A11_1_2.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "A11-1",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "TPU"
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "QEgl-fFDB7fD",
        "colab_type": "code",
        "outputId": "53b8ab9a-b2b1-452b-cb09-a77c174d92e2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "%env KERAS_BACKEND=tensorflow\n",
        "\n",
        "%matplotlib inline\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from ipywidgets import interact, FloatSlider, IntSlider\n",
        "from ipywidgets import interact_manual\n",
        "\n",
        "# Keras functions\n",
        "from keras.models import Sequential, Model\n",
        "from keras.layers import Input, Lambda, concatenate\n",
        "from keras.layers import Dense\n",
        "from keras.layers import Conv2D, MaxPooling2D\n",
        "from keras.layers import Conv2DTranspose, UpSampling2D\n",
        "from keras.optimizers import SGD, Adam\n",
        "from keras import metrics\n",
        "\n",
        "# Keras dataset\n",
        "from keras.datasets import mnist\n",
        "\n",
        "# Keras utilis function\n",
        "from keras.utils import np_utils\n",
        "\n",
        "from keras import backend as K"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "env: KERAS_BACKEND=tensorflow\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "liZ4CrvsB9XQ",
        "colab_type": "code",
        "outputId": "59faae4c-bab5-448f-f099-2a724fccd1da",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 51
        }
      },
      "source": [
        "(x_train0, y_train0), (x_test0, y_test0) = mnist.load_data()\n",
        "\n",
        "x_train = x_train0.reshape(60000, -1)\n",
        "x_test = x_test0.reshape(10000, -1)\n",
        "\n",
        "x_train -= x_train.min()\n",
        "x_train = x_train/x_train.max()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://s3.amazonaws.com/img-datasets/mnist.npz\n",
            "11493376/11490434 [==============================] - 0s 0us/step\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IKLbFMsxB__r",
        "colab_type": "code",
        "outputId": "270f7d7c-2114-4151-d36f-996b0e01ceb7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 88
        }
      },
      "source": [
        "def sampling(args):\n",
        "    z_mean, z_log_var = args\n",
        "    epsilon = K.random_normal(shape=(2,), mean=0., stddev=1)\n",
        "    return z_mean + K.exp(z_log_var / 2) * epsilon\n",
        "\n",
        "def vae_loss(x, x_recon):  \n",
        "    recovery_loss = 784 * metrics.binary_crossentropy(x, x_recon)\n",
        "    kl_loss = - 0.5 * K.sum(1 + z_log_var - K.square(z_mean) - K.exp(z_log_var), axis=-1)\n",
        "    return recovery_loss + kl_loss\n",
        "\n",
        "\n",
        "enc_1 = Dense(100, activation='sigmoid')\n",
        "# enc_2 = Dense(2, activation='sigmoid')\n",
        "\n",
        "enc_mean = Dense(2)\n",
        "enc_log_var = Dense(2)\n",
        "\n",
        "dec_2 = Dense(100, activation='sigmoid')\n",
        "dec_1 = Dense(784, activation='sigmoid')\n",
        "\n",
        "x = Input(shape=(784,))\n",
        "enc_x = enc_1(x)\n",
        "\n",
        "z_mean = enc_mean(enc_x)\n",
        "z_log_var = enc_log_var(enc_x)\n",
        "\n",
        "z = Lambda(sampling, output_shape=(2,))([z_mean, z_log_var])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From /usr/local/lib/python3.6/dist-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Colocations handled automatically by placer.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "RkVbhZMHCFdz",
        "colab_type": "code",
        "outputId": "1e570662-51fe-4ac3-a933-3cc1acc50fc2",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 391
        }
      },
      "source": [
        "dec_x = dec_2(z)\n",
        "x_hat = dec_1(dec_x)\n",
        "VAE = Model(x, x_hat)\n",
        "VAE.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            (None, 784)          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "dense_1 (Dense)                 (None, 100)          78500       input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "dense_2 (Dense)                 (None, 2)            202         dense_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "dense_3 (Dense)                 (None, 2)            202         dense_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "lambda_1 (Lambda)               (None, 2)            0           dense_2[0][0]                    \n",
            "                                                                 dense_3[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "dense_4 (Dense)                 (None, 100)          300         lambda_1[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "dense_5 (Dense)                 (None, 784)          79184       dense_4[0][0]                    \n",
            "==================================================================================================\n",
            "Total params: 158,388\n",
            "Trainable params: 158,388\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3G7HOdbMCJCa",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "VAE.compile(loss=vae_loss, optimizer=Adam())\n"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZCzsNg3xOYxB",
        "colab_type": "text"
      },
      "source": [
        "先取batch_size=1024 大致train一下"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Xvg2n0YyCZNc",
        "colab_type": "code",
        "outputId": "bebd7193-8c75-4309-ed85-bedc473a402b",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 2754
        }
      },
      "source": [
        "VAE.fit(x_train, x_train, batch_size=1024, epochs=80)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/80\n",
            "60000/60000 [==============================] - 5s 83us/step - loss: 161.2646\n",
            "Epoch 2/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 161.0784\n",
            "Epoch 3/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 160.4563\n",
            "Epoch 4/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 160.4867\n",
            "Epoch 5/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 160.3808\n",
            "Epoch 6/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 160.5244\n",
            "Epoch 7/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 160.6491\n",
            "Epoch 8/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 160.4314\n",
            "Epoch 9/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.9633\n",
            "Epoch 10/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.8504\n",
            "Epoch 11/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 160.3369\n",
            "Epoch 12/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.8770\n",
            "Epoch 13/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.5072\n",
            "Epoch 14/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.6611\n",
            "Epoch 15/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.5559\n",
            "Epoch 16/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 159.3216\n",
            "Epoch 17/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 159.3459\n",
            "Epoch 18/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 158.9695\n",
            "Epoch 19/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.9264\n",
            "Epoch 20/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.8263\n",
            "Epoch 21/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.9413\n",
            "Epoch 22/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 159.0319\n",
            "Epoch 23/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 158.6678\n",
            "Epoch 24/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.3985\n",
            "Epoch 25/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.6757\n",
            "Epoch 26/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 158.2336\n",
            "Epoch 27/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 158.2374\n",
            "Epoch 28/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.2472\n",
            "Epoch 29/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 158.2895\n",
            "Epoch 30/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.8805\n",
            "Epoch 31/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 158.3829\n",
            "Epoch 32/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.8652\n",
            "Epoch 33/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 157.7327\n",
            "Epoch 34/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.8246\n",
            "Epoch 35/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.6773\n",
            "Epoch 36/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.6203\n",
            "Epoch 37/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.4926\n",
            "Epoch 38/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.3327\n",
            "Epoch 39/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.6915\n",
            "Epoch 40/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 156.9926\n",
            "Epoch 41/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.3526\n",
            "Epoch 42/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.8747\n",
            "Epoch 43/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.2335\n",
            "Epoch 44/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 157.1338\n",
            "Epoch 45/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 156.7723\n",
            "Epoch 46/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 156.5371\n",
            "Epoch 47/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.7130\n",
            "Epoch 48/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.1819\n",
            "Epoch 49/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.3433\n",
            "Epoch 50/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.4874\n",
            "Epoch 51/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.5077\n",
            "Epoch 52/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.2800\n",
            "Epoch 53/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 156.1603\n",
            "Epoch 54/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 156.1027\n",
            "Epoch 55/80\n",
            "60000/60000 [==============================] - 5s 78us/step - loss: 156.0806\n",
            "Epoch 56/80\n",
            "60000/60000 [==============================] - 5s 76us/step - loss: 156.0244\n",
            "Epoch 57/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 155.5799\n",
            "Epoch 58/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.8182\n",
            "Epoch 59/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.6399\n",
            "Epoch 60/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.5773\n",
            "Epoch 61/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.7825\n",
            "Epoch 62/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 155.2310\n",
            "Epoch 63/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.4254\n",
            "Epoch 64/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 155.6548\n",
            "Epoch 65/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 155.4795\n",
            "Epoch 66/80\n",
            "60000/60000 [==============================] - 5s 77us/step - loss: 155.3459\n",
            "Epoch 67/80\n",
            "60000/60000 [==============================] - 5s 79us/step - loss: 154.9923\n",
            "Epoch 68/80\n",
            "60000/60000 [==============================] - 5s 77us/step - loss: 154.9763\n",
            "Epoch 69/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 154.6554\n",
            "Epoch 70/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.3155\n",
            "Epoch 71/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 154.9525\n",
            "Epoch 72/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 154.5921\n",
            "Epoch 73/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 155.4060\n",
            "Epoch 74/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 154.6676\n",
            "Epoch 75/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 154.8733\n",
            "Epoch 76/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 154.7380\n",
            "Epoch 77/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 154.4949\n",
            "Epoch 78/80\n",
            "60000/60000 [==============================] - 4s 74us/step - loss: 154.7430\n",
            "Epoch 79/80\n",
            "60000/60000 [==============================] - 4s 75us/step - loss: 154.5986\n",
            "Epoch 80/80\n",
            "60000/60000 [==============================] - 4s 73us/step - loss: 154.2149\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f1817d4b2e8>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "TC9jNpNYOnvI",
        "colab_type": "text"
      },
      "source": [
        "再取batch_size=32細緻的train一下"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9nSl7qmhDHGM",
        "colab_type": "code",
        "outputId": "1873d330-fad4-4977-8683-bb67c1d16d09",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1054
        }
      },
      "source": [
        "VAE.fit(x_train, x_train, batch_size=32, epochs=30)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/30\n",
            "60000/60000 [==============================] - 15s 255us/step - loss: 154.6697\n",
            "Epoch 2/30\n",
            "60000/60000 [==============================] - 15s 252us/step - loss: 153.8844\n",
            "Epoch 3/30\n",
            "60000/60000 [==============================] - 15s 248us/step - loss: 153.3446\n",
            "Epoch 4/30\n",
            "60000/60000 [==============================] - 15s 248us/step - loss: 152.9546\n",
            "Epoch 5/30\n",
            "60000/60000 [==============================] - 15s 252us/step - loss: 152.5073\n",
            "Epoch 6/30\n",
            "60000/60000 [==============================] - 15s 250us/step - loss: 152.1700\n",
            "Epoch 7/30\n",
            "60000/60000 [==============================] - 15s 251us/step - loss: 151.8341\n",
            "Epoch 8/30\n",
            "60000/60000 [==============================] - 15s 249us/step - loss: 151.4411\n",
            "Epoch 9/30\n",
            "60000/60000 [==============================] - 15s 253us/step - loss: 151.2124\n",
            "Epoch 10/30\n",
            "60000/60000 [==============================] - 15s 257us/step - loss: 150.8982\n",
            "Epoch 11/30\n",
            "60000/60000 [==============================] - 15s 253us/step - loss: 150.6396\n",
            "Epoch 12/30\n",
            "60000/60000 [==============================] - 15s 253us/step - loss: 150.3574\n",
            "Epoch 13/30\n",
            "60000/60000 [==============================] - 16s 265us/step - loss: 150.1956\n",
            "Epoch 14/30\n",
            "60000/60000 [==============================] - 15s 257us/step - loss: 149.8769\n",
            "Epoch 15/30\n",
            "60000/60000 [==============================] - 15s 255us/step - loss: 149.7438\n",
            "Epoch 16/30\n",
            "60000/60000 [==============================] - 15s 256us/step - loss: 149.5041\n",
            "Epoch 17/30\n",
            "60000/60000 [==============================] - 16s 272us/step - loss: 149.2552\n",
            "Epoch 18/30\n",
            "60000/60000 [==============================] - 15s 254us/step - loss: 149.1481\n",
            "Epoch 19/30\n",
            "60000/60000 [==============================] - 15s 250us/step - loss: 148.9855\n",
            "Epoch 20/30\n",
            "60000/60000 [==============================] - 15s 255us/step - loss: 148.8333\n",
            "Epoch 21/30\n",
            "60000/60000 [==============================] - 15s 252us/step - loss: 148.6470\n",
            "Epoch 22/30\n",
            "60000/60000 [==============================] - 15s 252us/step - loss: 148.4349\n",
            "Epoch 23/30\n",
            "60000/60000 [==============================] - 15s 254us/step - loss: 148.3140\n",
            "Epoch 24/30\n",
            "60000/60000 [==============================] - 15s 256us/step - loss: 148.2140\n",
            "Epoch 25/30\n",
            "60000/60000 [==============================] - 15s 253us/step - loss: 148.0104\n",
            "Epoch 26/30\n",
            "60000/60000 [==============================] - 15s 257us/step - loss: 147.9032\n",
            "Epoch 27/30\n",
