GhR76c4/34hxy++Vvs/TuCxRMcFaXrWC09/NLHH1p0NqZsb9Cpx+HxllDHJGtDio/X53B3RZj2NG/vca3P/q1j/KMzso+ecVMX1EHLEDTkImQ7OJSImE+mFP4Bvwl5+C7HmJpdd4PdfsIwnpH6HrGQ7I9rhHC4wRBPpzh5gvhYIY4HkrpDT86pjl+TrBsqecL6xtI1D1graH/qE1z6OFeQBBN0L/GGjsYb0zUG2TrSxPH+WLDZ1IyyAOSMFxeXqDfvkcoj8Bq63hBNx3ipYjWNadYJ8Sqm/u6BOBjRdB62T7halzyZOoLtLZ1tCH1BFs6Rz854nIYctm9wnSOLJ5xdJqhvt7x8nvJ+39HoECLDQj4Qr9+iowldusdVHu1xQMUnqOyCPjnQ+jnBfII3H9O3Yw7NjLCR+AjiIUB+N2d4f6R8KJGeZfqDJZu7IycfP2X+Rxl6PKFVBWLXQ9niRxO8SDBUNWHaIv9iTrPe0eQ3BNEL1tUNyntN6S8Yy1MsLQ/tNV7gsXQr+uGeQFg8f4ZOUrwoZZJ7yOUSxj06iRChoO8fEUoRnb8CKfGCE9p8QLcWrUPOE8Gpd+Tw+d+C9Tl79oR7Y1HpBXlfkIqM5/KSrJvhJBTftPhjjdCCoXc01w9EiwphB9Ae5nhAKU08PqE7PGK6gf5djuv2+OeXCH9FuAjRwa/8Sc41u6sWKaFoj+hEchwqUu0RlBVlcYDTS2iPtLtvsV0HxiHCgHD2Ci9ZYJclziyxRQUKVJxA06BXc4zY89uBwEIFKP/3bEoAw35Hd3+H6zqEH+ItT9CT8e+9L6znKc5Cv63o9zAMChM0tM0tKhnQ4RgvWSG/d3n+N80/tm33P/wj7zngexH8b5jCNn/vWWU7OjcQCO+fbK+EQgQDceKR5+1vPZfEo3/a3Vn6muyjKSZvYbDI1McXCq47ioNBANlMM138phYtY6TwOQ57BmsJlUco/d+/C8yHFcckUjxbBPh1zECPaGr6tkIDIxfQHBo6v2B0OmL+K1fq3hQUTf6hDwzVNubufc50PCccnfDLYsfT0Zyrocc0PalOCJwhyBX3wyMkDVX3wMjvOD39Ebuth4oHhtyx8BY8mfZc6IDHPmfwKzAwuCmRTRibKUV5RxJJPKF4qud41vF8eklTluzMI3nZMwlj0IK8zdkXhmkcITyFth6d9egb0MEK3xZMzTO8eAp9xdzXFG2IbAt6pbDSYnVLaGpmg0/nJYytZtSFNF1NyIyhl9g64960PH+15HUfU4wq9vpIaxSxiMmHlt4OzPqnxH7EBRrdw8nJgpELOQtrWgMHHC33LHJBu/fZFD1V55gWEc9fvmKQFVeeIT5V5McPR82V2zCfpnRtyKenJ9w+3tAUHWrQ7GWAH8VYQOAxm75gV82xQ0swZIQy5EZVPBQtZd9zMmo55TmqGzHB4Dc1i1Rzsz7w7E8TrvKveWYzou9qhuuOwAsYBYr8uwJvfEISRDRBjVBQlI4ur2m7Fl375JFH52Lqo8GJGaI7cPjFDbv+isXqHFtZVFdyle7BOVKdYhtNW6eMeE4fFjyfz1hv1kxVhO2vuTleQzHiz+cv2eoloa/YXsd0pWKRKKZWU+1KTsY+9zufyVSTzCOeyxgTHHFDx6AD0j6jN48swgWPoiYNJjzWO3bW8Oz1p3Bf4OWA1rjY8oPhlLU+cD8IjrXEGQ1Dx7OzCKkCvKHCczGLZoe+MbReSSULRPWUx40mK+f8+7Mz+lqw/Urw5VVFPxlYnEypzJ6T5Y+Ih0vy+kBOTzuAJuF+mzOJI2qvRL/uuK+veOjAjSUn44y4jYjUBtO3ZNGEbbPmdXZKe9gQWkGsFAE7zPWOT/54Rao2DLMDvW8x4YiDN8EVmlGe40tY6E+RskDYjK31eLPpmEcZPjvO9AgVX2L8kNAGJCLgUDQ8yg3jV6d4SpPmCjWzFLsSv/Ooux7tB+z3NafqJSu9IA83TJSPb6d0psUkgsfuyMk4ZVRZktBDnGtu+x1JFpElHdt6g/FaXiTPsdsjk8WEznP4uuM0mjCUHkfPQ7cFh6aFRcoq9KjqCt0eWfqSg+9Rdj1aXTKZBsyCDlWdcSgyvrqrGOj4788+xT0cELsGPx4TjAfcpkZF4HKHkw7rLENZ4+qG8fkUhOWj0Ygb3+IwjJxHvemp+w4jGsLa8WQ+oxEDjZS8Gk+4HMf4eY9XrWkbkPNzjoPFZjWHwyO8O+KfT0nJeLe7ZvzkBa2JSbUhNmMCf8APK1xf0zY77h/fM/vkBeGrF4hS0K6PxJMph0TSuhl9/cj0k/+Gtrph4se8DC/45rijCgYWIsK87TnVmurjUzZ2TRIvOE2gRWDudhTf3DJ/mdG+f0fx5pHwYkk/GtPmjwRtyBBJzpaWPEy4uutR0mdQir0uuPQTinc9lekZ91MmnBCWAU7HVL1iLiRafVhIvtQXyP6MkXTc3P+ceqiIkyVBUxCMJtTDnvzGsn94hzUD4WROeXfP+KMfkYY/g+6KUJ+hwxGy1+BLYimx0Yj1ukSFGTQBzXrLu2DgtVgRkHD5ekoezdm1mmQxImt8poueerNGVi0vFh/xv/4fb0nDnlc/WmCu3mClREUG6xqG3YHh/Idsyho/PUcMJcd6TzSZc7pySLvnmWppFjFCWFRzTXW8R3UtDovfpHT3LY5H9Ok5pd1Rv/8MlEf04s+IwwtmdcB62+ONPe7/zw2agSgKqY8D0nME9zWLy4zxxZx9H+OXGj8BlVSoswTXbGger5HSYJxDZRFJluIPgkGXxOMVm97Q2p4HnaNli+BDIoPQFqU1yjgCA9n0JVqNKcsH7u8/Z6RS/OsW7SzJJ59i5AHlj6kfKobDlmySES8igtMV7eE7zO5IEkf02z3qs5/y8qMfUBUjQu8pwb2Pl01RE4vZ3+BKA9kcVAzOYmpDl8foUCKjAW91ylAcGI5gD0e82QJnC1yY4so7ktdzdPybOZgJJeGFT5i3qFLjyh7rFOZXO7F+79BI6uKOfpMzbGuGYsBJQf9ME59+SjB5hpA+w2aNFAlyCJBpiD8/xTKhL26xpkPqCG90/muH6N/GVBXtu7e4YWDYVZjDHW3ySPjqI/zzKSr+XTErpMA/GTH0Pq4a0KOGdvctbjD4Cw2TBjs0RLPX/+R883v+/8s/KIKdc//T/5eFfM+/LoLfc4dWC/lbVvn/OL4MyHSGvSyRNwFVOeApxYuLGen4D+tDSIkeR79+LYGLFyFda0GA7//urnDvLPs+YVc9Mogaz/e4DF/iq9+fHRergFj6uMBxQsS2H+iMZeSFH4yDcp/3hx7RNqS95nLpk0S/+7sIPPbrD6ucroS5O+PPY59N/UAUXnIURxbmjMf3NRu346AE3jRlvljRDge89Mg+2LPvamJ/Saym5MeQ43xg2xV4g2ASZFRFzOfHhjOb8so8R9qaN801pd7jhobl5Snd25KwjZBCIU4yduE1ficZRxprJnj+lG9vDowSDzdo9oeGMApYzDWHmz1313tm3oSqLxnHCVN/QEchO6sRTrLJKyZBBMeCsbCEZ2OOXcjfXu/Z79Y0xvLFdsefnE0Iiy1qcc6x6XiVfkzdHznRZxxNwZdf3VG1PZ8+fU4UPtLUOe/yjhOTEeURLy9nrKsSK3z6oae1lm0jSPYZr19mDKLklpYwjHkY9nieTz3ckaZTPD1lNZ/RjCx22HDoNVn6Ca5pqY1hswE/MRybjFrmFMKR6QSFpa8d4+wUU6Uctj112eJ7AbMk4GzVsPbe85+bb4g4I/RylidnHO9qonRMg4F24KEaeNf2LAOJtTlnYUQtOuo9THufvW0wbsS6K1kkmmPdgPJIPEGrNaJqiJXgfbOmky1PohfUlcMcIk6WCSO/Jw8a3HFP2R/BGaquZLe9xptPKfMVN28brE1xrif0B+6bmsD3eb5IKIox2lgCP0dqwcwXjGIfhoClDfF9jdZTjv6KmfMI+461eEcySbjbX5PvC8yxJYtPObk8Q69C6mtL0W5oxwPpTBMEOX7VceqmcNijbYqtK569/jF/++ae6XmEHln+5ust64eGeTzi8tWU/jrB3cDHf/4xPTe4DtR+TFL6pCqnHbWotMPFW+ZJyt3te0YptOOUyghy9Ug2WaK6Ebqp+ZMswffnxO0ONytgNKO+2rFrDow+8pHp15TrPeHFHBXA0VWM+zO+/PwtfxSfY3XDF3fXyOWEyq9Zt48kwiNbnLCrK66E4aPRCXmqCAYfW1raeISQPuZkRGE7DruaZh+SJSv68ojNYB6mLKIJgfa4bY7cVC0/L7as1IEfZhnvdiXC02xCi78aI5sxybQlbRWD7hlJTRiEeEKykCnroSBwgo+SC0LPcH1oGBQ0XU3qBUhz4P2uQCvHOAsxsiXSNUopyrxhMD5udIlyA4+3ll1Xc2gGLtMZX/ysZRKErJYZ2niEQiKmBlkX0BhOzjPoS2SswHfMLqCOLU1vqbcVQ9eQdz4zHVAVgvk0oP/uHUNe4yWOyZOn2GjMYdhQ1GtcXrGzgjgqYDolF4b90TA/OWf7WBLNNDPvBbaZ827/wLMkIpIhfllSrA9kaYDyQrJxQ2XeI8WAlDXZpx/z+a3BS0M21znNSvNQHWiLd5A+ElUn/MXix9zeWUxkGT93bN5+SdTULLRk5FlMFfPNOmdl94iLhi4ZYbqa5DwB3TOaKHrXEwdwOZ9CuGHbCOqqY+gdUjtaHIdYc+7H6M6jPsDdQ4dsCn7w7xZ02lK+dejJUy6mHnxZET3pORy+IL/Z0CrLcZfz/NNnHL/+mnCyoHbNB58MA65u0JM5uA7nLElyTlGmdOU9XmuJDhmDtJQoikEz8UbUmwadzKiE4cE3uLuOi09nJMLinUCQVahbw91/+A5lQ0JpKP+vPS+DE+53NdFNg2igEYLlbIFpjjQ4DkUC4QjLI113i6djDvmWqWqRQUt3VJgvvmX6bIEwH0ROcLKi3++orjfghfRpyPbhPd7kHLW8x/aOobrDjbYklUdwElP1htAY2psK/aOE2YVP38FoEZF8lHK8eYtSHuF8DGJPMArpxRXV/osPQsqbM6y/Jpi+Yth2dLGmLj6Y8UUmJGoiJn6GGTVoacFs0bsWc98RxFOy9Bynprxrr9DlnijKOL77hlBFjIM5tugIn76mLReI4Ugwseiph1UOb1/gG0Gf+ZhojPAl7ftvsd2OwFr84v9m7012ZduyNK1vFqtey2rb9alv4WWmMhQEEsoGICEhkKDDU/AWQAcJ0aCBQCIfgA4dlBIPkNkIIhMicPdw9+t+7zlnn7PrbfWqizknjX29kntkeEC6IhRxv5ZtM9tawySzpfnPMeb/x4SLC0g8uut7sB3dfYUOa3Qyo7lq6fcVOhpR3TfosU90ukAfnzJsV6gkxey3YC0yrfHPzpCyBX41MhxJSdoZhqsdQd3iS0M1VPgnIzzlcRotAIc5lAybknbTUfclndcTrhx5OGI5PyI5+T7uyGLKp8hLlSQIKZGEqGCEswNCer+cJLSDw5QGlEAnElPkYAy27DDb6uk9RYk95HQGws+OfmsK0VlHt/l6/eVy3PD02BQWJk9GXKavfsvM6xv+4fB7HeAUQvynwHf5tV+Gc+6//kMV9Q1/95nrjJ2paN0AgERw4k1Q4q85p/FrHPvn+HJD+iZHmYyRNyYLftWVdc4x9E8mSvWqp3jon3aTR5J+cPQNJGPJZOH90k0awA9+dw0P6wPXty2+PifwLZ4f89j4hH3PePTb+XNSCI7NlJ/cPHK/aYi9Ea9HJ4xpKIaBdVnTmYD1Y4+oa9b1wIvzAO35CDEHt/7l5wh8j1EESlaIcs44npFOe+rdluurgdw9IoTFWkFddLTZCZPU47Z/x/RsRv9xTNUK9uae14sTTCqo+wbrAmyV4BuNX8LDvmaVd9ikJjz2cNQ4BY96Q/jKQxgJfcqlMahqwZn/CX1oiSPNOhdUZofrYog7fE/Qt7AqC/r+ke++OKWrfEIvwJcDSS8J9nuO/Bm1VGRzH9uBrEMCBqrBR4qA/tAzWEczDFgHX21r/sOTczZewp+omPthTyTGjKoT4naDkx6vTlPe7a8IrjyCFKwtwFOofER8E6HiAOSGljWTJMMTKc1gaIgoy3viVYeYjHBmx13xkefjU+ZK8hebH6M7SMKIJBE8Pzvh/VcdnREYC8tlxG2eU1BS9gOjKGZbtpzORiT9EW2eEliPWey4rX0eD4Zt1fHq3CMKe0ZjhU0cVdVTh1sW0TFx5zCRojhXbPuc1JN45UCYxIwTiPAwIqF5aPDOArooY7u5gmSMn6Z44YheOMq64GKqbHsAACAASURBVOz4DU22J2o0mXeK9scMecH5C4VNOjYUBOMYXR0YcksahTgp0aFPDGhihINpECP7hroQvDhOOJkYtkWLUzukPtB1YKpjvAtJJf6C1lTshgMX3jEqPuPPdj8kch1H3ghhGt4cxjwUD2jPe9oMkwPNfs1k9oxXxx6rZADVc1e95XRIMbuKITkw8c8o3kJnMxbTjGjqcXIc8udfvaNoJOWhId+WuCPLy+mCfLNjla9wXYlgizlbUjUSr/QZ2ob0oqWrN6zzhqpZI7IFpq6xIsLGMKiaYtB8oua0W0cqIPEtlT1Ac4N/+MCL0yW1iDn0BaXZMWxydgfJbJmi2dKagtvuwGkyQfkdthOUukcO0HWCddCx6TRJGIOcI9V72knEtp/g2pCmU5RXJaPzMf5LwbBrOI2PEW+WSOd4uNrw9vKA0SumS/Cd402U8NhXfFGUvIxeM00dQgo6EogzirxjddhxMa3RXcTYLPB9hTUK5Ihu67HdZCzGGmcq7suGUMZEp4brH+2pu5bIHxBWcrY8Jo56+vaKlUuw3UBwiOiTBbYSSFujjcdYRNzkK7q+p0osp3XA0djDTY+o3w+cfa4wVUld1Xgvp6Tfm/KlV9ENhmeTES+HCVcfSkaRR2wt4VFMUMGGFjsMqD5AoQgfdtijgXR+jPSXFG1DGGbca83t9obwa9fp+LHBDBsW4yWl2zL3NA6PYWsZTQNaFyK0xLQVceKBuaF3Cf0gkKHFn5ywv6tYf8jpB4dKQj4dfcLD7iek+hU/+leP+Ldz1r7HeKk4f/0dlM2ZRxLTlmxb8GKJ8yT7+xyPKV4WP+UVIxD9kzdAgaK4bXEfF2gtWASWW67x5IxiL1BpgP5YIb4s0dZxdhSzeRAUecFYNsSJgdWe4WNNeLok3++wdQ8WPN+nx1EWDwTRk6CNnqc0RULQRnjpDPXyFDXPWVVX2H7O4XFLHGUkoU+114ymI0Q44cufHYgjiW5iGtUSItjeFtjGIpqAeHxg42vcvcfJGpRV1GWPcxIdO7y6J2pDqhuB2raE4yfhsbp1eIHCfxGwbXM8LHQSpwTK81Bo3GrP9OgN7fYGd3NLv1mjv/0MZExb1/TzJVb52CYnFgrZh/hqRi8K1PiCemVpLh8Q3hglQ0bjgNVtiRtgqDuWn00Yn3ts36/RgUX2H3HbnzyZWSYvUQQEaoKwBnnokWnCUK/wxxd0UYTKt8jdNfNFjI6nNE3N4EfoUHJkFnC4x5ev6VeKx59dEf/xjELOmKicLt9gtaNTDiM0w7pFhR5CBQj5DB3f0T38mPbhBn+mkZGPlpqWDdH4Od7nf4xazmmdRcQzRH5C8ecf6fcDKvIJX6WY1SP99Za+GyOcpLtc4Z9kmLzHnIb4kY+7a7FV+cv1ji0OOHOM9H/zkG6qFZNdzd2hwDYdF2FGMJ4R1o7JYswom3/t5BwxbBuapqZXFrtRGJky0LLSa55lF0+Niyz7rbWZEBLxa2PJ/WGguuywnQMB3lThxU/rM1P/mpGWACcEtuqwdf9b3WAAqX5hPv2ro3f8ep/FOb7hHy5/rQgWQvzPQAz8B8A/A/4L4M/+wHV9w99xIuXzaXjCbqiwWFIZkf0N3fyUUCy8JXjL33qtOAysbnqG3hI0lvXbFoWg7x29daSfhehAUleWtrZcvIl+xxV+RV8Y8m0DDgbjsNuIy5uWYDKgF4p6ZpguIgI9+qUYHozh8mrFfr1hrCVB6/Hz/2vHsxeCNuzYC4+HvSFKM7JE8tO84f5+4PXSxxIwV3MSUXNyFJE/3LNbr59yCLOM0egVoyhAlx2esUghcDydi45UiCbAT89Q/UASKl5OMrpCsx06ppMGYRzKhjjpY4whv6q5eejRVU3jBkaLkKPjga2nWbkVoYwQMqASJaqJePvRECUSmc6pBstsdKCqJU55FOEtXxx+iid9XiTHvI7mHHYabEciWhI9I/MHRHUgzo5IvQjub9jWGxLviKaN8c/O+fHPSryjgLYJeDYe0YiGbW3BeQx6TGdA1geeyZS0cXhXD9xvBsbZmLrtQPgE0sNaR8CY9/sNL5MRrmvJ1YBzI8KgoO5KwlFIvIzI5ZbXWlO3FbYSBOkJZ+qEuJ3x49UOlCaNBYf1ntClWLXj9GxEOSi80BLrgY/ve5SWdK1l27Z8b7qgKg5kYcgz2VGtrsnkQDT2OYyOeSwVZ0ceURTz7GhCy8DJ8xPkrkD3N9TVhiA7YXt/ycvTOV+pAhEmnOaGSTvDTD5lo1v0c48dIaY2HI1BTDSjoENrj12zIZpmdGqFCBULNaYZaqq2xo9OeG/u0G1JqCvmaYaexkxtBW7C2fSYRGji5IyvioHvXox5vNnS1iWjeMLZ7BQhD+zqe+I0oihD1nmJEx2+TIlHZ7ycW2bW4XcRQw5/JM/5wA2BF6JsD2JABIKqqRACAp0SBzGtabnqb2l9aNjhjSR+MMFUPtvmKRImkQv6vmWTD4zOFevmgaZbo3SKCgyq91gf9rx6OcXTIX0AYfgJV1WDDUqiOGW6yPCs5SvxU45NRCxG7GaGzguJY4vX9rQ2gLWkLHMOouNEn1HOFuz8lr66wRMOZVp0eU04/x65t0ZWJWF6wth06CInTXueLS6YDArWH3lRh3TUxKMpl9Ii25CkNmg/YhLF2O17dNpx36ds8i2yGlDeDClT7j9sePY85PFM82FzyR8Hn7B7u6FeDWwPJdFScHloeDGbkBvD82zCtqqJwpSfrW6p6wJvFPEybnmWxUwmJzzcXlPv1sReyjx6gyBAB7B6jNlWFd85DXgxC8jOPAbjeFeu6ZZT3gwFwu7I0pi93rK/+YrQHzMLjmjxKO5+SPbqW8TnR/zru5q9KNij8CLF/Cii1FvGJ4q+vWM6axHzKfXjnq6FXqV0C8FP/Xu8EGrTstp3ZDbju9OA+0cDPUTxwJfrkuziObarqExPUxec24gmv8GLFlRNxIP0oJVYHK3pmBPQHwqUD77pyd9+gFcp59nAxD2jvoMXp4osCdnXB8ZKk016HustlfUxpiNRLZ5yFHctwSgBaZ5i96oJx5PXVB9j+nZAxxYrBNsW1EYzTUIW6y2DzAkCSXeQdGmIjjT3uwMvX50RpAMqjKilhPFLqv2UL//lO4LpiDZMqbOA6Ysp63zHyD8i3tUMGGIZwb7D6xpefnfJ1hWEM4moY+R+hacdsqoJvIx6CMCTWGdQSqIHwfz4NVfvf4CYGJZ//Jx25+HNJ8jjljJ4S7Hdke9LgnRGW0gOUUbw8jMOa0PzWPH85QIReUhpwThm1UDdW7SWVLqm6Go8m1DlJY+bisjL6I2hGTTjUKNjR5hoqr3l9NUpWbhia/dko4AEi1fs2B1uMROfoa3xB8Xch7rYEckj+rsS//gFKvbo3n+grxu0GCHMjn5Toyaa8fwCr4HiwzukzgmWS8whwnQdIskwbQkJWF+w+OMM33OMphNEJSivappNRzhqIILchVTWMc67p5QD06B70H6G0B7CKoT2GDmNbrd07R6vuGBSjjHpEXE4Iwol9Rf/J91VT90O1MbihxHDvqQLS0QYg5Q45wj1mP4+J35xzLDaY3RMtGxpyxWiVug4wTZ3uKFFMyVaTOmLjiB9Tr1Kscqgm4j6tsM5UFoghKHfN2htca5FJw0yEggTI0KP4agiTwpCFeC8BhlHuOpr8ygh0KMJMgyxdY8pGhACESvixxUndYHRGtUO+I8GPZ0SL8+R4dO6T6s5Khxh6envWnQyod0ESFUzXLd00zF+8psC2DmLrVpsNYAQqFGI0Ir6+msBDOCg3xh0nCB8/5fpH8DX54F9QCD0bzc/hBT4C0191SNkhlAKZw366yN30kuQ33SB/0Hz+3SC/z3n3D8SQvzAOfdfCSH+e+D/+EMX9g1/N3HOsTEl+VAjhWCmUtL/H1b2v4uutdy+axkG8BVs33XsHwbGc03fGsrc4m0M+uzpplccLHVliOK/eozatpaYrwPY8bm96bDGMR01NPaB2wdDJ32m4wVp8BwpFLflHV/cfUXTADgq+4GL42c03RR/AvlhwGYSP1TUylI1hqwz/Gz7jtwUzGLN90cLxl7Frmyoqqcx7Z49436F8l/jRzGxXzMZZuz7DX7gMY865rYhziVnMqBMfCqvREQB+WGL7zL6vuWzbMpl2zGse7rSsmsbRrRI0RLJGQfzJW39QKYLtLJcdzd8OvqMvgy5uBD4I83jpsJzHj/4as/F7Iw4zflh8RUGSWUtt3ZPqhyRn9LflPStobIty9efIrXHobimP5uRX4yJmxDFHNyIn1xZaml4HinUeUe+v0Jrw9koZR4fY/2Y99c5YeehHnJS3/I68ZBVy8IfM8QRxdowm0TsioHaKmKVkhCgR4LOFjBMGY0WGBomJ6Amim234/r+p5yFM5Je4cqSvLmgbEpK0ZM3HfkuZpamXK57Xj2bcXn7jqEz6DhEyobFaELTZchIMNEZcyGZZzP6oqLe3JHvB9qqIQkFzydwev6MQ/CWh35POKSYx4DrtuO1eEGb3lPGj/hZz+lozIE94WiMNwlY1hmPxufjtsSfpuzvfZpWMQo1J/FzvG2JmyjKas/F7ALPP/CoHXfDhu3B0daWl1mMDi8Y9nPOogWm79nd5rycTjhaRtA7ys0dKyLiJuNIOu6KWy4WZwx2TKAko6Si8xLw7zhYxe2hoLMdiQ4JpOJhs+MiOqJ6e42rWkLpyPSY0+dnfNVe8cwPMeMJw8MN2IEwCOktDPGEXvQIqVhGKVtKtkPBe3nHcjaGG0FIBI3H2AsYjVIK75ESARKkd2BxMaPYQWglaSyJjiSFf8r7x5CycszGllasQY5ZLgP+UfKMuFVsK0miAx5VwVWTM4tDPvHO2KwbMi8mNHDfN6gyZ98YJvFrymrH2aefY8scXEASDhhX4IaGrt4hw4Su2HAix6jCcHNY4ckT8kPLVFQE8zPqssDcbxkHjk+CjEN9R51EiNxnWDsEMdpPMVJRuoGu7Zl4grUSPIqKjj0qkIymASazrOoDiyrmym45iyxzkfKwXVGUe7A9qfBwfGRnLcfDKVQhIn4OtSG/VFQmorlIISoZBY/cthVxnDEPz/lYGbp+4Iu6Zvw6JbYhd/tL2rwiDaEc7umsYDQd4SNo9IFDXLIIxriRj68FyzBGqpZP0zFye4kOaur8GqcziuU5u32Jpye0E4/b7QdSmzE4h93uMXLByM4x+5JYShpCkuOEzT7HAj4eRlpakTEJ5my2BwIFyzjkwyFm6CTHyQzqPZkPYahZDnNKv4PacBwPjOqK2k5pf7hh9qpmNupoXE6vOsbpOXUxsLgYE9PxmFvqTtI+7Am6kNFJTH+3Ypmdsvt4YDQ94nG1IphMkYOjcR2BLKnebejJCT/VfO/NS6q+IzzPnqYpbEFx/Bm1ONA1EVE/4upfrMAJpLOw7ZkmHkeTI048x2TQ+IWhU452IkgjhRCWwtvQmIooEoRei/dyTHmzRdUly+wZO5ETRJKoLPCU5Gj5KY+mIpifA4K9uiP7x9/hMAiuqmteyyP0aI82LYftjkWYEvYLVrclF59mmHZBkytCZQhPe3bXgsPdBi+G7M2UL5t3nGYLSlPSAJNpwrB2OM8gpCUeJwRTh/rwDm+hmH9+gloc05cxkfGoNy3qsOKZKzBDjJ6+RK4e8G6+Qo1PkCKh/NEXxMczhFoiJ3Mi0dJ9sSZcvGaQMywQthHtw55oNKczjq5oCP2YuhaE59CqgLIqwPcYlgY98vF+FDC0Dc3VA/HFhG5T0p6f8O7hEhe0fPz5T/n2t76DmJXUeUkiIxKt8aIZ2svo6xW2WCEmn3L1XtDlH9HplNGrJc8/HxOnzxDTkHpbEEof11lE51Bxz1ZXnLx8iXwvCbuM4GwEvUYdpbhdTvn/rLDBjmG1Iny1xEYbbHtATcb40Uvq6xLRQlm1uM4xfjWj3g1IHaMnA9b0mLZCpBL/2KfLS2zj0FmImwk62RDGHi6Q9H6PP4vw0jHWDqhshH9xwXCoad9ucM5Cb+gPB7ADfiQZ3BaGBpLJk9Ny8qu1n/RCtHdB6C1oV3u6vSKZDxQffobbaCpaeHGGf3IGwNBs6VYrmrePYCVeNEMlKfp8iml+uztrakX46g0ivKMTD8goRsYTGBz6NEP6v1vOBEceQgn6vUSnr3FihQoGZDDGT38/I9dv+PvL7yOCv94mohJCnAFr4PQPV9I3/F3mvt9z3W9/+fdmKHnD8d+4C/xvosoNw9OUNcI+xb8Y8zQa/Ytbo+0t1jjM4J4yhX/b9Pk3UL4g60LmYUJZW/reMpkopNvg7Ned38HSmA2+GSEZcej3BIGmaZ6KGexAbvbEck5pWjoUd7uWyUlGZw2Rlkhvy6orGKzjYd+yY0+72xAmKX78q+zj3f7A/MQRjs85fb3Hvo2I+znpuEF1D4xCuC/fs+pu8btzNqkHDk69Z9zcSazRDEnPPJMMbUVloTMDpZNEpkfIA4PoMRR0tiWwCfPolMib4EYBZb7icevxYfXAKJozzTL2VcnJomVmY667hmmoIK6pCXgxWrLZOJrBcDpZ0K4N6WcjSi/iXz/saG3FxC2Z+Sm31YGffu0m+b3nG3y5JhjHKGmIA1imFZe7EaHpUe3AIc+ppCSO4fUnEd3Hiu7RQ4uKddkSEtM5j3kyQrYeH+WOn20ueTWvefk8ZGd7dmYgb1M2bcPr8Sl391ecqnPwIg67gpGeEMiQwu7AaSb+kqpryBvoyxHbTY+M4fxYkU4aXrgl2c5yyLf85L7mzfRbyMOOtm5QAmTwNMpHeU987LFpC+bRhC8vS8yw4UVwRr1vKESMTL+Nbw/s796TxpZA5XSjU36cSP708j1S+mS6IDsNSNqUZ/MRtut5dy3Iggmj6YqfPPyUcZ+TP95zevRdkskMf2ZIhWLndryYGLZXUBWWtm7ZB5rvXfxjMv2RNjI4G7LqKo5ETxJI1uUDZQVeYlg/So6f/RNm4xl3W00/PDm/xtoReApRgazGNMUXxF7GLJix6lrMTc7ZqxPmwZLGb3n15ruY1QbtZQzxkmE0YyRrnk0cpX1ghOLRHPCEpglhdjRh3J3g5S35pmHzw3uOvyMQryzJ1CcvSiaq4miccRafcyrhJ3rgB4/3WJtRNwNlF/DmaMQ8trTePUN3wImEvMtJ49fo3ONlckqN47osWS4Us92WQUg8Tz5FEfkJP/kqZxnMGfY1Xnsg9iRp8ozj8yPW9z/kPPmUwSmk6kn7iiIMKVeCLJJYMVCt97xYXuDijHJbEDwMlDe3hP80YpsP+H1G/qhorWOpDV5S8mwCvr8HkfFqdII/SPpA4AF51bEqa2I/xQsjfCNQTvAyOuHn7UfiFETsczYOeDx8QJeaRJ1QrWsCUaLFBCEj9lXPVMOPi5/TmYGjJGLTFYTFVxylL9EmY3ro6W1H2XY09Z40iBGiZrCGoh7QcU3FgVnyhh/k78iCnM9Ov8X1oSCIPaKbFbIqoLyGxLEbLB1bEl9SBKfkW8nJogXzdN/FCUwPOu0Zaklje3rTI7yAPF6QNA0ToRmcY3RyxjCa4IsJx/qArHpMH+DFEXem5vvjz/HbR7q2IJM+bb9nnEj8OCaoofnxjij1sa1iuErQpx7jl2PcpKLsWtTknsT5eJ1itizpvy2p72ckWrAYQxFP0UnDyekJ+ZVBLsfEE4mk48XFiGjziMw8wuQF1s3pVm9R+wrrp0zf+BgJ212DSQVdJEhLhe80Sqb0wuFPDXK656re0vU5tYqZKUXSZdBIVo1Exx2Bjfh85Kgfbrm0A0InLF8fMx6PsesDL55/xoerG5yeES8TbjcbrLojnC+wXHDcJry9dBAONG3KppmS6hOOphW5f8/Ev+D6h4JN/4Bn1sxOE4ZigvYMotmQfHKMnB/Rtjs24gZ/nBHMQh4ON9g4pk0mHAmFLQtkGhOfDzT1HdNJidAlcn1FOP4e0dkr5OojLryhOmzxnEFuHkjsCcJLaY9eEo3OyX98g/VDirIn2n1J8t03kM2JDpo+h8TNIQ4Ybj7iBs3+xxlRNkJMtxivQ3ghYuxR7XNwGk9IoGNfr5iYJbKyKBUghg7CmO1DjUg0BAO+jvhqHTBKPyWc7NFqThidkngKc/+AMzv88+es2hO6egWexOmBwVi2G8dieUzQDIgyos8rbFcgbcZxPKLVIa155Pjf/ffxPxiG+xxvvkSkPub6Bu17DL5GBBa736MnUzqzB+lAJqSJoL+7JbMhwfwY1ziEAjtEqNhi8wNWePjLEbZ+QAPDwSBDxRDXeJFGxRIrDP6LC9zDHm2miDjGOzoFpejvtmAMzli692tcXyKmiq68xjQNtu/R4wLv9QI4/9UaK/bxpwlhm7DTHdGZorz6GSKRJH6KdI7+/h6VjcCXtPsr+usK1z4Zo/b2ASE9zK5CehG2/U0hLAOJikOiN6/xz55hthVuMKg0RE3+6klAIQTBwiNYeEAEHOGc+0b8fgPw+4ngfy6EmAD/HfB/8zRY/7/8Qav6/4AQ4j8G/geepv3/mXPuv/1bLunvHYMzPA75bzxnsGyG4t+qCJa/ZndvlCAZaw7r4ZdmV622yFCyeehpSsvsWIP4q8915LuB3a6lETWZ9JmmHjYOGY0Gml+7ltYC5ywP20eur/fcV3t85TMf+6z3Fb582lFMF4KNajldRiQ6JUr2zLOQd6uezaYhjlIGXUHTUboG0faoQ4039hBKYoxCqAhjHNrXpIsZU1LEfkD170gCw6a64r6/xjoD+S1x8IqDlZjBp7AHxv6Ifa8YmZTxBIqiZjHyqUqL76ck45giyJjEr9gNBZ0FXyyQ/Sn3Rc5Q+xRtR1O3iGHNYvGKoiyQKKYjw2AFj/0B2w8gMpI2YTqd0ypDva+pREErRvzp/TW5rRl6j6sazkPJJA4INHSu57Hcstk1jMOQ2bHHY9vQDTtSl2E66GxLGnoESiGdZnAtt9crhB2TnMyo5J4osLw5O6WrQn78cMm4X/B5+AnzyLFpHqikIdRn/HC9x/cUw+iMl8cx/kozDub8LL+hCiyuU2TJEoXHh/uW3oTofc8iSHCzPdHCoYM1OI9GNoymGW8/7vj88wu2646zyCfPC5bTAHxJVY/I0pAr21MELePqGDUMRNqjHQa80ZzLLx/47jLlfvND7OBomoRU1Vi3IY999kNNGAo690CnQ+aJ5KqreZ/fMwunLBYe3eUj1jjcEBCEZ9ybNZ513Oz2nMXPyWRNVTVsthaTt2jlkfiaj5cFFzONSwTG29CYhtIPWM6WlPeC0q/ZuppEjblue7zYciYD6i4jClKicKBuFGfptwmHnuz0BQczcO8lpHrJi6Ki6AQ/2b9lNntFM/Y402e0dxWHDxWzeYo/TZnNNmztmkCO+Sz+nKb2aOqAoVvweAty19LVNbMoYHW7x4SOb306QR8y2v2GxNT4+YrhxTl3VwOjIGZnDXKksJ3CuoxR8kjzWGFLjz5T4J3wvtxSyzFFWaGSgLNU45cdbZ9ytymxNufofMbQdE/OrtanWL3FNlvM7Jjics25TjFNzGG74egsoael9MGoF6TLUzZbSdN0RNXA/UOJeFdx9GKGCCrk0OHLMX1+YH21ZTYd0WjL7eaOaR/w7QvBRjxyEgQoqRF9SzmdsV7v8XyNqC0nkzO0F/Dt6WcEg0c4SI4yzYfaYXpB2bYUtuUimFI1PWG4xLR7NGNCmzAW/lPUlggY5IAXOVonsa4iEjmnwnD8/IRGNRzshtnklNZWNH1NIEdYB70OGOZL9rbiW/G3Obwv+bBfEUQRZljjpCJnizUlcgvpdELhC/zWcBQd04mCpDe8SY85WEMNxFnEjIDUk9hxj3Eda92A9ZiPM2g0UgjWpmNU5azbii0GoQWzDkbO8Fm/pztcEdkIWa9Y9RvKckc2PWJ08hzzs456d6B5LPFPMpT2cGgab0XdF0TxCdSKpvd4+/FH0E0pap+jixPaneCL+5rpRUDrLM8u5jxKSPSOZtizmE3x3M9xWYszMeZuix6n1Hc7hi4inFjMlx/pgx26yxjfDzx//X1q1ZONYbOydP3AyXd8LoMr4rHAyD253KN3CUr5yMBj8e0F/UIzm0qGdw+8dTV9W+L3A0Vh6OIxJzswgaRvxvgT+PD4E+wmZzSP8TwD9RWm/Iz65zX+zGc5nvHT64Lq0PPpacrUf8HkKMWFd8T+gav3BXa64PhoIFitGR7XuHEObxZstSXwJ7w8GnG5/hFRsmDwfQ51zavgjHwW0+qGL3/+p1S2YRmNOOotxrQI13MWezwWV+TNgUg65G5PenyBaCV2V+LPXlDfB1hxQnTeYfaXmPOIS/Eeo4/gYJnkE8SdQC17ouMlhx/c43aSamUJGon3KUTLCcV1y2G7xfMT6rJEbSzhCwdjCxuDUjECg4p9PNnhWU3rBGH2mndbQxn4vFAXbC8lh1ZxfuKTLl7jiPGmJe1XW1QWIIRA+hFSR7SVxX9xgvR95pMNZd6yt461aKlWFfMw5WI0JzYSczxhq1dszCNpq1GqYzoaI8MUIWNcXaP0CeHkJV62wHaG/uYRW49h6GmKK+JvgT9f0t63DEPLYHr01EPOI2T/DNkeCM40Mj7mYG+xrcU0AhUpTGjxX54T+q8ZViXd5R7Xb7FNj0p8zHXxtNr3A/pqQ1+U6EmEimLAMVTVb5hKqVGEnsWEu47J0ZxB7XBZSBgmpFmKCiRYi20aHAasw37dYABwpseaFtX0hCcjqo/dL5sbKhL4s1/JFRV5qOh3G5r+PnwjgL/hF/y1Itg59998/fB/E0L8cyB0zu3/sGX9zRBCKOB/BP4j4Ar4V0KI/9059+O/3cr+fmHdU9yFRj4ZSAADlgHz1/3r34g4U4SRoKkdxkD03OdMgmktQglGrwIKHMPaMll4xJni7kPHi8/VbwhogO1jz8fLnMfuns62SCN59iriFdzDqAAAIABJREFU7FsLujrAOM1gB+JUEsaSXVGw22j2ZYdyHvf1irPshOef+BhSzqM5++1XXPSatFeUfkeuNJcPW/KuZ5AFN/uGV5OUsd/RNi1nk2f07Ufq9hYZaMJgRjL5lOBrM6/HXc/NbkAKUMojrzbsbUfRD4AjVpK621H2S3zRMw9mRDJgGs3Zd5Z0YUl2PU3f8CJN0J5kejZlnL7hz+ofsrMBS5Fwu1WEnuKx7ql2A5NphqcqjOtBWJp2xsiG6PiRVXXNaRgRqpjP/c/YftEylBukbCllS5gOKJlRGYFxGmefoqhK07KUAWfHAR/vO1rjkNqQxQpfap5rQdTUuH3J/uGON29OaPyCod7x5vgZqlbMxil5oJC7jleLY/TQI/dr0nnE+eaUD9d7JknI7q5kZF9wehrxVX7gONI8dDXvygPEI+YnGbb1OJ2d8pg3lD0kLiTPBc9nEZeXLYwE90HBxbnHo/2IGOA8OOXmccc0kvxn/+SP8I2hWEjqzpJOJ7R6w215g1IRWfodClFw2645ChZ8LDdE2uNFFGC8mCjLsN0aSYfvpwxO0Q0w1Hu0P+IkmdCYmt4aGho6NyBUx3zp8Lw1coh59Dakcx8tUohbtvWXJEmIlD67puZweM+LyfdpJ2uYSCIX0tys6IIpQRDgREXRHahtj/E9cvcRlT1nX9X42kdmx7wrtryKFljvhmfHCattR1ml2EHy7NWURq25vd6SpGNsmePJCr8o+OgMw7DHBTm+SPjJz7/EGzw8o7B3DxzrBXu5x5cVg6zAPafYRliZUuYab73HHCqOx5raFgRRyL5YQeUx7N/i9w5bnrFtVowah/IEDJaxlWw0lKbmJJtT3D1iy5b11hLlBu9IIWYet/se4Wv8ugcswp+SNzWREkyOI5S3Z7Dw6cWE8r6ilQFSTRhaCKKBvh44PvuEot9QmKc4smT2jO3WZ93uqeqBWMZky4RaxxgFphLcfrVn/nzGyW7C1JvzWD8yTiPmy47I14RBTdl2pNGS+7phMBUIjZg4TqcvaKuGC6+n8wY2bkPfSqZVTRB5KHtE1a1pZEnQ+ozUjMCLOWzeMkleEqqX2M2cTdMQnsc8bApO/DntzGLkQBCHGKH5uDNEYmBmKlohWIzHVK1PsblEywHhLckmSzZRw2O+xa8V344+ox0U4aJi033gsLtmEoz49ukxdbnBD5YELsOgcHrM2CSE4YT9+o5ZBmEkqLyOJBScO59G7aHMKeuWxsBR19EcDpS1Q4SSpmg4UbAaezzkW4ZWYuwUI+HVkOCMQ4wHqnqHlJLps+fYtCJv32OrEauyJEtG9NsVQ1uRxhe0Q0XpBTzk1yRuzpfrvyQVAtEX+F7CHW9ZnFwgDobbfU5lLZ1KeP1HKZe37zhNZ5jdv+Du8RIpPILgnPjoE1K3R/sTqkPPUK0pH+9Jznxm84DmrsD+xV8yOf2c0fcXXK9SHjYHmBSoaM8quKOxHZl3zNZvnjqxxzOumw7t1+SHgSgc06odVtf4zjLsClb3W+bRlN2fPxIvFcPUotuASHTI+4JR6NEcDMI51NqQxopNozgKHCrVjIYAVWjKdMBlGll7hEkG3UBXviUTIRWS9uYjMv8Zr9+85ubwSN1MORrPaJOIrXHMZIcJ1zxutiSjjEm0IGwcxgoG5XC797TrDc5CoCTKWDoko+kJw8c7iGfI8JzuqxZb7HBKsPu4ZvzvHHHdfcEgx7jHhm5XUEcFz45eIncCcZSivQNGdQRjRRBPSLIzdDRCxDXtPkdHEs4StkOLTQKMH7C/MviuxS8c6bMjct0gbjoiNcHZmK4tOJdT9HWLnyg246/4qSzIyoCLk5f49wHpfMLuzjyNIqcn2K4kmMUgIrz5gsl8werjA7u7L5BWcJQEeEKx7QYmb77H6nZNW+0JDzVKBdRegTQD8dai56/RfkD86SnOA3RH+8Uj2h/jdES/t2DBlVv8N3NUMtBuDdE4RkQDxeUa14zxJxmIGNlIwvmcoippmp7oXCB9RSCmDKuS/naP6WpsWdBvSvyjOe4X6kD6yDCCvcVWHSrSyPEU05YMzRacQ/kJQgqC5zP0rMVbZHT7jLZrUYHA+0XihxAIPwDRgLCo1GfY/JrRFQKZBQQLDxUKhsIitMAbKaT/+5uufsM3/L78PsZYIfBfAv+Up32hfymE+J+cc78dFPu3x58AXzrn3gIIIf5X4D8HvhHB/xbxpSaSPu/aRyrbEQqPI2/EWP1uY4HDduCwHRBANtWMpv/mr5tzjrwyVJ0lPtL4pWV3P9AqOP6ThNCXOAFlZbD3A3GmcRasgbZ2NJUhTn91DWsdm/uefMjpXAdCYLUjry3x8xXn5hVV+4zWPWIDgZFg+5Sq1Dgsngg4Cs64bfacpxHSt+yKW5ZeRvfFlkN3xVYXtNEF3mCZpANGhiSxoykL5iNDGigyX3MYTQhMAqGk1xbrf8WhaYj9Y1Z7g9LQaYvVU6glZdkThBGtaen1jKov8ZUikgl+prAMzHxL6jQyyJi/7jmtQkLR0foB604RDj5H/nNSe0A3PoWx3FYNSRzQ+BWHsuf50ZR1XqKtx7N5QOB2TMsz5tNXPAw5vQ340I549txSXu65Ka7pLZzMFuz0lszPqEyPkAYJ0FfEaHbegc/fHPP8ZIQRJb7ukUWL2q2I4hmN2HL8fMl6/5eEocfRRcxGXxLPJ0T/yQWHd3sWccLb8udIJTmZZExrQdda0mnGrqvwhWa99RFhyDzoWA//L3vv0TNLkqXpPWbmWoSOT1+ZulSrImsAcsUV9wQBguB6Vvw33M2CC/I/DEBuyAUxGGBIdnepzqzMvPp+InR4uHYTXNyc7ip0N7pmhjWNaeSzMwci8C4cDjt2jr1vjRSGha8Q3Y510NP2IXHcMTVjstgn9BShV3PoCs6uIgIvxMgZy0lF5pWE2qPa3zMOQ4a6JYrXuNs9cdSAuqTznzBeXlMX7/HimC+HijzOuEgSNm7FbJSia/DNDNdbnBeCjJAyY3A9SnooK3AIFAFnqmVVO0xnOB9NuMxSftO+oPYqIiJ+wY5ctTT6wMS/xDpNGMyx6TnHquLoNJezAO22DOo1++2BKEq5vnqK0hHxWLPfnPCB2IvwfYWLR0zDmHk3pfIn/KYbiMkwdkRnDXHg8WQeIRFMAg93fMWv+zuUp1jUHf5mT6kbXOBRC8NskqOUQ68OONGhQgWNAh9M1dMmKUl2xd3xSyZpzKbriHyDJyVe4tM+9FgR4AeCLmzIkjnCWTZYlmGCbiW77YBND9xcP+PLzZqq3BObkHk0Yt60nJoYo2pU0DEYS1zC48tP+Ythy02eshgqTm82zLMc0Vkub8Z0+h3H1qMrDJ7dMJ/MeLf1kbolEoautGzqE4QLdA1ympFEZ/zSjfDiFJV4cKpgNOIYXXCdjigWivwaxONHJIBzPUokDNWIjTbkYcGp2uGlPsgZ708tJ91ghhlF0xHFPafslptggtEdd0NJ7RT5MSC2Aa0OSP2az8dLVsOWRAZk8hlSNahRjAkrJvIT7p1jkANvuzUWj3jQnGU5JAV3ZcFFPKEcJF2bfIjpySxpnXGTXTA7f0TAQEvNb9oVZ70gcwsW/uf0+5TxMseoO6LWcjiuWe/WTBchnz7+U7Z//lcQG1Qywnbgfy75cluRqJjBfst6+w7p+yRJwja6RuUwdjtiEuJUoTY1Jm7wbYSVhlmssI2mFQrfpKhpSDP4HJuWU5CR3AkIO3S7wwYB3jyj7QtUv0DIijBPacqOZJTgpYr4cszRO/F6W3KRjzA4yu6AN54xjQNM53OkoFEDxaEnymGz6ZnMBmrpE40zrHhLb/Y4JTHW4DzDMGkwdkane1Ri0HWBBIbGYXVInE6wW4F9aFDqBVcfj0h+IjikJ4ZuS61rtBeiPEcnBSIb8XZnsSIi3Ftu+x3ngY/mnFSOkN1A/HgBakazs4zOZhyOFZFNKXc/pyxqxqOI4bZA9D7jK4/pTYr0fPyjYHZKsNowMR5dFHJfNLy51wTjnE8fx4zDDaI+4oYGKXL8KOJUOMTKcfnojxhajd0ORDYlUT3n+xaKe86iDGGXrJuC8t178ukcvVyQPJ6hpjP0vsXIgXx5jjw1SJEwhA0iXaA3Aa09fHDY7g11f8B3E4r2QJjNGPYlNraU9kCVn4hajyiYE3/2MYFXAQZWhv1LiPSJ8s9XyBvFm9MK+1eO+Ok5O2WxrU8XN6STmCwLkMGBiVD08xvqTUW8SHl2HrAse+qi4p17R1nvGc8zdr1E5w2fzH/CeT7HqSVNWWP7E1HWkYUH+uKEimfoZotsKh4vZzRmQ9k+oJVHPv4Y01i2r/6S+80LQquRTcvi7DPqpsdqh1+1BF/8AHExZx58OGAWOwfdkaGwSM8iPQimHuHC0WweUOkAGNpmQnu0xJ5k2IZ07xrSpw4Ojvyjp5igJ+g1Xi9xh4FmvUMfVwzvX+OMQUYxg9N4Z0usAj+PMGmCp094kxDiCDNsUS5EVxt0tSLIb/DTDwanKgtRWUhwEePJNe3Ll+iNQ+U5wZNnqCzDmQAhH/CWHrbT2KpFBAneZIy//JAQ4mUeXsb3fM8flN9nHPp/AU7A//Td+r8H/lfgv/1Difr34Bp4+1vrd8DP/pG0/JOlt5rSdgzWoJ2loudoGhIRUOqWg6mwOMYqwR187t/0f+0+fzoYnIXx/O9/5e53A3e7AeegqQy2cZynHkbD/duByycB47lP3ViM/t3fCvHBCfC3sQaMcfSuxTmD1S3OGobG0VqJnzrieMZd01KbEul88BLMd+c7AqitIZQJS39Jb7f0HDE6xpxaXBSCafEUdLsj6Shn704kKkEFHo9iTVCfaPrf4A89wXxB6xcoOTA4n87E2K7FD6552/ZUjSUN4GbyBWPP+5DTGcDL5j2Zv+Tp6Dn3Vc2b7j2xiJGNRypHLIMxH41TdqKisZJvVppTownihmgyQYaGslYMusMISS5GiMlA1QtmiePT6UcU65SzWceuv6cfBQxVQCSnKOXhRQ1f2TuWH4XoXYSTisO0Z5R6TCaw2bQk2iBUycfTJ+imIlKa5xeGNlfkPMVzK+YOhPBphwQVBszGHslogc0V98MGPRSYYUsr36CeTqm3LZfLJVVQ8VX3l/yJ/9+wGRoq63MyOXMZcuEl+IPhoTqRpBEj3+NCOIp2wygQhJHPm9VAmDQs0gHP07x4OJClH7r2YoBUBHyU3fCLdwUvD1sCEZGHEdeLCEPD1r8lrAu88REzesbanFHGhl+ubxFOMDp5/OzZn7C2Bf3HHlGVMypyPFGQjuChiEnlGKsPxJkkMZBln0ItqYeaq5FH4i05twFRcGKwLdpVdAJuzYafPX6O//CA0Q1eGOHyZ3yzK+lVhxIOEXu8Le6YLjx6lXPsLe/89/z4MiHKFAt5icTiPI9ttcWWBhf3bAkoTyWiNzybjHkcDZyOZ7z6TUNZCyaxQnzS8ubrNdW8ZzxOMW9XmCTAbWoiLRnPZuyHAttFSOcRS8PMC4nCjKaA0ga4WUDfKC6yHxL4Ac+iGYk9584c0Rc+SZcQ5wo/TqlUzWEW0dYPnLYn4tijXK05G81pDgZxUXK99Kj8S0IkT9Kc8F5zOOWMbxzb/o7WaDIZk/YpP019FoHl4d0DT6Mx7WHPvmpZ1hUuPBGHknTm0/c1ApgufEwQI9sKNfbpo4Bv7k4oL+Lx8opD6vOr1ZGwqhnnS5LxI4pa87k3Yv/LFjG2bO8bUs9wp9csVcgkGPOTn014+0oTBQvCy5JknlCbkDAV1DqnGAZ8H3LfwzQ7bD8mVgkTKXjaJsRA07+iG6/Y6Vco4XMeXPD15g1ZOOUHl3/EkF1Sd47VoHlXtgyDh/aPFFbSez43XkRrLTfjlG3jOHQ1F37GVCgOukcqj4euxgnDIhiRC59l25LZANtesypH7DYNhB07t2c+C3hy8wXC/Jq9PtHrG/zsApvEbN1A3Q8k377ntXQ8SzRfbdak4QjdWJZhQNvdEwRjmrBg0z3waLvmpowwRYfIMuI4ZHe7xs1HdC7AeiBLxziOIFaUnSMUltAfMc5SnBOIDjQjqk4QWovLWsLxmHgyxYQntpMVpZI8nV9g+glSVUzSBQBGTLEEhLEmCjPOLlqOp47l2Rn5eE7VeRg9ww0+49GInflLhr5FWwm0GDHGG/v06xNelqESAcmM5tTSqxX+zRXpdI5sLP3qDhcbTmrDxMtAejTWETifJ48+Yl+09KHl3E1pjz2drgjjZwShoD92ZMmUvpqQeRHtL+7wZxBdTlGNR6LH9A5CX4HLGckJ8qs1T7WinczwialXDXQdnS95e1+w/HzCxZMJRjXcvVuTzFuWXYjApztJdvcakYWM0zP2v2joyiNluONs9oTRdIT//kBb7VBXAa++eouezrj5fEKwKuCbe5rcxzuFeBcTfJMS4dM4H60l1SlGEZNogWmOECeEkxm5Z1FeSnB5SV9rgvmIw5s7vChExT4yV8hHgkIa7t622FMJgeTyLKP45pYoDuiNQw4SBcSNozOOd6LgYhzRRSEPWjPbNUSq55FO6WOfjIBh5lO+3GAyTdluCaSh39yiZhPqbqBIDqTRZzz9YUtxX2F7R2AfaA8txzbGGzXETuOLknJoGMSOIF0ghwjMQF29pz6uEQhs36GHnvXDN8z+6E9JdI6RPvvcY10eSbMc3/mo8YywrvHHDpxDehL/6gqZO7q9RdOyTSXltxu6oWE5SpkS4k0Uxgn8UCAKH9uuqZo93nfGWCoZ0f8/r7BthYx9hsMGpMIfneGLlOGhQbYByZMv0K7AuQIlU8LZEr6LyOzLW1Q0Rv5WzJHZ7bD9QHh+idUDMvCRcYwQAuGFhNPn6HqDTGNEH6KiMd74Q3bw93zPfyx+nyL4R865H/zW+v8QQvwn2WEVQvxz4J8DPH78+B9ZzX96VLbD4bgMJwxWIxB4UrHRJ7amxH5nW3UwDeI+xXN/kzdnrWV3X5KPY6QX/q3/3p8Gbrc9QoCSHyKS2toxSRQ+AudgtxoYz32ykcfO1+jhb+4BZxP1t9yhPV+Q5oqg9jk1e7ADAFEIoveRseJNv6Z1gqaMP5gK6ZrzPKM8VGhjKW3Fx1dLTHCi7yq8wMdJzSgLMULQCx8RwVoIpAPh10RS8TgNYPMb+l7COMSnQQ4aTwDSR/g+IBhsjcosGMiihtps+ddFyR9PzzGuoO0Hvpj/GVl0SeU1FP4toRHoIuWr5oFZ0FMdPTLf5+PrjN26pewsgS8ZsMiT4TqSVOkDuRAEymPT9BjteDqek2eCuvYhr7CpZmdqdrZhU0q2ZcN5nqGcpY9r2mTFUW3wteAs/YxjY8gyyx+Hc0RTk3gCT3+F8gNCAorhLbcPz7Ea/qvxCFnfc7t/4O1uy3Q0w13+kK82K5Rsed++YZE9Ye5F+ApaNdBP4I27ZaQmTPzPuB8qXAuxDUgwKGeRkWMxlkR2zoEB3W6pmzsGXVC2isejCfJc01evmfgefTjiYhrx+v413dBwni345Cri7vhXLEdzqqpASYmfOIJwwuH4QFGvmImY0grW+xcszwLmbsSP8pBaC0aeT7NVjEYda1tx9Apm8SOa44ZMRWgR4vnPOJ8N5JmhWXm0r3Nuoojr8YK93iDKDk9YdOq4Tq942ZQIHL7ncRcUZI8yLrlgEo543W3oBBinCPyQxJvwOhrIwxYhO0adwKqGIVrxrtyzCH264xYjJBhohCRWGZ9fjlHacKgHwnbNw+sD1WaOV83ZrQZsrglix/n5nLPJkp6Bwa04lkfORlPYrDhH0Ug4lCs+u/4ZwasHus6yKhtGKqbOfMrmnFiBVA1z/xF+OufLFy1tK1klgj/+6WPORc2p2LEYRxztipk3I8wvsYWlbBtmQcd4dsNq1ZOe9XyyGNG8lqx/pekSn7FybNaG2Luma1tOeswvb9+zSM/x9gPRSXLqex5NFigb0QUrjmZDZzvORmPm04iqv2V5+ROCqmfYwUnlvCgsuqsY8Lk/9UxmMb7z6bTl3e7IF+cdPzwb431jiXLHe1ORHwbqsiL/KKGi4AyfcIi4uEyRoxR5Bo1XcShjnBnYNhX7ocKXmonwUOKIMb9hPn7Kwh+x/npDvxjwwoZWVuyKDdZBllU8zW84NrA7Hnl/bzmThkFqpn5Ar2N0OeFiqhiNY3IhkXVEFZ3IIsOjZsL9uqc3HrNJjIoL9qblUFlCveHcXsFmTh5NcHVHG0mKYWAaK6SQtNLRe2Ou/+gzjt2OegVDPqOVgl13RNIhyoooS6n7Cl9KqqEh92O69sBgBuZnUybZOTfWUNx+w37wOOsC2v2K+ZM/wsop2p8TUqEGzeVkhDyt8APFpRphRx77XYE3f4awBtMIrADrpjRpAM2aQRRsXMLZkyuqccd2eMnRVeS+YR5cc3X+zyi3e7YvS/Kp5eniYzarkr6WxFHOpNSI2zc4W5HmPWaccTwcGXkX2GnA7qEhnpyz0h5CXDL9ZE7gHdHbNdtv36BmJWoZIs/OeHixJ5ISuQNlIz79/I85HF8hkAxJyuDFfHU8ovo9nQz5Rh9Yxjl+mfPi5Z4fPL7gGE2JAw/10rGoBV2YYaRPKBVBrriYXaFHU2xiiJsR7s0BXR4xDzWLoCadXvCm2NKeNP7ZBZkUtIcjNnUchhrflyTJI9LAoA9HrJEIBenkgoCY4/v3JKOAlAn1w4lk32OmS8T6QCxihqEj1IpuaxDbmvrYEAzg1nekRiGefUFf7mi7E2Rj8suIwy/uGT9/TFCGGOWhpSYcjfEJEIWmHwbCxxeEw5hM5YQuJXiWsklr1rseGWiM1NhcUMxblkWKh0CHA16pUFKCP1BWG7zJgtYEhLYlH0uCJoDBoQMf4QcMZiBue1y0RkVT4lWDGxqsdgShpG7uMeOW2xcNZ1cNfv8evVlzGDSlsQihiZ4m3PkxzyYjmuI9svPw1xLR1ARqQAcN83hG3dfgB9i2ZbAaqSJ2jcYLLU31QK8HtvuQrB/h9BgvuUSaA0KCN5vjL5bgDN444KQrdtUOX+SMxwtOLys6BpJtQHwt8acx7eYe3e9QkaF7OGLqI0G2gVBAJ3FWIDwf57V0q29wncGfX+BlY+xJEF9/hAsPWLNFeIautVgDfuhwpoffzvrdrBDfOZxKzwPrMLsdLL7rGPsJavz9Pvx7/nH5fYrg/1cI8c+cc/8aQAjxM+D//sPK+nfmPfDot9Y33z37HZxz/wL4FwA//elPv0/I/ndE8jedVl/+zatT2e6vC+APOPZdw8IFCCGwumWoV4he0O40KpoQ5FffBazD/a7nxV3L2/WAlHA+8f86y7zXDv87EwMzfBiZDmPJzUchx62m7yxJrpgs/L9T8/I6oGlS+i5ncC2jqSSa9MztlE5XtLbntB8o9h8cGAQBnXCcjcbsuh0/nC249b7kq3VJ4EUEtuaL0VOy0Ee0DYv0EcXQ8tnzS/ZxR8wF08QyUVv6MMb1Fi9OEUPJ0KxwNsY5zXR6Q+8iCh3yeugpVM2uX9Mbw2eLnJ+3PyeWkHrnHK2gbWq0aLkfHD8MnrMxA50o+LZa03shaTUiCCSn0nCVO7ZDQyYSRvEDprkniVs8G7OuX5EnF5Qmwk4dv2wPPE5SEAOEIaf6iO1GPFQFVgm2umYiI0yTE8YDtdwRyAZt/ozbTYENa0K35UYMHNo1Ez/B8yaYTpF4Y3IcgbYU+zWlKtnrAeRAb0489DuCKKTWBUr4GE+xEQ33zVtUkHChHtMYjXYG3UeUXcGTR48pXtW05Z58KVgsd+goYr/aEeYZR12jlCPwQxZJjmrf0JmCZTSj64/sj7ecnX2M8FOMjpCqoQsCpC0JvUueXD1GCJ9SXbC2ms57RzQ/YzgeaTUsZiM6vuHlMcJoxfUs56HSrE4Vl77jJg04SEeiY4b6jG3xnjQvOdU9egjJlp/wtjhQa0eCw+4hyyOMiXlzaBl5gjKHH04/paYG0XHo7uhMRuzPmBrLTfCEZN5wMhXdYDmaAa0sHSmFKunSmomDgy5Z6YKTt2A8+oS0OrIMF4zMGd9ue/yoZte+Q4YTPsJHmZD+tCGUEUZIjAUnNLM8xlR3+PEEsfictL1DCkVgHZz2nEuPs/Nn7OIK+8gjuvVw2qMZ+zSpYPUu4FJ8Qhe02KPk5f5Ak5Qsc0lXHjg1HVnwjnuhOZ4kp6FkJjWT6We07T1iERNPrmhMQF1tuHYj1HFNb/acPz8jbqfEZxMO9yuk0Fxcz1gllqkHn09TtoeAU54jjUVXhiePIozxySpJ4gR6tUYHU8b5JTuz5nyywBYZ9amjrjqmcczgfOI4ZaoTsn5HOvZQwRYXNHRujiZiMlkiq4Sy29FaQ2w9Otnz8LBFiR31LMYcxuSxx9lFyjcPFda2nIXQiQGDxyxLkNsNldmgvDn74WvGHz3D4Dh1hqHVJHHEYAe67kjmXzBPIspTxWVVc9oX7EXP1fw5CMskiCmrhslY0w+GlVcRiQBZKV5sNkT2w73ab4oVN2nIVegxDzra7Tfct2ue9lfIvsJ1Y5oCHs9jVK44tAmHpmbld+i45io9J5Q+x9u3KN9nFktcljAZTWhsgu56LrI5b8r3TBMPaUqmyQVjdUPd37N7/zVDZxglM7bNgXSaI3TAOL+mOgr+ZJlzzCSHqiEOc0Ycaaotg3ao6YJWxRjfcS5jJspnfdxQ9z3yySO0P2bVDZSq5Ovdr2nsAYvEjDTaNDySz5idPib+Ys1dueFXd+/5dPmEWHqch4LTNy9omnuOxyPjqU8y5IxvPqLb3BFFPyYZQVUI3GlHL2F1J5lnDcOpZP6TTxi8l3Q+DPsTvjynrU+ozuEfA8QvOqJ6g3AKGZf0yxQ795FJxVgZNs5nU/pcBHOySPLwb97w6PEN8zSg3+3QNPgfCbxpilAtpusYmj2B7miHHLuvsCg6C8kPrug3b1FIzvMeu0jp1InQGHB1AAAgAElEQVS9Stj3NbKSSKPAtpSjPWNd4C+WRJEifhwTPbugfbXDDxo8H6QVuL6nL1vMcokRCmE8LhYxMozwdiXtpgInCJVEbweah4ZTs6dxEwYx4u7LDbPrJZf/+Qy73zD70Q+peoP1PQJb0Lz/NdfZBftRwND3XHz2KanJ6JSj9AsKYUDUaN1Cqgl0xv7NiVGR0r/bEP94Tp8fkYMlnF+yLddcMeKkXuErRRIu8d3A9ipDHwJOP9/jFJzdhMi3Hd7jLfOrc3bHW/zEY4gKFD52o4hcQX8/wPGAU4pWAqbHGgvNQK9CSheSJyG2AFPv8LqMfl/gxzH+qefR5JwyaDBRTBJNsDpE+QNmmjE4jauBoaPr3hGmGUM5Jn60IDoLfmuXI4kmj+ipCJMxs+kZ9a9BD3tQMJrHWKupvt4g4ltMd8IlIcIO6INDhR3e2ZhOe5jeoSYKIjBNDwN03TtkmNOvIpxq8K8DnDPsVpqmtDgHQRwiM4/8t2XZvx3Z4az+W8++53v+Mfl9iuA/A/6VEOLNd+vHwFdCiF8Azjn3kz+Yut+ffwN8IoR4xofi97/jw9j29/z/SK4ichlxsn9zHTwWAUpIfrsG1s6SzXzc9sPYzlCvcbpndBnjTIeuHlB+ghfPaHrL/W5AKYFSAmMc9/uBy9yjbjSRL+C772Y+UX/t6henijj9+3OB/y2DqpA3t8zHLcoLGEUhsuvo2pfIMMJZSVX87sc6DkOsG/j4sWarD7zePFAPPbFKGScTqqjh6rNz6vsRTd+TpDnjpxN+MBqz1xvW/T2qC5G1gliB7hmrG/pgQHsWRYBu4ZU2oHx6tmzda2pV8Sie0VPTui1N37HMr3gwUPRHEi+k1lAAO23Y9xUYxcl1DOKEcyH35Ykkb4nVQKR8AtuQBhlBaGk9Qx00jL2WUTCncS15EBArySTyKXVB7C8oKsEo9CmcxqBQUtC0jksvQcln5NZBFSGNZaQ8Xhy/Yjq6Yuov2JuKqeeTZBPC5JyPzISqKHEoBicgHJH6EIQhJ91BdM4IxWAUjehBOoSQZCrkTX3LZ6PPUDpBGMkyusD0B8bne2aPe+qooPbnyK3PxewZmhOXlzdUzQzhQeL29O2G1JzxYqNZTCW7subysqXlK2wwMPKXRCJCUXLcv8RzCjn7IX++WfPxeAY+HMqB5XTB9XRGKQ8k8ZikVhjXsB5+QxKf8fVmTRjm5EPJR8kfU5uMw9bj7DwhnJX4nsP6OV9VPu9njmY4ciUWyF2HTcYUpxOrvqPpc4ZOYHcN04nms/gRdXCF7CWX9pJyHVJYwa0NCDLDyd/TdynnQU5nSw6lIkgUT8Zf8H79BucWvO0iVtLwWfYEXip+ft9SUDEKYXn9iG+rW76Y39DbgsD0GFq08Bn8D+PWjSg42R1ee+B6/pTH5Sf8+v2XJPmc6ZNPaMIdOqg59TWF2BAtntOFCYe2R9YlQk541VjmowRnBnbdhn1dsvUkM21wbUGB5dQNzPyUaZhR1UdMXbBuJMKOuX11Qs8N/nKESDa82LyjKxVDeSSSCc+XP6AYW0zesVPfYgIP4UfsDLxoffxgymn9QCctoh54Egji9Jx2845Be5gwIK2nyMM94qmHnGmmwYQrL6Y2FjHKaQLJ6YXmhhnTbIfODZt6oG4rdFVTqY5AzbkZpZy0YzySPKw/uKC6UNI0O2QSsd9bZPqAjEOaUjE1AReL5xg/JJE1NtkT0NHoe9ant4zDkLl4zG6YUtgJeXJOYlcId0Cahjg6I+4jvNM9mfJo/Iy6OJGPLclNBEmKNB77znJft7ii4Uk648qmhL0hVg2jRcr77o7aHxiJmlSmWDfgasOr4kRpBaVMKHYt/iwkijPSseIyU6T2CeLdim/Lt6SThHJbMTcJabzkm1uIc8vk/ALjIp49XWDcCj08Js8+45tdwYyUMLhif9rx/qFn5sfMojnb1uPhCE3bIqMEsW4p9iUu7pmGktkiRp++QaclRdni25xy+jnT9wXBYYXvJfT1kfhpyi4p2FJykCeUB4FRlHpH2e45SzLiKfyrb39JbwypDHkwJ2wXMNHQtwVD12KGHuskxf2e9MKhTz/k7k7w+ssjnpCcXQn84K+Y5J+wuJrhWcsxW7M67PBqjwnXdDuL8j2shJCE5sUadZkwtJZjUdIbzfXsmof+SG8emCcLlBiTH440rwUYies1NlAUpiC5nNKoDnH8NcoKfDymnz2lvjsQ4SMnU8RgUcc9va9pi5pp1MLBYbc79INh/tMvOHWCzjpcazibJdTla1once0eHT3CJYrV+/+Lqf8YISx2KPHCCBPkpGcR9A3txae83km8MKCzEVdnM+T7W9J5TCQVnZKILMbPUm6/PBFEPhEJx9cNQTDl5scT9olHoVtS27N5B/mTn6BfnNj/Rc34aYr+XLOa3OKPGrw6xnMhB6eRgcBXIc3XK0bzc8zWkjxa4HYlTz5/TJto7sQ919M519GU5u4ed7ynyFYk3hQ1San3LWKscM7wvu64yGe49R153eNNZ7QZ5Cpj1J+Taw/98JIhTgnHU/riDUkqMeMxTqQ0VY/MBZ0xZHJKuX8NJqRfbxG9jy0C/Ktz7GnHxJ/gXd4QP7+hDEZsGaiaDTiYiwC/KXDG4GQD5AxbQ3T2u/scGeRMuxC3ukebI4m5hlGAQBGlkvblGrKE8CzBVDuGbUV0McK2DSoZM6wUtnfg+XSrDfH8E1QCZr/GSY/2eEDYC3TpaH8dIKcJ5jt/XOV5yPiS1a0lyR3K+7BH82Yzhru739HpTeb/8Ebze77nPyK/TxH8X//BVfwH4pzTQoj/Efjf+BCR9D875371jyzrnxxSSJ6GS3a6pDQdsfSZ+zkHXf1OYexwLM4CQhVwWNcoZZmcxYzGLU769ALEUOPFM7reYix4UrIYeWyKAWPAiwTPn4SEWmAVZGPF7MJnMCWdPuCcIfBGBGry99rd97bnTf+K1p7Q7h5tLcdTxWN1hmNAuz0T5twKwb+t4mNPEdUGQYmoT5S9ZKxDRkFMKEMSm9G7EcPFjNP4DqEFJrYcxHucPuDbOam9gqBEtkd8BGPrQ1eRj5+i3UCv9+x9H0VKL1rW/QpfCCrd8sp+wyfxBeMwJVRLbm3Dq6YiEDnX3mO2XUKrNIEnUa0kUxnCehTtwK7/kO252kjGY0ntatKwIvNzVHXBNOt4UAOllrw69jRa86eLDDiw6tcczBGlYuJgSdHVxOrDwcesWTJ3PTf9wNYtmKmUsh8YO0VTSJ7Fj+ilhz/+mCcS3rY9e6foq4Y/TaCyb+mGtwzmgYvZFW0jKft7Zsklb0rBMr1gkmS86L7ikT/FOEOM5Sz2mfkTAjdiokI8PIZA04qCo2uI6o94/bbF2BVJXpBfRbip4qGCrm/4fHRBLKBwij6uGCR8fpWhTUPqTxjYM5cJqn/ABBPyyKOvjthmzaP5Jac+ZS6fIscPyKyj4Y7C3lE1Ppezp/R9xJfHhlQZbrKcRRKxMS3zPsadBIsvQvpc8G0FxhrGfkluHSer0drwpbrjRxc3DNojmGVYY/l6KEkqn6k3I7MDN2HKoX2Nc5Jv72ter1f88PwjAmfY73z+9OnnPLgNG2N5lpzzM/+K+2rH0Ec0ImelHVVZgVCUfch/cfUp+nbHPJkhPUl/rPni6pzOtpynA3aesjoMTCcZ43ODjAveHXb09Ye7+UW14fnZjPzpn9EryzEWDGKN7juEGFgGI+JAse5OBMZDCY8kDulzH20t0hOovmMkQSpBYh1WeTRG4w4+W63JgpDz2Tk2z5h5EXNSPO3zxj/xdBnw9vgriB7RNQO26Tlw4nRoic6uudMviLyINJ6SyClRaVHHW7BwfXHO4Bwu76jLPVb0DDLGxiFCxdhVg9daTNZTZGvU5ROGRYhEMI0UXluyDt5z4T/GUw0n1+Ir2BzXnJ9dotc1hRcjooBQKLZuxyRZ4I49w1Kiy4KmL1j4U4r2Hu1iXGjI8s940+xw1idRljQZ8zwMqIojnkmJw5BtHbMNUu4P7wk0TJMzPk8/RrUlSTnl/be/pL6/p9YKpMezH3wOxw1+bAmClKqbs14brrMF6fkJczrSn0rsscRPxmy9W8jg1FXsi7fM/Rmfz35MsdLs7kuSKSwmMTYOWNeaT84ypHR4hwbLCHWvmVsPPVfMZ1fonU/RD5SHkHho8Mclo8kRzxOU+py1KXg4nHjbtCg/58obIW2DkD3LbEqvQ6p0xKbXzJ/l3N2XpJ7AGxrqoWGdS+Z6TFG9JZo+ZxA1fdnxeHqi2m6xO0d2Da7eoV8eufzxc15HDa7vEV5A5zpUZ/AJObQ1TfiAL8H2llCA9XqstngqxaenF4IwCrCmJU1ynPY5vu1xClzT0lnN6o3g2Y+WqLBF377ENj3y0qNpKrwo4WyS0XQG1cdEkY9EEuQ+9BH1qWUSpQxG0BiPO+mjI4XyFGeZJKsFo481gY7g6FH4JelP5gwHj6C9RQ8lZCHblxXd7sTs8+f86hcnQutwbU0wVkT1HhVoduZA9nSManxEo0jPOwwh2kZgHMfVPTILiQTkF1PCJOKkK8x7xTCyXH6csnq7xw2CfDYl/2KJb3te/6bChQEECd5gOE5ynv5nN+hXL3Bqhn+zQKQhMk2IvYbTVyusHMB3nDxF9/GEh8MDgZrwai14+LLFBYqnozHpuaFvegJxRqJHjDuNHwVUxw2F3dN3BURLwonHZTqiFi1N5DFOR0RhQNnUCCvxtCIQNe3uDhn6NINDOQUPBVQjWt9SiI7WQTheshyNaY+/wp0cuZmhip78wqP59lcMxsdLQtr1a9Ae0k9oRUWUzEnjEcZIssjD6wTp5Dn9+oDWBlcoyFLMfoKXLxGJQpqI2DsjXwZE9ZHaVUTCIncF1hiEUnywiQbxdwy9ubIiWpd4tcWdBlxzxCciTAOG+ztEkOJNQtyQopIYu2sQsSIcJ6jgksEzBI8myCTB6GvadUOSx+ArsB5KhQwabO+jK+hOS4LrGenM0duYtgsAR99a4uxDc8JfnOGMxex3IEDN5vjL5X/wPtT2+sO9Yv8fboJ8z/f8Q/y9RbAQYuScK/hgivW3cM7t/mCq/j1wzv1L4F/+Y+v4p04gPS6Cye88W/g5ndXsTYXDkcuYi3BE+Nhndi7o9gKcZm9j7vURIytiT3IzjEn9BCXBWMhjRRwIeu14dhFxMQvouw9d2iCU9PrEsf32Q8Yc0JgtmX9NEpz/nVorc/rgyOsn2HiK7t4xmJI2uCILJyAlI9fwxfSSXdmhUPinhna7Jr9pqPffEAePUUBTtSRBRC3AasGLZiCMJ2SjHsyOU7dlWy5pihOCkCy+5mZ2zswrsf0JpzsQH07qrZ8gvIQsyNiVW8whw+iYJ3FCH77FuoaxP+d192Hcz7mUk9P8pj5x7l1QmRPPzxNG6pLTKUBIyWSqqIYO6RkeTRXHWjDJBIvJAjvUlI1iHoSM3IS9mVIPmkWYsC62+JzwvBONLpGe5WZyjdYOrQfOqxH7zZGnl1O+/LkhG1/zImkY6Zwf5QmDN3CyPXMxZncw/EW7xoUJhW/JlOJN/Yp5olHdGSkDu+5rFulnDMEVptacx5LjUeGNJZ+EN6DXzOSC2g6MVM6ZAE4nwrbEdvfk00ds64JYPuX1W4d0A0V/4HSK6W8V0q+5nM75cutx28Y8DeYM6pbEAk1MbwZEMCJxE1LPcRZplKnY1IY7vWeepzgGMuvxzapi7xSfLs+pmxfYSNH2IYPrOPGKRfoRj8yIR0HKqvwWWTlynWOM4f/837f8l//DmJ83b6lFTxp67BUMwDxJOckWaVp2Ysd0NGM/1JR9ibOaYz9wV454NL5g867jsHuECSxNbQhUgyCi1wUXSci7fsvX+i0Sy22751xd8pPsGbuhofVGdM0eiyQQitYG3A0SYTzKsmcwLY/Oc+xwIlQGb6p4fH5GVHpU2udiEfCw31O8rej6AU96DMeWs6nl/bYgD6acqgExXTKJHIsMvu2+4d3wc5JwQuYSPk4e0YagZpafv9mhZymL8Yi36/ek8ZjaWUyaM+sb9rQcu56ibvDTM5BjTvU71n5JmIc8my3wXEMQnXEoDHbmY2cxvZUUY0XqJvj9Duc7hA64bBvK7R3DrkZIxXazY7SYMlcjJvMxx/KA8yRd54gbxa5cE9U1alOjRp/x5eFrZPSI2nm82B95Hs7xJ4Jq+A3LyKer9wgxou97Xnfv+OjjjzCVQsoAfxbTHwd0FKK7Gaf9ERMKlIxxqaOzJxa+opAh66FkcB1L36cx9xwHyd67hvpIEM4R/Q11ExJzxc00YXd64LD3uWfED0hwb1+T+RlmtKDfHomExD/cUUmL1FP89RFz3HMTPmFddSBuOTMJ63cP6LrG/1Sgq5bzcU6lYkovAE8SyohBOTwlENIn0Ttu5Bgpfaa9+//Ye7NdSbLsTO/bg82Dz+5njDHnyipSTaJbrRZE6b5v9Bx6iH4D3ekVdCvd6kaAJHRDTTVJFYtVWZWZkRFx4pw4k882T3vrIpJVTbLYLDbRAijlBzgcZjDftg1wbNi/9lrrp1hraqPR7g6x39LervGSGDX3WD/WLJcx556PP33P9uaGmQ553x0ouprF/CcEfcg4UbjeiNabMO4ipsWWMI3ZeyO+qmviZ5pXsuYwlrjNwCcvp3S/eIONI5rWEE1OObgNw9ATnKWILkekiiiK6LJH9KlL079H1pZZOOG5c8LGbjBSYo1hFS1oyo5BC1ZPEo7bnkApujjn3FmgdhFROoVjRTJPoD6Szk9pugAnjdi/fcVkkZBlEjNUqNBn9kTDZkbx7WuC3ZIfv/xv2Ac5juuTxC72oYO6w70co92G7v0WWzdQKTzt4UYz5FCQWJ9TO6Woat71ay6YIZwx3UThnuRUfY2qPfLNDabNkbWPJKLOBe0+hw4qk2MnmkEqRufPUE9T8sdrpOrxXMHoxZh+FmDrgrd/ds9y6ZCMJ7yYT4neHxHVgEgKQq8iGnd0/R3tzGE8S0mcFOVEfPtv/w2nX/4IIXpk2dBVDXqaUOo93WcLkic+tIqqNOwKTSAa6l2DN45omwOYHrvfIeoFji54tTkg25B0BGUteL/OWPmKWPrYzPLwqzv0Scr0SY95+IpLEVM5I7SSpLM5zm2OGzq0hxtEHyFXC9J6xJB6PO5yRlkNgUffQ+KEeJ0g32+RTNhut9hAUgeKbbllfL7AcELXlhgcTi9XeLLEWbr0bYvjVgytxUqL2DfopAVzR2d9xnlH0ktEMkbMLexdhmrPkFfIkYeIQrqHGuFIhAvVqGE0d5kHCXWzxjQZXQSdcdHxCGEcrAL3t5R+dYc9Tu8w2k7I7jfopMetQLSCLm/wz1NMldFtLcGTp0QvznCXDtJITOXSH/fodIopXaxykLpB+QrvbEl/MCh3RT+E9NmHDQfZC8qth4ND638oa9NaoN3fbEgIrfHOL7Crkw/WSOrvL1pN22LaFum6YAXtzYHhWCOEQM0j3NP0h0ZaP/AP4j+0E/w/Av8S+BP4tS3sX2KBF/8J5/UD/4jQQvHUn3NiRhggkL9ZpF3PpWDG7fWOV+aBemiJEh954fCu3fCp77KaONxtO4wFR0tWU8Vy4nz/+98scGW7p249tDIo1QKGqtsA0A0ZQmh8PcXVKfDvGaILgRNMcWSN0RonPGdbBWTHhshRXCSCaJhwXJcMTcnFswTjH6kyhT3ueDm95Eo8YkxI3wcsg0u2xZ6+7PhCxfTqCtumvHl8JFUx1g4I4fCwf8L8yQVeCmX2nrLJyGTOvnukFild0XN1X1E0PcVg0ZXg6fgpp0mNIyNu2gOdaTkPznisIu4ODbEnuYhOEfrI5YVLWys2u4GhE1D5BEHNccgZhEQHPVXvce4t6P0brMo4kRNEn/BUOogeNvVbfFUyTmDQMXfVDmPvuJx9yqLz2b2tGK8C3jxsyOuGHo+TJCHSB8rDLfsq5zz2CYaWcDZHVRFF3hMGmnhsqJqczdDTGHgRzlC6h9gjMpL6mLG+6TlZfMzNOmc+C/hl/oBxK5QeOPGeY6qcQo+4Gq6QYchMWi5Gp+zW4CufY7vFdWJqBuqyww6K2/5b3PSCff5IPk7wZEwSZCROxNBN+ZPX73k2S5GOg1trdndX7IaWaRRSjY4k/jlZbZmogZAU2zUMVnOVHwmSiLIp0WagUC3PwxO2hztaDggjGbs+fv/A518841g3zHyHxBHkfUZtJEiXVTjl0AZcSMlIN5wtc+JqIGxC3ueWQz/wxWLO7n3H9SbHEZqp9ZCF5tPlHIzLzE/o/ZybdkNJgUSzkiO+WR95IZfMvSl/Zgq8cMpUafreYaZn7I8lTxYDeys51A6N15IsThhEx/siQzg5pTvQyTE6AZtbHCmRjgNYHCWxTsSzEwdHFjTzmJ9nNZ3rsrQlYznDOBI/8BklLq694e2xZfZe8nE8YatrlueQzi/YbQqcaYhWLcf6JWG0xfMOuG7ImgBVdpipS6hCroWgaxxmykMHT6j6a8wyIG8l0mqOSvFmd+CL2ZRGHlk/vEY2FzS3HYn2yduBQLtEDJz5BXX3HjjgOZKlf0rzy4xOdKTjOa6vuHk48jR9yX7rQHNgsRiR+hZRdEQCQhWyjC/5NtuiBfTKsNM9j2y422n81seIATOs+Wh6DkXM6TImTxs24QNTfc5x/zUrf8lRLrCyxcoB1Z8w9JqHruHZ6AX3Dx5X94osH9AC5osJJ3OPo+kJnJi87vHdCcmwp5uNEUPPMFRkxRbv0894Wz1y6btEVUEYjnAWEd9uG1Z5zpMxlMmI0XLBrqgpbgrk6ZyT+A+x2SONLRmfzViNQoZWcni/Y/Ng8RYJ61+tKXJNlHosn7r4UYpwM/QgsXlJ7KXYIcFUOWV+xDYdVgxYUTOUFYkjCHcR3mbEphmog575xTmBd86dm/Pmcc+hGci1YVuU9FozVx5vm5aLJ+fURc3JPCV3X3KobjFCol2H0Imoky398ZHezYjsiEZZHuprups3vDj/gjNvSdEfGKsEpOLtcE/o+KymZ9zpe3Ym59g1/Mg/Q5kbJj96zqSJ6Oo9YfQSKxxcu+D2FzU6jGnWD8wmASrQzJY5JZI8sHz0X/wRw3cb2p8eWCZj7CwhOPcwSYPIS3BqOlz6KCSIPNpG4i/PEIXkI/eC7L6ncWr6PMP1pujRjP7hCOzoujXO8cDQnNJVDXYwaN2jGEhWM4Q7wgyG2SKm73oOmwOZdehnIVVwSvJiStHvuZc19d0NgRH8k89OEZlDeNTErUZ2W9rsGnqJvnhKa+7o+4Ii63HlGjX5lPpxgzd3oDpQvFqjlytsf6TlkfpY0J4nbOMbwtmn5G/H+F5MaCCIQopNjRvMgCPJ1EGait5aykOJ7yrOlhFeWdHnlmQ2xzU+73/1lo4WLiz5wzWpiKB8JGg/1Ezp4ALaGbLYomnwT1L2f/GvCZKP0OaMqs9xeh/lxHjCkgwJuvUZR1OyZMS8MNR9yVIFBEHLZvfvGGct0p8iZ6fI2Kd981O66zco5VJXHcrxkcEJIhijmyOOchhpiUYzHPaUrse17RiPpvifh/j7BpVGbP/NNaZscUYOzmRMeRMSvexxRw7++BlDc0T5e3Du6Yst6Jzg8hx3HAEfLCDr0iDlQF9uadZbzL7BO+wRxwq9MMj5FHcMepRTvR+QiY+a5BidUd1bxKDwZh8RfPqE/r4FA4IA/+QJ7qpGLcb45zOKbxz6vP21EkguPHZZ/6FLtQKlYHbi4PwWL1+hf5eE079Jt93Qvb/G9gO4DgwxtB+EtAX6uyPSVTiL5D9q/B/4AfgPiGBr7b/8/vv5/3vT+YF/zHjyb0YojbFsNxFd2NHme6Tj0XQedaXQriU3DaezlCRUVK3B1YIkVMi/luK8L3p+dT1Qdh2+4zIeTxlFNcYe6ZoM+X2jrmbYMeIlrk6JVIIvfOrvLY8cPcKTEe82Dj9/+BZjB1yV8jCCP7wYM50HdIcObIdhzBB+SiJzuj7iuZ5zaFOETHCMx9ixKG6oHu/Q3jtM/5RYjLG2AWAwNVWbU7cBlWi50pYeyXX9iNAuYpA0+UDWGQJpiJSDLyW6hblJGBg40ydY6dF0c7Jm4NwVnGqPx4eW1cIlmFh6v+B0PMLNRwhPcxhaiqHF8yRaWeb6FMSe2u5pmg23+Wta4xB7X5IXJ6Qa6iEnM4qybpi6M0Z+wm17R9km4LaUB4/bvSByJ5jB4Nmc3e5XhI5glhi8pqJvDU53QVZUbOqGiQhwUfRCgJE4Ehrb4yJwjcfQdTSNIfY0XW242j+iXcHH0Se0/pFhqJmqiE1fU+mSva0YBVO+3v05n0aXuNohATo5wXQ1sTIYFJ2oQWgGVZKOPb5trsnshkNXUGbv+XR6ynLmU/U5Seeybge0EyP7I31ZknoRwThGr2fYY46wisTE1H5A1Q7kAjw9Y+wGuOIEp3dwmjvm6pTcDGybHiOuOf/JCW/sPYfyHWHis3KmXLcWz+kIw5yXtsNTPX6w52r7x5TWwUku+FFyhhITnpqKh2bP2dhgaMm7Bjed0ecD0QTetTtWcYTSLYHRBDJiGAZGicQPoDq0/NP4kusuY1PXjLwIR7lcjiHb7xlKy/l0zGzVktW37NwRS2dJa3Iiv2Dkb8j6LdPxHHPeUewrtHDw4xOKrmQ2LsmQvMl+yk6vyY3Hsdty5p2jGk3dVVTNGiUb5uOX+HlJlFSc+A5DndNYj8GtUU6Anzu8er0mnM6YjWJ2heG63LMcDaQePPQdUsPOHCn6lk+dS85PQ745bOg9w3lyyfvM0IxrruOASecQuyMO7yXXX71hdL7k9MkZTW84mWru8td0OqPiwElyRnV4IH1xQbXPUTqkuL8nOfmc7ErQmQGflKSWjG3Nvi1onBJ7v2X24p9g4hVlULG+7VFNiFse8Bc+j1ctXqgY6QRzbJikDidnMUk0kEcAACAASURBVD+XO8zg8EZJlpOXBNZB65BbUZHVe3Q7oe40F6MJu62g3PY8PnRIzydvLc66Q2mF5zdEuzX5N1tYTni4vmMaK+okxfMTxssxRd9xoiWDUzFe1Ghvw8x2fKsVOpA0m6+YzxYcbhMi17I7NsjEcnVd8QfPnhEHIzIecaxG7Etm0xXt14pEN/S6YT6PCJOQGTXaxqjxOf0hI17MUM4TdncGx9W0vSJZrgjHBeHgEE7nOJuAr/73DXXZs5zMUStJbjb0Jy5ZmlGpLdPZU746VIhuwA8148Bj/ypnCH1ePInpuULc/4rn4wVDlOAOUHU12e4d5c07/CAkHiWMl2eUbYbvR0yLhLw3ZO4Kp3Ggrfl9nqIrh+27gafTJZfRAmKP4qHDP5/yVtwShC6qm5B1inl7gt41XH4Z8P7bOW4S4MSS6ZcB5fwRkQVcpEvKP9tS/mKDNRLhF3Q/yxj/8+d4kSCvGtZyIDlRGC/94Ac8m/Cwe8ft/jtuRY0i4DJ5hslapMyI4pZ+feD9txkze4IeBhy/wbl4SX79lrZpiRYab5Ry9SoEIxmuJceyQ0QOTQnFY8HqX0y4Ka+weQejji42rNRTElvCqxXmKKji9xjRQOTDaMq+Bs95gnQLvNgw0gserqF39zihot68Y/LyknUBdeBS5VsuL0eI/RtsEvL6u1fY9pLo4JM/9px8FLJ2OvpaMDpfEEYVLQ+obo+SkpUylK9eId0U02qUXOPNliTW4+I8RQ4lQWcwmyNq4mGqCoNGpho16hGRxFtMKdev6MoSpR8Q25iPxs/p5ykqSvEOGb7yaL4DUfvYrGYexUTxHLFq+Gr3v2DqgZmIcJ0drbb49glNtkf5Hqbu8YIF7eEGf/SU1gq6okLH53RlC8ZSOBlZbrD07LbvMHvD6ewct8wZjjlIDRaGukC3Bbb7EMC3Qw8o6rYg05IhtQSqx2nfM3QJbeNxd9XQ1JbQP+APHzLUrDXgutTVgSi8YP/1K8JljYhOEVGGv+yxeoftPYZqAHrItnjTFY6v6XYtKpDIk4F6UoMLgorg5SkCn+4w4KQK4UqmkURPFfVjj7TgZAN9LNHBPzxN2dQ17fU7GD5k/dFbmrfvcWZLpPcbd5H+UP8ggn/gH8TfGaIRQvy3wP9q7YcqeCHEGPivrbX/83/qyf3AP37a2tC34AQhTjDGfG8c3NYGRupDUy0gDhTx37J4dr3l3X3LYBwcz+fOwjfrghe4jHTJwot+fa3F0PRbXJ3iCIdL7wXb/pFyKJh5C4bG4y+2r5FoHBUjhObquONJ7vFknCCEJW81r9aGV9sCLSTnZ2Omc0H2OBApg6cFY89wPJYASAseNbrpsX6AxSBQ1P091dBxV1UgfYSESho2bcHK0SghAMnEmRFJQW8Mog2papfGyXDMGUUjuH0wbMqBz+dj8qNgP9SYnebpJCb1XJCSpgbVS5b+lFxppNeibUBnLY3dsG3vcR3D1J+zKxxi0aC8AW3ntEHJTTVQ5wY30XTWpx0GDsrQdXvm6SnhIWJXDkwWHkrscBmYJZpWNeTCo1Uxx8c1z10Pp9c0bcvDwfL7Jy+pm1uuDgWdVIy8Gduy5LG8R3c+M/8T8n3MF4tLKnlHpw/supyFG2Ot4G7oaOuSzhqCckdjBHlvcbKBtmtJvTFdu0MNDS9feNTuhs0w5q7LqPWezuZU9kDeNSjl8Tq75fcmn8BeYtYNVgVU4QkzN8G1Od7ohF13xtdf7Wiymt7U3EUe/9nnz1mNMl5nD3g6ZlAnrKuBcxHTF3DUFRIP6jFiOuaV/BX1g4BUUR7v6KKKJU9ZqQllW2Hrt+hpxKZ+w5BVaLdH2gOlkHy8ddn+6g6Zb+moUYmPjgNOAgcVn1PKhrNxQBSBP2i8QZMPOa5xOZEJfX3EdUOkDSlrn65z2Nge5fUM0qGULoObc1u+5t3XIZ9+vOIqv2cQNce65clCkNmfk2gPJRy0GjGaLcgLge1Devse5adk1lDWJRM/5kjF3hi02RK5JzRdTi9bAjemVw257ng43NMcFFM/ZjkoRC14zO8Jx/DxHyQc+xsGazgPHBbG4VsnR0qf3BbsmwOX3jPsvcdPN1s+nSx47i0JXIf3+RrR7ZGBw01RkJuM836M8MYooRBZw+6X90yXmmGV8m6/JvAtMvH5RrxmvohQfUoYzCn+/IEgHeHblOsmZ8g0QoETKOymZJT41GlBUzZsvv0Gc/4Zjppw6nS0dY1cjdiWH2ze3KEl3Ajuv9rhL1xctefydE66cHl0tjjaUDYb5r7kxKx4aHuE6zAOBrZFTn6AoVCEjoOjoAgG8BTGWM4nLt0f31G/r3B9n+TFOeKw5nQqQSmG4x1undNQkR/2eE+fYdUasX3k4/NTmhbSZ5f0g0u2qZiNLkguLtg5hpPQJa3HXO+/Ze1Imqbis7SF7opZdML9nz/g+C5WHOlTw/IcDv/bO+JlQBAEiHcV/mogCKE8wvRsgnF31LVi5k6wJNgmIIh6Anzqxx1KKFpTE82WzLyAN11D7FYslItIILCGwO2YvpzysStprv4U6gHXPaOvG5zplC6Hw81rbCCJPvkc1bSo5QX9cGAy+kPazuHKbGnWe0Q64s3jz5ASTvSMJ8OSsXbZ3dyzrR6YfHzBJtzyKluTY4mcBSsuKMuWXV5ychgzTTacfbSj72OyeMdt/zO4MuS3ks/PP8d5LL6vu8/w44DwNMVr99gebKyQpuf+cQteSZdsGS0FN2+/RYQRNpZkpiCLDgwiIPR97G7L0D8yWT2lvOrw0ynmtmT8ZMno808Y2hInGXG3W9JmgtAodq87lLbMphMKuWE2HuE3sLs/MrQ9iXXxnT21bkiqmPj3QlATincVfZmhPUnm9VT9lmTynOqwou0s/ZDgprdkxyNhEFFt90w//Yiqt4SJQOoAUd6z6wVeaynblkkqqTcVdd6gfY90ZDFCQdFjP5mQy1+i1w/8/uWPKb++p201bV0TBJL2sSLxNekzQzjsyX9xhXy6oKtqsD3d4xopQ6RTYT1D9vpPccw5QnYkT08YaglpQB8aZNgjxy9Zvuxp71q6bcGwl5i7A4euIBMdy/9yga8iPLdju95iMxdnPKbJKprKo82qDxa5x47w8kcYGSOGAu2GZN+8IzyJMWnH4/otOp5hTE8y/zHl/Zr6+AZNip549JXBCFCORLktQhuqzdd05Zq+a9hVJY1KqfsCpGHmhczzI3frlL6zKG2R7KjaA9HlE/runk4pgtFTjA0JLkL66MBQHVC2oDc1WkN9bTEt6Egj3Rxre4LnKcGzDkNPpl6Db3/9TlV670h//BH9rUd3NOhQ4qeS5r7HUx/e4brdgGkMyacBQv72Pi2/K6YqfyOAAQQIKTBN81dEsFA/pEL/wD+M3yVP4V9Za/+nvzyw1u6FEP8K+EEE/8DfiXblh26BjcvUD1jXH4Sj4wpC6TFSwd85RtkMtL3Fd1LuMezrDLD0vcsWQWNzUi2JlIcjNYbfdHsOVMC5+o0X3Zv6CMJHK4vFfP+BurdYYSnkKd8+bPjl7Q0dA6PRlKvbhq70GSWGpttx1Pc81te0Zs/5eMJS/5iiuqIIRuTWQ2qPeljzZLKkUTWbZkM+FExUjG9AI2hMxzSwKCmQRCQ6och6hF+zyVqqTKGCBD9ueDrWnHku7gDjWU0wQGg1vegZ7AB64PxE4PWaN/0WJTuUFtzlGau9S9hJ3CahcVZkpqJvR7y69ZhFDmk645lMUHLLMtXsu5KH/QHfl0Rxgwkzqj4kjROkdHEnDkIH+KElVyXX1ZZUJVS7kKx3kW3L0pMk0xGFY+hRHIVkHnUYkbOuFFIciKSlFYqs1lSlwBYpL36SUso1Hhm+sAixQMiEwq4ZBSlDc8CRHtJ4VE3FfKUI3ITz5Tl1fUOiGpxiTr3JuTgdYUXG22JH7Dn4QoEaiPT3jZ/MilHUURQ7DrtrlFZIbZlLeHOzB0cyaENVWJq9YrsdE7g/Yek94nuWkRUkmzGtq4m8gH4I2GQB++NA603phpLRqGXkj+lbTScVK5Vw/3gg0gUjN0KIkK52aU2IGiTp4GLbEcerOzzdUg4VTdOxcBR+tGD/cIu7aEk9yToU/HnzwEfBOTMn5l31yBN/weogaB5eYcfP+PrBsBgrzhKXphPsdgd+3vkMh5KyqRlFMAwhb9/D7NTBDD1598D19kgaN1iZs5SS5Rja9ozEjvF1Q7JwkTInGiy6LWlrGM2nKDdCiZ7BamrjcRp9jLQR33QPxHXA7jZjEJL39SN/8Oz3OBtpymyPiS1vujv2bUvXt5wkUz7zAr5QHo+2xipJbANGreLr93t8J+DQWO5f5xy7lmA1EI1dRHVkNZ5yVfX8wWROXxV8/C8+w+t77nYbnBOHQ9iziEbcFhknzhJhDIm3YmY+o3rT0AmP8HwCmWGpAnYYoiggHRroGkzbMWHBVfUKT3W4pqRYH9HuEgrFSkWsZh11YOm+3lI+dtSpJHnif/DDfrfnKp8iRxGfpy4fRTPyTUec1yx9jy6v6c1AOPH4mSmwjo9wenpRYY0i1hGxNOw2BbHvI5yGza+uSf/zH+G/dDHugW5/Q292IA9o4aF7B9/G7PdfodwFoXzG2nfQP/6CRR0yPEqa/RaVwyIccZdpvJniUEJzbFAedIFEFxl6vKCXGtNJ3GnE+NmY2FnDyzF9YfHaFvwIcXgkeTFgnUdkM0EOAUNgCHHxVMKhO+KrLSZykP6Y0YnFxj0mf8WoGPNlcM6f93vSeM67MkOqlKxWjEIP890b3EFwFBVVvsfuClb+OVfrN4wEqLbkmGW4DAg/oF1+xGMXUhYFV9mGpxdnrB9+Tp5vsa5CYeh0w5fuBUkQsW0tgx7YDxv6SJMdW7LjI4XT4BVjxiufup3R9RZnNEKNah6P94hNR1O7SAvrw3vGrcaLE1SjUY5AmxpbgZytyN9tuBFvMV0DBhafnXBlXxM8m1E/GEbCwz8TbLln4SyZ9T7aXRHHI1SkObiaDoknSsqHNdqtUKMF+2PE4y9L6o0geTaidwccP0TUgovxAg455faO9vqW8DRkuL9FBpJW5/gqpV5fwUcgygfKr35J8JNLdrc/x4Q+W3eLl5zStQE22uGXOclQ4/YeBAG7xlCt75kHMUV1jfEdciNwPI3Xx7hiQiVz/KVL7UniiYvf+tgk4RtdcOaekus1SX7HiSfJQ4tSim67Z7ANzXGPc7mg3xyBgeLhSHj5HNtv8IWLF6xorx7wP3lGMF0ikyW5cVCjOXEQUMuBIa2ph46Z2JLVGwYWDJ6mbQShFzJIgY0Mddmz8i8xzVsKIQiSObKfUuYxZeeh2zFC9pR7gRqP0eOnNJv3SLdkGDb0ZkO3u8dPT+iMxTmUuN0b0tMp3aahfbxCRyOkslgsUrl4pzF9d0X1+FNs31G2hq46IIIlfd1hfYd3taUaMr575xD6cDE6MjR7+t17ClsgT87pNg7VoSU+iXDnNeVaYR2LJ2OCVUR5t2XIe8DStQYVpAjlIFyJ6ARDXSMdh8H2IL63jjSa6raGQmFrQ3HXIV0QQuKMFfZ7vTpUlr4YcJK/Xwr00BradUefGVQgUZEDQsD3myYMPXoRY5t/T/RKgZ5Fv33AH/iB35Hf5Z/620It/3FJ/j/w/xmKY8/2sadvDfFIMVm4aOdvRv+0FsxOHO6vWxbthDgI6JyW02nI0ovRQjEMliofEECQKORfiyI6SiAlSClphohAuwgBuRoIpM922DEIw9FUnDpjEjf9W+c98hxiN2BXFwgkFvClw8hTZLnDbRZxWwpEZHDpKLYd+80tderz+bmPu4y47e9IHYunLB179sIl1Sc8mw8M3iWbokSrhDR0edfe8/Xxp9R9hS8ipsGUFPvBj1jn/OTsnOwQ4imBHknqyvDdtyVW9rx9rEljzR/+KKHmnmxYM28VJ6omDJdoE9EJByk1vquRbo9oPqQcF8PAKPdY35Y8nQRYZnz3estqccGb7Q4tFMKCpx2ajU/i+OT2yMFuaaqSWCTEwY53zQMXozEb0TN77pL4gkA7DFHK6901HYa13XO6/ITNvUJgCJTH42ZAKIHQ0A6Wu8YycS2bw5GRjPjYPaEYdjS2xB1NuL4/Mn14wt5Yni6e8r46ssajQZJ3CVE4ZRSOca1hoscMpkFur0lVRHP1HW245KoM2XU1g4Qn8ZRm5FIHO/LmwCKOqbuB83hKEMDxeMMwmqO+G4gGhacCDqbB96dI0SAxRJ4lVQEdklb0ZHnNYEbEg0YLgZQN7faR4Olz3t2V5H2Fmo6pXYeiy1iOoereEPoL6qOPngys8zfk2hKMQbUZoRjRSsGHJfUEb4jJuo68K8A1pK6D7TtmaUd40mPDFjc+JRYV2kh+mb9m5Y35yJ3g7Ct2V9d0IuN0suLZ4pKv7nakniVvWpQWSBRtD2WjWMULjpsOvx1Yrc54lf0c0w6oUDLrYsrDN+SmQfUV0crQzwdwHI7DN5i8A32CkVsif0pWZdRuwso/pRk8MltwKBVnniISMdV2h3BCpBV4UUBRt1yOFrw8jblq1xyqR5Sj6UXGpmvYehdM8wdORktcN+Vn+ysYFKoTXEwm3D3mqOJI4EXIAdbbgn92Oad8uOZFOkKphsrd0UiXbmTYui7KN6yP7zhNPcZeyDBYIs5Jys/4i69d4tGUMDpw76xRkUNSpkx0SnlzwMaghMIYQ9+1hF6KF8X07oEn5xdsv+qZRC6Ds8U6Lc3Q44c1+qXGmy3Yio4imBI6DmE2MN2sad7k7AKoDETBnP5+y2bIiX2P433F7z19yVu3IX8nOTQGTxl8v0RFlrcPWy68BFdavFChmwGzf4Mz6SmO93RND+kU3ypiq2kO9xgGmjQmHwRm23PY3OFJQSw8hlHKfnfLsPuGJ2c/InIbXA+cvmMaKPKqw5kqVsLl4z96QdsEOJ7Ara843m0ZhpLgdIyTXkDX09o1++sKFbYUlIynTwjlKZKabX5Na0JEEmCPFaNZhWdyqq5iNxzYf7fmo2cX6HTFY1HzLHnKvtTk3cDcdTApPBzveTi8xcqe6dkpeZ8xDadU2Z5x7yCGhmqoSZIJd8Zn/dgShQ6IkIyGxvZIbRESJIL7/B1PxmMwLZ/OPudGbwk8j0YGxKqgkwZhO6Q11JmFtCY/1Ij1e7ZlTevW2PyI9ka4qUMlDlx8+Qn1bU47UyTOBHaWzoR0rzuckwSxk/hBhA4jGuOQeClmNqBaQZwquvyB02TOJ85Ldt8V5KrH6WeYo8GaktALaOIR+8d7Fi8/Q0Y++3+bkZ6MyG+OHB5L0iVQ9sSBj9AOagWj8xnJMEOKgubtHe7ZjHh0yeObB+S4oZ/N8SdT3OWcqrultxVSGiK5ohp2JIFDO/T87O4rlpMLBitJx5/T9An+5YBEsZr/mKLd0cgP3ZLNeka7heVnE+5++UhVZtg0ZDR2qEYOm0py0qSMgk9p7AF3lBDc3pB3B4QxICGLDGrcEU1GBJFEac3653+McjST0Qn99RYpNTYzBB/9c94OkuO2YtiWELfM04xRPUWPJF13DY6H8jwGpXDOF2giAptgHMvQbFFeyp2TYLwEZit0NeH9rWRx8RleeEO/z9GjFSb+lDo70u477DRAzM6xzrd0rcZLVjTf/Jzy8T3eqKW++4pk+THOckz79grhj9DpEnfm4F0o2sN3gGGoe9rWIITANhscNSdrBDaMKVqLki1l1fGuyng+C9HehH6/xZtYZJqQepcMrqDkFW28ZarO8AXQRSjVIpwG2w8IrVD6DOVJ+vdbbNnSm5q62+KfzTC+i21A9D7tZsB1oLj6UDtsOoMdLPpRoVOJChQ6VvwtZh1/K9ZYyjcNffZBcPe5QRwk3miB2T98f5FFzUOcdMWQtQglUJMQnfh/v5v9wA/8NX4XMfvvhBD/PfA/fH/83/GhWdYP/P+UKh+4/q7BfB/9q8uetrGcP//tC9Jk4eAFkroYUNonSvWvBXNdDty+aair7y2KYsnZM++vNMQKfcViLNhWOaljsJWL8AwFBUrOWWiNtVuEkEi1wNfTv3XuEz/g989W/On7gfvqDk85fLSckkYB643FWBiswJgI1d3z+HBESYsWBpvt2MkHRkvFKE3pq4KmL3lXf8cpE/xgRdY7vF87CGnw6pqtu8OzihJJ1leYcs2P0x/h6wQrElxvyiqVPPF93twf+T9eVUgJm6rDYtnlLaJreXu84aOopzzcglchhlu0fU7rTZj5p4xVyH4of/2cjlAc1x11C105IggUsW85ZIqhGYEccXMwhDKAsiUwPfPQ4WR1zs1wQyAKiuya1EmQdcDJ3CF3GhIt2NQ1taOJJ59g24rcltyYnCaZMnMi/uL2wByHReDx+m3DeBpyKlpcK9nmHVIn/PTbkr43nJ+eEycRF57LvthwLb4lOT4nMRkTzyPTEbGzopMNreuQ9BXv9j+jyAo+mf+E4tstfS3YxxU37TtKt2PkjckLiRYznsWW++CWuq5ZBAGWiFm8wNpH/q+vH/inlytGpU/XwmJpuBXfMom+oDSGx/0dsfCxnSb4BL4+PDKfO5RRge09Fr6kyde4hyfsBodHBlQPq6Fm6DuqStJ7G3ZmzdOLf8Z46PjRckk39AS+gytqkpGi7gVNp+mGEEedsusOBIOG3hI4MA4FJuqo+lts09PUj8TS40tvxDqOiK3LLzZf81RNieKernZRg6A51vStprAOhwwWo56XicufVYZIjMiPkqHrmPge5kEQORGZLHgx+4g+uyJd/gHaDvT5I7F+xrEb4XcNNj+jtTVO2PFJ9JKNLNHE+P6MbWtZm5LMFCzdJdImrNyIq6bClD3K9bBVjagbysOakxdT3njgFjlmCHBUyGAMtZFEUUreNoR+xn81/4Jm61JIh7BpcQZF33UEssRXEtf01HlF07uc6BEPtxu2ec3TmUPT3hGnGjM4yL7mzbrky4sv6JqKiDHf/cpylVmepSW9eEDlBhEdSJdThm1Layq8JMILPNp7F3VimYVP2Dn3jD2X4u2aoRyz3mW0JiNr9lRpzvSJj+wnvM0yNq2gKQuC+Zg/igTHX27o2obMARV5JEXJ3WOHDAW97rBtgZPdMj8NeDpdkh0t2jF0zpGmqvAlyEDhepJ0fkbkeniLhE3xfzKOz2icMzabjs5IoqQnnA8U1REVT3D6CHH/CjPUdBSU/ZFp8oLJkyntcWBkf4Xq5zy7TBHf7ai2exrVMl+csVMNwUcDYTlQ/utXHMoONXIYhgFnvWNxNsb3BxwnwD1WHGNLKyyts8YPYzxRcPQadFsxW6QUUcp86uAMDjbS+KKh7I/U+R2X+pT+4LN+aMh1i+hrDkiCxR4nkJyML2lqQRguUWLMeDbmoX+HqHzcUcB0Oia4fMnjjaW1HSIzuOPkQwdbz0PUEiUlSlhGTsw4GGN2G1SxYWVTbFdSBBN6saY0NX7jcumvMGWEvxhQRYVwPSbzMe+KW4SKiNA0pcU4DZvmG0ZPXyCFj2kSuqal/voW4c6Qvs8iXdAdtnSbNSPvHFWHHOqcwAiMdWjHcwax4v++yYg6F3Ht0MUJ3U2DTBLkZiB0e+LglKIOSUcjjuEHf+rFlyn5Q0t4IhmNHQ7rnqIydOsHxNuWxWdPKf0bxNMzkukJYq0pTYbTNfS95tE4fPLFZ3T3f8IkWtF6GvnoUWUZTtSTFDFPJ8+5Pr5DOlNG0XOiSUyzFWy/u2dbD4xWCU++/ARtoCsdnIuGV794g2sV2oNtdo+TCLZNiN8ZNg6M6wVpO8IufZIzRb15jZCGPgg4Boai+xmRcplcJKQHSfrppwyPO0Q6wp9fYnsBHWzaGXkjaXbvGYyPKQytc4ENDx+cBjyQvQGxJXx+zrB2yV93yE7B0KJmEQ+zga1NyYYaISRLx8VJO47XipBLhGPpyxDHRsReRz922BeGeOQwuCF9neEdDYk/RcxBEyNUg7m7xSxTRBAhaQguQkzvMFRHhHagBboBbQ01DvHoBCMmOINH5aT0dYcfQXloaY2h7iWBnhOfTFGOoB/F3Fc7hv5IOhkT2zGhCdDKo9tO0MGC9KMSW/UIEyDDGdofGPYtAFr6eHpM/crSOx3oAVW76MGjdwf+MtFuqAaEEDTrDul7dMeOdKJQ0d+vJrjPB/rc/JVztgUZLdGjEFNV/D/svUuzJEmapvXoxe5mfvdzjThxIjIjs7KyqrtrpmkYpFnAbhb8BvaIsAMRNvwOWPAHEBYsWLJsAWEGppuiq+uSmZFxPTc/fre7mZoqi8iumpnqma5GproFJJ+Ni5mbqam4m5vrq/p97yfDED2eILTGW/ydmv+e7/m38ruI4P8C+G+A/+G77f+Fj0L4e/5/RGt7brsdD/0RLSRn3pgTb4z/neGUc479UHEwFVVpEWGAqLxfR6sU+4G2Hgj+DXm9caqI099+b3Pf/1oAA9SFZffQc3r1m7yPwuQU0RsKaoyxZP6Y2D/hg4HOSTzvDCmmDIOgGTIGA9gcbI/0EqQOcM7SmC39UDCPPH70VPJpf4nSHaiS26Ej9iKoJOdzn/bWx3MBWngEWvJsHEJZIrOepipQ3o4wOaGqcnwRIL05N03Nav8NcEW3L5mInoM6IETHJAzokIhBEFhH6jQPdkekNVM9Rcv4o7OwFJTG0piBRaLwhg4/L/mBH2KHO4LYQ7sXtBufqsxYTjOqXHNT9yxnPlpojDO0lcUYMD2s9x4Jp4xVRolAq4q8bxFqwKCYzmPMQbE6VJw1Laehj1pYHCcssmvu7IFc/4JdV6LbE86DM/6qr+lNyNsCVGBRHPlisSCtQmzaEw+ar28fybKEbe3z5CQmUglfnEa8/VDT9Q2+jGjygNu95WLS0cQ5V2KC271n028JAg8RJMTJGSZbsmtXSNHjaY9kccnN3YYzEeK/nPPt7VccakMQedybW2QWEtZLYhcw8T5HI2cHmgAAIABJREFUewPHvmMg5q6KuRanMN4gO42NVxBW5JVh5ElGdNyEPmenFwjgdBwR25w/+OGEdXlP0RaISPHquOUkyajztyzlFwwywqgWaw8sdcokErTehKGThMPA+nhPUXvsho76UKKV4rPlktPgM273j+Cd8KZRpPNnNPdvGUcW6XLGn1yyCx6o1Zz9Y47OMoJI4dUNvhV00cBFNCU1ktrFnMxPiYYRrhKcuphFNmC9Gq8XxPXAZ2fn3L2vWWY+L8eaRRgThZo4eU4WeqzevsJ1B1pZMp9fMdX/EX/5i4JpH7GSDcupR5HfkC7nhGeGT9U5vj7jZ92Rr8oPLP2QH/MMt4kRRcZiodkkDV17g8grxl6GzGGIS+5/esPoJ5/RjS8Z+hw7eDinmHkThvCEd4dHglxC85aT5JQvr06ocodnc/w0JUx6UiHZ9Rmygaw/oX8VMgQxWlbURUlptswuJrhWo1yGSARznaGGMWHvkJOK6cxnYx/oPYEvo4+1t11NcimJ04Biu8N4PtGnI/RTwVEbpLYEdkZe3hFmgtHnAd+s15TbliiyHMMSkgRlJx9HdWFKaWD1eIenLUPdkoxSQivp9wUTAhKV0QiDFTV9bwj9HNm9wiWnrFqPrnXMk4xs5DESAdM/fk47zlixxg4Ds9GXeHzK/f/5QFvtUWFE7weYwSN88imBd0F2DDlsDBiBP46QErrqkbPLmLYNEPUIMSQEUnEen1OkY5ytqHclcfAtSvnkZk46UjwWLcO+ZXw5xo8tZWSwn8ygfYV3MaJ9ZyhzPgpErTnKhnr3AT8ICaceseyI0zFq1bLaPWJ9g+og1zua8GuW8ZjUT8jbkCj1MfkbXm/fMkklZ/MT1GbB+5+t6OyRbjJmef2HRBc9uag4ih279o7RZMlKSYZa8SwNKaodi5Nn1EoimhLXN3zy5Ev0caB7/ICLBEkZ0/iwLvYcG8NolPGl/yXHfyH55I9CgnjHcGkpykeaw8BJ9BQVj6m/fU8oYubnz8ndA6+KXzA//4RtVeN2FYkf4y01/bogyI8MriBwA159T7w6Q+2veHg84D7P6L2SIrfU+z17Y/jk2XM+/K8VF6cphw8Nh/sjFy9j0kHT+yF/+aomiBT9cGS8HHjxTONyw+ZRcSg1otphtkd0EJA+zDj/QUg+9ihvb7jPCybZKTKbcpsb+g8D5ZMETIzaObLFkvIIU5kQtzG7r/eMP82YXv0x+9c9ciOYTweqY0OfRlS+YnscKP/skfAsZTb38XxHnFokJTiDH0hKU7DQc8y+pX2veWsck1Bje8Pl7JJZmLAOjnRdzmxqyfoU6RSd5xPYGa4bCD99gZiHmF88MKy3oCUPuU+vR8hOUZUDLnDsVzULr8HMDK5Y45xBqhgpWkyrGDyLCyWqDzm2km7VYaRCn5xRI7gxW37yfEa776nuPuZ7x1eG7LQh6ZaEJ4b+V/cMR4u3vCbwl5h3dwzrW8ZpTHR6TrUukdpHGBi2BpmmmDpESoEUAzKYMjR7ROAR1iCEj1PXrLcCPUtIbYcxjsnUZx4fMMWW6SgkCEK6uwZnNZPkAicaOs8nliEjIoJogo4vcPVAf19SfdWCFXgjS3C+x9UfzaWscZh8QIg55sMB72mCDHx0FFPfDojpd3nCg8MZ8E4UrgOdSvyZRo/Vb6py/I44y0e7599C4s3mf6e2vud7/q78rSLYOVcC//XfQ1++5x8I6yzfNCu+bu5pXY91jjftmk/CU679BWMd89gfuem3OGDf9DQ9PI+XiNL/dTvub3yQ/Vuuax3VvzYDCFAVvzFEsM5y132go/tonoWiGnLmeoyvErTsMaKlOA6Uu4E4yFg1v0JUezwJOvOJL5/T6YrKPABQO8ejeUviX+As2KbEOcs4GCPFnFGo+PHzlPpYcxKkxO7IcLyl6beMxXNKdUNf7bBxSKMUi+gZd82BqlHs6oqz8Jz+2JA3LePrBUezx1R74ixDa59IwOAeCcUBQ89Nv8OTL0mTiC/P5ny7PWCGnqApyayHqjf41TumJxHH5gWv/+oOWkukO44nisuXKfe7ktBPeJ4ueF1uOJY1F8uY7BjxmDsGY9BRgPAb8q6i6RyLseLBHhlPPYynMUriT6bE7Zbi7p5knLCKHlnbLUUFHpJN+TNmacOPtGIlHE0gcXrKqT/ljJK82ZNZyfr+gbPRnA+bgTDqMCcev9rtuZpNcJ7i7OKa/iCxHYR+y3hZ03Rf8TxdUg01heux1qLaBGX2+PGUg6vYmkcyakTfEwmP5OSEx9jSWgF4VK0jnI3Y2IZ/bzlGG8W7quCvPjwSJjFr1xLIDfH4iskEULd4PQy2Zh6NSOoz7KrmiVWYIECEhtpf4Y00Q/MaUW75dHJC7vXoyUc38VBpplnEq287xumUOKhxbk/X5tiux9Fi+hpBxLG17I8O5yxSQzlLeLjv2Tx4XIQDu9pQ+gHJ1SckYY+fDXSTms3hAVf3DG1Mnvd0fsXLky8YNwfKNOO58DnRGTtf8+bbgjaJiccRcfuO4d2WCMPjocRkCWenn3D+3COSElWFFPcd+7ri5DLi4mzBRq55aFc4oFtJ3h62dJXgXX5PKBVC+KSxpljfoLM5dVagPYXqel5EC0b1iG9+VVAVFddS8fi/tfzwTy+5mGVU9Qq3N4wzhehKlPO5shF1OCf3E1IrmegJk0jz57ePlP2R6lAyVRn7TUOkxiSZ4bMk4ljBUBWIUvNyPKfZlTS7nlIa+hDScUR53JPMT2kPBZcaJoVB+xOS1pDffUO57xjWA17g88MfXfNu1/FuuyULQ6ZIhoMh8H3ESHFgjRMRQTpFRzFanFDe3WKjGttsaHYDyqw5C0d0fcyeA7kfoqenHAfNKPbIrE+aRqRtySgJ8OotNreML37I7qc7wj7kdDbH+gI9HVO0jzxu9yxGpzjrU7SWMJ6QpGDvDavTENPeUTWvENqn9VNsNyDnc5LJGZ3oEb6lrXymboKsTwmPDYGQiCRgmGS0bYHrDI+bJdw/IhuHdR2JsyRzSzgzPOxu8GyBbQY6NyUcjwgmiqi2RFmCXEhWOMaLEWqAYWNxe80oiGnPcz4U73l3d8OXn3zKeHZOXRtqLL0aOHMpzu2p1ZFqD8IbUGHI+3LFxSzEkxF+7XCFQ/kRT9JLdL0jeuwxxT1XlycMx5j66FG+7mn/wCNX71ltv8bKgZPF58Sjp7w7RlRy4FynnAQhu5mHaWu8oWPixTz+/H/HaxpCEdEMPeFjyIuTBbUX0BwV695yvfBwzZa9/JbWvsOPEmQXw6/2BL1ksvyc/Lahe1/jfXJGs/s5dm5o/ZL42Zz+4BFMQtLJmqCY4PcGf+khuhXtNz2Pb77Fm465e/2e7nxEby0Me+LIo5f3fPJyTNeneIHA8zVtq5l+HvHmbQuBY9TfUrx+oHYW/zxgPhvTe0sQBtFUhCnYfEWxKpH+hvBiRH/1gnC/o45ThuyS7VYyihPKG8Ny+iktj/RFhD90pL1HfZ8Tth2xOcetBs4PDfHEo7+pKH+Wc3KdsdeWu0OBGSTpOGYTVVwEgjAeaIYCrMETKbYTMHREIqRh4CwaCF3F3MKQd6RTDzOdEuRrtq//AmMa/ChjMn9JE3nISUDelZyufKyzqJP5R5HfJfRdiBI96rRh1z+iRxFdnDH2A5p6jekUwgwwDLi6RSUWjIRM4doEP0oJ/IKwL4g7STAao29LgmlL+iSCyBGNDOPxgJdG7D9MsZcxZavAxUybr/C8AyocQ++ofvWW6NlntA85qBC8GcHlOSIMic4VKh7htIc/+RRpcprHPZGdYB7g5ULjNgOHSUg3njLpN/RFThxEaLvBNobw2XMUp9i+ZWodOp4iBgdY+q6kPP4Su2+QviB8llIWLU3Y0EU+bt0jS+jXHYQhMgKtE0Q7Ish8CATKtx/TdAeHc+BPNQyC6KmHN1a4HsR3lVSdc7j+Y7j132aSpVOFDAS2/c0AUihQ2femV9/z++d3cYf+DPgvget/+Xjn3H/y++vW9/x9kg8Na3P8tQDem5LWGSLp4bCc2DG7ofz1ZF0YS4qDYS9KZtLHWYhTSRD99kOrOBoOG8MwOLKxZjzXv875lVLghwLT/6vq+a/bcc7R2ob2uxJHf02sFKHsOIvP+NBtOdaOZuc40xOSvuHw1QMMMF5ohqrBmm+xTwNKl9PaBiciettg+iPUH/+QARSPPJ8H7LoJZlA8m6WY4sDdzxpqfJJoyTwMOfWmlP6COh/jcsOh1wRTn1rtGAYHg+N4GAiCgOt2wunCY+3ucKJjGU6pXI5yRyK9QAgPTMAv1kciHGosuRrGLHvB/tigJz15+zE0WA0hj+8qTNsSyYwmr8GW9E9bwnHFw6HgTHs8YYmQHbfHnngMYVVRHmueXMa0Ysc/jiPaQTIIGEJH5+fcm5RoovmgtrzIJsyTF4RpTClzItXim4G6WLFrWw7hFm+I8JuOqZhzKHri8IApNszCE941Lb72KauWYXCczwN+fv+WLEnZ7nverGqUrJn0I86nIV5oCTzFMjlB+Qrf9ngGqrbD2RLdwxPls7Hpx3q8oU8iJTr0aYwi7DWfj66ojy12FPJLGpbBd/dZlHCwR4ZxyGHwkNaSaEER5ezKB+ryHs/3mAdP8KoJh93ASISUDwWVfcCbBFRLw6g9sHEfGATcHe/QKBidMF4+5YDCmoYfXi04Nj2n4wsGfU/R3NIOLVEQ4vsjhE0J456gtrRdz9g/J29GdKpiPA4Yq4rLqc+29vCnHhs/JxUO27T09RFXZ1R1iVIRgQ55f9vihz7lXHMZXHP3VUWVH+jLlEMlOa0rtD1S5S3hxHE29fC8nnlc0dUJmYlYbyq6TYvfGO43O4LVwGg2hzTnbv81devo64bQzzhSM/ZHDMUemYT0XU4wjNmVEl/mnJFz5qfc34fECDJfEHeW9dHx+s9r/uifJIx8Tek1DE5w08U0pebsPuLLH3zCAzn37YbBVXT9CDOkeL1mNltQv7es1xVdkFNU73h2ecZJtmeVlozbiObdz6j9GVUnib05slH4qaUzJaLNuFx8itw8EKYTdN/j7r9BbT6gfZ/pckq+Br0t8KVP6gc024HaLxnH15h0oNMw8hJG2sekAX9+fIUubxirMc9GIdX+Ee1P8KQHsiUJZvTyHOkCtmXJ02CMzh267TnNZoSbt7S3b2jMQJCkeKeSZ//oivLtjqCr2EYH/PSU6vackyjB3uc8lyFeuES1AXns6C4rVs0OUa4IvAQ7GMq2ZCOmuOGArTVhsKStJMK0DFVFbCvaDwUvFjM+REe+3n2Lpy2T0wVt72GCCwK/xG8VoyFE5DkqvEGZNQMOnZ6S1zBPevzJE+ZCYMyKqio5SSf4Xk711uHlivKxJffuCJZjDIqiPbI9VDwtf8iw2aPzAH+hqdY7AhXiq4QhEXjTkPuhY9s8cmYDfvbLeyIRkDRTWlHy45eCvVlR51OGsmWUhdj4jMNNQakFM2vYtm/oM2iGgdftL7ke1fyHiz/BHgXJdo/8+pEoNCgFclehY41GYqVGu4y6qWmbEvMYc1dCXRkmmc9Z0BN5A6H1CZJL9u17FtOn5N9sEUOMsgF0hsGD4VCC1DSANSe8fyyI64D9AGejhmj0Hu/ua9xrh5dcsDp04CLCbIYMGrQZMANME0Vz80gXWYqv7rj8R9BtpqQnEdmTAGN6PDuQRh27V4/4nqA9DnS9pX79DeHlhHY7YKuStthh2xY1GZB1w+GxoFkuOC5C7k3DQjj6QRCMloReiw58gmiK0xHNtwfatw26aJCxR+wirBwhPhux3xzxngRE+zEmh77smc8yhDfQRS2r/DXnz58Rxh5qO8XaHiNqTp/OMCLnyuuQy5bu7gHRJdj3A245Irh8QWpqdrstepShbIw0p+xvIbpI0C7m1LbIdkCfnWLLA2CZRpZaQHki+PD+Bi0sQ9OwHRkCPaKLz2jKW5RWJNGE7qZA+mO0DBBAPEooky2CjqG02NYRBBXTp1PahweE6vASHyVGSP8JxeMbXr3r2VYtno5QRc1jEbGUC/y0h66ja0sIMtTVFWbTEDwNcV6GP9UMeY20LSIOUYFP9zggmxjbSJTnIY4e+mJKNovo6wPFNzdEbkCYHX1sEYsKGU7wxxN0GmJKBTgQkoP22G5+SdOAP0RMKotT91TjEU3ZUO0GKrVldnEN9w633mH9CttoZCgZ+jG2AKEsKpOkiY81H8WwikDGA67/GOXnTRQmb+hvD9i6R/gK/3yMnsb/xvGn1ILkOqC56zCVRfmS4Nz7d1Jq6Xu+52/jdwmH/h+B/w7474Hhbzn2e/4/iMMxuI8rsq0ztO6jKLR8zJHdmoLW9cjvyhmFsWJ2ArJyH12eE8ni3P+tMJjiaLh702L6j9vloWPoHYuL36weL848bqsW892dpT1BNld8eGzZFgOhP1CHguBfSzcOZEimQz5X52zKmrIfPjoHilvsd9czvUMpQb2r6JYe97rDB6TNsQ76do/33UJ0qDJiq1DdI0+XS4SQQIhJYxJfUxUVvV0zdO+g9TC753SNz2D3HF2FOEqS85hns4juMCKeOXb7jv2D5cwfMw4+0IicV+Ur0IYfzH5CiECJkLu1JNCGR/dANRiikeCLBM78jmPZ0DmPIJjj6wm+acjUhL52RNkU6RkOh4Kbzddoz+f2cMaz04G6STmUjo3p2VMiAlCVQE5r/q+v3vDy6gI1GvGurTkn5nKmcRb6IiQZd1R3j5SHEqKGy/MrHsUeKy2LSDP2fJo6xww+Ws7JW+hcx66qGMU5z6/m3K5BHDSjcUCWWab1hFGagBGcjQLujxVBKHn3uOfLa82+VuzCkG74QNO+Yjl6wok7Yde0jPwR7x8snr/gWRwz44EgChlfLDGbmM23a/pmT28FTd7wx9dzktmSn/2y4XIZMF+m7HpHW1jC0ON6FnDf77hMBARTdm1DY3NGOuX+eIvNfkBy5lOucyrVM5mErGxOJkccZUHVtYxUTGqf8Ku3IVUhGHkGYVc8Xfi42ud8/kMKBNaDRnu8ye8J2he8OXhcTC+pt5LGaEZew8UipAtW7B5/xTRdMEoXzEfnxCojuHuLiBTL8Y/Y05ByQA0BxlyA9QkX0Ok9H9oGnY6Q7RluqDHrBneuQA94aMgNYSAQAu6/rdivW5Lew3kes9lAte4QOqatLUfRkTLHD2/RLsBjTGtrlnGM5yxYi2KC1ppisMTmyNDsMK5D2S3jPsKvG3wVs910iGmAizWHyDFaSpp9z5vVQFkXzGYnvN7uePOu54+enuPXGfOjo8nvOReWXGrqLmJdloQ6wnOGWTqnvxckyROmIqfUDWrmkxmJNz4jyEcc1x0yiBinC4RTyFc1YtNjJluq5gPROEGWLUPrwO8IohjyjidPrtHtnrv2iFSnfEWNMD2R33HQBYcsZPe4x7gD2tM07Zo1kvliRqQndCLg4X6PPFas6pjPf3TK1XTBq7sK63pOnGTIG5wKmXz6OX1ZwZOEu8Nfkix/jPYzXCLoljFOHkFP8Q9Lqlcph6NgyHoav0F+4rHxe7zxCDmscMpRdi09kixtaYVA+A6zNwyeZRpVVDcb4qxCBhPMScrhsAEXMgQjHlSE6o4IZqSeR9ca4lFGLBTD+JxofEKnQ6p0yWIQjMqe9UozPo8pmwQZTdgPkmx1g+5DisbhyREREcljz+cnKU0SM14l7PMtbQn+YUBsS5IzAYcQMTsHOja65q5YMU4yykeJ7Rt6LfG9iFmUcrx/x3g8RoQxbsio9uDCI9k0Ypz4dLpGDh6mrxASPOmhCov3WLD5ZzvCkaC4v8d7ksFU4TVzGCTzsx/SrbYo2xNLjRyFdEFEt+/ou44kiJCyp6y2mLdHpNcyf/YF09NrslFGfVvQtz1hJdFBjPJPiSZn7JMRD3eG+XzGrtgS+xHz2RSx/oohVthJDF6C9ueom5ry2yPzf3zCB7NhOlHk326wzrIIIvS0QzYPPP2DmKbN8VOD8hKKUYQ0Hca3SN/Hn0fEE400R5aZoRAteplRHx9RkWJ+6iNNRdgF+L5PnvpwqPGQvEhDxg8tj9+8JTxtscdHJp+8QBWS6sHghIeWATL2uO/vOGw21O+ORGcjRp8kTO4X2G3PyPdxTxNumrf4KVDumYZT2tRg6p7RckRyCttffE2xrxCrI0N+YDJZIoJzhBxw1Y7oes5EXVD1GmFTqseQ4SFHbgyPbx5wpzGn+SPhixNE6OO6jrDLeXG94C/ze84vT9BDTWAsdR+w7o+4Q42Wc6xW3OVfcfX0n7L+52t0LJBZyPQHmm7RokqFqx3xNOZCjKCtwNqPUReDxtLSHm8o6pB10eDpGL1ybFcbZGsYPZ/iTzqMWuGnTxkYUX5oUF4INkMZj+5dg7AW+XRADo7hsaV7U9P3AzoccG2Pmya0333X0a4h9cH0NV29QnSS5OIL3FFS3X2LCM/pYoNNaoQ/YtfuaPocIabUvcGLwO52eKOUrhG4pkecpRSqZHqSMmwcIvaRmUd9U+JNA9pdgz81mEMFyscbLwnOKtrtPV014MUp4eUZqJbuQ4mrAOtwtaV9t8G5jqGrENah0gw9+lfNS3WqSF9G2N4hNH/nkOrv+Z7/t/wuItg45/7b33tPvucfjFSFTFTCxpQM9qMqjKRHJDw8IbE4YhnQuP7X58SZ4mo+Zq6i33JzBtibktf5nsK3TMIIvwqxg2C/NkxPvI9lk4BkpLn6XFLmA0JAMlLc7jo2x4+q2BiJsHNqHojCj+eEImKspwDYytK/6rn/tmQQA5eXAhXC0IKU0LuBIx17U/DW3OMJj2fBgqW3xMdjoCGSCRM1oXQdCIstK/o6QClBMk6JzlLUbs0+XzOogFa95M1rhzGKcXxJ5q0xsmLh5vQq5RGfygWkQUN33PHT93uWp5Ii2iKVRSrYDQdm3hl28NAu4H1Vsi56pBTMop47L0B0B1rboAmpN5rgKiadj6hvNkSJB66irhqUK3BlictqqnLgbhdzmkXIBxDfuVg8e9IRB/coUfKnX065xbEzG6T2yJ3B6j2fBhMKafnm5mc0Zck0DJi5CLf/wHR+xra0JDohHlLeNyUfqj2LOWityaYp47Tkw3GPo+Lp0wXXVzHHCm6OmlXVs2tzjBH8+y8SvpAO2g7XByB63g4rHu6PhCfwdPQD1sUDvpcwqIA+OGV14zENaqR8IJxKBkJuypaFS7h/L0gmZ+gox7cDYiUgSVjfr+nLns+DgJFp2NiBaj+wUQ2TecCetxQ07PuBmZ5iNYzDBZVpaTJBn0aMzicUacH2VUfUaaIgQ6uezF+Sb+d0ecBI5tzd/ZIo8LmILknzB2z7DKV/jE0e2Yl7wmRJXxsuk4j7/Yonswn5sKHxAqIkYuj3GN1zbPY8mXjExdd4mcZOWzpzypolGydQkcMzirRRlNMV3/RHHtZHPBFgiwe+yK4Y7T30NEQHmrNlTLk6gvZRylBUkvWmozcpWlqqXBEIj6ONqDYt2blku+6ZDSmz8ytGcsbNTU/dGJ4tFpj1lvFZSNGtaaYabWu6/D1hOCc4jDH+jizYcBFfs1tFHGzHKIHsSctd90AzMyz/6DnHdzlTeUrnaVaP33C2fYFtBdP1nnevH2iF4fTZFCsNYrpgKzyyqEWVFbqfUuwqVh86tquc6WXGoe55cjKhLzR9V/P5Zz6DrxkCie1K2BX0fYcrDzgcKphSdRuc8OiqI30fYLSPlwfsv55xuE2xVx7frB95+il0xYrKdYDHMorp25rxZImSPrEWIM/ZPYQU+ZJJVCNDA92I1Z8N/Ml/rIjbGtOHmNWeZNRR3r3Fe35JHawxhzt61+PEhioaSE6ukZM5v2zWTKaaqMowg0P4Huu+wlnB6EHjTh21VXjhCMGOqh5QQpJSMLmesnqwLCYTlHygL28pDysCNyZJBHs34ViPeCw/rlzttw3jwBH3M+oCTGt4zArkM49tMua2ttRFQvHmgVAHfDG+YH7aYuoc4VJ07XGaOExzpO72JOqCQErUpqBrSpSakAUBYvOBwJNMB01XPOIkeOPnFH/xmtFFwjAVTJcLoqVH4ia8vzNEOiYLpgxFTWhDVKXIkgn1aELZQesNLOOM9TuJPo1RnWQcnLIpH7EKptGE7Dgl/7agawR745BVhrfz4HSBPRS093v0D6+oXYwcaqb+guZU8/rdI/5CM16mXI9PqNe/JOkEgZ6RZFO8DfSv36P9ELlZo7wxw2hK1Qn80ZJiWxETsb85ED9xPHma4Fc+9bEn/fRPqZuf4vIaF18ScUJjeoZ1jf2m5dmfXCKyHclJxELNSG/2yFFNSISXVNSp4+7ugO0eOf3iJbtyxGSRMDhDFkuU3yLTKWEa8dkfDuR5TDs9IfIMXrsmPx7ZYZFbybCq+eGzn3D3vmOyd5jDiuW5pr55S5hoEHu8BGY/uqSrHCLp2FSPVOctunDoAPqjZdPUjK8Vp8kJVer46v0t46cxlwsfuy0oD3c4HLie7eNAMvkPsNUbwniBC3r6sqPOV0yuzvAmPnIWUscb1OZA4DTHqsCLHdnFOXUt0aHmkBvOLs/pO/CnF8isJhsrTDYh7gPsoQSrsU1NN2qRcolmxv6+YmgHlld/RNm16JMevYgYIsGjvSfhwPlIEakZwQEoCgZf4I2e08kV2/w1nR0ID2/owx9jAo8kVzTrI7Y3SM+n3bWErYcLe/xnGcZEhKcNrl4j3B49uqB/8zG9RwUD8sQx5D1mKBC2o/jFHd0TQfFtTdif4sXPWIuWJ7MM+Vjgj+eIUURz+w5bHzHC4J9DvZYoJdjLAwKFCscIqzGNofYEcTCiCwLqkcdEThj8jlhqmldrzF2OygJkFpN8MkWFFeHFwFBVYB1CdDi35fBXd6hYonyNDPc0+7fI/ZhhU+ONLxB2grAOJ3qqn/8cW+xgsKjZjPDlS/zFyW+NG+XfUGHB0VLbAAAgAElEQVTke77n98nvIoL/ZyHEfw78T0D71zudc9vfW6++5+8VLRSfRWcoIXnTrIidx5k3YapjDBaN5Mqf89AfKWyDAOY6Y65T5N8wY7c3Fa/bR1Z1R91atpRcxTPCPME6h7UOxW/OC6LfhFI3nWFzrLFOIMVH4y3VzphGMZnXo4QikyOwLa1tqG8ke1PQBz1tZdlsfGI/Bl0itKASPf78nMLf4ZsU4xq2xvBJeEZKQuY6Oum4M/dU/Y52CDEbx6m7xpUhSSa5eB4SzJbMJ/+Eosl5eNuAdSjpc1fkSB1yMg3RfsQgJG1nqVSAH47IPIUMWw6Dwvd8hDBoL8YXAYEeg41om4C7Y8Gx/rgCr53Pvwjhs+U5+etbirLg6XTOSk+YXEoa5XHc1oSe4sV0xrZ7gzfUSJMQjzShFyGjgc9fxhx38Oy04WH/iBd5KCZEcYzqWxLRM/cm1Eh611MoRyx67psaqRVlHOGHPr40LP2XJOMEV3vc7nOMSFiMMm66kng0UMcwEU+I+wfG44DOvaXREbW74FAUzNKUdoB5pPn5/dd8eu6xXhUknubF/Dk3B4lwIe1Q8OfsOc3OmHnn1EPAfqXYbDrm8wOPdUUwPOVxW3Lc1PQjga8Vtw8DoZowPdG0leH4sCftjjxVEe1dxtkoxooWPMNVEPPt9h3xWKGVRPn9x1JNiUK9mPD1NzuSNqBLGqpwS37UeH5M1R2wfcqT5JwxlzxUEcbUIAtm8YIwgqooEeaOrjjizFO0WiKFY5jV+OwYdjf84ZNn3NfvCQ4tIxR65EEmuLAnpKFH0/0lD5sVT+KfUBifphrTGcc8S7nbWvK2Jpso9nVBIUpqa6ldzZPxmGNz5Cx5waufFijVoX5yxulCo12FzSK264QuhEEocgc4y7GCxhicUuh5QNQYnEo4Sc+p2z1PnyXoJubY5lxejwiDHDNMuN/ccUEIIiLsxxzuc0KvIVjULBNF52tmM8liCefPNfdhjuoN2/LIqt7iSZ+Z95Tr6VNcK9GjnuL+LQESD5/j/Q65VJyEA70vGco7pH9Kvm+IohGiORK1Ps0bS/pE04mA06WmNw0i2CD0hrYtCMQpbhRSFT2hH+O5gaqsiZ58Sr9b4XspPheI9AnBJObiaU8UBNhLy0kb4PqCcKSYTUZ4UU/oOWL/FCMTvNAiukvuXz8g+5b8XuJswtkn1+Rfr2gUNE6Rb48k1Ybo4Og7g4oibNBjuhIpNXEQMSTQL46so3vebXsCF4BXcOwkQ9CRxRG+Bz0GGUqYArphOlnS9x9/qwuhEV3Fff5L4vkTxhPJ9usPVNU9vi8pZEYnQsrCwwt8ormk6XucZ3GB4nwZ8uFdwcUyo5kWPCSOD6Wkdym77kAcJBS94atixUUHXywifvVna4bacn01wn+S4gXQbx1B36ClTzsPWZdHTlKNoWcyfsa+2CASD9+GUBgUDj5UPH3+nHJ3IPcFVqz58vol/8eHge12j8gbqibij1+eciwKHpzjaAqeTefUjPBewK9WBxaNIn5+wacnHgMtyvgofcrhocFaBc7R15b2fiC+7BDG4l9fc/cXt9i2QiiPwvacRzOuuoFOD9hS06sN8QgSLyYYlhxvS9x+xbAqmJ43xJ9e4Dr10fW31RSrkt2gOBsET89GzFVF+7Mtx9yQjMbcuRo9XxKdzbj7ZytM/57FyTN6NUJODWkq8Zwlz9+gdr9AihjpMtrHIzvzATuLOSzWpG7C7c9eM3v5Bcn1GeHxgbbdUyBInj2hGAxUW8RmRRxAtb2hyyu82YLRIkEnKaMiISoDLmZnhCcebbOifPgW+UyilGawAus68sfXHB4FQw8n/+k17/c3ZBHEZwF9pzmuOtamYUaE00cuFgEXTzw8ucJ0KYIKIQb6bo8fL+kKgx5NaLZ7wlSjcoewHSLsEQzYicb5jnh5RlAUONvR+j6HU8P91x8Io4Cz8BLzztA/lBgzQ4QTJidTksDjfHTOg2/pHxu6ZsAeHVqf8+7/rnBGIZXi9qeOJ0/nREFAXjdszIqhsnxyMsEMb1ASxBAhPInQIUIZHvav6MzHNK3InyDaW5bzHxDmkmgU09WCjpAgNQgL6dWPkdeXeF1L8asO68DsK3D3eJMY+2gZqhLR+/S2wTuf0Xz9S9R5wNGukUGIFT08NBx2D4R9RvJuhfMrPKY4IbG2p3cdQ34D02usTdGpx3ZoWThH15cEMw0GDkqSJ5ZK9NwVR67khMVeYfsOtABP4XqDaGvUJMDsB7Af09aEF1LfrxFygEGCgOr+gSAZYQeNFGPavcXue7ASb1LQf3iH8gUIzfDu7uNn/6MENYl/verrBke3H7DtgAwk3lgj9fei+Ht+v/wuIvg/++71v/qX9jngxb/77nzPPxSpCvnD5IofhGc8dkf2tqbFoFFc+lMyHZHpiNZ2COSvXaPrzlK3Fl9DEn50BtyYHIsjSiR1aXHA2uQ88xKykcLz/2bDg34oKboVlakwg8NXYwI9xVqBHhJO/JDBdhTtO1p7RFiP404yiJDsRKPXAdvaEI2viM47+mEgmGjyuaBhg9QTUj6WxXjT3zFWI0ZOEu472DyQjqb0akbZNGz9WzI3Y73tCUdjRBSzPVoOVYCUPueXjrcfcgbRgpBYEeBPOrR1DAiGFg7CR4cBgWcYWBH7c0qjyLw5nyR/yLP4Rxzrisyr0Qhw0PeOwkoOVc23OqMcXTNbDNzGPucSfrpxTBOfkWvwtKJLWna3rzHWcjn7nHd9ys/v9qR5zsvllMky5f27gkE1VF3CN7eO04uA+65lll7DYMj8HhFEyMFiCUiiEaQB93WO6DxUC0dP8TT4AtmsGac+Rl+yyBLEsGPVHtFexs5YumRB398itEbaHdKbEAaOkRfQuAgtcyIzIugE2hQEwHa1IiBGup7n/hfkXY6tB0I1ZRJG/PNtxTT28AZDlpywXpU4axEOeg1F3jPOFKaxRErQOUFHy3Xcktk9VtV4/w97b7Jry66l530kg1FHzHqVe+1671PcmzczpZQSsA1bluGGG+74WQx3/Tx2w113BDUNS4BTunkL3eKcs4tVr1nPGXUESTd2SgnBWUmGZBs+X5MEGGwQDAyO8Y//qHllMpbrDkNDknsoo7G2JNMjnnkLBif46C3ZX9RUdkOSROyHgqQ6Zzz9isge8DvNcu1z7KdYpTjUijwWaKkZ2BF4mqE8EgUxm8NALAdqv6OOOkbdGuUJdvuPqH2FbGp2HYxZIMOC0yAnlD2lb5glz5HtlPLacdd1DMJDLgvm5wGlUqgE3iwUuraMraRD0g4rLuNXrH4YOH2b0tUN3/1Q0nHKV28tRz1Q3jfYoSUIU24eKl69yMhONXESIFuP44eKpt5TiBy53PFp+3suo59QFy2j056VEYjSx/gzFqME31X0tWUoQmJ9xLiIpvTplGVxakjOBtp+w8NhYJZ5lIffEOkpWRxjB0NXfSKMLtCexAt8hqFkGAQO0GrEvinY1A+cvTtjfTfGbQMmKYSxT/UJ/N6j8xT+eMLB7xkFLfNXmvv29wg74Kxm234inH5NfweBnzM0HbSWZhoznvzn2GHM/a1ifxDMH1aIsuM0d6ggooyhsSFnp4bPh18RK4UgR/Y1r5P37HaC1YNFtTOMMWQXI5a3Cb/9zhAspjQOVg6CSUpf7QnyiPJuyegnXyP0jkGH6DhhdPqaD+p7dnbLc+8dZr/G2ZI2kHi5RlYeW1FxfTjgxRo7FRR6x5aCscnIyZHjBdvjNZaOYDLCiQnFdsfgQOPjBSnre8PstOR8+gxTrYgzSy0VLo/Reszn/o50bCBoOYo1Z3LKQEdjBqLYZ9NqmuZIJGLapsHIEUGiyU41nemxTyEn77/BVCXyeGCoHMkkIBwcoadpT19zc1djZ1Oil466W4E8oscZyeszdss72l2L/yykGfs06po380vulmsGKVgsEqoU+iFH9BX+aEptL/j1b48sZhEmanlsC8JlytnkLbfdlnIY2DYwfekRHwJk7YjfheihBmnx5ymPtxXN9Qo/SWkuJhy8CPnY8eZywc3vS4LE4IYNUT3HbgLuv9sjs4TIz9gXe7r7lqt5Cl3H4cM1BzcmWESMEkk7OF5dKYrPPcd1h6c9At9S7O5IeEa3qbGNoDu2FPUD8SFlcjHHHHbYXnJy/jOcuqW63mKNwZxMeLhe4j16JH804b6545tXP2FmNrh2g0gCVDihtC2PPVhxixN7kucL5NAwevkzmscHujyj9Y901RPiscWTGbb2uP285uSrlEfvwCiK8LuI9vua4PkzJt+E9FGJURFimBOK7+i2K4QJ0KfPCFqPPM3Y/dbhWkE6c/TqQKjmuG2Id4jwU42LGjwdEgRTBvMtttngjxM8PsNhDWGKi2Pq6kjtHhk4YHIBWcq6N+zLknKoOVYbsqlmXIegwQ1gDwHVh57JP/RZMCNUAzu1opSSmViwXfv09RpfZ1BZhNGsftNz+S7i6cMN8VlKlRfUWpP2LxHW4oWC3ltQmp44bBHah6FBKEknfMY6JVs1FK2j2/YknsdsLKGsURcpepTDzkOMt0TPEppPJfQSlRmUcIhKYNsGoWKk8xH9F/mZyDVKKEQsGQqD5zfYqqIjIRrmeOOKYf+Et1gwVD06zBmsRTJglUMog3QCN7oirDe4rsKoABWP2ZoNxnWITNOZEL/xMCcpMmlBKr50wbLocQhBRfsY4AaDswoVBOB9ebQXnkOuQpq7JX4G3VLj+gbvNATr03x8ROoI5MCwrLFdj60+odIz/PMp/lmOs47yc0u/+UvFpR4PJK/Cv7Wx1o/8yP8d/i7doV/9x9jIj/y/g0D5PIvmzExH9xfNsXyp/3Je/qWed7nruV11GPvlvpzliquT4N/oi6NUMTKOcm+w0pFNJPNT///yTQDnLMf2M040TNKEx31NYzYo6ROolDyBsr1j337EuIbQm2BcQGUF601D7I8pZU8bWp6CniRLiQgIThoa78DMLNgMKzzhWPUPXPpTPCM5rO5Y244xPs1yjyc0apyy6+4InKQ3A8uDZLvZEXoLmu2B7dOB52cRXz8XfF9pSmr084Frt+JMB/zk5TM8L8AOmk3RY/sZ75+N6byEEMPUnTCTFxzqj6y6gl53/L2zkH+5VFSNRXmCRGja2rHrBxpVoCvLiTejr1ZASGc2GOFzOJScLd5S1kc+lj63tuYoG24Ky/flkv/m2TsKW5GFmuvHmoeyQq08/Nznh9WRs5OcXduTY3gb9jQKTs+v+GFzjU9CW0q0nvGL31UUJz5/P11gY83BHiitYT1ojMs5tI79Bpr+yFQ3VMORPDS8yRJ+OTyh3IZIXOJ7klGcc5puiKYpq/sesoSr5JJ5WvD4sOO2P5CpgEkpETrgLNe0rSH2M7y+R/YdSiuUNWxrRfJiRNTVVK5heuYjhKE8HlHpmmNzS8w5x6JlOjnj5U9f8WhbRuEJWRAQmBlKwdMwcBARlRSMJzmiX3K//shMT8n6FLVUDNpj0015PEroNI0cGOUa51KqquDNRUrU3HLoGyxzHpdrFr3ixR9d8c92v2MUnaHDHZEa8aG4IZUa58W0tWGRTmhW1wTjC+TxiHVHdsUlVS3wwgTXB6yXR5pqwIx7JkHOSA14ZklnBmw3MErO8IeEfBqyrw+I2KJ6wc62fDKa1dP35NMX7DoPHQW8eBvwXX3HVClujiWhVXz15oThU0ix2TN9EsznJ2yrFjrFRT7hw6ZgWW6xw4ZZNuZnz8/p93vSqeZYzGnKBj+45OFOk18O7OsW1x459xPO9z5VM6YKDD95M+Fw6KnKhkke4Nsjh/0t2bMFww9PGARRLkj9iNliStNvacQjJ+cj2usW1w3YdETvYPxGs50/0YsDK9Gy9wb6tqDrN+gowXoJhbfi8j/5E2R5pPbOkMIwVKfc/dLjw68r/FTx7g8S+rbEz5YUd0vcveTln77naZpTskHJgIlMvngaY6irT4R9RDvUNA20uxqVBSh/guws0VQTzOB3xy1vT8ZMEw9VtWSvzhBIylpgk1fcr9fU+kAULGA0xRzHVNsjURzjRz2H5EA0nULZcTJPOfoDD6MtQai4sJr95pp8OKUpesIgJDu74mCOhKLBrA1+MKcpDqhgQf4KfBWxuvs5iY5IAk0SZ/h2zkNo2XRPdAZGQU4+9FSbX+DJBXXp0VQdZ5Of8KRmXKSaSFic0rz6k7eI6sBQCTrm/PBziduGjE8Dkoua5XqFP81pqjHFeoUbj3goblA3Pm9+csbT3Q3J2zGJDjn++RE/8eCpI9wKhtcto1GFnQlc72iqW5blBK9/gRcneLGiryR63KECGGvDpjvS1x3loPlYSPY1vGTg2eUcbQyiNchAELyb83l1zfMwoj/skKFPczZlaQ2e6eGxwk007xYRVj7gyZx+79HUEaY1lIeK8DLBj33aXcFgNcOnR9Lnl0ShZCef8DzH+Pk3RGZFcj4mqOZIzJdGd04jeklfdXgxKDx8EaG0xPctj//HmigYqOKe+PSS9GJE0fasdyuCJEaPpnRGkCQRqn2i+uUD9eMTMgyI3r0mmI3YrVaEz+Yc2iOHroXEZ5Z5UHl0dsPT6pFLOSHyxgz5lGZqkGSYY8j7q/8S+/BEX+5RsynHmwODMYSXF1TOI0w0l90VG2U53qyJZ0eev/6a7pceLQM+PkEcMt4q+n1FNM4ZPkvaux7/bII+96nWBwar6bTBrg7kV39I+PdDzFaw3XyHvxux764xqqXzJAfvyIAjkW9xeUUUaIb9GvHqFXqtoTki0hTTGobdDnm8Jlo36LJjoVJkOKbeW0Z6St8YtIqwlUWkiuFgv0ikjj3P3yww999zXJf4bsomfM7nmzUq6BldBHRqhh8pLAJhAsQaxHpJFs/QIx9TGAIU2etLkksfMOAZBJZwrtFpTP+ocO2A1AItU2ye01d7sJbmeodrLMN6T/Q6oSxqvExhfM3gFMLL2QwtiYkJc4MMQ1Q9prcOZWuiwKdLBb1zvA7P8GRCo0ekHXw+fua4umYUR4yCBTIJCWVA9DylFx7tU8Nw6ECAzHNEOEHKNd7JGtsYpFrguilD0eHsgHAh3fKAzmKE8rFGYqqWwPdwfohQOebpiFMC232R1IkwQEjF8HhEzxKG2tFv/+2WQ/3O0h8M/vjvkqv7kR/59+OvPV1CiH/snPunQoj/7q+ad879L//htvUj/08TKZ+IvzpgBWg7y936SwAMX+yRVnvDKDGMg4Rj1yAl5BOPdOSxUBnncfTXrjfYhsE1gGUxafG8iF1hiIOBq1lAaz7xef1E5x5BVGRhQdu8pU4U7bKjOnT0vSCfe5iRxFpFK2BiYvB7BHAun9GZNaPwglhFDNstGPOl+3R0ghxK+t2GMAuRfoY1Ec4XbFuPfiiRhwfE9ohoLXe3LVfzgmiqMJlg593TdSWDmXIZaxZnY54OOUk8kEaGPQPt+oJm67M2Pvr1PX26497seahrbKP52eIN/+pOchknPHQ9nQ9hWNFjucp81FDQVU+0WhN4imp3SzS+5Cz3cIvX3K57BrNBS8dgezxgXRXEXoYzPZu6wAjD06Him8kZwTRgKzpSqQkbwZ/tnnibKjxleXnxmqqE4zHkl08WKwYO5UCRJPRyxVWS8POy4tFUjPyYWCZ8X9+QeALfG1E1FU3r6EYbFtOYZvec397XvD2NyOKS5bHFNgadzFkeI7qHjuQ8xMmcr0YBavD47lPN0D/w7mJG1VRML06IuiPDRoC2mMRn38Q8DJZv3mec6pRofEd1c8Pk7CUPmw0jT5DKHcHFgmP0iIl97g4Vl0HG9mgwSEKvpREJfZ/wVBesmpLnSUYWjghszGIueLwtUGHMU1GQ5jGrFjZtQ6gk0yzj+cLgeT/QuD2n737Gw4eQ8bsUNx6zMjFn8mfoauBEbClu7vG8DOl7+ElGvTkwOX+BnwREJqATIX32jLu1YFUcmAQXdEOA6woYAma5ZmT2DHc1X714ze/6FWEYMpcvqOuY79Y7jqYjTSSlq3kWKT5WR2aTNxR+yDgVRAiGeGDcSW7NkrMs47iHtdrz6nJEGnUUn68ZeSlukbEfd1xXjqM8YhS0jcftdkcU+qShJhmF9IQk3SvscczoVPOx3TIpDK/0HP24xpqGrjnAYJAXip4bruZnJDpjub4B5cHpOWFt0NIwfnnGuT/muFzTNRGxmPFh9xum+Rmy8AjmKXoy0Dx74LH9nkkmcGnCztQkakHSjYnCLwG/+uyxut1S9gqb9rz66jX9jWWoIR/HeNrAQ0s42bH5dEsy9hh6g/fdD3z9j/6Uz21Ckr5gElh2x4LeeiROcrypiSJHE0tMGRIqQTIShHNNFzeYE8ddZfjYDCySHBMeaAeof/+ZqhVE53OmL6aUQ0liQ9RxQbnS2GPE/bJmutDMX3qUzwoyIwmtoY0MDTUjlaHsDl02bLa/YjSMCD2J369YnM5xw4bsxTl1d8Lpqykdls/Le473N+wPtyB8Rt6CYdjw+tuA1AiyMKXSDsse3Ww4VvckuuHEv+RAiB4KLqcnxP2K06sI42va7ysOHwyDN+bprmQylzStpLk2ZO+fQViADVhWCjt6joyPOHocjroUBBcJddXQD45wFhNoR9n22EYS1SG1aDHZQHOzR2rHWTfGDlAcSnZLhzodoTNHJAYOzZqy6xhPfb7v/pxRsGBVCabRlOpDiy4svjXgBFSKmfIxnx+ZfnNJW3dsFHhhQH8oyL4aow4l+++vScOKrvHoDh7+2/eIyMfWlrYPSc/nHLsaAp/021fYQXBsV5jhwHH7RPpiRBiNMPsN3t0B6wcM9cDk2SVMQgw7+mVJni/o7hr02NIua1S7Q6mS7umAEgOeTej6Fi8/5bhWrFY9Ugak52f4poGhZ8Ci6gpR7tDzZ2y3DZ7wqeqMi8sxZnPH/nrF/PIFslxyFs6IxJjy8iu+P2wxskTrBcKXqG7g+LT6kolbeJjWZ7eGUWJQ3hYnChbehvPxJaV6hnzscZFgd6mpww19WRF1Kat/8hk3SIKTU0avRhRYXGaws4bj7+8JPZ9ocYF10BhFsMxp+89I52NqD9VmVH2L1R3pImJtO/z2SNY1aKVQSNr7kv5Ti+xD9HOfYJHSfP8J13S41tF92NA9VgRvLZP3L9jdDciqBBym7jj9NoWm5PLNJU2wQ7hHmg8fGDNlqHZ8WvWI+QJb9xTXHaM3z/GTEU33RB6O0Hsf7Tn6tkKfOtRpiE49wvMAupLu8RaZaqRTDO6Al86geaK/XaH0FPP8GcMkYPP5dyQ2Rw4dwekc1WYEsQRZoV5ecHCC3Luk+fXwpQGo1gxyTPw6xesbpBlwkcLUS/pSkgwJs8UrfJ3TLLc0j78hCgZW/YqhavCSiHD8mlH8HP80p3toMN2ACD1krJGTCc1TizeWSD/E9SVddYtrSiRnKN0hRYA/vkAFXzLDUklElqOSGPwE4S5pmz30exACoX2Cq5dgHE5Y7GCxvfgrvYLd8O/ou/kjP/LvyN/0xPJfAP8U+G//ijkH/BgE//+Yprf/pqPzv0ZKaDrLNEwYPMPKFDhnGeuEc3/8N64nhELwpQxSyI7pqGc+VkSehzUt3z0tGYxFa03dOrreoNlTi5j4VYToIw6lQS0UEo0nPISALNCch6eUpsHhOBqP9fAEfLFgAohkiuolxvaEkUcYhBTVnO/uamaziKbe0HYds+oeOVhG8QihfKTnmBx3iBB2hzs8P6ZMDI0SuPiBPHLcbRwSxeebI0pITtWMWDqe+iP7YkPvWSLPUPqWh37FxHuN7CTxYIhyRx5rTB+zEA2xbZkkCkdLJ8aQnBHFI+KgwRsFeMVAW9UchxYzWIreohanmCEiVhPiYGBoeybRmM/bA95ozDiCohA8DQcEDzw2gn135GqUILyE7w4hj4eeRao5jyWNW1PVWz7tLQ9VSxYlDFHLrevJgwAag5ERp7Ej0DWBUryfT/hh6DhfhGyNJW0F3eBzmSf88lewe3KYrsAfZey6kiz02RcDq+3+iy91kSNMw/3tA3/09hX6Zcjx6cvDRiwt09cRe9fyeV8zPT0ldE9M/Q3OrbHO0Gc5JjvQqgGjO1xi+LRfcjU+w7UhqfK52Xfs7J7cG3EWaDo38Dr7mncqZ1XsqPOBmo7wWcrYG3i83lP3NZYUI2N+f2t59/4Ne1bctb9j/P4/5eOu/FLyvLUoT/Gzac5dEnB1ccq74SVHV4OzXE5D5OMnuq4k0BFB9IrrXpKNQ6o6oD3siVVOMs6ZLAyqXVGUv0cNgviQ8G06p2o1q82awh+Tn2rWN5abZcd8rJksYm7qEjX4/Nnv9uDB5UlINq5ogoHoqaUqSmKnyYMxLxDc/vARqTWubemWnxku5tx2mkO3R8ea3JuwPe44OkHR3dJuJb/+5QO+/5mfffUHiOYFUZvy4iIk/nQHXkTVeKj4Ff3hA7r2SdWUzo4xbQAzSXVYMslfo//4GX7ooz4bNr/9c9peUh0i8p9ccUfJB1WST0MuFiXxuGbfLjlNHJgd62ZNV2viRBDalu2na14uvob8hA+7Ht9zXE6mtHcl7HuiYKDzCrSO8cIRtivwPMlQ1ZjBoi9itvVHrM54XN9z7C25J7GVJYrPqcU9nnzk7NU7njxFrqYkU8Gq3/O0L/B7x5++fE5awupzy64QHGYR46s/oi6PPDYN1SeP96dXaKF4uh3oK8ucKWHaIJqO590J+3jPY/BAVxQcjlucLjDxG/zGsXq8ZqxG6FAQNh3yxiJay8pKeNYRpnvuDkdcHDOohG19h5MR0nV0cs0ojOjNI5EZkZRLjvGAGyqmg0aIiL5vGMk9cyEJM4828jl0Ab+yW54fM7b7lsVJxvrmL2ztDoYuhCEJWT8WXLz9ls53LK97tqual2FEYyeMtWMYjvTtB4J8xrCvyd8v2P5whwxDkmBCNkwJdgIZbXB5z9s6fFQAACAASURBVPPTK/RvGpp2S6s0J9McjOTZ1znV6jPVIeTq+YRl+ETsa8pqgzQTktqjWZb0skAJhTka5H3I/OuEvjiiwpr5P3rNdlPj9YbT5wtE5mGvb6mrnsyEWGfo9jsSdWDxzYxsmXzxmR9LTt6fohOf5p994Lh6oJIlVvRc/OE3pDpl+6vf4qqO+P0b2usONUnR6RSXRATTlLjPKO7WeJ7P5OsFw3pHGJUIpRHJKf3xQPTtFX49YXs3sOp2yDRERRHVyhFEks4ZEs8hPYEONav7Fi/2qaXGnzynrxom8YwhClnuBdPRgpAxw/SUDx8K+s6QnIyxpWQpDONxgCh9rBJsi5pgMSKdCJLLAwFrVL3Gdjuahw8k+beY8Rm0HmfpASkbyHqG62uwA855eMLy+LvP6OcZNhL0x5ZjfyRITpBlRTg/gdriKQWDgSGDWlDebxmiCBlKPEYE2QpROuqdQeiBoFPorcRJH5mGDMsHZDOh+OWvEdKBN8KWX3SmtEfsbz7w+g/fsLlWGKsJ3qTQt7hKo9OewHp4+4boMELHEV0ao/aWvizxRiFSGlSVkokx58kLpK9o1S1dtwQn8VqDp1r8SYbKLPXvPyNCiZcG0CsIZvR3SwSgkwVtA+tPvyUz52C8L3KqwCJ3R7xkSjA/4zzTmDQnWirq44ba3aFiiQwU6uSCzmj8iQMtqO93dA8lYXFG/Cyl3W3ZVB7sDtDVjHzHUQds2gb6nsQNjOmRvoecjQlVjHMWlMfgHunXPyC7LVIp8MY0/RNSF/h+wlCHRKMFng2wzRFre8JTTb9T2MHRPW4QoSb9o5/hDveoxwNqOkMFGRiHTPwveubOMBQDQgmcBdc7VCyQ4Y+l0D/yH5a/Ngh2zv2P4otPzP/qnPuf/yPu6Uf+P4CvJUrybzLBSsKuNFStZblXLEYJX48zhBBo8bf7vXkyIPLmVMPjX4w4BJLAy1mXPdYADiQ5iewYeonwBSDReoLwI0LPMA40ZhBIJTibeOTJlyOeeV+y0FrAftjQuY7eh0NTcirP8T91SKOYX0wR+RW/KBuS85jWHAiUY3t0JINCDCUawasXOUHX45qWiIzWRdhWgBiwnuXQdDSupUMhtGQaGWLtmGoDpaK0Hf1gcRqssYQeCD0wm4EbBJdako1CUq/gfn+H7wIi+ciLswnrfc6hlIR+TJYFbJlwEfd8NZ3yoXogGKA3lkUa0qgVF/kFN9/3fHV6wcd9gwW00+R5zNaV3NYl86ilblvGno/tK8qiI04LLsfnNGXEH8x8dp9uyX56yrLYsel6hkGzLHquFiPSQJIkpyyrRz7cr7nIU376PKETG+6399wcDfP8gl/ehohmzKQf8+x5RH/YYJseL/QJPI3vAtpW0vVfXljGaYztezzlEyhNt7758jMOYQgGROyxWvcMumOrFLXxmVy8Q8gd4ekbDm3BRkp2HGllSGEtSwuZlnzeP3Hmf03dSJ7KkloMaN+jrDxeziZcdRJWB7bffSRNE+Jn8OT13A+KZ/OAVVHi09CoFXnukQmP6fyPcb7jUxOTlBEPO4fEkkUaO+2oRMG/8DqkGMg7iw5Dnkp4mWYU97+jKWAIXyG9KXbsiLsAWwf4OLR29OVndtsVp5MMHVQYLOXu92Cfo+Ixy/aJeLrgZRpg25D57Eun9qmY8cNjhxWONPTwPYHuPDwP8migEgWmC5i7U3jcM5xramcoIkegFdruwEuY6pwoDUmkZtb4aN3RtTmuk3ixj9Uhv90+8T4742c58HhHeXOD8hzdSUZbGV48+4dY3TDy5siyRYyg5IT04hnf19c40/F2+zVuJXDiFXEe0JY1xd0Ou4hwnce6OOKfDhzbA6+DGcPDLXXTEmQxQZpQHNachpe4uuDY+ZTl9xyDCYeq5ViN+Kk6p7db+vYR4WVUhx3ZOGZyOUXYlqrSpGc+4lVCi6G/LzkZLej1AUvDZXAG7RR9tfhyMRmP7EwjpeRps2eeSFIZoESH295wWxkK55gsUpKRx68fHhlPNX1eMvNnHJeQzyJMccBVNXEUMqw9IgcuhtMXCZiQ0pP4dmDwc0Ig9TLS/BlhlzBvBfWnDXVRk+uELBmx/9Shno9Y3We4kw1DsieaxGyXBWni40mHEhp3fsG+6AjchOnmCZMmCHXAGxwJc7xGMDR7TNzSJwOfqhJ/NoKDj1GSvR7IpzFtC4XyOFSO3vTEuU9pJEdVoBNNt3GIWmNriYgsMthgwh6VSgZZ4ZYR0fwCz6bYO0n95FF9PJB+O2X24hS9NewnmqYXdH1E8VRh1zu2bcL0RUi3WPMbc8eyfORUzzkfn+HhE2wEva2QvaOUPUNk6BEkpwk6fMGn6y3O68i+mrKvW5Z2YOL36LxkpEGUDt36zH52gunucMUKFYQkz68o6pyn/Q7vbkUYeug8RNYFcTJmPDuhfXpAWkGx2rD7fM/JNz/FC2KOqmNf77FeR/YnIel6xFB1PKqPTPMRdn/K9r7EoNCjMX6WUqdQ3tUkZ5eUasAZxUQGHIslQRRj+hVte0CHf5/OJTzuHYdVi9e3rIzjj38yRV2vyfyYWGQM/TV9PCGaBNiDRlRj6A02GdiVBWmc0j406NRnG5RcXk3p/Tvi+kj3tEa6AaTG2D0ijGke9njZQBxuEaNTqidDME3o9j0Ix9BZQutRtwXhhcPddPTtnmSR0oVPeBMPkySk9oL1z7fIPaj5HCN6lIqxlcfzs5+wLwVDZjmLJkS/ajDbPdk3z7GdAzxMBcgY2x5x1QE7hAgtkGnKsHLE1Z75q4AdNerg0dxZmErsWDIeeTS/2hHmp9haoSufSZZgFyOqYU/qQo5//kAyT+i1ws4tyIbBwfFuj7Mlo5fP8Ec+ZvuILXeIIKUvwcs9ZDsgWo0YQtr7JXXicK6j3SzRcczQW4LIw6iaILG4YAcK0lmC7AKa/ZT4j8Yor0NmEU1bkpRLRBBR/nDHcChQYYI7GIrHnna7w5gRUdtR3x0I846z3DLLcxCKTPoMdo11Z0hf0bsv8jfLFrO7w+w6RC0waU8vf0BHM/q6wAZ7jLeGaEQ4ntJdS1w/4BKJN3OUn1a47oueunv0ib5+j3/aMiyPYEHEPmqeU37XYjuHCiXH7xqkFkhfojLNcDTo9Mdy6B/5D8ffeLqcc1YI8T8APwbBP/JvEfmS04nmftMjxJcAuKwNJxNN1ztuVz2e5zPP//YLbGgPDNUSYXoif4TVAk9G+N4ET34JXsM4ouk3yOOA3XsE0hKGI6LkhFZ8MRE+yT3eX4YMxqE9if4rOgtK17EQCffDDic1Jyc/xf7uI6U0ZN4Jth+hdiU1Pnsq/O5IbS2j2ZSo8+j2JeNU0hQr9qse/fwKbQ2+lzAMHUkXUBwKDAGrXqNFzSzYchSf2dQDV+lzzPAGz5uBOmCVo/Q9bGvRJsHvemaZ5kYE/HLTMo1TrpJnCPOBWIWk7YGxv6CMPIa6QLkRQ2dZbwRjD/7ri3d8t9sihSMOW+rujrrJmaaSWb5hNBsYhhm+l/OkB+q+J/YkUigcirGn6ITF2gLtEs4HD9No7NMjF1cBh3aHtS1usMRqQp7HhPUGn4Dn8YgoDTHunJdTj679hOdJXqYn5GWB2XzmvxpdsOoDbpaGYtKRzWL8zBAlAaG0LLIpSpV4MVzN5szHkn21x/dDZqcxe/nI08eAp/sVQy8JSUGMef8u5PTC0vW/Zl/WRMcGeZkgxzESReT7aJ3xQ93T0BMqTewUvpNERpAFIWXX4gQIFXJie/iwo2h6hq6HskVfHxhdRdSJx1fjnFE04fNuw3wkuYwt1zfXmAdJks0og5jJdIqnKzxvYKm2fG4MsWr5WC3JVI6nI7TZIzOfuvSJ0ynaQRPkPMqCXduhp5o8u2QadiR7yerOI9ITgtGYNFvRuwrlTwm8nOu9j8Zxe9iQ+xlC+dSqJ/EUeZvykYp8LIh0ybLYEkYpl/Ocg1xjA8XJaM6FmbFjSZdY9qbGD31uhjXfRu95O5vxcSf5odwyC2ZcBBkvxx6//PkNj8c9YTZmW/TMfI+zVLC9rej7jjxK6bd7/MyRvLrk0+4XdLKgVgdG4YLFao4+nfMvbj9RNiXzTOJtPpH252w/FhilyZIRoQ3QtqegIJuHuKTheX/CbGvYNQV2qGl3NRMSwuiMoijR4oRdaxmaFXEyoaxhX5XUZw4mhn6zx/cr0rMT8ucWOT1n2CxhrNjJHtEMHEOPfVwQtAamI0I7p5Ajfns4oK2P1hPqThLnjt9+/4HZEONEwMjtaQ4FoT/GxkcGuaHxBdPgBe+/CXjqlkw9n2q/pZ4M5IVmu+3wnKbd7EnOp/SJIpmusE8fuYwdnVT42RuINEvWNAokMdI5vEGgkgTf17SBYii3+NkZpvFZ7w/MJwmPzUfOno1IXI4wNaN0zvDsnM3uSPuba4Z2IJ3lRIMgmF0yliH75T2CmNh/Rtjl7FrDSRTBpzVBUTHbtqirmPCdptSCzf1AMPWRPURTRSEdg/MgMXz7dkxSwuLsivhZw8rfoPqUyh7ZeCuuTt8xj+c09w3+OKP5RUWUC+y2wbxTPIiKz/+qoHWK7aEgc5oXbzJ2XcXDStHPQJiBcZDS9z21lEy9gCAVeHFKfajpbIPrFPrUZyt32OCSIz7VpyPRrsN7MUIklpYdc7+D7Q802iOff4vrDjA4hLR4VPRtRbx4QWo8+OdH0AL/WYp/6PDMQPe0oX14RJaGycv3PN78wOb775n+8Yzr5JbVvsfrDaIzhJkgrn3a8sjp+3dUqxg32mNljZvA590j45MJIhTsC7Btj+d3FPHA7FmKLRKYjslH7wivzll/9miKG/JwRj80YHwOB5j3ksXUo/zNNf7YR40ssoPZ9ARjA4xs2dwWRK2iGQLS1yMC3ROpnmQYoPZo73fQWrreMtT9l1JYtUG8Tlhvfo9ojwTnAzoL8EPJaLZgkCFp1qOuFEYdqcuO2VcTkiHlWHyPiDQ6HLG//zPC6IwomlBWA+PTN+RiR9cWBNmcYTlhriac2QniqcQIh1xk9F2A2TQMhwb3XUHyD55jvBu67RItE3y5YNgNCDT+LGWYephfW+qDJRgpwoUHkaPd1wSv/4T+wz3t7ZF+VxNMBYe9YPL3LmjvHhjNFXFkcVLSrZd48xGFOCKfTVC+pp1mPNx0nF3m2PAZzV2Ja7f4ZwuSFzG2WWM3BWZb43roY0egJI1oyU8XeG1P5E6REdiwRvohh3/5ZwT+a3QfoLKEPp/QG0GU+yRhhT32SBEiA4MkQoYe+71BT2MC0VP9UCHCkGpfk3mC0IKcekgCSmf5of49OvKRMiQ0CbI+0PzwgEoF3XKFWxrUVY6MNTqeYo0F57DK4I1jVBpgmh6cYf/Pf4OSPQRgC4OtwBvFxM8zVD4DJDLyae56bPuljNq0Dj3yUIkkWHi4DpqHAT328KK/PZHyIz/y78Pf5Ynlnwgh/nvgfwLKfz34o0XSj5zPfLJYUjWWprUkE/1vWSbtC8M813/DCmC6gnb7A7gvmT/Zgw5neFHEcHykdY5CwNJG+EZTmAPz0YRRNyeqI8qhoZ8HaE/wcuHja4n/13yyGbYc2g8Ubclmf+Swt2QqJl58zTGvOfY5SWM50ZKhAD+Y4GtH1e4omw3fvJ4Q7CJ2d1u2csz45JRjrRmE4PniPaY5UBx21OEJAed0fcl5aim6G5RqmeuEpinB3XARfsU4cRRmR5j19GHEjFPyMOIXR8vdzgCC49HHTJ/xDxYXZGPHYVOyXC4RokaN5hRuzYfbBikDyt4Q5pZnizEP5QrdjMnib5BhgFCOIRB0ZkCJnt7fMAyWiYmIMw9lwy+WOu2KyIN8FGL6lAHDmzcpgoKOBzRn6MHyPMo4GEHcb9FKkjmPx7tPOL/m7elbrO5A+DTDiOXDNUUFQvm8pCPbfOI/+8M/oPx0RPewOQqaw4CdafJLD8/LCBLH2XzPL26eMMoyHvVE0xWrXcOugc6CDBQGSeA5HvuKkd3z8PQRdzB8dXqKvdsgLt9xJMOj57Zdk+kWtMdYRbzxrlAHQ1PueB3mLEY+tokYJZpxVTJC0XiKyfwVZV9RNzVjMWMUZSyvt9TAKHa8nAk+f/zM3W6PkOqLj+g8wBrJLKhZBrAsNvxhNCeLfeqmIAhgXS1ZrXfMI8Fi/Ibh9DW7akucxcheIIOcPTUP9h6ner4d7xhHPf3QUoVL1s4i5QmtlAjrsXMdnZPkfoLfBrxKxnhHA7LFNhve5iFLz3Gz25IEPn0/8MZM6cwzjqZl/fmeD4mHP4mhAzpH4wYi7ePymJ3ZoXzDpeexCAS+O9ANU67O5sTxkUAHXC1yJuqE7aeCh7sdcRpz8mqBTA4koaPUK4Z6z6ALrKnYFS3JNKM9rogDD9Mt0IGHzSKOuwqdx3THAtcdOXl+hXjhuC4PFG5NGF7y3AQ02+95E76kjFuUjEmGlKGsaAYfrXL8sCcJLil6zSTQTNMIf9jTqBsu//Qb6BXSF7hRx3opyF//Q6pygzo2OD/lxq54bO+YRhO21SN99payDyllwLGVHDeSNIBXuSJMQlQlWRUHvLgknAXYqKRtVwhjsNanyHf8b9ufU5UGzcDr7B1x9woXRiSpwTif3jgiPfDTPzDUn/53uu0WFY2IkzGiuENdvuG6/MBut+P9/8nemyzLkmTpWp821pub97s/bZwTGRmRWVnFrYKqogYII14AQYRHgMdhwhgeBBHuALi3CqrJJiLjRJxud76399abmqkyOCnVSRYkFxKpQXwTF7WBq5qIi8taS9f6/8svmRw7zPUN4YmHnTxjV/qYo2AyOiMeRvzkZMtjfstX589Yy5LhszlLP0N4PkUh4G8+0O134Elq25NVIanOuLlfk/gTIhZ4pcLgyJZTim/fY3YP5KMM/eKEj8d70jCH8wmLWcxxs2OS+tQixA4B416Aini+lOR3twyHEp0GuETR6oAir5ilMx7VtwSzhua2QKqI6Rcv6a4Nti55lAP5AQYNtteYvsYkIfngwWBYHSpezeco2fPY7RDO58P6kZ8EM1Yfc86WHngtIQJvJIm/cFCl3N/s6IqWZBYxDiL0rUWfWALnkZ0sqftHUAI1K+n3Jbae0OYOsejZVV8TeT2FJ3j6h3PEVhC0PTJs6csa23X0hxryhqEyTF9cUj3c485jHm4fsIMjajW9shy9mjRdEARLmjqgTQvSpwl972jqHfmhQweW08spvDky5FukEEwWM3qvI/jyP2I0UqyLj/TDAzq8xFMhtmtwzZbw9Jy+r1CZpV1f40KJjRLkreIkjrj9uEKOpkhf8OWLE/z1BnsiiGaOetdB3VO/O5CcBIjep3zI8Uce3tjHWY2ae+zL97jIEARLEj9GP0voHy3NtkTNEuKnU7buAbfZQS8QUY5LfejuUH0IuaR/vKGSFZPRn2CnKfndL8m/W+FnAW6Zk1w+JZQZ/VIiphPii3PM2wqhfZqyw1/EDMOR3fp7xMQSPJ/S7QwicbCyhE9jwmdTto8VbSohhW6wtG9rhAVvmTBsOpyZ4FSLii0eilA5/Myw9xv6ZkfhYpJ+zJA3mCqj9FJ0qOktDLcHvHhEHPs0dxapLN45ELRUq5D47Alt+RZnLWGraOdj3PwCqmvqtCS9UnjS0vUHcD7Nm3tcZwnEjtnikuJYIQPB0HSME4unR/SRxk8ihLjFdi0y8lAmxuk5w7ZkEB4eZ4yWCcP932CVxhcn1M17iqsEexS0257QHxOkZ3DX4U0lCIOwKUNfQ+2hL5cMxuH6EicMSvV09RasQSofOrBlizO/meeVDtfs6a5B2pShG+HEGOFbnLWgBAzgOstQWlzv8Kf609ClA9s6+JflZH7gB/5f8bskwf/Vbz7/23/07AeLpB+g2PfsHw1WOmzncFLAPyrYqd/uhPRP6Nvj3yfAf/+sXmPKe6Ty2JqCyjacps+434XQXdCGMWMxQgeODkM0dRgluHeGJ4Mk+Bc2bsya3g7c7FtWRYXrHak38KtbgUYxGirk3qFPEp6ehtyUGuEmRK5mOdKUwyNtqGlf/ZSy1yRa4HbvcQYOt5bDZs3l1Vcc2ws6aXmqYSEKjlbzJB0x8yOUMKSBYDyquesctbGkzuPEE8RuxcqdcVOAsZJIf3qPde7Yj0a0teJXDwEfV5LtuuarlxoU7KuGLBYUpcR5UOeaMZc8DAXbY02+rVleCE7GAmk1vb+D3rGrE1b7golSLP0RJ8EEHXckvkcUDLj+nO8PK9q2YBF7DHZgOXfkH+bIbciryxl5aTkZxWxWBY1neegq5v0WAo0JJPX28MmGKEzpekcdJTw/E0Thke+FZj6zXDxXGOtjeokVDYUxLE9j3hQrLp4KAg293PGrds9FfIrKFHEzomprZNhT9gXT8Yyq+A7lBqwy7MiZZnP2j4/kyRlvDlteL8+paLiINVmdIsuQdMjxfcliaon0GHyfrm1Z+oLm9pG6FtRCIgOPIFmQ+ks+3nZUNzuskhxHHS+nc4TwMHbgajkjHLUIvULEESZvmKD40+Uldb3j/X7LyuW0Xc65P0FLD1/6XG8/Mg8zDjkUkaHoj0TjOV0vWeoRztxDkFB236HDiMGOSMRr7uoSL/b5Nn/DxWjMVE55rk5RD3Dziy1IwctXAUNVkKqG0I+5uBiTjgxh2FF4aw4l2EZB7zPyY4rLGFPdY/MdoZcyTl9RBAO7sqNxjjmaZvOedP4a7ECqSjp/RV1brk5/zM1biyu34JW0nebrv63wPTi5iBDSIWxP1xxwWGrbULsc35vRNx2VUcRdwNYXTGYKjIc3nqPSiEchOZU+VbJkJAcSe4mu97hNhgtGdJR0qiAJfcZnEclgCfYF4naFDMZEJyntqeP4cI0Jlkzir2jfGNqiRk18gmlC/1Dx5uMdKlXYGMoPD5z/2Zwiiem0I/EylAvYVj23BwFYQCN6zb5ViNkE40teZGN8IXnwHpjVDTEdwotIxhlfV18zUBMFEXoQ3LsHfnb+mnrdo2JFpDrGZxGTeQjNW6yyBMmcMu8R7YFoEmAfO2bJBVXU0jUbDljii5RjaxjMe05OfkZ+7dEXUFbf4feGxWXGuzffsLx8xbsqZhUaJkGC3w1UdYfTCUPfoq0lcCGBG3ESf4EsKlxnWQ8h6/s7zmc+Q95TmRgvFNxxTZx6DGrgIBr2tuPFs0tu3t2RhDPGo4gvxzFl6VF+eM9x88BYetT7nvVhjZpkdIXAmIq8KRlPWwIvQEjo4z2YjHw+cBPlmDahG1tCo1CNwsWWoTVMgxA/sNjtG3rtmPkT+iBkGjr6jwEqkNhozTKx9GJALkOGUcPqYUOROpJ4TPKoOb5tGU9i/HLFYb2lm6eMPntBX7+jI6cXFeVuQ/zkKat+j0WjQ496u2U1gbPJFfbbnkCNic5PqdoNjXCoQCM8SSA9Tv/iT9iKGK8xSHqUiklljJ8sODNPcIeQEEF9PuFN/UgnPEbRmCzU0Nck4QeuZj6V55MlEPTXeMcLbB1w/6jJnr9m+qSkLAzq5SXVYQ9xQhCtmVzNGdqBqJ7geQndWqOkI/z313z2fErrFMHg0I9rzLIAk3Os9iTZOf23kvxdwzDTTP/8Jzj3Htv1hPMU1xpc9BTEiGjpyGzH8du/5FBbsvlTkmcvGIo1epsysx65mhHXW+T1nuE8wrYlvapR8xDXGdA9tjzgLQPM90dGVymuPtKvGlplUGmDSTx21Y4kPGfy589oH3tsGGN3BSK1DIcONfgIL0FPalxYMvkvvkSnIBOJeqewv1Fjir2QozFoT2FHEaLZ064t/vyEfrXFOYM8S7h2H6mLLbYp2Ogd56kjyzKaSJHfGygNnvDwbIphYDAGNe/ojyuGYsCPCpLUw2wS9OSc9E8m9HmPp30qGxBc/SFJ6hNPNPXuVwy2RpSCZnOPr8b0Q0E0cmRBDXmOzY+4h4FGabynV+jJAhlNkYkBKQm7iMpKJCUy9MDTsN0R+FcMVPRtwXAomFRTKuvTJQV1u8f2hpmNUWHM0O4RUqP9DH/8DDcaM+y+x5ITRSd0uzcYQMcngEPoFO8kor2uPgVetmHYHwienNC3Kc2to3ncoEcTUIr4eYAQn1qgEQM6UQg+JRlCgQp/h0DyB37gP5AfLJJ+4P8xzjqOH1re/V1F1zh0JPBPNPvCMPuNBZKUMBv9DjUW94/U/4TGSYXJb9DBCIDWGeqhxNZvsVGMMRUdU6SfcSx6mkgh7IBVkkNvUaLjRRT+1q3aoeOuMuxqaJ0j8SOOlc/1cUCjeJp5ZFnF/tgRXiQEcY22HmN1hRnW+DogbzVvtw1nccOj2WC8EgbDeHJCE5zza9lgtw1lL3l2qlB4RFLheQNhlBOpBKka3jUf2R3e0SEYpGBQGee9RqkEISCLJwzGYeBTsj04bo4tdwdD2RrKduBYOay0RIHPMNQoPaKrJX0ckSYhx6pC4TGawcYWNMeB0zDgulzjy4Yr/TO+sweES9kcS6poQtae8SwVDFOJdTmLbIoxPuMoYzGZU7ctryPFTiY0