            "60000/60000 [==============================] - 15s 251us/step - loss: 147.7162\n",
            "Epoch 28/30\n",
            "60000/60000 [==============================] - 15s 252us/step - loss: 147.6240\n",
            "Epoch 29/30\n",
            "60000/60000 [==============================] - 15s 255us/step - loss: 147.6018\n",
            "Epoch 30/30\n",
            "60000/60000 [==============================] - 15s 254us/step - loss: 147.3654\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.callbacks.History at 0x7f1816e31d30>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "sEUPjx7kDRo9",
        "colab_type": "code",
        "outputId": "3abd5bf5-df91-44ee-e738-51ca803a7906",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        }
      },
      "source": [
        "VAE_Encoder = Model(x, z_mean)\n",
        "\n",
        "VAE_Encoder.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_1 (InputLayer)         (None, 784)               0         \n",
            "_________________________________________________________________\n",
            "dense_1 (Dense)              (None, 100)               78500     \n",
            "_________________________________________________________________\n",
            "dense_2 (Dense)              (None, 2)                 202       \n",
            "=================================================================\n",
            "Total params: 78,702\n",
            "Trainable params: 78,702\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ap4Z3e3AFLVq",
        "colab_type": "code",
        "outputId": "9657d441-e914-486c-cd00-b3b6d5aa6996",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 238
        }
      },
      "source": [
        "h_input = Input(shape=(2,))\n",
        "\n",
        "VAE_Decoder = Model(h_input, dec_1(dec_2(h_input)))\n",
        "\n",
        "VAE_Decoder.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "input_2 (InputLayer)         (None, 2)                 0         \n",
            "_________________________________________________________________\n",
            "dense_4 (Dense)              (None, 100)               300       \n",
            "_________________________________________________________________\n",
            "dense_5 (Dense)              (None, 784)               79184     \n",
            "=================================================================\n",
            "Total params: 79,484\n",
            "Trainable params: 79,484\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "P8X5e31xFZIB",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "indices = np.random.randint(x_test.shape[0], size=3000)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "GGhYvNo0Fg3_",
        "colab_type": "code",
        "outputId": "4095cc97-8546-457e-9652-cff146af0a17",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 269
        }
      },
      "source": [
        "latents = VAE_Encoder.predict(x_test[indices])\n",
        "plt.scatter(latents[:, 0], latents[:, 1], c=y_test0[indices], cmap=\"tab10\")\n",
        "plt.colorbar()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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fx40RUKN60wgS8HpZ8J8n2++DxVGDJbD7i2l27CxvGrDxrUi7YNCrKgTkPq8itrpKxTb4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HD77bdjt9uxWq1YLBaSk5NZsWJFlxtKmqYFN3gyMzN56KGHmDNnDiNHjmTOnDk89NBDZGWF/lDa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\nxTni/wN9ykzow2dQNQAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 432x288 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UMz5JRq9Fp14",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "max_value_0, min_value_0 = 0.0, 0.0\n",
        "max_value_1, min_value_1 = 0.0, 0.0\n",
        "\n",
        "for i in range(60000):\n",
        "  current = float(VAE_Encoder.predict(x_train[i: i+1])[0][0])\n",
        "  max_value_0 = [max_value_0,current][max_value_0 < current] \n",
        "  min_value_0 = [min_value_0,current][min_value_0 > current] \n",
        "  \n",
        "  current = float(VAE_Encoder.predict(x_train[i: i+1])[0][1])\n",
        "  max_value_1 = [max_value_1,current][max_value_1 < current] \n",
        "  min_value_1 = [min_value_1,current][min_value_1 > current] "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "j3bZaUUVG05G",
        "colab_type": "code",
        "outputId": "d532b8c4-765e-4b33-af73-0e9e33c562a9",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "max_value_0, min_value_0 ,max_value_1, min_value_1 \n",
        "\n"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(4.775119304656982, -4.505138397216797, 3.9598402976989746, -5.082347869873047)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 41
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "BfbgGkSCLBSo",
        "colab_type": "text"
      },
      "source": [
        "以上用很笨的方法找到預測值的最大值還有最小值"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "a-3iTejbIXso",
        "colab_type": "code",
        "outputId": "e46c8dad-70f7-45f0-e72f-bdb113a3eaa8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        }
      },
      "source": [
        "n = 15\n",
        "digit_size = 28\n",
        "figure = np.zeros((digit_size * n, digit_size * n))\n",
        "grid_x = np.linspace(min_value_0, max_value_0, n)\n",
        "grid_y = np.linspace(min_value_1, max_value_1, n)\n",
        "\n",
        "for i, yi in enumerate(grid_x):\n",
        "    for j, xi in enumerate(grid_y):\n",
        "        z_sample = np.array([[xi, yi]])\n",
        "        x_decoded = VAE_Decoder.predict(z_sample)\n",
        "        digit = x_decoded[0].reshape(digit_size, digit_size)\n",
        "        figure[(n-i-1) * digit_size: (n - i) * digit_size,\n",
        "               j * digit_size: (j + 1) * digit_size] = digit\n",
        "\n",
        "        \n",
        "plt.figure(figsize=(10, 10))\n",
        "plt.imshow(figure, cmap='Greys')\n",
        "\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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uueQSTjrpJFuKdQpFEuBPf/oTjY2NFBcXc9VVVwFGRqWVilIwGOT7\n778H4MUXX6SxsVFm5V577bXk5uZGXZ62DoORrVX27t3LwoULZePl6dOnc+6554YpuNFURsz/HwgE\nCIVCYS6z2tpa/vWvfwFGC5rzzjuPgQMHkp2dDbTf0PtQ1u+25BGWUaH41NXVAXDHHXewcOFCiouL\n5X07/vjjSU9P79BT0Zn9TgV4KxQKhUKhUHTAz8KypOs6TqeTQCDApk2bAENTN5uZrT7ZxcfHS+vN\n5s2bCYVCtloGhCzBYJCtW7fKRod2p3wD0npit+WksbGRhIQE6bK0E13X+eKLL6QssTjpHgzBYFCm\nL2dmZtKnTx9bg6iF9ebBBx8kMzOTadOmAfY0GBbPVllZGc8//zyFhYUAXHbZZbYVWvX7/bz55pu8\n/vrrgDF/fv/735OcnGy5PKFQiLq6Oula2r59OxkZGdx888307dsXiL5LsL1UeuFqKi0t5Z///Cdg\nhEkUFBRw9913A7Ft3xMpl7ByiXpqd9xxh2yvAj9YuWLR5sjs5gqFQgQCAQKBgLwXjY2NPPzww7z8\n8suAsadNnDiRrl27HtA6eShymsslBAIBmpubZTyS0+nE5/Nx7733AvDqq6/i8XjIy8tj3LhxgGGd\nbCuQPFrhHT8LZQmMjdfhcEhTb2RxLysXCF3XpdkQjA7JdpniBSJeQNM0du/ebXsGExi1VTRNa7PO\nkh3B5t999x2JiYmWZr60hyhEJ/zvVrop2sLn88lg89GjR9ta8ykUCrF69WoA9u3bx5w5c2xzneq6\nLpX+F198kYaGBhngnZ2dbXlckHDnbN++nfnz50vZ/vKXv9CzZ09L5RGbX319PXfddZcs0puQkMDv\nf/97TjzxRMtcgmalYMeOHdx0000sX74cMJri3nPPPTILNpaKUqSrye/3s337dhYsWAAYvd/y8/OZ\nN28eYGQJxlIesS/4fD7cbjfV1dUy827VqlUyoBuM4srDhg2LuSLp8Xioqalh165dcs4EAgH27NnD\nJ598IuV1uVxMnDhRHihjXRfvJ60smf29PXr0kAHD0HYlVKtkCoVC5Obmylicurq6DsvZWyGPkCU+\nPj4sA81qeYRMYJzE4+PjbU+rBmMRfe+990hLSzssyioEg0EqKipkZl40CrsdKiI9Xyi106ZNsy1e\nSQS+iyDq9PR0Lr30UluaMAt5hFXg2WefZdiwYbKkgh0VqEXQ8r/+9S82b97MscceC8AFF1xgaaC5\nKDoJ8NRTT/HCCy/I+XPhhRdy1VVXWapwC8WttLSUG2+8kQ8++EDO4bvuuosJEyZYloknFFq3282K\nFStYtGgRK1asACAlJYW77rqLY445BohdxqJQ3IQyvXPnTj7++GO2b98ur1dXV0d2dra02o4aNSpm\nMYHmZtgNDQ188cUXvPTSS7JEQVJSEl6vVyp32dnZFBUVhcUCH4jOlldQMUsKhUKhUCgUHfCTtSyZ\nNcS4uDgKCwsZOHBgmFnXrt5wTqeT7Oxs6RoQEf12yeNwOGRfsdTUVKmdC+zKiHM6na3aLdiRBQeG\nmbesrIwePXocFm1ORLG1kSNHAvYWyAyFQnz33XdyPh9//PG2yaPrOps3b5YlFc444wwKCwttrWMk\nXCgNDQ1cf/310m1hR2yQaLH0+uuvk5KSwgMPPAAYFjgr5fH7/Xz++ecAPPLII1RUVMiSHDfddJPl\n2W8i/f2vf/0rS5YswePxyAzKSZMmWRZbJiyjAI899hhvv/0227Ztk+veP/7xD4499tiYuSfFdcQa\nI7LLXn75ZVmUU7j+e/XqxbXXXisbLYsCx9FGWLnMda/eeOMNVq5cKffOxMREkpOTZXPzgoICioqK\n6NGjR4djFM02MD9ZZSnyS7tcLv7f//t/Ml6gsbGRpKSkVtWhY/1AiM9PSkqS5sv169fj9Xqlmdfp\ndFpawRuQC/i4cePCfNV2xHWJ66SlpVFcXBz2AJsDMa2USYzJ6NGjW228dihwosq6uddhpExWujC2\nbdtG9+7dAejXr59tLspAIMDixYtlKvUll1xiWx0j4YJbvHgxAEcffTTDhw+3RdkWm/BDDz0EGM2O\nr7jiCrnRWR2rtG/fPhYuXAgYJTAyMzN54oknAKP+VHuBuNGaV+Z1pKmpSdZ1euutt2hpaWHQoEHc\nfPPNgOHq+rHj05m1QNM0QqEQ7777LgAPPPAAtbW1OJ1Orr32WgBOPfVU4uPjD+p+Hcy4mRN9fD6f\ndHO9/vrr7N69G4fDIQsW33TTTfTq1atVfUBxTfGzziIqcYsQmtWrV7Nq1SoaGxvD9tOZM2dy5pln\nAoaLu7CwMCw8ITKJqi1ZO/McdEpZ0jRtJ9AIBIGAruvFmqZlAS8ChcBO4Gxd12s7c50fg8PhYNKk\nSbz33nuAUalaFBUD67NknE4nF110EQB33303lZWVYbEwVp+ERdDy9OnTKSkpkacbp9MZs4C99hDX\n6tmzJ8cdd5xswmguiGaHpaCoqIhRo0aFdde2i7q6OjIyMujRo4dtMoAxBi0tLXz//ffSMpCRkWFb\nIcrm5ma2bNkiM2DsUNzMBQSfeuopGRB7ySWXWG4pFZ/v9/tZunSpzAY++uijmTt3rnzuIw8hsZBJ\nbMQtLS088cQTrFq1CjCyJ2+88UYGDhwItB2IG6tnTcS3iazAlpYW0tLSeOCBB+QB8seuf52VUQSX\n33bbbYCxR4VCIQYMGMBvf/tbAKkome9XW8rQocoiYpT8fj9bt26VCm1ZWRler1e25wEoLCxsda9E\nxlxH++nBziuv14vH42HlypWA0SGgsbGRUCgk9/A//vGPYXF3wspljnUS+6p4LeZjtDIJo6FBjNd1\nvcr0+nrgQ13Xb9c07fr/vf5jFK5zQFJTUxk2bBhglD5PSUmRp2HRadhKi45YHAYPHkxZWZns9m1H\ncKxQAMaPH4/T6ZQFM5OTkwF7XHGpqamccsopctES5R7MJxgrZRo2bJisTAutx8SqMdJ1nYqKCvLy\n8qT7VPw88n2xlkcUEywvL2fChAkAtmULis3G6XRywgknAFiemm+2yn711VcsXryYAQMGAHDKKae0\n+WzHUlESspSUlPDcc8/JOXLJJZdY2iMvFArJ4PK33nqLd999l8zMTACmTJnCL3/5y1aKm/gOgmjK\nKsZl2bJlvPDCC/J1WloaV155JUOGDGmlCHQkS2cUJbFp19TUcOutt8rirpqmkZ6eznXXXdcqyaUj\nC05nXEvCrfXZZ5/x2muv8cUXX0gZMzIymD59uvSItHVgDQQCeL3esHZZnV2HPB4PH3zwAf/9738B\n2LBhA3FxcRx99NFceeWVAMyYMYOkpKRWiUnCKgWGUmR+HUln51csju9nAk//7/+fBqbF4BoKhUKh\nUCgUltBZE4cOvK9pmg48puv640Ceruv7/vf7ciCvk9f40QhNHeDDDz+kf//+YWXZ4+PjLT2FipPU\noEGD2LVrF4MHDwZopSEL2WOJ+PyMjAz69+8vzbGR5e2tJCEhgV69eslTnziB2YHD4WDQoEEkJSXJ\nk0msejAdCHFKz87ODivUZoc8oVCIrVu3EhcXR58+fYDwODcrMLuaSktL6dmzJ0ceeSRgvbtW13Wq\nq6sBIz3f5/Nx8sknA9CtW7dW4xLrcRIW4rfeeoutW7fKhqsTJ05sd72LRdCwz+djx44dgFFvqrq6\nWpa9+PWvf93KPRkrWYQ8FRUVgOHS8Xg80kI7a9YsrrzySlwuV6u2GD9GlkORV8TiCNekuG7Xrl2Z\nM2cOp5xySrtxkubQhGgg9qQVK1bw0UcfyXIOaWlpTJw4kZtvvrndMiWBQEDGArfHoYxPYmIi69at\n46uvvgIMV2FeXh7Tpk3jjDPOkO9pb/0zj485UDza4S6dVZbG6rq+R9O0XOADTdM2m3+p67r+P0Wq\nFZqmXQZcBsimrp1F0zRZ46SiooKUlBQ5OexwfYkbe/zxx7Nz586wAG+rg6oFcXFxFBUVyQlll0IA\nxndPSEiQ42Jn7SdN08jKygoz4UbGC1jp0mhpaSEhIaFdk7JV8ui6zoABAzjnnHPCXNp2EAwGaWpq\nYtCgQdLFYzUihguM+JIjjzySKVOmAPa4BMX8SEpKYsiQIcyePRswNr+27lMsa+SI2K1gMEheXh7H\nH388YGQuWRkXGQgEqK+vl/+fn5/P6NGjAfjNb37TZvPXA9EZ2cV8EfX2hOJ22mmncdlll7VZEVv8\n29a4dUYWsdbm5ubKWFEwQkWuvvpqsrKywpRIc0iEyKqOVEI6ux4kJSUxYsQIWWi2sbGRsWPHctFF\nFx0wrszhcLTa2yOV4GjFw2lR+yBNuxloAi4FTtJ1fZ+mad2AT3RdH9jR3xYXF+tff/11VOQwa+R2\nZHp1JJNAyWIgTgHme2SXPCIbIxQKyfiBg11QO4vZglJTU4Pf75cLq7BG2mFZ8nq96Loux8VqS6QY\nl0AgQE1NDcFgUCpL4sRppSzCUrB9+3a8Xi/9+vUDjPg/q2URylJLS4tMChCyWHWfhBwiHqa8vJz6\n+np5j/Ly8g4q4ywa8ogElsbGRpqamqTHISUlRVrcrFTewGhKW15eLschPz8/TB6wrpJ5S0uL7HYB\nhvKUmppqqSxm/H4/jY2NgKHsJCYmEh8fb0kxZ03TVuu6Xnyg9x3y7NU0LVnTtFTx/8BkYAPwJnDB\n/952AfDGoV5DoVAoFAqFwm4O2bKkaVof4L//exkHPK/r+j80TesKvAT0AnZhlA6o6eizomlZUigU\nCoVCofgx/FjL0iEH8ui6vh0Y2sbPq4EJh/q5CoVCoVAoFIcTqjecQqFQKBQKRQcoZUmhUCgUCoWi\nA5SypFAoFAqFQtEBSllSKBQKhUKh6ADrKzUqFAqFQqFQHARut1vWeoPWdZdiXRfqJ60smZsM2tF4\ntSNi2d1boTgcOFzn+OG2Fpixo2F1exxOBWrtpL3yOXYX7G0POwrlglGgNrKrgSiUG2uZAoEA8fHx\nssCn1+ulvLyc8vJyWbiyoKCAnJwc2bUj2kV8lRtOoVAoFAqFogN+kpYlXdfZvXs3CxYsAAzz3AUX\nXMCgQYNsawrb3NwMwPLly1m7di3jxo3jmGOOAezpSyfaIDQ2NrJt2zaSk5MB6NOnj9S8rUa0N3G7\n3QA0NDSQkZFBly5dAHtPcsFgEJ/Ph9vtlo0iu3TpYptMYqxEX6mGhgYyMzOlbHb0ZxOnzGAwSF1d\nHTU1Rq3Z3NxcUlJS5LNnx5gJ2Xw+H3v27CE+Pp78/Hzgh35YdiB6yW3ZsgUwTsRHH300LpcLsH6s\nzI1G6+vr+eCDD+TvJk6cSGZmpm29/3Rdl+vo559/zvr165k8ebJsmpyQkBDV8TpQQWbxe6/Xy9q1\na3n//fcpLCwEYOrUqWF91KIli7DcmK2jkZabYDCIx+Ohrq4OMFqFpKWlyZYund0DzS3DxLoI0NTU\nREJCAklJSXIPEa1uxH4TDAbRNE3K0Nl7Zr5HLS0t7N+/H4DVq1fz6aef0qVLF8aMGQNAYWEhgUAg\nrO+pw+GQsojXh8pPQlkydxGGH3r/lJSUAPDNN9/gcDj4+9//bomyFOl+MC9Aa9eu5bnnnuObb77h\nscceA2KvLHXkdmhqauKVV16Rk/nPf/6zbcoSGPdSTPgVK1ZQXFxM//79AXs32WAwSHV1NZs2baJv\n376A8fDZJZOu6wQCAfbu3QsYm8fJJ58sF2u7ZAJjcV6/fj2ff/45AGeccQaDBw+2RS4hm3j+Kisr\nefbZZxk+fDiTJk0CrO/xZyYUClFVVcVrr70GGGNXVFQklaVY0p7LT7gyPv/8c+677z6pVA4bNiys\nuWo05WgLs2xivn/77bcA3Hnnnfj9fvLy8mTvvWisW2alRMwZMU6RDVjFmllaWsqtt97K5s2bGTVq\nFABDhgwhIyOj08qSkEP01aurq6OxsVHuY7m5ubIvpHi/2+1m6dKlvP3224BxqJswYYKc7+JgfCiY\nZamqquLzzz+X+6ymaUyYMIGjjz467GDU0tLCd999B8CaNWtIT0+X49SzZ89Dum/mfpBgHPqXLVvG\nc889ByCvN2LECHm/mpqa0HWdpqYm+Te6rsv5nZOT06lm14e1smTeyILBYNgNysnJoVu3boChoJSW\nlnbYoT2aMomHTMiiaZoMPBswYAAAu3fvlpPOKiJPI2A8SIFAgO3btwPGBBInEKsRconx27RpE926\ndZOLod3ouk51dTUFBQV2iyIRVrhdu3bJE55dmA8rGzdulAuWUEYOhxiPjRs3UlJSQv/+/W1voi0U\ngLfffpvPPvsMgOOOO65Tm9nB0N73rq6uBuChhx5i3759HHXUUQB07do1JmMlDpQdHepCoRA7d+7k\n4YcfBmDv3r0UFxdz1FFHSctgNGQzy2K2QER2tQ+FQrKx64IFC9iwYQMul0vuOV27do2qBU40Z66t\nrSUpKYmcnBzAWL/N1wkEAuzYsYNFixbJg1S3bt1wOBydPpQLpVHcp7KyMr755hs5/pMmTWLEiBHS\nug2GJbe8vJxXX30VgH379tGtWzdGjBgBHLqVS8ghvrvD4WDjxo2y+W9CQgIjRoxg3rx58gDpcDio\nq6ujqqoKgFWrVuF0OqXiJsb0UFExSwqFQqFQKBQdcNhalsyav9lcKnC5XJx33nmAYbqMtj/7QESe\nWoVWP3bsWE4++WQ2bNhgmSxtySU08tTUVCZPnszjjz8OgMfjsTUjx+FwkJ2dDRgWwz179tgih0CM\ng9PpJC4ujvLycvr06XNYyORwOMLM88nJybbdN/OJMxQKyRMeQFZWlu2ZVGKc3nvvPfbv30+fPn1s\niRU0o+s6e/fu5T//+Q8ejweACRMmhKU/W43f75drwYYNG8jOzuass84CICUlJab30fzZZislGOvS\n448/zqZNmwAYPnw4c+bMYeDAgTEJGzBba9qyioZCIelm/vDDD0lLS2PkyJGcffbZwA/WnGghrDcZ\nGRnExcWFxSaarfENDQ08+eSTbN26Vc7v3NxciouL5evOrO/mv83Pz2fo0KFy/IcPHy7jOM1en88/\n/1xamZubmykqKpJrfLTGKD4+nnHjxlFaWio/9+qrr6ZPnz7SehUKhUhJSZFuuNraWjRNk2PbWXf8\nYasswQ8DHR8fL4PNBHFxcdJ9M3z4cMrKyvD7/XIhitVDL4LX2ku7dblcDBo0iJKSEhoaGgBIT0+3\nbBGKxOl0kpOTI104W7dulTE5dqBpmnyo3W4369evl/fVruB8IZfP52PDhg306NEDQJqS7ZIHkItD\nTU1NmPnbTrxeL2VlZaSkpACxn98/hvLycgBWrlxJdnY2ffr0sTVQGQyXySOPPMKOHTs47rjjABg5\nciTx8fG2xcLt27ePp59+GjA2l+nTp0vZYnngNG+wZoQS8PHHH/P555+TlZUFGAHUo0aNiokCJ2Rp\n73N1XaeqqooXXngBMFj/bXcAACAASURBVBSUPn368Ktf/YqhQ43e8dFeq8RcTUxMDItRErKKNfL7\n779n5cqVVFRUUFRUBMCZZ55JRkZG2Ph2RmES105PT2fw4MHSfZWcnBwWOwWGkrt8+XIZ15SZmckx\nxxwjY/I6W15E/E18fDx9+/blV7/6FQA9evRodSASAdzCDVdWVkZOTo6MWersenDYKkuRA2v+okLb\nTktLA4zT2htvvEFtbW1YPEDkhInlQiBwOp3069cPh8MhJ1BBQUGrxcKqxVLTNFJTU6WytGTJEiZO\nnGjrqVvcy0AgwMaNG6Vsdm0iYIxTY2Mja9eulT7wA2XLxJpQKMSqVasAQxlISko6LOKCysvL2bhx\nI2eeeSZAp4Imo0EgEJAB1Lt27eKcc86xVYET41RaWspLL71EfHw8c+fOBWJvvelIJp/Px+233y6z\nqIYPH875558v10yrlctQKCTjbu68805qamrkAeWUU06xzJIauTa73W7uv/9+1qxZAxgH4HHjxnH8\n8ceHZVZGy0Jvzh5zuVxh66DwsNTX1wPw9ttvU1ZWhs/no3fv3gD06tWLYDAog6Ghc7FCYh4kJSVR\nVFTUKgNXxOIBlJSUsHLlSpkZ26tXL3r06BHmFTrUekeR+2pmZiYjR44EjFiuyD1MjNOyZcsA2LNn\nDwMGDOhQJzgYDltlyYwwk0Y+zGKw+vTpQ79+/di2bRt5eXnAD9aoSLdUNGVqC6Es9ejRgy+//BKA\nk08+mfj4eFuKwGmaRnZ2tgxMLCkpIRAItHqYrFzAhVm3qKiIDz74QCpLVgW+tkdCQgJVVVW2psCb\nMbu7HA6HrVmM8IMSsGbNGqqrqxk/fjxgTxkDs0xut5uXX34ZMNzOZ5xxhq2HATGf77vvPmpqapg8\nebK03thlPQ2FQqxbt4433nhDnvovu+wyCgoKLLt/ZgUgGAxSX1/PDTfcABgW76OPPppzzz0X+CHY\nPFYhA5GZeKFQSAZZv/jii7zzzjukpqYCRmjFr3/967DDSmQw9KHIaP5bc3p7pMu7paWF5cuXA8Zh\nICkpifT0dI4++mjA2Af9fn+rgPVDxRxaEh8fHzY/QqEQgUCAffv2AfDGG2/gdrulEllYWEh8fLx8\nBkTgeWfnvXCniTUwci6B4XZ75ZVX2LlzJ4BUKM1jKbxCh3K/VIC3QqFQKBQKRQf8JCxL7WFOj8/O\nzubLL7+U2rY4FQiN1qqgZk3T6Nq1K3369GH16tWAUUxLyGOW2wo0TcPlcslaRt9++y0ejyfMShHL\nE1xb8oh7MnDgQPx+vwx+tbtNRWJiIj6fT1rh7EbXdWlZMgcy2oU4wa1YsYJQKGRrfSyBruvs2LGD\n77//HjDiN/Ly8mytqyTu2YsvvkhiYiKXX365JXWV2kI8Uw0NDVx77bU0NTVx+umnA0b4gpWub/MJ\nv7q6mttuu40lS5YAhiVp2rRpMYsJ6kgev99PXV0d77//PmCUVEhMTGTs2LEAXHXVVeTn54fJFIs4\nKoE5Pre5uZmSkhK2bt0KGGvUuHHjGDhwoLTs5uTkRNWSak56MZd8EDWYampq+PDDDwHYsmULOTk5\n0iU4ZcoUevfuHea6i8be0l4QfiAQkDFKzz77LG+88YZ0EY4aNYphw4a1Knp8qPL8pJUlM7t27WLN\nmjVyoTriiCNs21wcDgfV1dWsX78eMGpPuFyuVkXPrJRH1OvZt28flZWVMjjXDheK+P7BYJDGxkY5\n2e3c5MAw23q9XpnJYbcbzuv1yvk8adIk2+UR1cSXLl1KWloamZmZgL3j5PP5eOyxx6QL5aKLLrI8\nM9aM2+3mjjvuAAy3wIwZMxg9erRtz74YlwceeICVK1fSr18/rr76asD6wHyx6dbU1HD33Xfz1FNP\nyZpvp512Gr/61a/CKpvHUjaz+6aiooJFixaxcOFCAFlU8corrwSgd+/eUhmJhkyRgdiRv/P7/VRU\nVADwxRdfoGma3PBPP/10Ro4cSXp6unR9taXwHqyc5mKdkZ8hlI/m5mZ27drF3r17ZTxuUVERl156\nKcOHDwcgOzs7KrGVB4oXFZ0gtm/fLhW3JUuW4HQ6mTJlCgDnn38++fn5rcIXftYxSwdC0zRyc3Mp\nKSlhxYoVgOE7tes0J+Spra0FYN26dfTu3TsmwYE/Vh6xKHk8HrZv306vXr3k7+zaWFJSUvB6vVJZ\nEsGAYI+VyeFw4PF4ZOKAnYhKtKKA4MCBA2234IgyDzt37mT27Nm2txEBZGq+ONkOGjTIthiqYDDI\n6tWreemllwDDun3VVVfZ1jYnEAjIWJf777+fxMRE5syZw5AhQwBrEypEbBnAU089xYIFCwgEArJV\nxW9+85uwEhTRlKutjdfcWuWdd97hsccek3E2J5xwAnPnzpXZZpEFK6Mli4iVMn+23+9n7969PPro\no/JnI0aM4MQTTwQMxS0hISEsaLozskXKI9qViM8VnQ0AFi1aREtLC7quM3DgQABOPPFEevXqJZVJ\nkZEWrfU7sgC0eF1bW8t//vMfNm3aRFlZGWAoauPHj2fmzJmAsb+YywV0ds9VMUsKhUKhUCgUHfCz\nsCw5HA7y8vLYt28fmzdvBgwLil3ZVQ6Hg6KiIlkuv6SkhClTpoSdxK0+aYp0eI/Hw5YtW6Q/Pi4u\nzrYilcKyJCxwbRUftRqfzydN3nazf/9+WWxRWE7sIhQKyezOQCDA1KlTbc04E+Pyn//8h5aWFmbN\nmgUY1hy7LHAtLS0sXLhQxuDNnj2b4cOHR9Uy8WPRdZ3Kykr++c9/AkbM0tSpUzn33HNlPImVVqVA\nICBjOBcsWEBjYyNHHnkkV111FfBDeZVoy9SeVcnv98sCmC+99BIVFRXSenP55ZfTr1+/qGfFRrq6\nRLq/2RJTWVnJM888wzvvvAMYbrdjjjlGegKEVSla8phlCgQCeL3eMCtRfX09zz//PGBYBIcOHcqp\np57KuHHjAKNwpXkdiByrg9lbzLIIK5dwIwuLlbByzZ8/n+eee47ExESGDRsGwLnnnsukSZPajFEy\n//t/2g0HxmLu8/lkEb9gMBg1U+WhkJKSIhf0rVu34vf7bXWjiAaZgUCALVu2hDUntlOuUCjE7t27\nbbu+GdHA0u7YIDAe7HXr1kl/e05Ojq1y+f1+li5dChi1YEaMGGFr0Ufhun3yySdJTU1lxowZQOyb\nVreFiH1Zt24d7733nixfcs011+ByuWyJC3K73dxzzz0yLCEjI4PrrruOnJwcy+6bWSn4/vvv+dvf\n/gYYrtOuXbtyww03UFxcDES/2XF7By6zonTPPfcARo/K3r17c9111wGGKzcWLsrInnSBQIBAICB7\nUgIsXLiQd955Ryq0J554Ij179pQH7Wjeu1AoJGXx+/00NTXR1NQklUSfz8eLL74o3co1NTVkZ2cz\nYcIEGa/Y1n071MOueI6E0lZdXS1dbA0NDQQCAZ566ikAPvroIzweD/n5+bKG2UknndRm4V6lLJnQ\ndZ3a2lri4uJkYBxgq7IUHx8vF+7t27dL5U3IYrU8In7L4XCwY8eOVhPHjgVdNEoUD4QZO07ie/fu\nDfOL261EbtmyRd43czal1YiChuIk3rdvXxkEbwfBYFAqbpWVlZx66qn07NkTsGfeiNiXp556Crfb\nLWsHFRUVWZpkIu4TwOLFi1m0aJHcgGbOnMkxxxxjmTxmpWDr1q3cfPPNrF27FjCKHc6bN4/TTz89\n5h0XIjduv9/P2rVruffee2XB18zMTK655hpZEDOytlA0ZQkEAvIQ7ff7qa2tpbKykpUrVwKGFyIl\nJUUqkcOGDSMuLi4m8ogaTmDEAO3du5fNmzfLObJv3z5WrFgh24dkZWUxfvx4UlNTD9jcONKqcyDM\nhS4rKyvZs2cPq1at4qOPPgIM5b+iokI2hHe73WiaRr9+/eR9E4HlbQXNC5mEwqrqLCkUCoVCoVBE\nmZ+sZcnsbw0EAvTu3TusB5rQHu04aQaDQQoKCmTMVFNTU1hfO6utOLquS9dAQkKCNPnaKQ8gK7uK\n041d6dVCrjVr1hAXFyczB+0kGAyybds22SvLzlgcMOKnRCyOMHfbdZ/cbjdPPvkk/5+9Nw+O+7ru\nfD+9AGjsaDR2gASIfaFEc6dIi6JIUTS1W7KoaLElRR7bk6Rqyq4pP1UmUy9TNVOTVOLMvMxT3sSJ\nEyuOLUuKTUmkZIsiLUrc9w0kCIIgAWLf10Z3o5ff++Pne/TrJrgIaHRTmt+3SkWhAXQf3Ht/9557\nzvd8D+gR01deeeU6nkKsEAwGpYz6ww8/pLKyUlSoY624HgwGJaX9ox/9iKGhIeFz/Mf/+B9jmhLU\nNE0ixv/1v/5X9uzZIxGV733ve3z3u9+dV3siUy/qs8+ePctf/dVfsX//fomO/PCHP+Txxx+fNy6X\nUafI5/PR19cHwJkzZ7hw4QJut1syIsnJyTz33HOsWbMG0J/72bYLuZVNwWBQ2pTs27eP3bt3MzAw\nIHtOMBhkampK+K6lpaVUV1ffUprD+L3Pw1dSkaXBwUE++eQTtm/fLmrc8Jm0i3pfpTlllDC5UVTp\nRq99nnH9wjpLRiQmJlJVVcVzzz3HRx99BOgOlLEUPZaw2+2UlJTIRtXZ2UkwGIwbT8hqtUraxOl0\ninMC8SnRV5/ldDpxOBzyABhtivWhFwqFmJiYIC0t7Y5oK+L3++np6RFidzzJ1MohUDasXr06bhpm\nmqZx4cIFCcevXLmSe+65Jy7PuaZpeL1e/u7v/g7QUwN/8id/IheTWNqkbPnbv/1bAM6fP09aWpp8\nHcu2JpqmMTExwd/8zd8A8Jvf/IbJyUmWLVsG6Fwup9M5r8+4MQ0UCAQ4fvw4AH/913/N/v378fl8\nvPTSSwA88cQTYU1i58tZCgaDjIyMSB/DHTt2EAwGSU5OFgfl29/+NkuXLpX0ZLS5U0YnMhgMCsf3\n3Xff5cSJE9hsNrElKyuL+vp6Eemtrq6mqKgojJAOcx+vSIemv7+f/fv309HRIWeDOj+Vg5ucnExh\nYSF/8Ad/ECY8bZRiMF7MFQKBwKzTml9oZ8n4ByclJfHKK6+ICmt3dzcFBQXXPQDzfQir93c4HHzv\ne98D4E//9E/p6emR7s1KGTWW9qib9wMPPMCxY8ekUm+mhoTzbY/RWaqoqJCom+J1xUsoU9M0Kisr\nw+YkmpvC54HH48Hj8bB69Wrg+oM3lg5lIBCgsbFR9KfWrFkTtyhXMBjkgw8+kMPk+eefj1nD1Uho\nmsaZM2c4cOAAAJWVlWzevDkujm0gEODUqVO89957Ytt3v/tdFi9eDMReEfsXv/gF7777LqBH1rOz\ns/mf//N/Arpad6wKKZTC+6uvvgpAY2Mj09PTLF26lD/90z8F9OjkfM2ZUY07EAjQ3t7OO++8A8DF\nixexWq2Ulpby53/+54CuqTTTYR5t3aJAIIDH4+Hs2bMAnDp1iuHhYRITE+XZevLJJ9m0aZPwJUtK\nSnA4HGFOSKTjFInbsVcRzZUOV3NzM5cuXcLj8YS9t8vlkjPU6XTy6quvsmjRorAMkxE+n0/I4qBX\ngufk5Mx6rr+wztJMiqUFBQWUlJQAelgxKytLhMViLQxntVqlFDU3N5eTJ09KlCA7OzvmG6r6vBdf\nfFFUWEFfdHNtvDhbqG7eajGrtjDxSJ9aLBbKy8sZHh6WsVC3lHgcxBMTE7hcLmn/EC/nREUsrly5\nQmVlJQDFxcVxc07cbjdnz54VW+6///6Yr121Obvdbv7pn/5JUjxbtmyRBrCxskPZMjg4yI9//GOx\nZdmyZfzRH/3RdQTq+XT+lVPQ3NzMT3/6U6lYTE9P54c//CH19fVAbMUwR0dH+e///b9z+vRpAFHo\n/5u/+RuJoKiKrluRkWczdsFgUOakp6eHt99+W1T5p6amSEpKYtu2baxatQr4bGzU+6uIinGNR9r5\necZS7bVut5vjx4+zd+9eQL+chUIh7HY73/zmNwG90XJKSop8tjpDIiklRuFI4HOnDVXLKxX927dv\nH36/n4SEBKGy3H///WzdupWCggIAFixYQHFxMVarNayiz2KxSJPfkZER+vv7xZb09HScTuesq/VM\ngrcJEyZMmDBhwsRN8IWNLM2EhIQE6Xm2c+dOfD4fzz//PKCLMkZbZOxWUGmLsrIyDh06JBLxy5cv\nJy0tLew2E6t03NKlS6murg4rA09MTIwLTyghIYHHH3+cffv2AbqWRjxL5GtqanC73WEcA2MEMFZj\npEjMJSUl1NbWymszkRfn2x6lAeN2u4Vzooiwsea7aZpGW1sbk5OTEnFT5M5YQdM0uZ3v3LmTw4cP\nU1RUBOhNfCOjJvM1R2o9qNTFm2++SWNjoxQn/OAHPyAnJ2fGz54Pe4LBoJCU/+7v/o7Ozk7y8vIA\n+OY3v8kLL7wgVID5TrOraCjoLTr27dsna9XlcvHDH/6Qurq6G/Z7m2nOZrvWg8GgRJL+7d/+jUOH\nDkkkJDs7m82bN/Pyyy+HCUFG/n4wGJxRP2g2UFGuI0eO8Otf/1rOgaSkJIqLi/n617/Ot7/9bUCP\nxBh1lFQUKRAIhEXfI2VxjP/eDgKBABcuXBAhzqtXr5KZmcm6devYtm0boPMklT0Qru9k5AKPj4/L\neKuIuFp3GzduJDEx8f+8NNyNoAaio6OD5uZmeYCLi4tjHq5Xn+d0Ojl06JCEGWtqanA4HFEXYrsd\nOBwOFi1aJF2sx8fHw8iNELvDz2q1Ul9fL3Pk9Xol5Bzrg9hisVBRUYHH4wnjUMVLpDIhIYGKigpJ\no4RCobg4tIqsm5aWJvyXePKVBgcHKS0tZfPmzUBsUzqgz8PAwACgH36hUEjUjCsqKq477ObTNqM4\n58mTJ/F6vWzcuBHQxQyj0WD1du3wer2iW3ThwgVSU1N5+OGHAfjud79LVlZWzPbfUCjEpUuXADh6\n9CgWi0VIyi+//DLPP/88Docj7IC/WYpttmkb0M+A8+fPA3qj16GhIXFo77nnHv7Tf/pPMzY0VnuQ\n3++/7nCfS6W32k+ampo4cuSIFPvk5ubywAMP8MILL8iFVe19Mzn/kSRqI4fp89plt9tpa2ujublZ\nXquoqGDDhg1SFZiZmXlDYrZ6zWq1EgwGJQ03OjqKpn3Wxy4jI0P+/tngS+csqUhSS0sL2dnZwmGK\nR4WTWjTf/OY3GR8fl5tWampq3A5hm83GU089JQ+ww+GIq2q1UYAtJSVFHrZ4cJaysrLIzc0N43nM\npgw2GkhOTqaiouI6rkKs7VG8rbKyMlwuV9jnxsNxA1i1ahUNDQ1xs0FFLRwOB/X19aIeHo/G3cYo\nxcqVK3nxxRfFlliNjSqJV22LsrKyKC0t5YUXXhDbYnkx9Pv9jI2NAbrTsXDhQtavXw/ozpLT6bzO\nntsthf+8sNlsku3IzMxkfHxcosX//t//e0pKSsJEMJXjpr5Wa8r4zM3FHlVN1tDQIBxN0Is2vvOd\n71BQUBAmOBn5WVar9bqzdK5FOYmJiaxevVoqXL1eL1u2bGHZsmUSUbuZE6Zet9lsZGRkyFwrJ045\nf3MtBDE5SyZMmDBhwoQJEzeBZS4hxmhhxYoVmkpRzQVKnwZ0ASubzSZRgnjpsMD1ed14RnIiuS/x\nqvaayZ542qJ0R4z5+HikSeGzm7rb7ZZbnKpKibU9wWCQiYkJJiYmhB+UnJw8L0J5t2OL2+3G5/PJ\nbTEpKSnmaTjFWbpy5Qp+v5+KigqAsMqhWMC4301OTjI1NSUVXsY0U6zsUPypwcFBEhMTr7MllpEu\n1YJmaGgIv98vOnOpqam3bNURTRh5Ze3t7fh8PskwOJ1OaYwb62dpenqaoaEh2XvT09OvyzLE+rlS\npf8Wi0WiVZ/Xhsjo++1UMFoslhOapq241Xt/qZwlEyZMmDBh4k5CvLTaPg/iIU58p+B2naUvHWfJ\nhAkTJkyYuFPwRXBAvgg2xhsmZ8mECRMmTJgwYeImMJ0lEyZMmDBhwoSJm8B0lkyYMGHChAkTJm4C\n01kyYcKECRMmTJi4CUyCtwkTJkyYMGEiDH6/P0wKI1atc25mj7Gy0Kgarv6dT+kOM7JkwoQJEyZM\nmDBxE3yhI0tGbYh49M2aCcqOO8UehTtV6+NOHKc7yZ47FZH6bHfSmN2JmjF34vMXrzm8nbGI9XN4\nJ82PUah3pjmab/Fe1ULHarUSCASYnp4GoL+/n97eXiwWizSPzsnJua7PXrRg/NtDoRChUEhEWEdG\nRmhpaeHYsWPSsqWqqopVq1axaNEiILx9VjTwhXSWNE2jo6NDuhTX19ezatUqHA5HXBa6pmlcu3YN\ngNdff520tDSee+45UWqNh3q4UrA9ePAg58+f57777gNg8eLFomAbawSDQcbHx7lw4QKgj8uSJUuk\nK3S81LJBH6+WlhaSkpJEkTnW6tCRdnm9Xq5evSpfV1ZWSq+keK1z0NV/e3p6RMm6pKREVL3jAaOS\ndU9PD6dPn6aurk42zXitd03TCIVCjIyMcOrUKUB/BtasWUNGRgYQ+73BeBB7vV5OnjzJxYsXAb2z\ne01Nzbw3J57pvZVNak11dHTQ2tpKWVkZZWVlQPSfxxsJMke+HgqFmJ6exuPxyPccDocoXkfDDqNz\nFAgEZD1bLBZsNltYM91gMChdIYw/Ew1lcqMtHo+HwcFBTp8+DcCePXsIBAJUV1dLI+uUlBSCwaDY\nZ7PZsNlsYc7TbO2xWCyyP/t8PlpbW9m3bx8An376KSdPnsTtdpOamgroPSONzlFBQQHp6elhts1l\nbL4QztJMi7enp4ddu3YBejfnH/3oR5SXl8dMwj7ya9X9+5NPPqG3t5eCggK2bdsGzP+GGHkrUg8c\n6Av8/fffl836tddei+vhMTg4yL/8y78AMDU1xX/5L/9FDrV42KMexoGBAd59910sFgvf//73AebU\noToado2OjvLrX/8a0MfqBz/4gThL8bIJdMdyx44dsuZfeeUVaVgdL9vU4bJ9+3Z27drFt771LUpL\nS+X78XR6L1++zC9/+UtAX1Pl5eXSriUeUIfshQsX+G//7b8xMDAAwNjYGIsWLZqXNj+30ykiGAxK\nlOAf//Ef6ezsZNOmTXLpTExMnLNdxhZUaj0rB0E5PurANV4Ompqa2L9/v7QfWrt2LdXV1XN2llSb\nJdWceXBwkO7ubsbHxwFYtGgRRUVFYS1IvF4v3d3dtLS0AHr7oZqaGvLz84HZN41XtqiL9qlTp3jr\nrbdoamoC9D2osrISu90u82Sz2fB6vfL8JSUlkZ+fL62R5mILIO977do1fvKTn/Cb3/wG0MfJ7/eT\nnJwszYbdbjeNjY20t7cDurO0ZMkSaVyckZExJ4fJ5CyZMGHChAkTJkzcBHdsZMkYDvT7/QQCAfEI\n1fdUhOTatWvs2rWLV155Zd6jAcr7NoZAAWkaWVRURG9vL6dOneLJJ58ECAuhzoc9kRUCFotFxqGs\nrExut6A33ExNTZ33m/ZMHACr1UpKSop87+rVq/T09MQtsmQcA5vNxujo6HUVF/GGusFNTU3FtEmr\nEZH8idHRUQ4cOCC3YRXFjBcsFovcQA8ePEhbWxsTExNxaQgaCY/Hw89//nOOHj0K6BGJjIyMuNo0\nOjoKwF//9V9z7tw5iouLAaipqYnpGjOOQSgUYmJigp07dwJw8eJF8vLyWLBggUQnojFmKmKk9nH1\nmkofGaHWdX9/Pzt37qSzs1OiXH6/P2pRLk3TZE7UPq2iogsXLgyLzkxPTzM8PMxHH30kEZTc3FwW\nLVoUlQyG8W9qaWmhp6dH0lz19fV861vfoqamRn6mt7eX3t5erly5AkBaWhpLly4lKytrzrYYI8KJ\niYlMTk7KnKWnp5OVlcWmTZv42te+Buhr6NixY/T39wP6OrfZbBQWFgLM+bm7Y50lIKyj9uTkpPyh\n09PTYdySyclJLly4gNfrDcvbzseGFOksqdcyMzMB2Lx5M5OTkwwNDQkxLtbcF6MjuWXLFj7++GMu\nXboE6IduLGH8uy0WCy6Xi1WrVgFw9uzZsM7X8ThA1AaTlZWFzWYLsydeUF23ExMTmZiYAPQ1P59O\n963sMW5cU1NTdHd3k5ubC+gbZLxJsSqVdP78eQKBAPX19XF3LkOhEKdPn+bDDz+U/WLVqlVkZmbG\nnEyt5tDv90tKcP/+/dhsNjZs2ADAsmXLsNvtMeFRGS++oK/vXbt28eGHHwKQmZnJqlWrqK2tFU5j\ntDDTfhP5N6s0OMDbb79NU1MToVCIBQsWAJCXl4fVap0zMVw5biqVlJOTAyCfo84OI3dn9+7dHDp0\nSPbyzMzMMM7gXNPO6rm56667aGtrk9efeeYZampqsNvtsp6zsrIYHR2VS53f78dut8t7zIWvZPw7\nUlNTWbZsGUNDQ4A+Lo8//jhbt24VaoLP58PpdLJnzx5AD1KUl5fL2TzXdX3HOktGjkRCQgKaptHX\n1wfoXmZOTg5r164F9I0yMTGR8fFxWXQ2m+26RTNX4puC3W4Pe8gtFotM2LJlyzh16hRut1vyzqmp\nqddNVLQ2y8j3idwIsrOzycvLE2dpYGCAsrKyed+sb6TJYbPZKCgoAHSOwsWLF3nooYeA+BDhlZ12\nu51QKER/fz+Tk5MAUbkdzcWuUCgka95ImoyXPQpjY2OMj48LFyCe/BvQ19Fvf/tbQOcyVFZWsmjR\norg7cB6Ph//9v/83g4ODLF68GIAHH3wwKtyb20FkxFnTNHp7e/nxj38M6ATve++9l+effx7QD+pY\nOeRGhxJ0fszrr7/OyMgIAGvWrOGrX/2qOCXR/lz4jLsV6VRrmobH42H//v0A7Nu3j66uLkpLS8P4\nL8ao/mznU/2+GveMjAwyMjKuK+RQ49Tf38/u3bs5deqUFAls3LiR1NTUqFWHK1uKi4t58MEHJfK4\ncOFCuYSrz0pISGB0dJTe3l5Ad2KysrKiFuUyOkvr16+XKrza2loWLVoUxr+1Wq3k5+fjcrkAPYiS\nnZ0tPsFcn7k7tmQyJQAAIABJREFU1lmyWCwyEFarldzcXAkHJicnk5CQIDeinJwcjh8/js/nkwdA\nOVvG95irPUaoBaWiAOr75eXlPProo2zfvp2Ojg5AD5MaHaxol1kab2mR7+lwOCgvL5cqgoMHD7Js\n2bLrfi5WB4vVahXyXyAQ4NixYxLunuttZC6wWCxMT09z+fJlub0UFxfH9cCdmpqS8HZBQUFUy2Bn\nA7V+T506xcjICFVVVUB0iLdzscnr9QoR3uPxsHr1apxOZ9wqBtUedPjwYT7++GMSEhJ4/PHHAX0v\niJfT6/V6+dGPfkRnZyegX6S2bt1KZWUlwLxXwUVGYYLBoKSd/uzP/oyWlhaJqKxYsYIFCxbMm/MW\nCoXC6AFG+7xeL4cPH+aNN94A4Ny5c1gsFr7yla9ISsfj8YRdkmdbNKPOD/V3qsPd6MCFQiEhXb/3\n3nscPHiQiYkJibi5XC68Xq9QLxISEma9xiwWS5gtmZmZYQGIyAKirq4ujh07xtjYGKA7MernYe5R\nLvV3JCUlsWjRIsrLy+VrNUbKkfT7/fT29kplekFBAdnZ2VFbQybB24QJEyZMmDBh4ia4oyNLRn2E\nhISEsNCkMfJUV1fH2NgYk5OTotOh8qrGaEW0CILG94oM4TocDqqqqkhNTZXUV0NDQ1gp6nzxqWZ6\nT7vdzrJly9i+fTsATU1N+Hy+sJtHLG+6FotFbmfp6elcvnxZ5kxFKOJR6m2328nIyMDtduPxeGL6\n2TeC3++XG5sq6Y4n1G3y3LlzTE9Ps379eiA+6VMjWltbOXfuHKDrvnzjG9+Ia7RLpXH/1//6X0xO\nTlJfX883vvENILZROOOeEwgE+PTTT/nVr34l31+/fj2PPPJIWFFMLJ49JS545coV/vzP/xzQZQyc\nTif33nsvAJs2bRJiczTEM2d6D+O6DQQCUrBw8uRJfvnLX9LT0wPoe3pJSQnLly+XQp5gMMj09PSs\nS+ONdih6AiBRJRUtUVGlgwcPAnq0MhAIYLPZhASek5ODz+cTjuxcUvbGsykxMRGr1Rr2XqFQCJ/P\nJ2fbr3/9a8bGxiSaumDBgjCOleJ1zYW7pN5nJvHLUCgk+/WJEyfYtWuXcJ3T0tIkGxUN3LHOkhE3\nci7Ua0lJSaSnpzMyMiI8E4fDMa8b043e12KxkJGRQVZWloSYh4aGyM3NjQvh1Gq1Ul1dLbnea9eu\nMTw8LA5LpBM337BYLFJRUlJSwtGjR4VImZaWFjM7jPaAvsEUFxcTDAblYYs30VvTNHEk450SBGQz\nvnjxIjabTVIm8UQwGGTXrl1Cdl23bh11dXVxc+CCwaAQTPft20dCQgJPPfWUaODEeg7VGu7o6OAv\n//IvGR0dlVTGc889R3Z29oy8x/mwUx2gHo+H5uZm/uEf/oFDhw4BOldn06ZNfOc73wHA6XRep4kT\nTZuM76UcJeUA7Nmzh1AoJHvkV77yFb761a+ybNky4Vsq2+a6ziI5S4o+opyPiYkJrly5Is7SwMAA\n+fn5FBYW8sgjjwCwdOlSUlNT5XyZ6/wZeZxGKMfk4sWL/Ou//iugF+k4HA6WL18O6KRwo1MTDXvg\neuqK4otNTk7y0UcfAbrGmsfjoaGhAfgsJRg5R7O15wvhLN0Kim/S0tIiud2amhohesUaVqsVr9cr\nlQStra1kZWXFLTKQnJwsD9+1a9fo6OgQh2U+BOhuBuMtKhQKMTY2Jje4oqKisAde/XysMD09zfT0\ntIgtxttZGhkZEWepoKAg7nwlReJsbm4mNzc3Ls5tJMbHx0VMFODpp5+OW3WeKkJ57bXXAP2gW7Fi\nBU8//fS8C8HO9Lwo9XDQZQKOHj2Ky+XiqaeeAmD58uUz8pSiMXYzCfcqZ7u5uZmf/exnfPjhh0JS\nXr16Nd/5zndE3NS4L83Vnkh5FSVIqfZEj8dDe3u7HLqgV7utWbMGgK1bt+JyubDb7WF7+GwdOaNk\nwEzSL36/X6rL2trauHjxohR6VFdX8+CDD7J8+XLZw5OTk+fsVEbKgxihIsqTk5OcOXMmTOQ4KyuL\nrVu38vDDDwP6uEWuqWhEAiNfDwaDDA0NsWPHDrmcdHR0sHLlSh577DFA9wFmqkSf7XoyOUsmTJgw\nYcKECRM3wZcisqQqrI4dOyY6FTk5OeTn50ftdvJ5kJCQQHl5Obt37wb0XGpdXV3UShg/DywWXaBS\n3dgOHjzImTNnuPvuu4H5Fcy8EVRY1Ol04vf7OX/+PKCHu+OljQN6OjcQCIiomUobxAOapjExMSGR\npVhq88yEUCjEiRMnAF0oc/369XFrmwOflX03NjZy+vRpSY9s3LgxbhHc6elp3n77bRGgTE5O5umn\nn6awsHBeGo3eDKpK8Gc/+xkAv/rVr7Bardx33328+OKLgJ76MqYoomXbTFElowzGBx98wG9/+1v8\nfj/19fUAvPTSS1RXV4dVGUfDpkhbVF81TdMkddva2so777wjUi8FBQXcd999rFixAkBSXNHgmhoj\nSaqqzJgWCgQC9PX1iWxBf38/fX19wk966KGHqK2tJSEhIaw9y2xTS5FRLeOeZ7FYwvbD9957jxMn\nTnD58mVJKz/66KM89thjwg2KRuo0MvJmhKJIdHR08MYbb3Dy5EmpfluyZAl/8Ad/IGsqMTExzJ65\nZgpuuatYLJZ/Ah4B+jVNW/z717KBN4EyoA3YpmnaiEW36v8BHgKmgJc0TTs5JwtvA3a7ndTUVA4c\nOMCSJUsAXQsmXgevcpZUE9TW1lY59OJlj1JdnZiY4OrVqxIST05OjjmhWs1LcXExPp9PJBYCgcC8\nly/fCBaLhZSUlLAmluphjZeT0tXVJU6B2pzihUAgIPySYDDI3XffHVfCuVq/b7zxBl6vV1R8FTcv\nllCbcG9vL9u3bxei8ObNm3nqqadiuqaNhO5jx47xD//wD4Ce0q2treWFF164jncT7c+O/Fo5Jmr9\nfPjhhwwNDVFTUyOSCpEpwWg6SUYnIBAISJPq1tZWAN566y1OnjwpWlirVq1ixYoVkmaO1jip/cRY\n6j41NRUmBDo8PMyePXv4+OOPAZ3HWVtbK41rq6qqhJA/E9dsptdvBOU0qt8NBAJhnQIsFgt9fX2y\nhnbu3InP56OkpET4Uo8//nhY2nu2/LdIJ1LZo55z5bipOfvnf/5nPv74Y6ampiRA8tBDD1FfXy+k\n+0hJiM9jz0y4nd3up8D/C/yL4bVXgT2apv2FxWJ59fdf/1/AVqDq9/+tBv6/3/8771CVQ0rxWN0G\nYn2jU5+VmJgom+bIyEhcD11jBVowGKSrq0scgnjC5XIRDAblZhDPthnGW56qZjJ+D2K7hkKhEJ2d\nnbJxxUs3CD6LUqiKM4fDwfr16+OqkK0uIjt27CAlJUU4E/GoglMXobfffptz586Jjtgf/uEfUlhY\nGJNxUoUa6iBua2vjL/7iL6QlRmZmJs899xzr1q274WE7F9zs1j49Pc2RI0eEFNzW1kZZWRkvvfSS\n8EsU7yba0S118KpLRzAYZHJyMqy58YkTJ3A6nRJJWrVqVRhhOlo2Ka6U2nvHx8fx+XxhfK7du3ez\nd+9e4U3ec889PPbYY3IJmImDM5v9SY2J+lyPx0NfXx89PT3C+3W73Wzfvp29e/cCuv5UdnY2Tz31\nlMxbenr6De25XZvUHKlxmZ6eFnvURXpgYIDOzk7J1jQ2NhIKhUhLS+OBBx4A9OIOo5J5pC23a8+N\ncEvOkqZpnwLDES8/Drz++/9/HXjC8Pq/aDoOA1kWi6Vw1taZMGHChAkTJkzEGbONo+drmtbz+//v\nBVSOoBjoMPxc5+9f6yECFovlO8B3QJdRnw2Mt4fBwUFcLpdEJxISEuKSJjB6yaoNxMTEBH6/PyzK\nFeuwvLrtJiUlce3atbAecfGwB/RmkXa7XaIEqnWMsimW0DRNSl4Vt0IhHhGdUCjE0NCQ3G6jqRcy\nG0xNTcltNycnh9LS0rhFugKBADt27AD0tEVDQwN33XUXcL3u2XwjGAzK7XfHjh1MT0+LptL9998f\nU16XWjMAr732mnCnQG+z8vzzz5OSkjJv83YjfsnZs2f5x3/8R+EmpqWl8cwzz4RxXaKtTm9MR6qI\nDujRnIsXL7Jnzx5J6aSkpLB8+XKpfnM4HFFNURoruDwej3CjhoaGGBoawmq1SkVwc3NzWGppzZo1\nuFwu0Ri8EWZjq8/no6urC9A5QKdPn+bUqVMSberu7ubSpUsSaVLaTuvWrZMqxpmiSsYsyu1mVFQj\nZYDOzk7a2to4f/48hw8fBvTnvLe3V9a33+8nLS2NwsJCkQpQZ5ya65k+V9O0We8Rc/YmNE3TLBbL\n52ZOaZr2Y+DHACtWrJgV88r4QJSVlbF161bOnDkDEDVC3mxsCoVCLFy4kJUrVwLQ09MTltqJhU2R\neVqjgNnw8LAsutk6qtGA6qitCIQqJB3LOTM63Io7oETO4k2o7ujokPy7sVgh1tA0jZGRERmXyspK\nXC5X3Mrzp6amxFmy2+089NBD0tQ31mvH5/PxzjvvAHpqID8/nz/8wz8E9LLqWF5CPB6P9Mh79913\n8Xg8LFu2DIAf/OAHFBUVxUx/KhAISKue1157jX379smz9sILL/CNb3xDtJQg+ilBlXbz+Xz4fD5p\ntHz06FHOnTsntgFs2LCBBx54QKRmos3lUggEAgwNDXHs2DEAjh07htfrJTc3VxxLt9tNXl6e9GNb\nsGDBddIAkZiNbIFy3Lq7uwHYu3cv+/bto6OjQ97P4/Hg8/nCLmwNDQ1UVlZep3cU+XXkZ97MRsUh\nU9IkLS0tnDlzhiNHjsg8+Xw+pqamZF7T0tLIycmhurpa2vWon1Ofr/Zz9bVyyGOts9RnsVgKNU3r\n+X2arf/3r3cBRqW6kt+/FnUY/+DExEQKCwt5+eWXefnllwEYHR0NU/COFSwWXXk8Pz+fb37zmwC8\n+uqr9PT0yO03FhEv4+K12WyiybFmzRp2794tC1OpwcYS6vMKCgrIzMyUG4VxoccaVquVlJQUEhIS\nhGsWL6jIZH9/v9wo4xlZCoVCXLhwQW5sdXV1c1Yuni00TePSpUsSzSksLOQb3/hGXCrzQqEQXV1d\nvPnmm4B+AD322GMsXboUiE2Uy3hhbG1tlSa5/f39ZGRk8J//838G9C4CsXKUVLTtb//2bwHYtWsX\nExMTIly4bds28vLy5nUfVGt1dHSUxsZGcSJ7enro7u7G5/OxZcsWAB555BHy8/OlWjnajXvVHIVC\nIdra2kRFvampiezsbAoKCuR5KioqIj8/n7q6OkC/UEZznIy2BAIBEU4+dOgQ165dC+uvGgwGSUlJ\nkc8vKSlhw4YNJCUlhf2MakKu3v9mnKGZ4PP56O/vl2e6qamJc+fOMTg4KL/v9/ux2WwScSsoKKC4\nuJjCwkIZu56eHq5duyYBAJUpUHtnYmLinMZytr/5HvAi8Be///ddw+t/YrFYfolO7B4zpOuiDqN3\nqBwUFTG5dOkSa9asuW4Tne+bnnr/hIQE2TTHxsY4e/asSPlHs+rjdu1RpM5HH32UnTt3iqjY+vXr\nSUpKillEx/gZaWlpLFu2TEKtvb29lJSUxNR5U/ZYrVYyMjJIT0+XMLTaCGayfb6hChbUbTey23es\n7FHE9zNnzsgm+JWvfCWuCtkffvihpNtXr15NWVlZTO1RczA9Pc3PfvYzEZ91uVxs27ZNGpzG0paJ\niQl+/vOf09TUBOjr+YUXXpDU0kzE4PmyZWRkhL/8y78UB2V8fJzMzExeeuklQD90HQ7HvET+VWRf\nHd79/f388pe/lFL8YDBIUlISjz76KC+88AKgH7xGYnA015JySkAnSDc3N3P69GkABgcHGRsbw+v1\n8tBDDwGwdu1a8vPzKSsrA5DLUmT7kEjc7jiqCJbaX5Sz1NbWxuTkZNjfnpubS15enqS3Hn74YTZs\n2CCyJqBfCIxdD5QtysabXfLU33Tt2jXOnDkjCurNzc1cvnxZmhWDniqtqamhtrYW0FNuLpeLlJQU\nKWJ46623GBgYEKc8KyuLBQsWiGJ9amqqUGNmg9uRDngD2ADkWCyWTuD/RneS3rJYLK8A7cC23//4\nB+iyAZfRpQNenrVlJkyYMGHChAkTdwBu6SxpmvbsDb61aYaf1YA/nqtRt4OZJMwTEhLEkz1x4gTL\nly8X8UV1s4plBCUzMxPQy2LPnDnDvn37AJ34OZ9EyxvZA7Bs2TISExOFbHn16lXq6+vjksZISEhg\n48aNEuVqbGzk7rvvjlsTVBXWVXC73WHib7FEIBDA4XAIF2euDSnnAq/Xy5UrV6Tv4pIlS+LGVxob\nG+Pw4cMSKd28eXPMIzkqUtDe3s6ePXvkFr169Wpqa2tjFuUyllsfPXqUjz/+WD571apVfO9735P9\nMBbzpSKy77zzDh999JEUBDgcDrZt28amTfqRkZaWNm9jpCJLipR86NAhmpubhVRtsVh48MEH+Q//\n4T+EtXwyRmxmes5m++z5/X7h+l26dImTJ0/K+lFraf369XzrW98CdE5pYmJiWCQ5GAyGRcBDodCs\nhR8VxWBgYICDBw9y4cIF+ZyEhATS0tIkA7JhwwYKCwtF462iogK73U4gEBAObmJiIj09PTL3VquV\n7OxsWXc30/EzCsvu27dPuKsXL17E5/ORlJQkkgkPP/wwGzduFO0rNVdut5vm5mZAz0yMj49L25rs\n7GyWL18uumLqd2eLL4WCt4LVapX85d69e8nOzpYNvry8PObVccqWpKQkDhw4ICHVRYsWUVtbi81m\ni5mGj3r/vLw8UlJSOHv2LKA3jSwtLY2LQrTVamXz5s28/rquQtHc3MzY2FgYoTFWNlksFlwuF1VV\nVbJRDQ8Pi8MbawQCAXJyciRsrLgEsV7DKuQ+NTUlqQG1ecZafyoUCtHa2kp7e7vMy+rVq6NeSXUz\naJomB/FPf/rTMFu2bt1KampqmC3z5eCqg1alIH72s58xMjIizY2///3vxzSlrXTBAD799FN8Pp84\n+o8//jh/9Ed/JOtmvi9mXq+XixcvAvpBHAwGxTFat24dr776Kvn5+fIsKcdtLrybG0HTNEnTfvTR\nR3R2dsp6yc/PZ926dfy7f/fvZGyU6rTx9wOBgNiqUoyzXfPKQbl06RJnz54VJ7KwsJCKigq2bt3K\n2rVrAd3ZSEhIkPlSDmUoFJILytDQEJ2dnTJGKSkppKWlhQmf3sgxNvJqR0dHpY+hqrpbtWoVzzzz\nDKCf38ZUsuKCTU9Py9i0t7fT0tISxoG12WwynnNN/X6pnCWjqKFq+qeiFsXFxfNW5XAjqIcvISGB\nqampsJxsRUVFzO0BfSFmZ2fLxnbu3DmGh4dvqsI6X7BYLOTl5ckh3NXVRW9vL7m5ufNSJXMrpKWl\nsXbtWjmApqamwlRuY2mPw+Ggrq5OBA/9fn+YLbGMknq9XhwOh2zoRicfYuc0hUIhent7cTqdwkOI\nZYNhdctX5dZHjhzBZrOxatUqQL+Jx4rjpg7Rkyf1BglNTU1omsbWrVsBuPfee2MWoVWVeOqG7/f7\nqaqqErHAF198kby8vOuUlecDFouFiYkJUcAeGRkhLy9PCNPf/va3KSoqClPNVn+DQjQdTJvNJnvt\n8ePHGR0dlUq3JUuW8PTTT1NQUCAOiToTjFEuo2M0U7XZ54Gag/HxcUZGRoQwnZ+fz/r169m4caM4\nc2qMIteQzWaTi7/NZmN8fFx+xuVykZmZKWN4s7FUv1NZWUleXp78bFlZGUuWLGHLli3i/N9oLdvt\ndvmZDRs2kJKSIo5yUlISZWVlYcT9uaw9s5GuCRMmTJgwYcLETfCliSwpb3v9+vWAXmng8/kkHBgP\nHoz6vK1bt/LGG29IHresrCxuTUhtNhtPP/00b7/9NqBXPMwnh+BWSElJ4emnnwb0XHVWVtZ1N6lY\nzZvdbmf9+vUSWXK5XGG2xHL9OBwOvvrVr0q1ykw3tFjYo9ozOJ1OyfnPdNuM1dikp6ezbt06iaAo\n7lIsofaa3NxckpOTefZZndaZl5cXc4FXFcnKz8+npqZG0haRbR/mE6FQCJ/PJ+mP4uJi7rnnHp56\n6imxLZb98UKhkEQ+kpKSWLhwocxRWVkZiYmJN4yYwMx82NnCbrfLGaRSf6pK+tlnn6WkpETsMX6W\n+nemNFak7Z/HPpU+W7duHXa7Xc6hZcuWkZeXd8tKbSWNo567/Px8NmzYEEY5MXKubmabGu+Ghga+\n//3vSxouPz8fp9N5W2tG9YUFXdKksLBQJCEcDgfp6elhUbC5zKUlXro2RqxYsUI7fvz4nN4jFAox\nNjYmZZkjIyNUVlZSVVUFfJavjBVUPhX08tXR0VEpA8/NzcVut8eFJBsKhZienpb0TmJi4nV58ljC\nKCCnNKHiISZqtEWlTyND9bG0Qwm1qTWkNKBibU8wGGRiYoLe3l7ZaPPy8sL4A7E8BL1eL16vV2yJ\n9XOtbAC95FnTNEpKSgB9jmL1HKm1qoi2AwMDYQdzUlJSTInmPp9PuFxTU1NkZGTIHMW6ObbP5xMV\nfrfbTXp6OtnZ2cBn4xJLe9QzPDg4iN/vDyv8UWMT6/1O7THGZ3g2NkReZmebko8W1SHyfW7nsm2x\nWE5omrbiVu/9pXGWVGWIUZo9OTlZbl7xOnzVv8ZJi1cUx4QJEya