jy1hfWDIc9LUYyMNIRrCljf9A8/8Swb2eFoTE6O8gBtTkw8tT3RAO33gpntPW2p6NIskZaZPuTtWxF0LQcujrdFqoGkqfO24SgOChSB3kiGXeHGGH/rYpIA9mLZmnp6g2hFl49P2lvORYCdDVlvFi/E5UyupHhuet0dclVM8O+Gm8HgsKpTf8nqa0K5XFMaRr3KSNEEi8aea3gY8vt8yjTKyNGISS1arGj/SLKdzmLe8P1zjSZ8nXsI8HjMRjuu2468Pb7HO8erklBszYPqeLxdPydqUQXygKltur+/5bJIxqIh9c6QZ9mgXE8iGrh14kv0MYyd8s2m4LgcOjeIi8Pg8+xFjNSIvHeuiJ2oGPv/DGKd7bt9dk04cMwVnzzzW7Tv2vuPX7SNtozidvaIbTbg8+xFOF9y0b9mJgmAecd8fEHKE2QAAIABJREFUeeX7vDATrrwx90PNCJ9135PahkfzQNJ5pOIFoXQ8PtY4v6CTNZMk4/tvCzy/42KZII2ieHQMkQelxfYtvheTxqeUyYjS7pDzgcfhgBI+0eVTlC/wuowczdj2uF985NQ7wukSGbQcjzVH6XP/sGUxmxH4pxyCiCCaMNl+R/3hW7JgxGPeUa9/ydlnz0ncKd2jJV8pzF1JeDGmLSzVzZHsasp2aDisC2ZPZrghx79t+KPPP2OIJQ9dxyo/MvUvqDKB5yki6dE3A7oDIT2GoOPe64i7mt71yFCDbZgnEcEoRDYtE1/j94rGCEzbEPgtXZ5wiDy+Olvy5hdrtsXA2cRCtwBbUwmHtAPODkiXMpQxyfQEVe3o0pDdbkVTQawj7m7fMP/yDzm+X+N1OV5bMD6d8eRkSVl85GL6mr+7+8hk/MfkQ0WvEoZyTxQo5klCages7NHCZ6g0u/7I47HAS3zyw4G4aQl0QBSk7Nbfg2+JZiOCsCUNM7xO0DcaqxTLhaJzBYte0bYVkZC0XUtUhLgkpm8t0/CCvr1j6DX5AfRIEpQeLijJ5xNqBNYzyKjiKGv0KGFkImwliWSL78M0WpEHlqq2mLYhmmrm/gs2FVyKDY+/+FuyaISOYjI55ra5p+h6ZBVSqJxx+hVaQjiEqF6iLeQPNdGZoy42OP8CHaR4swHH9pN1oNS0SqDHIZtNjjopkIsFZ0lI9eGe43pDmGYYWaGmM8TZErm4IPw6ZxF4dEWH1iXyRCIPHg93G0TXM50tuXaCip4231P5CnUa82K4xvcnFLtfM/Z87KFFzl+Sf7Miezkh1Ad4DKmMzygydLFDCEFvDNNM0x//mrtjwcvFf0r+i4+oIcKPMuIzH+MGuvdHgieOVm5QMiEYaZSDrrklO7nC3dSYY8fx5z1GvWL6mURKS3sa8ebbX3Os7pk/XVKxI/ASuu2B/mHD7d01o9PPUNcSv7c8+emPKG7fY9Y5ajZCBgEqynAqwj9LEFWG8j1s1SK1YihzzP6AF3i4skYFmv6hITxJqEYfWfPIYvmKw6rCj31OX2TorQSbM5gaHSQ4t6dv3qP1BFufksUBdRNTDg2dUTS2JvYtH5s9SaKYLVPk0CCUQASaYmzIH/JPPsfGx7Y9uyxn+dW/oV3d4zqNaGFowJ+naNPiDw2V2eCswg4etJK6eE88fo4tJNb46DTF8zWj0QgqR3A6R4YKFx0p9h+wdYEKMmxrMF2BOjzg9j0q9nG/USd1Q8+w2xP/0QlDq+kLi0ok80jQv+9wQYCzFdFY4xUOJUN06NObmvJxy3C4Rfop+kONf6JR8wQRRPjqKYOX4ehQQUb87DXEhrrZIJMlwjq64zUAOlpg6keseY+azQh0TPuxg74nfHGGN41pVpLqQwkWhmBAKkn1oSX9IkJZSXju4WUK139KgKML/4ck+Ad+r/zfZilCiBD4b4C/4FNx5t8C/71zrvk9n+0H/pXSbXoOd4au+pTA9qUj2PWcnfloTxBFktnoH0Sp/q9QQfbp5lcaanMNTiFEiWSEBBSC43AgsA6yjL6wdKLBWYsVDao40r65J4gigrMLjiKmtw79WwzWjchw4oCWHjN/wubQEIqAwvYsgoR9bUjPZmxHiqd6QGHJhwqDYhGPeD+8RXkhWaip2hXC9QyeJEnGFEGHjRLuHx9JZMJNJTgxYxbzCO0U9VDQWZ+xl9GLmMocwYvp65DVvqIeWvrpmOeZ4kenAd8cjjRaMRiPmIBj80l0rOotOoTpVFC3mifnEd/f1SRByMRXNJ3AlwFN36KDFjMYWhT1MDCTmsLWdEbgwoHB7nkdhmR6Qt33dEeIAw8nGv7qzYF51qGtIk1jcrXhsOlZmiuaQvHwmDM4j1k65W5zz+k4ohE9T5ZTfqUqAunh0MyDS/zNA/mxprcdL65OcPOQdeLoxgXDZkB4Pl1ds207Xp4/40Q55nGMsgJhB266A5mfEONzX0M0gVD0qOSEbvCYJD5vr+/44uyCy5nHcffA4ApGy3Oc/Yy//HbF05dz1jag3EsWlSF52FEOLYe44Xp15KHs6acaT0T8YnXkZ8eGQxQw+XzE4aEg1JK+N+x2DZWFhRcwRAFd02D9jOfPPdLpR75t3pFElqvkS969F2zzj3w1ecp8OSZloMPRHI+cepq+CxCt43/5+S2L0wl/eDnh7DykMyN80aIGQ+r1nPkLngpB4HY8th85VCWNhOezBTfbFFNG3O0FWwm1Mfxk2tH3b7hxHm1+oHWWqo64z0pe2pxebrhuKzpr8WRGzZ4bKymkI2wL+r7iWRzTiwHnjRCDxWEY2iOxTNhbS+43fO4r6HuONKSBz2HXMj0VTP2WR1UizQlJagj8kGwW0a13pGrCZrEgSjWm2ZJOLhCTM95sdozH53yTf8BT8EX0hLKGbXPksvE41RmLoeTx8MDIV4RsGHTG3vYMT2ecjUfsbyWmEtjecvu45sd9i3x/z+A2RPMJTjX4h5r13iGjhPJ2jRQKu+sQi4hDtSK1Y9JJhCsUymievnxKL1pmdqDafkBFgsn4KW4IWA0D19WAlpY/GEecGcnGFqxGOX3reB1kXDYxQWJR445AeaS9x2gIiUkomxrJb+bS84AUH3kW88uvd5SbHYOMCP2YVKdIJ7G+RKc+3vwFm7VkPJ9yPTww9UY8dI8k2YTYA20EOhjx4HYsEx/Zt0g5EMmehW7RbYnnh6zVJZvbkssXC9qnFWwUs0gQtjlCKtbdHaqrCbMJau3j+T1MFat9ycQqhqYl2wX4lcf8NGFnP2CNoGsPzH3DT1+cMlSS9a+3jJ+cUpoW2yn2x5JYauSm4mJ0SRFW7G9aTmYzlArpjpImMHRhT/r6Be++f0fRd6Q6o08aJrOI6lCxnKZcXGXE4ZY4M+TCEXaXLFRPbVqS3KOaNBBLwl1OvLigvz7iHjdsjysWl6eosaJucmgMNjpynp4y3NYMMiOcDLi2Bjri8ARLyse948k0QdQ1wXTJfl1yfPOe0A/w0pQ0nCB1iJAgT0fIjea43pNdnVKejllPHV2/Yn7h8co95yG5pUkNfjim/pWi3DV4bUM/DaFWzM8mn7QpYkdnP2InGu/xSMweUAznJyAVo4uUrlvjxwOeqXB5RDgKWLo9UXokmo5IgpJdmbEcv2T/XYcXLKlWOX6m6BrLMUswIURhje1zVFTSEUOpqd6tCZ8/Zfw6wNYD6mqOaiPKbyr0hc/1hxVBuGB+EuOrisMh52w8ZT4EVN9vcH1PEDmG/Z5utaU/G5N++SWHv/1r1CAZZ3/Ocf0BVyq8fka2OKP4u78i/eP/GCUlXVsipcBUhnB5Tn/Y0247gtEL9tE9xAozrhmdxnQ3JfXhANahfEe3esRGB4LwArfucS803Yd3qPiEZZQRNSF72aL8ltIzHMucrWsIX1xx5s2oxICcJgyjBnJLbxpkptFehFqMKMWEvo750R8ZqnVPXTrCxCM0OwZ7wLXQ7Aa0L2muK4JxgHyh6B8a+kOD1BnCU9iqI/h8ic4+FfGD0QvCzYph2KLngu7mQN/WdMcHgvEptmn/SXzjOoPUAn8RfIp3jj3l9y1TKTDjmHEi8bXBBgn12/cMZke9rgiXZ+hJxuavfo4KRiib4G079Is56BRbgBoFRK9P8eYp3e4Wr08hUAz2AFikTmiPH3DDp7TARR36JCR6/gJXG4b9FoGlb8Sn5hkpkFKCEkhPEJ5olC9RsWJoLK5zyEj8MAv8A793fpd26P8ByIH/7jfr/xr4H4H/8vd1qB/41405Dth/Zt/WHR3xxPHss4A4/e1/XM5Zmn5L028RCEJvRhjMMaMl5fGvsK5HqDOcntBUe6bxnEBCKD1kMKHUDcnllMthgmiBfE+Bw/Uw5DmeeU/4+nN+S/5LUQ/cbkYYOyeSG7Ty6fxzejNhFHZ4icQoRel7yKDC+pITYImitx2Siqf+FOErQk9wd+eRt5oo8GiU47o94AeCi5MM/xCAhuikxYRzJuKPmbkWTwqmfsRD94Cjoms8fvnhlsrUKBGxtjMis2ehS0bZnHe9hxKQuYiNGVAIlBAMMkaFPfUgCfwxJ1PBal+RRj4vT085mQTknaFwkuutQEmJFuArSSQShv5ILEcMukSgKfcG1wS8GJecsKPYHHmuE7LRcz7uS+7sDX1RcGpA2JZfry1t7aPEgPaXRNME5Uv+4GRGF/TMzTd4QpG6CrFqKKzAiQApQGxrhtkcUd5yIVuWQcoBSzGNCIMx395vafMDN73An8/I9EDggw7GRMM57VHhRzXjUPFmnXMseq6aMZqU2oTUgUF5MaquOeQHjP+BefKaovDZWsMX5zAMAyfTMXcf7wjOF+Stww9DOmHpEeCHFE7SuIb3+4ZOAVXDfBwSJZLZMkLE8N3jPcFQMwpCHh8nzM4vmXg5QT/lr3+5pW0bAjViW+TIYcHVeMlts0a3HRKP1f6B6XjMdKTQQ8gvvynwY4/7tyvOr6ZcZgueqCsOHwzBQnHoVzTJjLftnrwfEHXO5+Ov+PlNT+ZGlFVPMhVcr+65nGreVw/MpET0DTKNqVXHrtjjBR6Bl9K1PYMT9I3lLAjx8fGlRksPudngxQFekBJ3NYs+ZVL3hMuYjfY4Bppg77HaVuyrHJXMOTkJ6PyP9Gjw1iTZguDEEYSCzvQMTmMPmqezzzi014TjFyTJkjfOInVM3paceGPAJ68FQfzI07OIzzsFN0eKciD0Q5w80JkcWU6JxjEfKkMWpDzIBhcrdoc1c9/nw77h6vkL7Ddf49mI5rjGvvo3FM0dWRojFzGmqdCRINACS42NOqKRRtMzOR+z70o8FfG4cUThM155B3ajCd/XgrY1XKqAUEm+Wx+xqabrSqxvkankPF6gVndkbcTYvqZODyBifjr/z7jbfsvRrLADPJ1+hXmvEZ6hky3HtiOIPZrcUAch3uwZ8QLqwwMmzrippsxjOE8S4tGPQQi89S+4e9gTyIBBSObJnOF4RHlj+rkCUgb3QOinhOacpAn5o8kEMfNpRMHkizO8ZoF5/Ig1jt7T1IctQagJXUXy/JRjZ/l4d4d1KdHFCTOr0c2O169+zK37BoVCGEHadfTHO8Z+zPqXILOMQ9Dz8PUHnr06JY72mN6QRhnnXOFsxiYqMccGIW4IhKE91CRXp2xsCrMl0XBge7xjkc2ZvhDM+lPaNy1hf8SJmhsd8vDoKPNHZOhxGYasvn9k+qMllyNJc+cxKgV13eDFir6v6Y8tiVxQDRWtdYjEofYexJL8uiHhnNnnmkjX1CuDOUpipTG1IhCn6GGC41sCLyQIfKaLc/iFYP+LG5iH+D8bk/7nP0Wv9hy1o4k067oh2PbUAfzoxZjzh4RmPuUhH1j1JeFYoGqNEz1d28BNTRqAVj1DIwijGd32G5znIYMAP35Gv5sytANq4tDjHrWPQPsEIw+Va9I0oPEqDuYek/ikhym720caP2B2ccY2ipFdTVP2bHcNgbb4mcfuoUI7R1cETD8/h9s9xV1OMhnR7zbo+CnVZMz9uma1EyTjgNNpihOPBNEYJxSiM6SZQ03jTyrkYUA/XbB+tHRdQvLiLwiCgcO/WxFOnyF1BtVA9bgl+vxzeheRJk8+KbQfc3xvSsiM8u47vNMrqseWYJFg/Ai0w5zVJMrSbyqmy5cUq18j+pAgnJF6F5hv7/CXC3r/gG5ChIzwUo3SOclIsbmuEYXAkwFVlmMnAW50TndURKJExj22KbB2QHgZkX4B9wpCzW7VI+5bAqlJogFrO+h9BtPizyTK06he4KxB6hEuHiBMyD+UeFNJ2Ank9R4vCRGewmCorSIOxvR6hRwHuKbHBi3qVNJ9b5D8Q7Cj5hkq/YcuuPax//tJM40AIkQaInuBjDRD1UMvsUWJnPXo5YJukSEnY9gb+rLCeSd4T2KU7JHK0X7/LX2+pzteI+MEfb78Tc+y95uCEYBASg8nLYPMIehxQQe9RzCVVEIg4wS0BgHeVOONNCr4dOMr/1H8OHQWs+0/qUfHn7qxhPrBNukH/r/jd0mCf+Kc+/Ifrf8nIcQvf18H+oF//UhPEEcSqfhkXQQIKQhHijD+l1tXavNIYa7/ft21+SfhAwXe6IK6Tnj/0ONLR9B3dF1HlkVcZp9RhSnBYAh8RScbxCEkCjT71vy9x3rfNJz15p+IcwF0xvL2vmVfwXFYEOs50QDSCuqh4WcvI+7zFjNI5iMPOXcM/Mb7CUvrWgJh8Z3B9HvUYUbYW/pBcxQ97zYrCGCsJhjR8Wza8uok5F7u8fuIqkrZHEOWgUZPfeLgSITmpoTeDkjhcRKc0u5ueFNFvDwVvD38nGT8lPfW8OX4x7jqnMVMMwyOt48O6aZEoePdg+PHT6+YTw0CjT/SVGFOauHicMbKrSmKjicnY850ROTD3hUE0uB7HunC42I8Z78uUXWHGQTFwdAPa0ZUjGeX/NWx5HSqUDbi65s1ZXuC6wx1DU6AMhO6ueLSXWPMA7T37Not8+gPSAvB4I/owhO2Tcn7rublJsd2t+yGewZjmY6eM42ec3touUhDHswt603DdFgyWzzF1yWn/pJDkdNZgTMZ28MDEQrf0xRDy0krCWtHrD0eP+4Y2hY1kZjmhvnsJTbVnI8P3B0fEB6MpwFjGWFEgxdourBmUB2hFky9kOzqJULd4h8autWBOA7wPjulntd8funz9vsjvrZM0xFJEHL90JJbqBcOUzsWXgoqYVA+dJp9t+PCf0FhVrh2T6Se82enf0BzlLxIHfQZj6biJI7oB0e6llxFGfl3DcUu5GNTES2XvK839M6jMwNi6Nl4R65ml1AoaltD11M0R/pFQtm1TJIIf+LTixZQCC9D2DVxKzg2YJwhDscMreBFKLCDYlNZ9hbSXvK07fGd4WbzDtfVpMcN6uVnuDLh3337kdfnp7h2R9sf6a3HLH2K9B3WK+jd33D5+kvso8/3Ny1ZkjIPGoZBEwYniHLgIbS0QU/Vbii7knJomEQxrxZzdocjumo5FD7Ntmd0ldLMEqqiwHc1F75AP3T86Oqc201PJxxV39LWLUI6TBhQeh7ZfILUHtPZJeY0JSiW7NgyObuge2+o+jVn2QUzdU7h57jRCMecnXTIMOHrzR2rjznjKObLVxNisSeQGakeGFpDj0B7A7uyJq4HVNiTxJKqvEFvGo4Pe0ZyTJSdc5xXpPcVz/IRufORnSL/do8/DfCmKd1gmPkgwoAmCbhxkvhsyne2Qoxi2sOAaUvEQpCWa9q7HE5/hPJ/itK/xidg0AE7KfnR05e8+9X3WL/FGxtiWfMifILqz7h7q9GUDO1H8BxB13JQW7JFyvH9G/KHCi+9ZL0/EIxOMbYjVT3TaIr1M1QyhgeBTFKs6TkJfZoyIBrNyQ8FXV7SJwXdRqOOA/pJDKHmzYcNL149JdY+3j6lu7Ecv2kJpiPUeEqo5oTeEeENHK3m7fuSyXTEh+GeIvLYHbZc6YGwsByvNUUO8o+neH5AIHNau6OtHbm35PLqM+42ER/NgddZAPuIbDpD0pBEI7ogxWiNn42RuSPoIjAt/iTkJFpgU0F7rNn/+5zln35Gs7ljHkHqLSnej2g3HYvnz7DPOqJekzZzVh/u8ROfsm0RjxHH8R7xyudoLceHHVGYYOOAnan4rmkYxw4nDLd1gfZDjk2HFpbnOELfh66k31V4ns/YQCharJoi50vUyQXbtxG205R3e9TKMHl+gowCVFhR/c2vkVFNsfqAykIWn/+URoT0+xFBWNNZQa09DoeOxVlGNA2J9gX7ruRkMqK+rUi8ARUqkvgMO4Z+dkqbRcQomvuGx5WPaVucU+ze5yg1YXwpUHJEOPbwsh4zOMLJBf06YPA1tepwIuDw3YFD+5SLpwH0LcdvDGpYE818oqcTKCTtsAeVEqevEXTUqx3F7R3h5Zh+NMYeHJPJJYfAIQDDjlY3BLrArTTBQ0IUJvDhQK/vGIoj3Ycb9OWYtjrgSJHjnCL/NUdbkJyfwtFjbwqCfc7xIYU4QAhJcGxJq5TDUOPkQOgnnPQZB9tw9+GR9tiRNI6hbMFlTH/i4eqU5OwFTXeNUDXKxPjBKYPRNLWjefNJdK1tK7rjiNk4ot9XyCxBdT5RsoTVN3TvbrCmxUpHZCeYOiJ88ZxhU+Nqgz6ZEX3+FKH/If6yreWfM1QNYJGLq09dKAqQiiHw2b9asN/u8Q3oWPEy9vBuDObREL8Kae/voc8RQuHFS/pmi9uX+IvnCKcodwfAR8cZjpC+ukdIhRACYos1DeEkZGRizEEiBKiRInkZ4Iyj2XcIJfAyhfQltrOU3zUM1T/cuPTlQPLst4+7/cAP/IfwuyTB/7sQ4k+dc/8rgBDiPwH+8vd7rB/4/xM3ONzgPgkT/A74M42/7zl/HrB9NJjOMXnic/4iQErB4AY62+JLHyU+/cScc9T9+p/vTN1vCNQYnMfd1mGGATNAJxfIYEEahbTiDdXtG+h76t+o9QZ+glI7zgNBaQesc8Sex9j3/8kOrbE87A394Jj6iqax5OaTzPnVzCOuLYU7cLaQjPyA0zMoCP7Jd4QyYoZj3f4a3yZUm4ZeZihnqNqakcoI/IzWRJzPNMo6EuCcMbZU3G8NY0+iB8Hbu47T6SmntDxIn1T3RCImbBrqtmQWT6iGLXpQ+PWBLJ5w097wWbTgdB7z5TLm6q5mW3Q8FC113/F37w48P5e83x9JhwQddUSxpMw9rnTG6xMPYSXlxtGnJX8yPkfoHYXZI0zIN7dv8ZuA+iGnKQ3PL04ImweKsmG6tDRDi9IJhZXsbMn0POBYB3idRCchi0nI+cmBsvmeUMFrfcoxCghcTiiniP0eOZ7w4Cwj7RGbFg/Fxgji8Iy3X29IFlPWQ4C523N6NkMlFtNE+JXlXPdEpsfzPHQ84uv9nqc24/36I01XkYQx4+VnCHek3a2IRyEHpRhci1YhRgqMv0O4e8Zxi59Jul6QZR3HB/jiyQX/882KRXzBxM54+7bnXjZM9ITZzHD1eoHxG9z8SOssQ18zm8acJyH7Xcf14wYvVYi85fn0CW6X8v2HB7TwebY45ybYULsDT8MpE/WSYh9yfJAcdzvmTy4o5RarNlwtIyLX8DoZIbOQxt9z8AUkPlr51FawrUs87RGHmvxo6Z1DeiUbk9PQMvdTMh0ymAOn6Rjj5wQnGW0b4fyU0M/wTcCsuSPyfUR4SttcMBlS3P1HQmG5Cs8IZz6el5IeLPlhz0N9j3U9ha05qy/wuhlt0/PuruUy+4LLJMTamtSTHI7/llRInOyIT9bYeEY7OaHtLGUtkV2IC0aEpwrV+8z6I8HM0YiQcOhwzZrT6iPLdoKnJ7Q2xv3E8pYV14c3aOf4LF7yPd9yvnhFtm9gMmJbwzAYpi7EFBu60YzRsyeMggw6MGmE0T6jL5Yc3hUUo4ZwPGIuY9SiJptP+bhZEwpL4zx+9bbA7yWr1R6JR2NbHm5aXsYhk6QlNg15oVCBzzh0jAPNBJ9slBGpHaPNhPXX3yOko5o4xL1lHEbsy+9IZIJ5LInDlOmppG2/JxvBc6bUXsD/cd9xf19irWX6LGM1KDQB43SL8LZURUsVCMrtR54srvj5w5gs+QmHYkvTtjz3znnstvRpi/IrjCup5IwHo7B3BlvVHJqCQTgmYU1925EnjyxHS6JAY0WItoCM0cmCcfiUqtiTXjh6lyB3IUGkOX7XEjcTghcLZHfELw/k+xLyCt/T+EKQThQhDUMCWo2RUYxuElYfW1rfEZ/G7IzB82A/EcRNgt1XmLAjJCYqOpZiTJakLL2Y8YOCx4qTV6dUfszN/J676h0i6VlkS7rS4VyEEBnrbcF2yHlytmQ6Hajv92TEyL3AVYZ4eYKapYi9wvxvPfV+hZiFxE/nnLxMqB4a/C8yqneCMHqGf7A0K4EMoOiPFL+oGR1H+JcRH4816mWMUR0eHp2rmPcdSMFme4fX5FiWPMYtrYSsDLn1PUQNwdSnF5LoMcQ2isiPuEgkq9UGcxYyihULOcXePtJ8+ADSQ7szbDWwv7sHekyvya9Lzv/Mx2x2CNlgTIM3P2cYDOXjI2axIBjPGU2nsO0wrWXoappgzHf9gPF9hGmItyMmUUY69gh7R3v9gY8fHhFKMbmasj+7JJnENB+2eElE1qaYuY+nJKH0GCXnhL3A6gTvxz+mrSv4sKa1CS7IaK2kj3yqvf1UkL1v6LcVfhrijwPMQ4UMEoST9FVHpytsOSDjlORqjp+lVLuIy69GBE7hdVv29R3D4UASnOPTYMwGLw2gPSKiiP6+AKVx4RnF/8nem+1KkmXped+ebPbZzzl+hojIiMyMrKosVrNJCiQgQRAgQNCT9HMUX6NfRSJ0QUmEAKmJlljdWVmZGdOJM/tss+1BF5FdzWYTRIvoARDzu3M3d7PtDof5+tde61/f1KiFJH7ZcXz6LZNU8NRWNJs/p5g8Y6QNY5FAHZBdj4wSmu0TxUExyp4hTSDdG+T0gEsi+vuGPBOYIkJ5T9NVTEKOOu1R9ZzEA2IgNhfQjiDq8Q14ZXGq/VQi3AasO6W7a7G3EpTFOI8PEI0LcBNc06KTHKxAzifIVYyrUnxTUL6HqOxIVhFSC/RY4buB4EEoQQggCkFze6S+OyBDjEwF3a0gLEaIQ8/lZxfswxPNw4GH5cAzI/Cdxx4d0j/idw+AQI4nmNEFImjS0z+guTliqOlvbxn8Hs5ALnKE1BAcQmmEAj2RzP/5nGFn8UNAF4pgPcff/fgdACoV5J8n2KP7KwIYoN84oqXD5D+VSf/E3w5/ExH8T4H/XQjx/sfHz4HfCiH+HyCEEH71d7a6n/g7w4fAzpbUDz3u0ZOGiGwcfzIiSP/TYlgXiuKLhHhrmZ5pRKZI5hohBHu75a7/yBA+uSSeRRdM9ZxP7eTur50r4DBqTHBbOvtpXpxAMriBTfN+Xm7GAAAgAElEQVQIMuZZZEj1ikaUZDJnstbIixSRxKRtR/qjG7SazghJxtB7TCR52g98fOrZlo71YeBsZrhKI0rrCQFezWOOtuHtscXpHpUHEAXnuqB1jiaAloaVGTP07yhFAkESrMe3c9JUU+gK2QWGo6aYOQ5rybZuKHzJPJ0RvORZqhEBnnYDh8Zx/QifL1OeGcm1jWmGGroOHXLOihHvHr6nkwM+WGo0q7lhmnsW2mD7wOb4yUV1X3psr8is47Y3rJ1ivdtj9gNX03Nuy5Y0BK43PeudYF85/utfTDjI75FyQ91XtEdFe6yYJS/ofM+oiGkCRLGnVwkzc8Yvl4Y02dPaQDI23NodsZ5TW48wkteriHHScWxrQl+j3D1zaXDqlPHkisPuiSjxvB5rfKuRwx1VtUEFSdIuKIQk8YIYg/Oaap+SL1v2zZbT5Dn9hwRvFX0RI+OafzaOuN/fM09mHPqU/cZyXT7yz/+bF2iW1OzIWkGoc04mn3PPFBVd86HZ0TUDYFmOU54XIKIpjm/4719+TbkveNyA6AKDCTQoytCyLSuePe+pww1Z/Iyb9j1WTHgYCqQaQ9pw6I+8nC2x10fStuM8G9PXge3NlskJzF4UmPABd6/Zvv8W4hmOC354W3L6ckQWBCfBE6uEQzHhh+MWf+iI8hkP7Q4pYpZmxmzY4o0jRANXoyuOzcAsDbz3B2IdEeKary6u6OtvWSaSPj3j6eAgXXLKGPN0T72roZ9yelIQ7Z9RP0lUJjh9+Yx+eOQ4PBDJBeu1Jz/s+bh5RxCegKUPgcH3nIwjrnLDyKZkH3rq8gFzGRHPBkbtkib0DFFFp+G+veXRGuomoTCKB+Upa8/rasq79zXxoqNWjs9mZ8T8GYWJ6KoHCqcYuxU3o5jvq3eE6ZHx6QITLFWseeFm+J3HN56kP/LVacr/fdMyyI7ZaMpk6Sm3Fm1nHA4DRnv63/wO9Y/P6VYVofPky4xy+A3r/Q/M1i/onMaPXvO7G81T4/GN4GwxJXQ99BYRwN6tuZw72mLMmzEYp5lqz7R2tPeWzcMPpHHEyBtirQi1RNwJ4skItgPzF6dUH/8MM4rIJpLheEDGBuf3zMI1avkVyZBykWQUeYwZetrScTk2ZF1J3BwR2pEPjlGWEg81cbfgu3cDo3CJFQPbU0OsPW01YLSEIWI4lFRZwD8cwEvk0NHLQPASWzmiUYTdtST+HDHZI2XKyfwV0eiK+//ric7laNlh3RF3DNjRhHwa4b5bI/qCZDYDfWSSB+Kzn9HvE5avQaoWqzqW4yXtU4VWIx7eVpSbFptGPDYt0UzT3ZXsUkFnLfPe8zxMaY4CO+5RNLyKlqRvK9ZvjtgOarGnO93x6CrqDEZTwbtuy2r2nNBGGKN5dhaT7SZsrOb89RlpN9Bdr6nrhmgywr85cOZfsf/Y48otfVCkwuCv9+wmA21Xk3cQ+kDzoaSzCgoJK8PsZIGze0Sac4gVT/0D7W5DX3qKqeZslZBqBZsDZ2bOm2aLmynKQ8NkuiC2I/qk4bYf+MP5FdVQQjEQ6znjAbL1hmdqgL5C9SkyGlHuthAlDI0l1IH+/gkpJSJKMBOFiDvq7gapLWHQmPwrqg+3WLsm8hPkLGYTPTL77AV6WmEjjY9hmyiao6NebznPDY9PFav5CSOZ0L37lr2weO+IDPTlHnWU9GdzvO7oQ0v6+ZygczrdYuII/2/+Lf6XX/ImXNNvHP7QES/HjPVnPP5Pt8SnCn06wZWGvh6Yvzqham6Jlwm0FrNYUr3bgpB0NjD++SXDpEIrhzYp9iklyxJilWIPPSdyRtFWOJcj6g41vSBMa4TShN0C/9Ri3R16+QX7f3uDLsbYVtMfG5JnXxAdrvkiXrKN10S+xKs5ybZlt/lTsqsxo+xzZORoB0fcB0Qd6GpH9mKKMZYxR/qnmkFJ8tM5ejYmWhW40y26cfi7GaI1ROkZ6ecR1fCAP5eIUkAjEEpBAc712DYFAyF8pP/2B+QyEHwPBOLpCqEEOjkBv8PuY5r3a5B7ouKC7j5CSEhWEYhAczfQfOgQRjD6KoGXJao+A1XhW2gfA/nzFUd1imxr+j93zF5fkr1cUR4qhtAivCTYgDCB8GOM5jZPCCmIrp7haxjuj9iPDkGKty328UCcr6D4UdkK9WO898ntWa0+bVZ4Gzh+0/9eAAO4JtBvLOI/VvXsARv+Iwd+4if+8/ibiOD/8e98FT/x985Nv6XcNlTvOkIALSTndkZwgeLL5FMJy38CnSl09lezcZ1vue7e4X4Uu13o+Ni9J5EpiUxRfs766Zq+C0SxIB8rimKOUSnT/IpRtKfcWQb2BOXwGmLhqHffMYtfsuxScA7ooe9JXn7OsN0QmhZZFFRhwuabFucCyVjy0DqEEqSxQArB467lyyvFXEuUiEnSngf7kfNUEgXDxq75oX3LaXROLBNmaslVcg7Afog4iy9wJsC0QB8014+O4nTBtt6hp4qFmnC9vmWOJPYOJRo2zY6T+Zx6COxrj3WQaIHzE4L9ni/nGbs2IVcJc+VxrkZ4j/GOxeiEThmKEPMyz1Fe8GF7x4fdGw5DTeov2G0kUSIxDmYiQxmwocPblstpSug7DlXJ1WTESZrQNjCzzxHjhMwMuFoiEFhSgjSUtqE+SC5nGY0Y8+8eWiqXMypTLk4ztiNL1tUIOzAuCk6nCTvfc6GmxCohhIZgB1yIMTqjnR9hVLM+9CANXElm+4hxHxHUjMNRIeQYnU4YS4vqMpq2JqorLseG6rsPhC5mdPYZXu8RrsM+VtjuntX8HGtT0hTmU8+TvUeNM2LR4GXFeHlOPMxZPNxRrqA+WHxf4m2gkZJSG5bNlNQtOOD57uOWfa253w5g4PP5iGPtmMqAurkn/uIF/2b/J8yiU14snjEThjslEfGIpYtoNk+YXYbWguVsxt4AzjFJPEn6hm4QPGx3RNmUxvV4s2Y2OudETNg0H/mtaEjtCW/fveHsfMXRCWwr+eVqjOskN9ewuvyKp/BEIiIipYlDifc7Xr9IGUeGrIh50j2tvmAaR7xUGRdJTf0UaD+WDNMFkRqhDPj3hvqwp3q/Z/pixnY/EH4mudvvOLQRpTJcJRFSK7CeTCdkSYJNISpaLicG+3BE7wRuX/LlP32N+/Z31Jt7xGRKfPaKTdMRGYkTULUNaZ7TVB2rccb2tkVm1afWgyB4uN3w/HRJH95xFZ8zdIatfOI4vqQ8KtJI0/PEUZYULsa1rxjuN1R3JV0zsHz9kl/9Ys7Rj+A4IEKPuYP337UYJTmLAt5J5vuI90mg1UdCqNmX70ninEQkdP0R15VIs0RHjvEoZeQdbbclLzRxmhNZQ/hX/4qvf/klP//lf4WTEbSe97cPuP4DUaqxT0fuKs00Dxg7oXoYqOuB0Sgg1hW687hIs1u/QUURqrgk2C1h2JKNzjgbJ3QBbNVTPda8fJ6i+yOjVFJ1LUuliR7eYc7OIM9Im5zpqKYoHf4QkRpB+nJJf3JAuy3OQXy2oDmC0QOijtEmRgwNvYPZKgch4NhTf1gjF5fIdEV3n2J3PcY46h++pesc+VmBGAmi1Qz/YU/7WCH7QHY1x0WwWJzSXH8gSlpcLyhNxrHfU5warl5MOIoDxc9z5CzgO6gfHIdNoHhpsK4jOgbO8injR8F5AFucsdcBdWg47kuyXCFlTBjA2JbXzCnzgpvq8VO5aKyZNAt++L6m2UsuLk+522w4Rj3TeYYwMZm3hL7C7Te4zRw5GpMUAZ2k+ENDyAzdsWGyynHvKnQzgA2IiUCucupNC7lAXGZshEcnLTYPqGOCFC3eK0ZnCukq3O01i9GE+Wdfc600kXXEbcyQp2RFyrIb2D8N3Lw7cjKZk5/H2Md3HA/3yPoBv96RRM/R7og0B1zrKU7P6PAoozBeI6eSvt9gkoTq4T1oSX76NYf/4wn9YowIB4bWYTYG5gI783gkcRB8Ocu4dQ2qt4iLBf3tgcnJiqL4NKs6pIA1TF4s8HWDo0daR4gHipcOm+Vc+wa7LUlVzw9PW55drXDHa1za4qQAaygfnlBfn5JfTeidxSQKXTmKiaG53pL/8oTiLEa0Hf19iUAiQgx3NaUvib7QhLbD+z3xWUO1E3Q/PMNKCElgnKWwvcfuKiwglCJ+MUMvMzwbRBxTfrNDxQn1mx7MHnOe0W8E2YsZae3JsiscHc2HjvbwiJ7G1P0BbT8gVUSUBfzOYmtPcqmRaoE63hLNJD5IhIG22nDxckG8iGjQSFWRnEFqzolGCqkU7I+48S3yKkM9GFzwOBOQIwkiAt0xbB5AC6hj0vkrXHUgml6i1Aki7iGF4e7HjQVv8bZG6Yh+7RDJQPV9T3PdEzzQQfWxJjnrIU2JXrxCWUmILEOY0b0JWK1RkSa4mOF2z+wyRzYOkQT0NKDlGLffEdrmx0ta5CSjL99j9+/4lCGcIiXgPXa9w5xcAJ6hfsQPDUFIpNToZApAGAJ++Oui1jee6ORTzzD/3mEZCdRPu8A/8bfI32RE0ru/j4X8xN8fnR9Y2yPmqH4/ocgGT+VbokrjWv//yZXP9z1Ca2pX/V4A/wUOR+MqtE/Y30wQ9AS3oash5gQzWgKgfcaFl/zQlJTtmoBjchIhbE1tNWna4QeN94FIf8qcyiQlPr8E4Liz3P/Q/f7zHI+ep03P8iJCS8li0rKpHjm2msmo4mx6gRUxOkii+kjdV9y3v8NEOVbNiGTM1q2ZuzmZKoj1jK4/oCSIVc9EeqJoQutz5s9T5HhgqASoEYlzIAPOOWapox8a2j5GiYDrPaqXfLveUaP5+euYi9lH9u0TQST4reCz+WcMUUzpDKdJxMqcMjNj7ncl2+aJWT7D70fs9xWJkVxdnHNbOX77YUuUQmI8V19F7P2W648VVkjKusS4mPoQ8dD2/OrLJX2ypsgX3L6R7GpIZl8QuR3nC8WxH/jhAWYpBCTfv/eEIJgsYup9YJTESCEIuuG2vaG2jvPikkkYoW2CDymHdosNH9mVG5wTzCfn5EpRnE7w7Yqbx3vms0ve1BlrG3M5mvBsYgi64LFf83jYI6crKt/xpBq6pmUlNRORUEYV++N7EpczThRt3XKQGf9u86dM44yVOeX69hues2PanDC0GV+MEo4mcNweMXXNIvsncO2pK0c5BulgVnh2+5qYiOOx4dkkxvY1pcw4bJ+Q0ZTJ4RXvbhqMbxmLnNk05e39PQ/dkVm0otyk9LXFxQ5v1+g4ptCKTghEnOCDJ5Fj3KCRaYKLPP3zhBBmlKXhQiqa6wqdQhRviMZT3u/v6XyH3RWIUUqwMavplDtVUuQDq0Tg6fndcYvqE4hSbB+4ubvhs7rH3HtsdsL1RmDvW2Qa+MPXzzk8bJmvNEFvcI8pTThiloLmYcNoniNefs7n5hdsn64ZjWbUJwUPieNY3XF5MSENhriIMb3H//bPsXVDsThn6AYev9lgPjvBz08oZIaZe5CS1cWM+cHzQ7fjoB9p+5RxYvCipK4t51FKdXygPfR0TCnilFhEGGOoKgu5Joum9PcOaR29b3FuYHjasLIrZvPA5hCTjcZEhz1yqEErtDUMd4ZhGvjqF695L6/ptt+Ti4KxKIiMoRuWHOotUXLC6UnOF5PAdz8MpMWYxB+Yhj3ZcUsXCdjuCP/2N/QhJZg5xgZ02WCYUA+eXrXobII9OpTNP7ltT2D/rmL8/BKqEowhpBEyM9y9/8jJScIoJMS7inI94HaCfB4z3fcs2w51KXHJFcePBzbmD3EqIWLEm6bjlc6ohgFlPN3WMXlIGc0uaY4nDKojdYpikHTZmtTMsH3gbJKhswY57VgUX9N+vyaafU7XT1j/ZkOslsx+NsXvNtTbFp1I2n2JOJQkL8eUwxZzHlF2At2nhFKjVmeolyO2728QJzFqnlNVW+YnUzbVt1jX0cZgo4QQUibzOZN4xfFUQe9JTM3ZXGPeDNhjw8MDRJOC01cpa45EJka6FNU31Pc7srOU6J2kuDrlrfmA2QrevtkhhcY6z9sfGiYrkHFB9VTy8LsnjJaMckkuJeX7HaNfzeluBYwkcm7QywTnHeHRkp6NsbqhiQTZqzHHDy39U4nvA6KIWf3hghu/gfOOaTLFPfOkc0lz+AbRN1B/pNl9S3z/A8//4L/j6AxyMeX7vseuYTFOWYwTzi6ukLVlsQVR5+hpRHV7i8knuOo9ggWuPECbMYQ10ozIf/mSqDS03QOj8xHueItvO3w8prMtSmuwAsbPifMJ9YPA6oFhWeOrjiIdYe7WKNfC7Yb4ZMzZ1ZTcCbwPYBKKeUHy1FDWHl2METogFjOC3TGbbbidJshdzyzT8LjGd4HduGA57EmnMwZj8eUOcPSHGy5/8RXVPsKpgeVXELkB8SpDHJ4I92vM5c8Z7kuUsHg0pohROiGzA8c/fYNQ4MsUOTujuTniYkWIFU9xYKYLRAY6G+FyQT+ectAtoxbCuxKsx4fkk7lSCGBjkB3ddYXMa8Tekf7sEnu5Q10VBNXhhCfEDVEyIr6cMageeaVITuZ07yWJGIgWLdFqhLCSONIkqsHdrlD2Btd9RGmNnfSE0KHUGL+tMQuLlTUiUuTpmPhsSjAx/UdHvAoII6DvcKVH6gQzOUWnE6LzM+zwHvDw7xXt/UXsIyS40tFcd7jqL7ZYA2ED/Z0n/UrS3UuCSvGmJfQtJurJZMAOGtdWqCA4VSPUpCI61bD/AIyInz0n9D1BCOQsxQ53BC/xQ4WtD5jsjDAkgCSanCCjEe36G4Lv0ckc4Qe63VvE4iuUSZGxQCXir5U9q1xiRpr00tPeWYIPqEiQPvtU6v0TP/G3hfr1r3/9D72GfxD++I//+Nd/9Ed/9A+9jH8Qem95skdMrRjKvxStRmgKExOfmr9yowneMVSP9IcP2HaPQCBNiqsrunfvGG5vsNstLlYcVPXXrjfXS4aDYXPvCUNBCBMGO6EpE0Z5RJIqmpsKf39gNoU460i8IAsNnRiotg2BMfttYHcccElBcr7CmL/M4WwfBprqL2tqpILN0RGnEiEtrbsnigLPloZp3uFlg5E5bf3E9cOfcQwDN80NTduQigQZJ2ipGasJsUxRMkUJg3MNjX9AjQLpHMYnPaOxAtMw+B3CWoRVhB//kfJE8uxsRBsUTkKeSUSAsjtQDzVdv+VgruncE41UePcZzXCKa2ck8YizbMXcztF7x+NDx3frJw7DkVSNkD5mmguKOObxoURKDTJgdIZXlpO8RISYvlNsyw5jFJ3r+IPnpzw8eWjGiBC4WEyoDxFdZehCRO8MjcsJeUwve/rGs9u3ZJFmNEmo+NSf24Q9nX7L4A9Uxw5PQGeBcXJK63rKTtL5htY3pMWADRW+G2i7EleckZ9csskiwkRTSI+4c6hac3+9pl0fGS0TPgjNunakUtKWgmMvuVxMmA4eYTXtzlLWR+bnL9iN96ztPVJbtBgQ1RE9znCu4l6UJDpiMUm4nJ3yLPoF1Tc5uSuITUw30hyrEiUdiRRUVU1iBL+4yJhNYr6/7Ti7WgFTbr67p+wPOARdCKyGlMnpgvlkxbKY8fSuYjhYVEiIi5TomaA3B2S6xRKzP+zplEUkM2xsGKaW/3PzPXXw1NbQlp5CCHQMm80Ni8mc2lXUHNDWIsKM3zxs+Nm8QLp7Ho7fUJWPzLMY0+akGwdRTHX9nl4IpiZDtYYPtzUmgBiNMFJhekEWl6CP+F7hnmp0YQizjkO7R9WCeBTTJil5uqS/mPOD+0DkPa4OdL5konrS9SPR0RL2Hd3TA1E0RcUjnEzJRle820zYHxpGveW5TphrQHreN1uIBWs8+7ZnrDPORjHD9h3OOkLTkM9fcnN/ZLko2LiKPAPlPS/TU7JNzLDtEMGgs4g8j9F9irv5nnlxQfnbDToTqEPHVEG1b6iODUOkKYRCx45IBOxhQz907OxHxvkYkyUMEXy5KKD9wOfLiGeLwGXhSG5/g1YK6cGLEWUfeNp+asUoD5pOBLquJzc5RkvOv5gSuSmh1qRfjmhtyYBFnxcMyxwxGbNrWwahyXVEEiL8LobGoZIUMxkxqmtWQhDfXXPcNdx8vydIwyGe8+6g0NkEUSs+ft8hAec87dFxEhlGdUz/sWTUKEbXwF4xXxZ41ZFMJRdfP8dMDPiExzrDizMON2NsJUgmY0LIaKoO447EhWHoenSmSc9iyCRDO3Dc9wyVRBQaYTXZLKcMNd1KM1zGvPt+je8t+YmkL9f04pFddYfIHJPTCcVyRHIV8c2DJXean5+MsE89+2GNXwVsXCODoj1K3JPn6duaMSXu/kA8NTzd32Oilk0biDND+THl5u6AyiOi4JgGQ6IF3b4hHcewLRn2Ld4a0ukc8oShbpl+FaN5RHYPhN0tZppRbSX3D5ZuMefoNX1jiWSLudQkL1Ps5wM7c0tLSd8fsEfLXbVjPlGo8p6i75FeoKWk7yvMqGDx2TPehpS29GSN5OIwYG4c+UOFurvBHgbEyzmbXDEYTZan2KffIUYZ6epLAgaZJJjVHH12jkgVcrJGZw3C9XgR01aWpDjHVznx5RnHLkVVOSpXJKMKdncsFitsb+l6x2AF3cmEwhdUP7SYjWT44IgHgT+2aN/jIkV/qEmLlORkwUw3WPeRskiRxHC//WSUOMloQ8/JIuMpPyKVQScZJpWMJzlxWDN6MWCWiqc336KPW8ZnOVHkEOMR8fmC/qnBH2sQAbNMMKcjpNyjJxHieQSFBZdjQ0fFgcEeMaOcRGboVcyufsd62LIpNyRxzCGWZKog0jnDQeEbEHGMMAYzkchoIH5+Rtct6I8enXS0h3e4/oDvdoyXz1DHgMlmmPQMkxTYJ4s+SYmnhslpTqyPxKYmsRKZzHBNSf32t4hgULFheJI03wXqdwOuUugsoqo+EJ05XHLAFFPifoY/PIFrcIc1tmzBW4SzYBTx2QrqCl+2CB0jY8Owt4BEp3OE1KTnEb4PNB97Qg/h96M8BNmLBL3cYpREG0k/VDAo3K5GOcvoIiWRgkk9MP48JjptkVHzqbe384gAQkpEbPBRhdAKIQMyThk2W0AgTU68jEhfPUflBd426HiC1H/htRKQOkVFOUIIZCywpf/kZC3ATCXJeYyQAl0oorkimmuSVYT6aWTST/xn8i//5b+8/fWvf/3H/+Hzf5Ny6J/4/xmJjEhkRJh41JPEDZ/EYyojovlfWtX/BX15i63usS6haTywZrQU+PdvCHWFjGNwDnNjyS9iKvOX8+sKOSJXI6ofa1rWQ8muqfB8qnQZ95DW0Nw9YcsG0SqS4kDTtrSNJEhNyOY0wynp1KONoswmdGvP6zT8vmxb/gf3RuFgtTBYBS50BG+ZKIfefaR7qpFFQXZ6xtAc2LQHTJCUXUeuFevdEWFOid2Eu0bxNJTotCJf1EhlSNUFXrR4Gkpfc9d+QxavsKZnI9fMi3PYa7RWnE0l2SQmTQJP1wPvbnsIsFoVqHVJYmDqfsauWqN1xqJwfKz21PtToiFn0sQUueBwHHi46xiZlGbWUtk13mUsFxHHqscohzj2nExjWgvHqseOLNOi5nAY0dmaNIr5+nLJn35Xsm1gmnm6YeB/+PqExDboELDKUg8DmUwwacu+84zdmEzGLLOC6gHOZzl3dcckE+xci+8HSjsQdRGqc4x0Ti/2yLSAwZIoQd1UKOHpmkAeTditn9DPRvz58VuiHF4Oz9lnJTKc4FWgLStGbc4xL1Eyx6uY/aYmzg3v25ZVcsnAHne6odWaP202zMqcZbqk6R/p7MDQJQiVUnb3nE/PeFv9Ge86wZX7A/L7Afcoue4aUl2wOvcIW5MajdaWy5cppxPBqLrn5kFgJpeIoGm2j7StRCnNQMtFfsK2gu32QNsoNsoiLw2jpcPrFj2K2bRrzmcJx+YjZQrzV7/iWAaSLCZMe37bfnJ/NQZUcHRBksxy7HFDkUTMZMfG9viy42gbJmHOz5MzSneNaz0n/gxjFLoBVe7oQ0HnBqRS5ElEPBpRZAXx3QeoBrrDBjFPYDmlLyW665AuBdGTmwzinmVR0B8iigr0VmFPC+6rLQUpy6AJw4FIGZLpOfkxZnh8YjgOZM8/J7gOKVOMNxyHMYfHihAGJqczivsjw2+PFBeGr6YF93iqoWY7NLSFZjyb4/Q/QgeI55Z6N9CUlugw8OX5S7y+ZaxPoF7jRjHJIkO4mLLZse4qhquemf4FdXWHX3XUPmL5zxf4jzVDnzB5MWH7cUt8YxFpQJxM0XZO0z0ggySNC6pIsdKenFu02WJoMEOLUJb4i88IjcZMr6jvGtR8Qmoinu4abJ9CPmZ/aOBZxPJKsTMbpMkZFob9Y0exGKOTDQ+PR7qq4eTVjMXzr5AhoHctkhH777e48pGTeIkaK6LqiNv09JGk2Wq6wyM+SB7Hmpu+QWwHXq8K+rcOfGCaS0YXmlwG1h8s+lhijzuOQZKenKKmiou85Hb5Bf/6viPXOQdrKXcNp8UBme+ZfgDRtcz+yVfcfyew95ZsZMleRIQIQlGRLy+wpUE2e7Jz0LYjGSvsYBmbgrTVVB28WF3y+OiJg8dGOd7eEo8MZbUmKMfMK/RB8S/yKbkMPL3bYJ2kut2zvYH0ytDaCl2eMltNOBEW9hvkckRnJUnX028r5vkcJef8WXkkAHVXM9Fz7EPH/KTgsS7ZPHR89fVrspsjtvWI85T66cgk9fTHazr3AxQS23TEu4xavKJtHe22RJmIp49bVi8jenaoccKuuyM6BgopiKOYcnngy/wZWa84kSd06zuCL4jjOelIobMpdegYP25IvMIwoqgijg8HAp5oH2jOBfbbO5Jf5uyXS7p8ytksQK/pd6DnKwgBEa+w5QEl9shqg7cNkY0IMqUdLBMdM6DwbUo4KuKFYpoH7L1neDnnu8ff0DY1yXROEY05E+c8valwXYdXKWJ9oO4d8VihzRnPXkjynjwAACAASURBVAaacYcfBOrtmkFtiS9GnIhTfrfpkVlO//QIXeDqsyl9XGKdJc0Nom6Zvf4M4Z5w6x2bj9d4NWb64jnltmSkKuIkxYwD3cc/wSxPEHlOsALXW2LT0D3cUxcBk8WEsMeGgCmeoXwgDJKy3zGfXlK1Nww6oh4qsB3rm1uy8Wc8SM1y3FF8FXH4dxVoT7TSVG/eEn39guv/9RG7lpiVZqQWRDpF5yOiPCUih7HG3QvcoULGkvgkof1QMWhL8FviZxOkv6FvbklO5rB3n7ZnvWa476nflti2QWUpIpHIo6GYPYPGEo8K4uGc/v1bfN8g2gS/jzCz0SeRmWmMTui/v8Yfamx1RKYR6T/6GcXrGa7MUDrFTBVCtrjjQDQRdHcOYT7Fc9FUkswsYgfthztcHkG0J332EiUzpPF4DugqIcoFwtUQhk/x1XyGmU2w2w0IiZrPGIaP4D/1COt5wuiffIXfNpjREjOfoxcLXHf4lJz/D/n32u3MWDP6mcJWDqlB5eqvtOPJSCKjv36Kn/iJvw1+EsH/BSKF4Hm04JoN6SsBW0lhI5bzEfHS/JXXBjfgmjXdkHPzxjH0DcE59HcNp+qAKe8RcYI5OUEC5/0FdSZpfEMqUyZ6hhKKtPB4bdm11e89EOJIYZOaw+ERnebYHQTrkLucPMk4tB0MCc1hysM+4/M/TGkREGDoPE3vyeJP6nc81ewe7aeWYcB7uDg1pHNN2Qq6SmCOH+HHWXZ+v2coaryLWegVVdPzuvhHvC8/EEdTth9PeH8bmJuOJNmRRvfkx0B69h1ZdEEenRMIbO09NjSEYNEmYnVSENqSV+MXGOEoJhNugsIJRzFSTA4KHwIyjnl1uWRzq9g+3tNhYTDcbQ68er2kO52SyZhsO2AGaHwgH0fgpjxPCj62B7rIoHxGpj2PA1xeZmA6dKM5mYzZtyVK3vHFRYEWBadFQTvAw7EhiXJ6PMfB8v11g+1aXOUYO4HIjgzuyLPFEu0cZad4Po3pO0G53uM2gucXGYey59A5+tAzz3MimbArB4ZkSTB79v2fsEw/IxIZXXfAyJRklDHWpzTOkiSCozkiULC7RUmPHFKKZELmMmJrGGWBUBiUDmQXMWXTYVvJo+753X2Fnia0TtH6GtnlnCQr3g8bJvGMyEh8qcnSCe3hDVejE0jmbL+DifIMasBFEYdgOe06Xl0k7HZPSLfHWIMsA+u3lmx1zoe2pv3oWU5zMAFHz9TEiA52bY+aavShp246NlXENHdE1Q4eK/KTlNHEUcw/J+5b6uEOOQ/EY8cBhfcRp/MY6h1pJtCX52SNoBATgjvg998yy1d82DiUNNRDz9XUEfuBRgx4bVBak9mBOlEMgyLPl7R6ioojviu3mOFA/PUpJyGlevqUFOrtwCw+YRASn+RYJ+gmn9xqX0yWSJcR1fDQrnHlQOctq8UlavsbSp1z5yoO3RPPz065nP+S5LGm/v4HnAgMmy3FZ6/Qq5zXqSQzMRdBcv2/faALA1ORke23fP3VK54vz3gUI1TU8k2nMVVEFHpckDyfLRnZDfligtOQKse6fccoaPJZgUlnPD1tSMcnjEYzbnffkEYF5aHEpglRHejbhr6HvkkYbIpJlvg+ENHx4fjAIKEYXTKOX3BbLXj78BsKk/BZcc7Eew53f06aFMSRI4k8Kv8V5W9rrFhQf3SkVxPef3fL/MIwni8YX4zxaYWYO+7sFDV3pL0kjTT1xlL8/Ipw/MjkpGDwgfVxz+nZGVk1p60kaYhJdWDfdVTfPZDnilznSB1QxZgiSRGTgjiKiJ2g6eA3Ys8/e50hfyjRg0XuBuQshbTHHjqEMUgd6P2acPmCw+qc37yzDE2PnDp27YEs93SbNYdDS/b6jMnhhON9w8nPVoTzC9pvvkNIh4pq1CBo2LP5rEBcjYh9wLx9pLxvicWU/v2eQceoyzlyqVl8OUfUNfgdSk3RUYVOYKJT1FPLaQzd9295mCfcHR4QaHScoEuJ2KS48ZFkFlgPgZOrhGies/2uJ5Q1WivSUUHbGJ42HdNTQ+0CkYoQncTPJFHq0HcKHRWstxr7pNCpIfWecH8gOTe02+/p9neINANjkasYfz0g3JqwdvjVOcWLGfHc49ZPGC0INx1tsNihJikyTpaKy3FBVXYk8Qnt8IAfKo73NxTzBSqKKSo4qQO1ybC6I86n7Jvdp5LZKGGzqTGpIPGafh9zfTwyWrwi+uGa42FNTIfYCbLLEe15y92//p/RiUac5IzDiNH8OeeLf8zhnWbyh3MOHwWT85hkOLL9X94SvdDsunvimaYaSpqDoM4GfsYVcZ4xxAp/32GWKaHuwAiCFHR3NcPNbwlVj7w4RY9PycaX6HvPMh64sznZiwV5cKTdQOsPvJz8C8Ta0t4/Yo4JMlrQuhKhwfY9ffuOWf4Z7diTT1OGp1vs7h5f1KiLc4gnuPsd3Qg+jmdsd4+E6sjJF58zCZ67t56H+waTJVxcTNBnA/2bmpBDnEa43rBbl6SzjrdPFXq65HwxsFxNqa7vsbIk+8WKp3VFv21R6Qh37KnvImb/+L8l6nvaj4KdlaiTGfFUwLHEzAvq9w1CgIih36Y0d47iF5+j55a+KjFqhMoyGDqcjUGCUHOGg0R2AzqOMVFP/3ZP9npJ8BXt9RGEIFmC33bIJkZfLRB9T/PNG2QO/fU1Ok3wWtPnd+S/WlL8fAFA+25N9zhQv2mxrSddRXhviJaa7IVCJu+w9wFpz3GVxbdbavs9yfKE4FOUFeRnE0T3+HszK6EiotEKHRWY5cnvY0O/PeLaLQCu24H0xK9eorPFj+XRT8ioQEYFvi9//z6hYlQ8/qsxqRFE05/kyE/8/fPTr+6/UHIV8zpZ0UYDai6J/mPZOiAQCEKxfYSh/5T181WJJWXnNaexIbQNdrclOjlDB8nouCBrHSqSqImCCEwkWb7QrD8Y2saTpJLpSv6/7L1XryRddqb3bBPepD15XNWpqs8325CYwQwGAiRAAvTDBQgQMEOQFDnN7s+WPT5P2vCxjS5Os+lmhrzQjC70PXe5sSMyLxIR693rXWvhZctgauJZhDqE2HrAVpbusSA4fc3mzrHbj4zeYUbgDxpdCtDy708L40zx4ouI/ZNhHD15qZksNEoJcp1yOApqb/7YYyGMFnAcEOkUcdhzaNeYpuKz6a9R/mtunjR2dBx8zW39xJvTDHfYkCymHPyPxHqBUgHOW6QPUYeOYBhJgghnz9lvJjgvadoIM/cgISs004nj2PaMAgo1o0eTJgZvDZuuYxQBdlgggwg1egL7h87XmeJ2M3CsFKZXNMGU2R/qZnI54LOMTVWRRYqJ1iwiibUFMl5xHN7x5vwzjus9ownIo4S8kDRuZBpo+mEkVND7lsBK7LYi0QlLdWB+ItCfB3QHzdsPDiFBRjFKCGQfcZqkjIHmcSc4NgOzNOanpzsCObLMrmi7G4rsM16dfM7YtdTHNXe7vyRbfI2LYibZCxSWYi64/rjmInPU+x1JVqBmMUHuMXpgOIyEM8HlecxVJunGkGAT4rMQqRQRBb3SfJ2cM2WKtA6tBnzbk+RzmtDwYPZQO7LpJU3VoVcniLuRozkwmAnl+RNTtaNJjggnCNQpZjKSrwq6m5HhsCOZLogmAeO6w9qWSGdMTwwfZEVZTLj58Z6XVxfEwrK+OTBdpmSLmofNJ1bDKUOoEFGEO9S0zRGbxxTO82gemYUh43jHwnk+LyawfuSoLKgRYT7wm9dLougM4yy92JAy42b4yHHsKKWmDuCz2TfMpq/4ZCzJJOPb2yfGveMiDzgWISKI4e5AvT0SzTTHpGa5vODBBzCVrI9PPMkQ4oA8SYhOQrbFkaqqCFXIOBzQ2TmfNh/RSGgbPvTfY1//GZPuiPoqRx89Soa46UjQPrEAClvBYeD835ccrnsiJRGyoPvwCbdwrKZTxvwUf6wpojntzRZhJdXJjM9fzuhLwdvDX9PbnlxNaLuUwc6p6hYdl5TLBZ9u/5ymqtgnBtNuKVWO7CKGvqKYLAmCnt2m4rAHFgsCvaAYjnRqJFEZ603I3uyZRhOcibj+NBLkAVkyYaxuaaxEhJJYD1QRiMox7BxGOaaXU0adoZRiz4hwGbpqqcTzbExfOmZNQf3Dno/vNxgLxWXL8WbN+edzjmbkzjqO+5rJrKR8B2wV8XmJnacMgyfJU2xecP9pRCtFIiMu84xhJRhtw66rOJ/HjB9rRNgzWSRUzrL7SeGx+HFken5ClHt+qLbcHjt+OSvw2TV5/UgkQ3Q0MD2LOVpL8nHA9iPCbQmWJbP/7UvscY1xNZWpuO1uuW9SnNH8QnmOtx94uXhN++P1c33g5Uuejo6ucRwuejQFJ9MFMx1SHb4jihSlLQiDCeK3HzCfxRy3Ff39GnKJDEryyRLRWV7/6pTjY0faSg7HmHb9EaUDemMh05RxiDgvuTNPpFPB10lKzhzTWmTqUNXIZFqwfwRVRASnCbGsyeWW9IsB9aLAthaRJdh6RIge0a1hkEjfMxw6Fi9WzFcSv67Jgjl9HRAQQBgjeo3tDHIMcf7I9rghMhcsvv4l62//gvzVZ8ihp/vhA+rjB9LlS4jmPIVztoPH9QnSe3zg8b1BRQnd0NMcHGNgESfnSGVIpxm2e27AVAUtw/UHvPWYekACVRoyERBMUrKvQ6rdiMlB1T3d+yO2MYxjxNCOSK8IpwFCZLS3Hd20x294LjNKNO3tNeG8xCdg2hpxXFPtD0R5iGh3BFlMt9WMjxBrw1I4dk/tcyyxSJDLzxjfJYRNRdTM6Y9P2L4jfX1FxwPxwuNMR57PcJGh371HByF2OefQdojuAwEzmmPFcD7hdvMErkF1hqeuo0kmjKojSEKMszztG86DKcEqx9V77LHF+I75eYqIQpy3VJuOLssppx4OB0SeotyS4w9HhA7xAsLFBO+g+luDGjzrmz14QXYh0S9LFt9MiSJF/zAgFfRHy7h7zpi6TtDe92RvCpxVRItXmN1v8aPDdDnjtsX1DpWliDSj+CYnOZtgDxnDzQHhLG5U9AeLCAJcN2DXFXb0CCEZrh+xlUOIAZVrhHWMt7dEl6fYqsfuOsYd4EDHmrH1oC2giU4lYx3R3UDztsOHHr+Ykr72jPWPCBWQXb1CHVtkURCezJBaI8MMqf55KjYsLuidoX38z+AtMprQ794xNvdIGQAeoSKCydVzQ8rhiNQpOl3+F+/3Mz/z/wU/i+D/HyOEIPkXHkZShahoStce/rjmxwGRTBlGgdAKP4JvW0QYMrYJw9Pf26F1Ick+i5FakOYwedNSOEegIgYE0mtCnSB8S/I6wjUJunPQJ7x773DWU5YKGwqs8RA8C9/lRBMG/9i2neaaNP/7v7QbHPWHnnFvGR4ykumvkPMjwjv0GGKVQwYbVGk4C6eE4gUftxHbvcfUnrGV5OlAYw13R82baYxWAyMO5weEl0zUKYfNO6r1f8KOLVnwC+p7z+RkggpTDluL7TzqhcApEMseWY/MdIBwDb5oSIgQMiKenLI9RlR1yhiMzBchmREID5vWIqzDA70QbCrP6VKw7/e0O8OLeUo+T8lLByLiZi1wh5TZ/BXn8yvoNrRLhQgSvB2oRQuDwTq4uCwRlWGIIlw78LQNePNVzk/2R/xuz0SvaPqcV69esn8qAUsa7jAceTU/Zz32jPGWiIKTIOP393/BJFcIEZHymsNRIMqEw+3v6Ns9xfQVa1GwrzaIULEfRi5fLPnGKGyz43S2QIWa3eSeSaRQ4ZRtJwjGHj0c+TDcE0/3vP7ql/x1JXm7PpJLQbIsuduUnCuNbj6h9opo+ZrdZMfaPLA3klRBNdREaUEzGKLPNC8oiFYBeXaCkh75aImLUx7u3mPLnrX4yHJe0nYFqe8RF5pFeoKvJFonfDg+kSuFCT1nry/YHuHLtCa/LJlMerb1B8ZGsDsIzMWS7dihRIRuFWWeM8gbrEpQzvEyveClGQj2f4NVAcvzX7EOS9L9iHgS7L5/i/ADq9UL4i+WhHnASgV4r3Auok4L3t488ugq6jgimWSg51TOURY9gQs4eRXhJ2C7DUejGZ5qdtmM7dqQfTHhrrJEThOexfz2uGcRzWiGJxIvWYQpj+MNsyhCNwZfVzgp2Q8NiZEM6x1FpNDTM3btB5K4ofqwZV3XXJYT6CPKizM27yXjNia/KomNJ9/AHT1+qDHbkFAtMQK8DdFPHUN8w0x05HbF4V5w2AykUw8q5T/+zTX/6y9jmtawDErSRiDmE+T1gXQ543j9HZwLIh0wRZK/OIdFyodthHev+PLsJYyK7c6SSkvAgiEAazyDVajtDUPc0bY1raxJjMItP2fsBdnrU/ohIj2Z0fgKcsn1XYtRlpMw4jxbYnpPlI7kZcdR9+goYJQe4x7R0qPKGe/7De2uwzrHbqg4fXnKVVji3xR899gTvIfsPyzZRSP5ZyVjazmYmi+uYnxmSHch++M9vdfEi5DOa/bbmrOXJaK3PD0cKFY500WPuX3Pcoz5n8NT8vGB949rAlExdhJpB9LpFZMmpvjaoxyYtuX6L+65+A8l0zBk/O1bgtdLfNdyXuZ0tSOoG5bFhCyNGb3DC4UVkqYRHNoGkaVcN5Iy/YyXZs1JnyE94Ab8kDOwZm8fKSdnVGWG0w7UQB/t+ez1gsjukc5wO2puP1Z8+YsvSP0jamrQSUT82Tki9HwWRbTHLasoRj+8o8knmDbm7X6EdmBRTlB4Tr8QBKam9g1jamni9+gvThm/r5HOkxRL3H7N/Pycm96yeH2OWnfsf9oSekegNXFwQRav2N48IFLNOIxkXUrcxoR9zzAamp1DcYryFvu4x7YD435HuXrJ/t4j0gEjLCerlP23D8yvCvKpIHwTsGl7RmtZlDntt2uqH+5J84RoNcXOR5pJi/Yl6jHDD881o7ar8aeK4QTeXr8luNEEcYjoBFmiUG2KHEEMhiDKCNQpT3eeKAQZR6iFxzxYhDjgjEdGPUYEqFxDW6FzQWUGokExafZ4aTigeLyHdBGwiiGwirEZ4PcD9s7Spx7tS6Sz9M01Zifo/Ui+mJHNv+bwl3tkGBCpHH8JXC4J2g1tc4cYDcXqNd96i0pSRmWJkhBf5tzVHYtyj4wipJEM0tHsYtIg4+l4jRtHht4TZQWtSFjlc1yv6MaUuAKVzahvd6j0QP7FnOEAtlKMjScqFEpYqtrgvUCImOr2wPw8Y/O2ovgqQyoPKFwjn+29/rmZVTBReBOi4gXINTIr0UoDCSrxoBSyDJHhlv7xiCrWeLcivLii+36N0OB6S3wxR0rLsAE5j1HSMD7e4gaLaSWEEjMolHm2v3nzB/s1ApSg34M9jqhS4Xro7wRepti6wY8ePziSlxHdp/foS41WAW53g5hoZBpjmhvC6Zv/qmCVOkKogCC/QEgBCIbDJ9x4JCyvwBu87XH9gah88d+MM93o8cYjY/EvTib5mZ/5f5OfRfDP/ItE+SnlQvF0s8EL0MUK1zhm5xN0bLGHA3o6Q52/oXn3jx9g5ugY9xZmlrvhAzvzwNbWaKO5DF9R6AVlWTAePiLoUVlPXOZUTxNWlwJrPUEgMN4zO9FYKUgzkPHAehwoVEwkg//i7+7uRobN8wtCRRnj+wdiVxBER1zqaYMNpU4YioYNHU+HLUn4OQehMJFirB3YEIl8DhKyABUOZP6cNDhHioim+kjU1BzGHUJIxi5GVg0+f0Im6fOLcYDSSq5FRyd7ZlPFVNXs+wcaHRJ2AXKo0EpRxDOKMsApOA6OyUmAOlrqrSUvA6JTuB8H0qDhcIjpdj27eovvp2QS8nDC3zy+w4YTCmm4ue5wjWMaG4J4jrdPfPFixc0OVLTn7FXKyVnH2I7E25TNx4FfryZ05Yb1esfFqqQ6aq4/VKRvGvb7kbZ9YL3ecXUxZ6LhcZ0R7EKQmn03kuiYsReMo2M37pDesUouCIIVoZwyBpcc9xVaWRZpRi02/G58y598FvHSXqGtp4kfeXi6RjUl648V0xAi4O5wh1SSz8sYudwRBTlfRjnTQFEkmuZpj1/vePrdt4ym583nlnZpaUaDChTNWFPOcobB4CKofct54CmaLc29x3chyflveOJbuixhbySjb+lMy+XiG5TpOTE5H242SOHZuJFjr8mHnGJV8OP6wDSS1K5ns/5E2085yc7ZtJ59C22ckxcXvH9sOZ9L9LFBa8vXSUSpNcHubzGbdxzjJfvKEtxB/PJPSZsNd28/IQmIYk23tozlA+Xl1xyGkV0zEssJ666HmaBtBF6PbPqKZTajq1uSYYeyI3L7lkk0pY9SBnLWteOhGTCFZt8YmkaSFSmHFnpr2TSOeZByFJb1AKnTjNsK7xwjiiCZYnYO8bjlcP9IvMwZxveIWYACTLVBoxi6RwIxZf/TB5Q8x1SObh0yPEqysw6bhzy0CtlrQmupeziPdtzcvH8+3FKG46c9XS/ojMVuez4//QZ75Rkbz7lPOXzaMJutsDmEqyk6GslOS4buJ2yvCU5fEl7l3O16VqsI+zFk/X8+d/AenEApizzPUHPYVxXpSYgLHY1pEEqiVELfdxz0A0Xxgt3TE8XlKekbTXfn+O5mRxIERKcJh0fH93/9yGoRUuQx+bwlvAp5eiepDCzKS86XFZXuGeuOcWzRSYIbYS8butUJh6eReA/Tq4RrN7DzLX205nSxwHYtf71/4PM6hweDf+wIL8+4+7jl8LimXM6J9x3LC8v0i5x288D7h3uCcgJ1y8nkibG5JVeKNlRkhUYJy3yR0w+PfNpfo8qMbDnlLCxQPOJlQPzqNSrPscc78COvyzny0OD9gOwHlIhxAZiiZP/QgRREccbwtmOdet6EIeJBEn41o/6b/4SobogWJUmaMWQ9533K9lMDMuTsvGTueniQRFlMLizLU80wtAzZBPnylA6FqA+UfiC4e6TMMh7+/P9A4Che/Qa7KXhxPmfvoPlYM4sdg9vSza+pugbUBb6Z4IMdk1/+W9L7kXC6xN5UuLXn7PIMnU7ontaEs4D6h5p26FGTI4vilLCM6cs9cswoqgnVTUu1WTM/uUAPKY8fd5RLjagNKnCgIgwJtIbCd7SxZ33wzP5kQXYRU0x77mOB/2HHy8sV0/ua5qlifrpArhv6728I3iwIw5RHdwOFJ9xZvHFEy5cks0ve3d/g+oZ4Nqd5aMnLhHYYyU5y9ImkCC84+ojHTx3GarTLePrBcvkixO17gpkhfp1i+p4OTzDpaW8H3Lwk7MbnBnup5sNf/YhG8eXnVzyu1+TSk01DjqMk6WPG40gQJvS7gR5BPD1DpgOxTcn8KeI2I7QdVGCdpyljttMP1GKNjUdW5SvCMSc7WHoGoiQmLEu6qCZrpkRdgmt64qTAy4BQSWwTMJte4uixROyeFCMeggQtNMOToy4Uk/NfMJhr+ubI/HXBzVvFcDDEqWD+KkH+dA8yQWqJG59HDTln6fsOr2J0qRl2FpxCxSWysMgYZJQSTpcIESGCDOOmqDAkfSMYDw6EQhYGU9/jjWc83KKCEGenxF+85hg9cXu4R2Y7zl99hft9zPFTTXZyTvRFj/nt98hJRnBxidmPhK9mDEeDDAKEeBbh/c5hq/FZD08V8VWL8w2ujlGLEn2scL3DbO7QekJCjlR7RNhgxRqtL/DOMFZ36H9iXf5HeItUzzLCWYN35vlA4B+MNnKm++N2ZwZMt8GZDhWkqHjG8Ojp7g14j0olyYvwn43f/Jmf+e/FzyL4Z/5FhApYvT6ltQGH4yNeWELZkGUDEo08PSN6+QrnYvD9P7veG8dufKL1DbMgJ1Ehg7Mo3/IinKGkQgcpdqwRUj/Xi8QO7weG3qMDwcVZwHQZ0Nien/oH+j9Ys2OhuVCKAIeWCaGeIoXCO//8gvoDKi/ohWAvLfq8JI4bpDZIITiPzyn8wPvKkCQp84uU/3xfk5+AHBVn8RlXFy3BZI10c4ronCK+YtNf09ka9mvmNgcE49Ag4yXbnWBzXWGc4Owy4FevQ6JUk4wKgeM47uhlw2zlCK7BdR2jNFxcZIzBks4qRg/XveXNy4BSeRrjCZynvzugNUjrkUJzUUwpQk85Gt79sMWMBwJlaJMUL5+oxxAdJHz84UeK4gyVSZLC8ZulYh18z733vIlf0HaewG9pzEjtj8RlSCtjNsOe7CJnvevpt2vi3IOyPD3cs0xyUh2DsQxWU40By9k5Q7gFtsRRyEl6Qjkm1ENL6Ayts0TtEecSHg5rFtELhJPEaqBXG+b6kmZoMX2E9ylmHKh8i4sGZG4wrqNXBYFvmUYpUTPj/u3A0XpWM4/OJCdnOULHpLOe/dMdgejIwwnOQxtBXGriUpL6gKS3VPuCd+0BEUcsBZThS8bFDTkZvWs4XYZMopr1k2CoQiLXcRwrBiNYTU6ItSRLEhINfVdxKE+I9MBxX1GokOawo1i94fZpwNaGl+mctAOihFUp2NXvMbrlcPyBmZ7SDI7eNHg70G52LJqUNy++wgHOCKwRtFXHXaP5jx/XRCrm375SvLNrAimx2hDrBKRhFmo2QUoSBpwhkGuoFgWVuOBQGc7Pc376tmN/7JjNY0QUo6zHGENoHYMZ2VQV8UKy3TVczZdU9hpjWoJ4CvKE8KlD2oh4PqORPVFfE9sVbdXghh1FJGkGzWJxwThAuEjw05CHb7eoImZdGPLRUJYFD48dR+e4WAXMYk9zssCKCFUJ1u33lMFLssBjOsPm/UdenU8QyQTxlDL0BvsEfqeIf3nB8foW32dEekYyK9mll3x4/4lDBfPRcOE1pge773nx+YSb+wPjwROVAZM8IooFbjonaQ06iIjKOV0b4I3EZoLbpwfaieGdfuDN6S9pd0dmWUroS54eDmQq5sRERI89960iO+3Rk45JFYJNESpAmEdcMJKkE1zjEYMlmEBGSugcozyiwy1ZkrLuMt7V8QAAIABJREFUO4pQETRH8iDiKpnQX1fsxoGr8zNMrckyzXAMifKUY9ejto6Lk5hPtw8YFYGVVIcdk1nKNBQ0D2t+cX5OEE8QGtpUcGg6RDHFScH97Tuiyy+JZ3PWQ4hOcvqbRybTAjUqqt89kl8WuKdrvKpRSUpQTKldxCoeUS8WvKtCpktJ1FtYd5gHyzgcUNGKcf+RcS9ZfvM1Pz3+FeNhRzlJEShmW0mYJKxvHN0vptzNPGaSYGrorzdYa8jzhJM3Aam4wb0s2P72HXLsiWY5ot3gmp7xXUs+nyImOaHxhAvFmHS4Ycr67RaZlywv37Bdd6Azjn9TkCQH6u01vunIvirYaItMU+SlJ7xtGJsOGZXED1OKkxR0j8laXNCxfBmi9YEk+w1nrqa5+4SaBOBjpr/590hfMuk13RGS0KASTb2BNOopH+/5/ERxcbHgeGc5/tjiVYytDT5XGK+JEo293sN5ynh5RraKCJ48p5//mt07z7Y+oIrn0T7JNKDXgvg8oH1osdYj5QQX5JRdg+g84TFi++GOaXaGbHr0yUB7/QMyS7EyZZQpxAvafnwupfnwSBhP6K47UnVk98M1+dcvSeOAuNckSc5jF+BXgsN+JE8UY+XwrSZ1AcP9HNVqxmAD1uIHic9zds0GmpFBd7hQ8JN9y2ey42R2TpVNCIMIODDRZ5RBxPtPnxAywFaei8+WzE4VD3+xpWMkC3KoOybOowtPYyQzrei/2zLetQwuIw4v6U48zVhTxC3zb0LyPCUaBhqpSScBxoIfFSqXPAz3JCeeD/2Gy1evCc9zwp3ADQV6osFZUAESj6tqRKBQMsXaHjlLUFGN9xVj9YQ3PSIUCBcidI/taqrTBd/vO4xOCZKQ6njP5eIC/SmifmtwV18S/y+n0D5R+5rs1WuaxxIrelQoCGcFqqpJv0zwTqFKgVrcY/sR2ylknCODmPhqBU5gRYd3PSpWoAe8t3hvcM4+61jT4p1F/NPOo38XV0UTbLd7jhOlQugIHZZ/P68JUGH+HAc6Q7/7ETc2ANj2Cb8ZGB8m/N2sJ3N0tB8H8i/jP2SXf+Zn/vvyswj+mX8VOjLM3zyQ1RKIiLXC1xVCL4imK1SSYgeH0ODNP7hQgE4lnW//uPTcnZrnLBEGhUIGCTJI/rgnLyXpN4rxDyJY/WFk0+N4pP/DF2gEdrzmfXfkIpoDENk5ZfQKhEBqsM+lOtTW8jCFY9rTBZ4pI+lQMfJEKjMSOSVLNJmOuG0aZss9Te84nydEpWWhF/T3KZvDyFpm3C1r3Ezio4wkmVNtfsS7kSjZU21ec/swMGiL94LHB8Gn24EXX2gcltZ1HM2OZnwk8ZJfvlghZyP16OnHAXtsIM3pR8fd1j7PaxTQjo4sUpSFww8DpRMMzTU68vjOMAY5+AWt9Zi+IbQakWuMi2nakTSd4YOY2m3ZHgasCplOBJE9MokHRPRIc3Yk8DHTaMqH8QEZ5RyqnlLlBLalNpbhKFmdKEy7oWkcpycRhyan7iJa70lEwb85O6Hrv8e7hrB37A8fmJen1Lc/EqUgohO0WDGxlsdNRRl4ZJdio5Z3/rfUzhGqkVQlbCUo5QikohrXSDlgnSeXEeluxu3bDfWxJgoiDiZmUQyE2pBGTzT1nuXpF2y558k0lGnBxeSSSa94ePorQm/R4RV3yYx+CjfNAz8cJOdhzKtyxUzUNGLNvv9EKTUnqaa5a2BwTPFkaYzttwhGHBH4nmoIOdxGfD55wzLYkcwtyWzB3VEwzUuKQNC83ZHNMtabNWJR8vLlVxh1SxxtsXJC39eIZcHBCUoEVueMwwPr+7cIKUgXS06Wv2C0DWmQE4XPQUzTtzjjUb7B2wJBwTIO0PaI9AMmErgvv+Hbt45dVdN7wduh5vM3Jd9/d2QqFZNlhqw7vHWEo+LNJGTje5axpqw77Hf3nHdL9qGh30lWl0sOn37kMY8x0SnzpCV2jtZAa0fiSBMqSelShrsjRFPGImF9v+cQO/TFhPhVwJMZuQwzTk4j9rVlmcC3P+5oqVH0XEUXFOo1oVKYUVHaiHYwmMZQ6h6vviKbrtGygnDG5sMEpTtqt2dnp1ws/4QPN9eYxhITkPSS48OWxSrCftcT3TmyqxnHOCR6kdO6AYIRxhkhFsRAM2yIVr9GbEdU3/LmV0v+Nr3mh+09Ol2AjqjHilTOmQpNUDmk6Rn6Fp8E+Kinz34iLlJMlXIYXrGKU+4OBnQAxqMjxZvynJlUfOx6hlXEMp9xsqt43AvcwxG1OiEbIWkt016zlCV2d+CwFwSj5fWfvea2uaN9OjI8hSzUiihZEghHGCvys1d4p4lmL1jZkXj0DH91g4sV27nCKcnoRnwniaYl/mrJf36Ew3ZE2J43Zyecbo6o0HLYV+gioHj1G5Tz6DJjGEPsfcdkOmHXaELlCUPPlVB0b3cobWl+uyP8PEPPXoAwuGu4ij7neHnAjY7kGKDuJW1W079ccf1wJP4i5Wnv+fjU8GpVwNuKbBJw95/ekf/ZBNPeECiIFikiULTtHUn+OemgaY8duVaMrxZsT3tac0XXgQpvEd5QvVcc1yHTkxN2321xXyom/2bBNg5Zj2CimO7gQAUsPp+hI4W4SDCyIZ6mjGOHTCCaKNo6QA+ONr4jfX2FXsxQqUOPhvHtjubjDUG2gDyjfnxkflnQWsNyaRi//8RYxbizDCUUs+lzw6LucUeaKI7thkDEHO9uKMIV+2BCNDlDve1xDxqpBfNpzONxw1Z1REFI+vISMZ+j9y2+HdmagLe/2zMfJEnvGbv62TbtLEG44fDnD4RLhTk8MPnsFS7/jPa+Iotr0swy+dMTqk2HHQUicbi+JVcl5ruA3W5k50cGqfF5R7FUhIuCzIZI3dFdf0LHHrmQmI8jrjsixQSjIdYBcXECrcA4yeAUQ2VI7RNfFi8YnEOomLx1iP2B4tevaCpHFOacXBbEccdkViLWA7vvbsF5nAopy4Kz1x3D7SO+HxDW4A6G/oWmfeho1kfM/jlzas4zzpdT5v/TBU+/35AaoEwxL3pAoewDu/sadSp4ffIV8edgDiOuUwiRIrXl+Jf3+MaCAJlLgrMAyh61Kxk2gqiYoa9qvPmEHxUyVkSXK64PR6yAYB5hFISHjM36QMmKvoPd37bMvpmT/arg2D+w3u94EcyQQuOGgL4aCWZHVF+R/iJApRntjaK/dzjniOcDUll8FYGH6OUSOdkQThT9UTMe74iCnH73EyqaEE1e/1cFMIBO5ng7YJpH8J549iUI8GMDCGQ0IUiem3bZbv9HAfx3weG4a7BjjPoHsZ9pHLZzP2eDf+Z/CD+L4J/5V2Fcg6MlyJ4/W4BIQ5CgwhQAFUrSq4j204AbPUJBfBagC006ZBzs7h/dM5IRgfjnVmZnB8b6AdvvECrCyxXoCQCNG/64L6Bnb7YoIfDeIYSkt1tGuyDUJdEqoPnwPJJoH/e8N4/IUNOahgez5Uw6zmRAY2usMKyKX3C30dwfnhDKkeQDD9E1tBAcXrK7rUjiKU9mgzjuuGLOh3Dg35z/CdnY0j1t0CQEeU4yRsjBkJQphHBzMzA/SckTzfft72nNDjW2TEipzC0TmXMwp3x636BzTRNrwkAwzzVSgHUwTSVF4XBlx6haxHrg2B2eZzOOMXW94+zVise3CoThWFekszmfrVa0H56IdiPzWcAhThi2FdOiwPdblDIc+x+wEWz2W6QOmU0ueRW9pAv2rE5idBeg24QgGogjCAKJGQeifMr1uiGUPXG+JMoS0kVDYA+s9z+wHTpq63mpS3LzhpPi3/K4j4lEQt2H3KzvWeYR575jfXhHoE9ZTiYUcuAgNyShZV7MMe1A5A1pqpjkIWV6h3Ip+dERGE8sNKGA0tYMDWhdIKMGpRx77fAuJkg8PSP9OHJs9zg90o2aQ/NIPI34nT1QDw2Rj3noDYULqCpLpyPm6Sse12u6jz8yT7/EiBnOQ5xMuG42pEXPIK4J05DSxbg24OGuQi0D5oMkJUDUR4IrzXDo8TOFiSpOC400I9uPMf78BWEa0ldbDjqhcSPLcMmhypjNBE+fbvFO4uKQh6FhkGtOoyv6MiJIOiwNM5lxsHuQDaNKuNAaOVbY6lt6lXLUp2ANXSyQcUR3HGjajkwlvDyJCUZ4M404aol1NadJgdgK4nXMrFaUrSBRe+T+hrOjRaUlferIlws+dRWJClnbHU2z4/yb39A/3TL/k18g360xxxGZJQzxhPvfvWX65jX7SGJnCbfDjurTHY93Cb/8/AUqCHncdbg0IpkYnoZH9qpkzgUT0WPNBwQ9Z1+eUtqQ9W9vieyCxGmSf/dL1nGM1R2Z+JLU34McGA6avm0RQYoeHbbpKCYp9jiSTDTD3iK+23Dxv1/xF/str041NzfvGLqULDnH2SNJlNL1I0WkuXv6HZP5C27MEec9G/vEN5dfcX37FsucSSLIpwHKSIp5wkPwE9XmgcE2bFTLrDhjfxOz8jGLfoXPDPEbwSqYkT8INh+/R3tNfDJhu/P0teNXqxmVj4namOkI3b5FHLZsf9ySTmKCMGYINN3DPTLeE+qeF1+cEUcDqzNoqxbvX/P06cBubPDjBWdnvyagJog7vItJqkcOtzekr2aIJEKHEXdOsd51BPEU0Vne/rRGRwknu4600fDJUJUx3aYis45usqCtNcNjj5AD3/z7nP6mJzNHml1NOIvQeYYZBKgAJg3hwmLvNsjDjjSY0N/DsBfMf73kWGhcI+h3ewKdk5chYyq4uDLQPCAXC9pgSjyFOKmwTylDXWOMxYUN2dkV8rHDv0x5mFiGasDnEz6ZAy9ef0GwG/H3hkJkdNVI8aamOdxj7wJuVxmDVJx/NUFc17Q3hmGaEryY4kZBtpL0/Y5wrvDp5vlAdBgx9gGxqhjabxge9pCCfjzgNwNuMMCBwEJ5GkO/JZsOtN/938TzF9ghZnjqsDomUDFUPdpYXNUT5iHteEAFAtMZhnaAVmFuGvwXmm1Xs8pjsnJOFY90e4c8SRCjxUce10jyUDNNSxCOXg7kOYgwJC8ahu0RURaY1hDNVmifY28NopZ4G6GLEGk7Mu344k9jVKhR6Tmmz9k/7dFlTPO+x0tJUUYEQc/N7TXLJCYeOuKzOaN+os9avBeYNiQqMsIsQC32bO9/wHHEGU+RXzHTZ7jNPU9//X+Rr1LyoiaZ/yk+iRD7vyAJEqLp50RBgVCSeLmg/vRInBb4WKFiid80+OmR4XCkeJmghxg6hw8slhadB0SJQlnPWHf4N5Ld7RM+uSbRBpNHDIPFnR5xH+vnmIiObnxLcHgWa2PkCadv4M6jQjANQIu52SJkiQxhXP9EdDHBqw4nttgiJwhSwngKCQh/REWG0UTP1uZW0dQjsynowJF4wXDo0J/AHjxCelq5Rb/vib+aYdxHTDOgsxBhWvrtI8Nujh8tKnYMt2uC5YTsywK7NQirCMszvKqQQU6y+CXONGA93vSoqPhvxoVCSMLigiBb4Z1D6hDv7LOrT0hkkP2xxtd7+0+u9gjl4Z+sCwFC/ZwF/pn/Mfwsgn/mX4UUmmfLivsvrP894UyjC4XtHDIUqPDZ5jLTcw7miYNZ4xGkasppcIkU/7i5FUC//4Dr9wB409MPFWL+JSrMyVRIY/5gufYW8ESEiD/ex+N4zhRHywChBePe0NLTi4E22PLQ39GOR+qgoEgSMn+Ct+fs2gXDaBmMwRhDESliGTNXEZv1mq4P2RsDgUW4msODYvmi4JMbmZT/DhG2qHDOeMjo3UCUt/QiYbcznCcBx25NZ3/PC+mQ8SUq9vTrHzigKOI/o7026NAi0xBnPduj5YvziKeD5ek4oqTgwnmSSUwYdrSz91y4BbuNoReW5SQnKe/4+vKCp11FEGWcvJjSffqWtlKUPuLu9zeoWcrFZwW2/UgSGvJFiumPBFFMUszZNZZmt+P16iuOYUCQFBwfEsZcE5gQo9f00nB58gpHwb6+R4kRK+7YinPKICENf6AVI723SCk5aoOIC+rDgtufdkhtuZikeBPSXrfsdI2XMb6UPO0DDm3N1fySoYvJ5Zy0NORxwK5a0bUV4zDhy+U5Q3XLbDTErmFsDbV1nH/1EuEqmjgmW3yFVQ+oEGzbIVVB1x6IZEjtKtJgQqAjduOBNAjopUToAOsTRlLyBOouYBwj2s23tKbiNOg5/UVA1aZIFfIiXLF1n2jHivPTFwyBh1xyclGSPdxT/8e36Czgs6slwSqg988W4zjVVKFn29do02P7ntLPySZzJnaHVIqqP+F4UFxMK8Y0IjjNGDWEWUStak7znspJ9s2RXlZMVMB5OqUdQaspahw51Efy8CWj3dH1ltAV9MMdBD1hlmCihE4qwpVkHkh+2twwz1NO946bTcvuPWDhMRnZdx2v38wRJbjpBi8d6rUgilacXQvqZiDTZxTnK97uP/FqVRLpFe2upHF7xsZi3ZHpJEV4R3qVooIDP17fE2lN17Z8ur/n868v+TiO+Chgo0CoKXvlWVydIOuKhfWIy56wtJi/uSEmwow96irnZrehvpT/D3tv1mvJkp7nPTHkPKxc055rOHXqTM0mmwJlSDDkS+uXGzBgEITUZDe7z1hVe9ee15Qr58iM8EU12aKbtgjJsi94nrtcQORVrsz3iy/e96OunwnmC5zUtKZmEbf4L88YnjpUPOOhVOh5QeBppmNJOHPYleS57cgSQbN1PO4t2/KJWRQQKRD7hl+8eUW3ecBZgXABJ3FOogIiYgL/nhdrn5USHOWM3/31PVr7XK4EaqYYtgGTkNQ25e5uw59Fa+7+k2B55WPrexLtkI/vcMULPKW4+eGe9OGILFZk5wv6nU8+jpR/v8eexCT+hIwj2qJBCoXsDZEfYcaQ9ckl69CxOutpjjdsYkHkX7H9+wNTrNDeivLjgTyeo72G7uGB7uOR7GXKdLqi7FvkOiDw14wu59n2zKVi7Ulap+lin+FwJH5zwWQkRmuyLwo84RC9Ahyx7lG5R5xNLE4t7d8ccJ5lxCKzCCkhSCW6UNj2Af3qjOBxZOwawtcZaiiQeQhjTXTqYeOJvmoZG0M+m5FT0Bsgjdk1twRRg1js8TwPsfXwTUyQXtHVW7zR5+FQ0TQRY9MyXEagCu6OI5fOI8nnmHYiWA4IVdHbHn3aEoUB/b5mU2jMC8vJmxP60cMeLF5gmRKHSAK8q47D+99imRjo0ZGgqn8gnX3J8de3RKcrjt99i0+KmwRT3xJ5Dj+VmLphmircPGRQRzz/DHmIOH5X4mU5+as5XmFJlz6p73h+viac53RRz1m3YKUj1H/4nG4myduSaXtgFvrosqN4/Qumds7d/Q1TKCnuJd3jnouXK+p7zag8Zl/G+Ptnxs0G29REVyd4UYqwKdW3DTIzZLlH8KqnefieUU3ELwuGH777FGC3zBmeDGd/9TnWBYRLxfFhIowDmr5hf7PBf5nhLWMOw5axaHja/ZbLb76maC/Q/Qxv3vFQPeKUw1M+0lmiyTHLV/z07nfY0dIdDfPTOdPwxLgZMM0RGS0Q6iPhSYDZ+fQ3T9jtHbGncdOIFj4iSwg8iT+vkPYJlWcob4YLYfrJ4leKcW/pO4sOFXIU2OefKK+/R0jBGIJczwhOVphFC5MlzBxuHGifLXs94AKBvv7fkaVPerIkiHO66w1WbJgOI5Oy0A4MH4/YzxY8pgF9Ap4fcKIzkuMNce2Q5obIP2fsYgJPEMcp3a5kFJbh0OMpj75saZ57tPZIvs7Q9IziN3Tlj6heo44JcM5YT6iw+5RtImByMJUDU9xhH3bITDHtI4gMdupxpkJID3/2Gil93DTwL0FIzT9IMCHVP+sjln4KQoL7o4b0CnBD9Ieuyh805Eqjgj/VhT/zM/8j+LkI/pl/EZ5KCdWKbtry6Y3l8GSK/4cO7X+J1AKZ/tOjLNN0ZOYsgcpwzpGplETFf7J2Mg12OP7TH53F9EdQCWtvRj0NNK7HCZ9A+My9P95HoNDyj0dr/EJ/CoooW7ZNSdcfaW1NM5a0UrE7rvl225G5nubYMk89TmaS3zUHbsqGSz/Cixuk9OgGaOSEbw2B7FHaEU0KryswdyVKJFS2p5jB7QOMvuI4THhacH7V0buPGFfSmh3dcEccnGHjGe7Q0Y4eH8cDXWwYcMyinKX/yRv6sB9QyjJaybfXIzyMXJxlnM3PqU9+IEx6osmnaZ4ZpzlL7zPimSD7LOVYPjMMA5fFjIe7muPQs3KQpJYnWWMmy8z6+Dj2bcixvcP4gIJqPCBVwuQmavOei/gNZ68uaY8zhqMl9R2/v27oRo8ki2nHOXcbR9aNrC9WKPme2HckQYKtX/Lug2ZqNUMScboKoavYvatwkWJRxIzGIbuAWe6hZMqxtcTeDFc6irXk79+/ozUHZklKqnJ+qCbOV0s25S3WCIbREUQB8jRBFn/GsHvDUU7YfckyCVBiRIiYaRwxVqMmD1/BQEeRrbgeO2bLNTYKiSOJGyySOW0Hx7Hlq/wVbXRFOz+ldxsexS1Fek5Xxxz2cxI9IwgF+aomlxnxsaXabAjShPgkwF9I7LhhfrWmHBuqec8Ow7MzpBnYwKPuJ54/Or7+4i1PCF4mimSsCHyB9jRGObxFwkf3SDO0JHVLEWW89heUU4uh5ONQM1nBqco+ecibFs+PieSctZdSiRY7VvRjiwgLijTkdazJQsXQ1OB7tKMgfFMQtD1alPS2Qowe/vqcPTXzxGJkRLR4wf1hQmU96VmCa+c8Nxm1UoR5jvWPbG477OOImkJEX9EzEi8DiteCyb+n2ZZ8cZFiRg/pN0S6Jh6fWKcBz089gwlwStFPknM1UlnNXHsMzy0eM0zUEpqMvjb0C0cctoSPB6pyx/PDB9bn5xjP43l6QgYzZotTfv2bZz4/O6N6dAwPPTM/QCcVfT7wwXxgFa5ph4JYFVSewRjQZkRLGOsM9XDg9NWa0o5o25EIx4UKWeuAlh3C7WmqmjcvQmQzovo9d799x9lnC5ow53hvyWPN0E3MCo/Nt3fEoSRbjIhywgw3eMszzk8KxlGQvih4erT0DoI04+yLCDEampOe0VjKu44gDZjjIQ8l8cs54gIm7yPV9h3jceLcP+egfQZ/h/ZClBhJlgFjfc2geqZuQkQKngynX5yRLL7i0E1EzZJJSBZJRqgFarIETKRiIjtd0G6hHyXqNMQdKkxXIeqeUACZpiu3yEkRXDg85kx/2zK0gkkosq9mDB9+R9dvoVC47j3BbEFFh4oE2elb2m8rlnnOddcgA8hDR/ZmwWUVs/9hA55FPH/EXzkGWVPVTyxPXyGikEgEiAeB/NCCcYg35/QfB/yrHKae1QuJPySs9w7ikSD38KjY2xtQR/rdnqgYKLOQvhaMNmLbVVzEK6KFpr4+Uj81RGuN9BVJ/iW9egZ3wBz3aC/GtI/Er5eIpsfzJToOMM8VyksZ+g43KUwesd08otVE7iSTNhB5DDLA7kf2YmD+1Yy+tNjDgUieoC8jdGyZPpTYwKD+55zm+ieam++YzIiXxOhwRfvjHWGkkaNFCqiOPbGnKAJF/GXEflAcDobhh5L523Nm54L+uEOqc7r3tzghsTLD1hX2oaO9LwlezOm7W+TCZxpiZJgTFzOGmw7b+zQPHW3TIazj+GRZXK2RbCknw757ZibnTAN8ePye8SQj3s5ZLEcK46MbDysAlTJdT9hfSYLZmsm0xEWBHSzjcI9/8mfc3glKK5GDz+WmZjW0aE8QX11hNo+INMIJD6UlwdyjGzTD4ON3O6b2QBD/OUUaU940jL0FAYGUTM89EoEnLCCI/JyubUilz5Oq8aKApLcc//6GOoIhCTD1HV4iCcQpbXNgvTiFYIcYemTs0d1cI5MYHc/40HZ0I4TzJUf3xHX5I1dehhdITu0rDlWJFDPm4Yw49GmzPW6KqGrQc0O9L7EWkjTHCzum9kD3YwkiRq0VfVOj1RPSW+KmmL4a8DIQ2kMGM1zVIhcS017DkNLdfYvIJF5a4KYOU90RzF4h/hA6akeHMw4ZiD/x6k6mYez2YEdUkKGC4k8Snp2znzzQOsSaBiE9hFT42SlBkWB2I9Y4dKrwFz+XJT/z/x0/P20/81/FOsuTeWA77TC2JpMpK++MWBd/0gn+59cbno43bKsGMzriQKLTDaHKibzV//1CoRi1pSpDDrc9WtdkM81n52s69emYs9Qpw/iAZUI4heKcY+ORhBZff9pNbG3DXAvmMuS93SGdI9E+L/yC65sj7dST6QuUkBwbwSosiOWeRhpiESCtI5gp7MYQCcWhrQnTgGyuMa4jNILe9Aj9Sdh1ds+XvywwLmLWa+ZrTZh9T8s79s2P1O5I4hVEk+BeCy5PX9B3ijaW9ERYN7Hpd7zMfNpBsRkrck/z8dGwynwCk3zq7kUhZf3IWO3Y9x2Rn7DwVgRzRRF9zt/1H1kKnzzKGYcOJTqyyJEX8DDsKMOWhTqhnwJ8asbeMktPCUXDLHbsuj296TDqwOXyLWYzgm24fzdw/VihlCKdzRiniNKkPPcG63oCrblvNRfqDbX5lsks2T3CxWXM+80PXNcle5vxb/JLTpcx+34iUJpxFJwmBdfbB1o3UiQLjluPH94/MvQLquMJ6/kJ6eiz3Uk+ViPZVxPZIiSxAcqD4jRgWGl++ukDzW5Hls4Y5jmYiclWPNqSi6hgicIQEMgYN2w5i77iVgl6J+m7hr4scTLnod5wlp8R5zOcPKGtBq6bI176BcvQ8P6+4qm/5USdUw4hbdXz+anmN//5N6wXiuUvF9j2kSbc8ywEL8K/ZL/5APOJ7+tbemOJsoIHZWgneOEtaUfLQ3/kp2lPPFtz7lu60Wf+wqOsW27aB7ZmR7G84tv7Ped5zyzoOTWWZ9HzSrxh14KzEVIVvJgJrDPovsU39wSy5/OrC354rriKE86k5vEwxyLJAAAgAElEQVT+kY/S52lSfJllnOUBP3WG2oMx1aRuzigNHw871kXCfHXC7n7Du9/eEUUQ+j3bqxc8Pgvoamwo2UiNOj/DTC3pOmH/+w3e2YJ06ZEUUMmfGPs7tKexxMyKnPvbe2azhKosObl4yVOXsr29RwU+Xy+vSHYNu0oiozOmcIUSHjKUbJ8eWP3bnJ1/jbu5Z5QN83jBtjTsbm64+OINDwGUTyUnxZrP374g3EvK2jDFHiKtEeMRXfnEryL2/ZZ1KIimE16Hlt52aDmnWJwje4tOPHx3Tig1WRBjKkFgJVI9cKi+w46fUzqPU3fJcH1LpFJsO2I3O2ZpR2wzrA0woyB5YTnsBWHo4wcwTgYhHHYaCfwQv/Cx/sD6RNN96Ji2iqPWhF973PmGUxmwOj+nvT/QRoLsNEWuJ26f/pp5do57amn7Ek9OCH9FEczZNwpjApLMQ3KPDhwQYz2DMT2qG+nvBF214mgMixcB5Bm6Gak/lizykKIeaL6vUK9W4If0TU13u2V1HqKmCXaG6GLG/NUF3e/f0ScTSoes/t35J6/n6NM/X2OsxCkPNQ2Mu3uUmDBJyCAmmv0HbHyO/rDl8mTFsbbIaWChevRth5dpGtFzLPd4rOhqhRfnyK3P4f2Oy5e/QIiI8OWKbtejb494kYdZRHwo94R9S9E70jBjeP/A6SwkfzNnf9MQpZZmY6B6zyp7jUtf0n+sOUtjlqHPcHPAMhCEjt3/9hH3VYxYToj5DJ1Y1NAT+yuYBDw2WLHHK2YMj0/4izWTiPCuzjFFxO3uR2wgWKYrmF+xsTOmRpB8kxP0gnSWQDvQjwd0NnF8LJG/3VG8OKfdG+LPEx6/e48fDrS2RQig7okCGB9HTNKy0BF6rnH5iKs/fas21cj1YweZR35xwcfqwHBxgreI6e4VXrYgDARDdUCEDWObEr29wgszhkeQgUIKifLWtJsKN2n6O4PZDCTLAGkNwjlmSQZ2w77fo7yMwcSI9CXtZuT9T8+8rJbMv5jBZFAf9nhRjB1LxsFneBywbYohxQ0h4/EGL0m520/cGslz1SOPhqaJIEnIPu6QTuPaGdNhIPmLNf6LhF11ZFcuGPcHfD/i7EoTeQknL2eozSP9c0UQSMJljDUd0oFzHTrwkdUDszgi3NR48QVevEY91DTumS4I8aaJelei5IouUmg7YaodMg1QgY9IHM46prLCvnxDOzTIQDF58Fw90JstlfJQ1R7Z73mpviIK3iCnCLkyBClMrSMgwsQC4QoUHrmXMtY76h/ukaEDCcffH0nfLpi6hmB5ienP0JFBpwJVKJQcEdWOyW4QqcDZHqzDTROTqVBBjhs7QKDDgn4z0t19sripQBBd+nizT7pvMg3d7nvc+Ck9W9RP+PkVfnr6T6TccLxlrB8+XbgJ5zTh/C1KBwA/+39/5v83fi6Cf+a/ynZ85sHcfrqQAUcMoRvI5P/zjGFnDGa7od4+UXU7/GyGdZZjYzDTSBa08H+xBEsdIf2MaajoxIHqAB9/3CCCgsCbGM0Jo3XomcemHJEyZ1VkxMHIw1Zyf3T0U03iS745jwgjy5O558n8xCt/RsYpD4MlkzGJFdyYjrm/IA8Cdp1isjBOHgt/RqZDTiLJ99uGpRfy9dcFzdHxwp+RzgO0N1HohHScePBibFTw3L3DGEPsG66+Sci6nF3VM9kbKnNDZY8Y0XIctlyonFXwlnP9C340Ja/O5rx7qujGidDTnKwMHhNZK5h5kmzeI21FEs5IwhPa40c8e4pGYnSP6Rzb5paLq5cE/pGXWUQ0aYa9YT8ecWGH53mYXKMXIWY/cF0/048FX85/SZQesf2GWZhQ9S1jtWVdLNlOI1EwEhWG+qHnUBr6oUEqmFEgRMLhqAnTkatZwizWTDZmT04SJQTDksVZwPvxPe14RPnwuN1zPfd48eqMc8DTiqnzGY6Kk/kFtZH8+NHx9VIRaIcZBvpekMjwk0DRmnURIP2QzrekBSRpyTEaeDw+MNRHhqFhux9I3ZxifYFvNYXfIYzDAK+zGfgSPzqh++6GX+o13XnI9VBhxpTjvmMyllBtuJq/5O7pEe8wkErLg4EgW9OYHktCFOQ4YZnsRNfnXF5WjONErT8SjxP7rmayCjM9U5uaLgwY0k8zHZ+qZ4LZOY9NR7ZMKeaSjasYRsOHuuTN+TneY49AkZ1doIZbdBdzs7UEOmYaBZ04clFrNGvemxjVTwye4vp4z1MccRm1XPqGWA8cul+zii55efkZYnPgN7f3tEPEYzOxXJ/TbXwOfU9VV5wSU0eS7jBgtSDyLSenCf1uw+bYMaqROR6iB7edM9wcCek5mAPkM35nSz4rUu6qkst/X1CW3xOkmjrtsLInDyLK4Ymw0OyPH8nzBZoaLz9DPpX8ZX5BYq/QSjIze+42jjjJ+fFw4GHTk+cJb89nJG869v01vp/hfEfrLNY8cZoUIH3ssEeezJHHCjGOVKMkd5JMbsgDj8avUJGm6Ub2jw3ZXNH010T9Gw7lCd68o9SKthrRMRSXF9TdDUwNcdVz/7FFLDWDGwnSBdIIujFkMg0qDBkeLW+++QIV3SF8+OpsTvcUcnz3A/sHOH0zkcchshsRrz1k5dBFwn31SJyu+XD7PX5ccJmfMLyrseczKimI/YzjZkBKR3w+wwmHd7mmi76lvjfM8PCDNcNoGKcBrQ31JqXadgz1QONa5v/hBGVvseZIFMXEL0Iql3N8yGl2A6E3EhnFV9/kjMERrhKCjw3jfYNOIpyVkHuY98+IQdHuHXmh0UoxNh39hwd0AON+R58aXLnFOz1FLNaYp5a+7vGSGDGUqNEgu56+d+SXc5pmRyBneLMY9+OB9dDj+T7C0wx1wFh1jPFEtF7iRYKoWIHTDHcH5uGK6QePaW+QzmEdnH+doReWv+k3uDAimkbc45EfvJrX64J2d483WOR6yVg9MU6CqRvQ9onicIb3riT9+oTh4Xt23z2TLCRSWtI3M3YPA+vzM5q73+O/WND6DjeluMOIa2u0cgzVnuhsjcpmdFlBc35ObWsIJMd2Ynb2BX/7YPnw/nsWxUteiAXq2GOqA2Pl0EWASwYCL8A2HvW1oa9GklmAO7boOEJphZokopGEUjMJDz+NGA4dsRdxvDlgHNgIjtuRzLPUWlIqg+zhhx9H1q8VoYGpU5ylMd66pS1LdOrTlAHdt3vSTKAjSbBYMtx3CDsSX6Uc3nUYRmQ/EYiA06sc+p60iNFxiCwirjc7mlISGI/Pv3pB9fjAD08dV+ef4YuC7ruP6CRi/fVr2uPA6u0XaLXH3LcEswuYnXC8l0xuQFISyJzDTU99EeGeDd6xQymFjHyGm44pi3n87hGrBDpPMFKw6TUvEwGbCdUMxCFMzZH625L4sxR/LijMGtc22KklSEAeDP19Rf9qxr5eMvo9dXkkDyzRbIYTGXU3EMcBusjwkxizv8PsHgherpj2HYgAFQ34lwmdHhjFpyRlhWTqe4zpcDOL57xPlguhSd562AH4/YRqS/y4R4YzonNHfV8T5QH98wek8omKObaL8OcZmEtso9GRB8YxTQIijcqWyLjGddOn4nysUcJj6keE8vGTc/zZK6zxaa+7f7TtTq2jfjeQfyORvmRst4zHDrOZmEaLCiRTf4fy5qjgkz60pmVsnv9R4wmhwI3YvkTp9X+3Pv2Zn/nv4eci+F8pzrpPvl0tkL7EWQfunw8kOIxbAAY7MNgOKRQ7Npz6F/+spxfAOUd3/QF72NMcW8RziR0bvNMrVBRiFx2T/dMiWghBkL+kbW5oj+9pm1OEHyKVj7EVvst42kcMzYj3B7/xzQPEkcf748DBTDjgyYB4sixWHzlMR6Y2pmocPhG/Sr7hff/XOKe5iq9IRErsp3iFz8fDEelZfCxfLGOkGjjojMoo9nlLo46k2tE0FSciJTnEiFlMerLgse5xQUqkFesrn8Gr2JkNUp+ihGWkpxlrAk8SkxCKiL5acdNE/LTboDR8cZ7R2Q4nR4K0x9eGLzqP7O6Rx+sHWiwyfiLzL2lVgCd9trs90/SHxGx/RkCI7HYkzwMPVYNKFgh5ihaO+cWK44Xi3dNv6QdLkUn27LkbPL5I/pIHeYPhSN3tcMQ8PB8Y/YDnBi7yFE8rcq+nUiOTs9TbjhfrJZcLj2gWcL8f+d2NYRzhr14uyROP1vps2p6daPGSkXXiI4QHhcH1EqqCet+z31iSK0VfW9qmIuoE9D6frR2LuebNleDmh+/IoozV0RGpkN1/kgyZ5sfKcrbMuTiz+NOeIMpZThlK+Rg7EZUQDK855iO7puSn54EoyvlyPSLuH1gxY7+fENM9bn+PiCRn0Zw8z4i9Cf3hntvfXxMmisrWXJ2+oAmXFPIUy0Q0hDT9Htn2+FNFWzdMJ1C7A1G6QtUa63w6BYPraDqFU5q+bQiUxpOKRTInIeN0MfBd3ZJLj5dhxjiA222oyyfCq4zSxPy4ecCTGj+IqBqDOl1imy2tt6R72NBbx229Q/kR5VRwFgiuy2e+SU5JbcggOobjA5XRdEZiheQk9En2R46Bz6MPujvixgPZ/JRejDCMnL8+xeWGQzV+Gh0ySSZliaOUbjdiu5FJDVjnGJuBZBFRyjuKs8/Y1Tc4P6a2TwTdEdMfkOtzJEd8mZHEBtF0hNEZ1f0zwXAglnveJi95v++x6xVxYAHF9UNLmoS0Xcldq7k4i/DDAB3F7CsoS0Po+xSextkeHZ4wmZIsjPCcQ6seFbdwW9N3GqF6BrOjOD9nSATH5x35csWJGwhfazZtxyLXWA3vBdxrRT6bMfd94qFjnBym3iGYM+kVSz8gFQnHGoapJbyKOeGIfj6izwp0NHCYBp69EuFr/LnPxB3OjMjAEr75grvOUHsTN+YHkvMCc9/zPD0RCR/bBvSth9aSNhUo4dM1hqkyeNcNi7865yTZkbkcrReEswvMuKX2lyglWJyfYZse2prDJiSbD0xNiZAOhohOnHG46Qk1TPeWxqsI2prMbpmGDu0Leukjsoi6FuzaikL7dPsWtfYxTy3t3TPZv3/LaErcYYe3THES6qc9Ji9x15CdXWHvv8ceIbh4zSBadJGRpQmH0ZLIGcb5HBMf+T8VRA9b5Ld3eESE8xNsA8Uq4ejumE4i1IlkfK6YreeI7jOGm47xdgvS4YRC2I7iPy44P7S8PMtxj4Yu97GTR07I9EHgCgsXIZ08w/d83OQQB5/6h5L5qwVdvWWyNTrWuNFibkuiixRjZ0xC0tscNc0o2xLlWUIZkPz554wfbwmzgrEzTM5hBHy/K3maRpazM2R6zsNQ8DzdIfwQLwS37SkHy+wyYjID7f2R/MsTkpcLpseWsJBML0d8ZUnSEIfi5NXX9PcPCBSq9TBdRPu+hqHFFQnW13QuZHj4FNzYMZH4iu3Q46GQcoJhQOSG9uHIbjNneR6BnBGsIzZ/fcdUj2RnC7Rnefr+I1GWMh4ahume9NUJd39T4SUBZuowO8vV/zJDPD3ino7U+wcu8piTz1MYG57rX3Nsa+b5S27/c4vnaVbLbxg+bNnel6S/umB3K5m/eU1wIrCxz8f3G65vDWU7sTy7JAo9tqbGVh0YgXnuIfNQswhX9bR3I34Y0pYVxpQIb6IuFeYkhm7ASxz1T0cEFi/zsVT4ZwoxjZj7Gl34BJeXlOXE3dOeLJjz7hnGY8yLr8+xXsPhoAiUBeFIxgCdrVG5AzVHxT3TIAnffob0zricF+zDlmGa0OGcEEkwVHQh4Dyk8hiPBqU8vLmHjnPMtEXEd9imxU0eMj6gCp/ISPqbBttJRrNHlAdmy3+HDl5x/PUnb75XCMzOIqTAy/1Po9jkHOdKXN8SXn7ONO5RXoBQPl5yghfO6J/MP82tso5hN1F/6PFnGtMfaK532HFCigCz1fRPFoYGL3aE5z7Wjv/EB/yPt/oX+o1/5mf+R/JzEfyvEHMcaa8Hpt4hNEhf4IZPo938uSI885HeH4thiaIaS7bjM/YPwViTGxndiC/++W6wrWts+Ydwq1oy7X2GsSSYNVQHzVwv8K4KAMahwpkWoXxUkCG1j4pnBOoFfZ8iyz+OV5LKsT2OZKs/PrpSwt1moBLTP8xnJ7IddX2gVz/RdzN+utfsTMtoS94WL/nF+X8k9FuCNOFpr3E2wIiSq6uWs5nAtRvu6g940ueFnBOdveLHY41SCls39ELxbjzyZZjjbraozzXpvCNCIKMe69c4J+j0jtfLU3S9QvdrfClpZYdSMdM443bX8DYWnMQF78oHPjxZVmuD9ieu0hfsnw0nu4rDTx/wG4hDULllfH7m9M057XGNl3zFod8Qa59TvSQwjurHD9w8aiY1MCWP+K/f0q5fMMV7GkCqhCLfI8Yt3gRDdEujPWT0SUTEqce0E/TDSKpX9F3EjwfB+RpQAYvgjLbtkJNCTpqXFyG/u5v4aVviI4nGLb9/13F5EqLGLZfrS/b7EE839OMDOk+4935kNZvhdMLkGfKTgO/qkr3pCJRh/TrhxIfdWBCpHtP+yJefn6IeBEc7sN9vMJMPx5jLtyH3948UKuE0mmNKqI4GM3bkkc86dnRFx4dNzIfbGC/2qJuS6UGzNjM8z+INHdLC0HScxhf03z1j9I4kyZBeyCzyaUZDHmZ0m4okH5nGhLPxJW6/I9WOaZxQhy1m1bHvapJIcD89E55mVEPKxwlmXsiwG8iLhH6SBIGPNgFf+Ev6uwqjJjg2XJ6ukQ97Ys8Hodk+d4SnAbrJCeXTH/6LCh+fXC6YdEngZ1THPW4WMdoJ6wyRHHBFQHfT040RRfIXlKnDa0ciz3LrTTzXzyQywp88HCOhp9HdQNlY2v4jyWsPJzu+39yg4jNyYcnSFFrJIrAoN+EvJSr3mVrL9ijYVROnWYgZB87znsaOiEkjtGSSMS6vmFyFHTVNZ7FkHJsebR5on2v0PGB8mhg3P/F6fYWdHHru8fuPBiUDhO2xKbTU7NscTc8w3bEu1sihQ2A50wmDAMMJ/2Z0TH3L/c23vHp1zlQfWV8liNJgVYaZWzrvFtmPuENJdvkl94XHh/aB0A3MAs0Pw8Rxc2S2NODN6TuP890zYRqSFm+o2ltiv+FQVcThCW+/+IYplCh7S/vwLXiKqZsorz+QL/6cbQtNV/H4oFnMF5yfn2G3NR/cjt80PzF2BoxgP+55ffLndB9HIiT5yqOPIsrSMO1H/EASFSHWM4xPFeZDR9IoTHdLd78hfPmKMHyD9U4w1ZGN9x5XacI64vBhy/J/vSI99Rg6xdPvJMGvEuy4RWoPayaUrqF3eJcx3XtH0xjULEJHmuQ0pfztHhY+8eUnO4fTAn2a4S9DxocQbMQwKExjUdGaIM5xbmSoI2S+QlY13TYifPVX2FlDbx5J7BoXX/F91WGPFb7tUQycfnNB8n+8Q1YD4cUpnPiMpyGP4h41GWRUI9NTFncJ7e4B17WfvM7CMDWKqJmRiA75+w94nWJmBCooyMxAq0KmYY57OGcyLen8Erl/xjxoOisgPWPc/4i39BjlwGQlMvXoaDB5wcZV9DIm8VMKs6L1Ura1ZR2GNMEc+zjhVSMqBuePeJ7kVKbIvSUqYAglx8iRXJ6w1DntXYULJcemQscRbvA4dCVGtXjzEZd5qL+tGB/3zP5qRVmM1H5C8HrNrE8YvxuQB0u36cguYkzX474W2M0WZIwfJfQ7gTtUrH0wCqI11Ns7Om9g8fU5YetD2JFdLhmHkCCIEYmHSpbsHh+YRg/CkK4ZGG83nP5qwextgh95jH5PchVjHn5i+Ptr9CInaIFDQ+xL+tin2jwhEATOUfeObl8SFzNE7yPyGZNNMKPjaDTZWUp1XSFbQxaHPJeKH78f+cU3PrY94PkBGoGxn96NMoyQvgAn8JMVXWuYqhI1iyA+4+FmIhwqXNgw+8uEqR2Q4YQKDWNfwXxJ4C2YOsOwVfStJCZmRDMlHnLU1E8j8zxjtvqaLCpRm47YWxIE53i5x+inuKlD+Tk6XiGVT+wytmPFdgyIBWjviGluCYKUaFwSbFKmbkdwkaJmR0x5jXMO5AEVgl6kCNHT3P0ddnugfSoJ5leYxwjlCZTvo4KCYNkjI8V4GAGBs+CM+7Q54FZ465bu+Zn+1iLECWo9J1wKpuFIt/sROxbgPP4h9arfGMzRohLBsDtAYDGHDqTAjC2CGE+fYVtNX41ITxCcRAjl46b+v1CIAuUn/+0i9md+5v8lfi6C/5VhR0fzfsD2n8pF2zmOv+uITj1UougfR3AQvwz+cU2mC37f/t0/FsACQSwTqqlkIf95T6+zEziHw6HaEWkUgTcnUBmxP0McE0Ll0R9vGat74NPRUBUvCfIXKBEjkMS5RT1KpulTQIWSmjCRaO+PHWjrwA8kdvi0Zem5CddsCH3N0EiaUtG1FZFOQSc442P7lDcXp0ghOC0sTWd5Gg3Ga5D1nm544MSLAckqSNm7A6E34ivFtps41CPWjgTpyCIOCfYl/WnDUX+PzxyGCS1zZrLALys4VLiug6YkjTPGZYF0J8QyQgnNabIg0Jrj2PAq9znPEwo9p9tu6Kcdjh4hFUOtWWQBSTGRJCF/d+8zbWdEo0QhmP/ZG+zulrbzGCeHtB7ToUdt9+y6E7L2FD3bkkUew7FiKBuS+YLe3nO/fUL5Hm1rOSl+wW5zRxGltGNIFl7glMfMHllcjDgxp6p8ojzh8kVOEDu+fezJY8lCWA5jw3HsaQfNTHXI/pG/fLXm3e4GPMXB25J7p9wOj8SZz9YKosin3BzpTEUapfS6xxQB3jBA4xCew1cNdDWBF9IbQzjL6SaJJyRxWiCA8CC5H0pq1SLspxEMpzJht/+eiM9YR5oslYxhzEwppsctkxhw05H+1vLF65d0Nw3OOuZRQKYDjtc/8ObzM/Z2YN8H9J1g7hR5ptnetuTpnLNsIA4cpulIojmBPyNVmnvzjglDnk/0Q4y/+IrX+okkElSFoHM+wbNA/aZlHC3rr5asFjP83TNh4/AHEBcF8+WaoazQY87n0S8h+pSNnowJbaMpgpBI1oRZTA+oMMAqSxH1HOstNqnxUp9DG/OxTygix939r1kvrpgmzTBUqFTxYhExDS2es5+6ZwFMo0G2mljO6Fqfq8uXuI93+Hag82KCF0vsdEs0lQy15sXlgtfuDJEJRPuW9t0e197R759J3i7xAg0yBhJGD4Rdgs1Jsob68ARa4ZjTqgmtPCY/ohk1+kyQI5nSGKkEd+09uZGAJPIWWPHARjVkly+JjY8lwzM9440gHn8EBnQRMwaSpivR3hOiiEDGhN6AEB6Rv+D09WvutwNCdVg7EYYB8argRbOj0RFS5NhNQj9ojsWvKMsn8qSilTWxHenHLbbrmUVrwpXEtEeCbEXXtYxmYBQeVb+hO4QE4wlTOVLeCNK/yElmGcfmB/IkZzs8IYREjB1T2rFaXxE9DriVYvfRMFMG+11FawzeScD8y4Ks0HQPjwRKY5oSPZ8xPu9xi4hgWTNmPe2hREYFMvB48cVLvFxAcYY0ilkx4SLJyUufcNL4hcKbnkDtKfU57SrGmYYg9Gn9FDsagjPB0HXIyGPxOiHViv7+ie6nH9GLgp6Mw/sDo4D5y4LtoSRbnfP8ccucE6zosE2I6gsC37LULc1txyZQNJVg9rLAPb/DxgHbQZB/PqcfQ4ZVRPf1wO+33yH9gUGUeL6lHI782xevEUojok/eRekEeu1D1TDva+6enggIUDYm3+yIsgXixVtuPwiMJ5hEyv53Ea9eXxGeGgbfglGkVwuGsUReCuquIbmIECpG9pahrHA5fLd/4rSsSc5jvLlmZw1KxUjXQFmhpESEZ5zLiGrbE+gA9VhjdcKX0TlPTU0dOfw5JKNAGPBmEn0liFYJx35kd/OR5+sdr9avEPceTPCchzzaHWMzcFkqOFSciIj8PCY4hWN4T3k4UreCOpachUeWxTmVtSS+xPNadl3H2O7xopyBlmw+4EU7+gaOT0smcU73cSJYSPqmYhw6jseW5CRGr0PsuaH4OsE8DdijIM8E5u+eQAqmg8HsO7y5Qx8CpiIhSBXS01hjkEHK2DpkljPGCjM4tNSkn8UMJwlVPHCbPXCotuiTgl9e5Nx8r4kjzfwigHogvso4PA78n+y92ZMsSXaf9/kSe0TumbXdunsv0zMAhE0SJZnJaHzUny0ZYSSNIkBimj293a1uVWVVrpGxR7i7Hm4DM9AMRZoeKELo7z3DPc08Ms/x8zu/I7MIoQwikuhiDVIR+lMaHSCCEcI4yl2DN00obj+STC3KnXBthE6f0x9GyNAiY0e/vqU/aYgkWk5Qq3Oa31Q8HReYzRZXh4giYPLsHCTowGH3J6w/JTx7/nvxkRKSpTdi6Y2o2wm3u+/ID0tGasQimxFcdIAhWhrawy3O2U/xjW7wpgFSDXTbG0SUYmuF8iKG0wZv8RJpJUK2IO9BW6Q/Q3ifJnsI9anoASA8i2BCv2lxfYVzDe39HlM5gosOU1pwOdatkGKMaS39yeKNFN22R0Q55jHCdktst8UZn2AVI/3zTzJuoN8bwnMff/yU7vj+k9u0kOhkhQp+31T1Z37mvzY/J8H/xDC1+fsEWCjo9gNYMK1FJZ/MCbq9Ibx0SP3pxzKSEZf+M3KzxzlLpidoPBpb/yfXUXECWtN9vIHSEDQt1oUgx0Reymzi4Uz9k1nC39VvHabaYoIJXjgm8a8ouePyZUC+FSg7YjbPyLTjfjf8djEHz858Tg+GY2vxbIdfw0T2HLSkfCzxjGXQA0r4KBtStTAYh68Fvpb4qWRfd3TW4fqGwABDhZQax45A+UzShm2vP1XYLASepCkNGzTX0tGfTmQjTWdKUDHGBUzNMzbffkPmtYySK8LRkt62+FywVwFTb8WnvwuYBCOyACbeA3n5LWa3Qn/Q4AUo62Oto2ktu8aul4cAACAASURBVGNLESrSMiI5+5JmdESbgTj2cbEktD1u+wi0OARaeLje4quQTXFiJGEeBjysG5QM0b4lcJqufiDxL9lVD0T6jGXyOSEz7vOY0GrUwxsGv6AcCrI04lf/3RfE8xlSeBRtjh92RK5DDz1SObzeEnuSGE3mauY2QCzGbPsdc3VN1UHvJLXo8L0xDQOjkWCcjbiIYbBrdibmPPYY6ZBid2Kfr0lsghcMzC6W7AaBrBtC7SF0w2QZ0/xQkiGJPId1FcJW3Oc+ydWK47YjuzD8UOQcDj39NGQpKpbG4Oue4nHP8vKPSbseYQTBqcHGEkWL6gaUrJkoiMI5t7uBMDyQ6Y7XlxnizY806xyX+ohjyep6xa/bG7IkQyU+V94Vx9s5/+67ll9ermh9KI6Odr1jKBueTmeoNzviU4MqbxGNw20ddXUgGPtEq6/wTc+kk2x6n3XhqLaGUDVc/CLj2+pEXO+4HEHrRyyTKw7VHcLs8a1mpjLyH/8tjZxSXEy5kxWTyYri+MjT1YTp6BV6nNDnsD5p4hdLvGKgsx1tdULbmrBuEK6m60L8WUA/0uwPEn16y/60RXeap1djymZDMNHsXUbxfsfI83nqX6BmFjXMCWxGah3GU/ijhje/qTiaisX8mqB1KCnIHxqU05/cf1t4ODxQ31fMn7+kKPeMtOVFkCLyknnY8X5nuXj+S+pmQ24tNxieqwPL+Yq69nhz1IR1x3j/wDQcEQlL27W4oUG7imbniLs5NoT9XOLUgVGQsNQBlbrh/u1viIMQTweoIeXjQ4cYLDdvjrx45XP7cIcvfcLViqU3ps9ryvoDxk0QvqGocsr1Hi+dMxhNNEtJvBGP3+2I/IjpaML2X2/RfzTFn86J1YFuPqc+Fehpymw+Yel7NJHExAHTvufd//GeNI2gMxzeFkzOfdSXDfLhA0NRMSiPstEMoiebnyHdjzz/6hXu7Rn1KeH83McfTrx9e2Kepfh5i6k3KDIuZlPanUEPe/ryHnvmcf9+h0EhZwP+LMG7aYgTSVd2KKtRriZIA+pvvqd+tyV4fsW+MGTX56w+u6TcnyhNj589p7IZ1ntHqxSBGGFyn8O/bYnWPseqx0sthe1ACJrHI1EaYIoTNs0YRjPaDzXdyPB42NNbD+kX7IodcRiS4HMY3jH9akX/VwUokKnEm4MOLPL7HS+8cwySIEppjg0Dgvt3sOtbnJDIAGwjuXtXcjUKOD/TdDcHBiVoTclunNOEFWZ+yU5GtO2J0WyGkDWXQrOaQv/hHTL91PpCOqZNPfRlyNAbmvcHgtnAxBfUh1uqVjDqYD6fM9QerhVcPQ/wb474Xkhz33Balxwft6h4gNThOkmjW8zHE6JPeXNcU5/2pHbF6VSgTAljH7ltcZ7EuB0qjmGAycwyNHd4YUx6LDE/vsdbply+ekVfHdEDzGYzRnxk2B5o7ILq9iOTz75AKghHHlaknLYlTtQUeqDUR6qkpmq3nAWXXPIKbQEV0zUdQg4/BR7gxAi170iSMU13ovePxIsVgxcReGPkFzOEkLinIWbk47TjUe7I65IeQ/3xHaXv8zKbczbxPr2Xm5ZeOhb/22tcNSCEZTjm+LpCfNwxf/KMfjzCjQLy2x2WgK7pmfzZ8pORWHqGHTyGYUAQYI8Typ0huhijFhsUJ6ROcE7wfAyntzeMY40QHTESc/OANzrD3Fa4JEEkAdIfMEWB8Dz0ZIIMI5xzDPWWodnTbnombUiyX2EqR9WU8EoSLC3WOawxtA89blDYUmDtiWDmIWSHrQTWZvR5hwoEehnQfNxCsMSJe4LVhObxAX9ywZCDN9UITyK0QSclQ9Gg/YSurXB2wHQlZu+hwjGmroEBlWxRyRgVKYTyMYWhL0A4aNYFwk2RfgbKMWwC/KsQ+antF/GT54sORqjFl9ihQUgPqX9bZPmZn/n/kp+T4H9iCC3+4bjfn+zu/872fugtUkp+1+HelwGe9JiIOQIwGCyG8HdGEf0u1llyTjQzhT0G6EESigR/scAOPd7cIzrzwBV/oFfE/b1sJvaW+GqECRrOFiFaBj8936G1YJcbpID5SDMfaXQouT11RLWDvCbIT1yOFrQTyG83jLKYSJ8hbcA0VX/vHv13TL0pVVsQiICiuAMcgfDp2iNx+CVn4YyH4RE8QxbEzPWSY15iA0Xvt2i3Y9L1hNFLyjZlWyR0DMgmoO4Lhu4ewxZfzfGjkHA24yhDqq5jpjXCNcTpHbV5h/8Yc/j4Pe60wLkMrcbEfo0xFdHco7+ccFe2COeTRVPGfoMpPlDWLZkoGM0kVedTlh2KkGT8jFmc4kRFZGZc+Cv0CnprWCZQD99Reg6DJBktObkTI2/B+m6C8UDna2Jt0CJB6pDU06hdj5hrnHNoaXk6UdwVLZ1pCfyKcRRzNbLMUfhBiatrQquJO4Onavz6GcdTSBickYxT/qbe0iiPmeg4dWsUNYvgCeuHig/lhoQnJMkONW3w85bxIqLdDkhr6YOCZWrYlEeSIIVOfHL3lIoCDxM0nJqccP6ct8ecXVXi+T4fzZbxdUSbh0wDn8VMof2c48Ma3dboccD28Q3zJ7+gkCFVtUWOYnh+iaktToaIvsQc1rQfP6B0iBYJh2pNcNsRP095M+yIrOLsENB+6DhH0dBy867ifDGh9hwq8ViHhidfzanbW/LNj0R6wWR5hghamvoj221Ozww5WXE49kSx5myuGWH45sMDYeBobcqZd0I3jyjnsfQ0+vwFzfo9XrGj90L0aELzsIXlgpu45Gw+5oGOXvdMNXyMWqq+YVs3zC9T5r0P31XkdzeQpgT9keO95dX/8Gesyx7yAheUn8zSgpCDUpRJzbp6ixi+AKtpuha5OkftY44/3qOmAtuduHj1GrKCp68XFKcFp1OEnxX0zS1eIPGkT6MSSD2mvs8lIIYd/8svMvbHPZ4IiOQR//4bvvzsj/j1qaPrNJ4/MA0lgxz4W++AUg3sLKeupjufMBYG9dAxXZ3THfbo5JxRkmGGiPZU4o88jvfVp3YP0dKqAkSHtJLMS/nxYUu6GnF8ULTdA7cbw/J5QJ2XHAuLPDlMcYLMw5YFi69+xeHmr5C+xqGwdomffoZuKkaZYxxPGAYLg6H625LJH00xIwijDnOxICRmvIVb85bv6pLXqSCoPHylOVQFgeeB6hA0tM2Wmo5AD9THnDidI+M5XqhRFvL7f8kXZ39K+RL2Dw94gyKUA2V+i3M+oZfx8P4tT17C6qs51f1AcHVNrwXTKKL3dnTGUpx2ZIFAG4+LSYuILf5YQb2loSH606dU/iV3/+7ED397z/iLJ0SrS/JdgzAauynwszlBUpLonmoL8Sqitw3tscGWgtUvI8rTEbvLcV6ISjLiQbH/q28Jsgw7isAYdAxNWRMHCRKJcyntfo95GjIyU2xtcF6J8Wuq5kQajhneH7BFj10ZRBXST6BuB2So6HIHvkW2JSoK0aeW9rbEuI6udpjVGUk0wQQ5D/WIr4stL1YBun8kagVZPtC+uaHMW/x0jrrvsLLAHDziyxHGCtL5Ams9tnc1qIjxuULmEm9nGHcw9JqhcSyfp3RvKrxMYlRHXp1QpWX6VcwQD4RC4T1L6WYxXW/xREz9seLR1Xy1WlF9vSMuFcKGyEjjBYrxpMTR0zY5gZ4iJdS+x5CHyLuS89kFYVCQ+ne0mzXJ/IpERmSZjwh6Rk99umNN+uqKfmyR+YEurojnU/r+xDid0weaoQW769DXT1F1jznVSKlQkxlqEtN9eM/1V1dswh2tEsQjn0m5QrQBbnAYz7HbD3QPAxefW/a3W+JA0eRHbNPj2obsOmN8/BovuqY2GtdYhvsDwUWIXjq8bc/wMcfPFKJaE0Uh9Q6yNMPGLdvv31GWPpOVQ/tbbB9RPxxRcYz2JcZoSLf0uztsb5FDjwgNr54uaQYNg8UzBrl7YIgGwmfX2KAH2WGaDe27n3rNgGG7JXz1CmNLuuN7bGdod4/UD1u8ZEVX5njRmPZhBHToOMb2IcOpBuHwJs+wzQPCBsgwRg4jmrojuFjhugaVxHiXMJgdonjEiTviF5+hfUf8fMRQGFx7xB7uGE4PdEeD9KZ42RJnDLYrwQa44bcBoG0rXNgTP0uxP3Q0dz0IME2AOe2Inmpc5+Osw8ti/KWPawEJ/uK3zqdCapSf/hdGqj/zM/91+DkJ/ieGjhT+XNE9GpwBf6wwhYFQsFt31KUleerT3bQsLwO0J/CEx7m+ZN3fMdADMJJjRnryB9e4727YDI9UuzXOGCarKYvJFSYHHTvipxp/7mFN+HvD00Eg1G9vCZXwoW5x3QkT9qgk/UnC7HP2f1v+PPYZB4p2Y2itxfN97NDzzKWI9Bmlm1D0msuV5nr5+73MEz0HYzi5PWG0QnUNyrb0wtFIR91teB4+oVwIdDXl8NCRThTnK4m2W+Y6Qcs5wmoeNwODa4nSKWFseTjeE+iWJPJp0FTKY+8cdtKjugAnHNeJoXEfUNZjONS0LDgOASbXyOiM2QtHo068iXrenNacj49E7RNAEda32MGhHRQ2hGbL8nqOf2wI0gu81TWvzxLerUfkZcv3b3uC9hpjD5hzQxh8RT84iuOAl+VkUcilGzP2I5wUDG86ysagYkESekwSjWsbuu5AZdd0piT1j/zl1ZTbk0c8XZDwwEIdiVAQvebh1xvU7IJYaXozZv24JvSf0Ioj/UHy1fWC91HHWNRU9YFp8ITd4ZOUtB3WVES09ZQvnkpsK6laxygwZMuMh/qG9a7ADySzecKpqPDtBNEPxNqQZILOWoLU4g89z58keM5hvYFv23eU4ycMs5pMJdi7HfPXZ5jbLV17xAsUlbKczscwwEOi+P5xTVV7KNHy55dneHVB40mctQhP4OkQIx2Rpxl5HRPTYfItZVUxzS4wUqG6gbo84D/R9KahUgf8s3Om5RTfPUO1MZ5uGThS7wPMYPHCmj6YoYwjc5bUVvRViUkFYezxsK8QT2ZMyhHSK2kebgl3j4S1hdYnVAmmN8yShI+5ZD6dcjds+GV/Tnxw3AjogMk8pHA7cI5+siCJfNrplDBQdKc9wWQCH3PaXtHcH4l8QyR9pFYcqpbeG/BkQE2L9iTOOBoG7r99gxem+CKisyXr9Yal0gzykT664mMJDVMulhpbHvH1iv2Dz7mn6T6sqbZrtB+QfbkkmzretYI/ni0YmhL5/iMXZxlt4HAxHNp37HTCph3wrcfTq6eoTc3x+JFyMiKWZ7guw59mdPUO2frUN1toJfKj4OVnX1KvvyO6iECfI1wIeYtoG/xAIIeWxJtSRj7HvOBleoHxQOiI4JnG62J8/ZyiHfMxj0mX/yveZI81PpuPEccfE+woIgpGsD6i8ppEBwhf4L0JePLL1xzeH4l6D7+TOM8SZI5FGBEVFi8UpEmEaAWt7ckWGcHYsPd65i9eMTzek4UhEkVwdcnp63+DHkWU4ojJv0GejZm1Kx6+vyO2AtdWjL+6wneG85FC9luazlKqPZ66ZGgFpqjBC/EWHn2zBjUmMDnKO4EyHB42LP/8f2aoJ2zx2a47is7gGkPdKN7+q4LltUeqB3RiIO+ZvbokrB2iNshEUGuLaCx6HDMuLE+jmK0b8AKfsRcT5Jr6+jlaC9SxoK17zhfX3PQ7TG8IdMy5vsA5h+17muMHovkCsVQ0uSWWEVKOGMwBAp/ibkN8cYk/n7CIQna9RZiWQCls5FicR/TfFoShhzwekNMxxw6skazLBmXg3A+Jq5x6tyPjDPZ7bH4knZxRfKgYUoM/kkSjK7pbgxqFlDtody0uEeT3Lc1dwMU/W/Dwv99jhUQQ8v6vO9T/NCWra44fDtSTARJLX5fUB4maxYiPOd6zhECmBH2K8SrMUGGlT1lVnF9N8U2AChXt4RFvlVOXR1o0o/EYWbVoX2FkQnOo6RPN4d2B+OkF2S9ek3lT2nxDX/waKSdQSfr9mL4VbP/1gdlnF3h/OeI3t/+SoWwJCdAdtGcp+eCQThOcZ4TTv4B9jrQCEUe4viQ8/yNUO3Be+piiwI8bpCqpq4rTbYNrBxJfMXm9pHhrqQ813hhmS4++lahoYJLVeEWFk+DPJObY4RJB+ZjjuwFncrRn6d7vUYslQ79GSYk/PqcojgzCo9w6snlHW62hjUAFdMcN+irBv1bUm7cMeYFzHcH0kiAK8P0Cyu8QIkCKFOuDmkwZ7C3ddoMMfAZzT3T+OS5vcINB9D1DnmPkDnAY67Cdh9JnIC1S+3T5hvTlOc6CqXdI7xwZVDhjcNsC1wUYnaLDJVYOqMSnfOdInj2juIuILnxE+PZTWNWVdO5HwmdXeImHN3I0PzwiMgsmRYuS+u0a/0mEGUBFM2RgcDb/nZhxhOs9cIL4qU+/72m3A8pPCc9nmLpABgPRaoSXZHgj+akHe6rxRj+nGD/z3zY/n9B/gsRPAnQ8MJQGFUqipz67ty1GC+JnPp0vaTYG7XUsLwMe+5yHoaZ2IbFIuPKnjPXoDzpD16ZiN2yxvWU4gWlaHpp7wiQmbj38ZxOCZYBzjkPlUXVzuuKOJBBksUbHS1SQAeCspb35gNltP92kSol3doF/fv6f/G6RUvhZhD0/48HcUPT3hDrj1fwZXRzRiw7P5Wx3PXo5RSIQEtRPrtiZTPHUBCYzsIai21GZNcaccL7GuUe0fII/GnE1lQgzoIY3iO6e0hkGo7DuxIPJSPU1g4swZyle4WEpKG2DN13yEGk+1jmBsgS+R45loUH0BtA4MeP9ty1dUzKKAtqjpJ9L3q8M744Fo8Rw6k+sRp8qJsfuQOZleFbRKMcpHIg9jbu8oFuBH2+I/BEvL0b8zQ8V2uvxtUY3Pm2puf9uTWu2tLpjOrri9ZevKauAHgEWRosJsTcQTwxZrNC9h/M9DvX3FPmP9N2egRY/PuPFZIwWIUGf4qxFeefsvhH0eLjGI0yes//QkSVf8KE8EaiSSAn0bowXSPxxQJpeEZqArT2CaBlcj5GOu7Yl62PW4pHJ6k+4fX9gXG859QdE6BN7ht3uW4Inc4J2inUJrTwht48kXoRaDaSe4WgHhDS4Hiw1k0BxKO6pVEYcXfCQbwgvUkKREIgjfebTdgU2iTi0BwI5RUeaaew42Uf60QoxDjH9gK97vN6QLK+pXEFWDVi3JXEdld+TVx948vQzPmxa/FhRhmvavmY2WtI2/4HeVQSLT7LbdpfTFBYxShgKS1FsyOwjxc4QiBQ5UrTWksU+VbeBLGY/lDzuCn5xMYcwxeJTfPOO0PdJM8Hx7o7J/AmndIxQEc/tcx6+r5koRR0IurYgGWKCqKDTMW92G552BU11pK09smTGyEtw2xOT1RUlJZGa0vbvcDojlo7CkwR6QTdI7DQmDc9x9kAwzWiCOZttg/BmdCfDgoCPe0HeveXUjzmYhrfbnP9+9YzTukc7iXt3Q/HjGj3ysF1L89075n/5FdtZyW3+llHikREjtaXXGzbl9xgjmGZLfNtjihKhHMZIgvFn2H6OkR7adZTHtzRBRP3DEVtWjCYTPDuCm4rJ1RcUB0N9zBGB5djuSWYpC1+yebDsyyNulOFFEQWGJFwwDWA0xMTxBR8eJXdvSrr6xOAMT18/gVONsyN2uebJRQDfPWK3PaITEIMfeKh5Sv/9wEpOqL995DRUtK4n/izh8nxC1ecspjHhM0lxDBCTiNI7MFwuud1FDG5BspoQuHsae4sOjsjYQ3QRl9EZ1k+pWoHdlHRdT6gVGkv18Y70s3Oa4kgwGuHsDGkTjm+PFPFHnAuhyNAyIfA1Z2Pw3xW0h5bwL6+R82e8r2pCndA/GoaHnCAJkNkCq32ss4zPQqJ+A03D0ISIW4OaawQl7bsT7oVEvBzoKSgyR/zQc3G1xErYv+uwXY3oNPWgSRZnzKzk+Lbjqy/+gkpumKiU41/fo6IxzqzwxiFlt6MrNa7IyJI5bX1EvrhGPJZEqxXOjTC1Yzw2HE8nskuBOuYkZw5Pvse7nmNygU1jqqBnU7Wko4TKMwRvt4z1mEVkCUdz0oNA945Ohwij8IyDviMYCYyT5OuCyZMx9bYmeTJF+JL5i5h21+IrWFwHCNlj24Zh5mPsgDcOGG46wqNgMp1zcprF4gJDh9Mlg2tQ/3HPr16c8zbd0D9L8UpIjz7Dhx6Lwx8i/PE5rv2BmE8XdGn6nKEsUM4xf/YEc6447UrGlxlOehS3Ld7D11Q3b1CxT/z5JfW+x7U9lCHRIqKue7rbiu3jFjO0REnCRBnENuGu9thuLGnVcDXziccrkjl0H3b0uz19syZkjuwhmFqGfEcwHpP/WOKUj+sttuxQdwWhb7nMFPWpo6gGXNQwjmLk4xsGP2YojrjBMngWU7d4JmJYd3ipYSgr9GqOsz3V//mvcP2AfvGc0Z9eY888rJVodWBwR6QckCMf4QcInSOjFGtAeBohDXpUYvg03UKPZ/S7PSIo8RYp/sX0k+t97KFGMdie+uF7VJ3iqhK0h8gmWFlijKXdSIofKoajwxuPCFdT3HCDCoefpMQOpXy86AskO+rHtzAEOAZ0NsV6Ackzn/gqZjjFoI8gd4DGHNfYtkGnkv5xh8DHmYG+XTNU2588WyD+bAlSosdLguUI5IHyXQlCoMMRSl+AE6hQIrVg+hcp1bsWOzjqmyVumODPFDoNSV4Efz9D+Gd+5h8DP5/Wf8Q46zBVCw5UEvy9pPk/h5CCYOER/I5UpXkYwJO0BjDgupbDbY2aNXwwu0+2VUJRA9uhZer9fgLsnKUctuTth09yJq0+ya2tYxADzmjET3KY9UPJh9sCGaTE4WuMawiihHg0RvykxTanHLP97Xw5rKV/uEeNx6joD0uxAYgU69mB4rEGFVIzcAo+Mrc1zSGnATwvptoMCJcipWCy0MzOPKQOETqkbAV5DaeuROqUQFr6foPq/5i+TDjVBq06zqaO6WhFbhuK+i1CCFJ9zeVkyq6VGGfZO4t8dkasxzhVUESSD90jHSM8mfw0PL4n7zVnasXevMExpx9OKBniBh/pD+z7jlBoFmOJpQMcSdqR+hlpH+D3PUWtMVlL3g5UfsePpzWrMGRmelbihK9jAk9yPvUBH+ck/+Gvt7R9SpoJpDOsNz7ph4GzNEcbgY4TmCX0fMu+2pF3hiAMmY2/5Lj7a4a+wjlomzVdK1DBL1nvDwQaruZjdOPRaMsh8yn6I750mOmErvDx7Cd3433d4mcNaJ+oUgzGsOsrTGUIvTFBJNDWp6wK0t6RzT9n5wrOg4gWRxZ2+GqA/ZZSKOaixzYF56OI+qFDJ5re7hG54k/iBR+l4O54JFApL2Z/znWokJOn7A9POHY1N8VvEG3DNPS5vpzjGYh3t4jVOYkJeSh7LlYRyjxyyEvuZmOurl7Rb9+CUJxPXlOPHHIoiEzLmXfGYDbEfkTbDFC0vHz1jDLN6XtDGiUs7Yn9/tcIDWezP2W/WxNlPS71SWTM3ddrOjHQFzteni8QcYc/rZnNRggl+Gg8ZDyw7wzPxxHBEfY3M+ZPRwyqRho4lT1JeCSzC+ZJwn8UFrHrMfueo2sQT1KkChkOLcn8KeuiZB5HyNSgRUXTGCqV8eLsirLNCeyJ8fmcx3XHbPUrplMPY0smkebtPuDN3ZbYj0ikpBce/mLJ7nFPP4zw6Gkk1N4565u/pa1PhKHm+umfU9kQYWIW4REvyTjc/ED4ZAKJIwodvpHUx5zO33C/+zXeEPE/Xv9zRvV7DsrgByNM7xN2HhMXIJM5ojJ0NgGT0T32JIHD9hvy+w/Ez/6SwSlMOqboe9JEEg4Scwu7zYnOtBhXk6xSjl3P1ewa8+6IaQZeXseklwGn+oazaIX8vvs08svdoccTRpmlThOGImL9bcfT8ymhG0gXCjV2NNkAKx+hQ+q7nsPXOeHTKcmrCf1v3tGeWlTk4YYWr9dExkOWjurme3wVMzlLkVONe7bi63WDzQVre4f/eMJTHauXIVVbIllgHkHEEqcG5udzdkFHEkRoBF7QEogYk6V8UBe4aMTFYoS9aXHKEIgIowf0xKCGlvnCQ97+LebgMfzyCT+Oe9r8yP3dhkk05fXrZxzKkkj7MJmgasPZpSKlRnUex7d7/Mgy3DQUd5bw2RPKYcPDjx+Ink4JnkU8tjdcffYM8X1OJSP6b7cMdU9wmeDHHapRvF5OyJuM9jcdF6/PaA4lfhCg7yXV+x8RyzOiP35Oczjgh5eoViHW0NoaPft0EWSdILyOOX3Y83xlaewdciJp3x9QXoxeWlq7xIYprXtk9Trj0QgW6SX+tCDIPeLNgX73gBq9QE9W9KcWKRR+4GEji5pP6NcgfYuahAQjn8O/3zB+FlDfndAjRec1ZNWOvJeYU4HqKoLkBTrymcwC6t7SbiqyRUjpTvR9h3eQRJ4kjSXJNx/58vMxzfkY3hl821O7HaPrDKyGtwHTf/YLmlOB2Rmqrz8QP7UEi+fs3yacbnY4I2HjM/osoT/e4Pk9KkvQoxEimDLkId1jgRQRsgsg7LG7hnN5wUN3g1U9wXLMSs95sBbnBLvjgJSCP/tcYtWW9nBEdhrRRrhUYk4Sqc6BFlP1BLGmbwXOOoTvods93ccHgr7FjRzp8wQ1OiMqtmg0KjvDOklzt4ZgApWm7zqCl3N0GmOCGJs31N98j8wy7CmnX2/xNmOSscfx5PCmA0NVEy6fUm9LrBAQS0SU4fUZwnbIMMYFLdoL0KmC108ImnMkFjVaMtSPaJ0gUg81mdDf32EOO3SY4KREeBnd+kh/2GGspnm0yHhAJi1Sz2g3lvjVDOEZvEyBUHjjlOHoGA7AoEGAP9XoQNHlAYIJMohRHljjMTQBYojASlT0BCVf0N4KXLNDnUm6wx2mKMFZRBCCyYmefIVKZ3gTjdQXuH5Mf+xh8HDmU3Hk7zxidKLIvogYCkN05X3q/ZUClUp0pP6LNjx3lwAAIABJREFUYtCf+Zn/Vvg5Cf5Him172nf7T3PxAJkEBE9nyMj7z3zyDyOlwBj3ybBhv8XkOf7UY3vXMMQKlf62l6OwDY3tCeU/XKvq7zHDDgkMuqTzNXYU4XqL8FI4n+PNUtr1HbffHqhPLYODejIjWs6hkEwnv9OL0jS/v1FjcF0L/w9JcGUK+szh+RNcbxCe4njYEwxHFALt+VinOZXvmU+vMN2Ix9sepQXZTLPpLvj6+4+UbUGvB2RyznU4x7TwuDE85B2ZFxAFHev9iV+9SPGSGM+ek+9HbNoQIzW+TPGkgXqMnm5o5JFN/e/Jhl8Qyi/YNxtCElTXMdUewhm0HxB71xQjyfjJJcNOIpzFmyb0act05eNbwdDvMK5DGEkxdFzMxgz7lpYtx+oNhTGUpmGWnBOpDO/RsDncMNIh0ZDQESMQmK6nrjskPeWxJwxDMu0Y7dc8vr3nVFkuFufMP89wY58+ndD3FQ99Q9/c0HYndFeiggl+MOfuOMUcdzSmoZEelQ754mzO/fxHjrsOO4QMtuKhvud6+hy57lABTP2A1SLku8eGb247RmLO81WHCGvudrdMgoyu3XCxfEKmTuzfP9KOQspBkOwrvnj5gpu77+m8kMBPiPUVwemId/cj3vSc8ngHpoV5TFjd8WU7YdlegTFEHwOk6DFqgpUnTrJmfv2cUAo6P+MkwO4eKZsVXptguy2fXy4pAjBtTDIYyrJAzHomZ39Gh4ehImoe+UJfcxSaJt9S2Q3jzz5H9THTsYfgRBTFjLsRqnnANt+g6UnCJYNuCGcZAkXeHNHNjusXmkOukWFCEpeM4g3pwiM3N7RmyjPrY8Zn2M5wvbc0+ZatrMm3AVE4wcWAqdBpAId7kt0UnxRZC1TX4XyIm5pgOkGUJdLXXIxD/GNOKQSj5+ckRU0QjfCfjCirns3HNwRxyovJEi+M8L2AY9dSHx3NvuMiTIlkBcUbKn9FsDonOFb0hSFIY7KVz8ePB+p+wPN9BttBfkc6v0L20G2PSFeQPskoihuGZkfdtpRScz3/55B/IItWaKk5uJLw7pZfPP8F++ApxelIcGpYTn7Fd3c9+8Dgu5BJ6/PucYsZDcxnDpGtuLnPqT726HQMYUB8Mcc9Ngy2pxGOIAjx4hjlh5gAHu4aZi8U00HiJTuUlqS6pnmfE+aC08MtcvacD3+zI3wS8dAfGdyKl4uAxVTQb0paFFHXYE4nXBbS37UYM6DTiCCLGXYGOYmxbw9oYZjNxwRhgKgNtghQ9HT9iTw/4nkxpppQbD4wDlZI2SJFhBs0bSPxZULfbhAo7KmmcgXeYsIkifE+83GtQ9sE5Wk+uh7njWjyE2/LN1xOL7GHCX3f0rUN9uQ4P9P02w1pssBNPPLRiOwYkPpjuolPfjryGNd4s4zTtmMse7h9z8tfPiFaKvJ/cySexoznAdxtMAS4rsG9bEkeA1xWstvcEbxM2Ns1XhdihWao7acRMdWa9uFIi0F/nqGrGQRLTt+HdLlmlqQ4s8UEoHVPszsR9A0cb3jcj5g+P6f7m3dI0RE8U7hxhzi+QdcF4mAJ+5y89SGQOA92rUT/+RTne4ytz33+jiAeYeuQcz0hqFvUNKGrG6xqMUNAcP4E2VtUNkPOxhxudkTTCfqLGU3UUlcD8VVC/5DTVx1OekxCRfV9TvZkweGhwA4DidjRfJQkzxLi5ZSD7cm79xz2N1ylV3TOkSzn+EFG7x/Y1Q2nb46MPYm+SElfnLPbl5wFAUGWUuQtp/c7lHUkqxQxlFBN6baGIIkxtaW4z6lCy9lziR0mqPkT+lwidwnSj9CjiHYNWji63BItNPrXFU9Xz5icZ9h8y9B9xPU5l7MFp8OM8kNJOxP41mA2PQYYSpCDj3aS5vbIcHtL8ovPSOYJJod6UOhQYKst/kTT3NQEB438my3zf3FNb8bUhxJnU3QSopOCwYXYYY/pK9pygxx9QbMxuLsHuocCGAjOR0ipqO9OhGfP8ZMWKUfE8V9Qr3OknxEu5/hZhJQD6ukLTDXC9AUqDtBySr+pUEGKiytQLSqL8Re/wpRbkBIhBHY8RljN0HmUI0Eczim+/vpTP3vn0T0cCC7neCOBazp0HOGP53gTi9QCP7tChyHRU0s1RNjGgQLXOezwyczUdh7yJ38TaccI3yFVhdZfMtxb2kOL69YMVxPCWOAGwbApwDqcGtDLGK+RdPuebjuQvgpJrhP6mYHBoSKJ9P9h0UMo8XPF92f+f8HPp/gfKf26wJ5+myTaoqVb54TP5/+vnjddeTTvWkxVYQ5HpBKMZ5Jjbxl2B0QQIr1Px0XwyVvrd7FuoBk2CAyX/hX3/ZrTpKff9ZylzzkVMXZhGesSc7+lamBzHLDOIU6PjGRAFGb/4JkyDH9/o0oh/D/sLNgOB9phT+06hqFA+wkEf7fnDoFAKY2OGz68fw/WosOKNDlHNlcU+UCF5Te3cOKMk4qohpJk0Hz9Q8U08jgeJftdSxNLFtNPUuq7XcfLNKNtA+6KkixIMNLRciIk5dV4zG34BfddSRz8CaEUfO4H9IMjpGMmPVJXkAjL/fFvGY0+I12uOD3mWO+EI2E9tMxmU5rogX3dMfYnnKERnc/5TBNlc6wvaT+u8cMrqvZI3jUkox3xcMa7k+VDB8L2PJ10tAPU0qGHmldXE3a7R+TQcThsuJ7EBMcSpw217Ajcgf7DDzQXCZ07oJxBypi2b0CMMXaPtA1Kv6QxY6Qd4wUZlRfyQ31EVYK1eERlisyE1Cef5aVF6opFfkGnDNcvUj7ULUo6tJMc3p3Y2IFs2fByec5wKkmykFj8gOxmJIcBX+n/i7332pUtu840v2mWN+Fju+NPZpJJUZRU7qIeoB9Fz8F6DT1MA11ooNHV1SW1KJpkZjKP3yZ8LG/mnH2xKVESJXSVbgRW53cZsQIYEVhYMcYcY/w/v4ol8/gz5A4uwh9wagzGjEyCFnf6OX0/PO6193dks2ePicm5of4oyVczjt/UbLc7dKDRNyGnc830dc7JbLhNr/l0aJi0JzwtuZpJ/Kbi6XrGu6bgvg/wlOU/XP4RmR2pshPfFP+VIMjpz2dSqfH6G476gjaMmOMhjGPiD5zklne7W+ZiTeBukWNBkj5BuIG+PdMcN3RdwWz9A5LkEmMq/KBldTnjdPyAPR3xpxldMKMfJ5jdHb6xzI4ep7Li6Pn4JSzDCWqZY2XA4Vyi1IBvHwXKuuNHRHiJtjnXVxNOuzPyvuOqLpm8dqiopOpGPpy3UArqVuCvbvDXE47DhmGeIaoFddPQnD+w+uJzPkYnXmWCovf5WJ+ZBjPM+S3OSZRtiGNH8qdfUBw0bTty2n5L6luW6wVF1yGEoewGaA1MJWq7RCUaMzthf3ECNzD0hmi1phgG8uJPMKLGzy02sDRxzOw80P5qg5AWuXzG1/9HjZpO4EIzbrYc7ch0FnC+f2Ca5JzFnOP+geWTa+qHFpHmHIqR67lPV52YyIRmfHgcg9cpchoyl3NsJVlZyfnjGf+UYKM5Y+WwQ4NUiqYXDMagqgGrW8K4oydCRJb9wsOLJUU3kmQ+utT0w0g/gJ9IquZRtX/2ckp8cUI4h04i7GEguUw4/98HomUCqiMIPAb2dK2kaSva5paLLGMYQzxRoAZLZ1qim9c4TlRNQ5TkNCImDhRx3dHVewQD4ec/wTeW6ru3MLYI7SiziknkI8UlafCA8jvylxFB/md4H2NGz9J/W9GOHcKHNEiQseVUH3i6MCyeTIlCS/KDKzr5Hoaa4GVPPuaoUjMmOdYq7Ajn7ScOd3cEwQI98TnvaiZxBtYjXEWcgzP+TNK936EiDy/2caNBZ4ZSaDZfnVBxwOZBsHyywLMlpqkZDuBMz+oioXCSfe0z+V9+RDS8w3ZHhmHg4fY3BGOMWj2j/PSBYLXm2Di6J0/5Smge9jUdjmcTzYv8goftnv3pltXqNfLY0BUGb7LCn8T0VqCbFNc7/GlOe3LkLybU85b63KH3A2PsEWUJthYEhERrxdC0BJc58dMUZWM4FdjNHiMuGL7ZIMOe7TQilhNeSI2sFfNXT+AQ0znJ6M+ZLULEVz/jfLznpAT+dEn08iVuktKYgfqjh798TRDXyLBH7lcMO49wMDTnERnFLF6GxNcKUb5Hz1+w/5uPCAtuKFGTFE8mmMKgEghnmtbz8fMFnrSMd++JVkvK0pFFAj0eWKwm7GSMH0D7zQ6Fx0hPen2Bqyt0HBFEFj9/iogfBaRnK0hnHm4iae7g/OGE82CwLdl8ih0l2//nHsYWFVQk11eEN6/wbEljtwhTYSWcfn5HmK/wn68w9Znx2CDCHJUMyNCnLWP89AWmKBi3J4LFNcNWUL+RcOMRXjpE1hHMVwj9FOFmVL/4Od2uBlsjI5/kR6+J1z8EZ+icxXYFzo2IwEdfzzjaEalnDH+9o9scsV1PMIkQNmA8GML5E7oziChH6ZwgE+gkRKpH7ZLhMGL6mODJimG7Yzgb8CTJlzmyjhmOBhwIX5M/u2GoNf3X9/QfCjA9AujeHvGfTjGlwVuusOZR/VyoDGce8yRTO4azIVhKvOT7ru73/M/P90XwHyim+H17Intucc793Tjx/wiThUZpOLwrsQSkKYSypgsjDv2RoduSkpPrkLWX48t/3HF+9AQGRyjg2nvBONkTpxOicYFdO+q4o65GdNsR6Aj7W8VEZy1N1RHpnHbY0Y0HEIIgmqEWy3+4E7y+/CdHobvxyKn7DrAINNJ1dONI4D2qZ83SGf7WQ4WOqrtHCvADDVJRdzuyYIZQOafK0A2OxjiOg6Y3kqDy6HpH5mmKVnJuWzpXokLNJAmxGMY24Xi02HHCprPEsWQd5XS95EEKimPA6Mcc6ntKJKv4L/mz5AvcaFD9mcy3eGPJyc7YnUZmk4bl1ZmDNrSj4CqVhBclDyJiEvvkZFz7CbkeSYOQQM9o9JZoMWN/HJhFiig7E/o+dW0oNwHSDtRtR1UNfPZCYAOLKEtWrwNyHXL/CeZxzpOJz7h/hxpH8ihFmw3eWBOJhM46xu5IFHtYo0j0E6TXgDehHq4oy5DaTJG9og9P4CR9o/lY9dje8CpyZNOeUDdMhjmdVtQnQfehI83vCYVPly+57QZiPVDaERN0RKogUZqwN5iqZvf+K7LxGf/x2Y8pjxmfPnxgNnGEzUfyixnqcI/K57R1h/Qk9AKVeggHdvQYKovKoN8PKC+ibE/4raGyHRMzhdUrDqcWYzyMEByKEZkE5N0Atzv+7PkNP4g0TihaVxCbM7thiwxbtItQsqFKvuBY90Rdh68uOVlNEKS4TctpY4hTwVAfmGdrxv4WaQ2ubsiz19xWt4xWcr87E94sqPIpE0+yefeesit58npFmUV87AqauiGML3gmZ7z7L/+NTAWEN1cE65z2BEOSMEQzslmLLj+RTzy6ux3dd2+5/PfP+HhXEEvNaqaRQrO8VsjsW9rGR0RPefZCc/v2PV6S40U7ck/xbhuwK4/YTCLjjNkcjvdvadxnbJdntvVXtHLCh7HhcnKDOb2BviQxR877E35+Tat9pvEz1hS42vLRSSrnM5/D9DJhd7tHLWYc3rb4nzXI5y/RfYsfSmww5duf/YogeEGtW0RheeG/Ri80zd0dTTfi+QGDmaAiyfKHgnpiEOsZ7B1aNHjdgWpzZsiv8RaSSvbkf/oER4BLe+r4zOZ/f0t08ZS6KxjLhumLGRvxkauFwz/nmNsTSSA473uizJIHGc4Y4jSkHA1B7OFnGn8APY54qeCbww6dzjg/WPZnxVRGPJkI/NJDxIo+1BzOAyKXRHlE8O+WyPua8682ZH92Q2lGktcThrue+HpBsm6oXE+UNVzFC8pmJBxTDB3BPKVe3TPjFfLNnEK2kIW0jcB+OhB+aQlvJrjblGARcvfhNzR2yfkhZr6eYVVNb4/MX6/Rg8CZFC9PsW2LOkqqXxbgp4jK0Z4rguvk0Wc+mBDOwbyviJMjenfHPtggQ8dYOqLFivp2RzbN4RChPQ+RwkJe0D3vUZOAse8QSjHznyIM+MInvkwQYwEIlAd+CNWhxQaO3nf4qwmf3rS4oqcqR3I/4urLOab4iDlsqf0erw8J0wxUwOn+LTqA8VwhdE5Reiim6KsvYbdhcr3k50pze27pOkeQB3xzrLl+sSK3FVF8iXtjsDIhXieIS0t7byl+tSOOe/xFyv7bhtAT8EzxfvyaaCFJZp9hTwMuqQivRoY3DUMT06cB57sz3dRhSQmqA/JiinA1TjRk6Q0/cgkoH5spnBOcfm4Z5cBQbvAXA4l3RLU1kR9hYkOaDiTVO7ox5Pauoy4rdDdhfO+TaMnLS4noHa6q8boW4Ul049C9QCYhw8NINLlgjD1EcMH5g8DXhuBK0+9HQudxHiR7GXJ9keHkSBQG+JmmeN/Rbjqypydu4it02TM+VHjzlGgVYMpPuL5CZhHO+VgVYo4d0esJOhV4dcdu0tKeOkQmcJ5DBxJ5CUPtENJD+KC9gHHwGF2GHVr8+SVeuMD2FdZNsccOF8WENyvGeYEIDSqzROsVcrHClh3dqccTCbL34bBDYXHVCtutkKklmHlIHVH99T0MN3jpETs2KD/H3KbYix4VBYSz15iuoC9v0WhO+1s25QNz/xohUpzUmK7H1lu86RyrApqPDlMZokufYQMtmvTz3+VYw2F8tFKc3BBmM9zYI6OI4HKBbx1jZXAjqESifMl4DujeVJhjAxJkHOCvMswWvGTBcN6A05hG4iUz3PCYM9rR0m0HxtKgIok/95De/3g++T3f84fC90XwHygy9DHt+A9eE6H3LyqA/5Z0ogmu1aPPrXM0gc/HYsMyjKl0wogllSHX/uz34xEegZzSmMcdXisMjW0RXoaJur+7znkew2gJTcWTi5jteUApwcVlQhAcOfeP1kQAzXAkW78gmM1w/eNDX8XJPxl7O+74ne/TyIW3prAtToREMmI+/wzDhqLdYZqei8ucpokRQjweHKiedCLZHwyTTLKr+8eTXKGQaGL/0Rv46Sphd2joWgcIhNTEcYawEQv/kqZu8eSI33tkcY5IoJQ95mBYB59jvYqBmijIWdiaTESMdscw+Hw45rw7Fshw4P604yp3LJ8UOH/Ou/HEX9VbGj+iE4al17HWEZ4Xs/Ieu/9aRszSmN4/cig1vp2TeRnNOIGxw7jHX9ZLet4WWxbRilFINLB6duTpMqUzHX3dcvh4+9uuuY+wDZ7MUEFIeR7R40g0jEhCRizr4BXbfsX+KPCDFYejYqxPVK7i2YXH3e2Jy9WaRmwpm4rNuWEdx2SdZNx9SzdOqb5SLP8koWo/8Xwd4FaCJrK8P38isJKbWFLbBs+OBP2J1eWaPgw47R4QU0n+NKT7cCZI5hjhoYOEflegJitMIPFih8l9+rBE6YyYGfYQoDtN2VV4UhE7j8sp5FPJN90dKnBMfB81TKh3BVUoeZ6FtM2GTRtjqyN2OJHNrrEohsO3RLMrzHiiVZb3zR5Hjhd/xnELTSsY85jXsxxT35NML4h9Q3H3N3iDJM+WtO0dQ/uG9eWPebM/cCx6rntNtGup9i2r9SuerP+Ys9+wb460xYGmGDnLT0RpTkhCbhSp8ZHpSFYPCJVSKNBXExLRIcYt7k5hB8f8w4boak2lBYGCPCxo2l+wr3JOTUmdz1nnORcrh67v6Id7CvecIh/ZupbROmbE7M6O52mKFwa8rY8wGJ5d5LzZlxyaOyaBx006oTx9TeM1MDaUY0a8StCnBcXdkcunEb3sUKHE92pIfN794p6gqFi+8vhY3TEgSHxH8EGy0CuEyIhFxuBJ3vxi4OLfXrJaSq7DiLrJOBcB8ost/1f5jlEIhBl4uXxOYmNCfYP+8BWp6rm/P6ACzdl+wJsm6KGG+kz+wxlGtcznIVE8YQiO3ESCsTgSFj2nTxuMgvg6JZAXzJYRxckHpQgrjVlo/LVD9lPG00CQOg4fYfw0sLkd8CMPfeXx4VhxdbnCHGvGUeGmFXLZsbEV8y9SMhTBxYzfuJHdw5Gr9YRpphEUSDkQzxI2d7/m+fI5bbFk/9Dz/LMnxBcN+9DiGoGLSkxbIjpBFk6In6e0Dz/DCyO67sj5q44gyYiygbER3H1dcfM6JI485OGepnmH6xrq7xzR8hoVrFGho7nriUdJ6wcM5cAQB6z8CYk88m7Yc/u14cc/WjBsf43rLOYkoB9Irp+gdISnVzgtEG5gNU/x6pgiONHXDZm6ov/PLa7xqN9umf27BdrzaOUGN9SomUC5iOLso7KM41ZiPUl8GSD9kOAyofVGJhE0qU9ZGaQumM1bwmxJSULdQtfFdMcTfuhzuu04VzmvfjynDxWtikimCX5T0ZU1EYJTZfnSXGF7j6E6YvYtg5OEcU7XHwnzjHCecXzf4wTodYAxELiIun+HzmKSScjp53csLp6ip+Cmis46Jj+55nQqMEaR/fELOG3p9/dkf/wK1/l07470+5bs5RpLxqAcbbvDi3qEHQhkTKMEQZJhogF3+IgoJN1kTnn3gEquOG8fCKdX1BNB+7mj/NlHZj9aYzcp/bZChSNeHlB9awivLmj7ksHL6QwoT9DXBhUKvLklzCWvptdczhcE6YgsBmTTUd9W6HogjjReL7Hfvmf4yRqtEnTiYfuvoTohTI8YcroyQIw3jBuNWipMc0QnjsP4AZn1BNqhSo0dBXq5RJgZQdI+5gvRlDHK2L5r0XJAHWuozsQXFrfborM1w4NFxjPC6xX+VYjwQKUL6ttbqt2W8k1FdjOFryu6ewdaIkxNdJUzFhnKi0CAbQxmJ5HhEh0rbNvRjzX1/RadV/jpFQiJG2qEcKg8x9cD7cctwfUl0f4J/e4OU57xlz7hD7+gve2RfoLpFEIKTO0YC4M/05jeYlpLvx8fvXrTBCcTUL+zt/Sy36Xy4+nxECi4nNFaBc4h/UehLx1qxsOUcJrjlEDiY8sQnKLbDQy7geR1iG0d/c4wFobkVfjfrTfzPd/zh4b66U9/+q8dw78Kf/EXf/HTP//zP//XDuNfjicxpxbsY8GIkvhPp8jgX7YT/LdI38fUFQ7LMTJ0bsCGIWk2JVUhBstCp2jx+6MyWsaAw7oBT3gMIkOo9O88hxWSi3iJNo7TwwltehapZH01RaQTVPABzzNY69ifRzankbIdcHJNOsvQwe/bGv0tzbDFuRGDxCLwEMQy4En0JVNvgS9DgnhGGEWowKHjNcLL8TyfKFGslhdMpwltb2nHI9DR9BalJJ+tYozVvLmzjGPP01XMfBKxnmsuLyxR2mObFUoqilJiBx9rNEkkuV4HlIl+3NWWEfPsgsyLWegZM7XA01N6c6QYc+53DYE3YQxisJautjyfztB+wlftntp2SB2iZIivfGaeh8Gy0jlCCJQI0ELgC4OHRvQRqXrBXRuiraFtRoyFZD4S5invreNoeqquY5CahTPErsSmFmkE2kKSzvBkTbCeEJFAFxJ6K2K1YNhsWc2mJJMbHuoZ2zJEKY+Z5+i6Gi8UPFkGfPdwyzJYkLoMfxiZqinBecr924ZZ7PAiRVM40jyDsMHvG1brlL3uyHOPNLDM1UDVfER2Ah5uibIY/+YF74b3HIaKfX9mCCp0r+iPHfFc4PBoGo9RKtR1yOAVnMYtvewxUmP2Cq0TtueCcBpRdRtmlzl2vaWTmtE2tEPNGIV44ZwvlgkvUscxGhjlgMSSeRdM+gUrtQDt6OwJ46eMw0DvUiJ1xcc7x3k/MAlTnsyh8Le87e7YyyNpKJjUZ1RXEwVrTNUzdiFGzHC9xyTMucg/J6gUOrrm9qj55YcN3+wqdBTihYr+YYOQhjhecHnqyY1FtCfMcUeUR3RWs/nqLeX2yLmZYwfJbDXBa3JU6RMWFWlSo9x3VKefUZiM1gVk6SsKF/KgJGpyw1WUEs+u+WXXszufoS5xQtBLw1UwJ54tGXRI3e4Zj45O9sTzlqXf8jJPiPYdJQfM0CCdxY0BNA6bR/jLK+6agrcPt3w67amMYTGf0VQ+ehQEekq2kpzqPZNpzqK5QJ9zzreWqPFoHiyzVxnNRUfcS3S85n3X4p61fPBvsUYy9AbnCWTeE8VTkjwjjVKcLJCTJcXQo2xPfJGivFts27HJAoZJzU69xZ9arN5i2oIsSfA3PuJUEoYRgT8i7ZZGR2ynHkEWkTxXdBewNxbTWSbaEgQxxbZmKluC9kQawyBC0iCgHxWT1zlVdKJISzbuQB90dMs7rrIrvnpXUW4qZKQpW2gmjvxiYBzOdF6Kshnansn8M+uZwhs8LBphBqrzd3jxyHr9DNu1iPaELY9MXj6lfveeoWsYu57q2/fMnlwxelOkGVjMMpa2R7p7htN7XF/h6Onn0N8s2NqeMJpiPnbEtWR6PSEIQuIYOvkeY2uKwRJnU8K5RSoPZT2i6Zzh4Bg2U6q/Lqi/PWGOPSqIkaVg2k9Idint3zSMVcdYWUSgkVlG9HROMFHYtsSdWoJ0SfD6Mw7HgNMJpJDoqcSLBDECX0imtOgkAW3xIw9pBlo947zvGTrLbt8RePLR+g2JGy3+bMW405yTgPNxwDWSOPFRqceqE3T/24H9zwsG65NoH38eYjpQBIRJRv3OMVQO0WvK9x3SCLq2JJr6iKaiun1HuIhJ4wnhTYjTNSK2WDp07uPiiOzzawK/Ino5w5/fUPyXt1B2oBJMpxn2A95FxFjfUe/vGPueMFe49iOzyyfocovcnfAnISacsb9vyedT8skFpAYblsQzybiFc3MmXWckq5Cx2YGv2H+sIAs5HwcQijYQ+FoRP/UJr1vG40eKd+8YuwNxlNF/7aFUhznv6T7W0I3EFyvcxme8K/AWGd5lhD8zFH/1a8YK/EmAKSvc6BA6A5fhRiBL6dwRFQecxxpdZ4/iUvECUcQkwW8bAVZj5zn9AYa1IZKO6tN7RmNIVjNcs0NdnYTCAAAgAElEQVSiUZMldAZ7avEWIUpnDNuCUTT0ZY30Auxxx3gs0UmGUB7KF0hPoBczorX/uE7TGoZ9h7A93Xd7mm83qDDACf14yqzOgI/pS4RQKClohEG0DhfE2CQhnM1I1muilzeINGQ8+Ng2RXkSf6pBCLypRgWC6tuObmfotyPj2WB7i54ooksfHf9+HjYeKuypQU8DbG1xaJQnCZ8mxF+uH72xTw3UFhWneE8uaR9gOBm83MP0PbYHHStM61CJwDSObjMwVgahxeN01fd8zx8Q/+k//afbn/70p3/xj1//vhP8B4rOQsQXa8z5cSxaZSEq/ueLxP9ehNbIpyvK89dUww4TOJJkwuDACItEYP+ZzyrpkwXPSNw1Aklkez71R2rb4QuPS39CokPc82es/YzjvsZ6AZWOSUNJ+NtV31NpOJYGgFGObE4GxMD14p//fp6acD9sOIwPOCyJynkafI78e8W6EALfn1MdXvNut6HtJG3vcTNfM7ExxjrWU0czNjhhuZgFJHFA00ref6rJEZRlyzjWvHyS89lrx+hXiD6jKxzWCl5cBNS9Bef4/CZklnucakMXPcZe9T5STZimkkQrlBczRpL91uCnLU5ptIBJkhINJzwnULZl6gkGNeHoBnIlmXvQu4EpMYJHZe6+L7HEeOI5sh/JVYTpfNKo5z6EZKIRneVm6fNVt8Voi04DPO2oRkkVTZi6AOs+4b1O8NUPabsSP7hg7D/Aac9kVzBIHy97RtQplJrw1jXsRM/bvmUWLNEPJzJtUanHqd0jBZhWUJx88jamt2AGw9AMyMsEXxiE9Igmiiz1Sc3jgcW539H1liRdQvMtOprhjMGb5rSmoOk+0g17ktkFtXQ0/QPzq2vSPsWbQRN21AiiNOTkH+mwONnSjjsiMZA/DdBZyNX1nNPpRBjN8V7BIS5YFB6tM0CJ0iHRak1md5xkjzFgreIq+yH3vz5RdR2dr8jjZ8w/X1HXHd5JkM8veFdqfC15tvZQ3Rvq04nN8cSL9QWnOOfgBrLYYyoypFEI/ZS6vMVrFfasmF2/4vBVxUOxp20MRW1JLkLMUPP+m4rXP1pw+dmPqcsTM6WZ5Sndd7/GThRaCAb7kcIrKc8FUvjoOuDT/JpgOpJ8OaUZBGaAOBckSY7aa5xY4Ncxv/m049zXpPMpm+crVuEE33zAOIfrO5QXoRzYwGfyZEV0itHWUY0x94eSZKqpupZXdol480BzMtReCYFC+YJGNWTBFccN3O4Girphvs45tR9o6opzFZFMZxTpmsP5wGT7nM/jK6JxJJikvPnLBwLlQwtq6vDjgfPdEaVjtsV3xFZRjIKDrfAyTXDS5JMI7fdEqmXSgk1TNoNHqHtePE0J4wgVDtz3Fju/4fBpiyVgMplRVLcIrZmJCN1JXDbgRROGskNo8LOEPo94t9nSpiVP5jmH6EzqJ8T0LDYOM8zxH26praNpJGZ/ZP1sTbx+QmM1bjJy3FWMIyxnKfqqxO/3lOERl1hEoRBWEqw1vakpwojdh4DyriJe5QTBlGdThSkjROhTDTVOaaLsilxccvrZbwizHGMd4dPPaO2Jh48Vgx3xJgnTH3+GV2ueOUc7wiz2UFOf8utfYsceISTtPGJ/+sTi6pLD4DB5weR1iP3VGZ+BujrRXUrieI7n+1z9KKalpHQh/UyQTFPq7874wwQeYNjVoBVEmtMvz4RXDldaRG+RrUZ6BpRD+gG2FNR3Fq+LkdHnKN1iKk35f27IvnzOXGnuPnZ4rWUycwzffCJ8ETDWG5xrCG7mFLdHdJby6WOHEFPSsGM+l8j+zJgvqd9WDF2D16eEmcdnoaONoWgC+tYxEx4XCs5OYM4dYxgwXMdE0jE+DJhe0AWC/gwqDinvR2QU0m0HFos1XRlA/hGRxKjbgcF8YuwPNNJjjC/pDw3hMiZ89Qrt7xjkG8RR4Y4B7e0OGYQQBdCB7RSzLzJK0eAnCi8SiEiTxa/R/hQXWVhrrDfii44/+vc/onjjUew1Omq4/mxN/65FFgplfOyNpttr9HTCaVMgfI9xbJj+OMTTIbGTkEh02NBvv8ObgJ55jENPW77FdQtMIQiv/hi6I6BxvUTPwUvWqNRDBRZbVHgTHzs6hkqAC/BSTXBzTbcLqM4t8iAxIkbLmCf5U453XyOFwRc1cWfo31dkL9cUDzVBUOI9mbJLYLOvCeY58WhB+kgvZLzfkDx7Rt9YRCRQfoxUHtYOuMGgkggVS8ZyQAYj3lww3HeMu5HB9/EWF7T3kvAiIng6YSxaml8dEZOAeObhJLi6obvzoHVQfc3QPKAXCXo+5SJcUi49ukIwdAVJECKDkZG3ME5xeoEXeeg0xTQWJNjRUL8fqd93yEASPfUwpcX1jmCmCZYezlmadkNdHpFCE6dLlJY4qRhKiV5PUX2HSn2iP1riLRPkv3nNuL/EjRY9iTBC4/RAcNnQbt8yNiWiVwSrJzDO6Lfmcef4t/TbkeSz8J8swL/ne/7Q+L4I/gNGRR7qX6gG/c9hnaE0n3CxIjY55+FEOXwiD0MaPDIZEf3ePvA/RIrH2ypRIZ9Hl/R2RAuFFH87viNZXc8JphOazuJpwSTRdOOCaryjaH73wPXVnHZwj0I1f68IbrrH3d3AEwgh+FSMfHOu0dojDg2tGDm5nvk/iq1qDYciRthLDucGoR3f7M90fsFiDHg+SZlPCxZTjRAt1hnuhyWhJ4gTyVTGnGXD2Qz0WCIRcJFe8aEU1I3FWAi0ZDVRrKaP8T4PfT40PffbHtM4VsrjsJV4zwJiD5LwhiR5wJx7BJZFGKObBxg7xCAo+wTnJpihZhYKPFFizEgWrFl6GaYvKE7fsmneYqWiNp/zqRAs/BBfwFL5ZGtF7OW05xOe6wkS6DmgVULlNFG8wsULBDVRHzEUDZ9uKxwJk6XHbPEn6L7EJEfCQWAf9rhY867eUHiOMI7I0pzbouBKO0Q98vIiYFAZF0+vUCLkw3FEezWB7PA8BVFIEIXQeKyuI+Jlx2AdnZsQG8VaX3LLBusKhO/jW4/ZLMI0DYPTDNYxWf8plcvxsoQw+wEPbUdtPLZlyikJ2XWW3BqK4455avA5YE2DHTpkn1J3HwjVFcf4hOdn+ComVRrfu0UNJZ0K8V3FUrecqp6TDqmKkuXlF3z8rsD0A4Ed2fcDiIyLN0vc6RYzXpCMCU8XOYkemJgdepTcHQvMONIMG1Q9Y0vNE89jUJbDtiKapMyWP6QXa8QkxvTQhR/ILzRm0xIdJWbvyJ9IepVzLjR11hMka67GlKG6R71cE0Qjpt7SFBWm8bHZU9rWcpMIzPEj3inhjR359fZMLw3zJuM/rOf4VHh2yVf3nyi7AoujPtUsNxXNE0cQzImLe84S2sHQBQ6pLVZt2RYHJvY5cZ2ymlla6Xgm5pgtmGGD8wQeMc75jMwJhGV7NISDR1k0FKcz4+CYP4k4dbfsT+/48nrO6W+OTLRH0B3xZY/vJgwfa55+uaB8t8fNQ8SFxG8rLuOKotjQ9Y720DJfPcFrBkYBr69zHIZE+6TDQHc+EpNC6vP1tuHLJIPv7hmdYTW/plMpD2lHKQdeRJ9REOFFAZPGZ9gcqI4PLH7wx4yfjqiFh0g8ONfkU81+aHizL8jzNWfRcTXN0VVHqmsOgWT0FdZz2EEjiwIuO6QWbAtHkzqEEYy6IXRn+tM9Xbqgn+YoHaMagTMn/CxnlBHdeIcfh4CkOAYcgiXBQdDPW97be9SmwetODKkjiXNcZRjWN7wZfZouZPEnPyH49BY3RjT9nN0vHxCpIohCml/dEv/ZDSqPMH2ECAWlalGhxvkKOYmoxjPBE8PFegnhmUk40lnJ5v09MrPgf+I+2CMJcK3hKHY8WX/BvHvJ8edHgkCCp5C+h6lBKIn1z4SXIWmUMZwjrJU466FiH28GwnqY+y1DUTFGTxDXmqRr8S8mRFHA+c2Z4dOZ2UVIfNqjohBbnglOBkGKqTVuNeX0doN5MmexmrP7zT1t5Vje5JjBEIQnVKxxVcm/FZfcVRalA7yz5Pa/3nHxNEI0I3KikLGlue1wpUd3GlFThT0LvCikKwcm85AgCPDqEF15pJcpbfAOkxmwDVplePE19RCTXjm6Nw+khzPROqGTTzm/+W/kL18irMCLc8r7M15iEYuM1nQkWYxKDcnLZwy9oPpwT+Kf4XwmuHmFzAOOtzvMvkTZObM8pMgbil82+KnETntCL6EvLfISFCnFN/ckqcKLtziZUDmBHym8eMCMAzr3kFjGoidIQgQjwROf4VZS/GWJv8jpvj5gig6hLMHVFOX12PNId1sRrC+o7zegwdUgFkvqb8EmHu2DAdngTRTVdx3iKiRuFniLHjmW9HcfQDqCVuP2n6iMIJj9EDmEJL6HYkD1FmzLUHUElxNMf8Q0BSLUtOcPCOdDEGNHy+C1VNuWfB5jTIWKLS4aEG4kvA4YPp1p+p5gdfM4DdHtUfMAt60xZcNwbvFOEcHnFwy3t48j3hnU736O3EqCpy9ZLH/MMHjYtERNYBy/AdWCORBfxQy7AXsGvBB/6XP+WYszFtuM2GMLfYu/ClFXKSp+7MSW5S27929xw+NEYOlvWV7/ADN49Lf1Y9KjfJznM1aKYAUq9v9Bw8QeRlAO273HdjukFNhB0R7eEV349KdHJ4m/u36Afj9+XwR/z/8UfF8E//8c5xyNrbDOEauE0TQY97jDm6iQlXMcTY0bGibelKfB7+8D/3/hy9+/zYR4LHwnf2/FV8oLHBbfu0cAoV4wDrPfvve7eO+PBw5VgzERfe8jgMI/Mwwx3RBijWCyCKltw2B7PPn3iufe4Rw0nURrxc7eYfuRaReyHe/wwgtmMmR0DUMfcapC2gHm898qmDpY+zOSaOQm8JhGGVJIXl9aDuVIPzjiUDFLf/cHESvBRScRlYe0YBpocDx86Hn+RYhWMTezpwxDyam0hOaO0QwsJgGtnPKbDx9IZzMaL+BYW0I55zITrJRmIjz609ccmo8MtgMrGLsdzmSUpiDDw9jHEbYn8xaz3OOsoGsi3tVLymZEk3BbVMznCZ63Y9w7jh8F42Bwrmc0C/LsFV7/M+yuflToDiPMZEaZWrbenoGKm5cR6TZnufbRDzsOe2jbESfPLF/mfPZ5Qr0dcOU9zht5+Wdrnq7mVIOHTc+MnkQHP6AzPsdq4KafIJc5G68k7laEzQfs9gN92BMsLvBWf8r/+qsdTVcwC3I254ofP1mSLDJ+fjI0e4ENBV0tmfoptTsRKY11kkF1+FFGs9mj6jOzUTJdX+D7IWHf07cfiN0Zb9BMgtd4hy0u+4JjbblcvGJA4/oB/AynPDpjOI0Jk7Oja1r6JOXXvy6RS4EXdWRxCb7PNFsSuIp+7NFOYlyGyzIGH5LIULctd0OBUxXXl2vKzcg35V/BVlGWCUEacxM+ox4Eg1