+7LjZmRaPc0BhLvpIJuYPt+ss\nfWnScBaLBZvNFtZROx4E6kibjP9vPhgmTJgwMb+4U/fZO9UuE7cHM8RhwoQJEyZMmDBxE3xpIkug\np95UmeCdBPNGYcKECRMmTHxxYUaWTJgwYcKECRMmbgLTWTJhwoQJEyZMmLgJTGfJhAkTJkyYMGHi\nJvhScZZMmDBhwoSJLxqUttuNEEtNMyVxEAwGRQNPfQ06N9jYV2++bIpsqaS0odTXgUBAGgDD/Ovi\nfaGdpXj0yboVlB13ij0KsW56ejswx+jmiNRluVPsgjvXtnj08bsVIjf9O0lGJF7jdSc9+7fqtzbf\njorx84PBID6fj6GhIQB6enrQNI2ioiJAb27rcDjCRI2jZZdyRpRT5Pf7mZiYoLu7G9CbEp8/f57x\n8XHpzXjPPfdQW1sb1k8uGvYo0VXV7zUQCBAIBBgeHgago6ODpqYmWlpa5LUFCxZw7733ikJ6VlZW\nVOWDvpDOkqZpjI+PyyTm5OSQlZUVN1VsTdMYGxsD4PLly+Tm5lJQUCAS8PGwSS2g/fv3k52dzZIl\nSwDCGubGGm63mxMnTtDT0wPAqlWrWLBgQVjz0VgiGAwyNTUF6K1WhoaGuPvuu8MaxsYDShH5zJkz\nHDx4ENCbRDY0NNxWG4H5skltXJ2dnRw/fpzS0lIA7rrrrpgraUfapRSb33zzTSYnJ9m2bRuVlZVA\n9Dbwz2OTgt/vp6OjgwMHDogt69evD+vKHo+5BH39u91ueR6TkpIoLCwMa78xXzA2i72RbYFAAIvF\nIrZEM3Jg/OxQKHRdZMf4OcqBiGy2O1MrktnYYVSFHx0dpampSRoBDw8P43K5WLduHaA3nc3KysLh\ncFwXUZmL82QUUFaq8I2Njfzud7/jyJEjgN6seXJyErvdzqJFiwC9Ia/NZqOiogKAjIyMsE4Ds13b\nalxUp4nGxkZ2797NqVOn5Ovh4WF8Pp/s04WFhUxOTopyfG1tLenp6TJOc50rk7NkwoQJEyZMmDBx\nE3whIkuRNxBN03C73Rw7dgzQvdcnnnhCGn3Gwx4VWfrggw8IhUL88R//sfSCi2VjTfWvCuP+6le/\nwu1282d/9meAHgWIdcRE2TU5Ocmbb77JuXPnAGhpaeH73/9+3CJLoVBImub+8z//Mz09PTzzzDM8\n+eSTQOwjS8Zb9ejoKDt27JAb5ujoKDU1NXFrwGyMLB0+fJjt27dTX18PQHV1dVivuHigra0NgH/7\nt39jdHSU6upqSRXEC6oF0969e9m5cyeg37yLiopkb4jHGlNRFLfbzfvvv8+ePXsAPWrx7LPPUlRU\nFPUI5u201TKuscnJSQYHB7FYLOTm5gKQmpo65xSmkfui0k2BQAC/3y9zoTICCn6/n/HxcUZGRiQ6\nkZ+fT2pq6pyiFcoOj8dDa2srALt27eL8+fP09/cD4HQ6ycvLo6OjA9D77HV3d5OYmBjWazQtLW3O\n+6har9euXQOQ/UdlcDweD3a7HYfDIRGflpYW3nvvPZYtWwbA8uXLKSwslOa1s7UD9LWnztWjR49y\n4MABzp8/D8DExASBQCCsa4emaVy5coUdO3YAei++5cuXS6Zgrj0K72hnyXh4+P3+sFxqa2srhw4d\nAvSmuQsXLuSee+6Z9zRFZC5VkeA6OzsBaG1tpa+vj5qaGr7+9a8DzOtBYtz8QqGQfK3ss1qt9Pb2\n8uGHHwJQVVVFSkrKvB9sxjy8+jc5OZn8/HyOHj0KwJkzZxgcHJSwaSx75mmahtVqFRFTn88na+qR\nRx4BYt8A1IhQKMTo6Ci9vb0AdHd3h5EtYwk1l36/H9A3LmMvR9UoNB5Q83PhwgUArly5AuiNZeMN\nTdPo6urizTffpKWlBYDVq1eTlZUV8/6QxmfR4/EAumO5fft2mb9Fixbh9/tvSTaeL/uCwWBYk+KB\ngQFSU1NJT08HiKrgcDAYlL9bNfBWB7zVag1b7xMTE1y+fJmuri7h5mRmZpKamjornuPNLtvj4+Nk\nZ2dLc+YHHniAsrIyGZdLly4xOjoa1sA5KSmJ1NTUWY1DpB0Wi0XGIRAIYLfbycnJkc9paGigqqpK\nxq6zs5OJiQm5rCxatIi8vLw58T9VilbTNDkbFixYQHJysnydmJiIw+GgpqZGUoCJiYkMDw/LWLW0\ntFBWVib2z/Wiecc6S4q3ATrJ7dy5c4yOjsrXvb29EqHw+Xy88847LFmyRKJLM+VMo9HNOBAIhJHe\nJicn6e/vlwjF2NgYQ0ND7N69m/vvvx8Al8t1HTchmjc29VArh3JqakoO1tzcXK5cucKJEycA6O/v\np6SkRG6AQtF7AAAgAElEQVRR80ESVP8a/wN9sa5du1Z4OC0tLVy8eJHCwkL5fjRtmckuI6xWqzxI\nxcXF7Nmzh+7ubnE0Y01CNTZaVrdoNbfBYPCO6XPY19fH1NSUPGPxinYpBINBccCnpqZIT0+nuro6\n7g2rfT4fb775Jo2NjTJ+paWlLFiwYN4iSjeL4Ki94vDhwwD8/Oc/Z3h4mK985SsA1NXVkZmZGXXb\nIi9NCsY1FQgEGBsbo6mpCdCd3qmpKcrLy6/bU2b6/du1AT67VBq/djgcYWeG2ucBTpw4wYkTJ3C7\n3RJNVc/lbKDsNjZYV9GzyspKAoEAK1bofV3Ly8tJSEgQbuXY2BhtbW0kJCSE7atzjbip37dYLOJ4\nLV68mMnJSYncLF26lPvvv5+MjAwGBwcBOHjwIFevXhUOU25ublQumYqrppyjyspKVq1aJbYlJSVx\n11138eCDD0qEbXR0lLNnz0pkrKamhry8PIm4zdWmO9ZZMkZrDh06xP79++WWHQwGcblcEi4NBAI4\nnU7cbncYmSsUCsnPzJVIqRamx+NheHiY5uZmQCe9BQIBsrKyAP3GMTIyQnp6ujxs6enpYRuQIsDN\ndfKMUSXQx2V4eJhgMCi3sNLSUtmAQI9Q5OXlyQMA+thE2zEw3g6Mn1NUVCQL3u/3c/nyZdavXw/M\nLxH3RoRStT4SExPFOTFGcOJRtaOaQBvTAfF0loybO+jpG03TZJOKF7lb2TQ1NSXOUiAQwOVyUVlZ\ned2FIFb2qPVz7do1PvjgAzwejxC6t2zZQmpqasxsM675YDBIV1cXf//3fw/A1atXKS4upra2FtAP\nw4yMjHkhURtTbEbStnqtt7eXffv2CYF3fHyc3NxcqQJTP2u1WueUbjJe4JTDk5CQEHY+KGLxxYsX\nAT0d1dbWRlpamqR01Pky12pCFeFW0bMlS5bgcrnEeVJOkZHMPTU1hd/vlzRzcnJyVOZMOUvKltWr\nV1NeXk5xcTEAJSUlJCYmhtlTXl7O0NCQnCepqalR2cfVGlGfU1xczEMPPSTpvtLSUkpLS0lKSpI5\nSE1NZXx8XAjq6enpYc/aXGESvE2YMGHChAkTJm6COzayZLPZyMvLAz4rTVbRnIKCAhoaGiTPGwqF\nJLRtDFeOjIzIrUndfmfr8arfczgc5OTkiJaDIvplZ2cDcN9999He3h4WFfB4PGE58ry8vKiGKtVN\ny+Fw4HK5wm5ujz32GBaLRW5sbW1tVFVVheWUjSHoaCLyPTVNo6CgQEK2TU1NXLhwQW4CqhR3vsqp\nI9/TGDXKyMhA0zR6enpkXc1HSuJ2YbFY8Hq9sp6np6fjwiUxQnFdOjo6CIVCcrONZxpO0zTOnTsn\nBFjQS4Zzc3PjUpKvaZpwJn7yk59w+fJlLBaL7Be1tbXzNl6RkVNj5EPTNPr7+3nttdfCZAwKCgpY\ns2YNoEuwzMc+oKJKKpKjoup+v59Lly4B8M4773D69GkhNqelpZGVlUVSUpI8j5qm4XQ65xSVU+MR\nCoXk99X+qSKCU1NTnDt3jjfeeAOA3/3ud/h8Pqqrq2XuJiYmwmRYZjunav9WmQn1Nxv3HVXwAXD+\n/Hmam5txOp3CLVKfPReekILNZpPU16JFiygvLw/Lzih7VNZEPXuLFy8GPovQRwMWi0XmJiMjg6qq\nKmpqauRzlD1qX1S8U5WGq62tjWq24o51lozhwIaGBmpqati8eTPwWdhUQfGbJicn5eDt7+9naGhI\nBjcajon67IyMDOFGqTCx2mQKCgooLy+nr69PNs2xsbEwZ0mFWKMBYzrPZrOF5bJBd+bWrl3L5cuX\nAZ1vMjIyEqbAakzJzRWR42zcfDVNIyUlRcK6oFcsqI1Azfd8qsJGQn1OTk4Odrud8fFxyceXlJSE\n2R/Lw9dqteLz+cL4U/Hm4IyMjAA6N8BqtYoDEMv5ioTf72f79u3iVCYlJbF27VqSk5NjXoUK+kHS\n2NgIwEcffYTX6yU7O5vHHnsM0EUF55OTF5n6Ul+PjY3x85//nJ07d8o+VFpayv33309VVRXwWRp8\nLtygSHvgM50iI/9ufHycpqYmdu3aBUBzczNer5eMjAxAT+8sX76coqKiMGfmdqrqbgZjOt7IkVQV\nb6A7AL/5zW+kQs1ms5GamkplZWXYeTI9PT2nqi/1PhaLJcwhUQRz0FOP/f39UqBz+vRp7HY7ycnJ\nckFXNAqFuVAHjA6KWg/G9wqFQoyNjfHOO+8Auo5fbm6uUCuiXdlsdGiNOlvGdaqe/b179/Kb3/xG\neKh2uz2ql9071lmCcAfFbrdfd6gbc8x+v5+pqSkpmW9qaiItLU0Ga64PmfEzjZGbG/F97Ha7COVN\nTk7i8XhkI7gRf2YuNilEHqhWqxWXyyWLeWhoiIGBAXnI09PT5/VQMf6tFouFhIQEifZlZmYyPDws\nonhKyDPyd+YTan3U1NTgdDoZGBiQKMXdd98dExtmgtpA1W1X3fbiBaMcxdTUFA6HQ4j58SSeu91u\nTp06JeuloKCAzZs3x0yOIvI59nq9EpHo6OjAbrezcuVKERWMNi/vRuRp9bUqktm/fz/79u1jbGxM\nIvbr169n06ZNsi8pp9d4QEaD5xlZ6TY8PEx/fz+NjY243W5AFxS02WziuK1du5aFCxeSmZkZdkDO\nJupsdP5UFEJxjkCfM7fbLRVdFy9eZGJiQs6bu+66i7KyMh566CEheDscjllHwCPnLPKyYeRTDQwM\nsHv3bj755BOxdeHChaxevVoundEU67xZ9iUUCjEyMsIvfvELtm/fDuiXlbq6OtkLor2+I9dhJDne\n7Xbz29/+FoDXX3+dgYEBEcvNzc2NqrNkcpZMmDBhwoQJEyZugjs6smTErfhGgUCAyclJkROYmJig\nvLxcPO75ShVE2mW80anI0sjICFlZWZKym2uZ563sMULTtLBw5PDwMK2trZIKdDqd82LHTDapsVE3\nWYfDwcjIiNzo7r777rhFKVTkxuPxcPXqVeAzDkOsolxGhEIhxsfH5farbrHxGp9gMCjaSlNTU+Tm\n5ormTDygxuXUqVNcvnxZUirr1q2jtLQ0LuMUCATYv38/u3fvBvRxKiwsZOPGjVI5GO1U6o0iS6Dz\n3M6cOQPonKCzZ8+SnZ0tHKUnn3ySkpISiaCoiPlc15m69as5CgQCTE1NSbp9YmKC3t5exsfHpUow\nMTGR6upqvvrVrwJ6ulK1FLlRdOHz2gOfpQSNWnkTExP09fVJRFml41Rk+dFHH6WiooK0tLTrWljN\nxqbIlFnk9/x+v0Tb9+/fz4EDB0Q3rKamhieffJKGhoaopr5ululQUa6+vj527NjBrl27hFu2atUq\nHn300bAoVzRwI3vU6yqVu3fvXn79618DutxEXV0dX/va1wCdgvJ/fG+4SKjwbGtrq5TJFxQUzKgn\nFAtbrFYrDodDhOgGBgZYsmSJkPhizclJTU0V4a6WlhZaWlqkV1ys+2ZZLBZxGhcsWMCxY8eET+Xx\neKIirvZ57QG97DQjIwOfzyfOm9/vj1v6S6V21YETL0FKZYvf7xf1XJ/PF0YwjQdUemn37t2Mj4/L\ns7Vx48aY8pWMKeOhoSHeeustOegSEhJYvnw5X/va1+alT+RMh67RKbh06RJvvvkmoAuJBgIBKioq\nePzxxwFdVymyuGMujlKkHpJyRjweD5OTk+IstbW10djYyMTEhFzWVq5cyfLly+UiZeTLRCMVqJ4j\nv9+Pz+cL6wvZ1dVFU1OTSNP09vayYMEC4ZlVV1dLvzyjLdHichnfa3p6mvb2dlHuP3nyJK2trVIU\n8/jjj3P33XfPKBcw17UVyVVTXGDlRP72t7/l0KFDYbpKzz33HDU1NWEO93ylmRXdBnSu65EjR/j0\n00/lnM3NzWXbtm1CNo+2GPSXxlmyWq0cPHhQbgUFBQVkZ2fPuaHfbKAqCs6ePQvok+bz+UT7KNa3\n3uTkZKqrqwF47bXXcDgcwh+IJWlY/d2KM1FVVcXu3btF4FPZFA9to8zMTFwuF9PT01J94/V6wzhd\nsbbLarXKZqqI+/GIcoE+FmrTDIVCYcTbWEPTNCGbnz59munpaeGSrFu3LuZK8GoD/+STTzh8+LCs\n47KyMh5++GHh4yhEm7OoYGwI29/fz69+9SuJcvX19VFQUEBtbS3Lly8HPtPnmasDADNX4ilnyev1\nMjw8LM720aNHGRoawuVyUVZWBuj6QqoJq7IjWnwp4yGrim2CwaBE/g8fPkxnZ6dUe7pcLjZu3CiN\nmGeqpJ7N/KnqRPVMT09PMzU1hc1mk7Hq6Ohg+/btUr3c3d1NZmamRNyWLFkiDu5MWQS4/TmMdNxU\nxaKxHU5bWxvvv/8+oD9rV65cwWazce+99wJ69C3SKYlGcYAaJ1WMEAgEGB8fl7Ni3759nD17lvb2\ndrk4bd68mbVr18o5q/aBudqj8KVwlkCf7N7eXrnBLVy4kKSkpLg4Swqqqio3N5e8vLywKFesI13q\nxjYxMYHb7Y4rKdcoaKZIg6BHC0KhUFzK9W02mzhGRnvi5aCoW+eNIqOxdNw0TWNwcFAOl4SEBMrK\nyq7roRUrBINB9u3bB+gtc5KTkyVSGmvJACU3AfD222/T1dUl0dH77ruPrVu3znjDjUYUYKb3U4Tp\nDz74gN/97neSvnG5XKxevZrnnntOqoWimdo1PidG4UfQC1yamppEObytrY3c3FwqKytFkDYrKytM\nTmWuNhlbQAWDQXGEVEpwfHxchEwvX76M3+8XkvKWLVuoqamRqLJxjGbjJBkr26anp8WW7u5uRkZG\nROgY9EjpkSNHxOFOTU1l/fr1bNiwAdAlFWaSZJmNg2RMRfr9foaHh+nu7pZuFFevXuXkyZPi5AaD\nQaxWKytXruSBBx4AdErFTM7/571gGteLsmtiYkKEqS9evMilS5ekrdHVq1fFyVTP/mOPPYbL5ZrR\nSVI2zWXfNAneJkyYMGHChAkTN8GXIrKkSgjz8vIkmuN0OuPaCNXn8wnpbXJyEofDEbUeNZ8HkVGR\nBQsWMDY2JnpU0eAFfF6oz1KlwYor0N/fL2H5WM+bzWajtraWxMRECfWOjIxQVFQUtdvurRB5EzJy\nb7xeb9TCybOxa2pqSkLiSUlJFBcXx62dyPT0NHv27AF0Mm5OTo6klqIpinc7tni9Xnbu3AnA8ePH\nCQaDkvJ+5plnwqgA841AICD8jePHj9Pd3S3RkTVr1vDss8/KGofo86dUlEJ9bWyK29zcLNGTpKQk\nioqKWLFihXDNotHfzPjZKtXl9Xrxer0SzRkZGcHr9dLb2ysRZKvVSmZmphC6CwoKbiipMhtyuYpy\nTU1N0dPTQ1dXF/AZf9Tv98seePbsWSYnJ0XHr7y8nMrKyrA2Kyo6ciOi+O3YqFq6KHFJ1Wv1008/\nFVs6Ozvp6+sT+51OJwUFBVRVVYXJhhgj4DPZc6tMgYoqqVSp1+tlaGiIlpYWkQW4evUq165dk/M9\nFArhdDrJzs6WeVu4cCE2my1MHiJyXOayxr7QzpKRvJeSksIjjzzCT3/6U0APD86XEvStbAqFQmRk\nZLBx40YAfvGLX4jYGMTeEdA0TXhCq1ev5v333xf+SazTOcbPq6iooL6+XioYT5w4wYoVK+Li4Nps\nNpYvX05ycrJsou3t7dTV1cXMhshQv0qhqtfimTqdmJiQzSwlJYWGhoa4iWQODQ0Jp8NisVBXVyfO\nUizUxI1pla6uLhFWHB4eJjMzk02bNgGwYsWKmPG6QqEQg4OD7N+/H4DGxkb8fr/oOz3xxBOsXbs2\nLCUYLe6U2vOUM60ur6rjgiIFq+9XVlaydOlSioqKhBgczaIX48E7NDREd3c3V65cARD9JLfbLVyX\nrKws8vPzZY9UKuHRctyMfKn29nYOHToE6KmlgYEB7Ha7OAF+v5+MjAyxJT8/n8rKyrBeehaL5bp1\ndbtOgJpvxc1Uaa7Tp09z8OBBWlpahIg/NjYmZxnoTmRFRUWYqLJK+6p5VLqDRtHj24HiJIFOuFfN\n35Uad09PDyMjI+IIZWRk4HQ6RbBajYHX6w1zloyfr1S/Z7tvfaGdJQWbzUZaWhoNDQ0inKce4Hjw\nTRT/RZXo/o//8T9wu90yibE++JQ9AJs2beInP/mJbB6BQCBm9qjPUDeN7OxsFi9ezN69ewFdSNTr\n9casAs34NyckJLBw4ULS0tJkDV29ejVuVWgWi975PLIVQ7z4U1euXJHDLjk5OSziFkuEQiEaGxul\ndDklJYXly5dLCXosbFJz4PF42LFjB8eOHRPbamtreeaZZ4D5FRJVjo7RlsbGRhEvbG9vJycnh/vu\nuw/QBShVpHIu/JsbQdM0iVZ3d3dz6tQpaUTb0tJCR0eHRNwqKyupqKggJycnjNAdLTuMkaX29na2\nb98u0Zz09HTS09PFKQGkBdPChQuB6+dtLrYFAgFxysbHxzl37pw4S729vdhsNiGcg+4cuVwukZrI\ny8vD6XRK0UkwGBTlboXbdeyMjtv4+DgdHR0iB3Ls2DF6e3vDyPAJCQkUFxdLtF85t4FAQKrOh4eH\nKS4ulqrGhIQEsrKyhLd3O46JcpRUVXRjYyNtbW2MjY1Jxa3ForflUtmaoqIiqqurxVECnXs2PT0d\nVryUkpLCggULAJ3PmJKSMuvzzuQsmTBhwoQJEyZM3ARf6MiS0Tu02WykpKTI7aavrw+PxxMWrlQe\n5XzePo3RE5V3Vqx+lTefKVUwXzap91Xj4HK5mJycFC2hiYkJKbWcb1si3zshIYHS0lK5CVy+fJnx\n8XGcTmfMIijGlER2djZOp1NuoVeuXImL1pLFouuGeb1euZlNT0+H9caKVTRQRWgvXbokN2Sn0ym3\n8ljbMj09zSeffCIaOZmZmaxZsyZmmk/G23lHRwfvvvuupA+Sk5O59957pd1CLMZE2dLa2srevXul\nL53FYmH16tVS4p2VlTXj3hdNG9Xeu3PnTg4fPix8mOHhYQoLCyWytHjxYsrLy0lJSYl65aviTqko\naHt7u/C3QB+HrKws6uvrJZJUX19PTU2NiKxGcl1muxcp3pZKsfX19XH16lWJ6nu9XlJSUmQfBCgu\nLiY9PV206BoaGggGg1KRlpWVRWJiorQAA30ftVqtt0xBa5oma/Xy5cucO3dOREtbWloIBAIkJSVJ\n5KqsrIyKigqJzGRkZNDV1UV3d7dQJ8bGxigrK5PIbnl5OXV1dWG23Wh/MEZFz507x8mTJwG9WlJF\njtX6yM/Pp6GhQZp3L168mLKyMkZHRzly5AhwPcdKcSuVSGViYuKc9vIvtLMUCaPI1/vvv09xcbGU\nFSriZ7z4MIcOHRJexdKlS8NEvGIJJa6m+AQff/wxX//610VLJJawWq3k5+fL53Z1dXH48GEKCwvj\nUpbucDiEKwB6OsHtdksKMx4keOUseTyeGR3bWMDv93Pt2rUwomcsuEGR0DSN3t5ejh49Ks/5woUL\naWhoiJncRCgUkkvPhx9+yNWrV2WuiouLeeihh2KydpVToEjTBw4c4Pjx42LLsmXLeOSRR0Q8cKZU\nTTTXs2qwCnp6qa+vT5yn6upqtmzZIinBhQsXkpKSMi/ivCqNpMals7MTu90ua3diYoJly5bxxBNP\niPOWnZ0dtv/dqGHv570UaJrG2NiY8G4uXrxIX1+frA/FtV29erVIAxQXF5OcnCxprZSUFMbHx4VH\nlJSUREtLi+jCAWH98241NspxO3XqFFeuXJFLczAYlCbniue2cuVKnE6nOD4jIyMkJiZy4cIFsWdy\ncpLm5mZ5JrKzs9E07bb4uWpOBgcHOXnypKRtOzo68Pv9ZGVliUO7detWysrKZC9OSkqS9KVyyjs6\nOujp6ZGv8/PzSUpKEsJ6ZWWlqbOkoDSEQCcLX7p0SfKtOTk5c9ZZ+LxQtz5N0zh+/LjkhxctWkRu\nbm7YDSZWNqkWAup2s3fvXtatWye3h1jaAp9J0oP+0Ozbt4/Nmzdfl5ePBWw2GwUFBeIIDA0NMTg4\nKITGWIsdGhtHu91uhoeHw2yJ1Tx5PB5GR0dlnlJTUwkGg2GtWGLxXAWDQS5duiQ6MAC1tbW4XK6Y\nRbYCgYC0w/noo4+k0hX04glji6X5tEnTNDweDwcOHBBbxsfHueuuuwB46qmnuPfee2MihKsqq1S0\nLzU1laqqKkpKSgCdXF5bWysHnap8m6/qTo/HI5Gk6elpFixYINVk5eXlfP3rX6e6ulrGRtlj1GZS\nEZG52KeI2OrwVhwcxbPJzs6W6J+yT2kDGgs7rFarnGOTk5NCvDa20LndTgzqb/J6vUxPT0s0raCg\ngMWLF/Pggw/KZykHUo1LZmYmqampYVpPg4ODBINBmdu8vDxSUlI+l6K33+8PI2anpaWRkZHBypUr\n2bJlC6CfE5GVroFAgOzsbDm7VEZA7ZG5ubmUlJTIOszKyprTvmlylkyYMGHChAkTJm6CL01kSdM0\nBgYGwrQ+Ojs7JUfrdDpjehsHpARdhYYvXboE6GFqp9MZU00YBbfbjd1uF55Qa2sr7e3tFBYWxiW1\nYrfb5Wbu9/tpb29nYGBAbjyxbKlhs9mor68PUzvv7OyUcH0s++hZrVYqKyuF95acnBzWWBdixxUK\nBoOkpqZKaiAzMzPMjvmGUdm3p6cHm80mc3TvvfdeVw4/37aoyFZ7e7uomQM8++yz16VE5sueQCDA\n0NAQBw8eBHTOSWJiorTF2LJli9yk5xuapjExMSE8oUWLFrFkyRJWrlwJIM16Z3qWoz0+VqsVv98v\nkXNN0ygvL5d0zpo1a1iwYAHJyck31L2LTFnOJfqflpYme1lmZiZ1dXXyHNXX17N48WLS09PDSu2N\nUTdN08jIyJAqsP7+ftxuN8nJyWFtPW4ngqP0pECfo6SkJOkZWldXR319PXl5ede1nFG2JCQkCO9H\nvU9nZyf9/f1CXygtLSU1NfW2NNjU2szKypJ2N+p37r77burq6sLOgZnSyNnZ2TQ0NAD62aaibqBX\nzJWWllJbWwswZ6rJl8ZZCgQCnD9/XohyXq8Xu90uExDrFhrBYFBypVVVVXR1dcmiy8zMjHlfLePD\nt2TJEiGCpqSk4HK54tJiBHQndu3atYAuyOZyuUhPT4+Lho/FYuH+++8XoqHdbv//2Xuz2MrO61zw\n22ee58N5ZrFYRVaJVaUapJJKkqXIlq9j2G0kjhqGgwAJ7n1IIy+dl85Dul/uW6cbF2iggTS607gO\nujsj7MSxDVhOlLIs1aSaB84zeXgOeeZ57oftterfu1hVJM9ASt4fIJR4yHP2Ov+4hm+tdWgp8nq9\nHu+99x7u3r0LQOYydHR0KEI87ZLLbDZjcnKSCd6Tk5Ow2WyK57dDFp1Oh/7+frz++utcFO+tt95q\na/FZOqABOaTT1dWFb3/72wCe1lVqteJGpHsxAcDtduPEiRP4+te/zj+3aw8RV5SeNzk5icHBQSb9\n7taEFmjN+EiSBLPZzM+uVCo4ceIEGzxEkN5t/5D8u43bQcZSkiTYbDbmzfb19cFqtXIhTgq57TYO\n4msWi4XXnN1uR19fHxPDSba9jCVxRAHgq1/9KhPM6Rkvk0Wn00Gv16Ojo4OVmGPHjqFWq7HBS0rx\nXkLR9LtAIID33nuPaStEYH/Z9xJLBgFPe44SJ8xqtcJsNjOpu1FjV2pFQ8f94vz583Xi8xwExPL/\n8z//c65ge+XKFfz+7/8+xy/beaASn+Cv/uqvAMjVdMfHx/G7v/u7AORN026vEnnc5ufn8dFHH/EC\neuONNzA8PHwoXq5arYZcLseWOlU9F5W3dspE2VZEVtTpdIrK6+3mLJVKJfaMGgwGOByOtleBp+yv\nVCrFhF3iFDS7Rs7LQIUPM5kMH4iiFdtqUP0esbeXwWDgM4ayu9rh3SqXy0gmk2z05PN5DA4OKvgm\n7fKkVyoV5PN55izpdDo4nc59X+bNlIdkIf4RrZdm9sPbK9QZrI08+7CL06pxFOQRxxfAvo0VSZI+\nr9fr51/2d18az5Jer0csFuPK1KlUCgaD4VBCS0TsI9fvwsICpqamFJrvYWSeAXK7k29/+9sc3rHb\n7YcyRiST3W5XVMk+rIxFerbZbFYQqw8LJItYLfew5DAajYpCefR6u0HKa7vKBKhB+5rIrGJBvHbD\nYDDA7/dzhtlh7hu9Xs/EXxGHKQ/NkRqHIVMzPY2HrZiocRTkaVcIXiN4a9CgQYMGDRo0vABfCs+S\nJMk9tLq7u7lVBTX6PEzrZmxsDICc7jk0NNT2sIUI8iyZzWb4/X7+ud3cKTXawWPQ0Bi0OTlaOEwv\n0m5QE4EPW7bDfr6GLye+FJwl4GlPoKPSeJRkALTNq0GDBg0aNBxF/MZxltTW1lFQUI6CDBo0aNCg\nQYOGxqBxljRo0KBBgwYNGl4ATVnSoEGDBg0aNGh4Ab40YTgNGjRo0KBhLxC5usR3fV6ySat7/AFQ\n9KWjel70bHWRx1YWO1X/LL5GMun1+rb0P9xNJrVs9XpdUWetlfJ8oZUlkUB9FAjdIo6iPMDR4lFp\nY/RitKrRaKNQH2BHQTb15Qe0r/7Ky6C+dID2Fjh9Gdq9zvaSVCTOYbNlogroVKiXCp0mk0kAclFL\nr9cLu90OQC5obDAY9lyZeq+o1Wpc/Zyq48fjcWxsbHCh3o2NDdRqNa4CPjIygmAwCJvNpihQ26g8\ntEar1SorReVyGYlEAtvb2wDkIqyhUAjFYpGrZg8MDCAYDHLtM3GMGgWND/2/WBA2kUggFoshHo/z\nvFGXg0AgAEAuzEqVwJuBo7NjNWjQoEGDBg0ajiC+sJ6lQqHA2rjZbD6Uqthqeehfkuew+q2J8uRy\nOUVV6sOsPZXP55FMJhWtKg5z3vL5PHZ2dgDI4+X3++FyuQ6t9hRZUeVyGfF4HOFwmKsi9/b2co+t\nw0C1WkU4HAYA/P3f/z2q1Sq+9a1vAZCrwrezybCIer2ObDaLX/3qVwCAGzdu4I033sCFCxeeaTTa\nTisvMa8AACAASURBVJno31KphLW1Ndy/fx+AXL1/cnISPT09/HO751T07FDYh16nmnXtyCxWe9zE\nn8XQmNizrdGxEr1K1IsslUphfX2duz9kMhkEAgHuP+j1euF0OmGz2ZrSNkU9/tlsFuvr6wCAR48e\n4fr165iZmQEAhMNh6HQ67ld56dIlXL58GYODg9yf7Xm99/YLavhOtQqXlpZw69Yt7k+5sLCARCIB\nk8nENQQvXryICxcuYGRkBADg8/m41Q5w8LVD80TNmROJhGIf3b9/H8vLy4jH4zwnfX19mJiYwLFj\nxwAAJ06cQE9PD1dzb/SM+kIoS7u5banrNiC724LBYFuLtalloo23tbUFs9mM3t7etsV1RZkoJEmL\nbGlpCUajkRf3YShwpATk83ncunWL3bxXrlxpa88+tUzpdBo/+9nPAAA7Ozt499138corrxxaXzoK\nC6yvr+P69euYnp7mjf7d735X0dS3nWuKDvSf/vSnAIAf/OAHqFarLNuHH37YNt6AKBcgK3HRaBQ/\n+tGPAACfffYZHj58iO7ubj7AD6sYbK1WQzwex9/+7d/yheNyuRAOh/HBBx8AAHd5b+d8ijyZSqXC\nZwU1wzWZTGwwNMu4Up+XopJGv6dQCyCf75VKBTqdjg09GqdGFBQKNRWLRQ7fRKNRhMNh7sNYLBbx\n5MkTboQeDAbR3d2N3t5eboLbaAd7kqVSqSCRSGB+fh4AcPv2bWxsbCCbzQKQm8FWq1UOywGyMnf5\n8mVMTEwAkBUUUhgakYV6mpLS+Nlnn+Hu3btYWloCICuVkiShWq1icXERgDxW6+vreOWVVwAAly9f\nxsDAAPcebUQWOqMBYHFxEb/85S9x7949AMDy8jJSqRT0ej2v1Vwuh+3tbTx48ACArDy9/fbbuHjx\nIgBZ6W3k/juyypK4qUulEsrlMv9cqVSwtraGTz/9FIC88b7xjW+gp6en5QcjLXBSjqrVKsrlMi+e\njz76CIVCAd/97ncxOjoKoLW94GhRAbLCRocfWSY//OEPkU6n8eGHHwIALly4oOit1Sq56OCrVqt8\nGC8sLOCjjz7iQygSieB3fud34HK5ALTWAyBuQAAc/w6FQgCAx48fIxaLwWAwcK86tXew1cRK8RJb\nXV3FvXv3EI/HAciK5h/90R9xr7h2NgQlhYSsW1rrN2/eBAB885vfhMViaWtDW1FZmp2dxSeffAJA\n5lVIkoSNjQ0MDw+3RZ7d5ANkb+VPfvIT/NM//RMbdpOTkyiXy6wUqJWGdqwxUsqLxSLy+Tw3SCZP\nvcfjYa+FTqdrmFuoXt+7vUYKDJ0VuVwOxWIRkiTB5/MBkBs4H+SM2E0pK5fL/H0lSYLX62VPUrVa\nxePHj/kMjcfj0Ol0cLlczGNqpH+k2ntWKpUQi8X42V6vl5UyOhuJN7S9vY2lpSX4fD709vby3zRD\n4SblmRSUnZ0dVCoVHn9SFs1mMyuW4XAYKysrvJ4DgQD8fr8ikrFfkMEv8soikQg2NjZYwTWbzRgZ\nGYHP52PveyaTQSgUYmVve3sb9Xqdvbhut/vLpyxRV226KD755BNcu3aNJ6BQKCCXy2FzcxOAHM4p\nFAr43ve+x4uMNpXoJWhkMdElWygUMDs7i6tXrwKQte1EIsGyLi4uQqfTIZfL4Y//+I8ByJaJ6AJs\n1kVHBx9ttAcPHmBxcRGbm5vY2Njg14rFIlsqXq9X0XpFr9c39eKlcaIDIBQKKWR58OABIpEIAHlx\nj4yM4OzZswBkK4oshWZ7UNRKbqFQQDqd5nEJh8NYW1tTHIjd3d0cUiU0Ux71z/TZFosF5XIZ8/Pz\n3D19ZWUF8XgcXq8XQPs9hJIk8RovlUowGAwK4+WwUK1W8dlnn/FlUqlUYLVan9tItdUQlZHl5WVc\nvXoVkUiEvcwulwsnTpzgEGErnr/bz6SUlUolDj1vbm4in88rQh0WiwW9vb28j/1+/4GNPbVCJCpG\ntN7pkk0mk4hGo3wJ53I5ZDIZmM1m3rNkvBygqzx/n93CeyaTCV1dXbzvy+UydnZ2MDc3BwAIhULo\n7e1lucXvchCo5TaZTOjv7+fvXavV2CgaHh6GXq9nj8qNGzdQKpUU50WzGvSSV5GUIzI2aJz6+vpw\n6tQpWK1WTE9PA5ANpp2dHR5fkr8Z8uj1evZQdXZ2YmBggMfdZDJhdHQUr7zyCitLS0tLuHHjBhYW\nFliWdDrNa6rRbiUvDQBLkvR/SZIUkSTpofDa/yRJ0oYkSXd//d9/EH73P0iSNC9J0owkSV9rSDoN\nGjRo0KBBg4ZDxl48S/83gP8NwH9Vvf6/1uv1/1l8QZKkCQAfApgE0APgI0mSjtfr9ep+BSsUCuy9\n+cd//Efcvn2bLQyLxYKuri62iOLxOPr7+/H48WP4/X4AYA9FX18fANlt1wjBi6zFubk5/PCHP8Qv\nf/lLAGD3OrlLxbg3abiJRAJ6vZ69Of39/c9YSQdBvV5HKpXCkydPAAD/8i//gqWlJWSzWf7cdDqN\ncrnMnoiNjQ1Uq1WWxWq1cviyGaQ8GqdCoYD19XXcunWLw27xeByFQoHnzWazYXt7G6urqwBkN7vD\n4YDP51OkxTYKMQQnepaq1So/p1wuw2azoVqtsqfOZrPB4/G0JbQLPLXgLBYLCoUCTCYTe1ODweAz\n3qR28VzILU6y2Gw2mM1mdHV18c/t5tzQmBWLRWxtbfG6MxgMGBkZQXd3d9O8yi+TR0S1WuVQwb//\n+78zcZc8XQMDA+jo6OBQeDM9hOpwU7VafSY9fnV1lcOp5PESPQEOhwN6vZ7PM7fbfSA+jJqsLe49\nSgmv1+tIJBIAgCdPnmB+fp5Dgul0GtVqFW63mz0+wWBQQYg/qLeL5KL1bLfbYTabeS4KhQIsFguf\nU9lsFvF4HOVyuSneHPEzdDodbDYbh9ScTifcbjd7loizRLKtrq5ic3NTsR+bwSsTPUt0h05NTaGv\nr4/3+cDAAOx2O2q1Gkdw6Eync9TlcjWFz0Xy0Hfs6urCpUuXmNoyODiIwcFB2Gw2nk+/349yucxh\nxHA4DJPJpKB5NIKXKkv1ev2qJElDe/y8bwH4/+r1ehHAkiRJ8wAuAvhsP0JJkgSr1cqkZCJq0kbq\n7+/HuXPneBMZDAYEAgFIksTxysXFRezs7OD73/8+ANmF2EiWE723s7MTJ0+e5Gyz9fV1eL1ellGv\n18NisWB0dJQPmY2NDczPz/Mh+gd/8Ae7Xn77BY0TbbQrV66wS5LCNdlsFmazmXk4drsdW1tbrKCU\nSiV8+OGHcLvdDS8mtWu7v78fpVKJN1smk0EwGOTQUm9vLywWC2dZra6uwuFw4NKlS00PM0m/Lu5G\nc1Kr1eB0OjkEmM1mkUwmUa1WmcdECnYrQiakgND/q/+lDEZ6rVKpcMhQ/Nt2gp5pNpsVoS6z2Xxo\nGWc7OztYXl7mcI7NZsPQ0JCCn9BOrlk2m8Xnn38OAPj000+RTCah1+t5DwwNDbVEAVcrkeVyGdls\nlhX/zc1N3LlzB+vr62zgkUJFeyIYDHKNGuLzNBJSUfOR6DMrlQry+TwSiQSHlx4/fozt7W2uo2Mw\nGLh+DyktmUwGDoejKRexwWDgS5SMaDGsvLGxwaHdXC6HUqkEq9XK89YMUKjJ4XDwHAwMDCgI9oA8\nl/RcqgdFig3QPIWbxoWUJZvNhomJCQ6FkQyVSoXvGUmSkM/n+T1er1dxbjVDHkDmQlmtVpw+fZpl\nI3lo77tcLni9Xl4vRqMRPp8PHR0d/HmNoBHO0n8nSdLvA7gF4L+v1+txAL0Argl/s/7r1/YvmMGg\nKHyVy+V4I3k8Hua3APKmjMfjWF9fZ0uFNiRt9kYHipSAYDCIb37zm3j//fcBPI3z04IimdLpNFuV\n6XQauVyOlYRGCZMEUpaGhoYAyMrHa6+9xlktJI9er+eLdnNzE/F4nMdJJM43A7S4aTM7HA7W9PP5\nPC5fvsyLORaLIRKJMIepXC4/czg3Y6zIsyBJkkJZstvtOHPmDAD5ELpz5w7K5TIrb8FgkDdiK0Df\nS33p6nQ6LoRHIAvuMJQk8hjSvNFrZKy0k9hNII8JEfNpXHw+H06ePNm0A/tlcohJA5QZ9NFHHwGQ\nPTeVSgU2m42NqampqZZ44khRIoUklUphbW2Ns6xmZmawvb0NSZIUSq7BYOCza3R0FMPDw7DZbHwZ\nHnRuxXEplUqK8zuVSiEajWJlZQXLy8sAZIXEZDKxkefxeDA5OYmRkRE2VqxWa9POArWHSkxTD4fD\nCr6gz+dDX18fvF5v05VcvV4Pk8n0TEkCAslF/Knl5WXU63WYTCaet2auJTL2gaccUtGIVnsE5+bm\nkM1meU94vd6mlsKg9Wc2m2GxWBT3C6D0FBaLRSwuLvJ9U61W0dHRwedUozjot/rfAYwCOAMgBOAv\n9vsBkiT9R0mSbkmSdIs0eA0aNGjQoEGDhqOGA3mW6vV6mP5fkqT/A8CPf/3jBoB+4U/7fv3abp/x\nlwD+EgDOnz//jGtDdMFRKqXoJRJ5COQlcDgcnPJKNRiaFa8kEEOftG+y0kQrhdLlSX6DwYBkMslW\nid1ub5o8kiTx5xoMBhiNRlSrVUXmnZi+X6lUUCwWObOpmW5TEVRATvQAUmiEQpjpdBqJRIK9XuVy\nGR0dHS1L1xfDhAaDAQ6Hg62zY8eO4fHjx4jH4xwnHx0dbUuxRTEEAMhj5/f74XQ6me8Vi8UUnIl2\nYjf+C3kNgfYXOiV5AJnrQqndgOyRGBoaakthUXU5CirZQSFu8qQEg0H2knd3dytka0ZGLP1bKpXY\nqt7a2sL29jZnvul0OoyMjMDlcvH6NhgMsNvt7M3p6OiA3+9XeDUPkglH4yK2zRAzcuPxOGctUsaV\n2+2G2WxmL3lPTw86Oztht9sVZ9lBPF1qz/lu3ptKpcJn4szMDNbX1/lcPX78OCYnJ+F0Op8J7apD\n6fsBvWe39SCuqeXlZa5xtrKyguPHj2NoaIjvoGbtPTofxbtJ/Gya00QigZ///OcAZM+uxWLhMJzP\n52tqWJBk2a3GllgzC5DH5s6dOzyPgUAAJ06c4PV+KGE4SZK66/V66Nc//jcAKFPunwD8P5Ik/S+Q\nCd5jAG4cVDjxy4kDt1toRpIkOBwOLkhVLBYRCARaUsVXnLTdPpMuP7qIE4kEqtUqp4c2q+Lqbs81\nGAzPLFbxogNkJYU2Y29vLysErbjwyM0MPHtoUY0XulR0Ol3Li4uKB6+opFSrVVbeSAkoFosN1VPZ\nL0RZiKhIl182m0WtVjuUas+1Wg2hUIhDJqVSCXq9nrkAhyETlQ25fv06kskkXzhUQLBVMqmJy6Ky\nFAqFcPXqVZZte3sbdrsdXV1dOH/+PABZKVD3qzroehefTZw2KtMxNzeHnZ0dfk4gEIDP54Pf7+ex\nslqt6OjoYLKu2Wxm2Rrhe6nDtul0GuFwmDmbgLxmOjo6eO8TyVlUntR9xujMPIjyJpYOAJR9x4rF\nIqLRKPNdZ2ZmkM/nMTg4CAD4yle+gsHBwV37jB10fF70O1EBCIVC+PnPf47Hjx8DkJM/zp49i1On\nTjU1JPg8mdQ8uHQ6jSdPnuD69esAZDL8iRMn8O677wKQeUOtkGc3ygIZ/sTLu379OqLRKCv/58+f\nx/j4eNOUt5cqS5Ik/b8A3gEQkCRpHcD/COAdSZLOAKgDWAbwn379BR5JkvS3AB4DqAD444Nkwu1B\npmd+NhqNithuqVTC2bNn+bJr1eH5PGXJbDazgrK6uopqtcrktFZW7H2RPARqzgjIVlMrPQOikgvI\ni1wkgUuSxBwhv9+PYDDY0stXVJZEpZsO1Fwuxxwq0RvYDogHQbFYRLlcZi9cKpXiIn3tRr1ex9bW\nFnsGKpUKqtUqe23bBVJua7UaHj16BEDmcJRKJV7fHR0dbavmr/YC3L17F8vLy3x4FwoFdHZ24rXX\nXuMsHsq6ovc2ajSJF1kqlWKFNhQKIZvNKnidxWIR1WqV20F0dXXB6/WyMUPKSSPKG/DUU0MJOWtr\na1hfX2cFQMxgIu6LukI2KSa7nfX7lUn0coleUspcpua11ErjyZMnsFgsuHDhAgA5waiZbWl2U7ZF\npVcslnvz5k188sknfJdcuHABX/va15rGDVJnLL4oizEejyMUCuHHP/4xk9+PHz+O9957D8ePHwfQ\neEuRF8kCPCVzk3GQz+c5u3N6eho+n4+V3A8++EAxTi33LNXr9f92l5f/zxf8/X8G8J8bEWq/oKwC\n6or8azkU7vh2XjKkvJESQMRKylprddhC7arU6/XsYYtEIojH4wpLvNWZTOrPFrNvMpkMH5hGo7El\npMXnySRa0D09PQgEAkyIBeR5U1dYbhc6Ozuh0+kUoa9kMsmHajtb6dDhRbKQ11RUJMUxarVMlUqF\nq4gnEgmUy2UOv588ebLh1g8vg6hg1+t1DnXdvHkTMzMzHAZwu904deoUfuu3fosVy2a2DxEvE8rE\no/VBXlLy5pTLZfj9frjdbh4rj8ejIM2+yFu+V3lIFrESNIXgSLZkMsmeJ5ort9sNp9OpKJarxn7k\nUstCihoV4UylUqzULi8vY2lpiSt2JxIJTE5OslJJvc6arbiVy2WUSiUusgzI87a5uanogba+vs7V\nxa9cuYLBwcFdx2e/IUFxzmg+6D9AJt0XCgUep4WFBczPz+Px48d8n5w5c0bRFYIMGnGP7FUesbsC\njY3YiiefzysSGOguIy9XKpXCyMgIvvKVrwCQz3S18tZIwtDhdOXUoEGDBg0aNGj4guBItjs5COr1\nOq5du8auX+oU3e5mtuKz7ty5A0C2Fjo6OhTlBdolD7nUaRzm5+eRSqW47ks7up6rvytZsk6nE7FY\njC1xKsTWLEtgL3LRd6daWVS+H5B5QqVSiVNPGyFz7gX0+QaDAV6vFzabTVE0s1gsKoovtgMkUyqV\nYnc8eSrJmmzlHO0mT7FY5Ma06XQaer2euS5vvvlmW0j5JEuhUGCy66effopwOMwhwePHj+PDDz/E\n8PDwcz3cB5VT7VmSJLkkgNi7rFgsssfCbDbDbrdjdHSUybjUz0/NDT2ILNVqVeEZEAspUr0b2lfA\n09Yl5DEh4nkzZAGelpagsBY9O5VKIZPJIBqNMhF/a2uLi2ACck2+kZER5r48T469rnsxhFSpVHhO\nwuEwwuGwgohP0RGx95rb7eY6eVNTU7BYLIq5J+zX8ybyyuLxOMtCNIRoNIqdnR2WJZvNIhqNolQq\n8X67cOECvF7vM5yi/cikLntB3jXx2ZFIBIlEgmuEUZkZsQyO1+vFsWPHOElALBMDNB7y/tIoS9SE\nkVyGXV1dTSlgdlBQ/x5ADud0dnYqCnm1G3QQ6HQ6bG5uKirEtrugoMgbstlsTKwkt+nzsjGaLYOo\nLFEBNr/fz5XXQ6HQM1V7WzlOYubHwMAAxsfHmSycyWSwsrJyaH3YDAaDIouKsi6B1iuRImq1GiKR\nCIfhKpUKjEYj8xS6urpaLofIE6L+b4DMBazX68y7ee211zA1NdUyg0RUUHQ6HQwGA4fYent7kcvl\nFM/t7u5GT08Pn0NqpbIRxY2UEpJLXKd2ux31ep0VRjFER/KJWW8HhaiUkCzxeByxWIyJ76FQCKVS\nCfF4nI20crkMnU7HypHL5UJPTw+vb6r0X6vV9j1e6jpcsVgMKysrAIDbt29jeXkZ2WyWjfx4PM5G\nGqGnp4frdFFF792I5mJtvb2MUS6X41qA1Dg4EomwLLlcDtlslrmK1Ny4r6+PKSVUxFRdH49kEakO\nL4JY3+7+/ft49OgRtre3Fc8Wa3WRIZDP53nNj4yMYHBwUGFIipnhREk56Dr7QitLYly6Xq/j7Nmz\n+NnPfgZArvLdLgtTLRMtnImJCQDA3/zN38DhcLS8bcbz5BEtoJGREYRCIUxNTQFAy/kdL4LJZEJn\nZyenx6dSqZZm5qkhHjBGo5F5SyIxVTyYWs3rEr0PPT09OH36NFeDTiaTWF9ff6Z8RqtBqcRUaRiQ\nOR0iSZfkaTXIg3Hjxg02isgLNz4+DgBtaaBLl2gsFsPHH3/MXJdKpQKPx8P7/tvf/jZsNltLFCVS\nUEROWy6X44vJbrdzOj4gn5GnT5/mliFAc3hvYmIEXXalUklBDAagWD+k5KXTaV7zNE6NrqNaraYo\njbKysoLp6WlWUKgSt2jMulwu1Ot1RcNe4GnrKioZIF76e5WVSjoAsqfm4cOHuHnzJgCZK5XP5yFJ\nEp85hUJBsV4CgQA8Hg97DFOpFOr1Omw2m+LsFht+70VZyufzmJ6eZkV/fX2dm+CKZHN1VqPH40Ew\nGGTvZKFQQDwe57tNLI8jjuWLQAbQT37yEwByRIaSNsQSFsVikcemXC4jFovBbDajs7MTALi1Gc0b\nlacQ20g1shc1zpIGDRo0aNCgQcML8IX2LBGo+OHw8DBrlRQLPyx5LBYL11VKJBJwu92KNMh2epfE\nhoQdHR1IpVLMN2mk99NBIHpzzGYznE4nW1XqjCv6+1bKQqAQhslkUhTPozh6O6AOTw4PD/NY5fN5\nziJqNyRJbqsjhuHEcGm7sgWJI3Tz5k0eB6rPQ5lLreRykZeWQgGPHj3CtWvX2DNqMBgwMDCA119/\nHYDs3W5lvSex9xtlVFFK9/z8PLLZLPMk+/r6MDQ0pLC0gebsL/LmUC2gubk56PV6DvVbLBYUi0VF\nG418Pg+DwcDcSTV/6qByqTlKn3/+OT7//HPe03a7nbmsPp8PgFyypFgs8nv0ej3PKSCfmeRN3G/9\nKcpSpHH5t3/7Nw4hV6tV5h8RqA4XeWSIt0heu3v37qGjowNOp5P3o8/ng8/n25MXh/bN5uYmPvro\nIzx8+JDl9Pl8sNlsfB5ns1lFWxWXy4WhoSHYbDbmXU1PTyv6tNlsNkVh4b2UXikWi7hx4wZ7uba3\nt9HT04Ouri5+djgcRiaT4fuqVqshGAzixIkT7Fkym82Yn5/nPUCZn7QOA4FAQ6VgvtDKkvqyExed\nw+F4btp3Oy5gg8HAG6xWq8FgMLCbd7dCh62uu0SLl3rB0bgUCoVneue0qz6NXq9HPp9/pnaG3+8/\nUOppI7JQLapCocDzlM1mUSwW2x5uotITLpeLyYvFYpEb/bYb1OePFMdyubxrH79WQTQyNjc3kUgk\n+NCnUC6ROludrFCpVJgYfP36dTx69IjHxel0YmhoCG+88QaA5tSc2Q20f3O5HGZnZwHIF4zFYmG+\nXTgchk6nY6Px5MmT8Hg8Ta0eTrJQqjcpGLdv30axWORLzGg08iUKyMqJx+NBb2+vItGk0eKBFBJM\npVK8b6iJOYWSOjs7USgU4PP5WHmjZ5O8VqsVuVxOwVkiwrp4Lr1srVGolJQwqu5O68dmszHHjkpL\nOBwOeL1eHqt8Po9UKsUlIDKZDCKRCNxuN8+txWKB3W5XJKLsNrdiSPD+/fuYn59nTqT4PjEcSY2p\nAeDUqVOw2WzY2NhgherRo0eoVCq8rjo6OjA1NcWyOByOF8oDyBSDq1evYmlpCYB8vjgcDoRCIQ6r\nJxIJDqECMo/r4sWLGB4eZuUoFAphdnaWP9dms6Gvr4+bpYsdGw6CL7SyJEKSJBQKBdYcP/30U5w9\ne5Zjq+1q9inKQxaFXq/H3bt38fWvfx2AvBnbXf+JnhOPx6HX69m62djY4EO03fwuSZI4mwmQ4+YL\nCwvo6ek5FH6XTqdTxMULhQKePHmCsbExAO3ld0mSpCDC0kFHRSrb6Z0kfgnxQAqFAjKZjEK2dshT\nrVY5c4kOfafTic7OTrYeW6kskVeJFJKHDx/ymACy5S1auq3MeqX1QNlBoVAIuVyOL9VSqYSOjg5F\nYUXKNmuFTOR9BGRjcHt7W+Hldzqd6OnpAQCMj48jGAzC4XDw3m/W+UPeaVGpcblcPC6pVIoVDeK5\ndXV1oVKpsCzFYhGhUIjXlGgY7NfzVa1W+R6gukEiyZo6OxBhemRkBL29vbyOw+EwVldXFQVhc7kc\n18gCwI149yKTmP1G9aboO1PRW4qIdHV1YWxsjMnlbrcbyWQSOp2OCfPJZFLR9aBUKimUp73IlE6n\nkclkWDZqgRUOh3kvBYNBjI2NMR/w3Llz6OzsRKVSYT5aMpmEyWRipZ3OT/rcRvejxlnSoEGDBg0a\nNGh4Ab40nqVarYY7d+6w5X3v3j0kk0l245nN5rb2sKrVahzDr9VqXN8IeNpbq91ZcYDsvZEkiVNG\nSfNutzwkUzab5XmJxWLY2dlBqVRqa5sRUR7gqXcil8thc3OTQz6tbFOzmyzU4gR4WhmXLOSenp62\nrWfy6JDrvVgsMm+HZG2XHPl8XlEN2mKxoKOjgysKt3J+qtUq4vE4fvWrXwGQz5hMJsNrtbu7G+fO\nneN06lbyp2q1miJDq1gswmAwsIfC7/djamqK6/NQQ+tmjw9xEC0WCz8rFovB7/dzKGZ8fBzj4+Ms\nm8fjgdFoVNAB1Pv9IJ5KSZI46474SOQVFuvvTU5O4tSpUxzqIq8MralsNouuri7F/FFfxv16lkSP\nW3d3N/r7+5mGQeVKLl68yN4c6olH49LR0YHe3l7e99QvMhgMKuZazLp8kWxir0Dxc+PxOILBICYm\nJvDmm28CAIaHhxUeLJ1OB7vdjmq1yun629vbcDqdPN59fX3o6+vj3+9lzVksFvT09PD9uLCwgHK5\nzLxNQK7ndOrUKfY0uVwuGAwGlEolDkeWSiU4HA4+C6ipNs2zmq+3X3xplKVKpYKtrS2+XDKZDDY2\nNrh2xvN6DbUKdMEAT+P6RNKjDdPO0CDF36n1Co1DJBJBPp9XEA3bOUaJRELRmyqZTKJYLCoKeLYL\ndEDT4WA2m5mfA6ChePdBYLPZ+MKp1WowGo0KMnw7Q3FUWwkAk2Pp2dVqtS28LuKJGAwGXjMDAwM4\nefKkomF2q55N6eW0rxOJBOr1Ohtkr776Ks6dO8frpJXnDY0FcX4ymQysViuHlvr7+xEIBHicLEry\nmwAAIABJREFUGiVOvwjqhJavfvWrKBaLXG+KCqyKrUzUCnaz5s1gMHCqPwC8/fbbOHv2LCtCnZ2d\n8Pv9ivOXDBGSyW63c29GQF7fxGvazziS8kbhvKmpKXg8HjY0fD4fhoaGFORsegbJS0kwFPLO5/Nc\nW4jGl0jgLxtD4mUCcpsSt9vN9cnK5TKGhoZw8uRJBel+t0SOrq4u/pxgMIihoSFWjlwuFzo6OvbU\nk5XG0Ofz4bd/+7cxMDAA4KlBPzQ0hFOnTgGQ17PD4di1PALd8VTjjD7H4XDA7XYruHO/8UUpRbIj\nHVxerxf1er3ljXSfJ082m2XCms/nQ2dnJ1sq7fZy1et1vmQ3NjbQ0dHBC2g/8e5mygPInpt0Os1c\nho6ODni93raPD8lULpfR2dmJyclJALKVd+zYsUOrRdXb28uck/X1dZw+fZoPsnaOj16vx+XLl/HJ\nJ58AAGZnZzE5OcmWLR1CrV5DVDhwZGSEFZLJyUlcvHhR0ZuqlQqKxWLh7039+9566y0AwB/+4R/C\n7XbvO2PqIHIA8ryI1bgDgQBb2XSBNqPo5ItAniWj0ciXN3Eg6bzbrTkvKfqigdaowk3KidVq5T3r\n8XgUhRFftD7ECvomk0mRTHFQY9tkMvFlTgkAJAspRrt9plhgUuztSYaJwWB45nP2Aton/f396O7u\nxmuvvcbfWV1LSv2ZpGx5vV7mKKl7VdK878fItdlsOHv2LHsmyTDcbQ2pQckDwNNkD3FN0doEGje8\nv9DKkliUcmlpiZUTQC4IeeLEibYcomrUajXutA3IkzQ1NYXTp08DkD0U7ZKHMkQo62FnZwc2mw0X\nL14EAFy6dOlQ5AFkd321WmVX67vvvot3332X56ydILnOnDnDmSmXLl3CmTNnnrHO2yELIIfa/uzP\n/gyA7CYfHR1tC3lYDaPRiKmpKfzFX/wFy9Ld3c3hpnZ5/wwGAyYnJ/Gnf/qnfJFRuKcdyiOFIb73\nve8BAN566y34/X7OFqLwUrsyJq1WKyso/f39sNvtioKT7drTdCGJpF7x2bvJsNvvmiGrJEmKS3a/\n76V/xUu2GfIABwvLUmYsydKoN5neK37mft8vFsBUf+5BQNm2BzFKJUni97U6KUgjeGvQoEGDBg0a\nNLwAX2jPkrpGDqUVA3KrimZZBweRy2w2c1ovNYttxMJoFOSqpCJpFJ40mUyHIg8gx7cHBwe5Tsa5\nc+dgs9na6jURXf8WiwWvvfYa1+Xo7OxkYmw7QZatzWbjmD291u7wpCgLeQBHRkbangwAyB4ssZ4M\nydfO53s8HvbmTE5OHso4EF9J5K2005OkBq0R9Wsamo+jMq5HRQ4RrZbpC60sESRJgt/vx/DwMIe+\nqHbGYR0eXq+XY7CRSASTk5Mt5zI8TxaxWu358+eRSqW4cF67+Uriwep0OvGNb3yDQypjY2NtzTgj\neehfdcx7L6TJVsql5hAcFlpJDt7P8w8Thz0GIvR6fVv6Fe4HR0UODRpaBaldab8vwvnz5+u3bt1q\n6DPU1bp3s3baCTG74igdtO1utaJBgwYNGjQcVUiS9Hm9Xj//sr/TOEsaNGjQoEGDBg0vwJciDAe0\nN5V6Lzgs/sDLcBRl0qBBgwYNGo4yjpaGoUGDBg0aNGjQcMTwpfEsadCgQYOGowuRU6rmc1KXAwJF\nCqitC/1to55xeq7IKQWgeDY9T5RRlJPka4aX/nmcYVHO3aImuxX4bBV2k/EoRCja3XFCU5Y0aDii\n0Mj4e4f6QNfGTQlxfKgobK1W4/+Ap0qBmG3XDHoDKSbic6vVKiqVCvfyBOSebNQKxGg0wu12w263\n81w2oqDQs0kpE59NXe9zuRwAufWH0+lUdFxwOp2Kop/NAI2JOAelUgm5XI5lobYrVPrFaDTCarXC\nYrEoijE2S3ETlcharYZKpcJtXwqFAkqlkqJ3p9FoVBSppOKkzVw34s+k1JJclUqFW5xR9jDJRmVx\nxGKpjUALw2nQoEGDBg0aNLwAX1jP0lGzJI+qPOSdOGx5SBa1t+Qw5VJbLoc9TqL1K7r7xX8PA2TR\nkYVZq9W4sShwuONWrVaRy+WQSCQAgHuUidZ2O0t3iB4UsnqLxSK/ZjKZFK1Bduur18qectVqla1z\nkkn8vU6ne+b1g669552J9IxyuczNxbe2tlCv17nVUDAYZK9AozWl1N4JenapVAIgN6eNRCLcLmt9\nfR21Wo37ME5MTKC/v79pbZhEzw3tK/IkJRIJhEIhrKysAJBr9CWTSd5rgUAAw8PDGBoa4tZHTqez\nYe8SjQt53QDZ05dIJLhx9ObmJmKxGDKZDD/LbrcjEAhw89q+vj74/X5F251G5QHkfV4oFHifRyIR\nRCIRxONxZLNZAE9bw5AXrre3FwMDAzxOjfYc/dIoS8DhX7z071GoqyTKI+KwKg4DT93+R0kBoM0o\nhh8OY4zoAAfkS7Zer0Ov17/QhdwOngKFKzKZDB9UqVRK0c2bqpy3S3migxOQG0P/4he/wKNHjwDI\nhUQvXryI1157jXvXkTu+VUVhxb0mzmM0GsXc3BwWFxc5VOBwONDR0cENbwOBALxe767d1JspGyCP\nG4VR6HfqPViv1xV9w1rFy6Fm4/Pz8wCAe/fuwel0cv/MQCDQkoKsouJP81Qul5HJZLCzswMAWFxc\nRDKZ5J+dTif8fv8ztfyaJUsul+MuBuFwGNPT06y4RaNRxGIxVmACgQBisRiy2ewz4aZG54rWLnXB\n2NjYwPLyMp48ecI/Z7NZRejUZrPB6XTyXrt8+TImJib4bGjkjK/VarxWM5kM1tbWeL3MzMxgc3MT\n5XJZEUbW6XQ8R1arFadPn8Y777wDABgdHW0ojHpklSXRQqtWq4pLtl6vK2KpgKw1qg/EZh6K4oFY\nqVQU1hd1rAfAC8lut/NipoXcikNajOPSONVqNZaDtG632w1AbulBHbQJrRgnineLlko6nebmuYBs\nPbpcLm690kplReQqADI3IB6Pc4PhbDYLn8+HQCDALSToEGqVckdjRYc3KSOrq6uIRCIwmUywWq0A\n5CatDoeDZbPZbDCZTC1ROEUORaFQQCQSwfr6Oh9Ut2/fRi6Xw8jICADgzTffxNjYmEI5AVqjzFWr\nVeTzeTx+/BgA8A//8A+4du0akskkALmxLnVmv3DhAgCgo6ODm0UDzSPnAs+eU6VSCbOzswCAH//4\nx5idnUU2m2Wl1+fzIRgMsrJ0/PhxHD9+HB0dHQCeKu3NkEtEpVJBNptFJBLhy5C8cPS8crmMbDYL\nvV4Pv98PQFbuLBZL04jVgLy+isUiwuEwZmZmAMgXsd1ux7FjxwA8VRpFBaVZc0YeC/HcrNfrfDEb\nDAZYLBY+QwuFwjO8q2byCUUFJRwOI5/P85lotVrh8/lYNmpXFQ6HWZnzeDywWCxN4wmRl2t7exsL\nCwu8t+i8cblcLE+xWFTwvQwGAzweD3eMOGgrLbWxn06nsbGxgenpaQByCzGz2cznICDPUyqVQiaT\nASB7CNPpNBwOBwDZ09SIB07jLGnQoEGDBg0aNLwAR9KzVK/XFfHJlZUVbG9vczy7UCigXC4jHo8D\nkLVXp9OJ8fFxeL1eAE97nonenUYatJImnc1msby8zG5SSZKQz+fZzR6Px2E0GuH1erkJaiAQgMVi\nYS2b/r9R12m1WkWxWGTvyPT0NFKpFBKJBGv60WgUer2eNf2pqSl0d3dzXNdsNsPtdisa6jbCDRC9\nSIuLi1hdXUUoFGJZNjY2eCw9Hg8mJiYwOjoKQHZ3ezwedHV1MT+gGe5l8vxlMhkeq7W1NczMzODh\nw4cA5Hkzm80YHBzk+Lvb7UZ/fz8mJycByFZ2MzNPaKyKxSLi8TivqatXr2J1dRWlUonXvM/ng9Fo\nRH9/PwDg3XffRTAYbJoX53mhJLLWtra2WD5yf9N6uXnzJlwuF3svm93fT+2VyOfzuH//PgDg/v37\niEQi7HELBoOwWq3I5/PsVSW0wrNLHlRAHqsHDx7g7/7u7wDIvIp6vQ6LxcIeQr1ej2w2i7W1Nf4+\nLpeL55k8mc3i59Be29zcxO3bt7GwsMC/HxgYwMjICHsxUqkUVlZWoNPp2Gs4Pj4Os9m8b3nUcohe\nmVKphK2tLTx69Ii9I/Q3lA1H3s1qtargLB1kXCRJesZTofas63Q69owajUaWg35PYTsaq2aE40iu\ner3On+t2uxXnNX1fOs/z+TxKpRIKhQI2NjYAyA2/af00Ko8Is9kMv9+v8LR7vV4YjUb2hKVSKayu\nrvJ6XlpawuzsLMbHxwGA1/1BZBHnW5Lk5vTBYBCA/J3priAvZDKZRCwW45D8vXv3sLS0hDt37gAA\n3nvvvYbG6cgqS6lUCp988gkA4OOPP8bDhw/ZbWo0GuH3+1lByeVy8Hq9cLvd7M52OBwwm8148803\nAQAnT56E0+k80GYTD53Z2Vn89Kc/xfXr1wHISkGtVoPT6QQgX3ylUgkdHR346KOPAAAul0sRUvna\n176G06dPw+l0HsjlLoZvotEobty4AQD4yU9+gq2tLRSLRT4McrkcKpUKu/1v376tCEnY7XZ85zvf\nwdTUFLsrDxoGEMcpHA7jF7/4BaanpxGLxQDIG2tnZ4fnrb+/Hzs7O/j000/5+zidTnz/+99nBcVm\nszUclqALLRqNstv/wYMHmJub45/T6TRGR0fh8Xjw4MEDAPLYiRfZ2NhYU5Q34FkicDqdZhfz7Ows\nIpEIhoeH0dvbC0BeVzs7O3yIX7hwAYFAoOkhit3SdYvFIqLRKCtDp06dQi6XY0NEVPwIzZRHLVsy\nmeRQlyRJOHPmDI4fPw4AfJj7fD6FItnMcKU6JE9K2f379/Gv//qvfLEFAgF0dXXBbDYrwprJZFLx\nvaxWa1PSm9Vp34VCgRXcv/7rv8bMzAysVqtCKSBDCZAvm3Q6DZ/Px/I0Mm5qBZzWSCqVwt27dzE7\nO6vglxiNRkVIU722m6ns6nQ6PleIFDw4OAhANmaz2Syi0Sj/fS6XU9RiakQW8b06nQ4mkwl2ux2A\n3ABeHCuz2QyLxcJnJq39jY0NDo81o2G8WDaCDFWfz8fPJ1mIn0hjkUqloNfrmZCeTqcRj8ebJg+t\nQ5vNhq6uLr5nnU7nMyFiCmfSGnr48CFSqRQ7VRqV6UgqSzqdDhaLhePmBoMBXV1dfBEHg0EMDw/z\nYZ1MJlEqlRRcouXlZTx48ADr6+sAgD/5kz9hZWC/ECfNbrfDarVypoTFYlGQXc1mM9ehIHkrlQoT\n9wDZO9Xb29uQPICs1JhMJr7M+/v7UavVYDQaeVHpdDoYDAa+6Gq1GjKZDHt77ty5A7vdjqGhId6w\nB4V4KdlsNpw4cQKxWIw3WyAQQH9/P8s2MDAAg8HA1uXa2hoeP36MmzdvsmVLHrBG5dLr9fB6vWyZ\neDweeDweDA8PA5DX1Kuvvgqv18sbf25uDolEgg/NkZGRphE8RW6KJEmoVqsca9fpdDh9+jSuXLnC\nFubKygoeP36suFSbSTYV5RL/pfWi0+l4jQeDQYRCIaRSKQDgw75VBGoRZCCQgkIe3LGxMX52LpeD\nx+Nh46RRb82LZMnn81heXgYAXL9+HfF4nL3bExMTGBkZQalUYo/m0tISqtUq70fad83I+BK5k9ls\nFrOzs/jBD34AALhx4wacTif6+vowMTHBz3a5XIqLemJiAhaLhc8m0bA6iEzAU2OF5mx2dhYzMzMw\nmUy8HwF5PGnObDYb81CbqejSGaXT6RS1grq7u3lv6fV6hWdpZWUFhUKh6Uo3fR7VcQLk7y0W4qTv\nT8qTwWBgby/dLwfx/D0POp2Oz1y/3w+/38/jshtH0mg0KnhOlNHYrHGi70XcLXKGmEwmjh6J56DZ\nbOaxKxQKijXVqNGtcZY0aNCgQYMGDRpegCPpWQJkD8758+cByB6ITCbD7mKPx6PwOORyOWxtbXHt\nBQB4/PixIiWzUa2SYsqjo6P43ve+p3CBulwulofi2/F4nD0mq6uruHfvHvMs4vF4Q/wpAsW233jj\nDQDA5OQk1+Qgbw5lvpGlFI1GsbCwwG7UmZkZpFKppoSXKK4MyDHlK1euYGxsjLln5XIZFouFY+B6\nvR7pdJpDYYVCAZubm8jn8wfOonieXORtI35UpVKBXq/Hq6++CgA4e/YsZ52QxRmJRJDP51uSRUWf\nBzy1ZMnyHhoawttvv43+/n62mmgt0TpuVSYcub9pfeRyORQKBfj9fvZg1mo1DvcCcsjb6/U2dc6A\nZ3khxKUiTxcgeytPnTrF3pFYLIZCoQCLxcKvtSodv1KpIB6Ps2eJMnQoJHjmzBlYrVZsbm7yeZFO\np1GtVtkzPTg4CIfD0fBckleJQg7z8/P453/+Z+bkdXV14eLFi/jqV7/KHkKDwaBYRyJvkV5rZE7V\n2Z4k2+LiIrq7uzE4OMhnAf1+aGgIgExdMBqNTTknAaXHlDzy4v4T/6W/oShFsVhEPp9necTPaxTk\n4SLPkrqKNu1HMcwdj8cRi8X4PrTZbE0bIwoLAmAPKWG3kL9er0csFuN7trOzE729vU05m0RPnslk\ngt/vV8yjum4feeBone3s7ECn07E3ymAwNJTFeGSVJb1er3AFiwen+tKy2+1wOp3o6upiZenatWvI\n5XJ8MLjd7oYmkN5rsVjQ3d3Nn0uDL352rVaDx+NhF7Pb7ca1a9f4cuns7GxYHuCpEkAufafTydwk\ncQGJnBKKQ1+7dg2AfOB3dnbCZrM1ZYHTZ5AL3Ww288UgSZLikKJwBKXofvLJJ8z3amadFzpwjEYj\nX/idnZ2wWq3o6ekB8PRgyOVyfFjkcjlFq4FmKkriZ0mShEKhwJf7iRMncOzYMZjNZg51ra+vIx6P\n8/xSeKRZMtHnqImwhUKBDxy6ODc3NxEKhZjk2dXVBZfL1bY6RqVSiV3rdDYQ2XVxcZF5FmQwNLtU\nACmSdInSviZuYl9fHwD5gE8kEpiensbq6ioAmdwcDAZZoero6IDD4VAoKfuRVVRI4vE4l3e4du0a\nVldXeX1fvnwZ7733Hrq7u58pryIqDeow7EHXmMjJI1I+FaB0Op3o7+/nwpOArGgS1wxAUxUlEc8L\npYnjXqlUkEwmmQwfj8eZztDsM4AoHmoenPg34mtra2tYWVlBsVhkJaAZpR1EeUQuIoBn5NHpdLwH\n4vE4ZmZm+Cw4duxYU5QltWJGMhGI00YhVUI2m2XjO5PJoLOzkxOtGg1XHlllSdykYqGp54Ey4hYX\nFwHIXoFarcYE70Zi7yJocp4nD71uMBj48iuVSohGo7zALl261NQFTocfkRZF7ZkOLVHZo4MVkBfd\nmTNnmiaPWi4xC5BeFw94vV7PmzEej6Ner2NkZKSpypL4bFKEyFMi8sYqlQry+Tx7cXZ2dlCv19nq\na8XhTXIZjUYm3vp8PhSLRc4oBGRPQTQaZY5VszPO1PLQHOXzeZTLZWxvb7OHcG5uDqFQiJURql/S\nKjnUFzeR9ek1o9HInptEIoFjx44x0RtoXn0sdVaXWIEZkLmTVquVlQIAWFhYwMzMDO/RsbExXLx4\nkcnELperoYKZJAspI/fu3QMgcxEjkQimpqYAyF5nMqrEs0ssfCqOUyMcKhoj0TOzubnJiRO9vb3w\neDwwGAzs8U6n04oeY830BoqeGrE2nVinD4BCAbhz5w7m5uYAgIsuNstzqpZFfI2UAHHca7Uan0mf\nffYZ4vE4+vr62AvXjLNAXNci1IU4aV0QX+rmzZtYXV1lY3Nqagp+v7+h+RO9a6LSpK5zVa/XFX0M\nK5UK5ubm2GCw2WyYnJzkZKFG5+/IKktqvGgxkHZeq9V4oCKRCEZHRzmU1+wQgVoecVJJaaGJXVpa\nQjgc5gPy3LlzLbtc1IQ3+ll0qy8vL/OB3tvbi8nJyaaPDz1bJFKKBxXwVLmjzKZQKISuri4MDg42\nrfmhWh6SxeVyoVwu8+cXi0VuYEmHeigUwvj4uCJs2ArvksFg4GKFgHzxkUJCZPOFhQXkcjm2vInc\n2GyovQ06nQ6lUgkrKytMUt7Y2MDa2hp7R4LBYMuqsYvrmWQTww7JZBLT09MsWzAYxMTEhCKjS+0d\naWTcxAOc1jZdDNlsFjs7O2yIEKk5GAzyOfTqq6+is7OTw9WNkM/VpTqoiCAgeyBEgy2VSiEUCsFq\ntbKBQB4tdWr+QcdKTeimCzUUCuHjjz9mL+nw8DAymQyi0Sif16VSCcePH2+6d5IuWLEBazabRS6X\nY3lJ6Sdj4NNPP+XIBCAnzgQCAcUaP0gWqlrZpoQkdYFM0VtSrVaxs7PDmeELCwswGAyYnJzkBCix\nWPNeZVLLQgWN1RmV1WpV4bQA5Lmiebt58yYqlQpOnDgBAHjttdcUzY/3GvZSyyKOifidRC8XrRV6\nbXt7G1evXuV5O378ON5//332rqodCfuFRvDWoEGDBg0aNGh4Ab4wnqUXQSTkUXp+PB7H7/3e77G1\n3uo+ZGptVa/Xs2X15MkTbG9v4zvf+Q6A1lrialnIVSlq5k+ePOGSCt/61rda1odJLctuYRXRSllf\nX8e5c+fg8XhaNj4iYVCMvVM/LGrvAcgelCtXrrB13iqZDAYDAoEAW97hcBjRaBThcJit3Vwuh1Qq\nxfypVvawEz1LZrOZSdU0LhQuFTlBajRiwe0mjyiXXq/ncZienuZaYoCcrn/8+HFYLJZnvBTNlodA\nIcBMJoPZ2Vm2kG02G4aGhjA6OorLly8DkPe+6I06qFzqMAW1wSDYbDZ0dnZyCHlrawvJZJLLsAAy\nv0QsGthICyRRFmr7QvXVFhYWEA6HmecpSRI2NjYwNzfH5HiDwQC/38/zuBvN4aBeLrGdSDQa5cQN\n4i8SSZmKF967dw/hcJhrnPX09PBaP6hHCXhKdCeOZjqdRjabRbFY5O9NDappDUWjUdy+fZtr6SWT\nSRw7dgwnTpxoiEtJ9dPIC5PJZFAoFBQ1m8rlsiJMazKZUKlUsLm5iR/96EcA5JB8IBDAuXPnAMiN\ndA/igRfXbzweRyaT4eeLzxa98VSfjPbfj3/8Y9y+fZtDgq+++ipeffVV9uI2uv+/NMpSvV7H6uoq\ncxnMZjPef//9lnBf9ioPhQbW19dRr9dx5coVAK0LobxIFnpeOBzGwsICx+vPnTvHi6mVMuz2c71e\nx9bWFocOisUiE5tbPT60oUW+lyRJSCaTHPoqFovo7OxUhEybqQQQdDod7HY7H85msxlGo5G71gNP\nL2SxfhbJQ2hFiNBut6O7uxuLi4s8VjabDdlslgmm6sOxFWNEoBAPZd+EQiFUKhWubH7p0iV0dXW1\nlNNFY14qlRCJRBRd2be3t/n3J0+exPDwMM6dO6coBNmMcC6Fs0WeicvlUiQA9PT08LhIkoStrS3O\nGgbktURhXUIjHCUyPEi5pnFZX19XhJnr9TrXCiIlRq/XIxQK8XonPuNBZAGehmaomCudMffv32d+\nFO2hTCaDWCzGVajD4bCCbN7b28thIZLpIOElCtNSodDl5WVEo1EUi0XFPUU9NQFZyV1fX+cEhoGB\nAQwODioy1ShUtheemTg+oVCIOZHT09PI5/OKvqIUkiVF0W63Y2dnB/Pz85xl6XQ60dvbyyRqk8mk\n4KvtxaijTE4iZt+/fx/Ly8usEAHyPIqf4/V60dnZiUQiwY1+r127BkmScPLkSQDAG2+8Abfb/QzP\n6aB770uhLAHy5C8uLvIGHRwcxOjo6KF1tq9Wq7xBFxYW4PP5eBJb5cV5mTwky8OHD3kRnj59umXE\n5d2gJnivrKwwKVWv12NiYqIl/Knd5FBvZCIy07wZDAYunEnvadU4UYscQD6U/H4/AoEAe5a2t7cx\nNDTEJF11c+ZWkPMBuUzH0NAQ0uk0K9hzc3MoFossi7oBcqvGiQ7yxcVFvvCJEEvKSH9/PyvbrZKB\nxiESiWB+fp49KETSFzvEd3V1KQjwzaqITd4bepZOp4PH48Err7wCQObhiBmM29vb2NraQjQa5csj\nFouhVqsdWEEikAJLig6176E5AuSxEFO4qcsA8afS6TTW19d5LHerTr/Xi44a9QLyHD169Ai/+tWv\nAMjKh8lkgsVi4XmMx+MIh8OKBsOdnZ0KhaRQKPBn0ncQifkvGidxvdy+fRt3797ln4vFoqKQIhU6\nJWNgZ2eHm3zTuPT09ECn0/Hn0hzvhQdLc5/L5RTjQsqY+Hm0h+juSCaTWF9fx87ODt8fIyMjGBsb\nU7QRUbeoeRmo0Oxnn30GAPj888+RTCZht9sVhH8xQSccDuPmzZtYWVnhTFOTyYRjx47xPUuFRkUv\nY0MZ8Qd+pwYNGjRo0KBBw28AvhSeJbIkrFYra+QffPBB04p1HVQe0vxDoRCuXLnCWVXtloni04Ac\nA9/a2sKZM2cAyPWG2u19I02/XC5jbW2N52x0dBSDg4Nt83Sp+VS1Wg2hUIi9OcPDwxgeHm6Lp4va\nHgBP+VOlUomt3WKxCLvdznwTtWep2SBL1263w2AwYGxsjL22CwsL8Hq9ilpHjfBdXgbRE5lMJrng\nLCCXWdDpdJzxQrK3QgbyKpEV/vnnnytKKExMTKBSqfA4UXNhh8PxTG2jRkAetmQyyVZ/qVTiRtCA\nPCc2m01RliOTySAcDnMWld/vV1ACDiqXKA/w1EtE7Xu8Xi+cTievl2q1CpvNBr/fz96nSqWCSqXC\nZ6Y6ZR3Ym1eOvG7Ef1leXsatW7eYo1mv1+H1eqHX61m+bDbLhUwBed4CgQB7S6LRKO8D4i+K7X1e\nNja0h2dmZvD555/z+gDkGnwej4fnKRqNcuNqQPYA2Ww2LhlCNbwSiQRzlqg36cvK6wBPw5OLi4v4\n+OOPFV70YDDIdfgAMO+M5mh+fh7xeBwmk4kzYYeHh+HxeHgsqX7gfs7MUqmE69ev4+rVqwDksG1n\nZye6urqY56bT6VAsFnmNhcNhPHjwgEOmgMzBGxsbYzpDoVBQ8J5+Y0oH7AZ1vRCbzcbF7wGzAAAg\nAElEQVSHx+jo6KEoSmr3NCAvUGrCeljy0L/b29ssD/A0bbbd8gDyobm0tMQb+NixY8zJaTckSa68\nPjs7y2tocHDwmaqxrXy++BxKcyUCbL1e507b7YDoRqcm0BQy0el08Hq9irBKKyG60dfX17G1tcVK\no8fjQb1e54ujlXwpCtMS2XZ+fh56vZ77GPb39yvCCXq9nouzEpohW61WQy6Xw/LyMisXpByJpHtR\naaBu8NlslqvY9/X1HZjbRe8hfkqpVOJ+k1QTjM4/Wjdiqj6l8JMiQWFECu2qyxnsd3woWYI6zxMP\nh/rwFYtFfk2n08Htdiu4OWJVdVListksKxK71STaDdVqlWV59OiRItwVCASY8E9jl0gkuDktIBct\nHRwcxNCvayrZ7XaUSiXk83lWHAwGgyLN/kUgo/nJkydYWFjgMhdjY2MYHx9HMBjkz52fn0ckEmGZ\nqaDq+Pg4jh07BkCey0KhwMZLOp1WdJDYy9xlMhlcu3aNOUt6vR4DAwN4/fXXORS6sbGBJ0+eMK9s\nbW0NqVSKS4UAcqkA6p0HyEpwJpN5psjmQfGFVpbEidDpdFhaWuIB8Xq9z0xUKw9StUySJOHx48cA\n5MXc39//jGXUTnloXKanpzm2S7KJ8ojvaaU8gHz5zM3NcRx6bGyM/79dEOeLurTTgajOFmq3XNls\nlq06i8WC4eFhRWZHu40BOoTq9TrMZjMTdlutTIqk1EePHsHhcLCF3dHRgXK5zMUNGz0QXyRDqVTC\ngwcPuA6XyWRCT08PZwIZDAasr68riM5UlLWZY0McoUQiwQRdl8vFXllA9k6mUim+gO7evYutrS0E\ng0G88847AGSv3EG9cOpigcDT9TE3N4dYLMYKLBlD5JWh+k7JZJK5OH6/H5cuXWKvl5oHtx+IvLJM\nJoNsNsvrw2w2IxKJIJFIsCJpMBjQ09PDF7PP50NPTw/z4BwOB+x2+569SSLq9TorhNT8lsaLiOaZ\nTIZJ39QK6/Tp0wBko39oaIjPoUqlwpw8ddeIvYDmghQl+rlSqSAWi6FSqbBC8vjxY0SjUT6TL168\niDNnzmB8fJwzvcPhMMxms+JzRHn2sh8zmQwWFxfZO0Vess3NTVbmpqencf/+fUUC1xtvvIGLFy9y\n0cl0Oo2lpSVeM+RZ2o8sL4LGWdKgQYMGDRo0aHgBvtCeJRGVSgXT09OKJqiiJtkOL46IcrnM1oLd\nbldUjCW0Ux6yrLa2thS9qA5LHkB2k4bDYQ69tbK+0stAFmA8HuewAWVTHBYSiQRbWw6HA11dXYfC\nd6PMK7LyUqmUYq72atUe9Pm0b2KxGIrFIveiA2TO3c7ODlvvhUKhJd6lWq2G7e1t3Llzhzlt1COS\nQhvr6+tYXV3lnz0ej6IXW7NAlAOr1cohk52dHayurvI4hEIhrp0DyCGUQCCAS5cucdiikS4Cosea\nwi4UQrPb7QiHw5ylFIvFkM/nmUsyOjqKYDCIgYEBfk9nZydGR0c5fLNbn7q9QqfT8ZnS09OD+fl5\n9oTQGhKr4R8/fhyvvPIKy2e322GxWBRV1h0OB6xWK3tZ9uMtpO8UDAaxtLTE+yibzWJrawuFQoHP\n5+7ubpw6dQpvv/02ALnvol6v5zAXZR06HA4+pyjUu59xstvtcLlczI1aWVlhrw2dOfl8HqOjo9xs\n/Ctf+QqHv6n9it/vRzabZc8XybKfDgySJCla3WQyGdy9e5d5ZoB85hSLRa4UfvHiRbzzzjtMBQDA\n/EEKe1KZDnV5mIPiS6MspVIpDnsBcpojkXaB1helFFGv1xGNRplvQoX91CGxdl18VM8IkN2mHo9H\nEVNutzw0J1RXhVzvXV1dz/Tda+cYhcNh6PV6PhBGR0eZO9ROWQCZ60DyAPJl0tfXp6iv1Ep5RK4b\ndfKm+lORSOSZVOFWykOu/UwmA5fLhVKpxJdHOBxGKpVS9PxrtJ7K82TY2trCysoKjwO5+GmOotEo\nEokEX9RvvvlmUxMW6DP0ej2sViuOHTvGlxbxkWifr66uIpfLsTJy4sQJvPvuu7h8+TK/1qzxIW4W\nhUZff/116HQ6Vpbo0iJl5MKFCxgcHITNZuN5M5vNzCfa7TvvFcT3I27fhQsXUCqVOFyZy+WYc0fh\nG+pnJvKwxOdWq1VYLBYYjUZWAsSeZC8bGzrfXn/9dTbqAVlZkiQJdrudExTOnTuHV155hd9D+4/C\niqVSicsNUFjTYrEoGpS/CKQAXrp0CeVyme9M6oNptVo5vD44OIgLFy5wSJCUy3K5rGg2LipLbreb\ni0XSfLwMbrcbly5d4n20traGQqGAdDrN8zg8PIyRkRFcunQJgJxMQWFTGpvu7m44nU42GBwOB5xO\nJ3/nRo2WL4WyVKvVsLW1hVqtxnFyn8+nsErbeeHVajVsbGzw5DidTrjd7l3rPbRDHjEObTabYbPZ\n+ECnLJ9WZjOJEPtZra2twWaz8ZwRWbedXkAxM29rawtut1th7ar/th1yET8mlUopPCi9vb1tqdGl\n9siWSiWu0QPI3huHw6HgT4l7rZljRJ4tQD7sTCYTN6Ym2O12zhYS6/M06/nA06rUANgzsLW1hfn5\neR4Hs9mMkydP4oMPPgAgVxB2OBxNXzNEuu/s7MT7778PADh79ixisRhb45ubmyiVSpz1St6cZhPO\n6f0Gg4H3zdTUFPr7+9nCp6Kr5Amx2Wy7XuzqwooHlY2UN0C+8N1uN88ZIJ/HXq+Xzx0aD/F8FotJ\n1ut1rqm0X/nEWlIjIyOwWq3McYvH47BarfD7/Wyg+f1+RdINEejVfdNE781++guSkjM+Pg673c41\nieLxOMrlMhwOBxc27e3tRVdXl4K3SZ5E+hzyUJGX0mQyKRS3vchkt9vx9a9/nTM519bWUCqVYDAY\nWFnq7+9HT08Py0aZ7uLdpdfrYbfbeR0ajUZWJGkufmM9S+JFd/fuXcRiMV50NPCtLpS3m0zlchkP\nHz5kDbenp4etKlGWdspDRM9isYi+vj5FNd12y0OXDqWtkiztyvQSIXZtX1lZgc1m4+wmtTytHh/x\nYs5ms4jFYmxhnjlzRtHMs12yiG016JkUQhGz4VqxfujCEpUwKsZHF5Db7cbU1BQrS8FgsGUKpc1m\nQ29vr6Jid6VS4b39/vvv45133uED3WKxtMSjTeNsMpn4wnQ4HBgcHMTZs2cBPN3XYkPkVq0dUWEC\nwGRo9e93S7gR/19cYweVUS0LkbNpjmhMdvt89ZoXX1e/Z6/yiYqbXq+Hw+HgbETygqmbGatl2s3o\nBw6WMUjj4vV6YbfbOcuOlA7qHkB/u5s8oredjG/Ci8b3eTCZTBgaGuLzhIj3pGTT3xiNxmf2kxiJ\nENcfydrMda8RvDVo0KBBgwYNGl6AL7RnSfQKrK+vQ6fTscuQiHHtJsRWq1Wk02msra2xhetwONDR\n0fFMY89WQky3jsVi3KfOZDLB7XazN6fZac0vk6lSqXA6fCQSgcViUZTyb+eciV6ura0tZLNZOBwO\nHhu329328QGe9rMyGAzsIR0dHYXT6Wx7qxwKg7ndbm6lodPp8MYbb3BqdSvnTCSPOxwOTE5OoqOj\ng8OTlPItknFb4eUymUwYHR3FW2+9xZ6jbDaLvr4+5r5Qine7vH/kmQCez8do19o9iNflIO/Z6+ce\n5PNaVQJDbN59EJmaPTbA03YtolfoMOShzzQajRw+Eykr6r9rhzzPwxdaWSIYDAaYTCbs7OwoyMND\nQ0NtI3aLk2s0GuFwOJiEGovFkEql+G/aTTYXm0IaDAZUKpVd3bntQK1WY3dpd3c3tre3eZPsVj+k\nlRDd20ajkS9BCuk00tW7Eeh0OlgsFvT29irI72IBwVbKJH42ucLHx8dZcSOFm8anlQqcWA3Y6/XC\n5/Mp+ge2WrkWSdVerxdvvfUWZypRuKHd60OUS4OGLyOO4vr+QitLIrGrt7cXLpdL4TFpVYG6l8lk\nsVjwyiuvcIPYnp6ePZejbzaIePnWW28BkLMGjx8/rmgS2U6YTCaeo/fffx/9/f1MMvT5fG3dJJSy\nCshkxq997Wsol8sKEmE7PTm0ni0WC1cPp+fbbLYDV1s+CF5mgbZDDkmSFETWwwRxIxoliWrQoOGL\nCY2zpEGDBg0aNGjQ8AJIh+HtUOP8+fP1W7duHfj9xIURsyn2WgejFXheFs9hWaTq7I5WcQX2i8Oo\nX6RBgwYNGjQQJEn6vF6vn3/Z3x2+f7sJIILYUYFIvDwKOCxexctwFGXSoEGDBg0a1PhSKEsaNGjQ\noOGLC8q6bEZRymbKRDhsWTQcPl6qLEmS1A/gvwLoBFAH8Jf1ev2/SJLkA/A3AIYALAP4br1ej0vy\nqvovAP4DgByAP6jX67dbI74GDRo0aHgexKrU1MZDXai3XQVORVSrVVQqFS7dsb29jRs3brCydObM\nGfh8PlitVk4uaDWtQiz8WKvVuMff/8/eez63fWd3ox8ABEAQhQUAey8iJVbJoqotyfZatiV7XXbt\n2Jl4M0k2zyTzJJNn5r64d+5fcF/dbF5s2jPZ3Xjs7Dq76yrL9lrNtrpVKVHsBawgwYLey33x8zn6\n/iBKSxTSsi/OjIYiiHLwred8zuecE4lEOMlATMLY7Kxm8f9UNZ/kYTAuSTa7D+tmyXpmOwrg/0gk\nEtsA7AHwPxUKxTYA/xeAk4lEogXAyW9+B4BnAbR88+9/APiXrGudk5zkJCc5yUlOcrJJ8keRpUQi\nMQ9g/pv/exQKxQCAKgAvADj0zdP+E8AZAP/nN4+/mZDM3osKhaJIoVBUfPM+OclJTnKSkw0WQkeo\nyajH48HCwgIWFxe5cG9ZWZmsF1kqPcbWq8Nav8fjce7v9/XXXwMAhoaGsLi4yPXg8vPz0dPTw21t\n6PXZRCxE/ZLHyuVycZPiSCQCrVaLsrIyLsS6kT0sxYScWCzGDZtJT+qtSTxdsUXJRkgy4ka9GkVd\naRyUSuU9PfQ2UidRH/osMXFI5A9nqktKnCWFQlEPYDuASwDKBAPIDilMB0iG1LTwsplvHssZSznJ\nyfdYHtS0erNh+Qdl+W5EDzv6SZcbAO4Wn1xpW7xMkiuOZ6LbWpc/NZC9efMmrl69imAwiC1btgAA\nh7jEOlZin7JM9Um+vEQ9I5EIFhYWcOvWLQDA7OwsioqK0NbWBkBq9FpUVLQhhViT1ymF3Kg5882b\nNzEwMMB/r62tRXNzM9Rq9YZ1YUheQxSe9Pl8WFpaYsMtHA5zUVgy3EpKSrJqoCSvIzJGwuEwQqEQ\nvF4vAoEAPxaPx9ngNplMsor62Z4zMhophBuJRFiXaDTKew64Wxyaih6LDX7TkXUbSwqFwgDg9wD+\nVyKRcIuDkEgkEgqFIqUaBAqF4n9ACtOhtrY2lZfmJCffS0mFULrRZRfuhwqQJHMmYrGYrDUJcNfL\nFF+TqU50eJN3TQek6F1Sw02xaK1YGV78Wzp6JSMkdJHZbDbcvn0bNpsNgIRQhEIhFBQUcFNmq9WK\nuro6roZuNptRVFQka7aaSRNZsTt9MBjE5OQkAODChQuM3NAlazKZZNybbBlJa0kyWrK8vIwLFy5g\ncHAQgISO1NbWoqWlBQBQWlqK/Pz8DV3fNFaRSATLy8v46quvAACff/45fD4fN98tLy+HUqmUoTfZ\nQpWSjQAylMjItdlsuHLlCjdvprYgZWVl6OzsBCCNXbKRm6k+pEs0GkUwGAQAuFwurK6uYmFhAfPz\nEvaxurqKYDDIBndHRwe2bt3KhX01Gk1WHIBkR8Tv98PtdiMYDHLjXZfLBZvNxrpFIhE0Nzdj506p\nKkBDQwN3iUhH1jW6CoVCDclQejuRSLz7zcMLCoWi4pu/VwBY/ObxWQA1wsurv3lMJolE4t8TicTO\nRCKxkyo65yQnOclJTnKSk5w8bLKebDgFgP8AMJBIJP5f4U8fAvhzAP/PNz8/EB7/O4VC8RsAuwG4\n0uErJXsia/1dlGTvaCOhW7HgZLKuyZkm9P+N8Nroc8krod/XQgGSQyIblaKbnH0j6pcsyXNEHv9G\n6ER6iLF/yg4SnyciJCqVStZuI5t9yMR5IrSE1rnINyGvyefzIRgM3gN3U3PObHFNktcQoTYi3O33\n+xEIBOD1egFIjX9DoRCjJ6WlpYyWZCM0IOpCYQCPxwNAOht8Ph+Pk9PpRDQaRV5eHsrKJGaA2WyG\nwWDgsdNqtRwOA1IbO3E9h0IhTExM4PTp0wCAq1evYn5+nlEBClskEgnmCdXU1KCxsRHd3d0AJE9c\no9HIsq2yMY/xeBwrKysYGBjgcTEajejs7ER1dTUAaQ0RKpHNz15LaG8BEgJw5swZfPXVV7ym6uvr\n0d3djZoayc+mVkMbxQkSuT9erxc3b97EJ598AgCYmJjgRs0AUFRUBL1eD5VKtSEtq8RQF+15Qkcu\nXLiAoaEh3mtqtRqlpaWIRqO834xGI/R6fdbaApEu4n4DpHmbnp7G2NgYI5arq6s8jgCwsLCAWCzG\nuqXTPJgk+YyMRqPcb9Xj8SAQCMDj8XBj9r6+PkxOTjLS63K5cOfOHf799ddf5zMhHVnP6O4H8AaA\nWwqF4sY3j/3fkIyk/1YoFH8FwAbg1W/+dhxS2YBRSKUD/iJVpRKJBPx+Px+INpsNbrebYVB6XGyC\nGgqFYDKZGGLW6XSIxWJ8QBYXF8NgMKRVLDKRSHAaqd/vx8zMDMe34/E4nE6n7LlqtVp2sZWWlkKn\n0/GiIj0LCwszKl4ZiUQQCoXgcDgAAIuLiwgGg1haWpJdvAqFgqFUhUIBi8XCuiUSCZjNZlRVVXG/\nuHQ3XTJM6nA44HK5eDGHw2HZcwhGFUMQSqUSLS0taG5uBiCFLdLdcMkbLRAIwO12AwCWlpbg9/t5\nXJxOJ+bm5uBwOPixQCAAlUrFvesOHDiAhoYGHrtMDQDxUBLhZI/Hg7m5Ody6dQuzsxIo6/V64Xa7\n+aKurq7G448/jkceeQSAtL6z2TsuOZzjcDgwMTEBABwSIF6F3W6Hz+dDaWkpAGD37t1Qq9XQaDQP\n5DGtR8RxorU+NzfH+y8cDnMFf0BKQZ+ZmUEwGGSycFdXFxoaGrgpcUFBAbRaLa+rVMZN1GdlZQU3\nbtxAf38/AGkN6XQ6WZjL7/djYWGBx0qj0UClUvF7UKgyG5eweLlEIhHMz89zSFClUmH79u3o7u7m\ncdHpdLLwzUaWEhDP0Dt37uD06dMIBAJobW0FADz55JNoampio5LOgo3kBtE5ND8/jy+++AILCwsA\nJOOjvr4ejY2NAIDCwkIOcYpnSjZLB4jz5na72ci12Wzwer18JptMJqjVavj9ft6PZrMZFoslKzyh\nZBAgHA6zQbu0tASbzYbp6Wk+q8jYpjtwYmICer0e27ZtY32z5cSJBi4ZlQ6HA8PDwwCA5eVlaLVa\nGI1G1ndkZITv2P3796O0tDRtfdaTDXcWwP3e/ck1np8A8D/T0uYboZj2qVOnAABnzpzB4OAgW5Wh\nUEh2wEQiEe5OTh6BTqdDOBzmBf/666/j8ccf582YisTjcV4cfX19+OSTT3DjhmQ3rqys8N9I91gs\nJiN1EomSNueWLVvw2muv4emnn4Zer09LH/redrsdX375JQDgiy++wMzMDFZWVmQk02g0KkNviNNB\nf29tbcXrr7+Oo0ePAoAsA2W9Qgc1XQqzs7P47LPPMDAwgLm5OQCScSQaKAqFQlaIjjbD1q1b8ad/\n+qcAgKNHj2bFCIhGo3A4HHwI9fX1wWazMQqwuLiISCTC4wXcRUyGhoYASGOXrUMJkCMmXq8X4+Pj\nAIBr167hxo0bskOS1o+YoVNUVMSeOJEYsyEiehIIBDA1NYWzZ8+ygWKxWFBfX8/1b/x+P+bn53le\n6aIRuUHpXMLJZNfl5WX09fVhcHCQH6utrYXZbObf8/PzkUgk4PP5+PMWFhZQVVXF4518CadiqIiX\n7OrqKubn59noamhoQEtLCxOo8/Pz4fV6cfv2bd4DarUaFouFeZpmsxk6nY4dwUzXFM2by+XCtWvX\neL2UlpaisbFR5igRcrMWGp4NEQ2TaDTK6/u///u/MTIygvb2dhw5cgQAsG3bNuj1+jUNkI0wmKLR\nKI/N559/jmvXrvF53dPTg3379rFxnZeXxwjhRugkZuI5nU4MDg7i0qVLAKQ1VlpayutFr9ezQ+xy\nuQBIc30/9D5dfQDJEfF4POyM9/X1YX5+HgUFBewY5eXlweVyMfpkt9sxPT3Nd3U2dUpGt+fn5zE9\nPc1rhsZoZWUFgLTvZ2dnMTY2BgA83+lKrpFuTnKSk5zkJCc5yckD5KFsd6JUKhEKhRjaW15e5vgp\nIKFGer2ePdtYLAaVSgWtVstIjd1ux507d9ibqa6uxmOPPZa2PqI3uby8LAs3qdVqRhuo5gWFIQDJ\nw5ydncXo6CgAyeJtaGjAk0/eA8ytS8SUXL/fL0MbfD6fjGej1Wqh1WrZmyTdKLwzNDQEt9uN9vZ2\nHD58OC19RJ0ovBAIBBCLxeD1emWZSkVFRYxcEQ+AXjs3N4f+/n7cuXMHIyMjsvfLRCgUqVKpOIQr\npr8CEipAoVr6zJmZGVy9epXH1+FwZFUf+t7EL7l58yYAYHh4GGq1Gp2dnRymsFgscDgcuHDhAoC7\nYUQxnJMtEUMmo6Oj+OSTT2Cz2VBfXw8AaG9vR11dHXvixI2h8VQoFMjPz8+4PyIhXITczszMYGBg\nAIuLi6CkkJKSElitVvaGNRoN8yhozdOao/OC9keqaeAiEgiAQ8iUNdXU1IT29nZG+WKxGNxuNwKB\nAM9POBxGRUUFZwsVFRVx+YBUdLmffnQujY6O4tatW+zh79ixA1arlflamX5WKhKLxeBwOPDWW28B\nAM6ePYuKigocOnSIM7ruhyplWwhVcrlcOHnyJADg+PHjCIVC2Lt3LwDg5ZdfRmVlJc/z4uIiAoEA\notFoVusHidxEQrgHBgbwySefMDpSU1OD/fv3M2oSiUTQ19eHmZmZe8pPZEsf2vtLS0uYm5vDxYsX\nAUjnX3FxMVpaWlBZWQlA2gtff/31Pdmp9B6ZhpfpfCMqANkEo6OjsNvt0Gq1aGpqAgA+E0hf4lsS\n4m232zMKnz6UxpJCoUBlZSWefvppAEBFRQXm5uYY+iPoXQxHRaNRNh4ACVrt7+/nSRMPx3SECGuP\nPPIIjEYjGz4FBQUoKytjvo8Y7qL/e71efPLJJ2wAhMNhqNXqtLlB9L5arRbV1dV46qmnAEjhj1Ao\nBJ1OJ+Mf5efny4jAbrcbn332GQApxky1OzItbKZUKvmCqqmpwaFDh9Da2spwsVqthtFo5EWt1+uh\nVqv5759//jnrQxdbNoqtEaHdaDRyiCQajaK0tJT5G21tbRwSocv54sWLsNlsvEHJ6MxmyjAghfum\np6fZgC0oKEBvby+6u7t5zcfjcczNzeH69esAJF6TaBBkyu9IDplQ2OjYsWO4ceMGGhoa2NnYtm0b\ndDodzxtx+ChsYTKZuKZJOjolJ1PQYbeysoKlpSVEo1E+rOvr62VhuEQiAYPBgJKSEpSXlwOQzg+j\n0cgh+ExqG4lkXKovQ2uoqalJxtGIRCLwer2yeSLdyKAiEny2yirQJXv27FlMT08zobWpqYlJ08mX\nRbaTYUR9AMmhPHXqFM6cOcN/f+yxx3Dw4EHmlyRzgrJtOIlco0AgwEYJIJ3Pvb29+PGPfwxAqvGk\nUqk4tJRIJLCyssIGbjaFDOqpqSkA0hnodrv5nDp48CBaW1t5/bjdbiiVSiwtLfF+yyQdXhQytsUw\n1vXr1/lOra+vx9atW1FbW8ughM/nw40bN5jH6PP5mAuXqVBpDkAyWJeXlzEzMwNAcsbLy8tRVVXF\n+7yoqAihUIidTofDgXA4LAMyMhmnh9ZY0ul0aGhoAAAeDLo4yfBJtlrj8ThP7OnTpxGLxfiA7Orq\n4kFLRx8yNioqKlBUVMTE2mQvNZFIyDg4gDSxZ86c4d/z8/PR2dmZtj4kxNEi9IH4WcTfIhEPSBqj\nc+fOAZCMhoKCgqzoI45TcXEx9Ho9Ghoa+HKhrB+R0C0auOfOnUM4HEZ+fj5/p0wWuGi45uXlyWLt\ngDR+dOBYLBao1WqZPtFoFMvLyzy3VVVV0Ol0GR9MIqIESIf19PQ0r++Ojg4cPHgQxcXFPG+hUAhL\nS0tMJnY4HOjt7WX9s3W5JBIJBINBnD9/HoDEU8jPz8dTTz2Fnp4eAOBkBSKYXrx4EYuLi7xfq6qq\nskY2F0mdTqcTwWAQBQUFnABQXl4OrVbLhhshmoWFhXy5lZeXy5I7xKxLIDVkSdQnFApBo9HwhR+L\nxbCwsMDG9tLSEhwOBzweDxv/RqMRpaWl/JpsZXwRX5CylMbHxxGNRtlYMhqNTCynczPZcMpW7SB6\nL0K5RkZGcPLkST4H9uzZgxdffJHXLnA3yYH2hIg6Z6OmGL0HjdEHH3zA+7ynpwevvPIKJ3JoNBom\nWgMS+u7z+dDS0nJPwkImusRiMQQCAczNzXGNJ0Da/4Rytba2wmAwyHhEk5OTWFxcZINbp9NlBcWl\nSAAZPiMjIygsLGTktKKiAjU1NSgqKuK5oIQn4jVptVpYLBYGF9KdM3JKaA5WVlawurrKtkB5eTlU\nKhUqKyvZWcnLy0M8Hmei/srKCmKxGJ/5zc3N3z9jCZCjFFqt9p6NnMzaB+5WxwWA6elpRCIRhnkf\neeSRjC4Uei0hMPfbLOLjpEs4HMbs7CwfHtu2bcOOHTsyXuBUgI8MI5Hkt1b5APoeKpWKUYxwOIz2\n9nZ0dHRk7A2IpHYikut0OllpA/E5yYUNJycnEQgE0NbWxpV8s+Gh0GdqNBpZOwUxpVvUiZCM69ev\nY3l5mQ/Rbdu2ZbWtgJigoNFo+IBpbGzkNU8X88LCAt5//302lqxWK3bs2MEJDdm65GKxGJaWlnD7\n9m0AUti5p6eHkRxA8h7tdjveeecdAFLFY6vViq6uLgBAZWXlPfOWyaEphp0BCeFJf5sAACAASURB\nVHkTLxwxFD05OYloNIqKigoOG5aVlcnCgsnGUqr60D6m+SFvd2hoCC6Xiw03MkYMBgOvs8rKSlRW\nVt6DCKY7PiJiEgqFGPFeXFxEPB7nzLxgMIiVlRVZmYL8/HwYDAZZ2ZVsGEx08dI4HD9+HJOTk3zp\nPv/88ygrK+O5AySqhcPhYGersbGR9Uwue5KqiAiF3W7H+++/D5vNxqGtl156Sba3o9EoVldXubp4\nX18fjEYjQqGQ7CxLR8RsymAwiOnpaZw+fZozhhsbG7Fz505eu4RU0pk0Pj6OkZERWba1Xq9Pew2J\nZ5Df7+fCqvS3LVu2sFFbVFSE4uJiqFQq3gMOhwMjIyN8TlmtVjQ2NsoQw1RFLJtCiNv8/DyH3AFp\nrWq1WlitVtn95/P5uNBpIpFAQUEBO941NTUZre0cwTsnOclJTnKSk5zk5AHy0CJLovwxq1n0PAm2\nGx4ehkajwZ49ewBIEGK2vO9kfe6XUkqPe71eDA0Nseeye/duVFZWZlUfALJQ4P2QpUQiAa/Xyyn0\narU66/rQ55FnLXq/a3mJRG68ffs2VCoV9uzZw0hGNseI+FsAOCRBXrVYuJK4ZZcuXUIikZCVy89W\nuIv0ASS0sqysjL1q4kjo9XrmTbz//vs4ceIEe+JdXV3YuXNn1grRkRA3ipAak8kEo9HIXCFA8vLO\nnj3LxRj9fj+2bt2K3t5eAJnzzMTwmIgWFxQUwGKxwGg0Mo9sbm4OgUCAEbe5uTm0traivb2dw3DE\nCxIRlFQ98eQCecBd1JNQWpvNBpfLxciBXq+HVqtFQUEBJzVYLBYOMYm6pCuiTn6/X4YYV1ZWMqI1\nMzMDu90OhULB4RuLxYLq6moZqkpobyYoBSE5d+7cASCVwlAoFFx7p7a2lkPPVJbDbrfD7/dz2JCK\niIqFTVNB4pPrKVGY6MMPP8SVK1dQUlKCXbt2AZBKueTl5XH4dHl5GSMjI5xMMTc3h7KyMng8Hhlf\nLdVxIiSSEiHGxsZw/PhxjI6OMvrR2dmJqqoq5gRRsgXtx0uXLnGYidZUQUGB7Jxdj04iuRyQQtxD\nQ0M4e/YsnzGPPvooLBYL818JhSTeF3C3ECvt+erqarS3t6dM6UhG3KhGEqF7BQUFsjpctK/ENRGL\nxTAxMSEr01FZWYlDhw4BgKzQaDrynTCW1pK1FkQikeCaCjMzMygrK8NLL70EABnzcVLVhfQBJBK1\nzWZjCPGFF17gS3uj9HmQTjabjbMELRYLnnvuubTqT61XF5K1DrtEIsHcl7GxMVgsFhw9epT1ybYB\nJ1YrFgmlIo+ISNRTU1MwGo28hoh3ki2hS8BisaClpYUPxGg0CrfbzYUFASnUZbfbecO/+uqrKC4u\nvsc4z0YIhUikgHRArqysyOrQzM7O4vbt27K6S08//TRfdDS2mYYGAHlo12w2o6GhAYFAgC+Mqakp\nLC4uchjDYDCgoqIC5eXlG1LgkELfALgAJRkoJpNJFgqncL1Yh42KUma7j1c8HudedIA0Vq2trWwY\neb1euFwueDwePgu3bNnC2bLAvb38UtVFzBZcXFzEe++9B0DijlitVu775nA4cOXKFfT19TE/Jh6P\no7i4mJ3dkpISDvmkY3yL4SWn08k1+44fP468vDzU1tZyeD0Wi2F+fp7ncXBwEIODg7zGvF4vNBoN\nQqEQOwypnN/JoS66oz744ANcvnwZ1dXVzKshniIZLES4Jk5Tf38//H4/DAYDhzXT6QtH3EQyIm/e\nvIkvvvgCU1NTaG9vB3A3s1vMdCbjjZztixcvIhQKcditq6sLpaWlKTtx8Xic535qagpXrlxBf38/\nh3L37dsn49uJHFzac3a7HZ999hnvAZPJhMcee4yN9EyduO+ssbSWhEIhXLlyBYDkWe3fv58t9s1K\nkxWF4uQXL15EMBhkz7u1tXVT0mTvp9O5c+d4M+7cuRMtLS0bqs+DDLdgMMhFNX0+H/bs2cMFDTdS\nF0IakrlvLpeLjaVQKIQnnniCycTZ1ol00el0qKysZEOICioqlUpG3SYmJhCLxbBv3z4AEik1m6iS\n6IkT4gDcbV+wtLTEh43b7YbD4eDPp0riYrHObO43usCLi4uRSCQwPz/P6N/09LSsMOSePXs4qzEZ\nMck064vmhL6nwWCAyWTiS0ur1aKuro4NlGAwiIWFBRlp1uPxZNRyIVnEeXO73XzhmEwmFBYWysqX\n0POofMbs7CyKi4sZOcg0g5GQAb/fj0uXLjHa5/V6UV1dLStXMjc3xxchIBVVVSqVstTw1tZWGI3G\nlC85kevn8/nQ19eHY8eOAZBQ0ebmZlgsFr5Ux8bGuJgiPYe6IQBgrhJ1IEhVxESfyclJ1oXavTQ1\nNTFfMR6PY3V1lefV6XTi1q1bbCwRF62iooI5V+kYuLSn6b787LPPMDQ0dA+HTUy9j0ajiEQimJ6e\n5jIQNpsNCoWCDc89e/aknARDa4fG/9SpU7h8+TKWl5eZ0E0lCUSuIj1GZ+Rbb73FRhwg8ZSfeeYZ\nNuQyPb9znKWc5CQnOclJTnKSkwfI9wZZSiQSWFxcxLVr1wBIntSePXvSaieSTX0AqRmiRqPBjh07\nAGS3NUUq+gASUnDmzBlGBTo7O9mr+TZ0mpubY4hco9Ggp6dnU8ZnLc8nGo1idHSUi5oZDAYcPHhQ\nlnGW7bAgIHmG+fn57EFTOMftdnOIcmJiAuXl5Xj99dcB3PXEs42YqlQq1NTUcMFUKn6n0+kYtZic\nnITT6WTOxxtvvAGLxbIhDVkVCgUjObROqdAjIHnaDoeDQ9xUvkIMda01bxllxXzzvlQ3jMJLbW1t\nKCoqYjRncXGRe8fRPM7MzHCJhUwkmZeYSCQQCASYg0L8LkK9iKPndDo5BL+0tCTrI5mJLsDdAoKr\nq6u4du0a1+tRKKS2RpTZ5HQ6EQ6HUVRUxOGnkpIS2O12WRPidFp40LiQLsvLyzh//jxnCapUKlgs\nFpjNZtZvenoadrud+YE+nw9arZaRJ6VSeU/5ifVmw4m6OJ1ODi/ROBFCJKKNbrebkcg7d+7IekTG\nYjEUFxejp6eHX0O139bLVQKk8Z2ammLEamxsDKFQCA0NDZyJR426aU0tLi6ir68Pp0+f5n5sSqUS\nVVVVePzxxwFIfLSCgoKU95fX60VfXx8AKRIzNTUFvV7PyFJ9fT2KiopkfTmXl5e5DAQgZS3GYjFG\n3I4ePYqGhgamT2R6Jn0vjCWqMeJwOJhUaLVa0d3dnXUCbCr60ALv6+tDUVERE4WzmX6eij7A3cq+\nZJDs2rUro87Q6eoDSBv26tWrHFKxWCzYv3//pusD3CXInj59mrlDHR0dOHDgwKbMl3i5Ux84OlwB\n6ZB85plnsHv3bgCSYZlpSrUoouFWVFTEJTfa29u5HgwZkZOTkygpKcEbb7zBz0ku1pktw1LkCOn1\nesTjcWg0Gr5IibtBoSSqqfWgvnSphgjoJ9V+oUs0Go3CaDRyOQqqEk6vUavVfAmRoWmz2bBv376M\nQoKiTiKpOhKJ8HlHxhJdqGq1GvF4HCqVimsx+f1+RCKReyp6ZxqGc7lcsNvtrFt+fr6sBp5Wq0Vp\naSmqqqrYAPb5fDKuHBXuTKcOlajL0tISxsfH+fyzWCyoq6tDUVERG0vE9RLrq4klWerq6tDR0YHS\n0lJei6mEdOiz5+fnMTg4yFw/k8mE5uZmPPLII1ziwe12Y35+nvf9rVu3MDMzw+d1cXExOjo6sGvX\nLn6N2OvzjwntG4fDgS+//JL5U9FoFI2Njdi1axfXU7NYLDJe0x/+8Ad89dVXsNlsvN8qKyuxb98+\ndHd3A7hbkT6V8YnFYhgaGuKK6uPj4ygoKEBXVxcXpm5qakJhYaGsk8bHH3+MkydPsiNSVFSE+vp6\nLp7b1taGwsLCNUtQpCPfaWMp+SBzOBzsmWzfvl3WYXizOEuiZ0PWt8fjQWNjI/NAso1QrEcfWmRf\nf/01/H4/k96ampo2XR+xsu/Zs2eZX7B161bmK202x4yqVl+4cIGRjH379qG6ujqrLQ7uJ8lZg6FQ\nCBcuXOBqtC0tLXjllVdkRsFG6EOcHBoDuoSdTid7fm63G6+88grzp3Q63YbpIxK88/Pz4fF4sLi4\nyJ+1ZcsWKBQKJnOL/ARx76drANBaJc6K1+tlXk0sFkN+fj5/pl6v58J4gGQUhMNhLC0t8bkUj8c3\npFYXGUK0l/x+vwyVU6vVCIVCWF5e5guSMubI8053DsUsOgCcEUjfMx6Pw+Vy8dotLCyE0WhEIpFg\ntIlaCXV0dAAAent7+aJLh2tCczA7O4uFhQXWjVDb6elpdoqWl5exsrLCyFI0GkVhYSG30ejt7UVH\nRweKi4tlDY/Xi+TQ2Wuz2TA7O8scIKvViurqaigUCnash4eHMTw8zNyb2dlZKJVKNnq7urpw8OBB\nWRXtVArA0rjMzc3JSOzFxcWoq6uT8WmpRRdFay5evAi73Q61Ws1js3PnTjz22GOMAGm12pQBilgs\nhgsXLnB9J7fbjfr6+nvqu9ntdthsNgBShfozZ87A4XDw+m1ra0N3dzcXjC4pKZEZvZnec99pY0mU\nWCyGjz/+mD0Kq9UKq9X6rRC7AekgopYiCoUCtbW1vKA2WyexpMKZM2egVqu5nH5ZWdmm60MbdmZm\nBpcuXeJNv3PnTllV383UJRwO48svv4TNZuOD4Pnnn08LUk5Vkt8/Go1icnISp06d4r8dPnwYXV1d\nWetOfz8d1jpQQqEQbt++zWneW7ZswZEjRxgVyLahJL5Xckr0ysoKHA4He9VbtmxBYWEhowTUHT5T\nQjcZSmR8hMNhDo/QXiouLobRaJQVmBTJxU6nE8PDw7Db7fycurq6e1DBVGWt9P54PC4zcr1eL6am\npji9PD8/H3Nzczhx4gQjS+3t7aiurpa1QsqE/E5GrU6nQ1FREc/RwsIC5ufnZW2PrFarrLhhUVER\n9uzZgwMHDgCQxolSw1PViYj49H+xV2YkEsH4+DjGx8dZH0JO6DUVFRXYvn07IxQVFRUwmUz3FDZd\nr4gp8cFgkH8nQ/ry5cusw9zcHGw2GxtUWq0WW7ZsYYRl586dKCkpQUFBAc9bKmNEe2l+fh5Op5Mz\nNY1GI3w+H2w2Gxuww8PDsNlsvF58Ph/MZjM6Ojrw7LPPApCSlSwWCxssFAJPZe9RuRbaw9TTzeFw\ncDjS7Xbjxo0bHE6dmppCIBBAdXU1tm/fDgA4dOgQqqqq7mmnla3EnBzBOyc5yUlOcpKTnOTkAfK9\nQJaITH3x4kW2tktLSzeV3J1c82RycpJT0HU6HXtK34Y+sViMi3sNDw+jsLCQa2lko9dZKjqJ/KkT\nJ07A4XBweHLv3r0Ze92p6kNe3uzsLM6ePQsAXOKhubk545Y0qQihXG63Gx9++CGGh4c5XHrkyJFN\nWz8KhUKGuE1MTODcuXPs7T711FOor6/fcC5XMsoVCAQwOzuLcDjMa6a+vh5KpZLXlM/nk6UYZyIi\nP8nr9WJychKjo6NMLm9ubkZ+fj6jFlqtFtFolGtjHTt2jBuRUvseKoCY7TVObVUobHHjxg189dVX\nTCamM2l+fp6LdXZ1daGkpCRrvE7aKxUVFejt7ZWtZ7vdziiBRqOBy+VCeXk5j8vBgwdlyDKhOKly\nzQh1o+/U0NCAmpoaDp2urq5ieXkZbreb17NKpUJZWRkT9Q8fPoze3l5GKPLy8qBWq+9BTNY7h2LB\nRpPJxOOwvLyMq1evQqVScTkHv98PlUrFUYj29nY899xzXL7EZDIxLy85vLTe8QEkVFTs8UYtjmjt\nAtK8RaNRDnHX1dWhvb0dhw8f5sQBKjVA35HGKJX1rVAoGLkD7iKy8Xhctn69Xi+/b3l5OYqKitDV\n1YVHH30UgFRbTET/CFXKFhXne2EsRaNRnDx5EouLi0y2fOSRRzaVSE0TQTHqjz76iOH66upq7N+/\nf9OJ3aRPIBDg2h6hUAjNzc1c2XwzjIHkrB2Kk1++fBkKxd3Kvhtd7ylZJ9FwO3XqFObn51FWVoaD\nBw8CuFshdzNE7F91584dnD9/HkajkQ23xsbGrDVdTUUXh8OB8+fPY2Jigg/s/fv3w2g0bhofkAxa\nn8+H5eVlJBIJnhvi6dBei8fjWSv4KobU/H4/pqence3aNb54qfAtOWXxeBzLy8vMN6FwSkdHB15+\n+WUAUpPhbOy55LGnptDE+bHb7ZicnGQuDBVUrK2t5fDS7t27ZWHmTOdRLB564MABPouJx0Jhr/Ly\ncvT09GDXrl3stFFD5OSMynQ5VKRLTU0NfvCDH/C5MjExgeXlZWi1Wg4jt7S0YP/+/XwmVlVVwWAw\nyIyRdPWh7ExAMtx6e3vZSJudnYXb7ZZx7qqqqtDU1MThyNbWVlitVlnhUHF8xMfWI/Tc2tpa7Nu3\nj8Ogo6OjcDqd8Pv9vJ6tVivKysp43+/atQtVVVUwmUz8nZJ1SGeMlEol9u7dyxyyvr4+uFwu2Gw2\n5vqZzWZUVFSwkbZlyxa0t7dzSBK4NxyZzWK0wPfEWAoGg7h8+TI0Gg0Xoezp6flW+EpU2LC/v583\nwLZt23jBbZbQd4/H45ifn2dSp8lkQmdnZ9bbidxPkj38aDTK3BeHw4GysjLOEtwM4yQZAaRLdnx8\nHFqtFo2NjeztbqZxEo1GmWB6+fJlxGIxbN26lUv1bxaqRIaSWLhwamoKZrOZjciampoNQUfWEtFg\niUQi0Ov10Ol0fOE4HA44nU6+iClrJluZeGISCWUpio1zAbAuXq8XKpWK931NTQ0eeeQRPP/885wt\nlG0OHBkF1CRaJLfeuXOHeSCBQABmsxltbW3MVywpKeFClJmKyBPSarWoqKhglKi3txeBQICRJpPJ\nBJ1Ox2gNsLZxlMk4iRXoxfZJ8/PzWF1dRV5eHl+8jY2NKCkpYYOESOVr6ZKOTvQdLRYLDh06xET3\niYkJhMNhqNVqRpJaW1vR2NjI5UrWKoORzMlLRS96ntVqxaFDhzjLbmhoCG63G1qtludty5YtaGxs\n5HEi1EbMNAXknQNSQblI8vLyZEVtW1pasLi4iGg0yuNQVVWFjo4O1NTUAJCMJyK2JyfgiFW+M+Uu\nipLjLOUkJznJSU5ykpOcPEC+08gSwfPT09NwOBwoKirikM5mZ1WJOo2MjMDhcLAHsXXr1k0vRCn2\nI7p586as51Jra+uG9YJLlmTv3OfzcTp8KBRCRUUFGhsbAWBTa2IRYkGIm8/ng06nQ01NjayIWTb6\nrT1IB+AumkNZJ5OTk6isrERjYyOnDG8WAhiLxRAOh7kWzOjoKGKxGDo7OxkdNRqNmxIuJU4ZIUvE\nH3K73YwkDQ0NoaSkhMM5zc3N3Ook04wzESUyGo1cb4f0mJychMPh4L2Vl5cHk8nEKNKzzz6L3bt3\nw2KxpFWfZz060rzR9xXT83t6ehjNoXUs9n/bqCxG0kWsj7UeDz9buohog1qthtlsZtR6y5YtUKlU\n0Gg09/Bs/tj3SlcXkX5RV1fHd5PH44FSqYRer+fyE1qtdt36pKOXiLjV1NTwvbRz5074/X4UFBQw\nmkPhtlRKp6SrU0VFBYf/WltbucCqqIvBYEhrH/3/PgxHXBxA6lbv8XhQXFzM6aqbScwF7pJzPR4P\nrl+/jlAoxBed2Nl7M0SsD7OwsIBbt27xoVpTU4OGhoZNHx9AMtyGhoa4Vgb10qIqvpsZEozFYlhZ\nWeHO4n6/HyUlJdi6deumGZKigbKyssJFH51OJ4dM6LDYaONENK7dbjf3abLb7dDpdGhpaeF5SqWu\nSyZCRiTt83g8DqvVynoAUumLmpoaJnxTLZxsjBdVVgckQ8hgMKCoqIj7YNntdkSjUf4s2lt0GWq1\n2g2vGZbM0XgYROQMfZs6ANK8qVSqNRupbxZNgz6HDDQyCsSq3ZvF/yNRqVQwGAysi1jgNFmXzdAp\nLy+POW7UAzKZwpHNkFpaOm76J2ZJxEwmsVQ9ecThcJiL5W2WPoDEDXA4HIhGo7KMIrGlwGZMNH0e\ndRsnQl5yleGNRE5IxG7kbrebSYUWiwVNTU28STZ6rsQsr3g8zg1rAcn7paJsYpG+zRBCuQhZq6io\nQF1dHdra2u5LXsy20Hur1Wr2OgEpWzIej6Ouro5Ri2zWLvljOlEmEiChJSaTCfX19fcUgiR9sj1O\n9L4ajQYajQbNzc335R9+Gwd4Tv64PEzzki5pfaPk2zQ+7icP2xiR5DhLOclJTnKSk5zkJCcPkO80\nsiTWr6ivr0cwGER9fT2AzQsViPoAEnLT1NQEm83G4RyqrfJtSGlpKfM5ACl9VQwLbsYYiemlbW1t\n2Lt3LwCpLcLu3btlLTw2Uxer1YoXXngBgMR7M5vNqKqqSrmlQaa65OXlwWq14oc//CEAMMpEjSw3\nQxcS4t0Qx6OxsVHGRdlMXZRKJfLz82WlADYDCX2QPIweb05ykpONF0U2irdlKjt37kxQ48D1ylpN\nJAm2BzYv7VvUR9RL5DJQquW3oQ8gjY8YjxYJkJsp4hiJ8m1CwffTJSc5yUlOcvL9F4VCcTWRSOz8\nY8/7ziJLondLFU2/bX3Enw8LwRH49nUheVjj4znJSU5ykpOcPEi+s8ZSTnKSk5zkZG1ZK2LwbToG\n641g5JyXnDyskiN45yQnOclJTnKSk5w8QHLIUk5ykpOcfE+ESmNQMU8qIRKLxaDRaKDVajc9HE48\nTrGuWCAQgNvtlhWP1Gq1XPfn26BViJzKeDzOY0dc2IchpZ3GMVmPb1svUb7tJIyNkpyxlJOc5OR7\nLd/XwxuQX/BkhABSF3nq6wdIBkpFRQXq6+u5T1py0cyNHiMyPjweD8bHxzEwMMDV2Xfs2IGqqipZ\n9udmJsVQkhDpR3oBUk80qrMlJu1shtC8ikZvPB6XJTOt1ctuI4UMctIvOYFI7B23GTolh3hF/UQd\nMp2znLGUk5x8h+Vh4aaIVeNF71c8qLKpV3K1YfHx+/FjMvl8ER0Rs3CTL461dEtuhCoe2pnqJP4/\nGo1y49wbN27g0qVLmJub48+pr69HNBpl9GataucbtXZisRgXDr527Rq++OILeDwersbu8Xju+T4b\nbeSKxXKdTif6+voAAOfPn0c8HkdLSwsAoL29HTU1NVAqlWzMbXQbJDKO/H4/pqenMTExAUAqcGwy\nmVBWVgar1QoAKCoqgkaj2fC2TLTGgsEgtxtyuVzctgWQ2mmVl5fLiululE505ojtkHw+HxemDoVC\nMBgM7Bzo9fqM9MlxlnKSk5zkJCc5yUlOHiA5ZCknOfmOylqeOICsQODJ7y3KWmgONeAFJO83Go0i\nkUhwYdZMmtuKSE40GkUkEmHPm0IA5DGSxy+iOdQfTAw3rVcPQo4ikQh8Ph88Hg+WlpYAAMPDw7Je\nhz6fD0qlkluxlJeXo6GhAV1dXYygmEwmaLVaDqFkqwZbIpFAKBRiBOL06dPcBBmQ+pBptVp+Hn2n\nzQjD0WcScvPRRx9hfn4ehYWFjNRoNBoOMdFr6OdG6JVIJDjsNj8/j48++gjnzp0DAMzOzqKsrIx1\nKS0tRUlJCfLz8/mxjURMotEoPB4PAOD69es4duwYI4ZarRZWqxUtLS3Yvn07AClMmLy+s6lPct/I\n/v5+XL16FYA0doFAgAvHtra2Ys+ePdwSSKfTbQiiTGdOKBTC4uIiAGBkZAQ3b97k/UiN2h999FEA\nwN69e2E0GtPW56E1lpIJgWvJWotjo5oAJpP/ki+QB11UyYdzNnVKDn+IP8XPvh8hcKPGicYoOSyy\nXl02YsOLutyvUWPy4ZzcvDFbuq2li9i3Lnku19KfjALSDZDWn1iBPF29xBBFOBxGMBiUGShi70Pi\nyhBfhgqyarVabipLBkuqutDnAdJh7ff74XQ64XQ6AQDBYJCNMxKTyQSz2cw9B5MLsa41z/f7fPrs\nYDCIqakpXL58GQMDAwCAiYkJ2Gw2+Hw+Hoe8vDxu2moymdig2rZtGwCJm1NeXi4jMqd7NtD3IF2D\nwSCH3aLRKEpLS/nS6u7uhtVqhUajYWMpFAqxsbIRQrqFw2EMDQ3hnXfeAQAMDQ1Br9ejtbUVO3bs\nACCFkjaTcB6JRHis3nzzTZw4cYKNYJPJBKVSyeMUDAYRCoUQi8XWXQIhVX1IyFA6c+YMAOB3v/sd\nxsbG2BExGo3w+XyIRCIoKipifUUDPJt6iUbl6uoqTp48iU8//RTDw8MApF6oGo2Gw26Li4uIx+Pc\nlaGysjJrhmWyTRAMBjE0NIRjx44BAC5dugS73Q6/38/PLy4u5rCc1WpFd3d32vo8lMZSIpGAy+Xi\nxXvnzh3Mzs7yYvD5fNBqtdyRvbCwEF6vF5FIBBUVFQAkazsYDPLBVV1dLSMQpqoPWfqrq6sYGxvD\n5OQkAOkg93g8/L5Go5H1oc1msVig0+l4Eo1GI2pqalBTU8P6pXJQ0IIJBALweDyYnZ0FAExNTcHn\n82F1dZUvBoPBAJPJxAd6MBiEwWBgTyAQCMBkMqGqqgpNTU0ApNhuOgdXJBLh7+x0OmG32+F2u2G3\n2wFIB4GY8eLz+RAMBvlyV6lUCIVCKCwsZE+8oaEBFoslrfYs4saKRCLwer08DsvLy/D7/bKDyuv1\nyh6LRqMIhUJ8KBkMBpjNZtTW1gKQ5jGdLBmxyjvpFwgEWDe/388oRjAY5NfQY4C07vx+P7+H0WhE\nd3c36uvrUVhYCCA1QmOyM0Dv6/f74XA4sLCwwPsRkA5o+s4+nw8+n495DEqlkrkCNNeENKW6rkRd\ngsEgFhYWMDExwbpQ1hIZNW63GzqdDl1dXfzZyd4t6XE/3pMo9NmELC0sLDD3RqPRYMuWLbyXCCmh\ni428X7/fj4WFBQDSvrBYLGx4qlSqrKAnZCzRGiosLERHRwcee+wxABI6kpeXB5/Px0ZtJBK5x/HL\nJpJDc+J0OvHhhx/i1q1b/LfOzk4cOXKE91JeXh7y8vI2xBgRhda31+vFNswZggAAIABJREFUu+++\nCwD4+OOPsbCwAIvFAgBoa2tDXV0dysvLAUhzRGvsfry0TIXWg8/nw8mTJ/GLX/wCgISWxONxvuv0\nej3UajVisRif+9XV1SgpKeE7KFPjRPyOkUiEUa133nkH7733Hmw2Gz9Hr9dDr9ez/nNzc7h9+zZ6\nenoASOsumygcfU4gEMC1a9fwi1/8Al9//TU/ptVqGc32+/1YXFxkRPPy5cvYtm3b98tYCoVCGBwc\nxPvvvw8A+OKLLzA7O8sWbnJrE6VSeQ8cTwucPNsjR47gH/7hH1BeXp7yAg+Hw5iengYAfPrppzh5\n8iSGhoZYV9KLdFEqlTKSHnm1tMAsFguefvpp/N3f/R0fFqnoRAe40+nE1atX8dFHHwGQINuVlRUE\ng0EZ0kVjQa8VxwmQFvRjjz2Gv/iLvwAAdHV1peylUDYJWfFffvklTp8+LbvYotGo7JKKRCKykAqR\nTcvLy9kTP3DgAF588UW++NI1lrxeLwYGBhg+npycxPLyMl9sfr8ffr+fPUgAKCgogEqlYoRCp9PB\nZDLh+eefBwDs3r2bn5OqiMaSz+fD4uIixsbGWLepqSkEAgE2JA0GAwwGAxvcbrcb8/PzPLa0rquq\nqlLWJVmvWCzGl+7o6CiuXLmCmZkZ7hdXX18Pi8XC3mQikcDCwgJ76n6/H1VVVTJjib7HenWgn2KW\n0srKCgYGBmSOU1lZGQoKCtiA8Xg8cDgcWFxcRGNjI79nMkIo/vxjegB3+9RVVlbyd9Hr9aioqEBN\nTQ0Aab0kEgnWZX5+Hna7HQ6Hgw0qOgeyhaKKa9ztdrNxbbFY8Mgjj6C6uhqA5DxSOQEylkKh0D0G\nQDYRZtpbX3/9NS5dugS32w1AQrleeukltLW18QVPRrGY9bURoS4KCV6+fBkffPABAGmeDAYD9uzZ\nAwB44oknUFFRIQsru1wuWCyWrBtztMZpTk6ePIl//dd/xZ07dwBI+6ahoQFtbW0ApHlVq9WIx+Ps\nmPr9/jWjHZlKJBLBwsICG25vvfUWPB4P9Ho96urqAEjIUUFBATtx5FSRgZWcmZau0HlJ59Jnn32G\nn/3sZ5iamuK9RQYunTlzc3MYHBzkMN3s7KwMgU5VcgTvnOQkJznJSU5ykpMHyEOHLJF1TN41IFmr\noVCILX1CSyiEJXon9H+v14uVlRUODdy4cQMul4uh1VT1Iet0bGwM09PTMu+MdAIkD06tVsv4DhT/\nJmvb6/Xi9u3bWF1dZWQpHXG73RgYGOCQ4OrqKrxeL2KxGHuIOp0OarX6HkKpCJFT7Je+Y7oeSiwW\n45Db0NAQ7HY7Zmdn2dulwnjJoVDy1DUaDXw+H2ZnZ3luq6qqZJy1dLzfaDQKt9uN6elp9timp6ex\ntLQke29CvQgxKSwshFKpZI+Y9Oru7gYA7Nq1KyU9RBHDS3Nzc/j6669x/fp1/j0YDMrCkUajEfX1\n9Txvt2/fxuzsLKM5hHxQzZV0JZFIwO/3M3J6/PhxjI+Pw2g0MmrV3NwMq9XKc5Sfnw+Hw8Hj5Pf7\nOXx6P27OeoVCJoA0Z+Pj41AqlbxvysvLYTAYGNG02+0ytBLIjGtGY6lSqWA2m9HR0cH72Gw2w2w2\nM+JGYWRCRNxuN4dwiR5ASCQ9hwjWmSI64XAYq6urPAeVlZUoLS3lvaZUKtcMJUUiEVkYPFsSj8cZ\n9XzvvfcwOjrKqe6HDh1CV1cX7zPgbhFNQg5In2zxcMTQ+vj4OP7jP/4Do6OjAKTzZ//+/Xj11VcB\nSOtbqVQyL25oaAg+nw9lZWU819kSQpXOnz8PAPj5z3+Omzdv8pxs27YNR48eRUdHB+s/OTmJpaUl\n2dyuxcFMVx+6Z+fm5vDP//zP+K//+i8AUpiruLgYjz76KJPLiXIi0lKUSiXPY6bIkshXXF1dxXvv\nvQcA+NnPfgaHwwGTyYTdu3cDAHp6emA2m/lO7u/vx8LCgoxCkwmy9NAZSwqFAhqNBrt37+YDz2w2\nw+l0ykhjW7dulR3EFF4iI+aLL77AL3/5Sx64vLw8fn6q+qjVamzZsgUA8PTTT8NgMMDhcACQDr+i\noiKuyVFUVASdTic7sMPhML7++mu8+eabAO5yrgwGQ1qHJB1qpaWl2L9/Py8oInOq1WqGSc1mMwoL\nC3kciKRIWTNvv/02lpaWZBywdC5bCovSgbhz507k5eWhubmZwyhEuqULhMJydOlGo1GcPHkSfX19\nPC5arRZqtTrlcUo+PPLy8lBYWMiXLMHbdPiZzWYeAwrdlpSUYGJiAidPngQgFfpLJBJ88aWjF3CX\nZ0OG/MjICO7cucMXvsFgQGtrK+rq6tDe3g5AmmudTseX4dTUlCzsYjKZ0NDQkFb2STKReXBwkMm4\nN27c4JAOHUr19fXQarWyIoOBQICNmng8znOdDidP1CsWi/FhNzIyguXlZbS0tMjWt1qtljkv4XAY\n+fn5DM+v9dnr0Uck0KvVauTn58NkMvElRWNN4xAKhbC8vIz5+XkAkuGWSCRQXl7OhmZhYSHUarXM\nWMpEaN58Ph/m5uZkPMlkp0SsSg2AMxhFYykbBhOFusgAuHTpEmKxGHp7ewEAhw8fRkFBgYyaANy9\nEAHJiaurq0s7gzJZ6HuvrKzgX/7lX3DhwgUeu97eXvzkJz/hvUYhSzIaotEoRkZGUFNTw+dbusa/\nKGQoXb58Gf/0T/8EQNpvSqWS99obb7yB3t5e3kderxfBYJAzvui7ZSPcRaE9Mnx+8Ytf4K233uLQ\nf0VFBZ599lm8/PLLfAZGIhFMT0+zPvF4HPn5+VnJyBVDjbOzs/jggw/w85//HIC0PgoLC/H444/j\nxz/+MYC79x/dzSMjI1AoFGyUZzpnD52xBEgDXF1djaNHjwKQuCFEGgUkA0XkQJBnJlrFKysrsiJi\nDQ0NMJvNaQ2WQqFgD5+8IlqcOp0Oer1eVnmW/onZIGq1Gr/5zW8ASIu7uroaZWVlKetCnwFIF2Rn\nZycbAKFQCHl5edDpdLxACIWj11Dst7+/H4BEbvT7/TCbzaivr+fXpCMajYa/0549e9DW1oZoNCoj\nv1M1XPFz6CBbXl7GwMAABgYGeH57enrSIuWL3rpKpWJSPb1vIBCA1Wplw6ioqIiRGZJwOIxwOMwG\nitvtRk9PD/MH0iV30zolVGhsbAw+n4+Lp7W3t2PHjh2wWq1swKpUKkSjUb5MBgYGsLS0xAZBW1sb\nKioq0jYsyaClQ4kuOgBoamrCk08+iYaGBgDSPNOFCEio6/DwMB9SlEwh8rnSTY9PJBI8/pOTk4jH\n46iqquL9aDAYOFsPkA7RaDSK4uJiGZqajiSvISKPipxBMSvQ6XRibGyMjd68vDyYzWbmdQCS0SUW\ngswEVRKNXI/Hg5mZGV7fJpNJthaIoL66uspGOmXG0TklopKZXnIrKyvMpXQ6nWhoaMCf/MmfAJAM\nXDKUaN0RB4/Q1XA4jGeeeQbV1dUZZXeSPmRMv//++/j4448RCAQYrXnttdfQ2trKxODk10xOTmJs\nbAxNTU2cBENjm66zBEhn0NWrV/GP//iPTFJWq9XYsWMHfvrTnwK4y4tMzghdWFjgEhXJSGo6Eo/H\nEQwGMTAwgLfffhsA8Pvf/x7RaJTvhRdffBGvvvoqqqqqeF9T0gOtKZ/Pxw46kNmcBYNBRv8+/PBD\nvPPOO3y/19XVYf/+/fizP/szBjK0Wi0XpiRdIpEIgyTl5eUZIZU5zlJOcpKTnOQkJznJyQPkoUWW\n1Go1W6dGoxGJROKPeogiguJ2uxGNRjkddO/evQxlpqsPIHlsBoNBljqanJZMj4uvDwQCMoi8u7sb\nBQUFaSNdgOQJGo1GtpzJ+3hQLSNAzk1YWVnhEI5YlyYdnVQqFXtnWq0WhYWFsvdK5meIiCD9fWJi\nApFIhOd+586dMn1T0Y3WCyFTZWVlHMolBI7mleoAiXyucDiMr776ivk7iUQCL7zwgiylON2xCoVC\nGB8fByB5QBUVFRwG6OrqgtVqhU6n4+9Ani6FBM+ePYtIJIL9+/cDkLw+scRCKkI8JQA4ceIELl26\nxAhWZ2cndu/eLcsCI74VhZsuXryI27dv87i1traisrIy4xYMtDYIWXK5XCgsLJTxRkKhEJxOJ6fm\ne71eqNVqWWuDTHUA7tavUigUMk7H1NQUI2p2ux0ul4uRJ0JZS0tL+Tvk5+dnrVYXAEZmiF9DY0MF\nKEXkZnFxEVNTU8y5ysvLg8lkkqHkSqUy7XCFmOU6ODjI6LVKpcKOHTsYoVAoFFxclHhNU1NTuHHj\nBqd5R6NRlJWVoaSkRMYJSwc1DYfDnGn6n//5n1hZWYHZbMazzz4LQOIeivwp4k4R/3JiYgJ2ux0z\nMzOMYFKR1XTGiBCr/v5+/Nu//RsuX77M+3z79u346U9/ynxIKqIoZoLPzc3JWowQBSUdEcO4/f39\neOedd/Dxxx/zZ7W2tnL2749+9CNUVlbKSjwEg0EsLy/LSpyYTCY+v9MZIyrHMzw8jE8//RSAxJ2M\nRqPo6uoCIN3nR44ckWVU0mvF0hhqtZpDhlu2bEkpKzdZHkpjiUSEwJPlfouDDqq+vj4olUqG6B57\n7LGsND8UeQxr6bLWZo7H47h27Rr/Xl9fjyeeeCIr/ABRH6rZ8sckHo/j0qVLAKTFXlVVhWeeeSYr\nBerERpP30yd5jAhCvnnzJoaGhqBQKLg+DBlcmV54arUaRUVFsvo2yQ0f6TNoDd26dQt/+MMfmDOz\nd+9eHDp0SBYWSBeGF+vdUIE+MpbMZjM0Go2MY+J2u3H69Gn87ne/AyBdjpWVlXjyyScBSGFmavSZ\nalhQNNyuXr2K6elp/o6VlZUoKSnhGlSAFD5wOBz44osvAABXrlzB0tIS69/Q0AC9Xp+1ZqPEhQIk\nYyMQCMhqdy0sLPDF7HA4UFdXB4PBwJ+/nuKj9xPRWFKpVLIqzqFQCA6HAzMzM/zZYrkHj8cDrVbL\n9XAAKcxiNBrvCUWnI2J5klAoJKMnKBQK+P1+WXLCyMgIZmZm2GnU6/WIx+Ns7BkMBpSXl8v2bTrr\nOxwO49y5cxyaKSwsRG9vLztSlHCxuLiI27dvA5BC8FNTU2yk+3w+3Lx5E9u3b5eVXVivPmJBU7/f\nzzWVRkdHkZeXh71797KxRBc7GcFUz4y4Ow6HA0tLS5xoRO+bqoFCxis5Gb/97W9x/vx5xGIx3juv\nvvoq9u/fz+F3kc4BSOfA3NwcHA6HLMEinfA7hboAKaz/u9/9Dl999RWPQ3d3Nw4fPoyXXnoJgGT8\nUxhLDAvOzMywAQ5IZwaBFOtd32JI2efz4fr16zhx4gRu3LjBn7N3716uxn3o0KF7aAfEU6Wzwel0\nQqPRMH2gra0tozv3oTaWHiRrLYxEIsGTdvPmTRQUFGDfvn0ApInOlje3Hl1IH0CatCtXrvBh0dvb\ni5qamg3RZz21YzweD06dOgVAWsydnZ3o7OzMuj7rMSbEujS/+c1v4Ha7sWvXLrzyyisAkJVsGIVC\nwfy19Ri2dHn8+7//OyYnJ9kz+fu//3uYzeaMEQvqGk6ednl5OWpra5mDAIDrPVH8/erVq/jVr37F\nMXyj0YiXXnoJhw8fBoC0UUoqAEuHkt1uRzQa5UvX5/Ph/Pnz6O/vZ2OJvMnLly/za8rLy/n7UAFE\nkWSfThYjock0LlRfZnJyUlbkUUSWVlZWUFxcLDukabxFwydVXSiBoaCggHluHo8HXq+XP6u4uBg+\nn4/HLj8/H4lEAg6HY02jC5AMlHTWOI2tyDeKxWKMMlP2LV0cw8PDmJ2dRTwe53OIeHp0ZhJql05G\npWi4ud1uDA8Ps9PR1NSEhoYG2d8nJycxODjI+lGiBxmRDocDLpcLKysrzE9Lp1YXITFk2EciEdTW\n1uK5557j+liE3JDz4na7ZUT91dVVOJ1OWdHdVAwlsRYWGQKA1LDX6/Wivr6e0ZunnnpK1pKDOKbk\nsPX392NychKLi4vMnSQeaKpOUiQS4fE/deoUrl27huXlZc72PXz4MI4cOcLjT8ieyA0eGxtDX18f\nv09nZyeamprSilKIhtvx48cxPDzM/L/du3fjqaee4iQBs9nM61Qc34WFBVy4cAGAdC7V1dXx96ms\nrMzojstxlnKSk5zkJCc5yUlOHiDfWWRpLYnFYlxSf2FhAVarFU8//TSA1LySbOoDSDVxJiYmOGX+\n8OHD34o+pNPNmzdx8+ZNAFLs/cknn0ybz5WpRCIR9gTOnTsHpVKJAwcOMLcoW/yO+3HLRCHuDlX2\nPX/+PJRKJaM3PT09WUkZVigUKCws5FRXChMSYkX92EKhENeFOnbsGIaGhvg5Bw8exEsvvbRmKnMq\nIRTidJBXTRlftHYHBwexsLDA6Bwg8faohhYghS9KS0vZUy8sLMxafRyFQsFITkVFBdxuN2ZnZ9mz\nJW+UfoZCIeYNiRw+ESlJB+WicLdGo2GvGZAQPppHt9st69kVjUbhdDqxtLTE+k5MTMDv9zMCVFNT\nkzb3TQzTBoNBWSkJtVqNaDTKHr/X6+VsVarqbTab4fF4mO/kcrng9Xq5jQ9971T0ASQuF3U8AO7y\nqKiOG3GnAoEAZ4DqdDp4vV7mMM3NzXG7oXT4OCKydPHiRQ6pqdVqdHV1oauri/cSpd4TL4hCmDQu\nHo8H8XhcFlpOB52kitjU981ms0Gv12PXrl146qmnAGBNVDQcDjOifPHiRYyMjEClUnH5DKqnlepc\neb1ezsK7ePEipqamUFZWhr179wKQUC4x9CZmMBIH7N1338X169cZKe3s7MS2bdsYvVwvQhmLxRjJ\n++STT3DlyhV4PB5Gz5588kn09vZyeE9slE17YGlpCe+++y7fJwUFBbKSJ+mi7yTfG2OJwgnUIiUU\nCqG6upoPsm9DH4q///rXv0YgEOCJb21t3bCQ4IP0AaSD6pe//CWHvurr67F9+/asdD5PVSik8r//\n9/8GIB3ora2tePLJJ7PeFDJZkg0LQDrMzp49yyUeAoEAurq6uI5HNjpo06Wbn5/PBqrYdJh0UqlU\nmJ+fx9mzZwFILSPi8Tg3Hn3jjTfQ2NjI7yGS51PVMT8/n1Oi7XY7tFotc12Au6EiuuBjsRjzcwDJ\nYNi2bRuTL6n2kXigpTtuKpWKDcI9e/ZwfSkKS1CLEfqdekQmF6Vc62c6QokBgJSoYTAY+JKNRqP3\nHOLhcBhLS0vceHR8fBwTExOykhXpNkEVeR7hcBgej0dGBFYqlWw85eXlcWNdGk8iG9NrvF4vwuFw\nxmThlZUVeL1eWbh6dXWVDcbV1VUkEgnU1tayLmq1GpOTk6yLWq2GwWC4p8zCeseFvoPf78fAwAB/\nNvXMEw1eeq6or9/v5xAQtTppbm6WlWRZrz4iv2dkZIRr3CmVSjQ3N+OJJ56Q9cgThcKIRJu4fv06\nPB4P9u7dy8kdlNiRyrqmBA0yLGZnZ6HT6dDb28uGGyV1iGdlOBzGxMQEfvWrXwEAzpw5A6/Xi8cf\nfxwA8IMf/IB5bzSW65FQKMStqC5duoSlpSVUVVXh4MGDAKREHwq90ftSiJKM8DfffBPHjh1jrtzL\nL7+Mw4cPs3PwvayzlKrQoNlsNnz55ZcApAVaV1eXViHKbOkzODgIQFpQsViMPQEiFG6mPnRYXLhw\ngccIgOzw3Ex9AIkP89vf/vaeGiP19fVZudhSkVgshvHxcbz99tt8mJWXl+OFF15gI5cOpEx1oswq\nkYQqXlCU0dHf348rV64AkLzbrVu34m/+5m8ASIdHckZOOropFAro9Xps3boVgLQ2iS8CgBsf63Q6\nvnhPnz6NQCDAl9ju3bvx4x//mA2u/Px8NhoynUexvlpTUxMqKirg8XjYOAIkQ4FQAK/Xi4KCAtaB\n3iNZl1SJwqKI2ag6nU6GyiZfWtFoFHq9nvk7ExMTWFxcZKSgpaWFDadUJJmzRGRdcVwKCwuZKGwy\nmVBWVobCwkI+E91uNxwOBxsFVIcuU8cpkUhwPSlAmp/FxUVZbSxaV2JSxfT0NF98+fn5qK6ultXL\nSpWTA9xtpkprtaysDC0tLbI5Ix4O8ZFmZmYwMDDASQ+AlKG6fft25s+lQhQWmzwPDAzw3jIYDGhv\nb0dXV5dMH5ETNDExgffff58TcoiHc+TIEbS2tgIAF4FcL5IMSI7gpUuXeB3GYjE0NTXh4MGDzD0k\n/piYRNDX14c333yTz2yXy4V9+/axQ9nU1CQrSrkeSSQSmJmZwWeffQZAqmtlMBjQ1dXFhG7RUKIx\nos4Tv/71rwFIjXKdTicOHToEAPjhD3/I+gCZ3yXfaWNJ9MSj0SjOnz/PsLNer0d3d3dW0odT1Yk2\n3ueffw5AyvQwGAycDpqtqrSp6ENIwccffwyPx8NhLsru2kx96CAYHBzEiRMn2JtsbW3Fiy++CK1W\nu6n6ABKE+/bbb+PixYt8IB49ehQvvPBCypDyH5Pk9gRieQDgbsXgU6dOYWRkBICUYfaTn/yEPTiq\ngJwNw02n03E5BLPZfE8qMhFgKezmcDiQSCQYEv/zP/9ztLa2sted7dApHdrFxcXQ6/UyknVeXh7c\nbjdfzJT1qNFoZFmioj7pEuEpXCM2exURLGrPIRplYhsk0i8SifCFmalRQkJ7mMjafr8fKpWK54iq\nqYfDYX7O2NgYJicn+RKi4q2Zzl1+fj5KSkrY+PB4PBgYGOD3tVgsPAaEvi8vL6Ovr4/Pho6ODvT0\n9MgKCaajF4XTaC1Qdq3L5eJ9HY/H4XK5OOR9/vx53L59mxM9uru78corr6C6ujqjzDyfz4epqSlO\nlKBGzKQnSSAQYEPt/fffx4ULFzg8WVVVhddffx2HDh3icyodxMTtduP27ducyalUKlFWVoaamhpZ\n0cxIJMKOyPnz5/HJJ5/gxo0bPE+7du3C