SEWpLiE/U+x+NAnkV4447WHPCVwXmS83mk1bDwHQ9//Q3JfEmRV1THPS+ePeWr+yObbsf7wOeHUYhf9mTSZ5SaUUqUDvFODfplxtAcoDyQcGa6WtCbnlk+x+st58jQN++5bl+Qlj79LGZ2VtTvHhjiGV6uuJ79EZ/ODzR9Qb684eEsmPox40TSjR7dcAIXMowDk9jH897yk59cI887zLGhuztTFp+IwiXd+wh/3tOsKloxkPiKQ9NSmjmbqsFXOfFJ8JPlU95wx716yzj2vNAX5MSExw55qnn15Quyixa+2WBPHQEhegOqtDx5fknVjxSl5Xa4x2sks+AK4fuQCqrzHUHmM+gBc/bwfcfTyGKzBVJFNLYj1iPtWDDLpwTjmbk90BSSLMkQaYQfWLyooj9b7n8p6Fcjvj5jOo/DwxVeEFOdYiae5aNrSAYfX0KuFa4whMslbVXQHySm8LnfS66Fo487AmWp9xXRRU4/dgxlQ/bkS94OgrvdgPQke9Pz6uUPCe9r+tsGb51Qo3GDI3aC6hd3TP/jDUVsEVLihw3Cjzn1ApH5mKKgjh2uMAz7dwSpoGpH6vqe5dUFO1HQlEeC2QR9chgHbWzwwoTw0lHpCuckTGNUaPAnWw5vvmYsIuInz3BJgOtirA3QU8H5fsBsBqY/fM6hK2grTfXJEF8pVNVgy5pVOhKKhu7XG5pcEfgN3nKGnmTIeUbz0BMEEfN/85TQHoh9h7gIUccRt9uTX4fYcoMLYoq3HV37iZBr6kNObX2U51GfO+KXGe3BMVmnlO8OqNjDqwReIGmcIZgpFtcRyj56qNpeooIJtkrww5Zz8pY4njPee5iNQmEYPw3k1zOU12IeErxgjj+dMAyfSD5bM+wl6TLHyojgScI5NCxep3hxzt3bmupvbrGdI4yWXF09o/7lhvBHL/FFxOiH1PsAr1Esl3P2/QFZaIyVVKIizzRi6rMvAvwffEYyLbAq5PSNomsa4lQi5Zn5H+Wcvv0FyeU1QTan+MUZnWnCm+j/Ze9NnixHryvP3zdgxsOb/PkYERlDZpJJjcUyq7ZSadd/dy960dabNkkliWSOkTH6+GbMwDf0wpOksqSusm6W2liqPDuHPTjgeHDgnu/ecw7tmyMytoRLSzBXhGcFOotxvcUfO8LLCc6c0tclYpmjgx59FkLwBLf2NDcN3Xpg/pcTmo81femJZwGBdYwfLcnzGTJ4QEiNHXYEhLh7j5o6VgqOQ0MQRwTRhvH4Fh/ERFfnWNMTf7pgaI5099cIaZHZiujzM5q6QTUKsinpIoNriwDUdI61Id4d6R46huOM/vU99euR4bZjvK+InkQEswh7GPFdg+9q1DKj33xAqgypQlyrqN9vkJzTrzXsRvRihc63jHc7VHSPjkMQGdILsAHDxqCnEuqS/r59jOWwDt12RIWlumkpjx8J0phR93jnsIOhrfboaIlaCryxyEij8ojx6B5zl6XAlB328DhFKLIYpUramxvcccT1DjWNULFG5y2+yfC/70s81mE/kO6f8BP+R8dPJPh/Yox+5Lp7x9EdeXR1jrkMLhBIPI9PvZSIrlFoOaftMu5yx+XSo9UfbpTgvedg9xzNHolkpufk0VOuZiuu1wN9r/AehIDV9HH0Z1294e3mFuc8Siq0uODdfc75VUqoSpx39IOlHRzzRP1oHBog1AIhHs2mg6SlCDoMA1Eq8VZzMAdW6TPGbs/3tyP9OJKHE0ajCJTgdPbYBT+bJyzS30c1hYHkbP7jce3RDdyPt1S2wlQBTmpiv+C3/3Z94xg6T5QIlFK8PC9oOke9fsMQ9bT6yN3O45B0+wOr+SWhFNAZ4rxl6+6QTU06lDjXohE4BFnUE7ZT7raWve3Bjby8jFGyZPQjCFhIzevaMfQjTnnSwFPtd8wzz2bd0Q+GhT4DAYqC4xbyqyd4B8MG+r3HBHPkboe8VPT+wNq/Zrp4juiXRPqC3cceGYBMEnSscWbLJ88C6vacNJYscs9kOWfdGkYfcdcPdFUJdsMyjMkWC45OoXzCTjpCf8p54pAyYhNN2G9L7o47RgzOz9Ay5mHTc/7qUVtVHSyLVHEYLHnwjKtUoc2BUCYQpmz7I6effoGsQ2Qs2GaWxLXMg3NUdMCOHwl98hglpFMkHudgT0IeZ8QnIdcHSaYC5OhpaoufarwJuF3XaA/x6BBFggkHKv3A3uzxuiJLpkzjBSdCs4hPuB/eIYMS16X0ztEZw8w9cEwHWtMSBSH5dEpbDpjZEbWxpFFK3g74tsbLEXNacOgj7Hdv6MyBRXpJTMFs/ozyjaG9u0EFmnyleZCGDSPzrub8asXu5oHt8QjBKeGm4fIYk+tTmAuOqkXHHqUcg1U8C8859LArtxSzC45HwT4YuJWas3nAtD/S/abnYpKjziL2dsBUHeV6zyrZc7J6xvz0CcIX0Dv6xhAGI9nshLIaUKHmNH/BaqZx1QOu39B9eMAdPPHpE2ztcGog+2TCoAKaoGMta5arFbdfhtR1yZGeyIb0a88XV08p9QbhMpwPsPfv+HZ8z1+e/hmq6jC/uuP5iyesH95xKCGLNcfvPzBxp0TLS96Ue/ou4ur5Z/hux6Hd04oj6eqMbHGBv3OYY4hft6inhoQ50/uQavTM5zX5kBDeH2j2W+RpxuK8YBwcOIUYK4hzWkJEGlB+uGOaJ8zOIr662ePtwJPLKV+/fc/Tywte5BnCxziZ035z4CAGSBMCVbCuLL6UPEsFY2nRFwKsIZ3FbNbQ5pqT04JKaaxxpJOAUSniUbFer3nSDBSTiI6UcOzRIkEuV+gU+iynWvRM04BpEPCxrigJUMagiJjKguHgiGbPcO6Orr4n1Aa6kk6UtP0ebSNMtCBTGlC0H2rUMiYYJDKWqNgTf64ZBkt0uYK+Ry4aouUW07QMmxFHTt/lxPnIbtfTdg1ymkFmOAQ7AjXhpAgpvyqJUoE1/lG+4yPGPkAnBQbFzawhPTmwL99wqHsmiwknWcJwv2cIepzuGfcPRMkTrLOMdUuQ3SGjkCzVFFchdjegc0miDwRtT5A5zHrEO0m3URSf5sQnCkaBGx3jZsB3lvRVwPZ/N0z/w3OKP51iNmBvS7rrNUEaYzcl4vQF7ljSvL8HYcg++wu66proZUZwUtB9OKLmOYeDRdYe9ec5dx/usEeJaRwySBg6w/beUwwRvo/pjxqzB3sYiBNLqgrqRuOTHjEaUl3Qfee5fJXQXDfcvrckvwyQVcSweSCZ57h2y1i1dPMZ2fkZ7X5DNJs8alnzC8Z6gowsukjA9og0Bh8y7BzSgwtjgtMlfiox6yO6u2Ncd5hEIWxJ8mKOu/UMvcHZEVtHBIFBhQYdSYbbCqE10aszbH3EjgP9rcOOAp5Zev+eYO7ppwd81RF3BTo5p1/v0RcxzBrURmGH4fHddhJRtm9Inj9FPVGoEoa9I+kjhmOJqSPqf+zJf75AJRXD/p7mXYMIFd5ahITuXUfxyxVCj0ipIMnx7of4SgtSanwHxvbYvaV5bQkWnva+IX8xQ4YjAoEdR6QxjMca/Un8qC8eDYIRnUlc75GxQNoec3/EB55hU+PvS8IXSwbxSGpNPxLmGu3SR69QBZhHQzMhBWbX0L/Z/N5PJmzwff/oKxJLVCJRmSPIPXoS4iqJKX8sgtOTn7rAP+HfBn4iwX+k+P8adfT/Brtxw8Htf/dz61sezI6lXtKa+8fPVJZ+iEAWDAYe9oZQC84Xf7j+eGMeuBk+/BCtBHu75RNesZwUCK/ZVY/u1/Ncsyg0ndlxaB9wPzy8rbN05pooegVdQVVWSOWY5oDvWQanqP+CBOuoZzpv8UrwVfORd/VHlnnId90HLrMVUXCKUgl2nKCpCEKNEgFPVqDFQKY3ZKFgEimcWSL1v5xZDHA3XHOwO6QtqXzJru44Sc6Y558xVDlKC9Q/iR8QQpAlimPsOFQPKBfS+47KNRTRinrs2Ixb8jBG68dM5ZGWcvxAP24YGQhURqg057NP6AeNH/cUGbjmwH6viSYGITVmKDmxlrP0sSg8diW1HXBJgveewY0YN6KFwnuDd6Bnc4brnr6t8ZGg7vewUyzzc9TcUbkjlXjDZZqwPcQ04RQpJCdTjXQNbmiYhJpV0oN3YD1umDMLMn5Td7TdjqHZPN6LGL4+OCKdU/YBTXPEtz15fIXMDN/efEMaT5ipBSRgBw9W0Q0dzbhlFuf0LmA+0YRGonTAIvoFp8mMfX9PozxmHNkaSyty7Ci49D2u2tClEzadZCqf0h/3DCwQOuN0cc4mOjDSQxQyXCTMRsfuocGYkc+XU94eSy5WTzm313QPNVEzED7J2EwM1X7HWI2EeY7PApAF6eaCXZBgZMJDd4fKNToaCEWJziJG+ZF4mjKUDUXSscznTDLFiZizVx3b798QFCtENNItKo5zyfLlK+T2msZIkuefM9wmvPpPGaZ2aG/pdwO5d2y0oO86HiLDMks5n8/Z/11JONdkzuPrlmGAs08CspenfNd3bEfLi6ZHPxw4P5nw6+0B0ztEmlNmcGx7rpYLODmiUtBRzcmzmP3NnItpgPEpNzee5r5DCk2eZBDW0O55tjrBnl0xvTqArki8oD7cMXfnhGFA70fM7oH88hW2lahZxOAspxcrAhkyugg7eKSwLFQKsYQ4xMgY1XsO2zuy0KN6R286+mlPfvkEuc7o6gC5eMFsVWG3O3wWYpqWdBz55WqF1Qe0N3TxSECBbHPqveH2+//M5emnZJWGdIIIFtx96SlNx3114MnTOXYY8GMJUcLuG0vx7ILQ3DJ+uEfkOZ0P6dojcupJpgnlzYY4X0Gt0KGiXq/JJiltZ7map1S7nOu/7SGdEF15bu57FouQvt0Rp5pikuDuDIVOiRcX1Nd7cik4WAerKT4KadYl6UlMvzlS7kfyaUIdhng30G/WuPCUvt9SWI1Pzjm0mjRfsbn9ltEFkGV0VcVq8Zw8jGi+LxnfN6hAcPGfnpL1NdXhHttOmE5PWHf3OGOYRAZxr4lERvl/3hNcpWSLkXFTotIIOSYoq9CkqCJh2K8x1S1wyXjXIdOYYn5G9cHR9CE+CrkzbzCjwGxHxOKE2Z+eUJQFw35L/qfnRN6ihENMNfXHPd1fLPDPU+rdO2Sw43wxwfQd43pAaE+o5oixwpgA1wwk8wDvYDQtk6sQv3+NeVeRxxHJGKILj2s0kycvKZsjQkvCIiM6i7DOIZagG4mpBaZ19NcDrh8Zrh2zTxYMxxJbK8L5AqkVKprQ3gzIc43PwO1G9NYSTk4ZPpbYIMVNQ8q9R3Q9yntsP6VtHEEUobOcsRxAGczgkImg3Y2073v0WUa8jBCHCtdI0kwyNiAqMH7H9Nk57W3HeNeyfBoymcP+fYkSBulG+rpBRjHlnSAQK0QQo7KEMFtiPiS4yQj5hPgLRTht6b87Mu4lQWHxxkKYUb6DsTa4MMbuIuLlivFwhwpGtN1RXCyxMkDlMUqtkdqBqxjqHWQSYthkD0oAACAASURBVIMLSnSa4/YKEbSEpzNc4xh2JaEVeF/R2pK2bjhVMx5LXUF7XeOlQ19OkZHD6BbRjfhDxbic0+96uK/xDznOpLRv14gg4GhL5v+xwDYtpmkQJKgixRuH9B49ywmuFCJR0Bus2T2+0yOFiEOcTLEHga0jZKixrUVlPeY4Ep+dwFgSpgvGmwDwSC0QGlRmcV1NkDiEignnCns7AqBkQBAl9GWJL0fEVOLxRNEUKk/zrkcKg4o7wqUkWE4fa4aH6vcEGMA43KYjfXrGuLsD9dgoEF6j4xnqSUj7fsA0DiEgPNGEi5+ow0/4t4Gf7uQ/Muwqw/1upB89s1xxNguIwn8dJ77KHv/ZttqVXIY/I5Apg61QQCSn9MPvdcC7yvzBJNh5x2a8/x0BBnA4dmbNRBcsCs18on60EGBd99iBFvw2RQkhLIKe9S5A2gWDrzm08CcnTzgJ5j863k3/gZ3dYGOL0JJZ1OCTkG4sUXag6z+ixhVJmrJzI1r+Po84i0r69u+wVJQuxJoz8r4kP/kMIf759zO4gYN9LJwP4y0qCQhCSdnvieQHkugzlqcxWv94oaN3PU0coPsJZiyZZYKyzSBZoiREfsrlfIpQLRJF5ddM4ymZ6znaPYOtSINLqtZzEnYEyjAMlsELmkoTBDmtD1BEOLNDekFrS7QKCdWCehBMZpqudD9ce4EKMmZLDXHAzhc0qUR4R5sIksCivebOtxhbEQrFMfiOxUmKtY48mCH7EVeOBGFIKC2/na1y3jK6lkxq8AbbHxFAICWJ0lz3A1lT0owTvJFUXc89IWehIEkzlpOQ9/cDQ9eRxQn9KIgyx8Hc492Ov3z6BZUQ5E5ymSueyT37vaQ8TuitZDmb08sI0XuuN6+pfMwyntKrEzpRUbYd/RjCOJLGFxxLQRxkHHrJcf/As5Mn+JegJppAKLztMLKnDxyHtibONaM0dOuSOhjRkzMybXA+4Hat0JOKM19zfWOpvWIbGY52S6ojTs81d64nVXOykyOTaUpCTN985DI7JfqbXxGczKizKd0wMvZ7CntO+LBnp3r0csWDaKmCLTq44s3+1wSbj5hqTzCZ8CK65GoSs10uqQfH84s550NMfXvD4DLik5RlOgUt0J/N+FI0MEYc2VIzMrqIlVzQ9RtcGCGlYBomxCIFBOenEX1UctwecGPL/PmSKLzk5oOl72s4BKi2InjWMb1MGY+GwNwwuwhom3segg1epVgj2A0NeeRQoQUzIJMId3ukNB2HpCf51R1Nu2b/4hwfJuRBiJeCRE0YXUHSRkg7kvgYjiOmKcmiFF1lNB8c28PA9u6AsBahPWc/W5Jua8KTGX6IqG7f03cb+kQTnUcYeWQSLZBxyewvzjFmYLpcsf27Lbf/uWbzwWFTx/nzHLP31F6TFhP69wPD7RFpFdnZEh9ofAu26jHakU5TzhZzmsDQdx0BimIqGB42dCpFLZZ4rzh829LeGPSZ5vim4+xpTCQts0tJvz4irGD5y4A4vqY+fiQSBj0U5PEK3wZs1ht21ZG63DENLKuTkOk0QJT33GwOPLl8zqH0zM+W+KRFnw0EzY7u+IFqsyUMpwwfJE+yGZNdzP5W4rMJk5cZ/YcP7L9XLJ4959iuKR92TPInfHH51+zGe1Kbk7sF2bscKytEu2b/q2tINWqXYLsIEed4pxiHHuU6pE4JE41bO5x1jOU98eQ5TsfsmpoekAz4Y8uLz0LExzvCaE5wNiO9SjDbI6aqGW8eIBn56Gr6wOGzHToYUXc7uk4SuhPCMKK/HtBxSNdY1LQjTGaM05LJ7BOUqjCUxBNNICX2uwe6poH5L1DREWWax3yCROOygOPf75CE6DimfjMgrCW+iMhWIRJP8w+GIEs47u7xHtKzGVI4nGhAGZw0xKcJ/aEmSheo1RS3t+h0RlQZRAJyPqXRhvBMUa0rsqdT/Nsd0irylSK5WlHuPML3YBOSZwGTYgrigBUjfj8iUkMYS/R0wMsEdMhspvC3H5k/O2U8dggB0WRC1waEieK47RBo8myOe3AI1yN9QPrvY5r4LSQ5MleI6oZx6FB5ip8F9OuSZj1guoHik5D6fUU8OaH+m1+jQ0v6s56JjBF5j/gkxDvLsN2hE0G8TOjv3uD6A9Nf/EdcPMWFW4b7Ea0jPBLTeQInIZ4gZhEqzwjmZ9jYooXHNgfMcSR/9pzm9a+wY4XpayKraZYBablE7h1DANHVDJRCpmDNgG1zPJ7hvkWlEegIoUBPY/RMo5ZT7HGKGDfEBXjfIuP0UY87v2D7a4v54d0anp/iixE/NAi1QPgQ6XaI6QQCQfaZpz98RCQ9ZlehCwX+DBEoZBqCdWSTFRhAK1SgSeMVIVPa/YDSA8PHN7TbGj3X+CpFh5/i+x9HayIEOI+WJ8hVjB2OSBURrZ4+xkIFkH8eY1uHUAIV/eQM/RP+7eAnEvxHhLIxvLnpf7dI97A39KPj08v4v0tX2NkBZ3qkCpE6IpIxlSt/9JlABGgZIlVMpBc409IPP9Z/BPq/fi6u63DjiIpjRPAvm2h5HBb7z7Ybb7BDzVDd4McGGWYE2RkqzFEyIokkRSo51o/jOVpppmnC5uBxdUDYT5glmuZ7TTcMxGePZP1gd2zsA/DYcUWNiKTiqY7ZHTd4OxANgskRnCzJk4z7vcF7CAPLMH5N361pvAffsZcdiyxCpUfSbPbP/g4hHg27nH3MMXTBwPQ8JOgiMumZTfeIoOfQSWK9INKPhN17xyBBTp+QWAtInk0y6jokETmz2JFMGiweiaOzFTq7JI4XxP0RqyQqOiFt51Tr7xjKA3iHiBL6/AXvbyQ2SBDCMk+XNMOBaRjyfiuQSjFgic3I+eUFUWsI4gnz2ZQ8lWyGnirQDJMC7z2ekN6vCcSOcKww/ZpEL5CuwkRvmWYXVO+PyBbCMGMVGPzW4pcaJxwDLYPf4syGmZjgpWfE4xkZXU/sM+r9wL4ciXVGMukJlUMTcD6bMHR7rk4LbvcC3Jo/++SMqBgZnGCaCeazLV9EV2gZ0pfXvH2o+Op6i3SGurQkO8vp6YwhVNiFRiQTvPYchj02uKSkRKSGNM3YjDl322tenhum0ZZkTIjagW11yq7a07clZxfnjE8bjt+3BIVg17ckYcTMzrCjZuc6zCAZEYhmTSgldgh5uLMEVyvCJKXAIDys3BzUyEKlNOrIkR2lOLIQC9pKIZMT7Hffc1mkDJeXeATS1ux9j3wo2C8HmvHIZThlrQ70+y3GaqZnS6ryQJU7FuEF5eyMV8PAy9Gi3u0IP33Ovqxp347stWf6PCW9d0QN9IkntjP0fKDc3hPGmqmew6gRIkX6AvY78rRj/3BL+eWXPP/5p9zWB+rdmuUvfsHmoUJbj9j2BLOA/uN7TJQxtzf0TUnHEvfyKa4VqLxgVDVNV6N0TF4o3CCQo4AhJZwpikTRftgTBBqaHmdTvCjI04h+3VCcKKat49X8Mz52X1O1h8cFFDdFHRKaNuLm9RqkRFpPvJxyHAOe/vVnjDcDvpZEE4+IZuhR0R8M8RNF59cYUTGU75nkL8ALlApxCMBhdw5ZxGRfJFQ3AzqaUbe3ICVCgqtb+nVDmCXoWFLoED8EnK1S1PSCXncIuSXWFrv4jKF2zEUCv96jnKZ4ljBiCBNBfzgye5ngHmqka5mepIT5B7q7t4y+Ro0BeapRIuU4Osp3G56dx9RhQIDhQjr05p6927OcR7gJqKcxB9XRrWso15SVIo5HdGXQecfJZEm/dfRNjbcTHu4M2csEURT0fU/cjzx/+QWjdoza4fcDF+4loVxhr2uOb0vCucJXFYQSGQXIVNNXI1GoCIuU9jAgCFEqwbUt4VTRVp6wWGJuPcW0Zp8IdjsQ04zl8wnhUPFg9rgsg1Ih71vM6KneXpOGDlYxQ1dTGUEoBF7EDMOB0EWIIkBVGabdQRkTLFeI3KG0YXq1RMcw3v0aqSuGjw0iPUPGS4K4YLQxth5Q4QGZTVBPI+7/r7coMvqDIYhGJp9F+G5g8nlE+2Gg3w2M6xqZhuRXpzTf7Gm/2jP9qzN0MDLstjARiFQTRRHRaY6zBj9quuuKeD6lbSX96Jl6QaQeqJ2k1Ybszy+ZF1PCrOLd3VuCRcz8fz1lEkRU+wYbOPryGmMKht0a6zrcfiCbzzDhwOXnMcqMjHuBDw9Mz59Q7w26yND5AbkUZL2gOJnRlhnFS+j/4QG1GmHWkEQh8h6Mq7GyexyrDRTdeo3tDhCs0N4xbCzjeiAMRlxfYQnxA+iwQwzXFL94wdgqgmmCkh6zfY+rR7wNMfsRGTrkSYIgonpbEv/sCSK6w8cRSgREFyeEk0tEncPWgg+QYopjpP9ui8KRFDO60VF/+xXp5QtSH2OyHNNarL3B2REVn9LdtyBC9OIE09S4sUMt54QnGUQC02i6w4AMAxDnBIsVmDW+6/FWM2wDcA7XOvREM2498TJHhgXtb26QYYX8k4w27gmDOyapQM8cfkzxZYytOkTqiE5PGR86lBYEUURx9hR9VSCTmCAPad/32NrihwOu7ZCJwhvPuBno3l+j55fYu8e6b6wtthkJzuaYekSHOVJNkFlEOJv/qJ7xxtPfj+AhmGnC+U/04Sf8j4+f7uI/Ihwb+6MpFYCqcbS9I43/MA3G2KwZy494Z0BqgvycebzkaPePOlFAIlmFZ8gfOptCPGpg390P+B/OSwo4mf4/EFvvGW5vMA/3YC0iCAmvnqDn/9xMSwlNIads7eZH2ycyo9+/xtsBANvtcWNLvPycUE2J9YKT6Y40thgjmISXPOwThHdk1YCINIzgrKe9edTS6FzT2vZHxwlliPceXXdcjDOc8ETE5BUYu2b6vODqJOB29+hojO3w3v+u2I1iTc333B0bVvoZaXj+O1ds7z31sCGyAx5NKuc0bgfaMJsnRMIx+C1DmyCw9OEHpvFjFmrrah6GOw5uRyACToNzotzzp8tTJrpgNxpuxxbvJaGIKYJLRgPH3iGYEGvBLFrSR55DeQT3uNAgpKbf77HZFK8kre9wrueT0wVuDPDWY/SIxZFGU5zUPPskpn+zZ3zzhh3QTzKmJ5r74xpFhJJTQr1kTCu8bSn0nIIEbQxWrrlKCvqpxhWaVDYkTUv3cUOQzqiDO8ZI4octaXDKSZDzoDyVefyefA/nNuK9TBmdZNwKnusLlrOeRVpQuBmv5S0TfcOT5SkzlYH9OwZvOUaKG1L+ftPyKjP8cvKEdb3j3XakNQ1CCIzUDG3N9pCShANCeJaR4WHzK+K8wKozvu8NSuVMhimdPfCm+4BqAmr3LemoeD5ccRpecu/mTPICn1fcHN5jjUOpkclkgXSKZRKzzJ/TqxuqwwOZGNFSkVSGcXzADJqwTwiIiIMzRicpbcT1vuVcTXiV/hU33Tv8CBGO3cM9rTbkefrYgS439HjseEFVDpg3LUdjSc9fIDhnY74l1uDbkbYSiMWKfRrRbTxDrDkTAcnDDv3ZE7bfD0RK0gYHzp6GcNzRfNhg9pIwjzk5TekPIaeTc9z7j5ycrDj2kpYIcyzJqwpx1+GqkdAX7L5tiF6ds97cE3Z7ZpdL+vc9Uo1EuWSoBJEcGbcNjQzo325gkfGP333g/NkZr85XmPaO3e2RwF2RnTzFlSk6rhk2G4IwYr/fE2YZqY2ZTUJMa6hLR64HVsNr4maFfZvx6cmf0cUtUdAz7m+RIqVvPdY7nId4NqMyA1ZAqw3zlye07wY6G9HfNshFQFRIDtsPkBUMImQ5XxHLGfvbmoN9NMiJrMaWPU6ArUbOn6b0qsSeFI8u6p8XDO9uUEmCTKPHzM0E/CqkfBhI70amK8nnsxXbsqR9e83JPOLC1XRbxyROaVVIPzZEqynqMmN71qMuNC+jT5i0W8zuiOlarOsZaXFNzyS9QqsZWezheOAii5ininS/58aWDINAJSN90FNhOA/nzKYBHNekwYQwSXETRTAm+HYkHDTF5zO+/BIejj3pTjLKkRevTgiyI0I3mIcv0fkKJxbo9pTuLbANmf+7BW1ZM0xCTCDwiSOaBYw7g4onCHVOEOWE0YJ2+x1RbnFmw/TznyP7E9bffY2KNRd/skBcavQyI0sFb//uG5KioLpr2W1b3FnB+emEdpYALbbwTNOUjWpIZueUdx8ppjOmQ4zMJ4jsgrydwEQhLq6gvUZZEFnI7sP/Rh6cYvdHXC8xw55AL3CDxscB1dfXLP7qBb4Ht7Gkk4z4Mqd8Y9ABBOmRcBYxPNzTf/OB9LOnVF/vUWFE+vMVk1+k+H4knA2YZULrBkAQHwNkOKH95gEhE0SaE81TmruWLvVMziWbrz6SPZ2TfFITRHOmecrm8Lfs+4bF4oLjV2u25Z54AerB4A4e5TTRRYCOF9j9iIo8xZ8UNF872o8VzccOWcTooiFa3BNPJ9i5prYrwklDqDraXUWYviE5PSE/maLPphzvN7iDwN73RKfQbbcICVIUEIUQOIJUYpXAVQopLaY5YgNHfLFgaB26F1BtEVbSywRdVIzffQTxmF0bzgvMQ4U+CUmezTBVRzQRhMWMUhpEsCCcroiKgjRL6fYt4/UR0AgWqLBm3N4SvzqDQaCOgqQdiQLFcP+GYPEcm87wrBC6RWaScTcS5BP624BgMUXpAlN1DLc9Ok3ob47oSUj0ZAZS0nxZk5wmSK/xx5Hu3ZHJi4JuFmM7hwwEMnvUFqsJlKeae7GDtkYPmqXULFGIusb1BpGF+LDHkOKVpN83RKuA5NUMNY0xuy3dx47xmIAQiH/SZBBK4AHX9eh5BIOl+1AxbBx6luBUAalDziEoNKqIEfL3Hd9hb6i/7/ltPuaws3jjiVb/fdNJfsJP+P8bP5HgPyL8i/1V8Tit8ofAjR3D8cPvxlBxhrG8Jg4+42X8OaU54PBkKidT+Y/2PZkGaCXY1wYpBLNMUWT/8m1jyyPm7pbfMmY/Dgwf3yGzDBmGuLHDjTVIhYoKTsNL/OA52gMCwVwvKWyE+YEA/xbe9rihRidziug5sV5SRANaJmiZUTYdzd4iHrk8UsIkUjDyqIPMH0nvf4kn4TOs3+BsRawTztUlunN4PSKE4GwespgENGPJrnJ0TYd0kjDOObSvyeNLGuNozB0AefQEgJv2K67bX2H9SGdrUpkwD58QCkhVQdc7Pq4j6r5DIihkiCxusWHFJtqS6QnGjLS+YTM+8GfZv2eiCwDmwQkTPWN0A6GMONR7Xu++ZTSPI05JlFGEM1byAXG1YLc5ogNBPo95e7MlO03Zi9cYWyFVxMFOkX6CUgGZWqLE43WSCprrPeXdOwBCqThevyMJr4g/kZh9j+TA7PQCHe1xzTmSgd6t6e2BqbtCSU88VIBDGsfYDWiVMmJZd1/hjEZEM7q+ZJolrCaas+QMN7Skg+NwMESHiDMLqITqN0e6z1LSM4/xlk/7lGPfEzTvMeUa/fQ5B9fTWI1enPNgSsZhR64mzAkw7vG+ct6RRkAL3WFHrGv+8vyCaVXRBq94vW/R4UBkJIPuWbuSlJFYKAbbcRwczrZUKRSHlrj1EHRc7zfoNOH0WU75/hohDc5HODzzdMnPopydVxQyoCqP7N58Q5xOWc4/QduaxgQ4HVHhSJRnHMAaz+t9T38MGIeeSbdlkkcEXzzHHxuOd9/hJzG6SDheP/Cz8xf0zwbqy5yH0tHhwGjaSYy2I94aXGuYTzPC1Ywui0gCzaaM2XzdEV945kND8cIzbL7DKuhFRnQ5IRwUQT/y+vYe+XRCmB94GhdUPuQgQuZpjnx7R/fxmpOXz3m/Hil9z/xnS4rLCauTCX6ecN9WjJElWDjy1ZJY3DJOUoZDi3WORE6QOqQeLTuhSeZPmStN/D7j+Pf3JFczlBoRciT2AYt8ic8CxLEn2e/wTnKyyBiPN8g+Y/fWgF3AvSZMJqjJjDH1DKYhnheEdzlDongoN8SLhPYHGUOyafHVkmw+x55UVIFBWM00meLJaMyWibjg+HEkminKjyPduCdfFMwXnsmpJD5TrCYVdRRRz8BWAx8fHshnCUVRoHSDkAo/T6k2FerBUQ0ScdTksaWII7onKf6wxd30RNMzQh0wLAPs1jE8ERwmHXuz44mEN999z6ssQB8fsz4ns1fYUDGaDmU9wTSkiBqG/oAfFCa8IHz+irOgI7MdlRgohwNxb5k+lAQ65fDNHaLYkv7ln4Nv2H//kSCZM44x/X3J4mrG4AqyWBOeLrmr96ihpL/7lpMXv6StFXKTsf7bNdEyJElz2ntH9rMT3MeBZLJkEANvv3rLJJnRNBnxYJH/sCdYSLK/eIWJD8j5GUE8p/2yJsoyvHSIG8PJy5ztcKCcTYkWJ+S2YO8E1oxsqpbLn52gqhnOCnTs6IdvOLNLXJAzu/iC4jTE7yN+88HwVFkkHt0GRB9L+t0t4TIlmkgSGSFUgkoUlCN2kESXIcbkhMuE5PkV9a1HzQLiiUA1JabakP7iknIIuXt3IF14FssEPfUMN28IT87pX+8Y9znJuYRUISdw3GwJFwXZdIG8M9R/8xFXt0RXKwLREz45Q6+muGbg+NU7RKhJTma0NwdUvKErtriFw5sj64d3TJ78HN3mHH/zjokt8MuCbhsQDA3hVYR4NiEsIoY3R/o3HeFsissEMkgRvSPwkubNLXo5Zfde4NoPSDcw+zwnn2iUXiOTT9j8H2vawxEVhUihMO874tUSczigYon1HpUG9DcGGQmiVUI9huSvlqjZgWH3ARUlBMsrlHpKd/sAc4MsVoRPQmzdo2cRWuW4TUNQxBh9YPa/FIwP0N/cEAWaUF0hjyEhEc3OQzPgvUfGGoIAGSQI0WAPNePtEXOo8aNHL6+ITiK6b78j+fRnBLMUERQMpSD92Tl4y7heYxuIVgl+fMywRsJ4cKjI4nqLTCSuNfgxeKyyPehU0n84oM9WqKlmvCux24qhb3CB4HY8ItzjLIm1FiNTDvsdk8NjPWWqAe808amDPCVcBGAHPI7h9obhrqL9YLBDRbsJCfIYPc0wZU0wUwgp0JMElcSoFwlDHxEWHlB4A6CwgySZ/V4G9lsMG/M7AvxYlEF/PxIuNUL+63rX/ISf8K+Jn0jwHxGKXHO/N9h/8rApUkUS/WFdYGfa3xFgby3meMDVFTSKaP6Ek/nZf3X/Wa6Z5f/tW8U17e8I8G/hR4PrWpyt6Y/vwD2SNRlOiGbPeRq/YHDDD1rQkK69w2iPRCKt/D1x/0EELIQk0tMfHePZaYQycLczjw7O04Dkh91E8LiaWagZe7mhcc0Pv81zHj0lS8/oxw2BFcjqcSc1/f14s6didPeoIEQmOX7ocGJLFE9BnxL8MO7d2y2Zv6S1DQ/dNzgMQggSneO8ZaLnFMEKKRJuHu6p+x8y/GrLZv2O6GTGWfiAYcfkxTOC8AznLQKBFj++9lpotHrcttmnxPIz0rgBJNbmbA6S864l+/gtmfCYukO4JdPzT9m476jMkVB41LgnjAZUErH3jm7ckIUXAIShY399T2kfzzO2HikMw8MOe5VhcgNiIEmXxFXAk+Ql1+3fYm1DIjNCO9DqB9LFJY0xiLEn9QK0Zic+4ADZGlzbcKivCZcTRLCE6RVJkmBKzdebmmk/cP+uYRw80yIkmcSIsxVh47Hf/z0TKzDVgIrmBMMJmYjYXt+g+5rF1RQ7KLZtx2kw5XwGVXfEuQFle+Io43TpWagEfXfHrpN8M3iu2x3psiCMcgKXsGcg8/DX02d0/h0yWCLjgZm85P4BMgVqCfPJjLfVN3wbHFmdFYwPDU+nkmYR8trvKWzP80Ax2ZUcH/6R+ekSrz2vpjX7IaBJC6oopshGajFwHkzIjp5Dr+iGlEhIptmM3d7yutyRzye4xScU2Z5p6Ah1i/3mNeGgUYsTbsoNlRH82dUT3naCUXqCvmdWnDILztiQ4usOdM6Xb/ZcXERsqtcEYUvfV8jB8mBX7O96RAjh5ZTTacYX05SENeXsCe9MgNxVXMwDordH6n/YM0tzHAGrLzLGacV69Y5gEvC1/Y50iJn/4gz/MKCrjliuCSchnph0gOTic2o/49lfPKVxtzjh8EWEDD9hvTcEPw8RJwnDIOk3e5IoYvnvlrSvv4XjQHA+BdXTXN/j+x519YSx2hMuwA41vtIE+oR4do7PW2aXhqv/m703fZIlua47f77FHpFrZa1v69cLFkEgCJlE078+Jpsvs9lopKEIgCB6e/urLffM2MPd50O9bqCJBkjRaBLH2OdTWWaEZ0Rklrvfe889J51wfXvEzMccgorRGbTbW9Z9zfmlpH5VU8znxFGDSaYINeb+7eeY3tFWDaEP0IkmeQz7L2qCUDKfagheMry5YyhSjJGMHv2YYTZGxRlJaFDJnsP1Db5Osa+WoJ+xui8RQYQ+9axfLvFNyWQqEKXAj+coNG4xpt5VFFcxr4ueWu1x2yV9MoPbI8fH5xQiJjq7ovr8iFcekc3g8pS4tIyfntC5KcU4w73a8uZ//xsmvzhlGy9ZRQNhEvKRmyN/+2uG/DHhxWOsq2EpkHeSk/kzepGxfO05Gk/x3BP/YsR+29KICFfBYfCcnHzCevdg9zL8bk/fWeTO0YcCU1re/vU7+nFP1EtMmHL+H36BlRH1MuN4U3L2b8f4ScdvuxLXREjjOC9C5hNP997hQs3gwb5WXPxowb3SSAJujz3BiWY80URactPdMf1p9sA4GI7kfs7GCo67DXkU0MQXqEnMpyl0vaGZ5tR3DamShKcXdPsvsRuQnUNnOc3eQiLR04ihv8BZh3c1wS8Fm1ev0TOFGFsSFdCXivfvdrR1Bb3k7Rc3HMbnXH20wB9aWIyJrmYkoxBfHcAeqV+VRFLR2SVhfkL1Zk0wL5BnOW6/ontbYQJHuwqR6Qy8IYxg/1/vyZ9N6O5f41cBwWZKODkhOanp7B618rhjR7/d4gdQUQFdS3cX6ecXNQAAIABJREFUYH3PIFbIOMb2JX7TE0wKuuWA7QTR1Rw1jVA+5eKjksNeMjo9g13H8N5yFAnppcb1EqkUtm9wTYAuDCKIwe+xdkBf5gx+AfOE5MQTziSdlNTlO4Ts8M4yDDVteUuS/Bu0vCKKBf2QgDrBlyU6ifGVQxYKOZ7DtqK7tgiREs5H6BpEFZB9bPG8xwuBjBOCeUC3k7Q3LVJZRJCgEokXh4e5YjTGDSFdXyOfzVDKo+IBmYUkVzHN7Q63rIjPY9o1+MHTvG+ILkLoW6RxDxVY/WBNhPC4pgYGRGLgxGAuA4Q1uMMBHfcEU4Hd9XRDxTD2BMqCBS+hCXLSwCHjDj8MKAy+nuO6juGw5/h2hzJgDwqVearrjHbZIBREJ+BsSDiboosBqTzRZUJweYmQEu88rld4+weaLENLd6hptgMqSNHx9Fu9k++zRHJ/3M32A37A/+/wQxD8LwhZpPjoPORu+yCMNUoVi8k/A91EPigjgmfYbrC7LSDwbUf76iVIiR79cV8rfAiaNxtsdUQGIXoyRYbfr4gszPf8nKQEregOb74NgAFcd2BoNgTp6bdV2qq75Ti8oe1eI7wnDk4JbYrUASos/uTthUby7HHEQgj6jX0QigB0LjHFQwIhkAFPwucc7J7BD8QyJtcj3KxDtRa734HW6MkUMz/5duxmWOHoiMyUySjmWLVI1eLbCE9AFn9DGXrIhvaupvffrWQLoR5oxsEZznuabg9UCCex2zV4R91oZOTp1xuCF4Iu88gsRefFd3yOv/PdeE/deZwLETbE2w9fte4Y9iW2EbjDEZkYpKmZn8Jt2VGgsXcbtB8omy2LWcHV6BG3h+rDvRpM0SEiEIeH9MND//bAKNM4pantGuF2tF1HGJ4TN0dOxAhvMpzr8FFCqwaO45bb6w2iH5hOJjyajqntbzA+pTuuqIaWvq/o4gqBpglzbo0n0gmLUcD670pi35MEklEiWN2vKGYh86AgGF0h+g2DanFOst29wD/9JUZ/grGKT+SEut4yvq9otGORBKSPPuX6WCHrhpk8ENkbZJMz1A13R00Qxwig2ZfYSc/jxZjPAo3cvuPd3W+wpeVJPie8uKDdBVRlyGgcEZs1u/UL5jrmvTjyKt3xfLqg9gNV2HMsa3a3a2Ra84mQBGmIu/4NOg4IXMmTj39G9CjkXsb8ujwgbI2l4X1pKFeOmJZNeSCYj7g/3hGNCg5veoYCkuiEMFpyHCXsUsksKaiW12QywGvN5viKJ+OnHEdTzpVkNBTcvnqLXv2Wz8Y5UV4w0kcyI4nDFiEDBl8hR89YfXlPGI3Zq4LrVzuOpWYaN+yjEGNammFHGCjq2PB0Y0k/foROQvaloWr2DFmBEh1/s/6/cbbjZ8lfcvPl/4MbHCf1lDAyHNZ78sfPaduBlpRb84bq+IpBVNR6QsgVdtsgjIcg5q6N6PY3RH3CcTNwDCQnTz8mSCTW11Qv/w4zi3A9yCIknI3o+h3kjuIiBXdDfBEj44Hy5h2TyxGcSZqm5jzPuL/5msBB/DRjt/kc9VFGVC6Q14r+ZoONA7LigtbcE5WKZh+wv76jGvV89leX2Ncl28Oa8sUNo0lEV3bokwT96o5j/JRf/XXF5dOeyegVu+tXZKPHBPGY/b7FOYcZxbTljpu7I7Nccts3zMMZSqWIMEOEkDyLcEVH092hhaOYjQjkBBGXdEdHlPyY+uUGoQPC2RwvFNW9I5awWb8kPs0Ybja8/7sNUT7iTr5h9eJLwoszWut5q+64yGNiOlxTkMZzhtsOdo5q90CpHI1S/OCJhKD6vCKLBPvrjvTJOfEsZqW2fHX7Jaf5KcXjCYEMMUEISUp33SCvQvbbHcHFFcelxJUD+0PNqUkIpwIXHnjbVuz3R5QRjC7PWVWKOHKYkaANFEccTSJ4LxXOhGyvJqRRjepbXAbzp+eM64ry/WsOIkREC1z5iMxUTE4U02yG3q84fP5fOB53yDQh/eQXrGcX6O0R1RmGrcMfG9Knv6A7RjTlEkeC6i5pXw8sfjlHnHqq1S0meeiZrd7/jsEGyPYx/XKJOTlhEAZ9ePDCPn78jM2LA92rI8FI8+QsYHRX0by7xQcFeiGJxhfYfk/68wXH/3wHhw3119cIKYh+HDJsShSCNAkxbmBAIkvQJsbuQ+rVBv1oRN3WBNMcU6S4rkWGmqHq0GFNv+nBCvInCYdf36OKCbYExw5neqLHl3QridWe8LKg2u2IniiCsaJ8cYuvLL6UCNcy7ApsA1IoXLNHhhEmmqAp0BcZNg3Y71LqJsYkDXY/MAkV4VmCbQP6qsB8MqLb73A6p1ltEccxAoM0ivBpAs8zqpcV/aHDTEJW/8eR8Gx4UDiuW2SRUPyswLmKdvvyQ1uWQSUFanQC25Zwoun3R0SUMXQR8Wcp9uKS7rrEjlrq+pooGDPYI2Evaf/flwglEFmMymMwDuti2vsamcPmiy3VjWb6b3OEDhFC0t3vCU8Mvqroqp4VmsPaIgqJCuHkHIonHtcKrEkI04gsuaOXAoRETWagEqrjmP2yw0RQJAa5abGrjvrtCq89thKId45gFlG/q3HVw+ZnOFqSjwLMozPy+RSpPDrPkMHDXkJIQTBWtPcPx7uhpT9eE18abH3A1kvc0BAWD+w2M1EM5XdtkoIP1eU/B+8GvLN/1kXjB/yA/5n4IQj+F4Yi1X+SbvxPhQoyVDxhON5hjw+CCDqdIQYN3jJsN6hihN1uGXZbUBI9mqCLgvbdW+xqCfAQBm3WRM8/+XYy/UPo0ZghW+OOvxfb0rM5wii86//oeNf/vk+3tzVlfw1SEuaPsM2ealgTpqeEyRVC/vlnIoQgvQzpUvtgPxBKzFgj/0DEy8iAqZx/CB4dnXcEQUD09BmuawHxR/flHnhCeCxREBCokN56YtMThfpbwbJYnyCEJFI5ocqp7eb314Yg/iB8JYVgFE/oBstgK5z1BDInj2NUeSSuBb0pEYHBLpfkakyWfX8CQIgHAajb1wPLux5rIQgEP75y9O+3mPEcPxoz9BV+GmHUhqu5pHnb0wceJ6uHanM1MNUHiqsAhGYtdvy6vebTswSx09ANODQmCEmvcmqxRPslSmVUwMq/YhLNQORoL1AmwUrHfXuDihzhoynGJTTDnpWuSIYF9eEdyAmKhiAaY7op990KlxfspOa2q/jo4oRpXXDYdhBYmr6ibS1916PyCElOL/bU3YB0UE+ueLm5pjMT9nXO47UlvbdM44QiNLzYw3Y5IBczLiYdi7Zn2xhc2zNYhzQZUd8xSXPqocEEMcrXBOv36M6hREhvKly1Y1Ke0sgFWylInWB5VzIuDC+WXzFPc/JIkbUbNs0d2SKDoWU4tlRG0iYFyeUjdDFBmhyVFrgKXKlp8jssNV4ORMrwottyHqUUSzidTNj3hun8HN90HI8VWht6F3BT3oPraWvBoXrPo4ufkbYlO3tgX2/p+hYbnqLVluBoCMqKyHVI17P78gvOzy+og5aufsn52b/n0J2xr2OIR7i04LAeCCcFte7xiedmU/H0KqHcHAgff8L13nLxeEIWJAxbhRo77v2B4/KeiRsTnUZs2w1SWarygJeKvpDUmwHRCYbeoYIxu6ymPexIJxlT+YhmF+Jaxf7zPVIHHJodHnj8y1OWb67BGtZvtiiZMf14xO2q4jD57MEibWTIux3hfEJ//4545Cn314ixpFzuEMca7Rawu8dcRDTiDt8XhFFIPglpN3u4HwgXPbvhVyR6it8eEHKM7s9Iz/8NTu4YuobYgN8FmEKwelERIAjlGc2uxhchujXUX9xhLlNOiwDfW6Johrlo8G5L/uSU7g2EkzF+ErL63R3eO8wk5egrmtoS5QHN9YC6VcjIM/ppwFUW8VV9h9QCk0QMWUTeCPqva5ovJOHVJbIN6Zd7ghEoE9JLx8nigupvf0cch/QLz7rbILSnL3eQBmByhnEA155wgOaLG8R8Sk+C7xqqlxVqpjFZjOkM3duSrrIkTxWzXYtfdDRu4Hl+Sa87/E861LOQ4b0l1B4RaeIkQ7oDqlfsrlvSqSGvQ5qbnij1iFhRdhCNUnSU4uIMURv2oWV2FlLRsrc9bZbybvCMDys+mgaUWqCjCcb22O2K4xf39Kea3iYc7lPSSYGuJqQ3niRsaH/7JfbtFnBwbGiHv2H2WczqP/2fRMWY9NFz6tUrhjJn8/YEdXIFG0n1uqH46QnVVtIfrrG6BatJFzGHd9fYOCUffwZCQgfRxYzDegNBzH5fok4kYaxBwJuv3hImFj0ZI54VdPdLjl++Q8UhvnlLcvGI7rVEBQFqHIEb0FPFUO6QSUY4DVEVKOcQ+oSu3WCkQZgQ7TyqLNBxRpv19AO0h4FRJDFZigsD+qpE2AG7vCY8u6JbelzkOUwM9rM516pmHHrmYYgE6psAf9zBvmXYV4TTM+yxIxiF1NcatGdo78lPHlSo++SSL//TEjd0pJcJ4bSg2h2Jmx4bOfquZvBbBjRBMULVEj0d4bI5etThjg22HXAixw4daqqwFtr7Ej940sfQ77cIN8NVEX13jz0coOuQ8RnNdU9Q9FgbEYwVJh6oasdyI1BZgtIJi5+NqfmaJH9C/zrC14JuXxFlBcJXSFshBoe5OmP/xZr65RozGZFepAy9Q44Csuc5rnUYI0EMiCxj3yiqVy3h8wK8xjvPdt9SXPZo00MhwTme5Ge8nxp64QlNiHsbU98P+J2n20Gtek4vErrVhlrf4ezwkEQdXdIsLSpSfCC64XuPHwzh2BAt0u/dP0RnBmc9w87i+4pwYdCj5tv3h2qJSU4eRFTnBtf7B1q0BzNSRGd/vkDTlbcM5d1DEBykBPklyiR/9pwf8AP+R+OHIPhfAYQQhMVjpErxB4/wCuEM9BZvB7xzDKsl3ds339KZ7XqNu7jEbtbfGcs3DXa/Q/5BtfTbz9Ga6Okzht0O13eoOEYVI8AjpMHb9jvHSx19+7fzH4zebUljN0ijiOIFIhw9yPT/Y+5TCcKZ5s/9rOvW8ua+o2wcUsCs0FzMA1oMm31P0zekkWRWPPRCB3pE1+1+f83KMwqmBHpE06/wOEI9JdYzAEIVcRn/lHfV39C4AwrDSfiUkbn4dozzaUTTn9CpgT5TGD8wTwXu9ZZxH8P4EWXoCAjIdzHyRND5jsodEQgylaM+UKRzrflqU+MemFgECravW9Jiglve0dvygQpnQ+LPTonFDk8PRtA5xSQ6J+5C3LEhOZ/xym5p3YASki+Tiic/yRnvBR7PaJ6jU+iaPYEYs0VwaN9jB9ipltwYZipFKg3eEZpzhD4n/WDx5YYIax0j8zHx/BHXL3+DdhLVJzRUdO2WibzAiQBFyupNxbxydG8aorHGTARRoMhHMapIEYcl5au3mCSgPmy5bjY0zZF47JhOzhjuBqZBylkSct1r7tYVnfeYPOJrqwjMCYtgoB9r2sMSzha8vys51wPbwlOFB04TR7bfg/B8Ej/DxwI9WCJxRjee4p91VK8ONGyIsgmP4jNi0UPZUTvBgGB9XBFpg88LOt9xvw2JmgummSXRChVkSJtQbXdUwZKzMGXbBYDnIhWM7IGslPibHaQFg+jRgUFPC9QopJMbMh/QrDeEoUG4jtX6c86nP2FXvcf7ilG2QPeWpIs47F8yihfIJMf3t8hioFErVq1jojPu71bk02dEcQUzj1UJgRLYpkc1JXaaYZIAnc8oTcaLjWOSKw65ZjaEyM0e5EARGRKXEXrJ8+hjfmuXOAVhkjA0LaGUWOdw3iB1Qg4MuUOLKeGhYnVzC0NAMmSI9Izlm47FVcyxv+bwpqFiiSwixn/xBMqGu1Lz+sUK4UDmE8p9xLPL58SzFZPLZ7T7VwRywBSSoUzp2hXxSFF/vYbdkfRJQmc0pyfPOezfUvU9PsyYDgOuGfCFQq5afLtEuwBxvKc/rNGdQjOmuHhMZw1h47CtRRlDNEpo1iU6cgwiRO9bThJP9jShL39HEOxgcNSr3yCnn9JFBV1bMj0vHvoGM4+vFJGIcVajvaF51xOeCbp3NWePc4wp2KsW+gM/+vk5+n+9BgHRVYE0mu56jx8sUrUopTn7xRM6btEnluxiyqaOWN29oEhy0mKMlT02VsTTZ1BukZ0BrwjiGHVicDPDsBnQJxnR2YjdX2+Z5prOCKJ+g2hqVCsZbQdWyZ53x1vsWKOdZnx1zrn/lKGU7JaO6eIc3/WMp/GDbkTjMIkgzkBGkiTM2HSS16sWV20JuhE/miSEwrEdGRpZs0JwlnfY41vaa0m4cZycGGxZY0SACDxHFhzvHYetYPP1FpMaslFAGBu43kI/4CODMiMiWzD2jnd7y+F2yTDMiaZXWD0mPJmz+Zsa23tcHjG88eTTBwaOCHqEg/ZtTzSbAiG6agnagerVkqEvUNNTGIe42ODeNAzdgG0qVBjiPj7Fv32NtXsOX7wjGAcIOrzR1OUNxfNzyvKIjSKqzQ5OMggVSjU4f4SoRagQUecIOxBchLS9JRlfIA8xbdvTzTOCAaKFQn0ypz2UcDSYqafuW+yhxdtXBJMR4q9+wrrr6URNd3fLtRyw0xHz7RGdjtCiZLAeFcYMW4fo7wgXZ8SPI2BMcBISTA4cvjjQHHc443HeYyJPu7HgNe3rAzoSJJ89w8VLGrHDx5L+XmL0FNmuOfyXJWZuUO0emU7pjiFGKRAe+h5sgAwUXo7Y/+01fV1i+yVmlmMKSfl5iUw65GLKgKbbOQgDrt8vkUXCQEt9aAgep4zmC9xvJxx+dYtJArqbI8NUMvrJGJoVQnTYY0u3LcHD0Az4tsScjWgazzhVOGEfxEY94KFrPfgHrpjKHphpTmYMbiDwHdgHXvG4mDIZz6lti20Ed5XDThxWKmzZgZb0o4ChKhHGoiOBMJauP6DllOg8xDUO23pUkqKnMcHsT++FZCDJnkXY1tGXW2xXgv9u46//0I4mlCC5CokWBg+of8C2c2i29Pt3fNPG5to9nXdE0++3lPwBP+B/Fn4Igv+1wDpEKxBdBEOPo2dY3uHalijLaO7vkX9oZ+Qcw/3996py+WH4o9e+gTAGM5//0etBfkm7e/Vtj68McnQ8/fZ9KUJ6e6Ts3z9cLtB3JWlw8Udj/VPhvefNfcehepjoHd/0EcNX1y3rw4BWkjxRlI3j2VlIrGc411IPK8ATyIwkuEDLkEg/XH/XO5Y7i3UDaSSZJpekekI97NEyIDPT71xHkWqeX3TsSgejGdlhiy73tEoTzEcoFxF/6E8WgaW0R970r76lWSci4VH0jFBGuN5zNg1oP/TshEbQvSnx5wtUfcDuNghtMKdn+NSQc4nJDHQSJSOCPsH2DcnJKYMa0Q13CAFTnXI77Pk8rPjs6pRCWLwYECKgCJ7S+oGy/JJDuebQtygRMqSPSfNTYhES6JhMenb+9wyA3mk8GULkSHNAuxXdek2WeBq1IUxSGmNh2NFXNXE8Z6RT3I2nO3acP84ZP0mZznN6e6QZe4Luknr5Aj17QlFrivyUigJRO/Iiwu8avFK82XS0ziOVwEpBjeBa5Tx6omHzFulHmGoDZyO2bUg6a8gKKPI9bHqGcosUml5e0mqBOplyGBueZlBtYJRN2JRrxpOPaO9/Q+dLRvkcH865rrakgSXMR3DfcLhZsS5bjoun/PjZCbL+5n9Csu/hvt/C0BLicCpGCI1zJf12yTgz7JuOelUzunjGXjhGkxC1EkSAKytUHDF46O9b0ignVILeDpTDFu8SUh0SSYkUgjaIKYc1PjY41aLFGYUrWN1+QZ4sOEnn7DsBLiIcVlwUjubmBhFn0LUQBShvGcUS3R/RJmLHijCdEto9TbtGk5A6xSeTH6M6S3H1CFdt4H4gKhSRTDHbhmA8JQ09qt7y8ua3qDaHNuC4a5ieCqJxgjQ1vutxnQfV0lQ74pOA/OIxrw8aMX6EGAa8rWm3e/azGTJweH1HVb+hqvZkdk7AgqgYAz2Dc/jlkSgwTIoL2ibn1criOkcQJjTyiO0kUa9wcoxRA+FIUx1eIIcWFT3C72qC4ZauHxHqgOqmxYsWMwpRRYEcCQYNw9gy4p5IZjT2CCH0GJQ/wa93lI3hfrdjPM+Z5imbwxaXRExPFnRLQVu3+L5HOMVw4+nakhRPlAQkkykybol+foq6G+jWlvrrimHZ4R0kT2MGdYetlvTHClULyv0t48UnPOIRd+0dMlkQxg296Fnu1iSLkJNsRjBE2O4et+notj3hYkb8VFC/uqF5sUbmMfmPMgZ/w/F2SXyWoYqIrtszTiJu+zt6qfEkVOuXqCClmM+o13D6JKNRFcdly+hRRCogLuDQbTm7fMzLtw0+BpXERFnA4b5mMYmotgdWTcvk05ygvCV2GkrLbBqy//I3DwlDeYET9UPP+eQZ0m2xyR6cwa01q1cpxTAmkZ5g8indvYVbyxDFTP/yL+nqLTozhJMU10vq3YrZz8fU6x6VBFRvHF3VoZct4tJiuyM616h8RBpf0fwvX3N6cUb75IrNAfJRQPQoYFPVuOKWJI3wdcbxVjDcCYrnP6Lu3xCdhbimprtfI8IAFc4Q06f4eUJfe0QGetKiLi4p1xWjsCe+iPDHAnc7YPI53cYhQgPa4KYRaIfaewhSmKWs1pYEh9CK+t4SfXpK//4AdkCNDTdUHLsA1hv6TYsqAjaNY1K26GiPbXtcZ6jfH1ChIn+SoeIepQPi54a2/jtaO6dlTH8YCMbQNQI9EnR3jkhJROnxbUv3eUP4H6c0hxs6F1IHksWsw/16hfCSoZboQuHKHeF8gS09KhPINAMlGeqYdrVFFwWu2yC1Z9itiBafoPNbUB1SS8KFpnpV4kxAvpgTnvVs6veIaKATEnxIu+6RRQwSRKDwDTirCT/OGao7PO/IPp1SvUjoDhY8qAiikwCVhQ+FBAEY8LJEEyEijwx/v90OJgXxeYDf3AGgp3P0dIYQEqMTGmmBBqEkepqipw/VXJG2RIsE16X4+sF+0cuO8CpBqxH5uAArwGjSZ8E/ytNXhRLvE2z73b5faRKk/m4BQv4Dwe83sN2RbwLgb+D6Cjc0P1SDf8C/KPwQBP8rgLeW5vUL3P4A1jLsNriuR8Yxej6n7HY0N1+jx1OSbIL5oBCMkggV4qvq94MJgUy/n17z56DjCVJH2L5ESI0KcoT8veCXkiHO93zTuwwQyAzr2u8f8J+AtvdUzXf7WpSEl7cdb+6/CdYsZWPREhZjQxYrsvCK2CzweLQM/96Yjq/eN9QfFhAp4OrEczJOCNX3T/ZNv6K2bzGRg8jDaEpoP8KcndHf3X2bGfZ4hmLGi/07GmriUCKEoPIV9909uT1nEB5txLe0bCEhWiRo0WLOP8LNUwbfos7HWPFAdUrHjwjuMmgsOI8YGaLTOZV4EOLyeGIVcCUmdN4yEg2RP+KQNBZ6e0TKCW295dg/2HhIEbCtV8zip0yiJ2SBYT5UHNt7LI5jbSmPgkREvGs9YZDz5JO/orx+C/KaJJ0wJIqDarE9DH3FvFBcVAWLn2a4rie5iCmepXjvOHZvccoSygUtG9qvvkLYU25398TzR9zomNE45SdpxGrf4T88H51HtPphIR+Ux/oSGQtkEmB6xaWzPJkU7Niy71/TY4nOT/BvBvTQEWiDzQv6YszcKOZpzH68J64LotjTdI58/BQrLUIUnOuQURHitaVvQoRWtHFDkBR0keQoDYWx7KOSQ9TitST1hn135GiPnM9TJuWc4/A7svOIWVCSD57DJCYYWcxiQjxWvH+ngSk+6HAoDFc0bYAfXbGzHW3Tk0d7hjgmnvyE7u0LjFe4+JSi6TkMitB2tHFF5XNqBob1BuMk87Tgo09H7N9ojndrlJP88iKk6nueBikfTQKeBR2TfUNZXUMSczzeEKMJ3BwZK/rNHU/GC4QfEZ9qzHEGI4kSiqAJcduWfjIQac/13UtUH7O+GZBsyPo596+WpM9/ioqOJCHoeUF7syUuUlRY0cqEVhkqkaJCT6gy0sLgVYdV15TLA0pqnHKIIKBZv8QEE3wSYs4EcnpBEM85/l+3tP/+gtPZOdVySdM29LEgfnyKOYw4dB1OpyRjA7VgcJ4oclil8IeKMO1ZVpr4ao73A+bxCGEsb+qayWWDu/uSw+4eNbrAKku9usMrQVwE2GXLdFpQzFNUZogSCE8vyIaQ+hUc/+saQYS+TPEptKsjeppw+7Zh8D1awdPoFJvsELZGBQ/COyowKCNxcs/25mvCWYDoFO3ago7wyz1PRz8lWjzhvl3TLI+chAk3f/sFJg1xfc2jn3/G7n+7xvUt0SwnfJZTff1rbD0iOMuQkUJNNwzbLfFpSJoEbG9v6P0dQzqiq5bki8cc9j0MDbv3FeJMISPYhQGBtVil8WFAFA4YcUTeLelqw7nLOHgJpWU6s+h5iJQ9V+cR+8PA8mbDk1FFhiKOI1it0aUiHUeIVmCmOdWmZPRRw+evf43TDtsIposF/dYRPnqCW+W0X3XY7RaVFNSrEhOEDEZQ7V5i9jlJcUE+z9m+/xpcis9Dxn+R0fy3ARnkBKMZfXVPfBahfED/qwM0AX7dEKUdeV2h1i3Jp6fs2hWlrhG2QSctT37+EfrvDpT1Af08xrUDuAdXhKFpyBendP6I/A9PSLyiOxyoDx2Hu6+JTs5Z7mNOTYLtBH3UoLIQd91TLhumc4O5aHl997eQ9yTplFRN2W0MspDkqcLfKWQ8xlwJXN0RnEzwmxaZGbrbgW41YIQmnEjcSiEzh4xK9OOccHGKCQ3Ddo1HE54fcd7iwkv2a4E6T1HvBs5ODEMAauwZJQF+fcSPLN4p7KLgevk1bdgjlKVxHcPuFSfjBLfpsNv22/Ut/VlMu1d0y4bkSYyONd26xXYOnQdIkWKPS1Qegh9wYUhfxFT9FmWPZBdjnNQMTcX2iy0myMguPV39IMbphUdNQkTUCw0uAAAgAElEQVTjCGcjKEGOPX17gyoMtq7RJzvS0RnqnUeHkHyakz2fIqRAFRH6PKF+/zm23hNFOfFsQm9LlC6QEk4uAqJ5Ciez790jRIkiLRSH7e/Vp6SEfGLoxx4ZnlKtKnTwQGvOxhn2RjEcBSIUhAtN+N+hJ6PCMSa/eKAve4c0CUFx9e2+4r8XQnyfmKtA8EMV+Af8y8IPQfC/Atjj4SEABoRSqDTHVbeY2RV31Vsa2xIWEV25pAw6FsH5gwLxZIqME7rXrxg+VBTDJ0/R+Z8WqfpzkCZG/klqsyDSM6TQWN8hhcHI+E9Mpv80KCkehBz+wIzZezg235U5HCwca4v9g+PUnxCnWu+HbwNgeBj6Zt0zyTVa/fEC4nzPstuy6SM8MNIg3IYgzIiSM1CKYbXEW8cxGLG2Ke+3b2ltT5FK5iND13m+KjeMuyl977HOMjYa48DtLXEQoB6MYTFiAuMKN/kmyBeEoxFRNsWWLUI8LNrCKFKvmaiUtT0CoKViRkTk77/1jgYwMkGiiGSOFBYpQqQwaGEwVtJ9oNSPdcJn4pzNUHLnj4yNge7hmbSdpw0CJsljyt5T7l9QBGPWlaNGkvuIWW+omxvCKEHrFOEE5dcNIre4eIA6xN6FJNsAWoNwBi0C9m+XXPz4jNYL7GyM3dcsAmiSkDb6QOeScDpSD5Zd8MBQ0B+SD+5AGBak7pzeHRmijvCTT0nslCx+TBvFSCGJ1cMzCZ8mtC9LJuUMVWiGcE9zeEOvc7q6JQAm0xlvDg29FPhZCnhct8eLhJvkhk17wI0KNoNDS8siPOPYtwxNThpKrmaK/nbJ/iZGSs0iOJIMKfV7hXmhOEkvuC6/RpqE8XTB9ssB/bMxN+6Ge78jjEKen/0IQs3KDZxGnxBuJOUNqNkp7fYrYpEyPjllef0a4y15bHC2Rdo3nClHUt1jJzGmHbC//Q2Ls+fo5zlBdYCqo9r3bO5qxuMUpQ2uDxEMWLFFXwvUzZZcFJiPe/r6a1QQExQT5IkkeJbR6JA3L1/R9hr2Kb5p6TuPzRzpbER90zP7UUGZLrk7fcFkEiOOLWl+hthmxIeGN9cNXkB+mhNimE0ttAHDtkGZjOnFnLZdEk9npMETmhf36CYmPDujvW5BC6KuYvurGoPDZCHhaI4xoNOO6EIjpyHOJBzLDelojI4jdJIjfIguDfOPArY3PSIJqXqNyjyHpoTrr0nbBh0omvaOobwHX+CHCtuVpI/O6e9D8kDDdku/zCn7kNWXS2aPC9zEQAf1m4rsZzn54zk3NwdkDUPZIaTl+HWDfp7gzAqTp2jrce2KtjoCBnMaM9Qtfe2o0VALmsGwv7eosxOKFNZvr/FXMebjxzhncfMRttpjHgEyxrue4bjEux1BFhM/jnGRoS6/pksPRHmI7Q6EnSIep+gkYzS+wHeWQEuysMAvLNoH9NQc10eePi0YFyPUAPZ6R/V2Tzq5xNYV/WqHTCYYrREeROGQ5Xti1fGzfEpNxCQ/w9/csVsOzANDJA2KDJsbxFiQBhG9uMMrj+8fEq3l7oaz0wKtCsTZmPbNO9TJFXIywaO4+c+vmfw8o+tDCEKGBprNima1RKc9w8uA0V8UqPOAw5uW7n3P6JOn1P6OXI8JLmOEC2A0ZbnvSMcKs5ixe/eWuIXIhLhMEaoOtfwN3k9xZUP3hSB79pj6/Rtc25FEU1SRsOrW0HS8uB0ARbrryXqFqzeU/oQjKfZdCxKa3RodKKKJJLmSdMOXiLYCZZBdz265Znb1FLH2LH/7ntHzBHn0qHhEdBpgj2vm8znHUuDah+BTKs9CS4byAP5jYtXR1zuCwuLKkuz5nPCzOf3hHmuh3FeUNsP39wTxmnLXkk9jrIgZXT2hQdLLAndoGSYNx8oTPzrDqha/jqlaDzmoqCOcadp9S7xI8Spm+u9ympuWbt3SvFhjJgbfd7guxPURUhskMTINGRI42i3DRiK6AbSH1rN/Nzz0IocBWRYRLQyRB3E65lhWyNygxwEq8ARnG2SUIZMA7o+I/QGdg3lyias8UR6jPuTXhRCIrEedKGRXIALFhbG0bY2Kp0S5Jk7+4X3N6aOAIOzZby0mEEwXhqyQLBvD3clrhoUA75iZU2ZJhvpYYTuHkOI7Wij/GAghCLIzTDLH2+GDwNc/3fpIRWP6+h7s75lgOp4iTfRnzvoBP+B/PH4Igv8VwPd/j74sJX4Y6NqKylfgPTZPiPIRpT/Syp7o5BIzm+OaBpRCpRkIgd1vcaMxMvrnncykUMRmjqNH800FVXxLOf7ngNGC07Hm3fL3E7PSUCSa7dEy/EEsHAaCNPrjharrHU3nMFoQh4q2d390zOA8/eDQ6o/PX3ctX1QV7oPp3qoXPIlSYtcgjCQ4OSU4OeVY91y/7RAWIhnT2p595Ugjy/boKJhg3YPKo4wVcSSQbwe0gFALhlKjRyOyzxYM7kg7bPA4Aj0iVBNEIJDxdzPFQggehzPyIaJyLaEwFEKwqV9R9/cMwxFNRGAm5PGc5/FPaf1LSlsRyIATfYoS2bfB4YenwbZ7x6vdDvAUIuQieMzgUqo3LaY/IgKLdbD57YrFRUwtO8bxhO7OY8Qt5faAIUPEl1At8GuHn+Yo6ehuV/idRokT/HXNJAiYj0dMxJGSEnsI8ZMF08kMs2vYrjuEkOTziItRgNiKv0faAqRGlkcolxgpSOI5RCmBmuJ9R+QVSj/8Rpddz50OSC4UotmCqzAyheBT2kOFloIgnZIWOWp5y92+BVdBuyEbz/HJmlX5a0hyTJAhraK2AtPn7PcFtquYZ55AZyS6IwoksjtC1TNUFaIL6daOWBo+ffTvqO8PiGVM+FTwlXnP+/4FrQtwDja+JCLl4GpmQcFxmPCyXFMet2TRFZYj3HkuzmbYZQVNiIlb4iJC5DnpI0H79g5RWXR2hg4CdP8l1foVOp6zX+4JkwXrmx2nvyyoVl9zfL3ENRYpFenZjxlu9rB2tPULdJzg3Irk9C9AaawLaasOOZ+j1iW+bx68LTNDl5/SWcWukFTaot4PvO++YBHMSMIZu6/XBMsVP/lozvJgGGrB00VGmN5g4sdASL09oqMRLZLQhOx+9yvEsUZY9f+x92Zdslznmd6zp5gjcqy56gwYCFCkSA3dspcv5L/sX+Ab9/Kyu6VuDRQIEjgDzjk1V86RMe+9fVEACIigKLcoW710nsvIXJFRlbFyx7u/73tf5E2JFmdEHz+h3Kypyx5XaeS9hD5AHAiEBlxMfTMQB1uOn/wFtm5wjcHuNEoeU31hCWPFXFpIJfu254aQ+Qc5dhFCb9CBZbd6QxJnBFFB1zjC4hOad2O2v2ohBjOKiX9yTL+yqKc9dVTRpx6TC8wsJD0OaDYDUqT0dkcY52htcLsee+8JAoW9rOiv9/iuJShy9KzAZgXV/h0OR91uiXVGPExo6pB+HUGScvH0gl/tXrGttqjQIKcpSWTQ5VtwLSgIx+cEU8OgLe1sxaJ6QTEJcMOG+8WaIk4YTS841efc1Q3jnaGZaM7iJ9z+14H5ZI5aetbLDeM8R1/BsG8Z5EB7uUGHgizQJMOCJ/MJ+2LE6qqhLSWHp5JEx9Qv9tjdDdEookIwen5ENNox+AA96ulRJFOH3e0YffoJD37B+Cii2loEDmM8o2OH7TMIJeJPL6itwq0VSegwkxiUZHPbM7+IqVc9zliMETB0hNGI8osVwUyiTgx16bh6sUA+TVmFlqefHmDCnP3rBclI4i4ytrMpi+09QarJrcK9XMJUMrSOUK6RYY9wBf5yS352gZ9MqK7uWTy8RVw8Q+4rhA1onMUrRbgR9J0gnOe0W0c4jXFLjxE17cOayR9NCFWHrzsuDmOa1qKFQkwjWtFSlj0dms27gYufZHSvr9h+tiU8OyIWMR89y7l3gj5dMksN2btL1IcZMvPo7IJoOMBu9+jpEzAR+394h0xaulwyDAHCd8QHY2q5RMYhfpRQTCTa3BE/Padb3zHIFu8l+iCmeltC5AjSFO01hRpTT1dYuyS6yEg+/BEmj1GhRCqNby26mOC6nvTJnKFpsJuG5OOnhBeO/b7GndfkLmO/bEnSlOr1BtYdx/MjVpsOKxV5EjFxDfbWowzEoxDXS8KDgPTDGBEu8cNjF5iZpdhQM+wVJkwQ45BhKynLluS5RUUVQ73C7R12tXvsnstbollPMj1Bmn/exr4JJIfnIYfnvznmvWdLig7OUL5FiIC1iMldzVRmv3dW9/chpP69JqT/HJSJiSYfMdRLvO1QYY6O/nDPcu95zx+K9yL43wEyTR57adyj8JLGoCZTrBYwfB3E7izdh8cIZdHmmDA5BqC7ucLXv2mHduWefvFAeHb+2x/0LyQxxwihaYc1UigiPSWQBUO5e6xgx//yWZKjiSE0kl392PI8ShXvFj1PDkNuVz3d4Mkiycen8W9VchfbgXcPHc56tIZJpolDyeME82+IjCD8HYvRYoBv4pQAHJ77znISfb9C3vbisWBtYWqOaVxDazu6AYyPSJl989UhpcA1njz+/uI6bB228gRZQaB/U70vhx1bu8bjKdSY/DuvKSGZmxzIv76OHYPdUVfvwA70gB32FPop0+yMP+od26GC2mGSnDAdk0vJ3pZ471kPSwbRkBgY7ivKcs1DNHDKM1QV4GSFbyAafYgxd6jBoQPBfkhI81vcUBJogd2XdMtrwrFmKGF4u8PP9oSHCdW9QJmCOIN6N5DRMvQbll3N3BjYLSnkx5g7T+I9oofkpiUbHeGyE7rt228NQYSO8V2F7FsSPWNwNb7aETLC9zd0OBASk5/igzHr3QORd+hujytrrHMEuUdrSTr/FICsMAg5kE7HmFoRhDFBGpAFLY2wOG2hW+GqhHE657Kq6PyGJDtiRI7sHPvjT5ic7OD1VwzG0ztBR4+72iJ0T8UBD39VI2OHHGmavMVimcqc1sQYHzBsV8R9wKGbcNvv8es98eCptGRVl8Q6JuknjGMLkwVhFNKwZi16Xnd/jx7HnI4v0L8QiMhjjpbsrv5vnLNII0njjLu3r4nHn9Dc9egkQ6kVXkEYTpD7ABlX9PstwewE4TuE1PRDwHJ5SLWzaF9glcJ8OmUUzx5N/bIn1FeG+AKElcyHH9O2t+hkTNYnNFdrujtJ21TYX77gcDpCxKeMO4EKMqqXbzCDxA4hog/Ji5T65SWb+h6tITWSsBgTHIxwziLWS4q8p9QSOk/Y1cSLPbU1dE6Qnyj6FwvUySlazegWCtHHlK9bTB4zDI7kw4hh6nBG0e8Eb1WPTiG63fEkygiT8WOb6+wcM/mUejVhqB/nu02okKOCfq9IxjfclxXrxZ5pmIDKuL26J3x6RPp8TLEL0PsMHSuSQ8HDiwfGSYSaBdRvL3EtUORsDOhCQ5szO/4IqZZoMyJqR/TXnuQgYMg0SZZRjuYE4oZEdqTjEaEJuXz3FZ9efED95ee4dc2gdqR//Odcvfg7jFTc3r+C0+eYwKCSiC4CEQRkdUq8zWiaDLEc4ULDKJ9TLT09kp/92SeIVYnbKepFj8g1fe8ZBo+8H8gvDpnlCdVKEHmJES3rLxrIRhTGE5gN1bZm+skTXvy3nunFCS6LiU5OkYtfMWw2yHBC+/qW+GmHmThsNiAN2NWWyENr71jnAW+uLKuHnrRPOGxCDp5OabcPHI4PUd4SjafsbYXsA7Qy6Nhg9wPeRGyuaupdw/QoR+06Ll88MG4PKKYCYyE7mHCb5yxfbgmyiDruaWXFwRON7HvyaYZ/3eDFDKVCJA3+boXtVtCsMefn7KKYTKRkbUmAwEpIYoXTAVma4lYWIyXBhxOIYpTNkdsl3ZdXCN0Q5gHR0YR2U9NtLVEYIqTGTTzSPZrFDR3og1O6LYh6ID+G0zbCiSlR0GCjCLvvGdav8MNAePEM/JT6K0fyiXicvx8ahv6E668a6t6SzSwqPCE7bElnErN/S71foaiIjnO4csTe0A4Ft3cbgqMR0isOZEzvKpiN0SLHa48LHk2hgol+3CCKJbZSDMsaHQvyDzL8YAiSChNM2A17OvEAoz2NbcCHhPkRckgJiDicNPiuJU0HqHraZUr78ICMFFJrgrkkPZ/Q7cb0Zc3gHQ0dpIJQnuLL9BubE4TpqK6+JJgMtA+3DJs1JjnF7RvsqkLFGeKfiAry3jMsFwyrJSDQ0yl6Mv1eRbbxA1vX4UQIIkR7SbjSbMuaKDEEU43O/nDdc/8SlEnez/++598870XwvwNUnBCcXdDfXOOHHmEM6U9/xmA7kkWDNRI/KajCHoEgCjPg0QDre/PAX+P25b/KdQohScwhiTkEwFZ76re/wtc1CIEaTwjPzhH6v/+2FUIwyTWT/DfnuJgLrkRHZARSwdHYMB99v/256x3vHjq0qrFqweAq1nXG2eSUaaFY7yzOQ2AE5wcB8ne0ElkvifSUenjAf1ODFBGB+n6LeRwIvunctk3CWfAxNthznAWUfcSu+r7INvI3s9Tf4vnW7fsbtsOaN+2rbyvRy+GBC54x/h0V995tCMkZ1JTOb5DCEOk5vq0hDMntMWG9xnoJq4ggaHgzvmLnHtvvl/09sUgJhj1VuQenKd0OsAxlhS80yjncUuJ2h4R5wrJ/R5w69vWCOBPYweOdBgXd/grfp9D3iHWJba/If/SU+rMbDiYRm6lDpltudI1wLXW7xXjFvtXkwcek9uvKvfPYdU1wOkcITV89zkLpaEJfXgKgZYyWMbYrcdtrZDL/+n/qaDdvGdQ9+3LDlID6V/8N7yWdjCCKmX3wnHi65oGGX24c62XCdgWHk4iFe0vdbEhFzZSUNDhh2N4hc4fr3jJXCWOh8OqBTB+wHwp6gLGlPmrZblZ0DytMEDA6e45bxazvG1wcsheWIjGkmWLd7lF2y8QYplpSrAvydw39csfJT864z0rqu46pltgwBe/IRx6MxIiM3q25br5gW24Ik2OW7pY2WvLpz/8jerWkvXuFbHOUCXFdjxAd+ckxclKwufyK0XTEwfmf091t6TcdTVsz/eAAmzl0GKOzEVIX3L+JKe3Aw6ahCM5J63tsMWCeHdJsY+RDyPETybDqWP69IQol4+PnuEBh1zvsUCLISGdz2nKPdZ6DkYZRz+bla9aXv6Q1giAqiK49s599wEN0BQEgJS7MWYiaWVIz7CytaIipUH1NnI0IFBAanLcEQcRwvaO7t8SHOcNSUX9ZPrqohp5+YTFPc7qDNZXesPJArJF+ClFC9oFg3a4JmFAcHTHUiqat8bsYtp7Wd2y3Laq1pGmCl2vMPMDe92xsySxRHPzsiEU8IG8qgiSg1Y5+0XH3suP4L8aYYUN3vUPEGn0ScesD2rYm2u+pZ4bBSk6zKVHn2Swa3NQTTTtkEdFda5a3CWH6xxwcazbNhnq/x5iUZu3Q7gCRCUxyyOvtFnX+HBcMFCcnPDQrpvNjJvoYFQh0M2P/n/4vhMlJnv+E3ZsB268IzED8ZMzDg+T6/1zSrjue/y/HDE2FmoXo+Zjm6go/MUhCFpdQv7zGFCHRjzLau4Z1PZDOJ6BCmkXLrgoJZcf+aoudW4qZQsg55a2ivl5g4oBRdIg4bemHDaLrGT3/FF7uuJQlXTmlfOgwUUyTBtSDZrWDSahov1qQno8wP4boNaj5Ee2qwjtIT1Ka6xXb+57iMMbdLHAjRSQ8zS9eYU4L9uOc29dr9kFHOJsynhYortktXjFoxWw0o//sBb4+RZua6vVXqDRA6g4zlox+/h9wCJpgRGXHsH1JX7XkiUF4xfzZM3Z/+4BdbrEe7JMJ4/8pp/38NcPiBkSNyEOsD3F9y6BqwvHPaB8KQtMRfmhJjiK2f1Wxf9mCV2AF0gyEZz3RBfS3nv52hRsazEggc0W/9dDtkUGEOTZU70q6ciB4dsHy1pJmEtOANDntfsv0KEe+/K/0fYMpYny4p69WJGcf4EXO+I0nTUZIFRB0iubuJXYisflAvauRCgK5R0/XeAzJs0fDKV57VGjQkQDnCFOBfWhxYUsSBQzRjG32QNAnmJuU/r5DrVLa25bip3PC55rkVNLeDVQP68flobE4LNW7kvRJjkkPaV3PYvUGaz0mnbNdSAo7EMjHmCsv1vjK4bRGdGPQJbbfIHX2uInvZ986Iw/7kuH+Dtc0qKLAzA+xm/VjQgfgvXuMmvQeM/uN0ahCIJE4LBJBcKMpb1u0UrT7gW45kH0codN/G0L4Pe/5t857EfzvBDOfo0cjXNciwwihNQY4mBXc9pc0riEQhkNzTKIeRTBKIaIY/53cXwD5B6jI/j6893RXl78R4d5jlwv6JCY4OPqDflYSKT46i+l6h1YC+QMB8HXnULKjsa/phkeDqabfs+t6nh19wn7ksc6TRuoHZ4G/YWI0tRshRYTzLQLJaTRCye+3JieR4nhquFn1OAeuNxxnM8ZKE2SOqun5Rs+FgWA8NnT7Dr7Tna1i8VuL4aK//1YAw6P51kN/+ztFcOcdVVcibEyhH6vDru8fW5i3De6uRRM//pAIz0N5xTqskKGmdz0P/T2BWBP3GpNWGJcyjQu6tkckmoYY77aMQsvoArrsmlwKggBkHxEGJdIF+CrCugHpPN46BDVCNbDeIQ+35J8cI9OQybzgoXrFtLzEuwawGKGo+z1Z8N0aPHjr8M7SV3e47vEe721LX6/QYYEQkt4PVP0KK4DeE8sx621GudsRpxptMky3x2cnuK7F+x4poF3taIOAnY349W3D/aKjqyzLHuKJ5rpaMx00W/GGnxz+EVlwTrmvCUcp5/Ex60VN3bUMpgL5nCJNqVhipSUaJURO0y/vGLJbwvmfUN/t0HPHNIoQYUPYdjw5GFEHFSy2TPcT3GJDJObsbjegILiICI48zbpGtoJkFqOmLU1VUdYetKOXDmkcTXVNEj8a+nTzAf/qHruz9Isab1q4eELpFH18hvU5+cGcRbWl0ZoklIjCMPrgFD1y+FWH1Bk6LOibjKYWmMxzMdnSrhfUjSBMpyzvQ46OMrKxZfV5w5u/2dL2A0Yq6k3AefEEKS/x3YrRnx1yv1rDrCfTKenI0jbvGO6u0C6isQItU6Ty9A8b1OEFQdfi64ZVIwjSgNbvcZHGdhI5yijyDNEL4k+es7t5jdtbql8siTKB1wnVrURrj6MDC0rG9FXF4D3d5SU+6CguCnZ9SWpSfDKhdDUq1YTqmAcHx8WMaa2pvqjZv34gyGI6LWn7knmmuO96VGHJf5QRKYMUnqV9YGwmyEWPKBuKUNLlgiwPiO3AYED3ht3tG4iOaesSAvCBZ7u4o1QhuelxcxDzE5qbDru8prvxbP9hC58UNLGifNFz/EFGF/YEicK4EOsj/CjHjzKa3RXdIDCdZ1AzpLthXW8JSciaKfVff4XzgmiaM9R7dHEOjUaMDbUMWb3coQqJCDSb1mMmEfdvG7qtZ3b6lOQMhn6JyseERwIdW9x9iWsUUg0Iv8aEgnw6wfWW0XOPaTbEiUA9RKw/g2EfkT65oK+2NJ9V5Ccf4KMNw9sb6v0Su1rTzDSOnGHf0diBbJ6wXpdENkIfx0iOGCIBe8dgI4IhQ8QF2VmCX7aovebJszki8AihcLSMswjX7uiimOtdQC8GmqqkCgKGSpJpRTb+CQUO9/bXhIdPqd/0+HqHijW2bLG9Q4Qxw9WeRBcsIsc6ltjwjHnekltH+GyGu7M4arR+HH2yyzvaNy3SeaxTONtjbzdEwQeItMB5gysNomzwdkNwLLE3K5SVpM9DnDP4pmcoB7zz9K/vCQ4fq/j9xmGrAYtFpiFmBl5HrP7LNUIbIKBeDfRbC/qBMMww3hFHM6hL3EOJjBKGzRiTK5RU2H2E3Uqa1z3BQUbQC1zbEo5CunlHZdbYzCMGzya2qE2PUCvcYk355ganQzg5xQYFma7oX98xbLeIAuI0Jzj6AK8eUzH615ZskiGDGHEsQHQE8wbUgNA5391IFlIipMVbAUKx2qTUq6c462hWgiwxbNuKuSyQgaN9+4BvN7iVxK4bgvNzXFATps+gMwj/OEJm65r25Qv4OmVjqGtcXeOtxVZ7hvUahh4RRWDM90RwIDUHJuem3xAPAf16QCHJVPT1mgbdangvgt/znn8m70XwvyOEMSjzfbGV6ZxE/Yjed2hhUN8xohJCYI6Oadsavp4rFlGE/oGM4D80vu9wP1SF3pXwBxbB3xCY3z1PE2iB0nu66lEACwRK5ry7dzyslkyzjKOJ+ScFMMBBYOi9Z9WDJ2SsFUfhD5tuncwCRqmi6T3Cex52A7frFiVhnCm0FsRGkCeawEjMM0Fz0+E6j04l0WnwaAT2Hb6JWfoug+/x3v+WEcZ927PoYhoR0nf3JFKSK0UUHqJEiLD/aKFVknLY4jsg1FS2JJQhjavJw4Rmt0WGlsSPaJqBZK7ReYrbnmMmK2JzhfUCOQiEWnB8ekC9q6minjYvMU1CZKfIwJPGNb6vMcc5UkuEAzM7gCjDVS/x3Q75jQu0dOhoSvvmMUNWFRFqFKO+NvBx3Y4e2HoHQ00K+PIOGeYs2YB0oCNau+fVfczm2mFES9FKwv6OzcMldnNHODulOPwAVMmrzedsfUDVRXww+oSHe09gBF3fElQxRTBFyYrAaK7rO/4y/kuq7h7lBUYJ1Lin3da0Q8MRFe7+lt3wK6geGFyPzuaEwQnSt8RPBLN4THPZsr1fQmCw7/b82HxIY3qqriTcJ8Q2IiYmDRNsuYEttGcdalJjkOio4f5qSWJCpA3od47SQawFOEuQFuxqUNago4zWLtBZSpum3FzuCE+O2fqc5d7z4ZOnmNUL1pslrq4ojqaoYIXdhLjmkJ4O1BYdTCkSj69e8PDFZzihGB0dImrLYZDiLg3twUC9kSghiCNNkIT0VUN7a5j+0QEPu46r+AF8SOIiSDx37tcUrcH2NbEaoUSBfXdFuVigPmoYZj3h9Jz1zcfIdpAAACAASURBVFegFONnn9LTU3/1gEwLoiCgZyBIY+6Wa9J8il88oJOI8HhM24ds70uyTBIcjbE7i617xAjCY0n9sEUGBtOVFBc9Jrnj0i5Zbq/JdEIzfEWmjilvN+Sf9/h9h3MtYlFTnM3ZTSOiaUD8tiMrQ7zZcL/ZMZpPYDem2Hua2yX0hqjIiNLHDR5RBNjNkngSY9IR1SAwsym2qXGZxu0l2rcQO8zqivAgJJARnQp5WNYwStH3A8mR5HI/EN0FRHnO0VnCbVSyHkrahxvkNmf+0QXDcEe3usNMpoiDGbkNSQdN+Pk9vvPIIKWvJfZhhz4WDCsBUYRNY8xRj/AD48OA5s0Dk5/NMRPD8jZEHyY4t4PlQHzSgfbYYaBfKKzryU9iFAZ9IDC378guxnQ39xAZ7N2OLlYoNZB8PHusWOoYlRmEzamvXjB8tSIKFUO5R+Qx8aFC3Cu0A9v3ZHlMIBXN9oHdeks0CZkHht3uDeH0Q2J5xPX/9pLZj2KyZznbvSAqFNf/+R7be+bPNEZ67veeje3R3YClR+Y928EySgdstSOZKUQBUivCixn27Q191aNNwLDdQW2wmxo1nXBytSM9nLPZSKQuqOKAPnfsr+9pii1BIZm6BFXXuP0GnRXUXz4gIoVQBa6z6DSkvpeIbov2FjNrqF5dMwQWfXiCeBejJJTXPcFhSHgW0d7m1GtFPJnQ3X6B3axBKuKLHH8WUl/fYstbhM7QoynCW1zr0dmMrg5ot1ukzGAygeCcbuFgEPiZxIzn9A8aZxXRWciw7+lrSzAqUE9S9upL9g8BRnnCPMKbCOEG9n/7guqrSwgD+rCgub2EuaFNDHGS0l8IVBbTrRxGdTx//gmd6Smjln7vGOiwzQYzBpUIdFphO4keRQzbFqklZqoIJgmmiOi2ltXlHuc93nscDmFbsmmEqMDXj5sOJBKBQASS/npH+OEBNCFYjzl7LC7Y7RZXNbimRyiJjA1ut8Mj6O9uvx1b82XJsLjHO4eQv3k2OXAF5l6yv+8IVopsFmGE/o1+/22bkve85z2/g/ci+D1IIQnFDxtd6aJAfvwptnw0eFBZjgx+WLT9IRFKI7TG2+/P24rwd8/U/GvgvcP5gSgwFLFg/bUuVzLhZumIQwvO8uV1w+vblg9PQqaF+UFTLQAtBE+ikOPg0aU4lP+0kUUSKZIIvryq2e4dUnj2jefVdcs4UxxPA6JQERgIJhozUngL0vywGC/UhGa4/q1jQgh834OUCKVorOOy6/AkxNGnRAR0zQM6nJAEx1h9jOjVt4lWrmvxjSOYBvTB4yo8MOBwHJhjjscn9O0cSodtHFIK/DylLCThUczOXlLolO/ehZ2XDOoJm+WCLpHIScZUaNq7BXKoiPyjE6YZjfBxSnXtkZlH6WNM0IBYowKF0COIJ+hUYrc1ruoInk7R44S+qqik4vN2T9k20G4ZBzEfZ4e4ocLqED1+gms2uL3l3f2ORBVMikPaxRfs7tbE85RAhfj1Hfr4Ka+bd1SU7GvPYmfRfcWH87/gq1eSKJT04rGt/ODoAB9nxPqYFzYkj07IWBFsA/rljrzPGMUHbFZbNvUXRPmeUmyJA4O092SHHxMWT6jtjniq2X3RIIRECk2e5jT/8Ipx6hnZGL+s0XmMDweikcYZReQHsuKQG/c5cVsRtQF3+5JsPoamQSJApgzCEiWSQdecTmeEm5qmixmCQ6RqaZRBRxY9+Yjr25BSd9iHnj9+9oSLWUvee7R0lFd3eFs+Zk22A0qd4g8t/vYFjdiSBArvJO0v/w4zHxOGU8Yfx9gkpD6W7O4NAk+/ekAGGhHENOUd4dkpX/zNrxn6JbMsRbypOL2Yk00Ciuefsvv7G8KsY3n3QJjH1G2P3YeMA0X+k/8VYQ3tIHBVSVPdkoc7bOnwe4cozgnXHb6xeDEl+6OP0ZGif3NPEAnCecJQNRR/fsSw2KPGhia/Jo5COu9ozIZSdcQu5KG5I0tyZu2I/esXJE8mNPc9aSkQ+yXZaYZXMeFZhhJwf1diZETz1Zr5YcH8IMMUT+ivt5isJvigoHpRIacB3X1F21ZERUt0aBju9kQfT4jyjGVkqEXBavcWYTuK8Rj/8DnN4p5R8RQRaGrZUwYtiSgY9gLeBsxGE47DgN0v76nShBtZ49aGfgueAZPcMb2Yctsuqd9WnB6fEb/NyHJJe/kl3V2PyUcInyLHEnWSEIwNVgQIKRn9eITebmjvd3StZ/tyRTM0FM/mLN5sGR3VNNdvkZt7Tn72E1bXewa3Yfo0ZZwHVC+WyIeC6EmB69f0u9cUxz9l5y1xrDB49n+zQnhB9HxE82DpbiyEiuA4x+8HvLUcZBNu/ZKTT8+5vWqJ85w5IVJv2b8qURJC01HuLzFhTbO+Ig5qVBIylC31RrC47xltQ6JxiN12eCfo25YkUehNg6u3pHGAiQqGsubIxyTSYV9/AaInHM/xhGBGeLfDhwL9xwmi0Oin59irDhnm6K1l9cpSVT3Ff4S7qzs+PRZUr0vKqsemFWdRTjAxCNdhTgp83+N8Q/TxOW1SIqY7En1Ee3mL1bB2OwIxZah6zOEIsfVkn+Z0m571m5pNa2gWDdlpgCYlyjpk04Lp6fd7nLeoPMbtWoRyqP3AwemY21WFHzr8sCKb1LRXa9LZMUO1BzSukdDN6e476tdLgnmEmeXISBJ9lLDWgofmBKFj6gGkHxPv1tQ3a/yXr2h2NersCfdLTXmzJHqWcV2MmZ1rVJyQ1wb/RYn8m2uii570pxO6xfDoDu4HcD3DBqRKcEOCdJLkSUG3HFBhh5lE5B9OQXiGVUW2slRljTAKnST0PMYT5RcR3WWNclP6fYe3/aOLtJOY/AhJiJ4k6MljB53bN3SX60fRKkCEGnNUILP0WwH8DTJOsdUeneVfP494mjcdeqcZCUXddPRvLOaZ/vZ8Ov/nVYGH0tKtB/zg0YUmmKh/kSP0e97zPyLvRfB7fi8yDJH/H4tPoRTm8OhxRubruVZhDHr6h3cY3A4Dd11P6zwjrTgMDIGUtMOafXeN9R1axkzyGVYkNF1H10XEYYOWIdtSs6ksQjw6Ta9Ky8dnEXH4w4tRO6zp7Q6BQuox5nfkCX9D1zvK6nFxdB7e3nd4D7vaktWOt/cdPzqPkOIxAuo7aUZUdk9pH1t9czViFhww+I6NXf/mGBOar15ht1uElOj5Ic1kiv16Z3lPjol/Thg5hPO82ynqBrR0zKOI8PoGv1oilGQyndJ0a3yoiWRE7SomekYrOqKjjCjVYOdUsWEfP24EDM6Tid/yaGZnl9RiwrVPQXpU3eAMnE8u8I1GuwalMugF3UbgdYgbHCNzQldY9n2OmGjC3jCqU9RMoqcpSL6NyZIm4XIQDI1ivM4YOoXLFVeZ5iQu2PRv0bKjFSlCpRA2aDN6dCa1Dms9A5rQJHhp6NVAZx2qKGC4J9SGttlyNh/YyBRswMmBpvINpnXY/Aj8IU0vWHnNkTygXJaUg2asp/g3jmikqeWa3a4mCHM2docsJKM45d4qquoa34E91MzkOb5rsOsH5NrhQokrlwTTU9ymQ44MvbhlUB1BnmGaimeRYbN4xRA/J8/mRE0OPfhhTZTEOJ1g0xylAg44YLP0bD6/JpoeoSODDQ3ECf+wzLlselwucY3n4VLS7j1qucTkKYiYoX0DRJgkot2+RKXnhOkW5Tx+ElF/+QoZWMJAofKK+ov/AzeaYoIp8w9Ouf/VgJSG0UmGHjv26xWVzhhkgsxTVr5DhgZTRhzOj7gxPdlfnBE+vGHcHGONoRs8Mzcm2En0W0G7LAkjj3k6oTj5hKBfIPsWfIB93RPEGrvZInON2FWUn++wMiTOAnRoiD+e4J3G6ID9F0vkwTkymdH09wSB55ncI32MSp+ycBvqZkdycoFsanIO6K6uiZ7kNLfXWOEIzyf0e4Mwc5L0CA7v8a4nCUMot6iDAFlbFCVcJNi+QR14OBi4M1+xuHrFyEw4HX3I6rP/TPwnP2PdJ0SHU4rSM7q8w3aW4GBK3zZsjadpKtLRIW4jud+XpGlAubHcfrUnlcGjC/RWoE2CGVlE5FgtV5yPDjjbFPS7Gn33GjP5CetrQXp4DusvUIVGBRZ9PKNurqm9ogsuaFqDUw152qCur4jHESpKkU5iqpLAtOjMIKYx/c7C5TtOjuZUwx4TaHb/0NKWJZHJ6Zd7YmXYmJrEKGQWsvv8NWE0AyexdU93uyf5cMz26pb4yZSHYUU+GzM+m8NySzKdcafhoz89Q9sELWtWX1SMDo4YZZ7F5pLmZsskn+NI6DYP5GenxFlEG4SoQNLelUTHKSLXWNtRfHKBHln0vkXOCgQF7vWS5+cjxH+5odGS/M//gr7+W4LpAV2bYsOE7M9TrH+LlDFuyFn/oiE+GRNMZ+w/azBTSSxLfFAz1Du2Y0fxk4juJkDgCE4jollK+Xcv8OEOczZC5nP2w5eYICc6nT1mR9cdjffQjVm/WZOkULeeaHpAoAakcdy92iMPU8hCVm8rXDXhyc+P0VQ4cUn/4gvCpx9R1WtkNsaKHt9KClWhjgRtUyNsR6D37L5SGH2I1me0qxITRey/EPSlQGWG7qHFYciPEjox0N1sGemOspPs9h12qIilJHaSwXukMWx3guahxguJF47tpmZ5W3J0EPLmy1uOnxeMKsvwyx0EBhUFWO+gszhbER0Zul1Fe9UCimCcER+P0Kkg/SBiqPdsX/6K9rpH3JWYJMEtY9q3a/TJCLmQ1H2HyQLkOiDIz+jKPXbbI6MCp6ZEpyHy6y4zb92j+FcB/abHDx4VO8yBRk2mBOcXDIsFCIGezR5H174zxDPsHUP5bRYT4YGhW/T4zqESRXioMePfL4KH0lJ+2Xxr6tUtLL4zRMf/+gWO97zn3xLvRfB7/s1i5geIMMSWJUIq9Gj0B49mqgbLy6r91t+56QYa53gSeLbta/zXr/Ruh/MdR8VTqv6B1VYSqAzJmF39/XP2A2z29gdFcNXfU3Zv+aZ3qR7uGEUfYb6Zw/4BlBIoJXDeU9buW68r/XUUUd04mtaR/KPq86MJ1mvc13/DQ3/Dk/BDzqNnHLgW8IQyonn9ErtawddX1V+9wyiFDOJvO6t6D15I6i3Yx45wOiu4corTg4x8/HWETNdzsS3o8ik+PKUzLTu3wWIhlEzzczwxZdPhnUcB00AzFjPq4fZ7129UQTkMCCxqXdGXHW0Ci9DQFB+Shpap7ZhqTTV41vU1rnMkfco0PGOen5McG9wXG3zb822fmAOnobYVWhkkU4K3a9pqjx2ATUCkDfrAEsqAZTnQlgGjWlN0MXlXEY960vmIkpAw7BjGZwg3oPMpWt3jfEWmcmRqaW2IoePjueR0WmBUzqoPsKlk22mKfUlbvyIdZ6yaEUZ4Euno8dyEime9IklSdvuOZenIwilSxTQq4s3dLaPKkqiQXdOx1G85DE4oxJwgbVHJDuEDCCH+6SlO7QkoqEcVVbYnbntm4YcQfoAKz9hu4OHXvyCcH5MepLS7ikQndNYyyIp2WrCuF5gPDqnud4jmkOZwylImrNoGn4Mxmp/HCfXrLeODEcG4R6Qh3WqHTeb04pZ6fYnq9jiuCdIJsm0AgcpbRKMwk5B+t2DYtugkI4p3hM826PwA0SrCuCLoVwgp6RpJnsbctxsMEmNDepHx67JC3vcMdc+HHxwRvrsh2kvSYoZceZrFjmHvcF4SPp0QHgbsnWa3NKQixn35QJB4ZAHeaqKPcvy+Q1IRFRqnLbtX70j8nL7L6VYGMYQs/6pmUJ70PzylWu+I7RFD8YBKY5Rr8bEiUhkHy4CYhJ2/pbrZICdj8tMzhuNT7j5/x3Rdsfn7FaHsSJ8qus09TtaQX1CtNGLZEIc70sMx1/Id9901tu2QDhb7B7KDA6I4JPrsDT//058ydIqgFWwWa2Q2IT15Tq09nWqQpWNc9DSxZq5yzCTFrC2Lm4rxxxlBGCCxtNsKqTRhHJDOEiIzkJwJbJVQLTzRE4P70tD358z+co7fX9M3A9tfvcOcjHHzM/b9LwnPM2QL5U3IaGSxq2vqNYRPPkFGIScHGrdfIS8mmAZMFhIcRjRLT/2gGHoLcU6r4GGxZxYkyGhG5W5IknP2ZUuYO1Qm0aMQKRqE2yG3LYoIEynamwVBmCOTCfXLmOKw4OZdjZkMFMchdpqzH6CXA7vBE01PaYYEV7cUTwuiTtG+fkmSfogREaoQbL/conKPOYhoRhkbpUmnmjbICTvN8TzF//UL2k2PynO2f7tn/Gc/YfMm5Pavt0x/XGB+fIB91bB/5WkfVti2p3m3Y/o/T9CHIcX6hvCppT+P2K1b1pdrXCFQpw4dxQQZlJ+tME+e4h8Enatx5Z7geMyua2hkSOC3hJMc6SLEqz1pHmHihEFA1/YUz8aUlzuaW0vxVCN1TJRrFr94YHljyWXPaA6EAm+vyT59SnPtUVoQPJ1R/urX6A8j2pefobMEcXCEmmhwBrv3MIxx7WOywlA64tOUTgzI0CBtT78Y8K8/w272hEXCKBCMDiakZQjOEZ0dM7y9oa09rveIMGCIMnbXe7T0SK/QOmRx01Oc5vDG0i86fCRIn4Z4K9ENtOt7dH1Kqxb4QIKKUTJi2AV0q4H921fY/Rq76tBBBpsSr0Kk1UznCYHU9BuHGYXIUUx7XVJ9KfE2QR0m7P73LZM/SRj9PENIgessbjD46BzKO3zfgB7hglNMUeDGY2T69bPAMCDTBJmmj2uz94/Gfbcd+MeKr0oU0UlIeKSJjoN/dj5wtx6+FcDf0N4PBHPz/zpj+D3v+R+Z9yL4PT+It49zolL//7szqPMCnRe//43/nWys/UcBR7AbHKVqvhXA32B9C0gm8Y8IZU+579lWFs/jnG2RKJSEwYJzv13ZdN5S97d8I4Cdd2ztml09EJljxnpK/ANVYSUFh2PN5X3/7cyxlJB9HYkkxON7/jEP/d23AhhgwPIw3JHpnFA+VvZd12G32+9fJx67XDE6SNlJx/D1qXMhWXeW79pLDU3Dqu8okuHbVi6zd2Rdgk4fq/ataxj8QCTjb2fOP00VlXVoIYiUxPlj8I7GPorxWE8BTSmuyP8f9t6sS5LkPNN7bPM99si9KiurqqubTRAgCeqMKJ0z0o1+uS5Gh9JwRuQh1UCju7rW3GP38M3czHSRhV7YIEFoOABF1nOV4Sc80iI8Ms1fs/f7XhzrbfsQlzM45pvriqk3mIspN2pAbyy2usVWD/nPu7AltIHT6SlJlNBNLPZq8+17awaWu/we3wgkmrCdcNlrgirIVUJEC/ceM9U8zl5Q7jqitSDsO54NSt6/3XC7hLNHLadnga4E61umR2cMRucM0x3r1Wuq/h6JYD4fMJK3+KQhrVfo+ITRPtCoAZHasi9fUTrLUCao9ZfYuqYJDiECs/kj3jFHJBcEJxiYHqlbknzOtu/xVYPeNNjthsPJOd1WMo7nRMMSii3dzSXCPexAFD//DMYgvaJt3qJaQd+UlOqaSf6MUC9wjcAdPaY4jLH1N+RGI82Ye92y9Xuu91fEswy1FsRnY/RgQqM18yzl1XXNVAj+SGb0b1rc3UOmbO06klFADD1KGzZvNgzSCEnA9z0hcrj9jmh0ii4G6IvHiElMoAYREZIE15Tk8RuKmWX37g3+5pq2b4lPP8PMRoyvM/adR4WegZ6ik4y7/T1n+ZD5eEJXdgxf/Izub79E7h39tsO1A/oO+s0emWj4OmX250N2oUHc9+jnc6RpwdyRHRfIbE/1+oZ4pPBmx7pssM6TTD6n/psdwQu8MVidYG1D4TOWr5ds2i3+BGzecPA4I+4SRJVgX3rKas3gf/6UsN8QNPDslHe7S04HM5pfrul2geGfGLr6G6Jxwno/pL7d07zeIdyE+fMRkd5Q2ht8v0NqR2ZSjIZG9xwWx/Sdg0agnKBb9hhOEC6hqgyLWrKwhunxKYNCsL6tMY8NatVhly2jp5J+Igm3ivPTMa/uauymw+iOi4MZcXjN+ubvkCIiP32GlgodQZRpql9dIpMS57fE4ym9F/j+nq63iFBhF+/I0glCTFHvrxkkBemgJ7pI2b+5orUe17e4fkeUzunMG5hN8X6A2wtU0aMOPaNNQhKliCdPEK4mGWeoF08xaYoZQrAb+m2PiDWprkhlz/n5c3y/xZqYTRex+nrHIASOC039izXjTUF0FLPcWO42PYmKUEsQcQPdimAOcPsSjKa9W3Hw6TNWZUpsIgQ1gwvFZe+4eXVJRISJdqCPMDKhDwnMcoJzCKXodhoRYkYXS7rFNXZ1gG8c3f0OiUTnKWiFvdszfpGyXv8N+2VNYg4oTob0KBCetq4ZRyn271+SP/8pza6m73p87CFT3Dclu31JcnzM9Y3gOJsxdD12u0HYHpqaZHZELwztbY2wPSf/0zHNMrB52TGYaY5+OkXHNWIVMINDdNFhtwv66j16PCdkE+6uJcknf0J62uLsBqdz1pcevGc4FYRYUV87RGSQsSE+VEQnMcQdyTzQXW0xpqXfViSjjHR6jNIRRiiSpzHN2xJpzkiFYNYlMDTIyYTGGKRxHJxMYBdwOwNCIJ7khFBiV5bkIqW5qnDmDSKSmOGcNr9le3+J8RPa9opelwyjF9htj/sQD+mbGlMIzLAAKVEHBWYovhWS3gqSZ3NsE6GPa9qVwC48Jtuye3lLm+dkJ2OKbIxrJP3aIPPHDwtsPfR7w/6bgGtOkHKPThv0NMHMD7+1KHd3Pc3tQx1xt+qxe096BHqoMBP9rXjtS0e7tAQLZqiIphqhxEOz0WWPXfbUtxYVyQ/Z5w/nBRcIPvxgfv/IR/6t81EEf+QHhODpdpe4ekEIARWPiIZnSPWv0ybTuJpA+I3i8Z/Dj6XqA+IfnQgejmex4dmJ4HppqVpHbCSjTNE7kAIG2Y93gUNw+O8tv67sPTu/JQ2BSmjWbsnT+AWJSn907uHYEBnJZt/T9R6jJckHi9V8pH+US+yDpw3Nj16n8z88Jj5YqH89rN4F7tYW3wdK4ehl4OQgokgVuZDsVUP3PYEvtCZC/DCKSUrE9+rGY5nwD830UggKrb73WDNIzsn8MUIIpDBE1Za2H+JMgxomjNMTaqF5fNh/qEPuUWnEZbvlYO5Imph2+7BK7vMedfhwrczxgDY0rO6usEngJr9HJykJKUvbUFc3SGlYOkvlPMc6ZoRG6owiPWa2ctTrmjTbU9/ecjwwSCOYDGKafMHg7AnOSbokoR8nPAv/gffDKWE/IfE9pm/om3d4k1P3S+ImoPUh0xyulq8JwiKEIBEdpb1HtNBLSRFJ7usbhgcHvK9HJNk5RSYZD2MWyjGvYsbiCkXAuZ7t4hvy+RHjJzHSVPSXOVJdIJQmOh+hTiNwBX5bMl8NaDcdfZczePwIURgCQwZ5RxytaBa3CL9G6JRl5NDzC6qyRSeO+/aeJ5Mpma3p+nco5xgdnPD52RFt21B+vSdXkoNZhmhu2K57KqUwxwbV31EUBZQVKhGEqqYr7yme/hzvA+nnz1hcv8Tc77CbG8xgjOs70lhhtyt6DJIO5yyRVuSFQUxijtqYZjMDD8Nhym23w6cxuZuwf92gc43sUyaP/oR06Ki/3NO826IzRTTNwTnoLKqLUdkV8ghUnBENFN2uo758jbuVRMMJdrvF7SzR4AC8QwwE+R9l+OUWK8EtekSiWK0sm7LGRSlNu2JX7ZnGp5RqRb/rGEyP2P/fG/bXC6b/g6Lpd7i2o6gExnVYIYgnBpXd4Za31OUztvdrQGIOZoSdZFs1yEyhR2d0jceEQJJb4vmIw2yMOqhQvWV39wovD1HpE4pnDSGTvH9fcn/pWHnHN397yfmffoI+SPni7ZLDJEKdG/pO8+J4RPZmh/yV4rPREeKZQtdrBn5Hu3iDkOohNibytL/4z0TqOWEb8GUHGkKIseUGMckJBuQowcUJXZbjmoaT8wn922NUGiPjlPq+ItSBsKhIHo1Rw4LkuSa0AXGu8IOEKjiKccr6m28ITUMyNPT3gq4oWK46JvMR27+9RDiFkIr881PMKfjhmlY79t/UiI0hCR1iKjF5oEgl3XVJoROixhO92lEcTHlZaSbjT/DpGi8qVDylLUe0+5LRJz9ht+iQ1qEjS/7zIb1w9G3D+y9e01Y1Vg+YqQOgpvUSkw5xXUOQBooRq/tA8aJDuopu2SFsQBqJNtDvShwOFSUorQnqHil7lJDY3YppEjH+9FPKd29JXErydoMcHmFDIJ4NsMsePTDU8R3Ot6SjGVXt8fWY5S5jkO2giHE2RscxXXAM53NMJh6uxdaxu21RiaGsBKNxzNGnGdiUqEjxmyG6WGOrlFoe8uavNoQ0pv2VZXAec/pHnyDXLccXETKq0YVne1sSnyaoROGbgCoedl2VBKMd8iDGXd8yPZ/jmgHbv3qDMpCME5L/9U+ITjN2v/gGooTp8zPkzrN8uUW3lpOjlFxBuQFjEpRS+Oue5DBGjzR2tWP88wH7SqHzCIej7O4JwdBbj4mg3e9hukfqATJJ8T3IVNPebhFqSzQ+o71TqOkA+cGYplL5sNPrNM2toK896cGWfupY1A735T3pfkd+UTObDeBNjW8fFo3lPGX/tifpOnRu8GpCUBI1iqjeWvp9hRlKumUPQRAfamQiPnTghvxpjPnQDdruelZ/XWGXPQgwI0X+IiZ/nNAteqo3D/Nj6AL79y35RYT4sLCuC4mK/ukeJR/5yL81Porgj/wAW93R77+zpbpmSSckyfjJH3BUP8b6jqvuHVv3sMNXyAGn8TmR/N3E+lApbrA/aKiYa8lA52xdSh++8zpHckCkBt8+LlLNJ2eas1nE5bKjrD1JJDiaGgbZj/+0lIyIZE7rN1jfsfcPecuRGtDicMGxdZvfKIKFEEwKzaTQHI0Nq11P5wKDVP0g8/jXSCEpV0rC5AAAIABJREFU5JCVW/zgeKFG3/7c9Z4QFGp+QH/10CxrVztqJzCDCSE87B6Va8/Z4CH7+HCseX9vkRKMrlGpZB4KWJS/Hih6Nkfl/7i9+59CyYhgLc27l7jthqkQjKIDfCKxyY6X9iWt70nigiz+jJYIgaDTHVxAVkeAgNSi0ocJ3WJ5N7khTCQ+eO6bJbrXnIhHrGxHNNCMtjFS5BAgUprsICGdnyGEYJg2VE4SvCcAroPCCJp+T60spIFaa4J3KLtkFs8ZDI4ISUy/+JKOCpNNcKlF9oFYKtQkQqiS6dqxNuClIncNW1kTBgW6E+g0pleBJO4ZiAkqzmljS5Sk/FmUE9cNun/FVpToWYGIBdODQ+KZxLYS8iPk0UPMSd8JQhOIJ8fUdxtWfYtMJmT5kLCLECrCxSAGEd1Xr7G9QxVT6rqmqmv6Vc2gmKLNgNmRIvYavmpQrWcy0tjtNU/GOfduilMV6UBxoGrK9wLrO4xR7KuS2ckRRgUCCiUFwjzY7uvLnrqPcOYaYQxtk2LmTxHNBhG22DLCTE/ZLt4hZEtydIJwJZ1eo+/eMmFA+9hzs67ps46ugUNd0L7u6L0kuI5QGva1RghDX++RRUw39tTWkp2PkccZolIoGVHdvSQajun8nkgUtG9uUFmMfj6FZERYplBBfFawevUFA51SXW2xkSA/PaCup+w6iw2C2ERYHKL2VOuedJYTVIuI55hjh12u6OwB9ZND7r1FDQKq7dCyJp7H+G4DoQEkbl8jgnrYBU1TfB5T77dEISUuJuy7DfpwzDT3pLtb2voltp/QVWOazYZ8/Jz90RFe7NjveppyQ6IEyozZXXecjgb8tDjn6ssWh+fsJOag7WgaR/1yh68CyScxrV1Qn+6RLiYmQK5w90vcXYkuMlQxQ0wM6BghY2x9A7OY21HJ17dLEpdxfDxksNJ0uzUUhq6E7l6yrxvK9Yb5aYxMHFbGSBRqv0ERkMWc+MxQfrUim0wQomN/v8ZvG6Y//QQvDLuvVhAZvLWYUUpbr6FvMGfH/Or/eoVSQ9y7DqMFpzmM/vIM+6qi38doE+iwpLMYudjw6PyIu9cNjT6hGEnSYYXYtezfSFQKzT6nfuUQiWHzfsn8eYGIDfnwBCnW9G2F23WosaT45BhbKrzVqMLQdi12JNlc36JdjRlJQleTjHL24h7fd0ilUTIGXeLtHaNoR4gTVJEgoxXj7ZKROsbLPeLxI8pvAs0vrikeHxGPPqNdfEF6PsPkEjc5wd2lrBtJLALvv+g5ODrDbSyqaomTmKjwiNgCDf3VnoPjEX2a0muDTC3dTUf3boMNG+KTAjPOEbHk7lcWMx9RrwMBqMuA80cYtUK0FaGL6NaKZC5o2y16kGMbR/FJQvtyRb9uaWqPHkji4xwUbP7+NWnikZFACsnyb++If6JpBhAZQ/v2a9J+y8nxEUhPH0148zcdrnakkwFHRyl6bdETRf2qJDs12PdLovNAZ95BN8VWW+KDEaGKkYAsGoTcsX+7w+1SQpDoSYJqb1CxIjk4xqYp9XUgO/fEhwYzehCh0VwTBGQXFhFtuLrcU3U1Oh/Q1R2omOxJTnQ+xlc9CIHdg9v3tPcOu/TEhxrvPa4J+PZhcdluHM21JZ4bQKAHimim8Z2nW/R4G4immupNS3tjv51P27seYQTJYUR333+76m8Khe8C3aonPYtRsSA9+/32ffnIR/418FEEf+QHuGbzo2O+XRP8GUL+6/m63Ntb1h+sswBbv8HYa87i89/pdQqteJrG3HaWxgdGRnJsIrSSDJOnNHaB9RWRKkj0/Nuw+++TJornpyld79HyN+cM/5osOiN0ns4vkMKQ6xlOxvDBtuxC/1vHnMbqH2269X0Oo2O6tqXy+4f3KgfMzSHOBy7vO5a7nhBglE84ehQjtiu8DESHY/Yy+3bCbDuPtYE4EhxNIuLIsdq/ovMleSIIpkCPHiPagEwSVDH4J0b127HLBW793bVVXY1VPU15R5EoGjxdbInDNVo84zAesfH3eDwuffj8DvQRRjzEge1diQ0PNwYiCEQQtKGl8Q1KKBbFik9P5vi7B8FYjCTykfzWhjafx/hzx/Y+I4o1ifJEMVSZRcmUshnyZt0RG8Fdes1tdIk0kpaW0/gE0Vic8iA8URQ+7IRtUSImL6bE5TVHOiFUNSjBtpAoFIWWGOuxVYOvYIBCDwsOBxMO4xg/szxZ/oQyW2HjGtO05DLQN+9we0m3NITe4/se39SIEFNebHh5b2j7AYk6Ilt50tWGKKmJn0/x/SvUwQFqa+l3gfT0HKlrYpMhu2OKSsE0JVrtkMqiCofwjmQ9JBuuSM4jural2W5wHsTAo0OgoeXqy0s0n1KEOWHr6JdLzDBHnx5z/+UdVTLBsaZILJUsSKIp0+MZMnJYO6VLGsrbPYksSXVC229JshO66x37l7eM5mMYJCzbls/PjoldwjZzSHpGIlBEHbvLmmQ2xEWC8EhT1XvUUOFngrv0DYwmFO8fQRphZgV2/RKhFcn5o4fPMuzQz56xaxU2D0CJaLZQSNKLDFm3SLEhPZuyu2nQgzGDocP7mD4ZkU/HdPWKsZyQrRTv7lJMPuROxby/uWY0kWxfL1DpmCx1qLLBBE80mBJyi44MdtdAiImDQ1QWE1pUGXhx/JQm84ReUewWVHd/hfMdfbcnCE2wOV5usP0AqGmriuAB+5C9OsgkyVqSB0E8MwyOFWHoebO/ZnZSYJYp5bKiedkweGHoXYJvPGke4/ohyJzouKS/XBPuViQXU3zWUi+2yGLAYhRo4p5ibBDe0aQr8vyC/f+xJlMRajSjfCdRk0BX1ty9aplYTfLpgPZmi77aI6ISbV6RRn/G7X5JLFOcbajbDXFrUVctWmbsF1t86JBS09ctaQoiaK6+vgER0XuFmeeoRLErhgyJMZOeXlU42bO3lm7TMzSa+BevOJgO4SJD5BsUJWIVcGJEM8xZv+0oq0DsJPPHM6pf7BHjjjwYqrognQxQlUCPCog90UUE24iusph5QjJ0tJUhdAKTG4Jraa5vGX0+we1OcWWPTCxxvqXcbSGWqG4DuzUmPcWM5mxfbVBpRvlNT7+WyKNTFiKmWfYc/ew/opXD1FtE16PzJemxYxyfI7uIddehRprhQUzUdrjtnubtkuJPJ5i8oHt3RzTryOYj+mWLjALi3ZbOe+ztjuF/eIZ+NMSUDtUHvOigtxTTQPvNa+x6S1TsHzqp93OC80RHe+LZjuZ1SX8ZYRcNMgPiCCHbB/uuFnhbotIET4QXGfauIbUFfduQ6wS3WiHDligr8EChKtTzEfXeo1xO+6YltB3ZSYpOHPa+xQwSWBckLzTCR6ThkK6zRHODjiuUryj/5op+sSOYKWZ0QHsrSJ9OMcWAUEdEMZh5IH0UER+Yb+eK9DRi9L8k1O/fYNeeqt6BDvh+i8omNLct3TPH6ElK/dbidh6Vmm9THbwPtIueaCLx+rt7jeBBFwpXe3ShIATKr1pMIcELupWjrxx2++N8JLfrv2d1/oAUxHODUFA8T75dMP7IR/698a9H1XzkXwW/UegKBb9B/P0h+fUO8PfZuTXwu4lggLHRjI3+UVaulilF/Oif/TqR/u2fkVEpo+QFmTulVxPKUH9btysQFOpfrv45lglPkxfUvkIAqcwRQnCz6rhdfye2lzuPHOU8eT7DLFruFv0PfOJaC8z3mmVovSDPK3J+vdO6p40ThqOLf9a43L7E1/VDbvVg+IMMRABXlv/gjIBLSnSaM0ZgopwSwDecRTCLBozcM1b9Ahd6hmrE1HyXZf39a9r6Bonkzl6jUWTyiGBGrA4scizRQZEVgSzNaGtPuenxHoZnMeOJxpbPKas3tElNk0VYdchXdzuM1AziisWbL7FoxrkhCM0qhUk9R1R78qMTmmTAXhjo4D60RNM5R/EAs98gtSKLC6btml15h+5TdtEh3yy+Js0niHiKqDbEmxYn56g0Z/DZY5L1kHrxS+QoQ2UPTohuXaKKGXblcOUepXJc2bNc3NItvyAZFkTVIbsN9CJi2LZwZ4iKQ0JW40jpgqPb9YzPTrDNGatXDTaqKI6HHIwmdKak50N+uLOErqUTC9rjBb33VDtJSPcMHx3y9uU7ouOn1PsUURUkTpMNpwSRsP5PtySHOeu9RMcJPvTkY0NT9eyXDSGCZl1Sz2Pi88ckoiGKR9ga3PWe7e0SGc3w11vUZeDxxZj6qmLySOFFoJCW3ctf0hZHSBx9adFHBfuDngSJ0x0Ld0Xpl/T7LZ+c/AR5NaX8r19h/RLh9oxenNNVimbTkIxTXHCIqGB0nGPf76jfbJExMHTIoSRkN5x+OqO62VFVKTlT8mxMnsSMTMGFi1FXlsc/yXGDnMvkltyDsYJMKRpq0hdDogWYwRw56vCu5vSzE+7fOWg0ut4TpRl+Z6neb2hf75CnA2QWYX4yxCRjgnfEUYLfe6LzAhdJFjcbLn46Jhm2VJsWXOD4Scx0VpN0twyHI8TjCa/frLCrFq0s78uvOfzJBZkcolSNJiGSIE/+iNu7jnbT4TYd2fHn5I871H5Hr2v6A4meTmjLhPvLN/ijIbEOZAOLI1C5mHQypl2CqGL6picbJbjXDkIgOZ3juSaWOTI2+O0SV29IXxxzfFaweXNFZnJGMke0O7R39G2NLkZ0u3uENphRiu8rpD4kinu8u2VfrhjODlmWMfHCY7s9BR3Nqxv6bUl0MCIcafyTFI0nfx6zj9+wtTt674naBBsHHCfYRBNPFcXIIEPApwq/swzEjmSWQVowmAkmxwXtu473X1nqvQUd6L/uOHqeEyUx3bpFTwPqqMB3AvvmFwhfEBD4vqN5Y8g/e0KlL6lrhY4TivgQvz0lnlj6VuO7gENzbwXNqsFHGn3fsy8vOVxd0tMy/ukp/cEO/D3L0Zz9NxVyteaOwKPPp0z2DTJLEL1FuR41imHgaFQLsidqa3zd4wgE2bB5d0P+RJE+zuiWLb6xBC8wrGG/RccrnF1Q3VqKxxfo40+o31/irKb4+RydrIiP77BXHdIY5GyATKfIPMEcHj5kCruI8taiMo23ktzk2HdvsNf3JGlLQJE9fYprWwYzSScC26pEnAcGQiG0w607zFQhE4WJx6ixoAsrpsNP6ZoNvrX41S1mPaf85i1SSIhqxDDBDJ4ig8HvvptLhJZEY/1dza7vuerWLGZ3NGHPaDgibTOaco9QDoTAuwh/19GtV0Sppd03qGhCnwwITuC7h0ZfMlc/LM31D7W/QnrsTYnvAjQBOflu99YuenQhP6QffHeqGihUKolmmvqd5fvER+ajAP7Iv2s+iuCP/ACdzXDt5mHpEQCBzg9+4w7oH5JIRD+qeTXiv83O8/vKyBNCEOmCI3FO6N5T+T1KKObmmIH+l20CJoUk/wedp9f7f9gKDDalxx0EJgPDqnTUH2xYUsLJNPrB7nbntj86v/NbQvC/9XvS3d5gry6/baIlR2OS8ycI/d2/IhlHP7Cn4z1KxTBQKCkZA2NAiZhJlDxYlvWIoR7xm8hlQSISdm7Ljb2k9DvOogskAiUa/rz4CaveU+s9c6WZegfLmldvGlzIEFIhJJycR/B0xKY5IQSLkZp3Nzs2/ZZn2ZR6+RWihVZ4OrtHtD3hrGCsPsNrzWWI2S5bNusNrXRczFJsHrgcH3A8e8xUOFyzRkY5Sud05T354pqLwZyd25DZjgM1gcUbWrEhmXyKjBPUSKFdTO8ret8j0cg4RomCEGmEUuACcixYL74imhfsleXm1Td46zDZmHhyAjJgzDGLSBGpnlLcsXOeJ+YZ1estI9MxiCLSvcFve/woUNZrpHjYCQnJlKa7Z8UvkaeSoTsiqhz1/oYwe8RyEZAt9Hdr1qs9JwMHssNVLdImDNOO+PSYTfcOmUqWvSc/OCBpWsR8z2LT4GzE+DwjeEW8dLTv36H1iL1ekp+eI0VKPNAkswRdNRw9GrB/c09wApNqorOAr5b0Tc/tuqINa6JZR+cryu2OSTJmX+8pFxVKF0TZECe2NE1HPM7R6gQdn2Lcnva+J8SG/aUnnyS4eke4aRAmpdzf4ad7Hh/PSfoj6q0iko7+3YLDE8kwTfGfp7h3NeSBcZazW/boYU80yIhFjiZCpQ81kyZ21G9eE3cbHmWHyOMBzTc3+EhSbgNSpdidJfEaNhX7X3bkP/uM/t3/id93CJEhvEemY2QXoVeBF58f8K4YEKuGsLjGrbboPKZbXCHSn1GuS3y1RmmNtJr7o3uOHw/of/katxfUG0XIFfF0RD+KaVLB27d7hlIRlxXTvzxE9l9Q3f6K5OBPyYcFtRSIfIp3K9pyTZAdkcjpG4dMYfaXU1xbcvLiguRRQfJY0G3uMb2l73fY3Zq+D4Q3LynO/oJmpfDeI6UimuXU22uy2ROK50Oa6whBi7dbiuM51VVJ+TIwOj/Ghiv2raFtSmZHKcMsUL68o3h6THt5B8ZgtMKqHn1f0x8tcdUVIpPsdzUqHWPLQKRK7KonP5Yk+T37K0/mHdlBRl3GiGXH4ADaxT3V5R3i+Bn3lyVSQT5WaGB31zL/fEiiPiOd1CgN+sUcW0eUf/cKIQXxo0Pi2Rj75Zr54z/Fxh2hNuj1MfVlQ/b0DDOraa97+mFEV3qIHVJ57HrNPlSEWQ5vV7RfvKX40wF1ZOmzLcVZipU5znkuv9pRnEXocYoTLb6+wvzkgnvb4qMdXahh2XFwpKnXW2xr0TG0ckuaLunWAbdoSJKYItugqejut+iRwLY93eqW6OKAaByIHhv27lfUt7e05T36cIQIY2y5REmFLS/JLuas/uodKhKYQUb22YTtfcwgu6dqOkxRYKIxvhW0l7ckf3zMcgrruSXeRsg1tBLSgaTwA2Sk6VtQLifZFGQHRw+LsKln//Zr6uvXuM0doW7wWiEFhK5EH2lU8hD99jBJQXpqHjLPP3BtN9y7HQ5PSHru+y2jJzPc644gDb5LSEcp0bs91fWe6DABGXDbFXHqsEuByRL0QUH+IqF5Y/Huu9VonQZkX6IPPd1WEfYt/a1FnilEpAkI4okmO4/obnt8H9ADRfFp9tBU8sAQPHT3Dw6weK5IDs0/OV9/5CP/1vkogj/yA3Q8gslz+noFwaOTESqZ/KGH9SNm5oB9W+I/yCWJZG4O/8Cj+t1IVcbT9AWdb1FCocTv589R/wa7tlIPXaaTSPLJWcK2cjgXKBJFnv7Qeq1kQu9+mAulRPxbBbDvWuz11bcCGMBv1vTbMWY6+2580zluvSHYh67bCEE2uqBSd7jw4RiSzBwjxW+3hRsZ8Th+xrv2JVe8p1ADEhnR+Iat37Lx7/np4M8I3tGsvsZ3Jfd3OdWqQZocUxyBlyxuLEne0AhHEBJBYGxmNCZnhmbvcxq7JQSHCx3Kg3YC7SV3RrC82iK0xGIoTcvfbe84rFu6WULUKxIPRgj6aonQGkmP6UtmZcuo26BMRpw/Qw5TgrO4bos0CULFWF/RlSWse2gEOp+iRjGOAM4jlEQPOkyUcqXv2DYlWTHDdDGTJMduazI5wk0KulHAF4JVlOHbwOZmSXt3RZQIgtV4UdHbOeFohhI1UhjS4RnLpES6HXGIiFtBkCuECoj4kPU+pt7XJIcas9e0O4GNJJE2JIeP6DZ3aN9z+dZSPD4nOhhx8EiwahSHE497/0vODwaIfEA8mqOuvwYJMs4eLJj5EBtHxLYmqh36ekN1uSY5PiE63nM0HxOZmvXXd3jZkcuYo2TCZdiBcIQQyAYJ02hCddlx+8WGk9MHa6rQI3QcIbqYumuolzv273u01tSvPSY7o3dLzNSh+5yoeITOA7vXa1htSS62qHuDFIJ4GKOXEW5aofol5pMRV1+1bK877qOes0GKbhSby1vmgzndLhAPZ5RffIGJT3D3O+z1r0j+/DPsWOETiTo/wO08MT3FUFG/3yCJsLeBwehzXNZjsjPcPsY3EYPnEYv//ZfEueLsf3tEc7OkCg19vaPpJYPkgG65IBpLurpDxJoQBUaDlKS0lK3Edg4ZB7av94z+zLAZeN682xKExU+nPP/sE5rFluhxgRbg9r/g4OmnXKpbInlMs9ozcDFj2yM3r0lmM3yewHRI+U1FSAxxF3DXgeHFOf3iPSJozOyQ7u6GdDxlv78m//SIJmhUMPS3X2HbhvzwCXJ5R3pQE/ohodNUr/8fiAYU+RznUyaffML7l3uOngwxd1fUN4L2aoPpAmo+pHMWrzu4toRthQyK9npFPB4yFh5lSqJ5ShM7Rv8xIr29pFvWpHpA3Dq6r1+SDAq69RYxiug3O8zFMaSCwQAUgX5f4StH8nSOeWSI2o7w5YL26z3Zz1/g/Izkk4zgHFKlSJ2j4ju61572RqKnBvVoiAwd7due5I+HJEd7dm92UHeoPCM7yqj6FcqBsIqolugIVK3ZOnCufVj8iMdQeeQsgvMpu+sdN28dg+GctXhPg0UTI9KE0lVkhzlh54knQ8yjBB1aNotfcjA8oWsMTrUYXxPyBrsVOG/QcUp0NERmO4rJc1brv8a1a5zYgepptwtEERH5FFu2tO8dyWnP+H98BCLGFTHvXynarcQcFbTVjPxJgu4FvnXocUIZjXj9ekVGzG7RsFJ7ipDQLAxPT+f0iwYzjhBRRP3egjAkR4p+t0GWHbI32P4aMz7ArkswETIeonNF/jzG1T2+2oNUyPy7RXcXPGv3UHYkdYLUCaroIBE89Z9Q1pLIFAxGMf2XbwHo7lvyZwXll+8QpkXkM0Kzx8SKeDREPZW0t5a+8uhCojNH/9YiAJ0pOgE4j68tKtLoXJKcPDRtNKOHhdtoZohnD0JXSEF6EpEcfff4Ix/5985HEfyRH6HjITr+7xdL9C/BUI95ygu2bk0AhmpEof/balH/pfFdh727xW3WiCjGHBygR+MfPS+Sv9+GFPORZrt3/LpESIiH7tPyw054pCXz4T8uaFN9gHXb79m4JZk5+q2/17ftQxfe33T8e6gsI/nkBf1uA84jiwG6KDB+TNdvCDiMHBD9Dtc7VSlDdYDkJdt+TSNbzAfrv/UPwtp1W3y3A6HoPnTu9LbC2xoV5bRtwFvF3hkSKdFC0kSBlZNMhWFcD1h118TRQ62m0BGT+Jh6V7GpH3ZjUYJgHNtug5EP1rWhg/vd18zTE4zKUVFG32xASVSREKwD3xJchsgi5AfLc/jg1nACgk/hakHz+pZge6RekJ8Z4osLpDKYHNqopmyuqfuGpV+QT6ek9wnxwuPWloaGSK+YVhHukaEadhxUFvYtMvN41+DMhLa/J57NKVOPdUNUbmgPoTeOkZ1R376jK68QQZAcPGVQjCnGCjUZcqcEx0VCNjH41QKROtTRBDlOqPZb0smYqtAsbu+Y5kP8bk2fT4nGj9nrLaX7imr9X/h8+hdk3iD+uKBdemyRo6Unvq0xeUVb3pB8dkBVriiMoVNvWK2vSE4eE/kDQik4kprpyQve9a/wrWWejBH3EjE64OBiQ794g2w8PlWoQU46fYZfOlobCL5Cj4fEWUpz4zDzgmxq8YsGf+1JCkVzFRg9PgZXYAPYlSWShs3rG4YXKcVnE+5fldR3LUmmmQ8N3bLFdYrZ8YSicohMYRcCPbwg2Jb4TBEdjahVhzk74eV/WdHd3yK3YIYZ0XxKv48ZDI+QRiDalthpdn99SdiskDjSZ48pns2oZEuzuSFaVoh1STJOqfKOXILue0yS0mlBoARhyeUjws0tdmPpazC5ZPJ4SLnckQwztAh4DVZUNIlCXCtG+oz+8D19s8F4y4vJz7CLGiHGdLfvEIuX2NIQzTzx+AnrL2uMyUkf7/BXDc2tJOwUZjxAuAozOGby+E+4ee/Y3MHw8YxBVKDaknB8QT73VPc36B5CeIiBCVFLlCd4q4krg+gqwniCv1CIxZpmWxONChAgdU8S58gCjARVgU813ir0YIRd7NCzFHu3Jv2LI251Q7vcosIV0VDwLMvR2xSm5wQU6dkB8aQmPjljf1Oju5rDA4WzPQyG+JOI66Rkt7uB+yvSSPF0PsO+vEesKmwlEF0AJM1Skv7sE8KygYFBpUOCMIDCnJoHQbm/YnA4Yd/HeNUTzjz9S0vcxPD+HrsyxElMEk0ojGZnBji9QokenSokgvaLtwQH+cUBNpL0kWW4uSVpHbqLOXh8jtAJ6dEJnWxxoxohPK5pce0OvVMEC20Ro6MIPdGIRBCnCdn5EVLHyCTBiR4RjQhdA4lAJQoSRWgNdmMf3AZvF+h0zr68QTw6JDYD4tOI+PEBSWyJBKAEaghWj1ksO4QR2IWj2nYU4xgrHWaQ0dwEVJKgiuhh0gPaO0tyFOE6IMrQ4xNC36ELiObHyOiI9OKM/GmMcDXd229o3+5xNmCmY6Lzc6JpjIwF8oN/WUiJjAd4t0DHe8bPh4ztEfYOQuPolYK+hxDwtcfkATlIELFCJQLpO1zdoYvoof73A/2m5tdFTFJa0sfxt42vzFCSPIqQSpIcRQ/vqfW0N5btdYVMJPGhxgz0R/H7kY98j48i+CP/vyXXBbn+/9aF+PdB++4NfvNQuxzalnZfIp6/QBV/2DGPcs3zU1iVv26MpX9jh+l/jEgPGInPsG5DIBCpAUb99vck4wSMBvvD5l8qSX783CQhShJc6+nuLfVljcok8fwAlfzu1vxlX3Lb1xiZsvWX4GGic0ZqyNwcAxD8B4EeHNlAUa7hoTjaE0LA5y2y2aK6NbUqWIkMoSzPTwqyxhDdp/w0fYZLG9yBpnUdb1Zf0tVbBgef4dzgofvwWOKtJ5bm4UYdjxIO9+EWR+oEGQcQCsGWgEZmETIu0OMBIjgQCqkLttf3LO5WiH1PuI2QjFCpx7UtzduXmGFKPOrptxv2k5TYBE6LA6r1lpCXTOUJSVfge8gKzf7tFW4TodqYR0+gMpJm0JDlEX0r0DpBNA39oEbOAAAgAElEQVRJ0VGba+zJmp0vicQzdrZAbxNacYwYpIy7PaYMpJFhen7E39/X2L6iGvTMh1OexweY2yuiDO7/6x1uWLDT0N5dczgaUr9akqY1rrqnV5bo+Zw2NoSm58vwd3x28ueo/ZBvsp7NtkJ2JdG5Zbat8atr7PYN5uQRefYTXC9hqFC7QHd/jds46vevGN18xqfH/y97bw5rW5anef3WsOd95nPu+O4b40VkZFZlVlc3VS1VC1BLLeGgdjAQEgbg46LyMGlhIAwEBg5e4eIxCSRAQFHQWUN2DjG86b47n3nPew0YNzIyIiOyIqOK7CrU72eds86w99G92mt/a/3/3zdjf/caxy29V6i5ZfqkxAwHmJ0hSDzpgznBJCYXEKuU9sJge01jYsS4pz9uuOqWhDkM6gSuGuaPTqjvPMvLG9SHgu55TxuFDOMhUo+obqC6hr7s0DJB3m6JjcbXLUb+jF2sSfQcv4oJAoPOQ1xb4HRJvZixt4YiboiPYoJphGkcu43l9A8eUBtHOBgQXm5wVxeYTy/xeIIsoPzZW6LnT+kWI8o3L2Fb0xZ7lAR9esBmGjBKMiaXFjfUtHXJ/PAUeV6AEwSiJEgTXHufyxweTWlnM+zKIBFMj2GzesM0OkPXGYPJ9zGHJSqZY1YHmJ9eYrcV+fF3sWYDvqOrUppXHrdu8MOS6rJHbD2BiWjfVvh9SrR4H+yO1XLGvrVYCZc/9rzc73j6vTFhB2rocF1EvV4RTA11+xZ3VyL7Gj0eEh5NUJOYdbNmdATby4baGmIlmDw5Jqhb2qsdepaSPljg6i3iwxgjYlTwAH3cIgaO6OABtyrB//hTRkcLnHfYoqLqrhinz+nuWnSu6e5W2FVPeJiglgXtZUkyGtOUPVkouEhrAlMTxmDzmKbt2M8Dhk2FERXRwZxuWYJ06FlOb8Z0XY9rPdV5S3Jq0CNH1zvql6+x5Rpptkzmc26lAh+zmC9IfnQNS0sYhqAzEGN61ZIlsB1m+NuOwFuOTlL2n1wRD1LiwlL0Pak3yL6nvWsozR4ZXDN97/vYTOOPDXaqUFVPYBQBCrVQqNJjlCD+3g/ouyt0t0XKHrO7JZKPMWWP7J9Qbpck2RPa7mNk6HCFxrkUzBilLUEU4LKQ/GxM22ZkbUuQdLidJ10cIXYbhHCo0ZimHtLWBVkWUfc9zjhEqxAppDrCW4/rwDYOBPRrg4gFznjaa4dZeuLTZ0SnB9jNHXIeED86JTyc4R00Ly5o3yyx+xK0prvtcTaifjMjGAZMTjOuki22KzDVZxnx4Rj6DSoa0vkElEJPppi7W2SkkNIi84xgPkR+oSXo67IbVR4h0ghftQjn0WGPfi8kPBsQ5F9OxfDOU71qMfvPFkobiyks+fsCnXxz9dQ73vEvCu9E8Dve8RvA1hVuv//yoHOY/e7/ExFs6wq72dzH8uSDr91h/ssYZpphpulcx9rc8KIuSWTKJJgRya+K0l8mUAnB10Q5/WXIMCQ8OqG7eHu/IywEajxB/Ypz99ZTvWgx5f1EbvYOs7Pk7ydI/e1Ws6/7HR2O4/ApQkju2htSkfMkfsZBeC+CZZDem8B5y2DY0s1jdhuDUhHhsMeolzS7BmErSnNBkB2RDU4QFKjAYBNNzhRtWs6DDSu/w7oam1lW8gWDyQfsP+1Jh3NmUcJCC2wsCMKQLEgJ+cWNjA5SgtkHuK7AuQ4pA7x3+L5E6JQgP6a9WnL+0RU6CIj7lvauoFeaNO1xbYWMcnzdQarQwwnRMCWefgCm41EgqPuW4uqOOAxIvKZ9cYVWAq+h3Sri25I+iaHZIg9zDsIT4l2LP4wx/U8J3uwZHAzpRhFlJ0nskGZZ0bchOlog4keEuyX+boSJOmLn8CZC5TEdHdfVlie2x+z3JPOU4nrD4ihnlce4mz3DgcY2S4RosQrcnWJwmrAePiKMBmxljjU5d8U5wahhv73ElzsqL3m4SOm3NcK2mLhDBkdIm2FuBabbY5wlfTLHB4b2ukHVHj3wtG9fQ7XCHecIXTH57ffAKUgEItIkH77H+nbD8O8fUf6sRdSOzXdaKn2Nq/f4pmBtHA8PnlF+tKJOR/QfdJxvL4i8J3o0oDIhYZNgP2nvd+nDCeW6RGQQZh2is0SjIaW7I0oUQSyIpccua0zb4wNJ9v0pF5+U9EpiU0WsNSMXgQjoQon3gqAxBKOU/T9doaWncxIxiBBeQl2RMuLNvkCNc7Jxwo6au+uXzM7e52X7U/J4yLEdIhJDPGoo7ypctCB+8oDu9hasID6e0z9ccL5aoQdgbc0ndxW/8+QZw+WeQO7Z/eh/I3l4SpvMuX71E2IT0d6t2L3dMnt8RvHiFcPvP6BSPdmJRImQ8nyFLAym16QPp9iiwg4Tmh5urwucWuAa8Jt74671ynAcafj4jnhS0rx/zP7yz9ld7wiUJk9TkkFOMJP0zY6wG9FpmD6ICZsI1++I5keoMCZ5EGKKju62QDQW+2aNTAdE8wwXOOrVHdHpDO1zwoWlXVcM1YCi2hGeHFD98BoVGnw2xG5LfBSSjRZUywtc6EiCAVEG3rb4xBJtOlzZE51M8G1FIWvGiwCzq+lGe+RBhlQJxEN2f9aTPtA050vyJ2DX13R3NT4KGX5nyt3/c0XTLYn6Hc+fPECYEf2lRo3G2CcaoQMMMaZJqU2B3mw4mUyIvGOwNXTXlxz8/oTupqO5WKJSjbraYjroyg5vW8JpSB44bDQhjFrsZoP0Ep8/Zb1tSIaSLDNki0NUGKPPntFefgpC4O2EbplQX+xQ4zm2XFEWnmT6ATqW6NUh9St5n9F96BGVRU4SmicCf77GV4JyabDKo4cTdPqE5CjAKwUXNUGg6FrDcJDQ3fWEgWamc9IiJDkLqS/v+2y7O4MHklnA6v8s8AZ0GLL+X24ZfJgRJiEiGSCiKdXLDlO1NB9dYjZrhId+29EuK+LHMcHxGD3QpBchZ0+mLG2BCAZMZEJuOsDj/C3J6VPaKwujIXqYEM0dKnAInX2plUjmETL5aq+uUJL4yZT+psAWzb0B3iJHZV+NhbSlxRRfdor2BszOvhPB73jHF3gngt/xjv+fYcuC5tNP7kuqAHN7i39wRjBffMMnf+l7vOVN++LzvOK927G3W54k76N/Q/3JwXyBzHJ8U4EOUXn+Kw3J+r39XAB/fs61x+wt4eTXPz/nPf1n0VMtgkXwjIPgMVoo3ksefn58FaSEwwf0xSXK9hw+UCwenyCDAU13xZt1Q+MqCrcDApriLVGs6YS/dzWlpS5LdBaw3p3TtQVymtOYPdR7JnrEs7MnhOmY52HESlzhsyEKxWL8IXFdg7cgJDqZE6RzRPblv6l3BoTCNTXFzZIszDHXHSKbEg4NcrXCihThQ8hmyDwGe28gl9uYKMnpdcciHoH3DLsY9baj3Wyh73CdIz1KCXqFbDsmKsKEp2jbE3UrVNjg0xGb21fgDcNtxmLxD3i1EzSNpy3WuE7iLGy9ZNY+ofrolnrWMc4Dzo5jtID9+RVF3bDbrGlvbpl89+8incRfLzk7iZDDAdpvcdYgpGSvY+rOsinv2OsJt15xRMzV9g3ohk13hWs26Bwaa+mikHCUEhwNaLKamEM6s7/P2Y004cOIfXtDvb4gHCiS6QR2t4TKQLVFiRyDpdu+RdkFojM4O2CptvywveQwycme9eTThNviDW5V0e1KglFMfwxdECHfWPSDkD1X5DONbW5xhaMsCsrBALnuGb+34PJKIwJF08HowYDJoqdeFiTpnDifofZr2rUkyAboUQRj6PeKucnYXfakE4HM9mzvXnLywRHBOKG7rLAXIXY+IzgbUn/UQ6CpVhahPNn3BmADjo5PuXU7SpmwaTeMFjNEK6nenNPqgMnBc+T5R9S3lmDwe/S2wRLCwVNsYfDDCcvCUrc32GaFL2uyZIyvPdMHEbXMccHfIciPKD5yyNuMNrQMPnhOd32LWgzJ/9XfY33REWlPPIU4VbQrCWtLdJAjRkv8qaWQd0RJRtwtWL9u8LWiX/dEo5gEh71e0oVr1GTA5atLRtOQ+GiIRuCiFCcVfrUiFIf0Yo+LZ4T6kNEC+k7iyhC/b0Bq9n/2guThBNF4dBQhE+gvblDzEWE3Qt/2xO4G+Z33KDY9TdswenBM7Ab0i4ZoIiFUaBMQTgf4MCd8fErQe/qlwO06dBaQfWdAkYJyIXbfI6KQNElx+yvy771PV+a0q5ZKOnwsiI4lvixIjgX28jXN2yXOdogwRNEyeHzE1Y9+RLmskFnA+PSMphVUf17jG4/3LZwIZv8gZri8wZmSJO4IswF+eQPFDlEd0dzdkj97jLVD/MtzfBQRSoUMIqI+wJclvrYkcUBlej5969mvDBGOIAo5fXjC+K5Gh3tcrZDBgL4MaC4MzU1BfdkSnWQMZ08wriByA+Qqx1uNbdcEQ0v4eIqwAcFM0jVr6rql74FAkIiQAE84bJDKYuoIKQX5bUyVtHjtefb+IcoIxFoSzQP0QDIY3Md6uVwRLhTdyuBqjxDgnECmGe1Kkf29U6R0FD8qEHGE9TVmX9BvDEJEuMbiOwNe0Nz0RAchQgpGdcpAxzhjwHRfmIQMwVSjMg3Co8L084VcGaf0V/v7NpZhTHg8vDca9J5uZejX93nC4VQTTgKih9/s0fI1G8nveMc7voZ3Ivgd7/gNIOMEORh8Xg59PyjRg79+r7VZrT4XwAB4T39zjZ5M752Af01KW3wugH9O7WsKu2Osp3/t8/xVqCSB5Jt3kf1XIw/vx+23m+KlEIxVyq2535k3OEAwV8OvCPAgnSOChM5sECok0RlKauy6RwK1rQikJBQCYxyShsL2RHpCfjpAfnqN9zlKK1QUYlWJsPLeOds58m7P7NETZDxn5ua0tkZZQFlEKAkQGBPgVfq1v+XnEWa+79E6o/rRjnbVIJVkcHZE8nDO9s0tHSEVczo/YKo80rbEYc7jaMbarOh8Sy5z8lnEfnKB3Yc4qwmnCWjIRoLq5i0iO8XeVYTTZ/hQ0JV3dI3GcQCix5icbGkwxYbGh0h9H/+EgdzktOcFfRNwNA/YmbfY61usEozijMH4ELdZI5Sgvj1HP36ANJp04Iki6N5s751ckwmmqREHClUqhtMTtFYU/ZqBTljpgv1uzSDJyGPFwTBj0FWI/ICrpCK2FnslicQTwvkO4pbCv4UiQWUWn9aU/VuGyQgVrAnnc/RkiCxL6A06F6h0iDUJ169ecPxkwXB7jbncUyyh6j5BRyNU2SEPImpamtQTD8APoTcO/IowFXjX4/oG40uiZIJYtpwsYrp8hI9SKvEpW1Ex+eAEcoF59Yr+Dlx7xO7lBu06sn/wjMv/+Zr4UcbJw4TrF5dkfcL0ZIaQ1xQ3NT46wJQa93aHn51h3pSIrsU2jvhsQFF4wpFBlQeMxzGojroKCE3ObrfEeYOvOjrjGeQH+Lghm04o3u5Q1kOgSZ9kyGSDuRKcJk+oeg25JTGK/mZJu64hHDKYPqG5zugub/AVIDVNb1EPRtyahPKqoVlusVWJ5YCj6pbjHxxRDtfIrKVhgwg0ThSU2z3ZyYRilWKsQEYBMo/Ico9oFdZ1WNVTlhtUJmnJMa0h6AXJ1JBlAlfeMh7O2V3/GGMSTLygFpo2Sglyh/zppyA9ZlVD0SHmEjmbE0wyhPKocYSULcM6pHjVsb82xOMcPQpQbUoTBNTXPbYRBMMpqz/ekrynoE1QQqOzgm5Z4m3IZD+nGXnaXUswTAmsZ1KmCFrKSlC9vkMrIIrYX26ZjBMwLdFRyN0P1/iuRwQK3/Y01yvG3/seyeKQRAviD5/hhgnBosfNBriuBylI/6WI/eWPGCYh/b7H7W4JjnoYSIJeIOS90aStNwgTo9McVxfIziMjgVAe10X4qMVJx/Uy4+M/fwXWEaQhhwcRL//siu8+GxLlMb5pMaWn3dy33/w8r7Y596ThBLdLqFcWvWhIn2oWk5D2YovoRgS5Q5R7JiIkSgaUgUEjSfIQqmv6tw4bK7qtIjg8I48TkiYkUJJgdO/obFKHKQ1CKPL3E0xhkXGHF/wiSkgKnDFIKRGBvG9/cZJ+WcFkh+9r1CjHFQ3dukMqhR5neDFAaoVrHCpTiECgwiGu3X3xoo1rFhQ/afHWoxJJciqQn/X76kmKnqR457/Ur9vdGao33eeKtt9avINo9s237TpT6FR+aRFZqPuYpXe84x2/4J0Ifsc7fgMIIYgePKQPr+6NsaKYYHHwpVLo0hbUriYQmlwNUb+G0zHcG279Mt4YvLXfSgQ7vl5lul+lPv85E+QSGd5nJ/4coUEPvv1EfhSM6Jxl72oEgpFKWYRfXZDoTMG+f3HvQu1AmYhh9JQkHjEPbqA19NUKKQSPhg+4Voqh8DyMM7L+U9zTCCtTUn1K2bzGbyuCOMfFA4w+4e1wgROKhfeETmGKJRfdG/b9GicTAvOIxE5ozIosDnhwMCeOvlruppIU0UTYXYuKFcmJp61f4gdDBn9wxsVrWC9bRm96gkcxs8MhajhCS0nyBYFtmi3xWYgaHpDqCd1+i2+3+H5NdvCIet0TDc8wZYJOBdWuoyoU+XBIHSxJ0jH71SWH+YzOekwYkAxztNZM2hiXCaTuiKsXtNUlpXSIVJFow2APPhjgHg5xkcPF913RMrwvTVRP36e9vEUomJ8es1U7wvCAuh4yzAcEruRoFFK7MXelRyaSw3hA7gpWvEL3KQfxc5pmyna1Ybw+RacLgsEtYlMgR6AXAdauYNniowEqzABF9acvSb97RjhagEkIgillWaIDTbYv2V9fkpUx/aZETASGPXo6QnaefBwyznKyHxzQrFqmBxnXF6/Rg4wACKqQsHVEM019XpPOB9glOGqS+YQqjChTR18tmZ6cohvN8n/fYfcdah7hkfhWUm4dybDgwRNBFHqyQ8Pbl69Q4yFZqqHtIEm4+Fgx/uB9Yllhe4uJIrYXHUm3IpyfISXQV6TxgGYsqLYdQZqSkZHvU+zbjuy9p7je4/sdZtPguhvCfYCJYRzMuProliSSRENNqj2HJzNYvaDfvMI3BUH6mGQ2or3Zg5J0XU3+/Jjm5R3u/IYgUuhxym5ZMBw69OacaChodxXd/gI9zIjmQ6pM0t2+5uS3foe2TGnXHtY9xds9vio5+f6CuruidD05jxF+he0bVNSTpA+wK4Hbb8Dd4IqeVk158/EtXekZPX6IvS6ZTWdETY3OExAGAo3oPcUff4yaDSAVRI9mtNdr0idHzLsQcaUZuCF92ZEeZmz+ZE00CWiuQeY59WXB4NmM7s2acCEJH4+RYUT7Z2se/+6COkqJ0gGpS3FvO1yQousN1NcY4RG1Rmee+nrP+FEKrkUGHmflvSDLAqxrIdCEP/iQkRxS/GxJsCoJRiHR7w5oLypkJNDxlm7V0G4LlAK3rrExJAfH+OkIYwryp0OKnyyJFzOITgjSt8jQ0u969GSOd5ow7yj3ivWyxvcO7xym7tjfOPIY+t7h6g6VRthW4I1B0KOSkGCa0q40rlOUXYsYV1i95c35S44Wzzh8NMMXV5hXawBkNiBsNMFwhq080hb0uz0+SlHe0b6t8eYSMXoCHto7g0olSklUKtF5hLP3Gbwi6+mzG0zfEp7NkS8F3t4vlrr9Hn0a0b1dovIBqBzfl4DA2ZjwySnBiQQL1ozo9xEqFIhQ3Ds4DxRCLfDOYqs7PB7cAf1tAuJ+HjOFo3rdMvhO8iXR+8XH3nvam/7LW7oeumX/a4lgIQXpo4jmuqPfOXQiiA6Dd6XQ73jHL/FOBL/jHb8hZBgSPXgIDx5+5bXb7pqr/gL/mRAdyiFn8ZNfKyZJDQe43fZLYzLPkeFXxdJfRiozAhHS+1+IaoUmVdm3+p7fFDKUpI9Dmose2zhUJIlPAlT0i/4pW7T43iLj4Gv7qH5OKAPeSw6pbQdCkMivf2/dX30hhgmsb6n7G/LojDwI6JtrKlMRhTlKtAz7SxaDYwZii9EB582nCHdH4BMGwRh/uACRsW8sF2aN0i1VpfAsmLQ33PXXbLtbQFDvPEv/ijZ4RdSN8DXsWPPbD94nEF8+XxEEyHTAYJwgpg3V8iXWaTavWyK1h+iU3ktaL7H5jOhsiG1r2utbzLa8z55dzDFxQJsbwlDj7jyR8pBpSE4oGod5EFBcO4LG4G4joiffo1te0dmQ4bMT5GLG9mZF62E8SvHCs6kqhnmIihJMoIkGLd3mknD9lnw2JMoz2k9+ShfMccsc18LwH/4udpEROIW7/XPaYo0eLYieZ7Src0x/zTAY0mUP2FY1VBBmJ8RuyXfFmCz6bVRfYbaf0ocZKpqQyiG+bhn0AWEuyKIlditxOkJMhugHln21R+uUcKzx7YT0Bw9oPvkp8eEJYXKGOTf4poEHFWLUkCdAuSZOY+zWUK2WLMZzVmpLnziG6YiTyUPSc4OzW7KTIR9Mn5EOBFW/R9IxUg+Qf97gdUH2niL7rkRtBftPDQ0lctizuv0Y03n2ecXZ6Cn5AtyTFPF+glUd/aTCVQYlBLv1DYHWyPkEaSMimWGWkihKiE8GLEKJkA7jYna3O7yqiOeWIBA4tyV8P6fdOYKtZu02hEISuQNOwiPsiwId5vSXPfXLK8RhRh2sGAhF83JF+OyIw3mAaBXrjWcgEpKuwH38Q+rra/R8hGlvsUVHfvoD7IM53aZBjhLCQGLXa/pNgbMGJ1ekx49Q2QghC6offwRjDVT0vcLf9KTfeUZve3TvabcejCEceYLTgPpVw9Wnd0yOVpyefsD1W0U4esTguGUxCGj/7Aa5b5Dxnv7OMPmd3+bFq56QBpTCuho3t7SjnOnBEaJtqS9L9MMp2zdbGKUEWYR3JeWP7wifHeF9SvPjLUJ5uk8lHsfk+xkqDghGEe2ygUThzRCSEBv2iCTCm572bkt0kpOyJiWg+WeOsnJI6wgWBnPXwT7FmAYdaWQsiIaevnAIZ8h/65DyT19j6xbjNPF3DmhSBTvBT//HvyBOE5qVJZGa0fdmKFVjbyrkXBCrAGoDkSI9mRKkIWIQ02wqKDq88Ax+5wSqMX7fE86H9HKPzCV2dUU8hvYupwzHJAhA4J3DdRajBdE4JjIes29QaYjLIzqd05QV4TRBnxuc9eiFJjwMcAeS3eYcKUNud1eMHhwhrkpsOkbRQ1sj85xgoXGtxuw29wZaKLwDGUn6ZUE0MbjCgnAEiURYjyfAm3s12fc1tXxJl5V0d4a62zD6l59gLzV22yPUALe8oXhRkjzP0CfQ7yV4i8xTbFURHWQ0bywgiOYReiLJHkeE0+CzEmdBNDjBZwfgPc21u19M+QK28djKovNfPd+7rwYpfKsqKJVIsscx3vtf2XL0jnf8i87fiAgWQvzHwL/OfeHcJ8C/473ffPbaHwL/HmCBf997/99+Nv6vAf8poID/0nv/H302/gT4I2AG/N/Av+29/+pW2Tve8beEzrXc9JefC2CAnduxMxsmwfwbPx9M57imxa5X4D0yzQiPT7/1eYQy5Cx8xHV/QeMaQhFxGB4Ty29nePXX4Zt2r4OBRr+v8L1HBOLzydw7T/d2jbkrwd1HD4UnY4KDvzw2KVG/eqHAe0fvq6+Md/2Grgvo9pckySFaOmpTUO3fMtLPiOUIR00TZfgmRAqBcQ3SK4J4yMakbM0OnKQzFZv2ghs9ZGh7dmZzfxApsU5zK17T4hkEFVIHiMaw7Q6ZR1/9vwjnGcnTE/rdj4jTjLaziEHEvrF4eUecPSDOIcwinLPs//Sc8ic3WBQ2C3APW3aHQ3oTk/meaVfiNlv8KMcOQ855dW9GloQgFMf9I5pPQqL3n9MGjvI4YYmljbboqqVd3yG9Yxw6bi8+ocpOeXSUExmQwQRv74jGGrO6QaQROhlh+gzpwQvo0y32+i3hYIxCgTf020s0I/JYsHSWT+7e0qqUpNpwJ2ICNeew2fI0fkCpNhTdHonCdBW93SJFzUDXlPu32CKnawT4gOS7AVcvz2lXG+h7jk8+hAq6ckMw+S5NntA2lnQU0L04p5vtqXZ3BA8O6Hoodlekg0PENoLLPU+fP6WJFGmfwifXtDuQTmC6nt1tivA5uUwZjXJU9Qn6+RSfaOrimtvLG4JxQv53Z6z3t+zuPkV0IOIQHQQ0dkssW+SDAauXPyM/PCMWYOMeoXIGgznRkWZjtoyfHJMPHuK3EXZZUfxPLwgGKRUGpgIVaKTTyH4JUUA6HbI/PyeaHjK2EQfpIeFigLiJ6f94hx4fIqyhbix269BjTToeI/ZbwoEkUvc7xeqy4slJjNtuCEaW4qcXCK2xq4rgYES/2eMOtshbSxxpollCV24RWUb6VEAvqdcV0SQliBxqOoPxBcE4o2qhuFuhogRtUsJQ0L4MqPc9xVVFfKhQRYeaHOF2tySzhHnQE89ymkwzCDTdH3+EbBQ6C7G9wrcV7asl/lYSRgqT9xR5i/E9prhjcGBIRlP2x2OyWlErQ/RshhGOYN0RTQ/g4CHVLqZLHRhHFkv6wmM7hYgjTOlQWYjta4TrcDVEQ4lUkvp8Sfb+DL/+GbsXt3ij0CfPsPWCngXBGdB1iF4TqhipFMJ1pGc9zZs1Kh2jpguyv5fgiwo9THFnOavlluBKESYRRktqaYhtgC07opMYM5WogxS/2hJtG1CaZmcIozmYGNluKF/vEN6SHM9QY7Dhht3uY3Y0lLdXpJMBJ7NDIqmpLzqCXvHsw4e8fX2LbSBb5Dx5LOGTazga02OpQo9ZBFSfOO5Wd+RRzPQ0wC0qLl/9CLt3ZM8WSGEQYUjpUjZvC0zboyPN/EFGZrbEj8eofED5s5r2T/YgHDLRRDON8/cO0OHEER8qujeX4B3RsyOcz8CDVTv6pqZfWrAglKU0L5g8O8W8ral+fIm3CjVO6K5X6IOQ+DjG7HtkJAnnCW7ToB8NwUcILZBJQzDIkMGXhWH4vC4AACAASURBVObPW1eE+prb0c+inX4VQgiimaK5+rJ4Dqff/pb9nQB+xzt+NX9TO8H/PfCH3nsjhPgnwB8C/4EQ4rvAvwl8DzgB/gchxPuffeY/A/4RcA78X0KI/8Z7/8+AfwL8J977PxJC/BfcC+j//J/z73nHO35tOtdh+eoyb+t+vbUboRTx2UPc4gDvHDJJ/soTXa6HZGpA73u00Ejx7eOH/iqY3Y7++grfNIgsJTw6RqVfvwMtxH252Rex+wZzW/yiXMx6uostahgj41+9I/yXIYQkkBmt3Xw+5kyH7Dx9f43vG8y6ApuSRnN0bojlkCx6AlJQydfEwzOsqcE6nI3Z1htMldJtfx5/JGnHLS6xCBkQyojWluA9OpGsiiWJGtOZDuMafNzTUX/lXL3z0BYEmcS5EEdIOoM6C2jeFES5Ix1oxvOA4UzTXOwof3xNbxVra+/Npl4Y7m52tIOAsVfsTMTidERPx85eUBdrVKBxXYkpBdthzqwf091YgrOQRkHRWabTA6LqBeevPqGzLVkSczAYY/cl+22F6DxqlJMsjvHBDlu1iHAC8oCuKJCTiPXuE9w+IRAXVOUVo9FvIcuevihxXYvbbOkOTwjahjSfotoAUy65DY6YmARtDeOHD0nCmq64RuoZO7NGqRCChkyG1IVntzOkSUjYRgzEY4J4icCx/NMN0XxOeJDxaW2pLu8ID0YEdceT339A7T7CdZp21eL7AenwCJxlePoE3QDbgEhIRK4wRYuRDXE2Y7muuJN3WGsI4oCyrHn63vcRtaVVN/TbgGa9xOoSkRhkAPlogZYLjJ+g6oBsNmDwr/RsX74mzRJub14wP3uO6jR6kJNNjjF5BXd7mpuKymjM7Z7wusGuO+xNR/gspropmPzOGSrq8Rxg+yv89hViUxBFkihvsDdvcecBOj0mPpvRfVxgUk8/UISxRnY1xW5FrIYoqzCbEjEUbD9dEeVHCBmSDiReanSWIHqHCgLkTBJMQvpmRfpwihkrmmbD4PGe9bbBWcH8+Sl5FLHxiigKYTxmb0qsGxLNImQ4wtkh9ZuYUBiCkUS3mubVmmgC9Scdh3/wmGCwZ5NApyT24gJmcyKdomPwqgWrkWcf0PaO8QJuK5DjiG3r6RwcPT+gqN/QLzSrZY1Xmkb17PY7kvGAeTbFxGOW14rmqsSsDekwoB9pkJLqoiZIPNVVy+iDhPpFiQ96+psdox9kaN+gP5ziNq9pP/4I1yhEGtPfXiHSmGA2xexT+v2a+GiC0Am4muhEIcZ7RAeb8yWD8RF9sUPokCDTXF28RvmIsB9gu/tdcpkFyNKCcZRPFTdVj9U7JosTcpcge0MkUrpXCepBhmw80XyCW/UUf7Jl+PfHhI807VIRBzkqOUFri+k2tC//gkgfo6pDcjPig7NTvPAcn2hS0+COR3jrqc/XFBNPe7EiyDP0OKCoWsZC45btvbNzL9FqQBYH6HzI9jbCGHdfIpyknF8r5o8eodqQ8G4FNkJIhVmVuD4iWGQkJ2dgFUobzO0Fbr3ClhYhW/TpAdHpES5y2P195N3n11LvsVWH3fTo+DPPBR1gC4nZCbIPE+yiAdcgXISrFDqQQH//BS3YbY1Kv36BNRhp2luDa39xzHCqvrE0OToM8Q66lQUB0VwRzf9qc9s73vGOr+dvRAR77/+7Lzz9P4B/47PH/xj4I+99C7wQQnwM/N5nr33svf8UQAjxR8A/FkL8GPiHwL/12Xv+K+A/5J0IfsffYiIZEQj9uWPxz4nVN0cTfRH5Nfm6fxWEEITi25VSw7279MasKO2eQISM9Yzk14hNck1N++rF5+ZefrulbVuS5x8g9K93SXL1L/VLwb3wbPq/sggGSIMjjKuxvgVAGkfkM6QU0B1TrV9R1j0GSZIFHM8Pker+nDOVswkSIKK57XHOEaU5QWnxPYgAnHGoKmC+CAn1mLk5oDJ7rO8RUU/ej0jkkNbdZ1nK2CCRdLbnerVmUxVEkeYgSgi2NeFAoSYH1DcNrqkYRIbgSUg4OUVEmvHhgCRV7F5avHHUKJz3EIVcvywJno8prSPSjrZqGA1jlDT0do9TPSpK6doSFzpKf818fsZ0MUANA4g1PZ64Lilu73BSg+vp6p58dwt6St8qcB6/iwiSU+T0hDB5RnvuWP/JNaazBLMEL2LcUhIOJXKk6MI9STUA39/nS9sA0zt0lGELh9tX4ENUYvGpoN/eYD7WBA/HePOCjJgsfoIanOCrNWIcUzchLHJuAsf5q47cj5C3Bb4pMGVJP5vTZzldXxM9mGKbnrqz3AWQLA393b3DbiUE4/EZySKEG0NrevbtjqiCfF2ihgNM10I+Yv32NYxipDD05RJThKzvhuTsaNoO0xSkC01v9igzYyqe0nSCsgiodhusW9L/5I6npzO6uxeQJhwEC/av36KNYvj8Af2rimgQ0RoF8YTip0uC4H6hRA5C6EEhGc1mhF1EZxXCQjx6SFvcMJie0by5wHcKKzLyh1P6nSXUHlu22FhhAk08HSCzhr4GJ1smD6e4qsGUe6Jpijwasv2La2Q+IPvwOe7qBtd3mHWDSmLsbUP2XOGHHVuXYLM17eUdGAFe0Lkalf0dqh9uWFYBuRoQ9jlN39L5IVE2o3sTsfmnKyaHmuGTnH4BpdPIsCVLHXnY8IlIubuoIHPk7z8g8QlJHeKbNS4ccXUl2P9wT/LelNmx4sHCcb25I18o7BSuqp8QxnMGYY5Viiq2ZI/mtNs9ZlXQZgvsMKPcOYZnMXvbEB6n3JU982lAEvaYpiV55HF+Q/6whSTAdzs8oEioL1/gyjXI4F6QtQalBN43ON8jTEB89JC+vkEN9/i+Qo0P2e3/gjrIcaMJjRzQLGtUCM4bpKtpdcPwwRH6sgDr0R0QCHgS8+nlR6AVtgzZrJccLw4Y/gW4uiH5YEz5co/b9HT9niAMSZ7OkWlHkzTYHKQPmSRTfCrZvPoz0l7ir37C4iEYEaImKfJyj/zhnqpXqOMZrrH3TsxFw37X0F5U2LMx0jWgawJtefqdRxT7HjYVTtWEqyGhltQfnNHtai4+qfFKoBYZ3U9r5qkll4L0g/fobnZ479CHC9AJOihxmx1ut0UPJTISqNgjxYpwuqBtUtobQ7+36Ozec0LrGCVHdMWe5tUW76L7KKhHc7wYoqNDwsEUZzt8r/Hh6r766At4+6t9NFQsyZ5FdEuD7zx6oAi+Id3Ae49QkJ5FxMf3x/q2sYDveMc7vpm/DT3B/y7wX3/2+JR7Ufxzzj8bA3jzS+O/z30J9Mb7z9XEF9//jnf8rSSQIUfBKRfdORaLQDBWU4bq22X9/k1z3b3lztx+/nxjVzyJn39jObUtii+7WwO+abBl8WvnHcvoay5d8j7L9a9DoDImyQf09t412/UbXLfCm5x2LWijx3hzh1YhpCesNnOSqSMKJWM9pbYVt5tbfA9ZlDFpHrJqXvAwSlkph1KaZ+lDFjJChYrp8APCaMbO76mlJ0sOeV28RqqaJAk4To9IZcanL+94eX3Dzzcw6txwhscut/TKotMJXjTowDKeTpE6IppOiIcjAFSWoIY5btciBGihSbxER5oAj/EWN5L3mdNdwzAe05222NLSuR4vLfMsJTy1dFnJxMZkQcBNucVtLqDbopzFCUksJKYoCQ80qU7p3l5j13vCO03UDQnOTmnMEhlFpPME/WzA5dWKRAqYjpHS4g0IF6PzBWbdQpqQR5K7IKe2HUntCYMxWeMQ7R5nevzO4LaaMH6GCAQyHeJsg9MhRbWjHkx5eVURSouMM372ScHj0wmjyKAfh0RTRT1waMAHLUGaIqXAVi3Z9Ij6zUfItscPLauiYJE95/zTn9CbHi936I0kms0QtUcQ4jX34i8WUDSI3uNaA31Nc3uBfnhItd3T3u3Jzx6y+6gii4e024DdVcl4PsbFln61pWklSX5KUb2CICOLZ3gb076WtDuDPMsJn2bstg0ITxDEmO6+JF9nGoqGflXijUdF4APYfdSQHR3gncA3ElP1tE1FMMjQkxF6NGAQjXHSsAvBziK2aYXNZ2QywIoG0bYMR2e47yzYXuxJnh3Qt4Zo+BC1UKBb6BWizil/+IbkB49pDxMQlt1ekk/H1KsSehCDMd1+S9JX9Oc9XVoSzM7Ij07oXYDZdpimY3QaEeae9e0daqgYf1cQLmIGbcKVj7gsoFqBv7Lo05YLW/JekCNtymqrKZc1+mBIiGH5v54zfD6kT1+xP+8RNwlm7CjcW47nz9lZh5QVLTVZGjJ/9AHt3YirH6+56hTFvGfyMGO/74mzgGAgMecFwrfY2ENnUPv/l703+ZUty/K0vt2d3nqz277en4dHZBNRlRkJpaKkQgIkBvwFTGBUQoIxDGpKTRkxKglmoBKzYlASAsEACUFSSSojM5qMxv35625j1661p98Ng/vC/XmER4ZHVEUkZN5PMl3ZttPsratz9l57rfVbt5jjHOKAXFmsqpDZAN9tCb1HZQaiFJwnOhvRoRHRlualJXv6AGILbYtVOxwt273HUpPGktEfHtN9vMG3ntlkxvpEsZsEpn90TvPpnkGaMHmacxGv8DS4jcKWNXJsWEvHYDaDVlBuOqIswl0F4kmO2/YwDnR1iVeKdPxN+htHuV8RhQzjR0hdIU8GuMM1UUhIBprmtoZRQf1xhyxLfGWxUhE9jyli2Pd7JlmgLC9pf6KIRgoVDEezCXYwI9YRNDE3lweK5zPeNBly0SG1RBcpvmtZV5biRIBviY7H+CYQzXPis5T+dUuzvPPQCgQqkUTHGUJ22E2PXScU8UM2mzf0a0e2yMnUQ8LeY0YJ3fSY9uJOCCt0kuSkoHpxJ2KlTUrfW1wv8YcOlcm7EGghUMO/ekNapwr94JeLUgXv6ZfX2NXqLjpoNsMcHSPkbydC6557/rbxGzOChRD/C3DyJT/94xDCP393zD8GLPDf/ab68TN9+kfAPwJ49OjnxYruuee3xcTMyVRB7SsMEZnK/3+Vu9P4mrW9/UJbH3p2dksS/TJv8C8Y568wfjVKUJMMt64+O1cfD1Dpr+7R/inBB9y+IfQOneWoLKI3lq6+JbhAa1M2NxKTTtBmRHcwiFawbxwGj9/WHPkJRT+giRxxm+KqgNsqisGOx1NDwoCkGRBFd4saaRKG5gFDoPUtH4sf8jx6hsMhkWQiJTQxr6/f8F4EH77suH27wTa3aB8jbEX0eIDzgrCSCL0myo4+O95MI9KvPWHw6hqulygqBk9zLuwFwy4hyqdILVDzgA4jjtyArtqzZslwlpKnM06GC7b+Y5xrKcbfwNojTv2ObZ7hkpSFtGgBrq0ZnJ2SqAn2hxf4XiOmGb13pCZGVBXJB18jTE7p2kC97jCywwmByE+RdoVsNeXtFSJERNMxm65Bh4iTNOWt1JjBkPFaMr/e0MUHpLaIpKZZvSD0DSIe0j8Y8KqtGA2PiY8H7N+0qKGmriOieEy8qKi1YzxrUaGm73bs95cMRl+n7yMGqabvL1C7Lewk048eUZYV46OUYM9w+5aZi1Eqw6qCXbnm0HdMn53T2TlmPOb0g4xdtaWVnsNhRTIdQrVH9YqIgOw8IJF1ToRB9oqoixnWGm48k69PaRNH+2pLcTxlODXYLoCe0lzAbl+SyIjdm5os1ww/SiE9pfrhAf21MdWPd0TSkUYaNYwwx47q40/Qsxg9H9OUAg6CoGYgDySLjGAX9Fd3z3MyHSHqjjgINquASgeI+Ib12yXaBzJpsG1GkgV8MqGpLcVzTVYEmr/IkMmc9idL3P6WvmnJXEcsBblsOUhLc9CQn1H3PWMt8Tc17c2OtJD4zoFdkcQpV1fXDGVKYjV5YtjdtGTHMXoU040atocDXk24WNYsK4nREUezQOEUw9wgPDQuZyNAP47pX71CNgKpHd55BsURt91LQlMxKU5AJ0wag5qP2EUOq4bIOpCuPM2hJbaOIjV0ZcONV8yOc/reIwx0uwaCIysE7asVym5wTYmTkH3tIcEohEpIHj5HZyl2twYTET/9AP3sIWhLYwPmaYHbNWQIQhTY8xKfjgjrGrTidlNjTU2S5mSiQtcHhtsxn7SSpquYnsT0iabf3RAi8KXDHSxub0HE6KmiuWixq4b03OAGEfnvpoiwwz/I0dMJIpGEQ8n1Dz4heEs8KTDZiHTxb6LiGuwKV7VoMUIWBcmHBe2tBxwYgy1bRKJx1w7ONKPRiEjWZDLGj8DMDXqkkf2GYvQcOvAppJmHusMTkwxi0lyQZBKPoi87+nqNKw8IqTCjBcn5ETKSiAcjfFPRHHaIWKOmC7rKI02GXfb0b9dIIZkNn9HVgnChMc9TVLpHzzOCM+h3aTlqcBdR5No7ESvXBaqXHSIa4MKO/qYjOYtIHo7Qw68QAdV52mVPv3HIWBAfGczwi0vwfrWkf/vm8+8XbwFBdPJlS+l77rnnX5XfmBEcQvh3/6rfhRD/MfAfAP9O+DxB4w3w8L3DHrxr4xe0r4CxEEK/8wa/f/yX9emfAv8U4Nvf/vZ9PfF7/lqJZUIs//WENP+28cF9aYkl9zMh3l+GGg4RUUzo2s/aZF7claT4snvZQL+x9Ft3tzteSPRAEz+Z4qYZoXOI1KCK+NceT7Ce5tUtbtsRAkjliU5H6NkE11cgDpg0QihNYITrI6QW+FiiOkvzckNo3+WIlZ4kGxKEQCeCdJPjrlMyEyEiQfI4+kI5jJ8Sy5hH8VNW/TW1rynUgJlZUG0E7r3wu0gr+uWBPpYYEaM9dKsDYWfoTY/sJFJFhLAFhvQ7S/vW4ipDMlwQneV0ecPMOfrXMaJrGAvJ0WxO+/oFTVMTbj0P8gWz+YDG7YlbReuuEJUk9zFO7yltIFwEsl0gCQ+R4QJ/WCLnx0g/YffjLRwc7fUWOagZ//2PcLojjhP0bEj9OoPaoXIoTjLccI2RLR3HXIqEXdwQ1yVHznK92mGqlFRHPPAx2hnS6wZ5a5HnCqErnL3BuxIvLPuuQ22vaYqM3f418+QR/WjO7qpmvzzQv91y9rCgOOoZmRQTGVx1YJIMcfuSZC/xm9ckhWY0nyLbEqc6RmcfcLjwZHnMdrtGOUf98Q1CSaZPZ3RkvFlF0Gqa1zUm6UgjRZqPGf7DBdJZko9vqW82KD9iED1AFI5En7O72kHsyCcjmusaU0jUdkv5YsvoOKWv94iQMnz+lPq1ZrO/IkIhakvrW7pLSf4oohs4duMh7due0YM5fd8hh4HB8MD2u9+l2zTEweNES/pwyO77htHvPqTefIrKcroXK3SqaUtP+cOa8deP6JcdA6NwyYj07BnlKQjbYjtBHW5Ik4jJxOBkj12taENK0A3txQ3etchMk390Sh91bL5zRTcVHD8+x1pJs/TMZhFpHOiuVwyPCwrj0KMh7bamOVwRJw6zrqler4lmExhqQugYjDM+eXHF7WVFP6h59OgRKwGy6Rn3jmrdktaGm8uOYAxBZ2w/fU1+kmCOE1xVISPoQ8c0O6I4GpIshvj9miK7Jj3UzF3A40n0lO3/9ZbscaA7HTIaJlStoe8E01GML3u232lIkpxEdNirW5JYEJ0vaDdLTJZBL/CpRp2dYFcWeT4l/z1Qwwg5nNKmaz7e7thfbrCHLdrDs7Nj5ukYYwbUfWB4POZ2aSgry2IwoLq4ZTDaYUVPr0fY792QLhKatCfsKtYvLvng26f4mx1yOGYyKjBxyyzskYtA22twFUY09Lsr0rMR3ZWier2683DKhEye0ndvSRjjfmBorw/AgeQkJ3swJzobo7Ip7YsSDh5MjTt4zCLH1Y4oNRRKEx8PCPKGxpXETwxMDFXpkHuP0I7EKEJdMtANoTA8jFM2Lx2mhbgP9IUiTcFXNRBAC8TEEkQHaGRsSL/xADkQdDc91Sd3Xl1kTr/ZkRwZ/KGBQ0f6bIwXmvRBhN8k9G8aZCyQyZ3HViaaIBTcRevTXvbgIaBQswkKj1oYzOKrzeHV645+facF4pqAPbQUzwW6+NxDbG9vf+48u17dG8H33PMb4q9LHfrfB/5z4B+G8AU51v8R+O+FEP8Vd8JYHwJ/zJ3r6MN3StBvuBPP+g9DCEEI8b9xl1P8z4D/CPjnv72R3HPP304SmZGKlOq9x1cgyNXnhmznLXvfADCQCdE7tUwZRcRPn9HfXOPrGlUMMPPFl4Z8BR+oXrY0bzuai57gIZprooUmfxQTjbOfO+fXoV9XNK86uhsLBFShCaJCjVKS8WNcXzE3nkpZqq1HRYLoxBBSQVTWuLIk+A6ERCUJtjogZhHuEIhmingRo4t3NSuzz1+7B7unsXuk68l8RBwVPEqefaFvMvOMoiHr7q5mppACnEcPJX2kUb1Ck9LVB1zb4cnQJsPZFttYqk87fBeQkcTVFvtqQ/zYEUUlR48ttvckgwpxccuAAc4XuHqPtJJoNAZlEKMYvaupNyuknlPXHnddEWUat1oTvMYMH5M8niGTAbvXDbtUM3w0JRrHIAVN35EIicwyBicF5bda9st3pVKG55zMT/HNipebG2pbUhuL1ZqLOGNyNKQxDW9uLtnfrjF6xIfnzzkaLDDTnm77hvb6Eq88YRizDyVx+Ypo9Lt01lOqJel8SrhoKI5ygvVYG8hiTygtyfgEug5ZGfrLCpV7Ou9R+z1dFlMvlvi2JfY9HGnk9YxCaOy8YHBc0FzcEEYpbjRiewVF37JrYXyS0c0km/4l7uUeJxwPz84omkeEbU6oA+amJ0zW6CiDoNGHluGjITpxtBdrhudT8uJA37dEoxk+LpAjiIS+U6odp1QmIEea5XbHfHLE26sVOQt2f9ljhKPIKqLf2+Pd3aaSVwrfgXVb4tOnuF2Kjp+jfIULDds3G3Qu0V6z//6a6PGEthP412CGBaXdQ9mRiIxIJDSXK+xqi3CC5uqS/BsfYB7G+EON9xp9ckagw+4t0XiCTCzV/21JhhlZC3qTEkUzJh/FVH/8x3TbHeLJA/QwQ+Ypg0NNGsXoIkelBu8sog40L9eMkzl60hGnCfUnGx48O8HnMfvrLb7XRI3g7Q8PZGPD6b89JIScentDtY/QWcCIA5kYk3FAdSVifUs6Kuiu/hwVDZBbg7txVH5H8Q8+gMozejBi90Zi6g4TSZp/ecBMFPlEYQ8J8QcFiZMoKtrNATU+o60l0gygEmy+dw0iJjoqyFVE+2qNHlqaM0UsPWXfIr0nCMFVbSkyQ188pKdh8/EOHQWePjklrzOis5p4XhC6gNMRIRf0GXhpkbsG53rkbctzOaabDHHhBrlu8R/foI5mDP/OMf3aIKpL7L6mvZlT/qBEZnfGppcFySKmODqjvTDYmx1IgZke06080TRHNQY1sKhCo7YekSTQOfTZgMhZzMigc0d3WZF9Y4B4VlNXju0nHbYPTI4WrC4co7RG768QaYRxY/TrCzI1pW0U9ZuOyXPJ4LRButFdykQUQLS4bo8y2bv3oyQ6P6debtCzFLTBXpYI5egPHp06fHtLt7rFPEgI/gwzm+AODdrW9FuHMApzMsJbiOYKaSS+f09MywFIfP3VfCm2cnebuO8RHPQ7+wUjWIifl7r4RYFT99xzz786f105wf81EAP/87sQ0P8zhPCfhBC+K4T4H4DvcRcm/Z+GcPe6EUL8Z8D/xF2JpP82hPDdd9f6L4B/JoT4L4E/Bf6b3+5Q7rnnbx9SSM7iR1x2b6h9hRSKhT5iqO9yUA+u4UW7pH3nGY6F5ml8RK7uvLUqy1CPnvzS+9i9o9/cfcI7x3O3spixpr3uica//BXmfWC7smxv7voymmtGM30ndsXn12yvWrxtCH2P72KEKUieWGSkUSYjncHDP3Rs1j2HPpDEksVI439ySbd/w087KKMcnR7jrCe0gIHyh1viicDEFjfLiU6HXNsrLuuXdIc34C2jaMFpOSUZnmGyxWd9ixLJh0+O+cmnkm23IyLi4bMxotqwsntaA0khiAYZIUow1YJu3RK6hu5q/1n9aHtwdBuJax1xm2FXLT2SaOrRQtNXFUKDkZM7D0gf0GVKMTrHdz3NssHED7jpHbmTVDc1i+MF3g/o9hb39oZBn5DNGmh39KFmiSNLPexbBmFKOh8SnT9AKcnZg4TDzNFZSF1HeLnjiobqekkQEjNIcP6S0u3Jhx/wdvMJdbVDKE+vLEv7hkFyDvuATHK8B+daZJ8iIg1xRBsqhDT4ENBxzUcPUn70qsJayGJNGkUUzZz+Tw/4uicZDQjbCg4tOt9Sy55mdUVttjRiw/nwnGSf0Xxyi7iJURMQWcvoD6e8fRXYvnzN4Pgcs4HgW1zieLv/ETKAETnpLOJmfaAYP8ZUHdnZCF/2lJsD6nRIXUPfNwyeRMTzjF6OkE2KExl+csbFdcD/xQaZZBR/+Ijs5kC/adFTiT9WFHKIWysyO6OrLT4EnDGIfIDzW6KJQY9jnLurNV03MHk+pvrRDq0BF6j2JX3bEM0KJHfCZjaDNrTEDoS7E3ULW8fh7TVZVuCDIZ4P8aslepDSvL4mGQjU4wyxn7D/4SWuO+CIiE7OSD44Yvn2BeEgSZsxYhrTbRvSr2v06RgxnmLXB7pPr4mePaJYTDi8eYN2mrCB4XSIm8Q0m8D+5R4RR3DrSaKEuAQ9NDROkSQRRnnS85x8EpM0O470Gv9kQTKPiMMOekvYgnQKW29pX1wRUjBJSlV+wuDDv093VaGSDNF2tOsOV4HcS9RNQ4tB6IzuOmAeRsRDSzQSmHRA94MaNZhw+xe3BBmIPsyw24CeDtCRQYSe9f/6ivQ4xpoOS46OOtJhihOBgTSYKGHXrzmULdPkMZVa4g+aYGOW0Y7gSzarwLDISRNoE0UfdoTeooJnPEmIZEf/ak8qW3zW4LxEPSgQg0C9/hFKndPcbvAuwrYBoR3+UCMiSVCGfu1JjnPspsL3oPMEVzp81dN+2uN3Ev+0Ax2IpG2MaQAAIABJREFUTnJG4yPq64DbtSA9KgV3cCRHGg4SkR+x//gteMngZEZnj4gXEs8eszhBSEu7rJFdz3BYIo/nBED7HokH1SHeS7EV4ov5tsGB7wxBaqQCKNGxRCQCxBrXHTBmhC56uu1LxDQiebbAHTVETx2+V/juzksbTTVIUJnE7r8Y/fS+Aftr8TMWrxzNsfuXvL8frGe/vGziPffc8+vx16UO/fyv+O2fAP/kS9r/BfAvvqT9Yz5XkL7nnnveI4RAbwNaC+S/5pzjTOU8TT6kCy1KaLT4/HVy3e8+M4AB2mC56rc8U0dfdqlfiLcBAl/YhScALuCacKei+UvGtbmxXL36vPxU/fIu5Hl69LmKtK0DdrfGl3eCWHc7bx1BLL5wrSxWZCefL3y866hU9ZkBDNyVFDIOIoXKob854HctbSdRjzVhuaf1DVfmBZYD+Lsw6m23ZJgMUIdLdDL5rM4kwGwRMxie0TUnmEgQGWjfJIgb2Ls9yePHkCzR+wHNdYtORuA87tBjvSSea+zBEazEjObYdUv5ao9QktANwRlUkeEPDa7wiGFMsAanMuRlhYoE1d6wO/RQKIgAJGUrkRTY1UtcY2luAtvXr1g8zJgMFevSsw+e/HxG/nce0Z5mWOnJfU8sDYNME7ylebUhSIdRGTIa4JoN7C3kGmMycu8RuiWKEqRWFN6gVaBqGniTk56fo2dr/M1LlFcMFyccRhMquyNhjmgipirlT99uiLYVxgfKPtB+ommVpDtcEsmc/rLFFAnd7TUkhrZ8jZocEyUjCk7py5b4MgebIhc93eoH+Isa180ZnD+j7QS9bsnnEWF1QUjA15eYKCcez6g/XoPvqbI1xV7RW0/zakdjJcU3WjY3bwhB4KIbZB0zGoyRoSSYhpt9QrPyyATKl6+pj444e7rAaI98rGDqaH+0Row9Ik5wNz3ZNMVLhxvGxMdPEYMIHyS9DZRly+z5U9ynDeNzgcg9CMPhpWZ4fI7vI2RcEC9iGiPwVY+IBVpqovqEunqFHCToeEzzYkWshqheELoesyiQSYLF09X+Lgc1F+hBzq5qmDSeeJaTjEako5SgJf6qpb/cIduM4HtkrIhGY3xd03yvJjmb0CxXePaIZUkxfg5jTdhZIp1SlR5hW7JZhIwjpDCkwxS7bhjPx7DdYEsB+zXR/gp+vKEpOtTiCChotzX17U8IeOLHJwTZIwS4KNA/m9BfWLp9idYJbQg065L8UUH/WoAUZA9iRl8TVN9d0v5JhXxUkDwZUt/0FB+McEmCUIp+VxNlOdJ7hLOoOAYd01clYSlhljM+O8J3r2mu94TKY6jJTwr6WUXkKsTgiF3k2L655WgSEw6Wza4inqecf/sBL9++xm8bokLy8KiA9S3ptx4TogqcR6Zg+5J2VxE6EN6SPH6EO1Q4L7hzswb0bEL96Yb4ZIhtrogenuCWLcF5wqHFlTXiNMPtaw7/ckPyLMNu3xKdn1H8zmMoBd3LBikC5lijDFSf1oj5lL5+jvcevTTYOrDetuRFi5p0mLTCrjX24NFJitF3VqHQETIq8O+l0gidouLhZ99d66letvg20Fz1yFig44hQtUQLgSsb4iwifpQTjKMWDtveIMOGVm+QhSY1R+Tmc+MzOEc8s+ACtr57/5uRJJp9tUoEKpWYQtLv3jOiJZihejdneOqLjn6XgjzB2w1mKDGzOXo6+0r3uOeee351/r+gDn3PPff8BtiVlre3PU17p158OjOM81/tkXeNx9UeYQTmS3a9hRDE4udzog6+/bm26kvafhkqkwh199d3d+FkwtzVDTZD+ZXExLY3/Ze2vW8EqyQQ3Hv9kwKhPbiadxbfl+JdixjceXbspgTvkVmCmqS4CvAe31S4sMZWPXEo4BCoSk9bbLF2j55GuLjHh45aNuQ+JjiLkBofPGtbUvmOSGgmg5zozrVB8nhGdDpihofQ0m4VzSZFpy14C1Ki8oh+7T93OARQcYHdx0TDBwQCQoPdHNDnOX1X0rpLZDTF7cD4lv6iwpxkyGJMWN0glYJckBQDemNI2hpfB3SS0h1KuqrFxgXZJMY1B0RSEJ+O+cHgLdtDzSI6JZExT6MZWd/QHS443JR4J8mKCblecBAGFUN6lJGLnHFfcZoUuOMh/iARwdIse4RNCLsDh21D9s1voh49BBnIjo+wUcvQOtJdzlGI0LVg4AXbyKCN5CgHrjb0mUOjEcEi4whXVgjd45xGqITho6fUcsnm8hO8sCS3X0dNxthqhZceZyTGOYxeMXx0yqELDI8D1aZH1prESfAtqArvNkgjiTNJf7vBzArULCYOMdurTwnaE4LDdR2y38I5BOEIKqXeatRUUv3kGt85uuWSehwxPvFsHzhYeVQq2O8+ZfbgGRthEGVLPtLM5lD/yGP6lMZu0HHE4uET2qVBqYbqO5e4dkXx9QWnf/CUzff2NE2LGnq6TiFqwfB0QKwcWljUJsBghO8ETdXiMTQbR1pAfPLwTr197dBS0tqAVR5VZBBl0FQQO4oPTunbPYf+Bq408SBDxO6uBnjZknxwTH+7Jnv2iPrjNXpawJHCLQ8EGSOmCaxK0gFoWaIHDnMyJ593eN+SPo3ZfmdD2yhGj2LqfUS36kmOJ7hPfoAvG6LFAtdamqs36PEMHUVo55HWoIuUkA95LZY4CbKNEW6EKyV5HFE1jm7riGYDqj8/kD9S1N+5pHm5RxhP/cdr/LMR6R+coq5rGBpCfyBNBe2NxzYdybFEao/MQeoYPOTB4a1je9uja0XS9NRdIOkdatajjEKEkvKyJOz3rHpN/mBGLBTtUUpaWI7kAH1SMHCC6u2WLJ8QdCB5eka9WQMGWQrabUkyPyUxH1K98ShRYwYW8/ua7srR95r4yYL0YUdzcYE+XhCcwd/0d4JiH81IzhXNm5IQetxqQ/ANdpMRjxYgFEK2QIndSTqrca2CVU0eR7Stw77uEYlCx5Ik1dSXwMMpZg79Zo1Qn79/o6nBFKe4PiX0B4RKMOkU+d4x7bLH7jxmrPAu0G8dIY1JHydocaCXOXqeUheWt90V1d5CuGIyWjDLc6yu2HcvkUIT6zF2t6N784rQdQgkyWSOXpyg8682/8DdPJk+ipFXPd3God4JY+nB3XzcXPZ0N4672OcxRGPULMLc1wW+557fKPdG8D33/A2k6z2fXHVYe2f+VI3n06uW5IEkib5auYX2pqd+3d3lP0mIZ3ciIl8m6vSzFDJm7b4okpXLX124SqfqTrjEB4L1eAfpaYTOJMnJV1OCDl+StvWzbWYUiI4L7L4D7xGRJnucIrz7+ZPfQ6oYlEefa9R8hghA7BEhxlXgvaVvrwlNixkl9JsL/LbBHD1HK4PrJP2uoZtsCL7HqwkHWRKLp0TAq/aWG7f/7H5rV/JBcox5F/4nI40EgldIkxEocV2Nigp0NkdqQ3IK8UIjAFt5VCLuFlxujMorJAdccFjdEv3OHEpD9YmHJxAuLXqcEVpIHk7ILfRtD8Ew/P0B23VAW4d6FhOUp7l2mNmQvt4inhxTnUaEuGUbtyxtQ8DTuAotFK+bGx6UNbeXmtvXkvZqQxxvefD1U25DwMYDRqqguLxGNQ2DSUI59IijlP6gGdoRw31O3V2jRwM2/3uFeVCgJjX1/pLjbz7hyXCEX9WI3tPKlnHVMug8XgWCcxDf5cx6JD44bLchPpmj5Bw5AFRCV7SsPn1JX1dk+QBTpDSHA7arkNMc0bW4kxjHBdHxgJk8wV6+Ij3TxDrlKHrGSrym2bxC6IRpMoZPbsA40CPCoMAJTSduMcMEpTXlJzfoU021fk0+eMxhUHB4tcPdtvgQUJEi9AEhLBsqeu+xveP69iVzrxinbzk1EzodENcN9ClpIQiZJK5ntEvLZrnB5zHt6wPTxwNU5QjdXbRAej4n9R4bKxwGdwgMRwkmc1ixJCum7DeBSEWgJNnJHNnt6VWCIsKtK0JkiYZHRNrCNGazh2oXSCYL8odneLdGX2r665ggSkTa4/UIjua4j5f4XqKGM/p1hxkM6C92qFzhMkO72xEnDSFfkgwlwjnSyQTROdyn38eHQHU7xO4qps/GSLlFqB16NEMnKeWhRyQZwQqEj0mGOUEI0ugYX26gA6Um7Ato+h1RNMfkEswI6XrkfkMxkUTnMWVvOP73pqTzwO7jBqU90RiIJd2rG9KPppjMoCJDs2yJJ2O6ZUP8uEDKjuh8Src8QF8hDpqkGJOnKbpXaKVpGk/de5rblriSlFhOB0MmSqIXkhBqBB27gyXbJ7QfN8S54xD1tBjOz6eIXcDMBcFaTHZEX14higH54DGmfkj54xZle6qlxUSC6bePIdkRS/Bmy/7iJcXJKXIQUMYRfW0BdU//9ob6e1v6m1uyb8yQuaV7uUUVIwiOvmyITzW2NJTf3xBcjJpM0JEkqbaYImL7xqOQjKcS1WnatUCqDqEa0q+dI0yMSgQyFfR7S/mJQyU52eMx8eTn5xRXekRSEUJDch4RHeUIBINvZEg9odlC39xy0V2zv6zpdmuc8Oyv3xKf/wGDkwgvOjq7JaKgu3hNCC3BCIQN+O0VYlYgxOgrzT8/RcWS7FFM+jAQ3ots8jbQrX8mX9hCv7bE90bwPff8Rrk3gu+5528gh9p/ZgD/FGvh0LhfagSHENg0a27WK0TiyWyGrmNYpuih+kp5uCdmROXbz0KiE2E4Nr/aouGnxHODGSrchzHBg1ASncmvZIzDXQ7w9ev+59rex4xT8qcGW0XgBCoLyKhFviuX8YuQKiIqzuj2rxHRnSdZxkPi4YBgHc1Fi0wVRAnxKfTLPb7tSUzgODrnbXCUzSuEMMziI+IAIipo7YpeGG7f1Sv+KaVv2dqKufmikna5e8PtbgnDFL+JwFn0O2XT9CwiXhjSs5j2pqe96dGFREYJepgRfIFSHWJeYqMDIkicsYggCJFB1HdqLXrbkz0dcmgr7ETxpv0xJ4+PiAtD+cMNzWUN8Zg0VQwWQ7ZGsto25NmMbavotUVHkp/6pev+wL6OWV8fCCoQbEO5a1lnI47jFlU6xKuG0JYQAkfVhCYd4CaaqMhQfYy7XRI9mGCrGJl16ASc7UnyEfY7a/q5RQaDSDSm6jg/zXnxvRUWjRMVw5nAvXqJ0gOkS5BGIPIWOQvY+goziGnrPcJDHHLG1YIwUigMqJLeQjwb07oG3xYMxJjadli3J61amm7LIETkj87w83OU1Ii/vIS+w9uO6HzM5auK2jmKr89oM8vmxzeMRhqdtRgHy7c/IYzPmZ8OebtqcQFkZMgWI+KRwWYJvdnSmVtkCHidIPYr2LQMxgvUNCZNPe5qiS963K0iOImOY5JFhrsFdIJ+lFGzQ4UeZwMhxKiVRFU9yXFKdmIIlSNcRqiTDNUItitNX/VoLEcfDeluNnRvdighYd/B9habLtBjRZYLUi8ZPpmwuTzguxK3WjF6Mse+2RL2cPXqBUU6RA8K5PGc7se3d1EadYOrGtpXW+IPzhj83a8T5Cv09YHmTYWgxa0uyD/8iPJPfkCz3hE9/Xtkk0D9/T8jns9wVxVueUvybz1FDxeYaUpIY4RT+ChGFyOatzeki1PkcU6zvMIdL6hfNDSh4mx+Rve9jvLTG/AKHYAkQo0ldgv7DejjgvbFkn7TI0KHPhmhJhnlC4VRMfWnO4h3pA8GBNvS7T0iGFAxZp6ijxR1Zag+0bSfRIRJhBSeRHpC7MBHDExG3jccF1tevvpLpEzwdWD24CFzIdlVHXalyEcZqdeoqsUGjy4FDEdYOaSaLNhwIOtHbL9/Q3Tb0F3t0EVKdDxj/8OG4TdimvWKYHekZ0c0Sws/fIWIFdG3ItzrPe3HaxAWPTH0lxekswUmt6jYoccJSh+QWaBeaTAGckEvPPbtCiP2BNeTD8dEkxG+tfhOI9MCcxxD02FvPcM/SoiPE7bfrajfifzBnfd0+m8IkuOf2QyNl7Q3b8DfhR6bwQQ9ePxZDnE8OKVV0C6v6csKoWJCKAnAdnPBsHgKgw4hJH15S7v/BN+WICU6naL1FF9VMPzV5zNvA83bjm59Ny+aiSI5iRDySwSx1L0i1j33/Ka5N4LvuedvIPIX6HWorxC+teqveX14yXa/xro9Whsexk+Iy5y4Pv85I9gdDrjDAaRAD4fIJCVTMR+lZxzcnTp0oZLPvJe/1ngiifyKHuyfZbK4201/Xxjrp20/RWUZ8fkceXlBcA6hNdHpA2T8y73XJl8goxzfVwipUfEQIST5I4MZxETHOaEvceUeNc6QcYeMNaNDQhI/5zCbIcegXYdUGqTEhgYZHP7nl0bY8EWvwb6tudhe0VhHEAeSxzmyNkRJT7oYY0af/7/iuSGeG5LjiOp1S+gDMiowJ45DtCRg6COQWYw7NJjZAFfWBOtROGbrJYPHM1rVsfCBtHqBmpwS/e5T2ukN2mmSOCbEEcVFy5PsIZtKI1M4VI7xTJG8iwiIVUy3vxtf8BZi0HFKrwziaETYlHDoIUpQwwSlcpJ9TDSZoGcFO7mlDBoZjQl7UCNBdViRjDN2f7HB5BIVVbgbS3w6RxUDRruGr38woR8q2tUGUb5EPRqiO4dSjvzJ1+jFG/rdTzDDI1Sd4HpDljzDvtnhDy3N+Qp5fEQ++SbV8opyXWOtx+gZF3/aMH46xIcxjjVSSUIXYV61xJMp/doSihQZWfT4hLp17F8sMdMpefqULL0kO0tJBj2qFfQ3DZtVQ785cPK1P+LZt05or3uoHbEUNL0lxBPoYS1+wPjZnGSXE19LdC7w7TWRVYhIYasrhEqw+4A0kt6BMSNItphvDOjkHiliVC+4/O6eersiH80YjwtMb6mXHr8JuK0mn0KcwkDuMAsJheLNp0uGw5wUwWFX0lcN2QcL7PWecDTHCRA4rv+fJWGSEo8jutWa9W7L0dMnrF58jNERIXicARKJmMT4dYmvSuLjCeZ0CEWEMODrGqk6ookDFHZ9jd0u0HmE3AZwO0SIoAnUP1liRkOigaR/e0P+zd+hfnWBu3WYqSaeH+PWBrOY4dqe/sUW50eYcoqvNvhestWWItKk8zEJkt4rbj5tmWQdhyYizTRu7YnOpzQv36IiQfp7DynfBrZ/siF+KAk6IRoo3MHSvLpGZQldbUDG9JuSZJBSX/dY1RLyIe3NDj0akAw8+WxA1ASkj3DdJXr5gvPhhNpLTC4pRE9S3xInc3arhslsQve9K7qdJTsf0G53dDe3uH9wxo/fLomHKcLuCMFxcBWFBr/e41OFWkypXwvU0VPSDx6w+z++j28sMtO4usW/3uLqivTxCNeXmHmG23WEviY+OyZ+/pD0PKX+cU+/kXTLmsMgYuP2oDuSRHEyzonLFWoC7fUGoScIITGpQhLw/i7XWkbRnUDiyn5mAAO4ylNf9kQzg9R385rva4K8QajwmUxDX63JHh0hxN2GppCaNDtGm7dItYMQUN5iQ4sJBt81CBRGjumrF/iu4k6YwmHLJXKcIfSvt3Rurzva5ecRUt3SIXVPfKSp39+oldwJct1zzz2/Ue6fsnvu+RvIIFUUqeRQfy7EkcWCQfZXG6IuWJb2Gq8sjpJAoLcde7NHAd7UwOc5wHZ9S/vy08923e21IX72ASrLMUIx0X+1J/W3gZSC2XHE7Gc9Bj+Dmc3RozG+65BR9CstdJTJPivR8T56mGN7R3ACVQzxncVtPcIlEAKJT9DjKY28Bfle7psaYWSEEZr+PYExgfgsrLxxnldty7YpKZuWTAYSKWkoadOS8ST+ggH8U1rnuUgs1SNBbAWzwpBGKZt6zIv2NY3vGB9PmcgxXSSx35AoG/CxIUpGxHJLYSP6K43bGsK4pzgxFL8zRuzA7ju2P/xLqlWJGkj0POX46SPqaMKAjEymGCRn2ZQyXgMlwkiEkkiZIgLILtC9OaDmE8rE0vgdxSJi2EXEsUFIQXKcUF9oRNRjTjuqt0uKYUF/2dJVDSIRtAdFMi2w2y0il8i0ILaa6LBHbVv62Zh+9wnWrZDewX6HZUekYoKv6LeeEM2I5BTyBh9LRBIRpmNuJwVRmRCxodztOCwFdVkjrvfExYB0MCfYhvovL2Ew5HC7xLeW8d99QH/4Pmo+Q64jht96RHJyRHvRIF8X5JkhqjZIa2nqnsF0wK5qKVcXuPohs8UASkuSSK6d4M3Llmw/ZrZ4zuv6z/j9s4/I5JjtH39MvnhAv7nEO0H0YEJz+QozPqHbHoienmBtR/ythLX/c3wQYC2dq0ifPsR/ou/C+QcSMYBgBeZogDnLKF/c0PZ7musLbg6WwYMpRS4oMkv0wZT6z7aIqMAVA9xRxO04xa9rjnVBYE+9XqLiEYPhgmp9Q0gzFn/v92iXazAQKOmaW0hiQlfj2w6/bfCNJPooRZsxzXJA93YDwhMVAoSCWiDyAhWtsZs3FB98xOFSotIYaQK+b/B7CC4ne/4hrmvpG/5f9t7rWZbsus/8tktbvo6//rYD1BRF2dDDzNv88ROamaA0pECiu9m3rz2+bPrt5qEu2rBBAiAHIUE833k6FZlZJqpW7rXXWr8ffTcnDu7jKH2CMBOSQsO6YJ4es+pXDLXFRog+o0FSryzCRzSB7Xagd4LFoxH5+RRzlpCcjWhvW+zVBsRAGByQIjKNEGCW04OwVPBAgCBReYmNO3zsCZlBJE9AikOLvgp0v3pH8kQSlcXvK8ywpzw5w672JPEIxIL2q3tMTEiBfuvRmcI3B40BoR1VtLhqoDydYOuWyUlC12pMoglvN/h9TfnphNBFZOYQV3dwd496NGE7Tqg3Dpd5phTEfcAca5q//q/IzCDSGdFGUiFAauztQBg8bRK5vb+D1CCLwH7oKScZJ1KC6MieLiAvkUVBaBx+2yMXBj3LMPMEV4eftBB/DIbEcBCVkvqjwJQfUCaSPzL4Jhw0EHKJTA4x1A8VMQaMzjkbX1CpK4KzKJkzSmaM44S0zEnTCwwpTnjkeEzYbb9/2iAs6vesArvK47uANAI9Vt/7BP8Yu/KMv8wRShzsmT4mwL8tdv9DtL6hjx1GJJRq9Huf98AD/9J5SIIfeOB/QZQUPD9Nud9Z6j5QpJKjqUH/jhYrHwMhetAOPVMHUaUQsdGSzDNE+YN4VAyB4frq+wQYIFqLvb9D/Y424v9ZEVqj/oHkN8aIrzzBgSol6veoTEuVkM5fYutbgqtJihHq9IjYHSRQZJHg1YDrO1xsAUEqJ2R6gZKap8mSd8M9Q/QoJKdmyljnALwfBnYusMeg0wmrZsVJKpCIw1/684VajJHXfc/eBRBgE0E7WKKM3EaBkBMS0dNpwf7ZwPX9FaH5aP3UOZ76YybJiOFvtzRffUcMHmnucY+OyP7VkrirYQjQtwD4fWBWlvi3jv/46eeYdYP72x1JUGSPMpKTJdXO0DUN8mJE3HuOzhLC5RXmyZzb5cDq7gPRO9bimvHZkpcyRYVj7AaSRcpQfU1fDzgC7YdbytGM7EjgRY3tj0iLDrUs0I8MvhoxfHWPTC3CRkSrkWGEUB0yMwRdgBCY0RHCNein59TvtritRY5OkMKiyyXSH9GtetqtplpL1sFjVcBIifOKfLJkX2Xo1Qo9u2DQEZsmBFdT1YFJ8SlipxCrLX16Sokg7loEEakzRNUzNHuysylSRXZ1gt9rrt5VDDahyDL+9r9cIxc5jYqs3wd+8Z8+5d8scrJdjWs900+/QASP3UeE0sRijz6D9KRgaKZUNzXZ5JhqcstAS1LM6O8F+7s7RjaCMRSjOXF7hzg/wu53dHcNxVmJVC1p0zLMC3rVM1QNk6MjhsHBLjD//DlD49g+nXAnFf0mMLQScerIzIC96Ynjg4XPdPEFqk24/tX/hRgiqsjQi5xksmL04kvsbk3QApnmiPOc+zzQ7+4ZT2cMkzuSjcd3Aj05Rao5Ipfo/B4ZAnqUI/WANJrYDqjCIPIxQkqqr3ti6ym+PME7RfrLkv59R3dT49cNsjCUvxwx/1YwGp8QHBQIAlvisSFNJP5+wFYeU2YkqSBagQueIYuEWGOFZPhSU59EUtGQvs/wLiF7lhJEihonmKFnuBtQixliOqb8QtKqnjBOqO5hkhvSpUasVvimx1uDrxxyNEaNYBi2JNMl0Sf4OiUODZhA/2aNuShQWqDmOcN2IIqUpMiIZzn3puWTUHH/6lsmk8fIIcF8UpIuc7A3h03B/IqwrUAPfLd5RXsfMJM5LsnRv3zM5K2le/0VanKMmWtUKRFKEdsav+tQxZgoazjR0BqE0shMYfJIM6vw6YLhG0sYtmSfHhGGgJ6Yg7q3EWQXCSo9jL6Ypcbuf1D5NxOFLgUq+yEOS52B1EjtkJPD464NDCtJ8+bXhLjFTARCaGb6jC/O/pzN5haDpqSkOEoppudInRJjQCiDWS7xaUbsO9Ca9PTx97Zz/xjd1UB7aSEAApKFQhig++lxQouDwOTHLp0/lJvhiht7SSAgkBzpI86Sx7+3aNcDD/xL5iEJfuCB/0VJE8nF0R8mRpXIhEKOsKFHTixppomDYDlaoNMO9SPbCLwn2p8rL8f+D1eB/p+d6CPNm/4gYBJBaCiepiTz3x1ClSlQs2cAhNYyXO4I+w6RGczpGDMtmOdfYH2DEAIti+8XMDNdMFIpXbAkQpN8tE0aQmDvDlUFLQRNfkYhJM7tGZuErDwhzxc/ey2ND9QuIIHSbvHNDTF66nKGTCWJnny8pmLdvMNuW4qP6t8hKu6GNaP1Y/q3t6h0RrAHRWx7vSN7cYptblC+IMkkfRPwAYgR0QXUhy3xw4ZEBCKeZjeQ/+KUF392zH7jcHYg0RVJrLHMcLOcyr1GzRJs02GzwHv5FXI3cDF8huzOEcpBTFFa0Pc7zFQjFxE9BHyVQNTEoUU9zvFujRgkse8IQR68TvstXhqK+UvkkMCNgRX4qUGeXSCmKdq3NO9uwXvSiyU8E4R+AAAgAElEQVTpYoT/b3eMn5WsJh771pKrCcJYpkdTtBxx9auaYuTIb/fINNAz0OmE6l5xlBjUbMYk7TGrjk8e5XSXNdubHUpL0lxglscMuiM7Lhi+u+LRZIIZn7LIBFmpef9dD0FA4xjrhDGK7N5wqheIkCPylIBH5h3J0TnD9RvwCrt6D7oiLqaMP3+GX1hWm2t0qrFBoiV09xXzsyXxdc/+b74jWR7RCovSEEcp3U1P83VNfJxwu92TJIJxAlnW0gwrphcn1N+1ZF9ccBN73NsdQs0IveXmZsdnj2fI2xZlJUM/MPukoNtu0B3YvidUA1ppxElJMgnk//un2KuesI9cuTV+nLO6eo9dLiiPnyOTBtkE8uWC7nILjSV98gv08QliMWPy71Lar95BIUmmE7zN8b3Ajg39aU9nLxlN5tjNnmHVQXQkFxOETunuA+rphPv/VuNahz1POPmzM9xuz+A8xYtjdpeKbOjZb65hLlh99x3T42OS8TGrZMP+9ob+vsE3nvFywYvsU5SLjJ6ktK8NrpMUn8/IzhM2py1vXl3h2gBeszhZsrg4bJ60KpL/++dIP+Dv9qRHL7HtByQJIpdIP8F29+T/dkH9K4FbDxS/XCJyS3ezIkqNWuYU9xq9MOiuYtusMVowbN+RIElHM2IxIxkvsW++RvgEEsnwbEbzdx9IpzNm85e4nWE9wPjiCFNdY1fAbIQQW4gH3+4YAlIbkvEMU1rmo8iwqkjORjh1T+fvIS4RBtKLI/TksLknFeTPE3SukeYQB6URTP+sQCaC4d6hS4VZKPLznwo1Sp2SjC8Ydu8hevwAoZ4S9UB/f/cxBkcYViizP4wgZCfIUqMXOTobf680LYQkKc/od2/Q4zGMxwiVYsZn3z+f221xm/UhZk5n6OkMAN8GuquPCTBAhOHekxxrqNwPA8ACkuN/uvhV65vvE+DD0wTu3C1jNWWkJ7/j7AceeOAhCX7ggQd+wnn6iEgghI5BbpiNFpQqkqoJqZp9f5wwBlmWhO32J+er0fjvX/JPnmHtGFY/tLJFB+2HAT1W38+j/UP0IdD6gIkR+XpFqA+bBNF6+mZAfH6CKhIS/dvb2LRQjNRP29ilECgh8DFSKIXVKaviggstSZKE4zRFS0kMh9XWbxaKvykOFG5Pt/2O8FHBe4gdmS9w5ZxARMSIdRYR5aFk/fFkrzOICVLlB+EWqRHRgxQQDTqZAQptJOPjEttKBp8jj2fUFkJTkVQbDAGZGGSpGF/MWJ4lHKyoDp9BW9/Qui3OexCWVm0RRYELHT5GVq/vSG5HaDratYWJR5SRXkLva6YvP8F+c0M+jSSPj1BLTWg9kobieUZ/6yE7ZbY8psgbhssOERrav3qNxGAnKcIK1N7iRgnF+Sl4h9Ip7nJNkJqda7DScf7nI7a3HbrLUFnB9l0PUbP9uy3Zccr9+w3FyJFlnniSYRaGVXONvn9NdvYJ8f6WUV6gFinYSNj3B8GtxSMatSOdTZFDAe+3JN/0yDIjXZ7jW4E8LmhCT74UrO0VSy8Rr24ojya0X79Cjxf48B49SdB5yfiz/4QYjYkqp1rfYdUeFRLQE4ZeMikziklGkUzZ3FwijcSUBuU89WVL+UlJvQtIAtIoMhyJVeSjjnZ3j9Oeph4oT1JMekq4qlFGoKcp0iiGXUuf9Jz8hyl231DOT5DDnua+ASlJxwXRBZDgekdsWlyE5MkZ9e2OvvIoHyhrTfA17ekRxszJdoeKn8gNcnp02B/4CvSZQhRP0U+n4AZidOhZTn0c+FC/pr9fEzvJaH7CWTemv74nLWbsf/0KXeSIi0eYTzSTTxJE0DgPt51gcjZnO0xYO8XZS4nbbNDDQNussDZwd3uL/OwYNwJWCpVFZKKxeYs/WRM/OEIxR1pP8WiEHFuabM275I7s6Yj4VkA1IOcbkIHmV6/oSWlkxnQxRYjHDNdbzOwZZgGuiwy3HaF2DPaa8ssXuCtN9iKju7HYvcaue6Jt0fMZL2dndMU7tqLHvDilrHvc/Yah26BHp3S3d6RVhTpb4rc3MJ2SPj9iUf6S7VcWHywkkXWTMR0tUL9pSz6eosqS5PwckWZYKSBEptHwQd/BecQee2IUXKiX8K0meXyCKn+IfTGAztT3CfD3cbBUzP51Rnd1i7u7R4kE4Y6B+U+OM8UxyowIrsNuBd5rQrzkoGQGbtMhpUfEHjKHqBVYibmYI9RPu3t0sUToFD9UCKFQ6eRgZcXHUaDX331vNeBXK3j2DD1f4vtA/C3GAioRlC9T7OajMNZM/15Ck/8Qfey+T4B/QyTSxZ6HpugHHvjdPCTBDzzwwE/IZM6L7DP65Ak+WJSwSAxGjX/WYpWcX9BbS2xbEAI5nqAXy/9Br/yPh29/utBw+cBG33O1HxgXYxbmiEweKhkxRkI9EH1gk0jeO4eLMGot6aZiqQ3fFy98wO87VPH72T39Bi0Ey+B4t69AGyZZxlQoXmQZc6MgQPuhp7/zCAHJUpOdGQqlWBhFt7/HtmuC69BKUcqSoQ/0xZxegCeyyBd0yRZ+5HQ10XOSyQS3PCZsK4JtQCuETHFVg+sKtAR19gn919f4mNEen3AVCi5cw/r9JZmRnBQaugG/viOGFz95byFEdmWJe99ge4EnohYTerNHWEHWFfSveqRfo4sU11n84Ch+mVO1W/wg2JqW8j9PSUhx2xp5naOKI2LYoHRN8SQ7VGNEYLx8xub+FW6IqMdPSBJNv1qhG0Nb3ZO+PEYfZfirCut2WGPgkSQ7WdC+e81926OPRpTpnP0uJ04K7FVNdzNw5zTl6Zg01kjjWXw+Y1cOZE5jWNC+vkRUOQMluhgzANW7NeXTglE6R7c5DC31N1fMXnyGT9f4dc3J4x77ryasC0EWAtZvUBPNm2HFs5M5dvMevcyJlSVZPicmW6JRxDjG1DNcJXFuQgwZs+N/w7q+IZED/dDw/NNP0esSezJGG0UmWsL6oBKtTELzzRXFRUI+yknLMbOzhJYrumpPUswplSJxliwRFFlB1Vtib4mtIzvKmOSBsLvB3VVgIS2eoHxCHxJsbQl9IB1JivGI0KWoLMUlEtvukBtHdfWaaHLs9Zpk74ifvUCNR1R/dUWzdvggyc9SEJJ5JrCVQI6OUMaTP9c032xY55fIKDCMkZOU3tdUJZTTGd1tTZ8F+liT5z1FluHlQLPpiWmAaIjZhNEU+lQQfM968xrha2LbI5RG5wZnPOnCQC2xRUnsWvAVwfbIfIpvPXKWIsb31NUl64mg2m9oNilaK5KkY7fXjPrnZPMJcd0SekHzviJfzFA6J+z3tNUlyckcPYe+a+jvHcQ9ojgjqED0BWh/SJarhjDsUVc55sxitnuuZEs5nXCkFsQqMPQeG3rGZ8fINBIHTbK6oZym9CtH1ECMmFIQfYsrZxTnGqqB5Nigz85Qs/mhxff5kuFyS9Z7Ppucsx1bnByYqIyp09jRmO69QbYWPVGoRB684c1v31gcLj8Q7m4PtnB1T99UoCT6783oSpMjTY7dHKyW0A1+eIdQGkFCjPqj5sNhczH6QPThZ0kwgEpGqOTnKaW9v/+p116M2Ns79Hx5aOFW/CwRlpkk+Wcmvj8mESkS+ZNEWCBIxR92P3nggX+pPCTBDzzwwM8QQpCpHFT+jx6n8oL8sy/wTY0QAlmUv3UWKcZI3Xl6C3kiKLJ/ulL0/whU+sPiKCSe9+I72qGlEIbetVR+z8v8c5SX9G9X+HWLSySvFMR5gSoSIrBzkVx4Rvqf9/6Hq0smd7c8SVL2UaBHJScnp4zMIaR3twPd5SF7jUB3aYlxQJb3LGxN6/fIJMNFy1hYVHvHRJ0xSubU0ZNKTaGPuVt+YL3d0Q2WaTrlZHRCelog/uIR7d9e4286VJHhl3PeX7YMNaSzJfNFSfrlBb6XfAiCetURcotU0DY9tQlMkhS9LAFHjBEXWoRQrDeCzdsdbhs4WbzgXr6hcZ6pXHDkpuS9oW0jw25POtGYRxck6p5ut6KzDuSEzbe/Znn+FDv1uNUVk1GK2UfMKEM3Pf72HoDk8TF9rnjDPROT4rIbQr0mFwZVpqT5BWLT0F7fYuuG2ASSkyP0y2NE/QZ0z2gwyDbghjWPF2d89Z0gNpLQB5qbnvHTOUMKR48HaveKuK+YaEmogNATshnVuwozTsgvpphsQTdWyMQQVw2j+YLki5xu44hHJdlnR2Adp5/mVKsdpoTRfIr377Gux58aRB0QqUOpEnvdQSyQT5d0r2AILcH2COEQTzV6niH7U4qTlMI6imqN3/wds1zS33ck52d064hKDaH3JJOEZJojBo+4OKKddDRVQMicvHdEPCIboYzmdNchlmNW321Iy5wzMSJfbRBZhnyRwjYFVTK5CFRXCuf2KO2Z/utHuHc7BhqY93BmEKlC1T0hOLSyqNM5aZ6zHM2ovllhvaO5W6MLw7CeoE/GNDonNQI9yRj/Mic7SYi5ovvmO+pXNcF6fGwZfzmhkzuOv3hGaxWy6pE55M9y9m+uEcJQ5wPVqkJUCYvzHDOOjM8kM+sxSU63bRFyzv79HnpLpjL63QqpLbHaEHuHTlIKxiSnU2wnUcewv3xDN01BKZStyLsG5RMmyYh8yNBve9KzkuIzhXMKvzEUT8aE7Q6RLKmvN3RXnhgVelRgZgEzmSD0jPa7D/SX0L6q0ZMUVab4zZrELhmkJ59NcaFj0gkWaYpMDS72jJ4fkxYjYsjw8YLxOJAvBFde4PqeYpZSlj3t7juiTtBnx4ziCbR7/HqFz7JDe/C8QE1zovMYmzLavwMSoo8Mlwo/gMoUw9rhm0D5IiW/MAghCK0lxvj9BmEYhu9bj78nRtxm/bMk+DeYsaK9vcJXPdKU+GaLMhEBmPIMPo4Yy1GKTH6/5bBrPXbt6e8V0oyQqv3eTz66w3iQyiXZuaH98KOZ4KXCTP7/ve8VquRIH3PrbohEBIK5WlKq//W6sR544I/BQxL8wAMP/LMQUqL/kRboECPvbgfuto4YQUo4XxjOFn86u9VmptAbidsHuqSh6ZuDWI05JMddbKn9jmJt8KsGgF5Jhq5H3FfIfM6QGZJxytD+aI5aK9TkH99o+Pv4tsVeXyFCYGItEyGgrUjLEhs8brulegVCZDAqEEIhgqd5e0v+oseLFufeUmAxaYbfXGG9B3PMcKkRMSU3FrHZsRwyJsqgjyfksyk6Pyzi0kdzzPEY15zTXK1591/vsY1D6Jxms2P/vuXpLzIGMtpOYLuBuhDkn58Q1zU6kaSnY/RRRpCBqvsaG2pA0LYFbitxXcR9kMyLl5xPl5i376huviZkjzB+ih5PsZuBBsXoyWOqNTRdhmMglhO2t1t0IUFIXnWXFGbGfJ3h25aZViRJRrCazf01lBIhGmx9j6PHzHPoNowvLti8LsgTD+1Adr5AKo1agRrnHGtBV9WEekXuLKUv+OzLP+dtnaKbhFEmKD5sKP5VwO1u0GVg3NREe0+IcwQKnxn0SBAsdDcN/UhilUR7y1C3mPMZ27aiOJvj/25g/deX6ElKTBz5vKd4MSIYByuBW1nc0JAsFrj1Bp1muFvLcN+SPi7wqw3py4K76z028dzdXqJHHesMOhYsRj3j+3dEXZP+4peEVysiimSZoY9HeBuZPR/TvrnCvxqYaIX+305R0iBNziwpEBODKMYHr1qpeXxtOZIJ8dUa7jpaAeWXS7KXJc55/K7F7mF8NEJOp4jE0PyXN0glsXYLK4UWgeLJnBkr0qmgGzpyLRlrgfItip54MmVkJHbTInLIXs7Z7OH5JxnRWfqbAZkVyM6SBkE7Be8MMkD3ruLi3/6Su187+mlJ8WhGmRj6dUdsO1QqyKOm1ZppbrC3e3gKOu8Y7t4hYoWzK+ymZfL4E+L4iKQVnHHKbXaNeJGitpbjcEQeMmIIqGnGtm/Ztgk3zQ5ZKU5enPCh/jXlZIK+DJjeEPcwiBv4sEW+mBKmjn2RHyqtd4JkdkZfrZGA6xX5YgzJkvbra1zdo0YKXWh8ZdGjMcXTHOPuOP5QYZ884ywE7NBRX74jtj1ZOUc6QVRzXJzhNjv8ukeuMp6+nLGPHV35lvXNGwDyyZj17q9I539G2nsi0L/+Dvn5F8gsR0iBSDTGLCE4XHtH7DNcm2KSCZxKkoXCNQGZCvzgca83tG1LqwImS5mfLA/dM1IRZUDECEqBc/9QmARA5QE1rgiDR2WnpItjlBGwk7j3O4TqMBenJI9m/+h1fsOw6dn95Ra3G8A7Ql9Tvhyh0+pgtTT/oTU7O03QY4VvAzIR6JH6o4hVnSaPGKkpfexIREKpxkjxT7MTfOCBf2k8JMEPPPDAH5V947nbuO+1QEKAy5VlWiry9E+jIiwTSfkyw+48NlTkJKj8pwuNQMTXh9JCCA41eKSAYD3RemyiUU9mFLseUVtkbtDHI1T+hwmjxL77iSL3b1ry7OqesNse1FlDxl1zR+dBFyUTn5InjkG1VO0rBnuL77YkxQnl/BGuElTbHhn2YAvufn1NKiLpSKEnChlb5GLMb9oHD5+JJkmmVPcf328h8O0K16yJLGk6R6YbymxBt3LsZE5hIsm5JkkEDCv07DmNuGUIew7Dx5Gm/oCaLHHdQZDLDxAvO5RWpOUjhEhIrCVSY9cFxShD1JZ6VVO7jiAdGSkuOjSadfS0IVBqSbgf8LOcTqUkraa721Dvb0mfarr9W5KXU+SuQlHiN5L9hw8I+wxGM7Iyw11u6PsVCR7uK/LZDNmt8duGGAIUPYl5xdM/uyAeLXBXGwSGVGwQ1YDsOqKtkScT4q5H6DEql6iLU1SQJMcFMkTq/YYsE2TPxoh5ymj0iMRqcD0Ei3UDaYiUkwRRBcrymG5nmIwt06lhWHrC8hx7s8J8dkz+5RzvxxT/OqcbKnyu8FkkotjZhj7VRFWzXt9z8Ysvyd7cEOpA8vQYf6/wN3u62yumf/GM6v+9QQZBUBLVWcL/+ZbFf35Ee/+Bjp5kSBD5iPZ6hd1a8idT4l/eHWZ9RYAuMLzfUfzZFHnc0W0rwkbgRjnhWhD7njCeIhaGfQVaKsZ3O1zWYwzIbcv0aEmo1/jdBpf7w5dEntEGhbmYEYxhuwkI4bA31wQ7gOsJQ6T/9pKlyLB5SlUfRNKOnzylv1zy/tUl1B6dZixPYKrvEc0N/tIynk9ZPr6gu7boc40MW5LbilDtyBONODpiWPSoPDKanaCvBHY7cPzJp3TtFj7cwuotXXZD+uQT/MWS4bYhxppMR0Jmye/glxf/kUQe077bIaxALzv21x9IU4dqAslIodaXtLctbpcweXxK/sVzhn2D2wtiPwMEfmexVz355yXpicHtHUmZkc49SdYgkjHyfo27uyU7PiYkGVn2GP+uImTQ9xuilsggsZUj7Ct8KRk/TqnqNelSko0UffsWf12zrz+Qli/AN+A9vqqQ2Q8bfEJIkvE5Kl0wXK0xZkDoAd+mNK8HCBC7QH854M8dr/0NrveIVnCkWp4fnRPahuHtG4gBWY5ILi6+F6P6rQiBKRQ6S4gxIqyme/UtMpmQnJ9BFMhy+L1icLSe9qst7qb5TQCEmNLdOMqXGXpckhyd/OQcXSj077Al/OcihGCkx4x4qP4+8MAfykMS/MADD/xR6YbA33N4JATobCT/w8Sr/4citSBdaGZhzn13g40/susQCaUcE8KO/uae4BtEDkeLCdek38+aJZlmOh+h/xkVAZFmhyqI/9HAmRDEoYcYiSHQnw5UX6+JtYIsoQmW4ljRDldARKoEHz1OZHSqxLYtyBRJhLuW+v1AKCXSC1wTyB8JQm2R6c8Xi2aaIvOU0Pa4dk3Ek5yAKSRhdcUnT6Ykn49xpic7e8Tc90z6FjObI0+X2P4rfFtS7yTBRxKdMJgWqQuCCySJoKQ9tMDue4SR+FSBrZn8+3NwPa5yHJczQr1F4OiriuXTC0wIdAik0ggkapzgZWS43OEGja83cO4JbcCMM+rqLYxmyJXAtTVZWkLbsr1WHH9eUjffofMExpo0O8PdrKFQxBCR2Qi/DqR5S5iv2e4TnALtoZQaKf3hM5xNMUmGuMiR1Qkqn8FWMigDBni9ZaY0fNORP5+DzRl2Lfehoqgi2Scj1LBDyZ4XnLJZK7bbgbAOpLuSTS8Zlh3h/QahM6LRTN56imPQj6ckUaJmlnSWsA5bmtDSGXAB0gheRMS8xJQj4rc1drtFmEhCCUKiC4kvUmg6ggR5MsavA+1eE4qSWVNS/99vST4/x9WW4AJqJAntoWqnjnLM44R+f4u9vcfVO8o//5L9f7ulu7eoMsfWHeasoH+k2e43FFrT/mqFTNKD4vduj0gM+kLj3Hv8EMkmCTezEat+Rz4vmbiK5XXN3V9+x/iLJflnmuq//iV6ekJ4nTBbw+R8ispnhF/NiRdgckOVeJQyBLvDVhvSuUa3PXG9wVwsKP/d2cGC6JsNQd/img3SFGipEHVLcjxDD57+2xqfSvy3K+pff03INMKkHM9HxLglNAuqt1uyPKVoOsgVqvIUMqf6ztN9NWBGBruqyB49wjY3ZEXK0G7QfY05eYwPjlgNxJ1Dp0+xwwAIyGroOnADzV+u0Ec5+emC7LnCjFqkH1H/1deHH7ASDN98Rfn4FzT//R3CSkLqCXcD6acT3GpAGE0cAn43IEYVybHD9TX7yztk9CRmjNs77H6POcvAW4SSxBiwzS2+2yCkRqkJ9v01vu5wlwMkGc6fQUhBHmZmh83A/X1DnH4UnOp7rt98x2y7JdltkaOS2DREOxw2npIxrvGoXP6s0iqkRuVHuPoKISS+qiFElD68RoCw3dDfVdiNItiImWnSY/MzwUNf9fj6R5XnANKUqElJ+nSCGf8J3cweeOAB4CEJfuCBB/7IpL/FT1dKSH+HqvL/rCQy4UnynBt7SRdbMpFzYs7htsNtKny9w20rZJaw0IrpiwKfClKTHtpH/5EEOMZI5+7o3D2RSKaPyPUS8aP2NpXnmJMz7PXlYTdBCNRiSRgOBpRBS9bJB8pPC9w2oieafJHRyUvkR6WWKAu6cE5/K9EyYOxLRqXHuJy+60H+4OIR7UdhsH/AY7pcpMy+WLB9v0HrCTETxJnFP66Q04zctLxIT+hp6OWWut8QRyPOT04OyUZX8u7bDm8Pr00Ap8tj8nEkoBGpprvucPuKVAe0bQlY8uePEWlCqByhMRzlZ4zUiM72yIVEfV4SY88kRJyL5LMp4nGO+ttbxOAJNoALLJanvFp/Rfb4FO1uSIYJdAaTTpDyDC8F6TiHQVIuLlBHI9Q4J5E5Q6JJ5lO8WeLWFndfkZznjEVP8ecz3LpD+4gygr6RyDzBzAqEDCTlEebRM2InmU0HbO6o/uaSZOJRXhOvFf1fVpgnGcU0Y0h77HjA7yzleUFy54k3jvTeczSJDFHQ+obLyy2Psjlt1WCmJaKIyBeSUL3FbjqYCMwnBpmX6L1j6jSxC+hOk09OEG8dFoNJG/RTj9j3xG5AnZc0SvK+nNEDejGmnDnSONC9W9NsPFlMUUNPux6w364xTxaEeCiaERQugHURgUSkCdZpXBPI8oDrItF6hBZILeivdixfPmZja4IUDK93JHlAjjTeSHSeE2JNTEEtPFW2hiODGRSOwHa4ZvEsR1cJUdTYmwZ8B0YiywzuWuJ/36GeTwkLjVvtKZMU3zmSicBe3iFLj1tVJMsxoU6w65poAsoNSJuAOcbu1kjVkz4/IxhDsIb23Q573cL5nAR32PQoUvoiUtmAvqox3YpMlthBkpdjirwg7jeIKiVUjmSicYOHKBjuLPooRaiI9KA54v5v3lKqkqFu8bue/C9OyE4MbghQRZJjCN7Qv/O4VY0uFCrLoPPYXYvvBZGBWG9JXz6he/UBpCIEi04UOinxtzWgEFoSbUAVkdjUpOGYwdVEOUEikA6KYoHbVIfW+DJDjSYM+0tcffUxUgjs5oa4dyhTkJ4abAPuwwY5OsVMNSpXuBrc4BBCEl1/mGEel7TrO9R6hRyNSZ4+I3oY7jxeVgSnMSNJ/jT9iX4DQDI+RyiN7zZEEzGjE5QpiSESQyQM4D5Ygj3EN99YwhAon2U/DXQhokeS4ZYfgmMAPTbo0Z/OaM8DDzzwAw9J8AMPPPBHZVIojqaK+50nxoNNz+lM/8mJY/2YkR5TqtHBixVFtJ7u6hrf1ahjg14eQ4iY4zEi2ZEwxZjfbVrRuTv2w5vv/6+GQ+tfkZz+5Ljk7Aw1GRO6DoxBJAK32+CbFpEorL1n3/8NyekRbrxhyBecqjNMr2j7Dww2heSY0NVkySmr7wL69AzXRew15NMMEwfcviV2juRk/rNqvov+e//ii09zyolgdbVjLy+JxSXf3FwR0byY/x/QBt6HW4qiJ5klVJnkUlzznE/pNlO8bX50ZcUwTHn+FwWXrzp82KKOloh3Db4JMPRIEVHTCUGNUFmKr+6REopsQjmG/JM5/pGkjz3lmeR+aOhUoCNy/PyYTLfowRJ6jX+35Wl+hKszprP/gA45u52j3RhuXzmycsL0bE76HEyRYcYalUhCa0mPF/iwI+wrZJqQf36MmATMPCcVLUO9IfZgkjPML/8dYtJD6JC6xIxOCY3Ar3f05UDz1Y76V/cEJ1GpJB+X+GtNvKqRNUynM+IcRD6QiQ7vNshSMty9o3q3IpvPMPMxUgtCiIfiWmYQWpJOeqhvyJYjohfIds9u/S1jlRJjzxfTC0yYcZIu0OoGLy6xfY+7XRNCpN9ZJANv9yk+OybUFc1NTXN6xJNnc/zfetKyYDz0aCOIWhED9HctSaaQyyn7dzXNhwaZBliOqe4KkhjJHi0I+z1CD5iRIOoejlJkZ0jHBcfnz2n/n1+RjlLC7pZgBcEnBGlx+RYze0rMJL2MyKll5CfYtyvq1++5S8ecK0mcFQgp0IuXuO2YYeXR8wXFZwlIiQhb4uFKEi8AACAASURBVGiK6g0jp1BCMX9xQra9JLqc7lWLyhxmOcZ3gf59Q3Y6pfv2huT8KUO9pbkNjD99RliN6Nqa5NmCttcM68iwAbupkSc57apHpY7MdOheYo7G7HdbdITFdEnz37fY95aoFCYzyPEcOXKMXpywe/WeLH2GE4JyrMi8JCkEQghUagkuJWw9cRCEVpPOBrLlDKEiapYTy5T6W4doO9w+4HuBmRwTnEaNFqhSE3YtajpFZVO8U4iswO4D+bMcQo8eZRRSEdPnVPINAsl0+Rh1WxHSSIwBP1j67YoQVj/8rIUgtA1h6FHpCDURMOnJ0xSiQyUJvupJUIwXOTehJnQfPedLQ+YN0awIQ0scBmyl8DZBhoMavt0FxOVA+fynyevB7/cUylNcuqdrv2ZYWezWE2NELxYIoRE/uh3ZtcefhZ8k1HKcosod2aOU/sYeKsqzhPKT4o8y6/vAAw/88XlIgh944IE/KlIInpykzEaewUXyRDDK//RDjxAC9TGEBheIISCEIg49kf7j4wYVQcjfb+63HVYoJ4iuR0hDMJrW3f0sCQZQRYkwkn73hlDVxBhgAtjAQk64GnXETONdC92WYvklZfEE2R6xrdYHC5nlJ9j1FCMD1Z1kNhEIJVDjCVnSHBbE52PMUcbw6g752QmqTFm7mnfDChs9CsmZmXL6eEqYGrara4auIU1PGfOSzXeRSdaQJ2NsrshHh8+sDhWtbxBhRGFOD+rQSIwaQUxwQtEFTaoVXYTxk09x7+/QC4lWhu7NnuR0TMwKii+PUcYiADXN0YvDwnQMYGCSWCrfAjA+UbjtPfZ2j73ZYW9u0dOckQ6oaQ5TS5JM2O4aRrMCnS5wLuLLgtEv5EH4LEbUyRhtJMGlqNOIa29QeYmez/HdHSQl5ZefwJAd2jLHP1WgjT7Qvr2CVFF/2DGsKkSWEG5b3NahE4MZ59gahOtxLRhXMvpsihoi9rjE3V0ScYQQGOoamUXOX15gTz2xSwjdgBYaYSvQirgWROsJ7pJxLimM5tQbWDcUUwXbDc12i5krotvj6xZiT3Y6oh/PsbsBZQJyUqDnOTET7G3L/FmBer9Fv9niyFBHCXKe41vP0FqiSRhMSfYiw8fI/tbRtQ1HLxbAe9RsTPHpCfVfX9Nta5yvGX/6mM21Q8aENJ8SbnbIJCV6S/r4GTG2yDgQfUTkhuz0nKraIFZb7Ks3yAjCB5pff2CaP0F8tsB/mzNc3iPVmP7DDm812cKjRM/02QnB5SR7CV1gvJhh31+CypBJwDcN0eYIJRCJwXVAlxJ3RyAvMFlB+yGne706fD9vKigXtBuJPhoThxrbBIQMlC8v6PvI5GhHVFeMP1Fk5TH9X9eYsSFNPE0LddtTHh9TPi8ZXl2R9HNEPqb7ux16XBJVS08kezrH3lmqD0CIJIuMkOYQElTRg/TsswX11x7/TU1+nIEvEV2F3faUeU7+yTNClxHlFltF/P/H3ns2SZJk53qPq9CpS3a1HLEKF7i8AGlGu19oxh9PMxqvkQQxEKtmprurukunDOmKH7Kne2a3Z3exWCxmYfV8K7eIzMiKDE8/fs553z5S/d0BukoZbrZIEZGjETLz6KxGxZIs+4TYOkwjYVwhosFebgBwVx36UYka7Xv9iQFZlYS6JxpHv34JwaPKI2IsGN70CCfIDjRYj5tNuNUePdaclDnJdoONO0LfI9qKYCckJycE9yEAtZtADPG9L/pvoqsR+uA5/d0bZGZR0ykhTumvLNlp8sFI/SPIRJM+mSGTLWYiEGmCOckxo4cs8AMP/KXyl78SfeCBB37wSCGYlP95pxuZ7ct2pc+RSUkY6v14YZBZgUr/QNGSZk23e8k3vhomXyBGZ997+FBfEYYdsA/KSSEkgQNxRqaPWfs1Skgmas5YVghlmBafs1MbBitwtcK3DhEc0xPDrJTIA4NdDth7SA9HJHOFsANEcOsWnyteDfe4uO+Pc3je2CWlTPFJRjJ5iswGxHbG8pWF2KPzjnYYmP/XCug+fAAB1URTb6p98PuOolJoI8F5PBkmy+hebbF12NuNTASmqBCxI38xw4wKCAG3agjtgLsHPc3f92Ln0mA6uc/eVIowqWE5oI6foo4PiTPoyn3QmfUd2VnF0fwRfhUJdY8PNaFtcPk9frxDqIr04DFKFzTnX+G6G6IY8NwgrUDne7EelVeoSfnRe+fbgeA9KIVd75Wgi6dzogN73wCa5MmEcCMIjUUQQYKeaFgrsAP2+prq8SFuPaEPkTASzI4CN2bH6DBFvxWMQ4EOAzFC/fev0Y9G2M0telSQzCqIkWAtYtRA4kBGQi+Q4xxR7AgDKCORwpNXU0pT0tZbnAnITIPdEfSG6kcp5Ck6ydDTI9a/uMfMc8yzQzb/eM/2ZY0I+17R4sWUvnEgFf3VilDnVC+OkEaRXPfIw4JYFAz3O7LBkDz/hFhlhHqFyARy/oj0oMK197g5NFXG3UvH5aVBbjyj8jGquWChR1DeE6LHVM9otrfIdI40GvPj59gdZE8yoq6Raktp7lFDgdis6f6lR6k5ahRJkynRCXb/0lN80iOrBJV5xIs527lh5SxhEzgqFXQDagqqMGASfGNITyfkZYtoBrxI8aOUpLhmuL5CmIBKAj4LmMMFw5cd2SxBYPfB/dhi6HCtByegl+h8RGwG5JMSv2to3qyZPB8jbw1EQRgsxd/OsNcNoTfEouT6n2v0KCM/nrE9v6ecnpImN4SuRT8+pc/myNZBlpGdjNDzEb2ViKaHdsAHSxQCaSTxtkHnCfnPniJcgt3cEHtHd3HFN2FkdAH/ekA+KRCZh8Qiq5xEPGXYvILgEcagJgli2CHmApPPEMFhYkLWCWZPP0Xc3aCXXxHamuTJE3xbEayB4oh+XZBMPvjxSrOfU34XwZeo+Yu9joKPiAh+6PA2opL9yXqifqusGkCPMvRor+4t5IMC8wMP/KXzn3dV+sADDzzwJyYGR3AdQiVI9SEDIKQkeTxjeHmPiUf4tEVNE5KTKaaYfKen9/vwtoG+YR8AA0Rse0dZvvj4tcRA6De/Pe57dFIxdpKxOIAYkaIAuZ/upRRMZgVvX+0DI6kEJhOMxxIZBERIjxTZWKJM+I4AVx8Ed/ctjZVkuSEaRyQSiNShp1Al0mSUcsJ67YkBUmVIfYVkh2klHkEkUsqKXBZkC4HtA+u7vYVWUUkODiX+4p6sc9xf9UyfHyAzR+gGslFBUi2Q2iAKQzLVRBfovrojbD8E2H5ekD5fED00r1q6l0tcvSM5KMBLhm1C6AXtWPDWC/zOovqecVJw2GuElsj6Bt95zDTFrv+J3fIKvSgRUuD7C7KDn6IKSRAG320BcM0tKhlBDPvs/G/e52ZguFjRfXmHv9sRlcRkBUPVsb1bkz6pKE/m5JMJ/q6jfJIhkoKYl4gUmrd3pIUAoxFaYZdXuLEgn43Z3F1yc+4R11NO5zli1qG6CW4nGK6+BikJTUCIBJWNCe/sunztCFOJEGBMh5ASJUqY7ZBZRr9L0ZnmIM64+sdLggw0uaPSOdlzybrZIetr0qbF1gKTtZDOEMclolJMPxvT3HvsMqJnBS4tKKeSLG2oPvs7Nv/H1zSXvyQkFTorSceK3Re/BOvp7gv08wVh9hw9q5GpoLnyrC5qZDHCaUO9ifjbJfPkCF91tKslnz/+G5Llitvnj/FPDijMfnNKSUn781tiu0KVKfHFES7WqBEIJXBvBcNXl+jcYN9CGHqynzzDLXdIItF78uOccFxzpa+4324R/ZRmUzKUlrOzFIHGbQaSJKB1Qv/GIvIekQXsXUeRAFmNLivSo4RkrhFlghssskpIRCA9ygmDRx84dl1Lm+ewA31r0HmFmbeIdIMYBGpc0Pcr8jPH9v+6RhRb2pseMZ7hTMGwlPhYgtW0MiE9ibRXG8of/RirNa+vWpp/7inGhkc/PWTrM+7+aWA8tiTDjlFh8TdvEalEPj9EVBr3ZosIG8zBEfqwon91ud+oAYgaf2uJ0iBzhx82pE8XmOMZ8nBKeFMTXYVMM4Q2uPuO2HtEMn7/nBgnGKdThsqyu5LEWBD9nGEDUmuEitg7h0Cg3/nvpsfJ95Ymu80aX+8ITQBREd1+/hYSyhcpwgiIgmSqyE5+d+XO9wXArtnPebqQ35uNfuCBB344PATBDzzwwL8bLvT07g7rG4wsSM0CLf8yVTRdu2TYnhO9BamgOECVczK5twHR4wz102N8bRFGoop/XZlc9AOJLEEv6P0WiKRqjObjPsJCyL367/BO5dRbEAJdHOwPGHYQPUIlmOrkO4vDycKgE0Gz9Qg0ujXE1YeATU8MbpRRtzVC7HsPh6B4eR/ZDD1vhpYkl3zyJIV8r5KtpWKsRhzqY7Z2S16AjjmVn5PGnBfzRwTVM4hIqSpm9oD26wHfBkYTxeSzlChBZYH6y0vismde5WiVsLvxTI6fUlZbslQSXIe3Ddli78vpt913AmAAv2zxBz2+VTS/vCZs1vvx2tC9iUgVkaOUN2GgW1pktDgleLvZkp4dMm57tv/vzV4t9iTBtjfoxIAVkEqCa/eqtwKEyghSvktCSYg5kQypi+/e4xAZXi2x11vCqkEYBdZjqgLZ9AzynqQTxG0AuSPeLOlvFNlfP8bJget/viM5SghOclSVFD97zvrqglwFmvM78iohhILdTcP2XpCPdohijD23iLDAHObIRJDNjrDtHUIFZFqQPX9KbAqk76B+g3cDIpakxy+wZsJw50GO0V9tmE4UbpJhkh5lavSQcBW3JAcLxuS4XU9MG47+2zHtlxeYpieKjMP/fsLdVw1tPSDFhrOflWTC4t9E8jIjCA8qII0jbC4QGfhWQOtoXt6gH2fIp4c0L9fUF2uSQrIZNqirCau+4OKXO6LbMi2POcoO6H69I60KRosFYnHAjdFUnx4QvrhDagMjjZ4Y/LZGlHu/5mHVkKpIaHr8MGAWR/Rf9cRmx+jThPjMkDwawbxjrS9Yug0uBry4YfwjyfLnW0ZmzGEyRoeAXigCDvtqRRgC+Sij+KzA1QEc6ANNcpKi3qmuJ8cFLCXD3Q3h/prk6Yy7ZxP8LWy/7PBOUeoCc+uZ/E2KOR4h2xS7c+A9/ZtfoLIUpxr6uxpWW/LPP8PGBhc8Mk4JSrFrKuRBSpMZrn+9A5egjWEIkrfXKXHbgdh7LvftgJICEwLSg73bIQdF2LTIZANDippn6PEUe7neK9R3EhkNqsjQxQxlRsSNQMwzpIro0YLQr99NZBJRZdD67zwrItWEIKmXJXV4RmIC4R5C0xCkJ5kKslNDdJH0SGNGCjPWDG5H666woSaRI3JzDMua4fz1vuqhD/tKkUefEH0GAdIjQ/Ek/Z2l1L+LYCPNeY9deYigS0n+NHnvq/7AAw/8MHkIgh944IF/F0J0bPuvsGFfGjyENX1YM80+R4ofxtQTYyTYGhBI8/0CJ8H19JtXEBxDHLjvbrDtl5j4KWky4TQ9Q4l9Zk5P/riFj9Q5QiWkYkai9uW0QkiUKb73HFMe0XYrbH1NdC1Sp5jiiGR8RrDNvg/PVEj92wF5OdKUo/19iCFi157QB2QqafyKN7/6kvZ+g/Awe3xGl52y+ocdwTrSKWxXHW+14uwTSS4TJipHCslp+piZaakP+70S73vFGUNxsCAtNL4L7L7sCO8UobvBsf66p847vNkx6re4YUnlx8ySBdNThRhL1KMp3fkronHoacYgLhhuCrrrhvr8jrQoKKZTlFR7/2QXGFaOsNuXjMuqxO8U3c1AOhPIR5pCFdibFTE1+NYjRxVdZxk3HqkkwkeMkfi1xK1bQhvQsxI5FghT4IYlbbzFygY5SFR3wOZyIMrIaHvP7GyOLvf/g9DubV18/U7wJ0T6saK+vUflktnJc9R6wHcr7Kome5JhryTDssH2lmSiGbKItIG7oePk5Jjk6QReXmFURT9Y7HpFluT42iMmBdFLRKaRPqP9VQ1CkNQJ6Y9+ip5ntDeauy+hu24oDnOmn/4Non6Db3tEu+Dql5LtxVtGZwJ/s0FE0AtHMjQEFxAuIfUJNQ4/SZEpBGfxq1u0qol9i+xnJMsrHv90RrdcgtnRfP0GdzxDiwXJfISZJAhlCM7j1pZs3qGSHgZNUAWGDewy2tsNtd3u++1NjwwjVucdIoCJhvp8SZyM+dHfHkPbkqiC5VLh11vKpylZk6DSCrxD5wFXW5KTBV20YC0yi6iqwG+3JHND+tkh+TGo1KEmCcnc0GRLIhFdatRIMtxZrF8xOz2gLCvSa08oBL6uwVnyR6AnFe3tNe2vztFVSfrU0Z1vUMWU7NG+WiSdH5H+9wx5HLG3OV0aOD//FfP0CenzMX4NSEn5OGFYrZHG4ZuB7NgQdkvsuoGgQTqkEvjeEetb4kYwnZ0y+BYzqcgPDZOpoV4FlDA4bdEnGe7Gc/NlyzQH3wtGTxLwHXEEemyQRiIwRO+QRYooUxAOvxlIn58gnqfYux2u76EImNMJhIDf7fCbFUJsQEXU4gAhFEG11P4SJgYx5MR+Q6LHSKkxhwVXv1hy9auWIBTR90x1jrrpMbOcsAxQtWRnI/LTBCEFLvRshy/xcb8x2Pl7nOtJr/r3fuoqlSQzD2KNnBaYsSZZ7OfBbwfAw9LR31jiENFTRXZkkB9xOgD29//+QxDvdoHujaX69CEIfuCBHzI/jJXoAw888J8O63fvA+BvcKHB+g2pnv8HXdUHguvp1y/3PbVCIJMR6eTpd8qc3x9rGwj7HtilvaMLe5El4zrulSWzGQcfEa/61yB1SjI6Y9heIIJ758l6iErH33uOzqbofLZvihMCqTJ8t8SnI8w3GeE/ACEFyWz/c+Ct5eYfXmK9Q08KIpHO7rhfdqw3DiWhWmvSUqJrzakaMUsK9LfkVTOZY56mdHrArj1CCtIjTTLfH+M2nmD3i9Kg4O3rgbYZaI82WD3QLOFgkbDuluQyp6BESoFtLwisQQuc39CfX9LZBG8lsizZLGt8cEwPjkHLfU92MgARmSd0bz2YSHYgCasd3RcNnAjmuaGZ57QrBwRSH9ERJk9Koh0QW41wGSE2QMQtdyTZIaY8ZdA9cadR6QSxG3N1L9gtb0jTgqHvwQ8URwUqSNybHe52i8wMftcjgDoMxCjARGze4c6XDDcrqqJA6IRkprBZRIwlQ4ykg4P7hrCx1L1ApPv/l1GHxM5j71ZkJwXZokCPDXFbkD5PGc7XZJ8cEb1FH5aY8QjbJty+bOl3jrBxdBuPJ2dalMSVxA2WcOuQKmWoW8p5geygd/secSMT9HiEGXKkSlDjBdvrHeMx2LcbpOiQyqJPDhBGYNe/xsea6OK+zD4ISBw+kcgmUn/xEnKNyncQdmA3qFGJmU2QaYFrHLqyFNYQ7u4JqqUNkjJd4FyOdgUdA0FqhI/c/j+3mHnO6O8e86ZtcUnKaBrgvgapEEqgHcSoaW9LpNsiksj0f3pC2Fr8biCdJehFgipzhNf4ZkDkkiwv0CHQdg41Axk86Vwz8jUmTvCbHIRD5indqyt8FvGrHnu7RkRB+1aSnY7w7UB0inRxhsrn2N0Nat5i6xUxK9BJJGxb6q3HjEqU0DSrgZxiLyxlBLtf3pE/LjFFi2sUqtKIrUP0PQRB9JZp5siOLVLVxFWPPq9pvKZ6IbhxDc3tjqRIKKoJGoXIJRSasrhjWL8mnQTctsYczND6APfmdq/eLBTm8IAYZ6SfnKDGNbZaYy/vGK7fIk2CW63QowKMpNkY7n9+S0hGZIeG6vkJFJ6YF7RLhxeS4qSiuV9y808bhrse0gSzGDNEyCeP0EKChbBpMT8bvw9erd++D4C/IbgWN7RoPlQgqUyhRpHsk5zoI8PKE4f9BqCZKNzOU3/dv+9M8VeOaCPliw/K0/FdUC2EwK6/m8UGcDtPcPG3/IYfeOCBHw4PQfADDzzwvcQY2fo1ja/R0jBWUxL5h5X5Rn57YfDNa/4QGHZvCcO+j3NfJrfG1tek48e/fbDUgMBFSx++KbsV+7JoYOs3HPBvC4IBTHGASkYE3yFkgjIfL4X+huAGwlB/CNzfKcT4fv2vCoK/Td+2dN9YkwASQbe1SG+pu325n+kF00FyOs85VCPkR0oIVSIpn2cEGxFy32/5Dd/+DnQ2MjQBH/Yqx84P9H1k2Ahis6Oxa/JFCXiGy1uiHcCA217Tug3B5HhRgVqSHZzS3m6ojg8pnxwgU0N6LGkXY0JjcdsOPU9QosX7iIiaiVAstzXlSNM6R1WljG5aRJ6h8gwzjgyvl+QnPyEUd/juHmlK0uJzZJbhosDMnqIazdXNhtvza5K0oDCGvlnzL9evSTeSRCSczp+TXAait6jMEAZHMBH1+IDbu8ju1zuOsjFm5DCVRgS9F8Na5DTTAvv1EnexxoRAWhaIdUsoGvKF4PYfXiOlppwv8G9a5N8c02eCeGtIeouaVLCI6Czg1zX28pI6LGiulsg0h0RBhHbpKcuE+PoN9nrD4SfHXA8pIonoZEwMHRWSIQbS4xG18CTFMYemgDZSaIlQmqa5oXhc4DMBskEMGToZ0dc79FKg8gnNbc3k0SlirWl/dUkcLGYKcbDEwSLHFcOmwL25wTye0PeW4tOS2HXUbUdUgtE0Z9jdE7UllnOSaChEz/DzNcOyx1Qas95xqjX6YoMrGmK0sO5Rp2NUldPfdOTHBZjPwdbYy3vcqsXkgUCPOCixN0vCfQ+mwFQVQq5ZiJJbcUe9XLGYfcaEI7LWErYN9mUDFtRJSfnZEZ6G9lyhJzlBR+ymI8op5eMzdDJHyhH9y6/o7y6IviGZTIndQKo0jB1JPcZeQXPbIX2CSgy+sbh1Tfl0wnCZkk4kcblEdjnZoccXE+Q0pxqPmT2qUAwMb1Zg96W/MdvQ3vRUp1NuB4sbC558nrI914gAIY+I0lHNxxhpEekYkab4iyVClxAi4HF3t0T7hOF1i1tusJfn+K0ndAMy1RD3GyFtnfD1/70iWI+aaJbrLXM7ZvGopLnagoIoBeGXAjKNqDXlKMH6Hrcc2HWG6U8rUhXeefRK9O/RHIxmv0FG7fB1j9t04AP56IAweJpzi11++K1KDhRIPkgzvMOuPb4PSCPory3DrSMC6YFGZsDuu8dLI/gDpCAeeOCB/0AeguAHHnjge7m2l1zbt8R3gif34pbn2ackf0Bfr5YVEk3AvR+TaLT6/X65/97EGD8qKuX7NfDbQbBKKlQ2JbR3KKEI0ZNkUwatAI8RfxqbjBgjfr3FrVYAmPkcPfv+rLmQEiEV0f/GhsO/odw8SRNSo2nf9RqLCHfLniePFeu54H5l8SGSjAynC40035/pCIPDbzqiD6gqRZX7740eK4Sx4AaE8xAG0srgSLC7mk52JMcjqHvydIw+rPY9iDrF24EoHMEPBOeRec7Q9TgiZi4wkxnJTw7Q2b6MXOeKyd+d0LzeYHdgxhp/15E/3i/ilQmUSUJQkulBRnrvSE+nuHrAJAI9SYl9hcpTZDon5gIBSJkihUYKiWfA7aDrLUTIsxy3a7goX0ErIGbYbstFHnl+9hnyqkdWGcksMNMzfvWmw2US6ozaCKZnp6S5R7QB82SE+dERFxtPMenoXt+SpynSWtrbHe75hnBukNGCt3juSZ8cc1dfow571PyIaZ2ifUe8W+KUwC4bVOahSkEFvGvQkwrhDSrxROtQ0xx308CXtzz+X5/TiYTuemD8+QlZKjB9wy07CmOY9nPCLzY0bUsyTRmSHvlEc3v1BfkkR6Up02d/R2E+pb5uIRE0b5Z7QbMhYmJEH1W4kdj30F6s0NOS7PnnDP9yR+jvCPUGnZZ0m47x8xR0gRCQZtcECtTVHcnJE7rGUfUNqumZPh+jhKf5h7eYkaFvW/IfF4Q4YEYlMlV4Z2DXoyaezetAMYHupUfmGjTkzwzt6y9wIuL6QD45Rl5o8idHxOGGQ2s4G/016UVOf/4lnYuEVYsZHyDThLDeoOYVzAR5WND+XNC3Ha6zTA7H+Os1PJ4yvH5FqHfEbaC/XiHUhuJnP+b5eMyb0FJkY0SMiCEwMobueqB960jnY/wGQh9J5wvyz6Z06x3lswyCwW4l2Vyi5BL6iJSSICVRQutXjOeG/LRgvDAELMgtj16csNt4iuNAohV6V+83JrqAiCNi7BFJQWgjwkj0IsPfbwg7TWg3hF2NSA1mVKGPRwxX5/T3W7ZtQn+9IQ4DJkTC2NMsB0r1IcMqupTuooMUBJLmdUd+mkISsH3AZJ4026vECxlR+QcRK6NGKJHg4/B+TAlDfvaE7ldfYW/uEUKg53PCTtC+2mDX3527h3uPmiiCAsUH5elv6G8s7cWHbHN7YUkWGqED8ZufOgnpsXkQx3rggR84D0HwAw888FGGMHBrr98HwABdbFm7JYfJye89X8uUUfqC2l7gQ48SKWXy6AchjCWEQOj0vajUN0idfe/x6eQpKh1z0JWsqBkSgxUejWJmFn+S63J3twyvX73/u99uiCFgFh/P6gqp0cUhdnvxrUGFLv7469FpxtGjMy5evcSFSAxQLSZ0UvB4rlgUghgFh3PD9Mn3Z6pDb+l+fUt8p0BspSB5OscsSnSuyCaO3Rf3yFFCyDU35w0uASVy5mcFQ3pDVhbkdgRDILqIyY8JtoMYEFGST45oY0oM70SvIiQHIxIlicEh3ilim1HK+CcHSFXiG4/tA6HzCB3B9STWkZyMkEbDsww1K9HjlFAP+5LZgxJ3uYEQESGCFJhFiRSa3ByzbV7T9x2TwxHrVY3BYPMaGy3j+RzVB8gM1lq6qmcyLWAWcc7TfSnQN5JsEUl+IsFWxFiRPDXkY4WuUpqdI6970klK+nRGeLnGe4Eeeex6jcnOgB6EJaQGm7cMQ4tyPWlZo0RC/z8uia5BHEzwRKKRZOOBbGroNw6hAulxSloEks2GICQyVwTrkKuaGm5PKwAAIABJREFUrDDkxwtUmhFVpIyRrBbo1LD5p69otgP9/ZpI5OR/f8ZyucKcPMJkoEcj+pFlND5mEgP3u68pH1f4XcLyauBwMSNOLO39FZQZwmhi1xMGh726RkiN1IbgB0SfEtII8R5VaPCOhayZ/myBdTdk//WY5u9XSClJZpr26y35yBBjpI8NwxuL0iX9r27RzZjk6RHitGKwIOuWkERUpjCzhGwasbuvaW/uYVJRLx1N85bpJznJbcCEOaY0sO7w9TXFfMbu//yasGrxo4b8k2fookSJnIjH/DgiigPk+ZpRuSBLLCZV2Os1wu4IvcXftsiQ4ZsN7cuXZKdTPjuesIsGMU7okx677XAbvy8rVxKhQfQgqoSl06RPJlz9csBe7JDrLdlIMvufp2RHHcrlyCFibyyZKnFbsPcdOoOkzIkuUmjB5LOU7DSheRkZvlUZQvAInTGsFKF1CAU+eMzBvlrmvZr8YAnWEQeNTApsLwjBEuoGmSb42qFSRXAeFIQm4GsQtcFuPWklqUpwnca3jvzxiMO/GlHoBmxEKEXyZPYd720tU8bpCxp7jQsNiazIzDFa5ej5YwjVO6V+BX5fnh69Quh3rRwysu0ju3NHv/SUI8VioZEOzDvbpPruw6buN/jaU/0ow609MUT0SGFGD8vrBx74ofPwlD7wwAMfxUVL+EhJ8/CtXfbfR6rHJKoiRIcU+g+yCvpzYcpj+nfiUQC9NjQmELqvGKkREz1Hfut6hdSY4oB5cYBxG7Z+gxKSsZqSq+8Xr/rXYG9vvjsQI+7u7nuD4G8+h5QGN2wRQqLzOSr5t2XbJ48ekZUVTb1Dac1lm7PZBpj1mB5kYhh/VmFG328l4u6b9wEwACFi367R0xwidKslu4MVXT7DbwdGc0XvDEmlOagUM5OS9xo5RMRMoXSOvwuko08JosNMTyFxiPae6HpUNqU8PCHRDd3dz/f3qzrBFIfAvu+5fJEx3DukGuOuNqhU4a5q1CTfL6ZdgBCJw7vFe25QowwhBSpPcKsWBOh5gR7vNwAKc4TMU2SyRBwbnqVj2uU+aEzSFfd2hxZQWUk5mPdCYSEq2tctocuYVj1+ewVLS8gyZHVCd/eYJFHoCqL15F2HbrZoo6h3DcMuID5JsduGdBIwxZiYOdwo4IeW9MDQhCWlUdjrDWaas3m7w375Fh0k2eczuuaWw/9yTLMbE8uEZJ4wihFepQwbgykMItHIKsM8nTJcRexmRzc11LOM5Kyg2G5JDmcENSC0xu62tDc7xk/OcOkNqB5ZTZAyo311TfiXAXk9xWbApEIVns0GpvMR5fEBflmTff6CZC5wfosaVejpIW4zYI40yWSKVp7Ji8+JzZbYtCSVwu9q1HKFQZIqh20tYesR9Qbz6IiYwXBrCT6SPp8TD0vM8Rg1NRBS5GWPIaIzQ3ooUGpA+B3Dek2Ugu78Gp1luLag3mxIDl+g5YrdV5do5XGXtzDuSR8f0LWXhHVNqBtUYpBJRjWfYk8029ElxaEk3UZk1xMBSYobVu8VzoXUxBgQpPhLh8ga0t2G9T+AygrcLmKmGp8pkiOJGUnEkSEuMsTa4xtozgciKfmRRGU9/Wog/8kCM5K4mx1RCrK3gnYaaFQg0mM7ePriMeUkR2X7uU+bBT5f4fvdXqivWhC7Cnd7gQj7LVKV5bihRMkGWY3g9gaMIbYDw/k9YnZM/mRBuN2QnCxwO7eXMbCK0cGc0eOM1d8HVL3vJbf3LekiJdVweKwI2jD76wWj05LQVkTrkbn5TgD8fj5UFZOPVRv5uG8vAHi3sSuNeFfSvaf1cHM+kJ4l6Klgt3ag4PHnGdnBu7nuY8ldsa84eVCDfuCBvyweguAHHnjgo2QyJxUZXWy/M17+K8uZhZCoP1G58J8SnU0R88/x/YYOz5v4liAseFj5e/rQc5KeffTckR4z0t8vWPXHEGME/9u+sjF8vLf6G4QQ6GLxb8r+fuw1s+mEbDoBwO4st65lIxLKqeKTecps8bvvaWjtb41F54mDp3c7trxGZI4Qc9a3W1RUTEZTkAm7G8tZVSBcjzBqr8ZsFIOS+PsWpVP04gw58mS2YfZMgcnx61dEv8/URD8wbM4RKkOn+8ZBmUiyk4Ts5AC3qfB1T3+cs5aC3gfyTDNqLf7NinBv9m3fk5zs2QI9K9Czj292ZMkEypz2wjLRMHoSuEvvCNev8cETlGQ5CYzTkoICdZjh1z1aafKZZLi7Zlg1hCGSPUoJu3NE7llfGMY/LYhrcK87XLvDJJ7scITwW9JsxOTsGe3mhslff8IgIm3sKMoJq+Etyit0KFCqZVg21Pd7CxuVFdhXa+TfTojDHUfPEoJpyeYZ0hdYN0GNUnzTI1JD+V9OCZ3HhZZbI7h4W0NhmHxeUa8gu5bEywHvFcXRITJ2hOWWkPSY0xLROcRmwF9cQ9SY3uN/0ZF+lrFxHrlIGBKLe5ZjPi0xoxHK75Drnsn/csb2i3v0uEIKyA8sUkvgMUG1mKcgK6j/x88RaUBoiSkENBY9ynEjTXt5Q/5sQXU8g6HDrVv0PEWUEd/2mOMCNUpIztQ+02lLhldXhOiRpcEcJwxNR+hbZJaSzmeEoxz39a9RWhLua8K2o70/p3ryE9KTA4arG0IcCCkwzglOoF72TJniGk3wNcJkSFOAlOjxhGHdEiP4foCoib0k9C32i3uQ11Qv/ordz3eUZyVqmpKfZYhcYXJJepJwh8dd7Aj3DpkLRAhEtca2HapLsOsWfXZEOj1E3bcUjJDNQFL3JLMMbQVc1AQFMin2ftHpCGNOMZmHKBGqoL4OpJ98jvAdQmqCz7C7iHlUEHYK/exT+pfnoA3ZowUxTuhfOzQNj//bguV1YOg88+c5Ry9SVL5gNE/YvT0nPczQo5zh7QYzkxQ/OiM9HTF+tP/d+UOt54JtCcEidYZUCXqS4+9rvlXYhJ5odJbTXVpigLYJmLlGJRIS0JUiKlCzD8rQ6YGhefXdjeD04Hf7Cj/wwAM/TB6C4Ace+DMSXE/wPVJlH7Wt+SEhheRR8piL4RVDHBBI5nrB+J19z38GVFKhkor7/oLgvruLf+dumZvDP1gI7N+KEAI1n+Mu335nXM/+dMHtH0PrPW8YqA4VuVNIBTED+T12Ut8gywS/bL4zJlJDEB3bzT/Stef4zmLZMF8ccnvpGQDVOfJZgZrlqCRHT3Lku76/9PGM+Gi67wf85v2z/ffRdWuc77/zfsSwt8BKf1s9R48zGKW8yRXLyzWhtwilmBvBWZEQfUBoRVi1uEmDOfjdmz/pkUFogV05XAobep4XP2LX7KiHHVVWcZgfwQrWr5eE3hFDgzkcKEeRWGt8KimmCtcP9LFFC4O9qbGXK6ZHxzTb8b6XfaJIY4bf3JCNp2Q/mjNkDWN9SLXOWfd3VKMSyZg0gNIJbR9ApYS+p3MD0x+fIWcFWvfUP/9npBnh5JLsxRGyGiM6hZmV6GmBUAp3u0afaNYukBQJQgaSXWS7jIREUxiJ7AL91zsOPj3EqprgVyg7gdsd4bymv2Qf8FUHZMcJMg6c/HRBJ1qW1ztc2lLmkF0vkWWJlBKV71j8b2cM9yCGHnZbui/uIQTM6Zjupib/8RH6eIaIBqlG+I1HqEj0A+lxSf3lJX6tKX50hp6fYd9eE7yhu4h0L6/IPo+YUiDjQBQKf9+SfDLG3V2DmrK7fEX2bI7ddaSnT+nVgrL3uJhgr1bEHmSSQb0j0GI+OST76RFBpsjxlOaywd5eIb0gKQ0qCSTHkw9ZSCkxz89AK9p/fIXQFbqYEX3EHE1o3zTYmyvGf/OY8bMEUVrEIiMMDhEEQxeJycByseOrfInIPfJx5AkFw69r1EijxwaVWlx9iRpXuMbRv9rhb2qSiSF8tcamBv28ZIg9obWkT2bo+Rxf7wjbDURPVGCmBe4uAB+eiTSTZE+nbP/pLfUXL3HbHinAb26o/iojeo2ejDFXtxxXhuRZghnVpLNjghXE7RphN0R26LwkFPvnKTlKKF/8ht92jPg2IJRApZIwDPjNZm/dVFb4uMXVV3ufdGlIxk/QsxnRz7HXW3ABNc0xJ2NkojFTTegD3b1juP8Nv+IP+ocAJAcaBAx3DiIkiw8WSw888MBfFg9P7gMP/JkYdpfY3eVeaUNqktHZH63g++ei0mM+Uz+h9S1aajL5u9WK/1Jx8bf7vCKB8JuqKP/OJIdHEAN+eQ+Amh9gDg//rNfwm6ycxwb2ZYAGPHA3OA6NIVPfX95u5iV+1xPWLUQQiSY5m+K6S7wfCLkk3g2otMWoFenRUxopSILk2WlG/vRDpj24SH9tsSuHTATJgSGZaoIfiN4idUq0QJ+BCmDc+zJ38a0VbAwRe7djuG2QWtAclNRKkDyaEqzD7wauf33DOErS2xo5zkhOJ9/Jart+g2vvIXpUOkHnc4SQexuoA0N6YOiCpbgt2P16RbCaUs1xNlDrjvE8p+8bvA2I1iALyE5GMN4RxglXq5ph01J4gQ2aT3HQdYgisBtZVjYgO8fpz56QvO7odz3xl4FqcUh3+RoVDKNQ4U0k//EUEzK6doMqMhQVihI5SVjPNKNsBBdrtDyCrqW/vSB2PYIUmSSYo2OGyxu687cI4bFuTBD7ZNruLqCMZHVnScc5ahpROsGME4QdUG8s0yc/RtWGaP2+PBkPIUC7QhZHCOFJoiIbTxAbRzqZk/Q10e7AakSSENoN7n6DrPdiRf3XK5qbFcnBBDkE9GyK2w0kJ4+oX93SxRUxt5hE4W63uKal/PEJ+jDDPK2wr+/oX54T0mf0X20I3hPbhuZ1T3aSoccRbE+8F8hM41/vKCZPiXlCJNAOT8jzgvDWEjclMShEopBZgpqNSI4e429runWDeXRKs9vhr74kND04QByRxClRS2SiEUbgpi0b9YogA/LZMWoJ9u3XuG6J3yrCekP59FPCMuJe3yBPD4i+oLvyuN1ADBA/h/avO1QlsAiwgWW74dFZQTbOMFPBsIzoAYSvEdaijMciEInAbXrUGOS7pKa7qzGHFTJLyD75FF/vIIS9knhY0dgBv3XIVKLGhuwsZbjZ0P7iS9zqnugCYlwR+4Hh5pbsyXNkmZM+msKwQVYpejZHVxXBRdQ4IQwOBgj1QDJLSY9TiscGlX6YZ1zraV8NuCYgBCSzAPUrYr8vJfe+RU5TRCnfPfOWYfMKmZSYgwq9KCFGhJTEEOlvLb4JyEQwmmm2a8+3dQanC435lj+wEB+e8wceeOAvm4cg+IEH/gy4YYfdvX2/MCc4hs05ylRI83Exph8KSmiq3+dD8RdOpUfc+9vvjBWyJJV/3nsjtCZ99Jh4fLr/W/3H95i5j1haRSD8HqsrYRTZJwf4XQ8+IIsEmWjs3UDaa/qugblEDR3J4ZiJyYldSZ5KdrOI8xYlFUJI2oue4fad/VMbsdue8HhNCOfEGIm7lLBU+KYh+hZzMkbMJFInqGTy/pp2r9fc/n+32D6itSB+4vAHGapKEUYRdt1e0Trbi7eFTYcfpSSP32Wb+w398tfvn2PfrQh9j04OCTFgTSRLUjJpqGzONt8Rrce7QPSCVGfsdi1rv8IAQvRon5HlE4pPBt7cBlznSIsSG8f0JrBCM000r7t7luu9AJiZl1xtdhxoCS4gs4TmV7dEKZDaIe7d/8/emzZLclzpmY9v4bHknnn3WkEQJKVujWasZZr5pL8/ZpJJJutRN7vRDaCAqrr7zT1WX+ZDXFShUCCJFkEKVOdjVh/KLTIzbmSGhx8/57wv0gVEusef5kQUyWLMoDVsQk0ZHcUgJU0TKC0Q8ctlbxVWeqTu8FUftEUPZBYSSbd+RTr00BakYYDXOaILhI2nwTI+NoTlHtoGtKaUASVaYtlirCW0e1RhQIO9KNDzBS4b4+4astKiqoZuuyaGCjMTqN/MCLc1Yd8SkoyubXAqYp+d014H6us96RyG/2HOxlW8cl/1AdVFRlbAyf0Mtd2Davty4+09eqKwL5+y/0oSI5h5TthUEAXBC4JSiMKCsSSLETQO1QaQGenZMegcbhowmticMvgs0Cy/QU8MyeCE7m6FnueEyx27V0vsiaZaLonbjojB719hfmVoX0nyf3dBmDoqeYfsEvxmRxc8trC9IJmwCC/R2QS/7NDjvvpBDXP2S0G3jn1VhBYs7/aYK8nsVwY31fhJxOwrikXGarmlKVv0TSR3KcOnEtUFpPKkL4q+TNg7tJFQVjA0fW+8e9xIEgI9eP8MsOcDBBs2uuMmXhHzwDQ/YvRGEtsWlRvCtqb58gqVFggVMbMG++kRurDAh8KKUguKz+a4+xvqt1tUKlBFID0t0MMPKzDqNy1uF97NQ83lHaLZYUb9cjZ0Nf5mSfLyGTw6E8TgCF2FVElfQSIEoW2orh3tLe9KpFUmOH9h2a4dzsFgpBh/J8sbQyS6+K40+sCBA3/ZHILgAwf+DMSueh8Avxv0BFf97IPgnyPRBXzVIhOFtH/8jvxYTTk1LffumhAjuSw4TZ68L7n9I4kx4nc7YlMjbIoaDH7ve/8cgt9vGSrFLe67rXTkSn6QBW67wO26Y733pInkaKwZ5rpfPA8//H0rO0KUbzlSR6zFmq1tED6ifEeXtGx8QAYYP9wzijUyOaF7yPiuIo1vK6rrB5K5B29ov7nry2MHF3S1Zf1lheEUhhNkq0g1tI3n/rcr6nVHdAGnBPIhwdk90TSPC+FAOitIl+/LqmOgF/MCXHlP6Lp3Zazd/Z66WuHcmrV17CaCdDLgQk8Z15qtzKjGEqUUQwrMEjqxRUeBr1fE6KmtpxgVKDPCloq4mFI+RKq7DdnpgCYK4vNj1g+9ArhJFKNasPv6mr3OGDEkfVqwe7NCuICaZwTZghKQREjuiYM1uhgyiqcMmkCYaIoXM+K6YScuITR9L3WMyEEKTuJXW9xuDUFif5WzU6/Zvf4S43JWOkfZMUHmXDwvCJ/X1F1gcpSTT/rrePtE8uDfMI0Lytu3DNSc8WSIv9+jZiOIgm71QFjtIR+Q/mJK8/kVMaYk5xmykLRvr0h/cQznCc06UD88oOWY/d/VuPuSoEHbjOoqcrN7RberofP4bUM4LmimGUM/R2pQxwK3vkbII+plQ50a4tBDVZM8HdBcOoKXyJigpimmEOjZCD0bo49z/NYRO0/1OhAkCAJSKbxXpKdn1Mt/wj/cg480McNMT1BbQ315jZ2OqLdLVCIJbUe3ukFOh3Rv17TLLfKThKgiQklEjLj9PUJJ/AZkriFKyCJRQPKrI+wvZuz/cwei3xiKPqKVhBZi7VB4lJIUOuN1s+Z6/Ra/dQilOZ89Jd1GXCcJTcBdXqJnFuoKd9vRDSVqlCFHKSEEpPPv1ZMf0ZOcMm243r4iyohMDbebr3H6iHj0nNrdYkSFqa8QIZI8PQHr8dU9woxRSfHRPJNMU6b/6dc0V/eEfYWZDrGnc4R8P8/4NrwLgAGQEJsGXwbMY+GIEIrQdr2+wrenLSRC9c8JX1W0b1/TPWxpbgN6cQxmBkHgq4jtImfPP34mt0tHfdUS2ojOJelZgh78fObpAwcO/Ms5BMEHDvwZEOqHbjUB6lBS9S/FbSrar5fE1vX9hccDkrPxHxWwCiE4Tk6Zmjkh+p80AxxjpH39Gnd/CzGCEOijY+zFx37EP0cmRnMRAjedw4dIoSUXNnnXExxj5OvbhvXj4rRqPJvS89mFIE8/XiSafIGZHBPfOI5kyng84babsto6klmK1HuC3+BjRvQNbneD7xZINSBqqJNI6zxFYkgQxAai6zM+rnM83Gd4n2G3OVWl2W0ann+WUe899V1D/abvU5aZZDR3LLrIuta0wWG04tl8TuoFIdEIK9FHCd3DHdKmdA9b2uslxN4CShhNt295EEvK25pZckb7+obr5Rum+YR5MyCIDD2w6FHOnhJRGNQafPSYYYY+MZT7W5JVxIXnrDcpJoeZqvBv1wzsEDk0jKcFPgSSVrD7/BpfW3wMVNf3hADJfAabLRKDOjcEtSaM3iKDResMt9yQnGr0+AlmaMgnFpdYuotT6i9f4Rvojsc8PE9Z324YFSknZLT/5R+QnyrK68+RRpIgea4n1LvIaB7Y3t2TPk8w0mDNHomjO0u520WcPeZhKxgtPqW6v6YoQG0z9PEF0bS4jcOXG8wzR7ezkKRIq4lmTWj67yk6R/rkHDdtkEkFTiJz0AjQkuT5hKYpIU8QSoJNQCqENPiZZfz0V/juGlfdIfMZt69GLJuGdNDitznt3pCkI+SiRA4EwRiclsjzOYMXA5Ki93ttzY76765wb0tCHdAnA4rPLOXrEu/2yKyDaGhvNugkpbm7QcoX6DxH5gIzqghli50nmOMJYdfRrR3tNxLth8iTiDgWNG8ekHpEVy9BWyhyhJAkZwP0xYQwjaipJ71UdPe+n1KkYGRzqqKifNgRmw5c4Oj8hFXVktg5neuwOmFTtSxmAV0b7PGA9vMb2taTfXZEaFui97imIhGG9os7OqVInk7Qkw/7cqu2ZFBlvSuSFLg44+u/C+h7iWwK3FXJ4uULjp6kmGPo1l8R73K0KzCDM5LBxzZ7usjQv/jd86KQAqEE0T9uyQUQeYFsVu+OUUkBBlCyPwDQ2QJl8se5+GvCrq/QCGVH+81r7MuESJ/pDt3HFS6u9JSvmneewd0mENqGwa8ypD54AR848JfKIQg+cODPgLJjpB0TmvX7sWyOMh/viB/43UQX+gC4eezh9QF3tUHlyUeLtP8ZjDAgftqNCb/bvQ+Aobc9ur1BjSfowR9nZfTn4sQmzBODjxErPywFrJrAdv9hlYP3sCn9DwbBQmqy408R1RCcQ4mUSnQkFwPUJKHd3KClIo99H67QHTLv+x7fGsdD4/BdS1Y4nqqCsWlBSmII1HWgrhuEVCSP2fS2jpQ7h9t0BC8hQDLQmIEm1NeMK8XJ0ZxOJGgq1P4BaYfIzODLO/xDS9xp/L6FQS+SFl3AP1QIoxDzI+q7Dp0Y4jcbRNtRr/bUnaKYaciGuFWJmgomnyXcNJo0OSbzGaGo2GxfMVxPqVeOpAi4smWkFc11jdGOnI7uv91hU89md8todk5rM/CSrLL4YGhfO/L/eIw5KYi7HV5fQbrHU1N/uUUVI5Q6pfnqDcO/HpNd9AGIzhX2fEaUFvXJBd/U31C9uSRGRXo84/rVGxbHGVE4QucI24p8/Jz6ixvcXlDfGLT3BO0IoSUMJwhzzPZ+SysE6qjgdXlFiI6Ll084GZwh9yXddY2aBITShK4j1A5ih98JlE0x6Ywo+ux/MnuKtiNSVbPe3qMXBjUJIAMiDTS3N6g0xb7U7MqC5nVN7Fp8p0mfTVGpRudPMMURdeXZ73dEV1MlhvyzAQkRXTxmCgcp5S6wXDds/+sVF+shn/zVMYOpJe5aQGCmhvq2I1YV8a6FeoewFUpKvFTEfUfwHUqOkM6S/2JKuf4SOc9ITlJi2SJcTvCK3ZcdvvIo09D+k2f6/4zJXhrENxb53NBer/Ebj8wU4mzGhi+Jq0A7mKB/NSd3Q9pvHEJ1ZDPLJC8ofENXtwzjiOpvPVwrJosRSWHYvN7j2wgzhR4Z5MBgPzsBERCJQNYNod4Rakf9+ZckT54h7Jz2m1XfMvCYEXabGvf5PXV9D/SWadq+YP32DVOvkEmKGB6xDwmn5xnd/W/7ezlREAPd7gptx0jzL9OYkFpgjzXVmw4ilL6hSxLsRY5rSgphkDYjffpLovZE3yJNjrJ9mjjUFaF83ARLJMIIYhcJ5Q6R90GwLj4udXZbz/flIXwd8XuPHB+W0QcO/KVyuHsPHPgzIIQknbzA1Wuib5A6Q6V/XPbyXyO+avsM8HeJ4Mv2JwmC/xTEpn4fABsFIkKUxLbhu+qqvw8fIzvvkUCh1B9UZv5ToIVA/8DnhviB68gH478LlSWkz09wyxLVBT49GXGloA0OrQznRpCUe0LbC2HZU8GqFTzceUQiyBYDIiVvW8cwleijEc3Dmqbd0MaGdDZmF/coEkK3o912xCuPGkvGOqP+4gFagSnADgbo0PQPwwRErjFqjq+2hJXvFXGlJKwD/u2W5NkZXbVCjhUqGRKSGcG9xmQGt23771pKpBSIrqO9+QYzSYkPG2JpmH46Zn28ol1d061XZL5gv4wMJ3Pa25qni4B7aMlHnkGhYbUl7EpGrUXlY2IXmM3m+AB+7/HWEQvFZl8z/82YfJrTrnYEBO3bGmkl0e3Qs17xPax3dA/7vpc4UYRtRVhFNqmm9gV6bvH7FhUMZb2nsTn2tiJ9ckpYlnQ3e/xmw+DJBXLTgOjI7Ry3XOJDSfKZQC4T7OmAf3x4Q2hqunXDttyTP59wvm/6jO1yD0qg8hHduiR6jx3Oic6hswEIi5oXmEkfwMhlR3GjaFRLHATirqK9u0coixkZxnbK7XKFHKQIKZk/e0JyldHokuTYIhNL8CU+rAjtGhDsOoW/WzL5zVPK5Q7hBeVyi5WOdCDRQfL2n695+uyY6h83CATJSY7MG+rf3tD6BD2TCJ/QVi3drsVeHBE2CSaboYdjRCJIihEibRDeEFtJ93WNPBkTaoceZQg5RrqG7quEyf81o04E+ukc0htwNT5N2foVoSzpQsc+NthJyeSvLijmFrxHyHvC5Y5plxFCzvq3Na2JJFNLcikQ3mO7gJgV+NuAOlPIoSY5n9BdbwjrNWFzi9CB7nJNdC1u9/fk/+aviXKErzr0sA+Cu+sN1icIBJEIXaBZNRTDObpNwDuS2RDfOrxzfdHTOEOmjxuM0fcuCT8yCI4xvntWpicJ0ko265JdqPHjwDoZYesco4ZMhnOE/uGlrVCql3sGpBLYhaa9dwitEEqQnmjMDwS1Qv7AfCvgZ2R7f+DAgf8JDkHwgQN/JoTUmJ/Qy/VfI1Iret+NDyMsaX6+vVkiTftMpfF0+9dE3yBMhpYnP+qDYjyPAAAgAElEQVT1pfN8VTdUISKAgZY8T+1HGdn/VRSpZJBJtuX7bLCUMMo//k5iiHRrj9t5pBGY+QhlJSkwjZEmRKIsca8+p7677htyhSJ7XhDPFuSDfuENEMIJsdnT+EgycZBq8iBpZzO2vqVrl2RSkrDFJlC1krHq2NxtkZMCk0lkWxHvG5gVEPrNFWUL9DCnLb+gXX1BH+ILRDJE7BLwE8J2RthUtGuHObKMhxOa2CKnBl+2pN6SZhnuoUTKSHd9iRolIAXalZz+37/EzY+I3LJ8uIdxgTNTxOIWt9ojmg6bCeJQ4y4dSI9epLQLy6opiVmNHidYVYPzqGHB3es7mLQ8mU2QVkOXEoNG6pSIp68dVbj7FqmX4GLvTS0EwkgS6UijoSkl0hq8B1WkyDbBiASTPqV91tC93pPpYzI9pamu0MMp7j7SrCxCCuSwYjCdkSSeUHfIVJFfjBi4Ifu7HeZvnhI/X+LbO4SC9MmMer1DiiH2dIJSDjXJe8XlRBNbh7AGt6pIpcVikUclXSLQ2zFmpAl+RbIZcHb3BI5z0llOcilxuz2NcPgNmEWBEiXZWBDdEL/tcHf3qBymJwKSIW63of27v6URkmI2ILaGePyMMp8SW/Bbj9t7lGggOpSySH1Kt7/FDC+QSY3bp5j5DCkWlJdvGI6niM0eXzp0blHpEJkJHJrkOEFOBnQ7iVEa0SgSm9MmNb5UdDLj8ouSVlV00y3FSGBnG7qqwfsp2I4jOUfEQPSB7u4eOTzClTl+7TCZYiAVTRXwLpCcWXIvKEaGTuxhtsXnLfXThPVSE9ZDhusW9V968bf0l0e41QPJybCfex8JZYcuLeNmxiZsECkMjaRK8j6rHwRBa4afWIrTjm44RdrvzAdCIVQvPhdjwFVLQrdHSINOp+90MtqVo7np8HXEjHqPb5mA1DX3kxU7/T496zLFlfRMf0cADCATi57PcTc3QF8JoYaW5OkRukh/p+CVHimkFYTm/XPHDCWq+Pk+dw4cOPCHOQTBBw4c+ItBZga9GOCut+/GRJ6gxj9f6yZVDFBHM8rX/43YNSAkMtO45hrjpkhtf+/rL9uO6jGtGoGtC9y2HU/S3/+6bwnR0bgVPtQomWL1BCl+uqlfCMGzY8vVQ8umDBgD4xFUek90CQNl32VxqrctzfX7TH5z5xj8MkVZiRSCTAkcOV3pEcoihELZIXGzJ5tWCPXes1lKQ2yGiK2iMyv21QYE5KdT/FbT1RoTBJpe7TU9TWhvSpJ6j0oFYq+xR3OiK8FJOrej60p8tcJs3iL2616LK/ZXPrgVZvGc5l7gbh1gMEc5QkuOFs9ojltc5+C6JN9ERBuImSaOGoRJwYG/XxKXJfpri11coGafsnk7Yn3TkEw69vGB/NkIez5F1mu8aNFagFI8HEtu2xvCdMRdcstu13D2ZEIyjwx3kLqE9X7NSTtBBEV3XRG3ke5hjx4NkPMpQimE1O9S90JJuu2SsF7DQ0letORHx2zSjHCUMp/9ktGqQYZ+PyKbP6FaL+l2VzT7EnE6wu8KmssWd79DWE30FeP/qBiEAU/iKb52KBTaJshUoKzB/GqIr49x2xVuc0kyFZh8jPYtsYnEusPf7/rzVBL7bNZnjwGsxDVLfPdA0BW7+0isQJ1MUX5MfDWCq5Z2s0Ikinih2f23W9wTxWpyRzdXiNGQdF3g7ZDJpCHXW/REsVzeYHTADjTaL3HrAlNskQrCyQDfXYOvEcqjBglqmNF8fg8qRz1ZYAbQNCviJiKPKtJzg54BdY5MWvAtep6Tvjii3hmqVzW+6RW+XeVJLwz1ZUcy19Rtw91NTdVAcpxStxWXr664yOa45CtEW6OzC+quIZMGoSRqXvR2XoI++5ooxH2LyjOigiIx6Ajel3RhjVKBzTDwZfsKk2Q0b77kpnU8/+UR9u8vCZVH6AQ5su+8ugGiNDQ3JTpmzFQGJaSf5IQ68rB0eBfIMji5yLGLCZgaX933N5OQmMEp6jEL3G7f9p6+j3T7O0z+C4iG8lXLt+517b0nNktkuAIfKG1JqyJ6MkHafi7sfoSlXXJ2gbQZfrtBJAY9naHy39+WpKyk+MTS3jl8HdBDhZ3rH84QHzhw4C+GQxB84MCBvyiS8wmq6Es2ZaJQkwyZ/HynMiEEalJgmgWxcwijkWkGwRG6/e8Ngvsy6PDR+NZ9PPZDxBjY1F/Shs27sdZvGNkXiN9RyxdDwO/bflGdJz94zPdJE8mL0xQXAlftiiu/IbYRgeBYj3hiZ/gm0N59WMoemki3cqiT958Tuw6djNDJe59gYqTwjpFN2Xxr2xIi81aiGojKIoQkxkBs1iyejLj5StOsWup6w+4Biolk8WKA39ZInZFMU5Iji0znqJFlf39H13YEt4Gkot1fMijOiPte2V0YjXlyRPN3ikDZK5MPLHowQA8006ePCtJHNWHbEGKgDJes/uHvCV1N9C3F8QWqyan+4Uu62z3J+ILx0zGlqpCywpiMXRJJBgFbT3APe9JPpsRdx9d6izJzNukeBpaOyH1VM/ESc7ZD3CWMJUidIJsTpKrQE1DZFOUniG2KmmT9hsS735TD310jc0OSamZeUO436BdH5IuCM/sUebmku14ilEHKBHMCu9uE7Td7Zn91SnPp6IiYoyFCSqTK8a1iXgmubmuqVQlWIo8KTp49IVOKdrshtjXKTFDjlNCUuLs1YjahkRLtA4nqg0N8oH2zIrkY49cVIkJyPiZ+4wn7DhE89tmMzq3JTp+x//8qnOnQGsxZRvXVDW4Ued29ob0L+NcV6cWe2cWMZydDum+ukeTIh0sG/oHxJOCaPTEG6BKGQ81qGfHNmiD3UDUM54r8PMPdOKKPSCuI21u6+xp/tUVYQ8wUyYsFcuSw6Qy/agge0osjQCE2D7CqEK1EDYaosUWPFc1VC8aTnGv8l5A+sUjrUA8alQwot5HsJMPqMdobXOwAA0JgJjni6RF6k9BuDKFy+HXEWI0eGqTrQAm8r0nmmqgabtsdwiq6hwZzNKd9e8nSOp49PyY5O0LNhtiLD/3so8lQoxq/aSCAmlgQmqNTxyi3+AjZWCLDDrcy2MlTfDrBdy04i6Cg26zx+xXN+p+Rqe2F57ae9mGLGdzhlhNkIvrsbAAU1N+8wRQNemAZlY713SvcaIw5PkbPZsx+QHX6+wgpMYsFZrH4g8d+F50r9LM/X+Y31BWhqhHGIIvi0Dp14MCfgJ/vyvHAgQMHfgAhBXqao6c/zx7gH0JI1Qe+3xedFr9/USUBKwXue+XfmfpxC6LWbz4IgAEav6L1W6wef3S83zc0rx6IdQdCoCYZ9un0I4uU38U+NNz49bse4Ujk1m2Y6oKk0x+5hMHHaqzS9uXjhO9aoUh0lvFJlrJxHhcjKaLvEY8RUadk+TFVfUOM0Ow17d5gkiFdu4Pg2a93zF4OKX6VovQEqQAByfmUhhXN9r14We+W5PpAZnJBdA5hLGowQrJEyhZcxD/0AbI9eb+g1sMUhimt2+LKEn08pL1piAQau0YHhTI5oW3w+x0mtZz+esZ654ixJhdrBkUkjAPJ6ZRB+gnsIdt+Tee3NGZJVJG0SJA+sHc7utjyRD9lcTYmG4+prmqMfIIZRMgloeoQRpG8nNF9cf/uXGPXIIiYeU5yIsldZOodaV6QDE5wm5rmziPlsO+9369p1g+4RYY1Kb5IEUOI+4qYGJIkgSiRWhP/xy2/LI54uKhpu4YxA051n7UT2oBX6NOs92e+CrhizJvasPeOuLljMbac5QZZa6LzRKFQR1P8psIczYgLSdZe9MJzXYXhnHYD+YUhObEoNO52TfPFLdV/GlPvwO0jyEh7X/Pgbjl+MaP45b/H70pEsiSZTDgSK+oyEFwknRTIZMLubk+3eo3btyirCSEi1jfkz54jxBFqKHDLkmgs5lwipEANZN/vKwDboE4lSTYndobNf79EykjxMumVhmOJeZ7hbnZ0d/e9/VI6wdiurx6JGtl5jM8ZDY+xKiW6QBwWFF1HqGpi59CLBenzM0LpUeOW6tLRzRVmLNETiV8nxCiwn4Jb3BEBjwcjUWOFqDLsixSVWrLTIQSNHs0J2waGKb6OSCOIUaHPZph5g28bfOtoH2ryqScbyT7QXu1o73aEdYs5GaBmQ+q3htBE/O4GyRZ70uCWDyAianFGcyfoK/c7YhuobjzFJxYQCFrCvoRRgnu4Z1TtOB5NWboWsSuZFHOOi+9snP0F093d0r590ysMCoGaL7AXTz6wizpw4MAfzyEIPnDgwIE/MSoZIpMBod29G5PJEGWHv/d1QghOE8NXVcO3hX6JFByZH6dgHaL7gdFI5OPxGCPtmzWx6r4dwD+UdHlCcvLjFpdt7D4SyQpEmtiRZwnKCnz94RH6e311sZVEMtqrS2Sq0dOc5OQUVfQiYlPTP7ZC21Jle5yDQIYtTzHpGD3ztC7HatFnTwan+GYDoUOkAwb/xylh64guoEYWPcpot+9V2xGS4B3J8ClCJsjEgs0xg1PCfUlyJPCVIjQCv2qIboX4tCA6g9Df8U4Oe3ZxSzixCGVRZUe3WsLgGOkyQtOrDYeyJfOO3EbIXtCKFY3foGVKqhdomRIGjrGE+3qD9B2V25KbEU9PL9inD8zFlKfZUwpS6n++xa+qvgczCggBaRRylGLGOfG4xd3uIMS+HHRRILXqrXGW94SmRdgB3dUWWYz6nRgPMXiIgtA4gnNUAprlhsHRArHJCK1HJBI9yzALjX8F5vWeUy3BZAjpSX6dYJ9PibqlWda43S2yyDFPx2yrATI6wsM9fl9yuQ2YsyHHxZDQDdl90QESZI5uCuxpQbn6H4S6Q5QprrolOQr4UJDOI+V/vsJtOnzjiF3ArVpEkiAoUFkKSiPCAhqgkejJObHeEMoOW98jjcaenLNyI2hrmmWLtqByaPaBeF4ghobib85xtw+4u4hfV71n79AS9goRR8QgkDGiiiGtm3D3X9+y/fsrhBIUi5zRPNLebxDzCkzEHw3ZXnXYm8D4dMD9a0HoHOl8RiI68lFEqQI1KCjyE9TqCt80oBRhv6O9uiR9+gw9Til+Ab4c0F1vcQ97kqcJycUEl1ZsGo+sDRebMatYEgY5zWkk7DIWagxvWvR8RLhvqJeBZrdHFjlCgkx6b+Lm+p5YVQBkz4Y0N0uS2YJYB7q3a4RRSCPxy4r6xkE2ghBwyxV0LXpcIJOCUG/w6wp83veoqwKZKXjwhDb2NkRCoccWmaZ0mwoVE04fKk6O5igxxm4hWfz0S9oYIsH15/Bt+XMMkdD1GwI/dUl0aBvay7d9AAz9PHx3ix+N0OPJT/pZBw78a+cQBB84cODAnxghNXbyElcvCV2FNBk6nf7OkuTvMjGaz6Rg6zwSwUgrrPpxGQEtcwSSyPusqkCh5cdZ9N43s/1o3G8b+HEaXlhh3ivGPiIRpMIglCB7llB90+LriFCQHEdEusW1BmUK/Kqi+eoeIQrs2Quid+j5mOT0+IPPcZs17ddfEeoOv/SQjlCLJ6TTEXZqaOvIg656cSedPf6D4TxDyoAYKGRm3vWZ2uwIM5gR9oGwy/q+v9mI4vwTVAJSWaRJqa7/CSX2FC9G1K9LTCFRosRfLWlFxD6d9tcsOh7cA/fulqgj2VFGuoW0OEY1U8JdiTApQqf4XU376gFaD1phn0zI5x96qDZuRe5aXsYLRsxY6TtyDZn2zE4veGpfom46urePwbwPNF9vsM+mjz8EhTkZIYTAPpmi5wWx9Qgrad94wmaL26wJ+xJhxrRfr6C9Q6Qj9GJC8GtCs0U6i0olSgkoIXhPGCn0L+ZkMZBojzACd78Fm6Am9MG2kshRhj4a0N3tiEtPYk8J6R5/v6Z6taSr1ozmlsnZgDJXUElaF3CyxlUzfBOR0qMyiVuBTB2ZmmOKJXVzRQge8ntG/+e/J7xt0PMc8oCa5WgxQPrrPoYeJKgsY5RN0MuI2+2JEbyz4AaYs5fY8+fIbEC1zPGrQBCadJHiqoYQAjZxCFECR+Ad5nSOW04JZYswGt8EQqNQVwndbzuECJhFzdrd9udJJPrI7m6DNpJUGbp/vmR7XVP7IfrshPW9x2w95399gXegZCQtAnF5T323ISkHiJtbYs67DSIA/3BPVcxY7wxtGxjlkPjQ90e3Hne3xz6ZMCjP2X35FdZFiijpbKR4OSNbWI72huB6BXG0pHrr8dsGc25667B9RBUegUOkmmRh0EWJlAlRefyqRViNXgwQShDaiLurMM8HYDx60kJw+NaRjM7phMARkUmCLo6I7QBlBemZwYwUBNBTQ6fmrP/+Ne76HiEVxctjrFTIpkMMfvosabdx1G86fBN6Ab9zQ4xQX7aEJvZjFwYz+umW0qFuwH28SRmqGj4u3jlw4MAfwSEIPnDgwIE/A1IlJMWPjCa/R64UufqX96MZlTNInrBv3+KqFoFhUFyg5cdCYkJLhJbE7/UgS/vjHxNDlXKkh9y6LZGIRHBixuSPSrBmqNG/VrgyEMISV72hXTlAoLIZcV2AeQygnUagCEtHPA/vAtYYAu2bN8TOvbM5iWFPMitJTvrMus0Ep88tt29aXBfRRnB0YWC1o7regI8IqzHnfWCIkoxn/4Hlm7e0y3tMMkGsj3H3FvvyfQ27Go/obu/xmzvY7fvyxOEIoVSfaTsdIYxi49dsY0thTth311TKEccFE56jv1LENEHZEbHxyCzpA2AA52lfr5BD2ysjh4DfbfHbHe6thqZmoSXHxQXxzJHlEybmGB001e3q/XeWGczpCJQkuRj3Ks/fETZSWQKPP4H02UvcekVwDlXM6a738K0NmWtoru7Q8/B4LhXp0zNMasHtcHVKdZMxf64YH6eUf3vXl4lXHoQhuJbkqEAOLdkvFphpTnm57uvNa4UQhuYfd4SuxVlLef8F6q5gmUcSmXC2eIGwU+prCE1foaBzgT1JcHWLTBtceYNOBaQahMeLipDNcVNJdbon9nUCvHzya1bZFpd5RsmEhT9G+obgIvV1h9t5QGKmA8xxhgjg71pyq9g3mmRwTqi/JnYrUi2g0tSvvsYP7jH2GWp0jH2hcestQSckxYzyv18jEktowbvI5u2Swb89wYxTum1H8BWytSBafGgIqUR1W9hZ0vMJCkn48ha93uNKQZlY9DgnGQ4weaS5L4k3AXs+QsQdhEBbO7bflOxdgZAQ3mxQZcnsuP/+/f2e1mp48NjdBF92pFLAIMHuM/JnC9pqQ3jsvQ9BEva9L++7uUEKRHQUL0LfQhD20AWkESRPJ7jC4Tf1ewshJRCJRBhPV35Fs31NbGoSOyCJxxhzRnq8wDVjujvxTrjNHhuKT1KkFlS3t9S3G/RggJAW93BHsxbY8xGIBj37aZ0XfBPYf9m8E+ZyZWD7eY2ygtC+H9t/2TL8tUTZnyYIl4kBpd5ngr8dtz9On+HAgQM/nkMQfODAgQP/G2PFAn+f0ZY1wiV0aLpn7qPshZASczqi/Wb5zuRXJAo9/8NiM+/eQwieJDOmqqDBkQpDod4Lf8UY8fuG2NS021cI+63/Z8SVN8SY0u3vAND5DKVmvSzxdyqoQ9M8eiy/J+Lx1Y7vpqxHU00xUrg2oBNJ3Nc0b1fv3iu2jv3/+wo9LxBaEExBZp6QnT979x7tymNLj84VsfO4rUCoIbF8wK8bzOkcPZ1+8PcJwIUOj0epMSM1IAaHkAabfMLg3w3wmxpCJNQOd7f94O+LzhNqhzCK5s1r/P0dTWUoX12hhxOYpPhNQ+JTpn91hJbJY6ny9zYvjEIWFrP4AyX3xmAWR7j1mu7thth8JwslI2ogULMhstHIgUWONfF1y/HilLYCRUDHHf4hIdYBEVva12tEKlGp6rPQiwKMIobQ2y9VHZiAu17jNyvEaIi0NfXtFtW15L85Y3m34mixIqyPPrCncWVEbT3p8xGu+vo7f4iE7ozd1y0+q3m1/4Ju36AHYI3mk0//LYvtKfXNHqUV9hTcsqG5dlRvG2LdAB6VT6kvO4qXKbIw4OHseUbtc4azHC0vMVS46w0+bZEadFqCSAiFAGMQpUIkATeoEDpAMNAahBe9l/TxkGwewaekc0XcXyHbNe3DslfhHjpsMaV7XVLeVSRB0i1bRGYw05LkFyfUN4LqxuP3DVmVMHw6QKkNjTe0jzscWkbcusLFiPMtSnqEtvhtTXez7cvieWy/3zXER50FmSe9n26MSBFB94Hpd22O5CCFjcJVitAmqBykaVFFjkggVM07KzupIf/lhKZa4qt9f8/4CqlL2vqW9Og32PkJVijavFdgVlZiJrovhQa67Y7oAz5aQkiRw4woOkQ+JT0ffJAN/ylwu8D3u0nc1kNUH5RARxdx+/DTBcFphjk+obu6fKdRIMcT1OiQBj5w4KfmEAQfOHDgwP/GdEtHdysQjwvjQKR63aJ/rT7qZzOLAcJqwq7pPW3HGTL9cf3H3yKEYKBTfmhJ2r5Z4262xKSjXd0hBwnmeIAQElevwe2I3iFtgnd3kPu+N/c7vbZCqT5TEgLBO1x1T3AlYiRptxlmcPquzFwpgcr6hXu7a98Hm1rSXW7wmwo5sChl8NsWV4YPBddi3/sI0D3siQ8VUg1Ing+I4Q7QveUQoKb5O5XyTObvysI9Gi8FGkWqcqTUyEV/dbq7HX7b4DY1uIAcWvS0QBrVZ4CXDyAscR1J5YgYfG9nrBXGTxDegAahFXKa42/f95wD6MmPtw4ziwV+/Z3NBSGQwynRdqiFJsaCUFq6y4Tyt/eorMKMJGZiEBJ8FxBW4N7sQUDYVvgHj8pULyDWRaRS6OMBvtzTfPOKUHX47aPdmWnJBwnSSKQJqIXEixqCJj1JKNuGUEcQIAuBLgzBDfDdV4/+sqc0NxmxU6wGK7oEYi1R1lCkA7Z310zLAcUsA+Whaeh2gtAEYtX0fsu5ILYOf18Szk5wXtHeg9w7hITsmceHR9VeaxC+Ie53hGFNiEtCt8XtO7pQExqFTzXVzRJtLUacMz21dAPNftVSx8joYoqebKhsja8c+csjqlcb6s09g6zBeYlR4DauD4hcpFs1yBqWXzYEpQjOUj9EQmKY/3pMMp/g7h6rJhDoXCHWN1RfrDAahNGkv/ns8bcNbu/xdb+BkryIxBDRw5RwPqa72kAI2DOLqxTisR9fWoGZWfZXc5o3t33W0igG/+YCmabIFMSnx7hV2fdIj1P0JCde3gAzuodAFBOkBT0P2NMTxKO/r1388HwjDQSX0l51vb81IJIMzARVfF9x8I/nhzQLhRTwAy3AP6Kr5V9EcnqGHAyIVYVIEtRwdBDFOnDgT8AhCD5w4MCBnxm+3RFdg9Ap6kfYfvw+3P5j70zfxL7vNf94pfetuvFPjS9b3O0WYkREhTCmtxIaWFRhCe0OMzxHKqiv/4nQ1KhwixxLXJMiRU53tcGvKiCn297imlvc6g49mRIItNu3CJVg8o/tT4T5ziIyxr7/WQrEY6ZJpdBuPrxWyop31yjsH2sgYx/o26dzuocdKNDHo3el2ACFGnLGnPXuK7wrye2EyegXJPJ7JY0SYheIj73YfulJTkd93+XdiugU9ec3dDtNd10jMknxN+eIZITJE6R5vyJPTkd0gF+WvZr28QA9+/G/HT2eYD+VCGlp77ZEl+HqFDlM2P9ziUo03cbTPZS4m4ASOzodCc8z0tMcPUtxZcBF+iC4dphFRmg6QucIyz1uXZE8nSIyEMaj0xx9NCb4gGwjxkT0fMZ+dYdvaorTZwidElsoXlhCG0EK0os93fIWoXLM4JzQbJBqggganU8o3VtiVJAqhsmQ+tUtTpdkdU5zqcg/eYlQBSEo7CdjunWLzvp7ov5qiy40+9/ek312ih4afBXoHhw6LYhVAgW0b/+B7uEGPTCEqkUNC+yvztFtQ7P5mvqhI5s9o76pSTJBt/wKO1mQjQyDoyFiOCE9imx237BbvsLv1gg7ovj1J4S9wPmafDaC3ZYg+/2bGAJqmNLtfP//GNDzIT7RtKHCmYhoXjNWllaeUHWWYiKov7pDjzTRR1zZIq8fEOmEqBp85UAI9KLAd4r23mGPDMnpCD3pBc9Sq/ClwO09UgvMVNOtHOgCe2EJ3iG1wZWqz+KmEjWwqMGH9m9KT2lvr4iPpdbtLcAI8eQPb7Ql0yE631HzeB8K/n/23qs5kizL1vuOchkSCKhUlVVZ3T2XPcN7+Ury/xvNaEa7Rs70vTPTpVJCAyFdHMUHRwKIRGaJ7qqa6mn/3tIR8PBw9wz4OnvvtSiOxriVvzWu+jnRA4UuJW5912GR7GmkErhVuPc6iRn+/NFJejCEwfd3cfT09Px19CK4p6en5zdCjJF2+Qa3OevaW4VElwekw0d/8T5VdmPvew+pb/I3f0Vi427brLESUx7SujcE61GAKmZIXeDUGXKskQyQOkUQsOsTxGr3rtIpUoSaoAagypIoBe5ihVB7zJfXeAmFStnRJfJ9VXicI4p1JzgFiFQjlbyt3krhKF4M8Y0guojKJfmTBHETRyUzc3cWQ0RIQfrZLtmXe8gPIqSCq8lX12if4KLEtJJkNSdO97byPv2iQc8K1CQnOo9MNCEGovWIPKc9XmHPFgidossMZ1va4zPSLxTpQbJVyZeJJn22Q3w0AclfVDkyoxHmv40wZxXV6wYpNdFCWCnadY3KEmJjMGNoXy8xE4E9rjG7CfmTIXJYIEWgeX3VVVXrGr+whPFNC/ejMWHd4DcXuMtTZGbIvtjFLyxSCNxMsmmuCVcNg8kEcZywahsIivywuxZmFGhfvsEvFwgpMAcHiPEeQmeYyQHu3FOajI1YIbWGZd3NjCOhtQRfU735luK//BFMQiAj+18Oab8+o3236MTP1OA9uI0jeo1Qguxpgl2CmT4l1H8m2CWqzDHFlOgDdnGMupgSqBHGo/KI3DdMd57B6dgA9dgAACAASURBVAKtd1AyI1EaYRrSvZSNPkUNBiRHR/gsI3iPHjkG6XO0HBCdpikMJkSa2iOMIn+xR6NyjG1oN1CtPGm5JOYOe3IJyzPC2iHNAcXhH5EqMPndFNFY7NwjSkN73aCHARcy0i/KbtHCgUhT2qtOBL+/5993gqgUkundI2PzPtpM6+48031lBRf5lCT0dQkiBaqbm1YR2yG+iugfSLwz5S7pQVeNDRZ0USCTvPtq+9CS/mdAakHxeUp74fAbjyokyW53LtoLi98EVKFIdvXtd0RPT8/fFr0I7unp6fmN4O0atz7lbnA14NYn6HSESv6ymTcz1bRXDr+52aeE7Mj87JWTH0JkBpTo5gRjRNoh6eQFei9BlyUmeNzqHcFWXbYqApV2kSC+XiOWd1XNGCL+okFMJGQKESR2o3n3L6+Io4L8wDF/lLNJWp5lnWGOTDTZi1mX59p69KTEXqxuT7VINfnTEmF0V1lKxJZg1btF1975PkJKCsxs8EAAA/hmgaAzJjOiGywMzZJg19vXMdKZdAkQRnVV8iCIMaKKEqEyOoVi0TsOhUanLenhHO+uCfYF0mxX7e+3jld+w3V9gW8aSjNmMphtfaYHx11V2NNj7LWgeWeRg9HNrGUK0SAziV8sCCYlfWHQxqPHGrObd+f3wJBMHrEZSdqXl/iVRD8aExZzRGbRuwlIT1itia0HLQirc+QgJx9NYHdK0g4YDw/wXwdsVWF2F6ASohfkz0vi1TVhuYQQiAHaN5ckahcx0BjlcFXDqCqocoUfReSmJR+kTMQQ1Aq8J7pIO3e4dUpz5RDKIYuc8p8EMjQI4xFqyOabGlne5FtLGP8xRyRjRFuSHhwiTQIhEqPHzhti0xCtQ6SgTELQClNKqssLbGXIdmfEVQ0I4uaY5ukSSkE6PsQaCTEgpSZNcpLBI6ytkZnGLxqyP0jkeIjeGyKjYHnd0l53FVCVtRQ7Dnf6Bp0bslKBXJCoc7LHh7Qhw64McdEZXIkI+mCKnS/xmwZZaMzhkKiSH93aq0tF80HUmkoFOv/0DqRSJIMjvK2A2C1y6R83biGEIJuNCav81tSNAGZHbXVE/JyoVJI/emhIlT9KP/Lqnp6evzV6EdzT09PzGyHePBxubwwE1/zFIlilksGXOXbuuvm8UqEHP3/73g8eR24wR2Psu/mtYY4ZTUl2J7fCTCpF8C3t6gTsAHtlcLIl29tHxHvBS0ogJwGfrgisUHbGar6mchXpeEx9sSRLNZf7S/b8kFx1D7Iy0VuZx3pW4lcNQknUKLutCquPVHZkasi+3MMvaqIPqPJhuyd0LaqumdMu3wICXeyAMB8ER928/yTHX63vLrnYni1ODvcJC0eUDtecQvCosSfaFVEqXDsnMR9vXV/7FV9f/In69KoT2lLyZOdLDg6ed+LxyuGrgMolyY5BqMji5Fuu3AVL0yJGkh1XkzcalRnc0ndtn+JmTlor1ERj9jsh+H5WUqYamSjEi0MW547Ft+9QVcPOHojvviZ5tIffNKRPPyM0C2LborKM5OiQMF/gTz3t6w1hIcFL1l+/JSIo/zijfPyIULVIU3bZzzeEykMD0tYUnynMXFO4Q1wR0RnY/+cNIrQgdVe9fTTDNZL8aYFfL3EX58Rg0dMSpTPUMGf9WqDKpDONohN4xMjwy4L6ZIy7VhBakHTO4OPHqHIXlpeU+RcEldK0CqMV/vk+WmWoK2i/PkcYhdqdoK4VbayQgwFGKoKryZI9svxzpMlRXwzwqwZ8QBbJ7X2hr2qSmYA8QWmFSjzMXxOWG5zPUJlGpgIZLDLLUZMpdtkZzgmtMIdH+DrBPJp2edmFIrrO/CrZNdiFozlzRBsxE0Uye7hoZiaK7EjTnDpi6M5P/iz53qqoGSnqE4kSdwtaZig/OpbxMZId3S1gnDuCh2SiyA4NftPil3V3nUY5Kv9pPgY9PT1/n/QiuKenp+c3gtApnZq4L5fEzfa/HGnEJw1nfk2SgxFqlBEri0j0AxGpsynF/j/eVOgWQERlJW4+JRlI4nvhk2xomrfEQuIyDcen6HREUs6QN27U4bpCHoxxH7gm30eV3TzyjyVsWkJlu7gm+fGHfbs+w2/O8O0KCPh2QTp5jkxGKLPd86mnBdHv0J4voQ5ECUJJQm2RmcE8GeOvNtjVApwh2SsR4y5uBuhcoT/BZXNGfXa34BBD4HT+ikm6h73UuGW42e6Yv22J05rv3i5YLS3ZMCPRjtf+FZ/LCUkxRX+eQgqj/zrAvr7Er7sYLFuB+cejrQpzLHLe/vMSiScRKUFpFlUk21PYs3NEliKMItl7SowaokJN95BpDucvQUjUIKd9F4ltAAH+usJerFCpRmVTYvQE27XVqmKIWN9U7BpHPLtCOE/mC0gkscjw6xphBHoyJDmcwNUQ/Jzmf/6JWFsioHWG2tlHT3MSb7p4oKZrwdXF3TU3032SR19iT44hVKiBJn3yO2Q7Qg1m2FdzkKBHFdfffkVYLjHjknRvhhgY8AqpNbotCS4SCEhTkKV7DNJnyPcRZt6Dq4jedU7FNyLYFIqDnUA9lLSLBhMirvL4dQtRQZDocohIUmSWk372HFFOoKxAZkQyCCAzQTrL8KsAUpDsaKSG5Z8b3keLu3XAt4Hy2QcdB0KQP0pJdg3BRnQhHxjtfYgeaMrPoTm1hCZixor08Md/LwkhyA6Srl07glACt6hovr6Am/gmq5ekX+x23gY9PT0930Mvgnt6enp+I6hkiC5muM05nRAW6GIPZf46c6zfEl1G7fdkXgYD7XOyaVcVj74gbAShVJgnEr+oad0Z7rnhsjlDtBKjDSouyYuntDdP7yJRJGgK9fPka9rTJe3rq9v1CXu2Insx2xLyMUZcdY7UGaY8wDXX4C3BteR7n926Vt/HzAbE1tOu5wgP7niBv9qQvdjD7JTwD/uoqxLVRGJcoSf6RnCK7+0OaNrqVhgAIAWeQLu2+OXdcSyvHOtNoK1b/v1/dPddOagpRgV7j0vcwDEZpZiJJtiAuwjUTSSUEnxEDRLCqiW07rZS2WYZOqnZ/Osae7EGJRGJwn+2jwonpE+PiNWadpHRntSILMMLQ/nZIfmXCYg5zTcb3LzLPpaZQo0VkojeGxArSzI4JLi2czt+dIh9uyAsa2IIxPcRX1mCPV0gvEYfTNCjgD09of1qQ0xm+OWceJM/LJVASI9MLHEoiHrJ5s0aJVOMGtBsInqkuD5xqDrBLp8Ssx1UAfk0wZ/YLvaqavDXFep5yeLld4AlhIi3lurNOYMvP0NeKGSWIhoYhGeoLAEiWha390hoW5pvvyGsb+bgpcQ8fkKYKLxoETuS5HVNfHeBXVRk//X3hOuS9s0bVJ4h9Yjk0aPb2fB0fwekpX5niUSU8KSHCelsexFo8+pOAN/e+5cef/DxGCCVStRPWKNLJppk8tc9et4X2/Z4uX2fO487XfUiuKen5wfpRXBPT0/PbwQhBMnoKSqb3HOHHnzvHOd/NmIArCD4D5xyQldJ5mCEOztjuVoitYECkmKCfb0mVxIfRTf3vDdmN9lB/Qz5JdEF7Ml2ni/O4y43H2mJ7l6kkhKVlMQYUMkAZT4eVxRahz1bbiWvxMZ1Tsr5iORwjN4pSduStj4mugohFWZwiE5HH90nwCiZcCVfd5VgKfCLmlJkxMsFIhsSVYZvA6uFh0xyfRlRWYqramwbaTYV3o3IDzOSRAAenWuCjKA0UUjQEJUEHwj1nQhWqUbqDLIMWdagJYPHihBOiYNr2sUKoY6o367Rkxl6NCI0sHnVkh8OsMMN7Gtic1OxHEjyxwm+qHFli/xMo9YJaTJBjbNuYeUQ2soiAZFphJLdPO3FmlBtMFlJ8+d3YC2urpFjiX13TJQF0miSiULc5E37cIEYCdJjQX2yoK3nmP2czaKmfrkmHz5hnM+QLiPWEKzC7Nf4izWxtqhJTogW1yxAiK7dGN/l7kiDjyn1sSXZ06STHK0eCjZ7cYVftSBTkA68ZfH6nyHZISiHmEgydjF2jFrmxIsF7t0GKcfEVhE2FXxgjpbODCoN1N9cQutwrwXUJcmjyZ2w/JTJ1HubgtjN9P+ckT1uWeNOV12r+yAlOegc0n+IGCOxtg+2h7r92Y6tp6fnPy+9CO7p6en5DSGE6MTN36n3isokeiCx8+1ylBnf+3OVjfCriJIZCEmtVgz+4TmpHbOvx8RRSj4qEdHj2zVCGeRfURGOIRD9w7bqaLfbkYUQ6HyGXb65t02i84eRTbf7cKHLgJXizj0biK3DXW2w5yui9ehJQbb3AoRHSHWbT/wpdvN96sPPOD97g71cU/icGTOQkeblFdnzGS4qYqdpkW1KMpiBvkZEi8gTksEO6SpQnf4JYkTt7BDckObY3YoitwoILckSiV81ROfJM4OSAjUoicGRjSKmeIdbLtEsiUbiW48ePsGvFuhRJ+Z9EyFNyT/foUkU2JbQOMzBkLDr8bsOHxrIQGaacfY71M111aMM+Q/7+GWDfjzGnW+ovzlHzwr82kFcYo/fIvMEtXMIcYPZSdHOEes1OEFUBWKnxKZr/KsNwbdkBwMu357RvBPkySF2ZQmb12Sfjcjo3tvOA8U/jeFgiLva0L68wrolUiqCd4hUIUqNIMUczHBrjzASMRh+tB3fXW2o/sc7/MUVMURkmRHkBisXpEcz4kAhrKIdrNFlAsuAfXtCqFw3Vz7KkYnBXV+hh3cLJTFGmpcnuMUVQkikKXAnoWu9v8mu1iNFc+62xLAeKlQmsRfn2LNTsA45HnV5tklKqGw3p5/89EfKUNuundn5m3vAUVeO/A97Pyi0hRDIUYa/WG9tV6Mfn4/d09Pz90svgnt6enp6flPkT1IQLW7luyiifY2Z3JnnJMUeevKMk/XXuGiZlk+QqWKQjilM5wbt6mvaxWuibxFSoctDpBviNy3SKNQ4/9EP7TLRyEFKmFdb29XooYAx5X73/tUFALqYoYvdT+47hkhoPXHdVcGEkbfV2+bbi1thbKs50XnSZzs/6piV0Dyb/YFdsUe1PiNpuygboQTpDkRv0alhsKMQuxpzIhhtDtnkOWZgGZUFj8oS3ry+1UPu9BSPw+wX2NPN7VymKErs+Qp/uu7imYxm9niIcga5O0Q2F7BxpAdTZBaIbgPCInQDbcQ3DSrPERKUkcj9EWY2JP7jEWHTCd+lek1Qze3nCzhaP8eou44BmRpkeldBzOwEEkHzckHz3THRNURn2fzp/6P44z+iygFhtcY1a4JXmMkAtZ+zWX+Nu6gIzqFioJ0v0RS4qw061di1I4QGbkSwMjdO4lqhdweE1uPerSj3nrNZniAyIATKo0fgc/RRChFcA37j0YO7+zA6T/v6GiE00Qfc5Zp4tsB8PkS0EXGhCCctoVoiE0O2+xkxKtpjCUZidodQlLhKIOeW+DjeVnnt/ILm9Dui61ydhTSYwQF+1dyK4GSiic9iN7frwIwl2VGCW8xpX73sFmwAf3FB4yL4krBuuqzh3ZLk0fgnVYn9sr4VwLfnYNPgly16/MMtzcnBiKZx3TEAcpBh9v8yE8Genp6/L3oR3NPT09Pzq+NDS4gOLfPt7NwYWOkaPhMMfIpU6oEzbR0rLuSGdZ4SSXjDBU/ikJEeA3QO0/PviKF72I/BsXn17+jwCFHf5AIXa9IXsx8thJPHY1ofCJu2e+DfKdA7D2e1hZAkg0OSweEPn4NNS/PVOViPu66I5yvMkwnpZzv41nfVOC3BdVVod7XBHI5+UsUtyweg1pDelfbMUKGPUtQko4gZZ8eWmRQkV5JdmTPZMeweJpiLP291x8YQqN+eIsfP0fsDZCIReYa3kXDZVePc5YZQW9Ruw87jEZs/LRHS4/H4yyvkNIW0QRoPWneZzVKCgOzA3OZXCykgiM4nTgui/KDqjmSzkCzWnSvwcKoZjPS9n99V1v3lKTLXyFJjT05uzuUVykfUZJd8/wA9yrDNnDA/Rc5ShLZgLdK1KC+gDUTrCBpUalA6YVM1aC0pDu5El5CC9PGEmEa8LBiNDonSosuEEByxSe9iuyVEtu/tUDuic8jxGFGBiHPixVv81Qaxm7D+v/476e+e46QjuoCPFfmXR8jsD7Rn59hrCBvwVUBOSzavGsrPshvX8gtQkvfJRjFYfLMkMXtbx5DODMmu7hY5bgR0czq/FcAAKEX76gqZeGTSzTS7kyUy1Zi94ffflD+KHxf+K3ND9rt9/LrpquBF+oMGXT09PT3Qi+Cenp6enl+RGAOb9h0bdw4EtCwYJE8xqqDyLd80Z1Sxm+krZcpzs0fG9nzgws0Z6BGJzGhdhfACGSQ+BpSAYDe3Ahi6uVt/tUaNagSdYAmbFj+vkD/ygV3lCdnv9zt3aCmQ2V/vtu2uN+A8MjMkT6bE1iIyTWw87Z/P8PMNskxJjkbgIzFGKr9Bek1+rwIaWoefV0QbkGWCGmWEdYtbVAgEcpgSFjWIG2FoFGaaI3OFBp68UNg2IKUg0o2SSimoruT2GPTFGiVS/FVLqD1oSfIoQ48hBLAnCwgRGzzXL9+R7C6xe5JSZqR2QGhWuEWFepIiRSQdpoTpGD0uUaXCjO+q/W5R0353SWwdUYAaavxRJN7kLtfzkqs3Eh0sQkvml55Hz2E0vZlLHmfYEwUuoCZTwtkxMksxRwfgA+bgkNg4/Pk55rPHEAKhWSJlSmme4meW9benCAvTWcF6URMLjfI14y8+x1Weyjn0VNGm1xzFKaJqiLZFJCntaYrfKHyzghhxy0B+eMR9Q28zkuhyu2oaQsC1gva0JdiM5rJCZc/In2Y0Z9/i5kvU6Rnq8AmJTFFRQ+PIvvycIAx2eYFMNGY2I8oh7aUnmXlU5omxxuwPbgzebq6s7hZ0PkQIwZY+fzBbr/CLDXJvvH1Pz+ufJILVIAOttqrBokg+Gj/2KYQUvRFWT0/PT6YXwT09PT09vxqNu2Ltjm//bcOKdfuacfY7ju31rQAGWIeGUzvnWbo9Uytuns7VOmIuPHiPNwvcbE2yl4DU3I+aij5AiIgP/uSF5tMRQx9DCIEq/rLZ4mrjaauATgTFQHUiw93NGQsJIjPEAPbdHJkqfICwqLFCEA8yVmXFIlwQ68hITThKn6CsoP7qnLhp358c1CTHL5pb11yfSJZHmnVbkScZs9H0gfGQST7iXL27S7PqRFxoHX7dkj47wm4UzUWgDTWqTNHRsv6/v6X95oooJTweIB4PaJuGVsBaNzwqZiiVENUFqtTgIzacUDzdRaQGKcVtR0AMgfbVFbG9aduNoK4TVJnSjldoUXD1ekh4U9P4DTIz6J2CqzN5J4LzhPTFLu58TWIfQyKwpxEtBkRhkOWIGJeQytsFDalz1GgX9+8LYt1SZLv4tiV5us9oJLHB4tcpi69h0axIRprGOBKjuFbfkM8bYu2JpqS5LtDDHXQ6IoaAUAadaSgg1J3TdDrT210Qq4bmqwuqPy9w5xVRgB5p7FWNqwWaDCMmhCuJSUqcVciZJ5ESmSTonScYuwdRdLm/728vFxHSIE1OHK9Jkxlh3S0eJAcHnbHYB7iVw1cRYQRmpFDjCe78jNvgZBGRwwHSbN9Hwqibaxhxq+7/lx6oT1ZnZW5Iv9jFniyJG4scpZiDURdD1tPT0/ML0ovgnp6enp5fjdYvH2yzYY0LNctQP/jZ0j/cNtZTrupT3PnyNgd3onaIb9e4PEeVJSqb4utLoJvpVcMJImxXi1T588Qn/RDnxy0X7ywhdMXY8a7i4GmKGma4s9XdC4UgWo9INDLVxL2In1eExmFHkfVe11YMcO0vSW3G9KokWgtZ04VqhZTq385IDm8MkbTgdbJkvm5JjkYsaVnJa76MKUaohwd7Dz3dBSTu+hJRW1I9BZkjioY6v6b1FbFYs/yXC9Iq4m1F1Ibm5QWjR2OaHY2oWlz0VHgKZUgfHaBGAQj4kPHmmyWtz1BKM9nT7BwYYu1uBfDtscgE7Qbk7gB/vqH+n1e4JiDLlOAjzkXccFuQ6UGGHmTEpxPM+ZT63zSxteidKUIq2B2ClMTW4hc1MtvDn0uwtjNDcxtirYnLFqkKRJWx+pcNm6HGhYg7aylEgkw2tPYK+bYmtg5RNLQXK8QXKSpPb4uoqpBkh5++5+z5ilA7RJKgdmR3L+iIPsi6GdkiQU5HCFmA10Qb8bVE3IhYVUiik1udxLJwBLHBVRJdHhDjGyIVqlCodEgyejivXh+3VO/srYg2U0X5WUn6+Qvc5TmxbVCjKXo3xR3fc01XCr1b4KvA5rsGt+52oAtJ8TxF5R8XtnqY9ZXcnp6eX51eBPf09PT0/Goo8bCNWAiJFIpcJNi4bT6Vy4eiYahHPOEzznTEKcdQjhlsCoLzhHWLHmSk46e4dEiwG4ROScoc93pFxIES6NkANf7lXWSbynNxbG8LaDHC9blnMPYMJjnm8QR3siTGTtCpROHPu/laPcrQo4ygIlf7G1q5HQez8nPGTmHbl/iqW1wQSYbMprcVu00auW5WYO4EyCY0LNyGXfPDbat6OkVPp8QQqf71hLhp2bgFa3fduSejaRbXMCgw4xzvOrfotm3wwwz1ZEByvkILgykNlGsggJBcnGmuz9ckwylBK87eWrQRjEYSISXxfe+wuqkSS4H9Zk6oWoYDwfllS7QBvVMSWsvgZkTbXaxpTpb4hUWNc5LHQ9KDI8x4Snt6jJ/PEUph9g8wsz2qr08QooYocd+eE9pA8vwQITReWtx8A0ZiLwJJHkkTj4sK10TahWe4F4gnG2J7c5Ftjc4N/nqNyru2XmnElsN5jJH5xlPVAWMEk1ITW4/UsktSSjQkGmEielRghp648Zj9AWZ2hJuD3DPIQU60XZXVDDX540B9bIk2ooo1MXmNuzFPFiolmTzvIo6EQJryQfyar7vfv58VbK887cST7oxunbzffwaVp7hFjVACPSlQg5T1t/WtAAZwm0B90lI+74VuT0/Pb4deBPf09PT0/GokekrlLgjcCbpc76NkwqEZs2la3E210wjNgfl4Fu5Qj0iaRzTBcl4vuA6XKCE4lCU7gJAaU9xroy7BDEt8ZRFaoX5EDunPQdvErTnQaB2h9dQLwXBSkByOMLOS6LqomlBZ6mVDbG4qoQKS/TFBbR54BaUiJ7K4FcAAsa0J2RKSPWJlsa3FrdsHjrkuPox8+j6EFKTPprSvr3HzgEoSkmnGOl+hBwXVxTX5o0PUqsV6MEdj6kcl68SR70wZZ/vI+pp2fg1ACIbVtUMIjZB312I590xmGfpwiH07J6BpLwMxCBIJnZSPjHSDf5yxvLQIGZge5kz2NO56Q/XVBc27Fl9HoMZcWJJHE2ILMe6T7O2T7KZIowi1JSxa8F37vEgTRBug1cjSICYaOUjwVxvCwuGvI/6lJft8SGUypBakgwzh7sVbWYfJK/TjBDmUyERidvVWJfTNecvplbu9pJeF49kgRSxrkl1Nc+oggJ6U6CcTspnHr3ZorhKCU6hZl6kdAghzJ2SzgwRpPO3pCld/S1gsYJqjRznRN/jqknT87JPXOTSB+JEpgVuBf/+eEAI9LdDT7Zlit9p+rQuW5dWcy8OWVGZM9A7JRxa3enp6en5NehHc09PT0/OrYVTBOPuS1l0TosXoIamaAjDUOb+XR6x8Vw0eqpxMflysqjJFjjJO3p3Rxk4wmmHJ23SDcTVD/bDqJLRCpgJvI9JHhPrlXWRNKpCyEyt+UWEv1p051bClkQ3J4wlCK4TuWpNlbsi+3Ovcop1HDVLUOGfmPa+bl7iqJiwaVFCMJjlBrVDjDL9surlno9AzgxCS5uUKoyPp1OBqi1vUXZ4ugoH66VU5VaZkv99nsIpsOGVtr3DrC2b/8BTx3z1UNXKUMPv8Kc3vdnFpxUQWHOgxqTTEbIpvlvj6upsp1RqRTrciddRNh3ZyMCJKw/KfV4BADhOakwYlIN3PkKcrdtWGyeMEvafIDxLSYUr97QVu6W4EMKCgfbfCuoxkmoCDagPRO/LH6sHCgp7k2Npy+wMhEFoSlg260PiVpxwY/NxSvpiQfzFg8ERjj+fY4/Pb/cg0IzvKSQ4fdhtUjeds7rbeerkJrPczyh0LskJlCpQm+WxKspMhlCAMI25d43zofK0iJLsKXdy1tYfW4d5cIaIn1Gui9bjzdRfzlRmCXT84nvvITCI0RPfB9vTHz+iqTBCaG2fu6Dmzx4gCgq/x3rPyC55nXyIfmG319PT0/Hr0Irinp6en51fFqGIr3/U+uTTknxC+9xFC4B4XqHRCXltINM1I0SrPOtQMeSjy6uOW+sQSPahUkD9NMKNf9s9glit2Dw1nrzoBLGJkcpBQSIc7bVGjDD3aFkoyMySH2+dgqndRDVxdHyNDZOBK1MuGOBGYvSFqnHfV5FSj8jEqDkiPLAh4Phjz1l7RXlWYMudRvkuptt13Y4zE2hGsQ6Z6K2/3PkIIhoNd5vUSaUG0Xcvw3v/5R1QVkCYnPdxD5QkfhkQJqUknn+PbFUTH/ucp58d3UlBKGO/cXY/gFGp0Lwe4MNjjCrOjSZ9N8YsaJSB7NiGZ3VW6o423zsbtpcVXoIUjGZsubqnpWn71VGMKgxrl+KtN9x6pxjydYI4mqEwjck31/77rjj860n2NbyKyTBj+ryOyo64H2/zTF1Qmw68rZJqg96YfdV0GaF28bY/f2u4FO5/tYkc10Uf0JEPdMyyTRpAdNNRvL4g2YPanZI+3Z3rDpu3mqZVEJSXOthAivrbIzCDN92foqlSSP0qo3rRdRVh0Qvu+c/cPkR4Y3LohOqjDBq8d2b6muunwWIUla79kqMc/sKefnxgioe5MwX5K1FhPT89/PvpvgJ6enp6ev0mkUqzHgjB+L9g6ZfGxCpOdO6q39rbA5+vI5ruW4X95mEP8czM7SsiEZUWKMZE0rvDzJSJN8avBAxH8SZtOjgAAIABJREFUKdK5Yja/P8cbEXUJmUMmQHLTBj44xJ/a25zcwRx+Z3ZodaSUe6SmWyCIMeLOV9jTFe5qjdASdCTYFfqwwOwNMfkuSM2q8lgPZSZJjeGJf8Lqu7e4ucCkCeHVBlFm6MfZ9+a0CiHQafcZdo8iJnUs5x6lOgFc3l+U+KBKK1ODOhgiS4+oW5LPd0n2h1txVXqSI/MlLAPNmSW0Eb1TYOeR9sLhNoFQRYQWoATDLzOSJxOsUfirCpEo0v1uUcGtPNGBPhrRvrkCHxHRYUpN+mJIetBdt9A6CILsxVE3v6wkaphuVbjvk6cSrQXuXgu1AHINqz/XXTtxBHVWUzxP0WUnQN38mvbVN8gbBR0ulrgCzO69tn/VZS7jAzrbJ7ia0FQIKRCmwBTbmcAfI90z6IHCVQGVgCrVg9nh78MMNcPfS9zSE3zCOpNUyXYF2vPT2vF/Dvy6oXl5RawtyG7xyByNftJn6+np+c9DL4J7enp6ev4mKVXKRJVc+juH5VRoxuqhqHSb8EBUhTbiNx75C1eDAfKRQWQef3VMc3Z2u10Yh5kNkMmPmJH08eG2RpKMXiBUQ4wBlQyROiXmq62XCRvIhCK5V+F1F2val1f4ymLfLojOIfciUdb4bxdgamxbcdoccbXyxNhFuj7ZS8m+uyT8+zW6SKj/dEKsLGpvgDte455OKf63J8gfiLmRUjCZGSazj1ed9UgSvmq6uCcBcpCSHuYUv8s+KVxkbsieDYjtHO8UsihxLiNRkvrEIpUAIdAjCR6aU0v5RUb6dEp8Muk6DCrP8l8rfNWdb1Xm5P/tGfbNFUTQs5Ls812ElLhlTfvtBbHtqpxRaOTuBJaWZKLQg4f3VqIlT2cJr85bnItICXtjTbKKNMs7cejrSP2uZfBldz/b83O2SsgxYs9O0Tu73XEvF/jlAnQNIYFakeSfw9SRHE0QWYHDIoNAy+/P4VW5fODmHEPENwFp5A8uHL3//ehzjut262dGaApZfu/v/9zEEDsB/D5KLMQuiiw3D2aae3p6/j7oRXBPT09Pz98sT9MdCpuwCjWpMOzqAelH2qk/+tAu6SqCvyAxRlxYExOQE0391cXtz0SRQGzxywVydzsLObQOd7m5ie4x6FmJGt9EKsV7LcRlii4LhNgWFXpS4OYVYV514l9JzKPJbY4rgLvuZq9j6yBGfKjx5y3mcUFsGmIrWATH+WqF1J0Qcx7enFQ8vuj2G33AX3cxTqJMiGVC8/IcvZ+TPtm9rYbG0LUo/6Sq26bClC1x4wlNRAHpzqcFsK9amq/OiY1DDjR6I9B7GUalBBdorx06E6h0DVWNPVEQx5RfdJXx9/ttTuytAAbw64iaDRj971PCTcu5kIIYI/bd4lYA24WnOWtIKgX5gObMMXjBR1vud0aaQSGpmkCiBXmqWP5r9eB1bh0ILiK1IDr74Of47trZywvaVy8hRqIPhCZgDp+higK9U9DKBev2X/HRIdCU5pAiOfjRl8IuHNXrtmsF14LsyJB+YvHiPpnKeZJ+xkn7DhtbUpFx0OwT3i3YNBY1yW8WgX7Zx9FQtV0F+AP8qulFcE/P3ym9CO7p6enp+ZtFC8VBMuaA758vNGOFKgR+cyduPjQV+rnxoWXVvKQJSyCiBgL9+Q7xskIahSxMFwXktl2IYow0r64INyI1LGv8vCL7/R7Jsyn2ZNmZZg0zkkfjj4pCoSXZ5zP8sia6gCoS5CccsYWW798YEJ1olhIU1G38sIBO2wZao0mgE8I3IlAoQfQ1bn5N/ZUjbM7QB0+IS4e/rkBLzP4QM/v0XKq3Fa66JHqLfd0gfUJ+aLqAZe/w12uYfVy0uPP1rau20gIpAmGxQj9LUTEy+kOGXy8JV1fdeW2AxuPmGj2e3O7HLh626rplQBiFureIgAuEqr09dfbaQQS/atHDCM5Rv2oQT4qb9ujt65RoSaLvzfxmAjtfE6JFiQQtc1SieB/nrMdT7GaztQ816Uzl7OnJ7eKIUBJVSGRiSY7GuNCwrF4Rb2ZyI46VfYtRJUZ9/4wwQLDd6EBou/2HNrJ51aIyiR788P+fsZ4yVGNctMhNpPnuDH/T1eAqS6wd2RezH9jLX4fQsruHPrib7y8K9fT0/H3Ri+Cenp6eni1iiLRXDrf0CC1IdvQvKhb/EkLT4BbX4D2yHKCHH49Seo9MJOWLDHvluqpiqUimv+xnqu0ZTZjf/tsrSxhZCjG4a2uVElluV3HDuiXM661tsXX4eY3ZH6J3Sgjh1lH6Uwgp0N+ThWx2SppFhcwT5CBFzS1yLyP6BrM3gsSSqhIZtltnTabJd3PCRQIKRK4RPqDGKfb0LXpSEn1DbBPqP32DNCOEUoRqTXt9Ru73MbtTpN7eb3ANzdVXRN+AMLjVEshI5L05VvfpWdJwr9InJKRHCUGuCfHfECqSPp1S/TncmmbpUYoZWNzV5ZYI1oXAzrfFkio+0tqtZee4vGog3l1SNUiI6zXtmyXKgGxWqN2S9OnOJ+elYwz40QXN2TW+cYAgS6aUh0e3ixxmNiO67niJETWZYPYOiM49WEiB7v8IgA/rWwF876fYUP0oEew3/lYACxURwRGFxG38rQhur123CACYiSaZbD9eSiFJRNplSn/Q1u/nFb5qUfndSIBfrXDza4gBNRxtXZ+/BJl23RTu5C5OTKQaPfnls8J7enp+m/QiuKenp6dni/pdS31891BtLx3ll9lvRgj7qqL55ivizUM+QhCfPMXMvt/0RyUSdfDr5ZM2frG9QWviGETIiesKoSTm4Ag9uDO7ijHg2muCuULIBBFyaDsRFG+Mrvy6wc+7KrEa5+jhT487AtA7BTHs4C7WyCJBZodE0xJYQdoiTcasPGB9Jlhu3puOweGOYZhOaQB3vWbwf3xOWLWEZoOelCA9YbHB5gX+bIPeTRHKYzdnECPNicOLC9LpFyhzJ0Jcc90J4O5TonZK7PE1IR3dCmY1/bRoUcOMsLhbPBCFw7fHJNMhQgiiPyfZa5A7j8A7pGrBW6LfFuPZPXdjuHFl3n/4uCSEwByNab65QDiPziVRKOQgofnzBfiImnQxTP5ijZ8Un1yUaP2SOjkh/11KWOQQQZRrxKgGOqEqtCZ98hSz37Ux358jl2VJmM+39qmG3X0lMHTK/wNhL37c/2ehRNfKHlvsqytC5RFaYrIxcbZLe+XYfNfe7r699MTPIN39yCPmR8baP9zulguab74G3wl3d35OfPIMM/vrqsXJowkqT/DrposSmxRbpmo9PT1/X/QiuKenp6fnltAGmvPtqlKwXavnb0UEu6vLOwEM3UzkyTF6MkXo386fNS1TnN9uX9XFiGzyO2LbILVBmO2H8HbxBludYKsrYuNRxQiTPAEnUIMUd72h+ebi1vnZna3g+e5fPNdoZoMH7ckxBmJwSNWJrBePIvO1x7lIkUkGeXcf5H/YJ1Sd025YNzSv31H982kXsVRm+PNT2rdrorWIUoG5y96NvsFVFyjz5O59gyeQUleGGAX5JGDCGFqB0Ao1KzF7n65c6p0Cv2oIi/dz0A1mkiOEIMRItYHVVU1atORSkobuPteT7SqjHmqGf+jcjQH0SKE+kZOrRxnyH/bxywb9FOwy4hcNkYgeSfT7eeB4M3v9CXxsgUjQNezU738FH1s+lGkfM1FLjh7TOkfYbEAI1Hhy6xpt1IBM7VD7u3n0RI4w6sdFFKlSYqaC6p+vCJub1ncRCIs1flnQnoptcRuhPbcfFcFqlOFOl7f3L3SGZ/db9d3F+a0A7vYXsWcn6J2dTzpu/xiEFOjdEr3765py9fT0/Db57Twt9PT09PT8hxN8JH6k4zTYT5Vwfn22BPD7bd4Tvf9NieBM79H6JQFHGxp89Ez1E6RSkD8Urd087DniJr7FXq7xzRIzakl3H6EGKdVX5wTUTVuq71xuT5c/q7mPEBKh7oSWkoKd4ccroaroXqcyg52P0LMR0Tvs8RtC02Jmj8A57Nk55nAfjESNDNAQ3HbLt48jXn87p15125NM8+jLKaPdx0gpt9q/o/W0J8su3/f9rPFuSfZihl834CGIOXbdLUKsrj3zCwcUuCrj4rzmyZcjBrMherrz4LOpTKKyHye4ZNrNLPs314hljQxgSksyLW7neREgPpG9DKBFyofVWoFEiR/XrqvynOzL3xOqDUiFyu9+TwjBMH1G4kd4XyFlSqonyB9bCRaCdCpwA4FXEpkI9EAhlcBXlugffq7oPv59oYcZPN/FHi+I1iNHGckHMUXRfsQAzLmu3/yvEME9PT099/ntPC309PT09PyHozKJLiVuua2E9UdE0H8UajDAX19tbZNZjvgxMUO/IokeMha/57z5jg2WqHJeuXfMROAgOXrw+uhb3q9AyMyQPpoQnEePC/SooL1yrP7c4pcWmUiywwRlLLH5cN7zlyfGiF/UhNoiU40a5UgUycEzgp3jL0/R0x3UMEONR8QTjxpkmEcDSDozKZV0VV13scZerJkf16QUhFTQthbnNYv5lOnRQ5HVvL3Gn99kz7bQfneBUAI9KdCDrj08OIGrz/BtzXrRnaN0OMNygDaeujDsHPw8M6H2ZIm/7AS3lAIzznDrBjPOu0imvQFq+OlYIqOGFHqfyp0RCQgkpTnCfCTu61MIKVHlw0q537REH0jLKUI/FPwf/TxtoG0CSSoxiUSlGjPVmNG2uJVaYaYKf7xd5TbTT39f6GmBnhbEED86I61GY8JqO+JLjka/qQWunp6ev336b5Senp6enluEEORPEqrXLW4dEFKQ7utf3ETqp6CnO/jNphPCMSKyjOTxk58Wv/Mr0eI5jxVRGqATuGf2mKEaUnxgSqRMgVBJJ4ZvkFqj0gG+CWxeNkQU+JZQeapXgeKLhGR6NxPsVw32fEWsLHKYIiYCRIOUCSodIeTPcx3b19e4s+Vt4VLtlqidAj+vELpEFjsQPCIVqMyTf7aL2MkhaQCBTCeYfBd3taH5rjN6qi4a2haKR2PkOCMKQ9tKQojIe2IptDdu0/eJXeSTntxVxKVOSacvaJZn6HyFHgywYYK3IJTCh26f/mbhQYm7KqO3G6K3N9fk++dGY4z4q3vHEyIyM6hRTnI4QqQaNfj+XF4hBIP0Came4mODEvlPEsAfPS7naV5ddecqRsT/396dB0mSnvUd/z551dVVffecuzu72l0JjAxeVrIAQ0igWIRQINkGI0wgCR8ECAvb4MBcBhv4gyMCjIJDIXNIMjKSLAtLJpDFyhyBMasDIWlBQmi1Wu3O7Nzd0z3ddWbm4z8yp6d6+pjp6Xv694mo6Ko3j3qzKjurnnrf93lrFSr3jC+33q/nyqUBF88MSDMnCmHyWMLETEw03SQ9v7D8ngcjFcJWlTAI8Qz6c0UgnIxHVGZuPtZ2vSRh8eQUeb9PViYAC5pNkqPHN3fwIiI3oSBYRERWiOohIw9UybuOhUVm5f3EoojqPafIZmbwLCOs1bFw/wTpw3p5F2dlq3pOTjfvrgqCLYxJWifpL5zGswFYQNSYIUyaDK5keArRWI00y8mXekWirLhCfKRIgJR3BnSfvASDotWzd/kcVkuJTkTgGUFllOrYKSxY/dHv7nTyPqEFa86zPCxb7JFeWlwxDjSbXSIar1N5zhSDuTZJf5q8t7Tc+hlUR6gcvRf3PhaEBHEDMyOdm1+e2iepBfT7Oelsh/jUCIPUqNRtRQC8WWFcoz5xN8lCl/nLK1vMG2PGs705LmVFq+NE2OBI3CS/eo60cwk8x8KEpHUXUXX97MRmhsUBPtyLN3csCTc9/jQOG8QU26Se0c9TkiAiusWuy8MGl5aWW6cBvN2j/+w8tfvXTyDX6+ScP90nL1+qNIWLZ/rUGgHV46OEjYS8PSiObbS2PMVQ/e4K1aPFebPV64VFEdW77iafOYLn+Yqu3SIi20VBsIiIrGJmhLX917I6LFxjXO2tcHey3hWy3lUIIqLqGGG8fWNqhyWWYBi+YqynkdjaLYNRdZwwaZINOgRhspwV2SKKcaVRSHykhfdTHKicaBAkxUd5utBZDoDztE/WnYcehNOTWJyR9+bJuvNE9ckVz9nOejzTn6Wd98jznFZU43g8RiNaO/jwfroisVFRWJTH002iVg0/3mIwN0u+tIRVq8TjEwSVKnB9n3lvQN5Pi6GwYcDIaEi/kxeT+bgRJ8bU0dUBeZBEROP1IinY8otqG46Lnj6W4HmfpYUMM2NsOqQ30uFsemV5nfPpPD5oM9G+yLUI37M+/YXThMnImj8eXBPPNJdbtItK2oZJvG5mNl3k2f4cA8+ILeREMsF4tLmAOrvaXVWWL/XI++nyOXOjXidfDoCXt8mh28mpNYqMyqzze8Bw8Ouek/UWigRrcWNFFvBbFVQ2bj0XEdkKBcEiInKoDNoXGCyc4Vqgk7YvUh2/nzDZ/qyxjbDJeDjJXHYZxzGMiXCKxgbzs1oQEVWaK8qikZB4LGQwV2bnTSLiZkDUHGohHIpLPU/L8cV2PTAD8nxl0iF353R/lsW8y2LW42J6layfcaXS4Ug8yslkguCGbuZWjYu5kq4FwqFBlEPVyNptPEsJa3WSciqftaRzbXpPz5Jd6TC4WCT2iidHmDoR4K06NlOlNlKMR11LcnwMi0LSuTYWh8TTIxvPiVwJOHFflX4/JwiMKDI+1b60ar1LvVkmLGR5fiSKQDhLO9CvkS7mxdjj0ZBwqG7RZAPioOymbYRjNaLW7U1d1ckHPN27TFb2IOh5yhd6l6gFCdWbtNIPCyoRN+a4syjEovVbasMIbOUpA0AU3foPYp6ndK98nrxXThFmIUnrJHF9a1MciYhsJwXBIiJyaHieki5dYEXEmKekndkdCYLNjOOVu2hlY/TyLtWgSiNsbnr8splRv7vCoJWStXPCakA8FhIMBSdhs8KgDE4tTCAICBtVrJJfH8cZrQzM+j6gnffJPOdSepXMiyB7Me8SpQHNsLqqBTKsJ8THRhmcm4c4Y9A/i4VG9tTT5O2UKGkRVCokd91D1FwZzAN4mtM/cwXSnHCkgudONt8hnKhTOdEiOdJckQl6zdcjCkiOj5Icv7Vpfq5JhgLX0IJV89ZGQYJZf2UQaAHpXEjn2d61Yd0EFWPkOVXC2lAg3KoRtbbedXcp69LzAbmnRJYQmJGRs5R1NxUER5MNsisdvOwdQGDER5prTjPkuZN2cpLYaE2EK7qOj4wGNFq33h077c5dD4ABPGOweJaoMnrT8dUiIrtFQbCIiBwanmf4jf09Ac/XmJZlmwQW0IpGgc0FbKv2ExmVqfWDiLBRoVJOP2P9gGrrHmi2wTvF+OLaFGGltXIbCwksoJ9lywEwQEyI47Sz3prdcJOjLYJWhd7FzxB6gKVG7+yzRT0JMKD/7GnCB567KujK+yk+yMg6OeliRp4GRKMtorEGlRPrj73dblPRCEv93nJXdQNm6jN0F86xcHkJd6iPhIwdPUH3GRhuVs17Tn92QO1EhXSxS77Qg8AIR6uEta1lKW/ni5zrnyHzlMhiJqJJamF90+OCw0aF6gMzpPOdIllXs1JMUXSDdCmj/XSPrOt45jSqRlSHfgb1qYjRqWRT47LzQWdVmWcD8qxHqCBYRPYJBcEiInJoBFGFIGmsbKmCVcHhQRWN1wnHamVrcECe9sjTDhbEa7Z0RxZyJGrRyXoYAU5O1WIaYYUcJ9mg5dHiDCoZAQnZ+etja/O0Q5iM4N0uea+3KrFRkITkmdE5O1gOLLOllOjo7o5Bn4yLFvnZwRLgjEUN4oUql65GhJVRzAe00zrxUosgXf3DSdbzolv3U5eXu4YPzodUnjO5PE3TZi2mV1lML9EMq8ylVxl4n0vpRZ4XPUAz3Pw+g1pMUlv/PfTciwC4XQTAnWf75H1n5L4KsRnRlRzbZC/mYI3xvxbGq3ohiIjsJQXBIiJyqCTNk/T9afJBGzCi2iRR7dbmT71VvXzAQtYhd6cZVqmHu5fkx8yKcbqUQX+08XPPxC2SIKIeJCzmPWpBQkbOSFBldINpesxCijHHGVYmMXKP6HZj+llGdTQmiFcHYBaFBK0GFvbwPAeDcKxKlsVk/XzFWNvtlPcGpLNt8s6AoJ4QTdSZSEaYiK6Pz356tkO/F7Ii+9NCzmTFyNor+05HjYD+uSsrk4SlGemlpdsOgtv5Eil9jkQ1WkGVrg+oWszReITAtv91ybo5Wbeof9bOyXvXxsnnRCMh6VLRWp+M3frXxag6TtqdJ+/NFwUWEo8c3zCxmIjIbtMVSUREDpUwrlGdeLBoIbXwpkHiZi1lPZ7sXaBfJlcKBwGnKtOMRTuTgXqrzIzxqMFYWGch69LJe0QWMhrViTfoghtEFaL6FOnSeYJmA6+Oc/npLrmFBElGozlO2IHG6mHBWK1Ocl8I/T4EAcQJ+cDwzFevvA08zeg9OUve7gGQzbXJFrpU759a0V17jZ7yZH2onkroPtMvAkaDeKxIVNY7l65a37u337U+suJrWcaAJIAKAZCT3DC/s5eB93pz7d4qiwwLihxqPjQQOohteby0r/GabLjPIKI6fh9Z7yqep4Rxfc3WYRGRvaQgWEREDh0z27FpkS4OFpYDYICMnHODeUbD2qYTYu0mM2M0qjHKrQcsSfM4QVQl6y8xmJqmEvbADa80WKJOdnZAo7n6q0Y0EtK7GMK1luYU4lZAVNuZ+Z7TKx0Gl4su20GligVGfrVLdrW3Iqt0ayKis9Rfse3oZEjSioieG5ItZRAaUSPAzAiaVbK59or1wy0kx2qGLWpWp+PFPh1nPBxfnlM6XerRe3qR/lyfoF4lnqlRnamsSJC2GWESUJmO6J5NCWsBFkJYDQjrAZ4WQXI0svkWaLOAqLq1MfAiIjtJQbCIiMgtyAddCAKCcOPER11f3TrY8wEZORE7E+TtFbOAuD5FXJ+id7ZDJyoH+ZZ/eh0nS53whiAtHgupnYjpXUjxzImaIbXjW0sotZ6836N/7iyDMnGXVSrE0zMESbJqvuOxqYg8d65cTMGhNREycaSoVxAZwejKr03xsVF8kJEv9cEgaFWJpm4/y3gcJNxTvY8r6Ry9vEsjHGE0KrpmZ+0+Sx8/T/d00ZqNLZJ3RjEfpXbi9noz5P0+0UiX2smYvJ9QmYnJ+zl514nqAdUTMWFlZ7qni4jsJQXBIiIiG8gHXXpXT5P3F8GKMcRJ8zi2zhjNZlBhKe+uKGtYZdPZfQ+aWiOg0145M22lZqsCYChanatHEipTMZ45wQ6NAwYYXDgPeReLI3yQ4r0e6fwVKseOETRWBt5BYEwdTZiYiZcfbySsxVQfmCFv94vs0PWtB/JJUGEmObqqPJ1rM7g81ErtkF5cpN+qUz2WbLprdDo3S//MM/gghTAkmp6mdvI4OHjqZVfp/dtzQURkK/TznoiIyAb6i2eKJD+eFXMKL50nbV9ed/3puEkzqHItfKhZwvFk96b+2Stj0zHV2vWgKU6MqWMbT4ljoe1oAAyQXb0K+YDknnGCkRoWR1joJKfGCZK12wKCwG55WiALjHCksi0B8EZ8kMENVfLUiwG9m5T3+9cDYIAsIz1/nuzqVSwo3hMFwCJyJ1NLsIiIyDryrE/WX1xVnvbmiRvTa26TBDH3V4+ylHXJcUbCKuEarcZ5t0Pe62FJZdU0QgdRpRZw14M12lczPIdaMyDZ4QD3VgTVKlm3i9EjOVEHh6DZIBrdn4nK1hM2q0StkKyTLietCkZikunKpgPWvNu9HgBf407ebkPrzpguTERkIwqCRURE1mEWYhZwY85i22D+XIDAjGa0fmDbP3+ewfmzkGUQBMRHjpAcPb4NNd5bUWS0xvfXV4toaoZscRHSFLIBhCHx1No/YOyWtLdA2r6E5wPCyhhxfQoL1u4u73mOBQHReJ3a/eNYNE86nxI0KtQemKAyvfkWaIujIit3vrIV2ZKNz2sRkTvF/vqkEhER2UcsCIkaMwwWzrDc/GbhluYVztptBueevR6A5DmD8+cJRlpEIyMbbyybFjWb2P0Pkl1dAIew1SSs7V0rcNq7Sm/uc8vdmPP+Ip71qYzetWK9vN+jf/4c+fw8lsTE00epnBgnnh7B05ygFt92tvGwVieamiK9cGG5LGg1iVrK6Cwih4OCYBERkQ3E9RmCICHtzWNBRFQdI0xuP1j1bmdVCxx5XpQrCN4RYa22b7qcZ925VeN40+4s8ciR5czj7k7vmafJFxaKx4MBvc5TEEdEI03YhuHHybEThCNN8k4Hi2Oi0TEs0tdCETkcdLUTERHZgJkR1caJauPbs8MkATPwoU7WZliys4mVZH/wtRJZua84H/Juh3xxkXyQky7lRQbtSkA0P18EwdvAgoBodAxG7/ykbSIiN1IQLCIisovCxgjh5BTZ5UvLgU84PkG4TcGN7K20d5W0fYG8v0RQaRE3jhDG11uho+ooWWcWhkaah5UWQTQ0169DPsjpnhuQ96+tlxFNZFRO7M5xiIjcyRQEi4iI7CIzo3LiJFmrRd7rEVQqhM0WFux9JmXZmjzt0Z//PJ4NAMg6l8nTNrWJ5y4nvoqq4/hoymDpAuQpQWWUZGRlUrSwXoe4Sd6/Pt+0xSFZ1iDr5YQVnSsiIluhIFhERGSXLXdFlTtK1l9YDoCv8UGHbLBIVLmedCquTxPVJsF93azQ4cRxkhMR2cJ8MY3W2BR5ViMfOGFlzU1EROQWKQgWERGRA8XLxGIHp/V8dRZns2Ct4mXRSJVe5QjR0aPgjmcQVo2odlCOWURk/1IQLCIiInsma7cZXL6IdzoEzRbx5BTBOknCPE3pXzxPNnsZMKLJKeKZI/smGA6TFhbGK1qDLa4Txo1N7yseDakeiehdTPG8CIBrdydYeHvTIomIyHUKgkVERGRP5P0evc9/Du/3i8dLS+TtRar33r9mYNu/eIH03Lnlx4Ozz0IYkEyQG4gMAAAR8klEQVQf2bU6bySIKiRj95EunScfdAiSEeLGkXW7PG/EAqN2okIyFZMPnKgWKAAWEdkme/rTqZn9gJm5mU2Vj83M3mhmT5jZJ83soaF1X2tmny1vrx0q/3Ize7zc5o12uzPHi4iIyK7KFhaWA+Br8quLZO2lVeu6e9kCfMM+5mZ3rH63I0pGqI4/h/rMl1AdO7UiM/TtCCsB8UioAFhEZBvtWRBsZncBjwBPDxV/A/BAefsu4NfKdSeAnwD+PvBC4CfM7NqEjb8G/Muh7V62G/UXERGRrbk2tndlocNa5QBrdXu2zbeyiojI4baXLcG/CPwgwxPlwSuBt3nhMWDMzI4BXw886u6z7j4HPAq8rFzWcvfH3N2BtwGv2t3DEBERkdsRjjQhXBnEWq1G2BhZta6ZEU1N3VhINDm5k1UUEZE70J6MCTazVwJn3P0TN/RePgE8M/T4dFm2UfnpNcpFRERknwvrdSr3nGJw/ize62ONBsnR41i4dutuPDWDWUh6ZRYsIJ4YJxpXECwiIpuzY0GwmX0QOLrGoh8FfoSiK/SuMrPvouhmzd13373bTy8iIiI3iEbHCFujkGVYtPHXEjMjnpoivrFFWEREZBN2LAh295euVW5mzwfuBa61Ap8EPmZmLwTOAHcNrX6yLDsDvPiG8j8uy0+usf56dXoz8GaAhx9+2NdbT0RERHaPmcFNAmAREZHtsutjgt39cXefcfdT7n6KogvzQ+5+Dngf8JoyS/SLgHl3Pwt8AHjEzMbLhFiPAB8oly2Y2YvKrNCvAd6728ckIiIiIiIiB8N++9n194GXA08AbeA7Adx91sx+CvhIud5Puvu1ORFeD7wFqAHvL28iIiJyB/E0pz/XJr2SYkFAPFMjbsZ7XS0RETmArEiqfPg8/PDD/tGPfnSvqyEiIiI34e50n5pj6TNt0vkUgKCVMPqCKSpTyR7XTkRE9isz+wt3f/jG8r2cIklERETkprLFHr1zveUAGCBf6NN+so3nh/PHfBERuX0KgkVERGR/S3OyTr6qOO9m5H0FwSIisjkKgkVERGRfC+ox0cgNcwcHELZigsT2pE6e53i+OjAXEZH9b78lxhIRERFZIajE1O5tki7B4FIXLCA+1qBxXx0LdjcI9jSlf/E82exlICCamiKensGC6+0KuQ8wQszU1iAish8pCBYREZF9L5luMP6VFfpXBkV26NGYINn9ILN/8TzpuXPLjwfPnsHCkHhqmjTv0e4/Sy9bILCAWjRDLZ4p5kEWEZF9Q0GwiIiIHAhBJaJ6ZO++uniely3AK6Wzl4mnplnqn6aXXQEgc1gcnCEIEqrR+G5XVURENqB+OiIiInJo9fIe7WyR3G9xfK+Fq8uCkDTv0c+u3rDA6afzW66jiIhsL7UEi4iIyL7meQ55jkXb97Ul95zz/TPMppfJyalajeOVu2iEI+tuY0FANDnF4NnTQ4VGPDmBYcDqbs8aFywisv8oCBYREZF9yd0ZXLhAeukC5Dnh2DjxkaMESbLlfc+nc1xMLyw/7nibs/1nuK/6XIINAtd4ehoLA9K5ueUAOBqfBKAWTdJOzy+vawRUQnWFFhHZbxQEi4iIyL6Uzl5e0eqaXrqI41TvumfL+15c1XUZunmXXt6lFtbX3c6CgHhqmnhqetWyRnKcIEjop/MEFlONJkii5pbrKiIi20tBsIiIiOxL6ZUrq8qyK1fwo8exON7SvpMggWxlWWgBkd3+VyOzgHo8Qz2e2VLdRERkZ2mgioiIiOxLFq7+mmKBwTZMOTQajZNY5fp+MSajI8TB1rtai4jI/qaWYBEREdl16dwcg9nL4E40Nk40MYEFK4PeaHyCbH4e8uuZm6PJqW1JkFUNatxbvZ/59Aqpp4yEIzTD0S3vV0RE9j8FwSIiIrKr0rlZel94CtwB6F9dwLOM5MiRFetFo2Nw6l7S2ct4lpXB8uS21aMSVJlJjm7b/kRE5GBQECwiIiK7ajA7uxwAX5NevlhkXr6xNXh0rAiGRUREtonGBIuIiMjuyrPVZZ6vLhMREdkBCoJFRERkV0XjE6vKwrHVY4JFRER2grpDi4iIyK6KJibxNCO9fBFwwrEJkiMamysiIrtDQbCIiIjsKgsCkqNHiWdmwB0Lw72ukoiIHCIKgkVERGRPqPuziIjsBX36iIiIiIiIyKGhIFhEREREREQODQXBIiIiIiIicmgoCBYREREREZFDQ0GwiIiIiIiIHBoKgkVEREREROTQUBAsIiIiIiIih4aCYBERERERETk0FASLiIiIiIjIoaEgWERERERERA4NBcEiIiIiIiJyaCgIFhERERERkUNDQbCIiIiIiIgcGgqCRURERERE5NBQECwiIiIiIiKHhoJgEREREREROTQUBIuIiIiIiMihoSBYREREREREDg0FwSIiIiIiInJoKAgWERERERGRQ8Pcfa/rsCfM7CLwhb2uxxqmgEt7XQnZczoPBHQeSEHngYDOAynoPBDQeXCrLgG4+8tuXHBog+D9ysw+6u4P73U9ZG/pPBDQeSAFnQcCOg+koPNAQOfBdlB3aBERERERETk0FASLiIiIiIjIoaEgeP95815XQPYFnQcCOg+koPNAQOeBFHQeCOg82DKNCRYREREREZFDQy3BIiIiIiIicmgoCN4DZvYGM/sbM/trM/u5ofIfNrMnzOwzZvb1Q+UvK8ueMLMfGiq/18w+VJa/08yS3T4W2Roz+wEzczObKh+bmb2xfE8/aWYPDa37WjP7bHl77VD5l5vZ4+U2bzQz24tjkc0zs58vrwWfNLPfNbOxoWW6Hsi677ccfGZ2l5n9kZl9qvw+8K/L8gkze7S81j9qZuNl+aY/H+TgMLPQzP7SzH6vfLzmNd3MKuXjJ8rlp4b2sebnhhwMZjZmZu8uvxd82sy+QteDHeTuuu3iDXgJ8EGgUj6eKf9+MfAJoALcC3wOCMvb54D7gKRc54vLbd4FvLq8/ybge/b6+HTb1LlwF/ABivmqp8qylwPvBwx4EfChsnwCeLL8O17eHy+Xfbhc18ptv2Gvj023Wz4HHgGi8v7PAj9b3tf1QDc2er91O/g34BjwUHm/Cfxt+b//c8APleU/NHRd2PTng24H5wZ8P/DfgN8rH695TQdeD7ypvP9q4J3l/TU/N/b6uHTb1DnwVuBflPcTYEzXg527qSV4930P8DPu3gNw9wtl+SuBd7h7z90/DzwBvLC8PeHuT7p7H3gH8Mqyte9rgXeX278VeNUuHods3S8CPwgMD8x/JfA2LzwGjJnZMeDrgUfdfdbd54BHgZeVy1ru/pgXV7+3ofPgwHD3P3D3tHz4GHCyvK/rgcA67/ce10m2ibufdfePlfevAp8GTlC8x28tVxv+X97U58MuHopskZmdBL4R+PXy8UbX9OHz493A15Xrr/e5IQeAmY0CXwP8BoC79939Croe7BgFwbvvQeCryy4sf2JmLyjLTwDPDK13uixbr3wSuDL0BfpauRwAZvZK4Iy7f+KGRZs9D06U928sl4Pnn1H8qgu6Hkhhvfdb7jBll9a/B3wIOOLuZ8tF54Aj5f3NXhfk4PjPFD+K5+Xjja7py+93uXy+XF/nwcF2L3AR+K2yW/yvm1kDXQ92TLTXFbgTmdkHgaNrLPpRitd8gqLrwguAd5nZfbtYPdklNzkPfoSiK6zc4TY6D9z9veU6PwqkwNt3s24isvfMbAT4H8C/cfeF4bQO7u5mpmk87mBm9grggrv/hZm9eK/rI3smAh4C3uDuHzKzX6Lo/rxM14PtpSB4B7j7S9dbZmbfA7yn7Lr6YTPLgSngDMUY0WtOlmWsU36ZoutDVP4SOLy+7APrnQdm9nyKX/w+UX7ZOQl8zMxeyPrnwRngxTeU/3FZfnKN9WWf2Oh6AGBmrwNeAXxdeV0AXQ+ksNF5IHcAM4spAuC3u/t7yuLzZnbM3c+W3RuvDZva7OeDHAxfBXyTmb0cqAIt4JdY/5p+7Tw4bWYRMErxGaDrxcF2Gjjt7h8qH7+bIgjW9WCHqDv07vufFMmxMLMHKQa+XwLeB7y6zPp3L/AARcKjjwAPlFkCE4okCO8rvyz/EfDN5X5fC7x3V49Ebou7P+7uM+5+yt1PUVz4HnL3cxTnwWvKrH8vAubLbjAfAB4xs/EyM+AjwAfKZQtm9qJyTNBr0HlwYJjZyyi6wH2Tu7eHFul6ILDO+73HdZJtUl6zfwP4tLv/wtCi91H8D8PK/+VNfT7sykHIlrn7D7v7yfL7wKuBP3T3b2f9a/rw+fHN5frO+p8bcgCU3wGfMbPnlkVfB3wKXQ92jFqCd99vAr9pZn8F9IHXlhevvzazd1Gc8Cnwve6eAZjZv6I4gUPgN939r8t9/XvgHWb208BfUg6mlwPt9yky/j0BtIHvBHD3WTP7KYovxQA/6e6z5f3XA28BahRjSt+PHBS/TJHJ89GyV8Bj7v7d7q7rgeDu6Qbvtxx8XwV8B/C4mX28LPsR4Gcohkr9c4rZA/5Juex2Ph/k4Frvmv4bwH81syeAWYrAmY0+N+TAeAPw9vJHzycp/scDdD3YEXa9952IiIiIiIjInU3doUVEREREROTQUBAsIiIiIiIih4aCYBERERERETk0FASLiIiIiIjIoaEgWERERERERA4NBcEiIiKbZGY/aWYvvc1tf9/Mxm5z27eY2TfffM2DzcxebGZfuc6y55nZn5tZz8z+3W7XTUREDj7NEywiIrIJZha6+4/f7vbu/vLtrM8d6sXAIvD/1lg2C3wf8KrdrJCIiNw51BIsIiICmNkpM/sbM3u7mX3azN5tZvVy2VNm9rNm9jHgW4ZbZMtl/8nMPmZmj5vZ88ryETP7rbLsk2b2j4fWn7rJ8/24mX3EzP7KzN5sZnaTut9vZh80s0+U9XiOFX6+3MfjZvat5bovNrM/MbP3mtmTZvYzZvbtZvbhcr3nlOu9xczeZGYfNbO/NbNXlOXVoeP6SzN7SVn+OjN7j5n9bzP7rJn93FD9Hilbbz9mZv/dzEbWe+3M7BTw3cC/NbOPm9lXDx+ru19w948Ag6294yIiclgpCBYREbnuucCvuvsXAQvA64eWXXb3h9z9HWtsd8ndHwJ+DbjWRfc/APPu/nx3/7vAH27i+X7Z3V/g7l8C1IBX3KTebwd+xd2/FPhK4Czwj4AvA74UeCnw82Z2rFz/SykCzS8CvgN40N1fCPw68Iah/Z4CXgh8I/AmM6sC3wu4uz8f+DbgrWU55fN9K/B84FvN7C4zmwJ+DHhp+Rp9FPj+9V47d38KeBPwi+7+Ze7+pzc5dhERkU1RECwiInLdM+7+Z+X93wb+wdCyd26w3XvKv39BEThCEXj+yrUV3H1uE8/3EjP7kJk9Dnwt8HfWe2IzawIn3P13y+fpunu73NfvuHvm7ueBPwFeUG72EXc/6+494HPAH5Tljw/VH+Bd7p67+2eBJ4Hnlfv97fK5/gb4AvBguf7/cfd5d+8CnwLuAV4EfDHwZ2b2ceC1Zfk1a712IiIiO0ZjgkVERK7zDR4vbbBdr/ybsbnP1lXPV7aq/irwsLs/Y2b/Eaiu2nJrekP386HHOSvrv9HrcbP9XnstDHjU3b/tJtts9rUTERG5LWoJFhERue5uM/uK8v4/Bf7vFvb1KEXXYQDMbPwWn+9awHupHDu7YTZod78KnDazV5XPUynHFv8pRZfk0Mymga8BPrzJY/gWMwvKccL3AZ8p9/vt5XM9CNxdlq/nMeCrzOz+cptGud1GrgLNTdZVRETkligIFhERue4zwPea2aeBcYpxqrfrp4HxMjHVJ4CX3MrzufsV4L8AfwV8APjILTzXdwDfZ2afpMiofBT4XeCTwCcoxiP/oLuf2+QxPE0ROL8f+O6ym/OvAkHZVfudwOvKbtVrcveLwOuA3ynr9+cU3ao38r+Af7hWYiwzO2pmpynGFf+YmZ02s9Ymj0tERA4xc79ZzyYREZE7X5mV+PfKZFR33PNtlpm9haJ+797ruoiIiGwntQSLiIiIiIjIoaGWYBERERERETk01BIsIiIiIiIih4aCYBERERERETk0FASLiIiIiIjIoaEgWERERERERA4NBcEiIiIiIiJyaCgIFhERERERkUPj/wP7vH06Bq/Z3AAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1152x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}