3/7t33Ljc9FJWa8kEgkMDAxwRqvb7YbVakVLSwsb+2Qc\n0V2xtLSEP/zhD7h06RKXdonH4zhw4AD+8i//EoDkiIj6ZHxWZvTqnOQkJznJSU5ykpPvuXynkSWS\nRCIBn8+Hd999l614q9WKH/zgB1lDA1LVZ3l5GcePH+fHqqurmWy+mToR6kaciYsXLyIvLw+dnZ0A\nJBLfZulDuhDKdezYMUxNTTE8T6mhm6kPhS0+/fRTnDhxAolEggndP/nJT1BWVpbVBqMkIvoiIqSA\nFAb4/e9/j3PnzjGq8qMf/QjPP/88h1CyOUZiKjsVMyQhJCUYDDJJdnZ2FhqNhrkNu3btkhXQzFRE\nD1DkAJE3LxYOBSSPXeyRV1xczDWn6P3S9SrFMBcRjumz4vE44vE4o1rEnxLrO1EdK1rzq6urCAaD\njGqI9aBSFSogCUgoRUlJCROrHQ4HNBoN/z0SiTBiS1wzm82GeDzOxPyamhoYjca01zu9jnp30pqi\n2jciyhaJROBwOBi9cTqdsnPp6NGj6OzsZAQ1VaH5pn6PIrI3OzsLi8XCSCi1WSJ+YH9/P+LxODeL\n/au/+iv09PTIyjykExKkfUSiVCqxurqK0dFRRgCj0Shu3rzJ/J3Lly/D5XIxheO1117D888/j+Li\n4ozqvQUCAbhcLhn3j/Y4oaVUw4xKhPT398Nms0GhUODAgQMAgL/+679GR0cHr+d0UZzJyUlGGYPB\nIJe+oLAsrRWitly/fh0TExPctgqQOI3PP/88hxHTLRx6P/nOGkvigR6LxXDnzh0MDg5y7LejowMV\nFRWbHs4hg+Ds2bMMcRYUFGDnzp1sFGyGTnSZUAFEMtwI4qTFXlJSsuH6JB8WlIl37do1HhsAeOGF\nFzLOWEhFp0AgwPWFPvjgAywuLmLXrl147bXXAAC1tbUbTjQH7nImCO7+4IMPcPLkSfh8Pi4I99xz\nz6XdeHm9OtBPMURIvzv/P/beMziu87of/m3vi8UusAAWvZIAC9gEipRIUY2SVSlZcqS4TeLYmZSJ\nknk/vf9P7+SdfLInmddjx3Gf2JJjaf6SrBLLkkiLIimRIiiQBAuI3vui7C62t/fD9Tl87hIEdxeF\nVP73N6OhFljce+5zn3LK75yzuIhPPvkEgMQLcjqdePbZZwFgTQtQLicTgYolisRmarQr9mPL5Eys\nxZhRtpTf7+eQCIUi6CCmA5g2aOJS9fX1cZ2frq4uGUlc5O3kAjogaX46nU40NTXxgRMOh+H1evng\nW1xchFqt5h5xdA2Xy8VF+4qKilYVkqcxLy0txWOPPcb9BenQo9BSPB7HzMwM5ufneZ6Vl5dj//79\nbKhs27aNFcl8xweQwm7Nzc3chzEWi2FgYABer5dDX1NTU1yHCpAUKgovARJfiRSl1chiMplkjZgp\n2zUSifB7XFxcxOjoKNcNi0QiaG5u5rX21FNPweFwyN5TPjLp9XoOcQFSqPTatWtIJBIc4g6FQlhY\nWOCxSyQSKC8vR1tbG44cOQJAqoqdGerKRx5RoU2lUhgfH8fx48f5nWi1WkxPT/Pam5ubg9lsxo4d\nO/DQQw8BkKqfFxcX8/jm07tzJXwhlaVMSzwUCuE///M/EQ6HmYvz/PPPr0lF6lzkAa4XNXzrrbc4\nvkpx5o0oF5BJ/IzH4+js7JRVEG9qasLTTz8NIL9y9LnKI2aDTE1NccZiMBjkTRKQyIEbIQ8gbZqT\nk5N4++23AUjVumtqanD48GEmdK+2XUe2IEI3lb04ceIEpqensWnTJlbcysrKNpTrRiCO2dWrV9nK\n0+l0aG1tZYLpWpRTWAmiB442P3qP0WgUExMTfPCZzeYbShfkUypgOVAbBuJIjI2NYWlpiQnoVO2c\nZBsYGEB/fz9GRkaYSxmNRtHU1MSZg6vh54meJYfDgebmZl4/hYWFWFxclBWtjMfjUKmud2EvLCxE\nQ0MDF+1zOBx5FaQE5IekyWRCa2srH7qUAUgH38TEBJcxoCywBx54APfddx+3iKEDON+xob8zm804\nePAgj//U1BSGhoaQTqdlzZdDoRDKy8sBSMkTX//617mqNnkoVqtIKxEcAAAgAElEQVREFhYWYvv2\n7ejq6gIgtXgZHh7G+Pi4TNnQarU8LnV1dXjssce4GCN5/larBNjtduzdu5d5QlevXsX4+DgWFhbY\n4aDT6WAwGPidbN68Gfv370drayt7czK7BuQrU3NzMxvNgUAAPp8PFy9eZE+pwWCARqPhudvc3IyD\nBw/i7rvv5vdmMplu4AyuJRTOkgIFChQoUKBAwQr4QnmWMtN4yWPR39+Py5cvw2g04u677wYg9fHa\nqHCOiGQyifPnz6O3t5f5JQcOHMDWrVs3RJZMr1s4HMaZM2c4xFNaWoqHHnqItfH1HCPKIKJQQCwW\nw5UrVzhUUFxcjNraWg4JUmhiPeUhb9/CwgI6Ojo4DGez2XDo0CHce++968ILupk8gORtGBoa4qaR\nPT09sFqtOHLkCGeZbGQR08yU9HA4jOHhYfbUVlVV4dChQ+xR2UhvF5UBEOf32NgYe5Yo1LEW1m7m\n2ibLlubp3NwcBgYGuGZZKpWCVqtlHojYK44s8ebmZjz11FPszVnNexXDcAUFBTCZTHyf1tZWGT8m\nEokgHA4jmUyyde5wOOB0Ojkck09No0x5AGmc7HY717jzeDzYtWsXZwBSyQKr1coeFMo0W204JxM6\nnQ5NTU3cTqSrqwtTU1OyXoeVlZUwm83MUTpw4ADKy8t5vq9WFpE/tW/fPuavXbp0CcFgUNZeSK/X\nw+PxYMeOHQDA9A3y9qw2s0v0/u3Zs4c9bsXFxZifn5eV6nC5XCguLmZZduzYgZKSElmm6Vp4cVQq\nFerq6vDUU08BkN4ZNVQnWZxOJzweD+rq6gAAu3fvRk1NjaxhdmbIdq33pS+UsiQ+vJiC3tHRgWg0\nitLSUj54xT5b64HMjVRMD6VwCnEBHnzwQY7HbgTEPk3T09NYXFzk2k5VVVU4cODAuh++YjiQaszM\nz8+jv7+f09RNJhMeeughTp9dT+WE5KCD7cqVKzh69CgfKAcPHmRZNipcSqnVExMTeOedd3DmzBkA\nEjfg0KFDeOCBB3geb1TR0Exlm9KqtVotb1wVFRXYtm2bjGC6kRDDcPPz8+jt7eWxdLvdKCsrW7NK\n6wQKedntdiaQzs7OIhQKca2aubk5WfFFQNrkW1tbOYyyf//+vIsbLidbZviGFDmn08mkdEAy4lQq\nFZc3oL/NHKe1UAporMR6VGazmSkS8XicCeCkBKwlvyQzQcDhcDBxvLCwEFNTUwgEAqwkut1urukE\ngJWBtZrXtK/pdDqUl5fjiSeeACCVShkdHUUsFuN13tDQgKqqKg5hEjdprUNLRqMRZWVlzD3avXs3\nc5ZIlurqalRXVzP5fLn6SWv1vlwuF1cOr6qqwsTEBMbGxng+l5aWoqKigs8Ki8VyA79uvfehWypL\nKpWqEsCvAJQASAP4STqd/v9UKtX/A+DbAGb/9NX/lU6nf/+nv/m/AXwLQBLAP6TT6ffXUmhSBigG\nfu7cOUSjUdTU1HC1zvWGyKMQPRY9PT3MaaBNtaKiYkMPFDEef/78eczOzvICEOPN9N31ko34SiTL\n4OAgvF6vLO7c2Ngos+DWCzQmFAM/ffo0N4AFpIwuKmC2XjFvEclkksmKn3zyCS5cuMAeiYaGBjz2\n2GOora29LQqJyDNLJBIIh8OyA6e5uRkej2fDapgt51EWs+FKS0vZA0cb6lq2WwHkBUlpXTscDuza\ntYsJsMFgEEtLS6y4FRYWorq6GlVVVbKDeK04XuIhKnrbsn2m9QJlLNLBqtVql22ntJbk2+WuDVzP\npiTeTXFxMc8dkm+tis3eShaqgk/etPLy8huaPGs0mg3hJqrVai42C0jevz179siyOUmW1VbhzwZU\nYR6QPFrNzc2s4JO8Wq1W5kXaaGSzoyQA/F/pdLpDpVLZAHyuUqk+/NPv/i2dTn9P/LJKpWoB8AKA\nLQA8AI6qVKqmdDqdhAIFChQoUKBAwRcMt1SW0un0JIDJP/1/QKVSdQEoX+FPngbw23Q6HQUwqFKp\n+gC0ATi9BvIyUqkUx1uvXbuGQCCQd9PFtQCFvUZHRzEwMIBgMHhD9d6NAGni5M2Zn5+H1+tlS7uw\nsHBNepzlAtELYLfbZZb3WtfCWA7k/aM0c0AKBVRUVHCNmc2bN3MK/EZ4SsSWBouLi9Dr9di9ezcA\niaewd+/eDfNyZYLCNYAUBigtLYXZbGYvl8vlyrv+Tb7yANc9TGq1mr2RlZWVOHLkCL/XwsJClJaW\nrnlVehoTtVrNXhK73Y6qqirmuqwk+0a8v40Oh66EjQyP3ArifF7vvSYbWWgv3oiyJLeS5U4ZF0Du\ngbvdY7MccpJIpVLVANgJ4DMA9wD4e5VK9Q0A5yB5nxYgKVJnhD8bwzLKlUql+g6A7wBgt2SuoI7V\ntbW1SCaTaGho4P5UG/XyMzfDhoYG1NXVsSsRkGLiG+FaJS6HSqXig2379u3o6elh0jLVxdgI1yot\nRtHVe88993DYoqqqCgaDYUNkSaVS0Gg0HKY9dOgQ1w0BJI5HJj9gPUFdzAGJUNrQ0MDx+MrKylXV\ndVkN6PlJMTEYDCgqKkJhYeENoY3bJRv11gMkQ8ThcMhCK+sp252kBChQoGDjoMohzm0F8DGAf0mn\n02+oVKoSAF5IPKb/F0BZOp3+S5VK9QMAZ9Lp9Mt/+rufA3gvnU7/75tde8+ePWlqGJotRN5CIpFA\nKpWSWZwbHdMkzxLJJcZ+861dslbyiLyk9T5MVgKRTUUFc6OUE+Dm2ZQANkRhW0keUUHZaDkUKFCg\n4P9UqFSqz9Pp9J5bfS8rz5JKpdIBeB3AK+l0+g0ASKfT08Lvfwrg3T99HAdQKfx5xZ9+tqbIJBDe\nbtxJ7kzgzpMHuP3vKVMBud1jkymPoiApUKBAwZ2JW7o7VNIO/nMAXel0+l+Fn5cJX3sGwOU//f/b\nAF5QqVQGlUpVC6ARwNm1E1mBAgUKFChQoGDjkI2pfw+ArwO4pFKpLvzpZ/8LwIsqlWoHpDDcEIC/\nBoB0On1FpVK9BuAqpEy6v1My4RQoUKBg45CZkn67sVzI+U6RTYGCbJBNNtwpAMvN6t+v8Df/AuBf\nViGXAgUKFCjIAWIBWOIsilxFsWbORsslckxTqRSSyaSstx3xKG+nApXJaVSUOQUibj/ZR4ECBQq+\nQLhTiPhiW5pkMol4PM6thBYXF1lhAqSGslarFWazmUuZrHVX9uXkAyTlKB6PIxwOAwBX0dfpdCwL\ntTpZ63Yn2chH40jKHCXn3K5ElEwZyUso4nYqlrdKCrvdSubN5FutXEojXQUKFChQoECBghWgeJYU\nKPgCYzkraq0tO7pH5nXFe98shLGWsqxkMWb2tFvu3quRhfqsid4cul9m2Ynl/r3Z7/JFZt/FaDSK\n2dlZXL16FYBUqHdxcZHv43A4UF9fz82rAamAZ2bz3LV8X+SpCYVCGBoaQmdnJwBgcnISVqsV9fX1\n3G7I4/HAYrHIwoYk01qDvDXk6RocHER3dzdmZ2f5ni0tLbJxMhgMGxLGpOK55H0bHBxET08Pe9wq\nKytRWloKp9N5g4dwPWUCpPcZjUbh8/m4KTKV7KG+kdTQeSNaIdFYUauxYDCIYDDITePT6TScTueK\nve1ygaIsKVBwh+Fmysly38k8uNeiaGJmeIeum3mAiTJQPS/6vVjaI19ZxGbMgFSnixSWzLphBLHG\nGf18NbKIB/7S0hJisRgfZNQ4l7rXazQaWK1WOJ1OAFKhU6vVKuuMTtWJl1OkcoV4UMzPz+Ps2bM4\nefIkAGBkZARqtZobaNMBV1RUxOG5hoYGOBwOrk23lqU0xEbnvb29ePXVVzE4OAhAeh9FRUVYXFzk\nCvqpVAoej4cPXZ1Oty6lPcRK/jRW77//Pvr7+1l5MhgM6Ozs5Maud911F8rKyrinJT3DWssFALFY\nDCMjI/jd734HAPj8888xOTnJTX8rKyuxZcsW3HXXXWhoaAAAWK3WNa9YL8pFCnkgEEB3dzeOHTuG\n6elpltdms3Fh6d27d2Pz5s0879arXAzJFQ6Hce3aNQDAmTNn0NvbC7/fD0Dqw1hTU4OHHnoIgFSg\nWeyKkCvuWGVJ3HxvldmxnLW21hNHJCcud6/lLOv1rvZLYyQeUpkHWeb918PiJ4iyLJftstFjtJLn\nA5DPMZGncCs5xDHOZzwzZSFlgw4xUlAyi4dmjq94X5I7k/eRq0yZ1lo4HOb2NHRd4qDQ9ck7QVW1\ndTodN71cS1kCgQAWFxextLSEYDDI3zEYDGxlGwwGmEwmWCwWPtwyK7Nnm4klNsj2+/0YHx9HV1cX\nBgYGAEgekkAgIOMGGQwGrsxeUVGBPXv2oLq6mg8Pamid2RA017lPc4YUtfHxcXR0dGBsbAzA9a7y\npIxoNBp+BnomtVrNChPJsBYFa+m9zczMAADefvtttLe3s6z19fUoLy9HUVERP//g4CDi8Th7c8jL\ntNYFdFOpFPx+P9599128+eabfO9YLMbzxWw2Y25uDu3t7fyZ2v7QPFvLbD6x9VFnZyd+8pOf4LPP\nPgMg8buMRiNz0bxeL/x+PxYWFvj+mzZtkq21tQLNf3qP7777Lo4dO4ahoSGWJ5VKwWq1cnP2wcFB\nPPnkk7jrrrsASIrceniX4/E4vF4vXn31Vbz//vsApCb20WhUti+VlJRgcnISAPDXf/3XaGlpyXuc\n7khlKR6Po7u7G/Pz8wCAhYUFLCwsyLrTm0wmmesvnU5Dr9fzRqXRaBCLxW5oi2AymXK2CmKxGPr6\n+gCAe9CR9ipar4CkzdrtdqjVatni02g0vKnq9Xqo1WqYTCb+Ti6bAm12U1NTiEQisg2dqpmLSh31\nPAPAli5p/Ol0GjqdThZOsFgsMkslG7lo4yYrhCzwaDTKh208HkcqlZK9R4vFIntnyWQSWq2Wr5NI\nJFhm4Ho19FvJJBI2k8kkkskkYrEY98wLh8OIRCJsTdL99Xo9L6ZQKAS/3y+7jlarZSuvrKwMdrtd\n9je3gkgmFceKNkAA/K9er5cd8MFgkH+XSCSgUqk4jOF0OuFyuVBQUMC9y7Kd55ljRSEdQJpjtA5F\nBU20GNPpNKxWKwoLC1kWWgMrKc83k4VAY0R93wYGBtDd3Y3p6Wk+XPR6PWw2G+8F6XQahYWFaGxs\n5PYx4lwn+bMBhR0A6dAaHh7GpUuXeGySySQKCgr4AFWr1UgkErwel5aWMDg4KDvITCYTtFptzuOy\nHNLpNM/n8fFxBINBlJSUAJAUkra2NvZyRaNRzM/P4/Lly7IQT1FRkWz9rZXHJBKJ4MwZqevVuXPn\n4PV60djYCEBqNbRr1y4YjUYOmQwMDKC3t5f3hpqamhtaRK3m0KXxJrlef/119PT0AJAU3Pr6emzZ\nsgWANH8DgQDvDV1dXXC5XLDb7XyerFXIkhQSOl9++MMf4sSJEzzv3G43ysrKZHMsGo1ifHwcFy5I\nlXxcLhefKSTbamUCrnu5fvaznwEAjh07hrm5OSSTSdl8VqvVvC9duHABWq2W20jV1dXxmK0WolI5\nNDSE733ve/jwww85JEhnLu1/iUQCIyMjvEZqa2tRW1vLe0WuUAjeChQoUKBAgQIFK+CO8yyl02l0\ndnbil7/8Jbu7BwcH4fP5ZFY2ufkBsDUSjUZZ89RqtdDr9dzMdu/evXjkkUewfft2mWcjG3na29vx\n6quvApBc7yMjI/B6vbLviB4mIpKR2zkWi0Gr1bLl3draiq1bt2LLli3Yu3cvALC2m43HhCyi9957\nD2NjY9yYdnR0lHkdBPKG0FglEglEo1G2Jl0uF1paWlBeXs4/O3ToEGpqanicspErGAxiZGSEXZ6X\nL19GT08P/H4/a/aRSATRaJTlIy4JedxsNhvMZjM8Hg9bI6FQCLW1tXj66acBSERQ0eOy0jiJ5NeF\nhQUMDAywBTc5OQmv18tei0QiwfFssihjsRgCgQA3AiaZyGPx6KOPYs+ePTlbTiQb3Xt0dBSdnZ1M\nzl1YWGBeh2gFxeNxzM3NAZBSw1OpFHsOdu7ciba2Nthstrz5QXSPmZkZdHR0AJDCAuFwGBaLhZ+7\nrKxM5imdnJxEJBJhVzw1a863e7jodYlGoxgaGgIgeShGR0dhNBr5XsXFxSgsLGRvyfj4OGZnZ2Gz\n2ZjYSe8vHznoGUOhEBYWFtiLBgDV1dVobGzkdU3vhzxP9H7FNZBJEr9VGvZKsqVSKb7u7OwsCgsL\n2dO4b98+XisAeM0Hg0H09/fz38zMzHAYjsKpqw3nJJNJjI2N4cSJEwCAsbExFBUV4cCBAwCA/fv3\no6ioiEOogDS+IyMjGB4eBiDtBaWlpWsWhiNv3/DwMF599VV0dXXxum1ubsa+ffuwc+dOAFIkgLxw\ngBT66uzsRElJCUcCNBrNqkNxtA9MT0/jJz/5CQDg448/lq2ltrY2NDU18X19Ph9mZ2cRCAR4XYyM\njMDtdvPzrOb9iVyzgYEBfP/738fx48f53nq9HiUlJaiurgYgkd9TqRRzmChUTfy0ysrKNfEskZeX\nkgS++93v4uOPP0Y4HOb1XVFRgZaWFl6fAwMDuHz5Mst2+fJlBAKBvD1Ld5yylEwm0dPTg76+PlYK\nFhYWmMcBXO9mL24E8XicNw5AmjDiZqLX6+F0OtnVmi0SiQTOnz/PsvT19clqmNCCIdk0Gg20Wi3i\n8Ti7UilEKB7MS0tLGBsbQ0tLC4DrobpsxqerqwsAcOnSJVy7dg1TU1OycaDv0ViJCkksFoNKpWK3\n7uzsLEKhEK5du8bP4HA4UF5eLiOl3gwUviHyH22QPT09GBsbg9/v58UXjUZvCLOILl0ix05PT7N7\nfmFhAa2trdixYwcAyUWezeITlaXp6WlcunQJJ0+exJUrVwBI4SW/38/jRW5ssbmuyWSCwWDgjcrv\n9yMUCqG+vh4AWOGlwyZbkDt5dHQUAPDmm2/i8uXLfFCkUilUVlbKDmsKfdFnn8+H6elp5sI4nU7s\n2bMnr/CA+E7i8Th6enpw+vRpANLm53A4UFNTw3PV7XYjmUyyMeDz+TA2NsbvrLCwEJWVlasmeFNo\nt7u7G4CkVKrVatTV1XFIx+VywWAwMK9iamoKc3Nz8Hq9MqNhtWETCu/V1NTwdXbu3ClTSOLxOIqK\nijhMOzw8DJPJJCOVJpNJpFKpVWULZXK6AGn+NjU1sXFYVVUFs9ks42/E43GUlJTwWAWDQVZkAHB4\nPl8lQAzffPbZZ7xPAdJaueeeewBI88dkMnEmFSAp4PF4nPeykZER2Gy2NWlCTjwlAHjnnXdw7tw5\nJBIJbN++HYBk9Ozbt4/5ZCqVClarlef35OQkBgYG0N/fzwYDKXmrQTKZxMLCAn71q1/hD3/4AwDp\nnbjdbnzpS18CADz44IMoLy+X7WXt7e2IRqNs1M3NzSEWi/Geni/IOCHC9L/+67/ixIkTfIba7Xa0\ntLRgx44dqKurAyDtkTQ+gERvCIVCzJ0T12A+8tB+HAwGcfz4cfzbv/0bAOD8+fOIx+Ow2WzYs0fq\ngXvw4EE0Nzfz3L1w4QJmZ2d5TpFxTO8wV9xxypJKpcK9996Lzs5OuFwuANJkjUajqKioACAdqmIc\nF5A2ycXFRf6Z2WxGT08PbwyAdNhlEmazIfMePHiQPRIFBQWYmppiRai0tBQGg4EXmsFgQDqdxszM\nDMdx7XY7amtreeIsLCwgEolgampKdjhnu0lt3rwZAHDx4kWk02k+MIPBIHuHMjNcSJZwOIzi4mLs\n2rULgGTBjY+P49KlS6yBLy0t5WzxGo1GmM1mVhyKi4uRSCTgcrl400kmkzK+SyKRgFarhcfjASAd\nPkVFReju7sbvfy8ViF9cXEQgEJAVjMvGqyQeJIuLixgYGMDU1JRMFrPZzJ6Z8vJy6PV66PV6nkPF\nxcUwGAzsLfvoo4+wtLQky34SvW/ZQLQmjx49CkBSekdGRnjMt27dit27d6O2tpYtTOJckdLu9/sx\nPDwsyxQjYnU+oLk5NTWFM2fOsGWo0+mwbds2HDhwgPkwRqMRsViMlSOVSsVeF0Aa79VUZBYTO0gp\nBCRlpLy8HM3NzUxcJiIwvZN0Oo1QKIRQKHTTOZytTGq1mt8vkcZLS0t5jtOhLyrvItePFHDKViKI\nRQZXw1eiOQFIHlen08mepUzjiwj4IgE9GAxiaWmJ5zdlxuXrzaE1SuRo2nPcbjceeOABzpiyWq1s\nzJIi5HQ6sbS0hPFxqef6mTNnYDKZsG3btlUrltFoFJcuXQIgrWGfz4fGxkY89dRTACRPusPh4Puk\n02loNBqe7zqdDgMDA7hy5QorWGazOe9xon3J7/fjww8/xBtvvMFjVVRUhGeffRbPPPMMAOm9Go1G\nXp+knFC2IyBlQoZCobw9JvTMkUgE3d3d+N73vgcAOHr0KBKJBO/PBw8exAMPPIDGxkY2CFKpFCYn\nJ3kvcDgc8Pv9/JnmZz7yJBIJ9qS/8847+PGPf8yKHCDtz4cOHeKx2rFjB8xms4yXWlxczFEgkT+b\nDxTOkgIFChQoUKBAwQq44zxLarUaJSUleOmll9grFAqFZF4Lg8EAg8Egs84opknats/nw+uvv46z\nZ88CkCxnioHnAo1Gg4aGBrz00ksAgJmZGUSjUXbDFhYWyrgZ5DYWy/uTe5tizG+//TZOnz6Nmpqa\nnF2nGo0GNTU1AIBvfvObmJyclHk6LBaLzM2v1+thMBhk2WVut5stg/n5ebz22mv48MMPeWzIOs3G\n+qXfmc1mbN26lT1s09PT7G0Q5XM4HHx9jUYDo9HIHkO73Q6/34/Z2VmZ16K0tJStpmz4SsuNmdVq\nRVFREb+nqqoqlJaWYuvWrQCAlpYWzmoTvYSLi4tc84Q8k+TtKSwszDq7UgydRCIRduvTda1WK7Zt\n2wYA+NKXvsSxd5KXsgspnEC1Ymj+FBYWcsuIXNP0xQJ9HR0d6O3t5dT83bt3Y9++faiuruY5T6Fd\n8iSMj49jZGSEf0/elnys7kzPr9/v52yXWCyGoqIilJSUsDdVo9EgHo/z+AaDQfj9foTD4WXLfOQq\nC42/3W5HaWkpAoEAPyetcbKe4/E4AoEAW8PEFxRBWYxrVcKDru9yuWA2m2/IbBM9sslkEpFIhMcz\nEokwVw+QLHWbzSabQ9nKJ4ZMxsbGMDw8zOPS2NiI7du3855zM++nSqXisbt69SpisRjKyspk+1Gu\n45VKpbCwsMBhrmvXrkGv1+PQoUO4//77AUheLfGZiRpA4XfynPb397MHqLi4OC8vrrjWLly4gJdf\nfhmjo6O85zz33HN44YUXOJssM0Jgs9lgs9k4OxaQ1gVx4XKFmCV45coV/OhHP8KxY8cASJ6Y+vp6\nPP744wCAJ598EhUVFexVo+cRz0NRViB/byBl4r3xxhsAgDfeeAN9fX3soS0tLcWRI0fw/PPPMy2C\nZKDv2Gw2Wb0uOgvzxR2nLKlUKuj1erjdbo6l3yzlN/Oz3W6XcYcWFxd5wUYiEezYsSPnF0llCsiF\nXF5eLpuUYnq0eM3MA1QsZjc6Oorx8XF86UtfkpFPs5WHNsSamhpUVFTIQnmkOIpy0OEmfiblKRKJ\noLOzE16vF/v37wcgpR2LlX1vJQ8gTVS3282HGJU0UKlU7HbWarVcswS4vqHTfZLJJKanp3H27Fne\nCNxuN+6++25WqLJRluh5aaNxuVxoaGhAKBSScSQ2b97M4RyDwXBD6CiRSDC5E5B4WSUlJcyf2rx5\nc87KG/HoiDMFSIpmdXU1nn32WQAS4dRutzOJFJA2gEgkwofJwMAAYrEYcwd2796NgoKCvA8UUk5p\nLtB7bG1tZfIoXZc4V8RLuHz5Mvr7+zk87PF4VlVVWPy7cDjMhwutRb1eLyOkk4IESOFmkbu3GojK\nks1m4+em9eb3+3lNA1L4cXx8nLloRqMRFouFEwUAaQ3Qwbjc8+Yqn7i2qCwB/U4MRYfDYSwtLWF+\nfp7DFMlkUnZ4+Hw+LC0t3VDVO1vQvc6dO4f5+XlWjlpbW1khEeUW5aNDl2RbWFhAd3c3+vr6mEBP\ne0UuJSiSySS6u7tx7tw5AJIC0NLSgkceeYSvK5ZyIPkoQQiQlP90On2DsSKGEbMBhZYoxP3GG2/g\n0qVL0Gg0OHToEADgy1/+sowUTXsA3YfCqCIPlWTJVVkS64h1d3fjlVdewfHjx3m9VVZW4itf+Qrv\nS263+4YyKRT+F+WlWmcAciJ3i5y3K1eu4K233uJ6UyMjIzCbzbzHvPDCC3j00UdlxHY6+2istFot\nDAYD/95ut/OczAd3nLJEyKy6C6ycOSJaBYAUN+/r6+MNffv27airq8vb2s1UNrKRhUDWxIcffggA\naG9vh8ViwcMPP3xD1+1s5QGwbCGyTLmWsxDFehW///3vcerUKWi1Wtx3330AwBMwl42ASPdiY8xM\nWW6WaSMukvfeew9nz57lcdm7dy8OHjzI/LVsrTnxeXU6HSoqKuByuVi+zLopImgOBYNBfPzxx1wv\nRqPRYMuWLXjggQcAXOc55QIq1hcIBFjptVqtePDBB5lALdYoEi2/kZERzlKbnJyEzWbjzYO8lLl6\nTmnDpAyuubk5RCIRNg4cDgcSiQQikQjLEg6HMTExwVkyly5dktX4IaWNrk/IZ+0RtwWQxs7v92Nm\nZkaWsTg/P881Z8bHxxEOh2/IxBO5brkQmEWCtNlsht1u57pTlMRBCuzMzAwXDQTAFbSLi4tldWlC\noRDLlm9FYTp4RQVWfF6qLUbK3Pz8PMbGxjA6OsoKUklJCUpKSngOk7dS5Dtlq3yLWVQTExOIRqNM\npK2vr5cp/pSxS/OK5LfZbOxR6e7uhs/nQ19fH68LsZZQNvIAknLU0dHBCqxer8f27dtRXV0tO2TF\nvwGue+mB69zFUCjESq+YcJQtKGGBFAAimjc0NOArX/kKAKkuERluJJu4D5ASR15C+k4+RlIymWQ+\nz3vvvYczZ84gFArxOn7uuefwZ3/2Z3C73QBuLO5K1yBuId+FIHsAACAASURBVCDtDTabjY3QbJUl\nUXEbHh5mRZKiSyUlJdi1axdefPFFAFJVdavVesO5KRoQY2NjCAaDfHY0NDTcYKjkAoWzpECBAgUK\nFChQsALuWM/ScshGcya2+3vvvYfu7m62or71rW8xv2S1XIpsZSHEYjG0t7fLYsEvvvgiGhoabrBu\nViNTttdJJBKc1vvaa68hGo3igQcewHPPPQcAzFvIFct5A28lm5jiT67gRCKB1tZWAMDf/d3foaGh\nIafaWPQ9MYRCZfdFblkmv4csOLKQP//8c7z22mtswTU3N+Opp57i8hP5xL/Jq+F0OtHU1ARA8iRt\n2rSJLVkaE2orAkhei48++giffPIJAMmrsX37dq5dU1hYmFeKNVl0ZDGrVCrodDoeg5GREbayxWrW\nIyMjuHjxIgDJk1BQUMBp68T1EF3i+c5v4mgAUphraGgIyWSS+YtLS0vw+XzsORgbG+NK8SKvQuTv\n5MLHyXTp22w2ng9U3Z0+x+NxWZiOKnp7vV72aGZmm6nVatk8yoUjFI/HeX5Eo1FujUHXCQaDXINN\nzAal7KbGxkY4nU5ZqC4UCsHn8/G+lG3dJZGbGA6HkUwmORRDHBuRN0khN/qZSqXirGFA8vym02ks\nLCxwSJ5KCWSTDSuWNBkbG+O5a7fbcejQIfbe3uzvAci4LhSqo3A1eVSygehRm5yc5HXj9XphsVjw\n+OOPc40n4h3e7BpEVVhcXJS1zMmVDkDcyc8//xyAxFWk0CmF3f78z/9c5nkUPXCiPKOjo5wtnkgk\n4HA42DOdS2cD8ti+9dZb6OjoQDgcZq/Wfffdh0cffZT3TJPJtOzzJhIJ3gvOnj2LdDrN8/3+++9f\nVc2nL5SydCskk0mOB7/++uvw+XzcRG/Xrl3r0pjxVvIAEkfpRz/6EafFbt26FX/xF39xg7t1o2Sa\nnJzED37wAwCSy7OyshL/+I//yBMzX75Jvmm0lBr+85//HCMjI6iqqmJCfWtra96hChpbsVXASgel\nSqWScXHefPNN9Pf388F8+PBhHDp0SEaizYdsToVAxVRq4sQA4HY1Yi2jkZERXLlyhdO8nU4nduzY\nwdegsGmu8pBbnQj0Ho8HCwsLrDydP3+eFSYaT5vNhvn5eQ7dxeNxeDwe3siofU6unI5MqNVqrtkE\nSEkDExMTzKsh+TUaDR+oxGEKh8N8EIubu/jcucqi0+lgsVj4nVCtG5KF+CRUjoLKDeh0Oj6sp6am\n4PP5WBlNp6XO6Jnh5WySKsQQ4MjICAoKCvgwB6S1TfshhQbFtjQOhwNms1mW3h2JRLC0tJRTQ1sa\nXwqNLi4uIhQK8f4XiUQQi8V4LsRiMS57ICqj6XSa11ZBQQFfjxTCbJUT8buBQABTU1MsS2lpKaqr\nq5dtpSIq06RMAOA2TkajUXbY5jqHqG0WJfokk0ls3rwZBw8eZC4NyZUZGiTZvF4vrl69ipmZGQ5Z\nlpWV5dzGK5VKYXZ2Fh999BEAoL+/H2q1Gm1tbThy5AiA6zQDcc8UFT9AogO88847nKxSVlaGbdu2\nsWzZnrnJZJKL8n700UcYHh6Gx+NhLteRI0dQVVUlMwYyx4gMk1//+tcApAbOVqsVd999NwDpLFlN\nY9//McpSOp3G7OwsfvrTnwIArly5ApvNxrFg0kQ3SilJp9OsBPz7v/87Tp48yS/6mWeeQWlp6apI\nsPnIA0ib9Q9/+EPODtFqtXj66adzrmy+VjJNTU3xO/vv//5vGAwGPPnkk6zkipkXuULkdomfM/+f\nZEkmk/D5fJz9duzYMaTTaS569uyzz6KoqEi2AWTLfxE9CdSjUGzAmrl5Uw8oOiiuXbuGixcv8ue6\nujrs3buXD77VzG29Xi+r/KzVapkrQM8qZgkWFBTA5/OxAqDT6bg5KgDOVF1tMUEaKyLUB4NBTE5O\ncpV8AFwpnOa3wWBAJBKRFRzNJ0soE/Q8BoOBD7ZYLIZwOCyrvm+329mzZrVa+f9pL5idnZX1liTF\ni95jNlmEpJwQjw2QvLKkeAHSO52dnWVOSjKZhM1mg8vlktXjEftIkrdKVBQsFkvWc1z0qImeJiKV\nkweNFCWqZwRI+1A4HOZ3RvxHsShlrp4TQJoz8Xic7+N2u2Gz2ZZtUi3+fzKZZGNgfHwc0WgUbreb\n+S+59NGjcaE6aaKnbMuWLTJC93LXFLlnn376Kc6fP49wOMzrrb6+/qYeqZshkUhgeHiY6xalUinU\n19fjoYce4oKvtI4zx13kOr3yyiv4+OOPWf5Nmzbh4MGDvFdkO0ahUAgffPABAGkuU3b1Y489BkAi\nmy/HyRSTBKampvAf//EfrACWl5dj165d7Cmj954v/scoS7FYDJ988gmnGkYiEbS2tnLV2LXuXr0S\naLN5++23AQCvvvoqIpEIh29eeOGFDVeUaON6+eWX8fLLL/Pnu+66C9/+9rdvsCDWWx5Asvp++tOf\nsiUQCARw4MABfPvb32YLc7VhnJU+i7IQCf/06dOsLM3Pz6OsrAwvvPACAKm9RWbDynw9FCLhlQ4/\n8VqJRAIGg4GJk11dXZienuYD595770V9fT1/zsfLRc+g0Wj4sN68eTMKCwtl2VuZxTqp8jB9x2Kx\noK2tjUsqGAwGTj7IZ06Jf6PX69mzdOjQIS6YKoYg1Go1W7ZDQ0MyQjhdR1Tecnlvy70jsk5pTOha\nVO2dDg7K3KNwHCAdvBMTE+wRIuWPFJhs9wXaY+hAHx4eRiqV4oPYbDbLqieLIXKx8bboAUqn00zw\nFn+WLWguUjNnuv/MzAzi8TiPC3lNRcTjcfj9fvaEeb1ezhykeZfL2IjeBpVKxbJROY6bGUuAdJYs\nLCxwIcu+vj7EYjHU1tYy+TmX5tli9uTs7CzLUlxcjK1bt6KgoOCmyUzU7YEyct9//30MDAygoqKC\nE00qKipyDsNFIhGcOnWKjSK73Y7Gxka0tbXJmruLspA809PT+M1vfgNAKhbp8/m4bdczzzzD+ySQ\n/bofHh5m4nswGER5eTna2trYcy6WChLHKJFI8Nr/8Y9/jOPHj/PZ0dLSgueff573j9V4lQCF4K1A\ngQIFChQoULAi/kd4lhKJBBdXJPeg2WzGE088wSTDjfTixONxDA4O4r/+678ASDVDrFYrhwTzbXaa\nrzyxWIyJfK+88goWFxfZk/DVr34VLpdr1SGTXOQhLsK7776L3/72t1zoraysDN/4xjdkxUPXYpxu\ndo3M1Pz+/n78+te/ZuvWYDDg8OHDTKLOJBXm68nRarU3tLkR/02lUmyFE8+tvb0diUSCi2g+8cQT\nN9QYWY08ZL0XFRWhoKBAVtss02vl9/tlDZvLy8vR2trK4SkxlLSa96dWq6HVarnmk8ViQTwelxXg\nI2uRrMn29nYucyCGEG/FV8sG5H2g56b0fPpM7URoLKl9SDKZ5J9ZrVakUinuVxUOhzE9PX1L4mqm\nHJSGTqRYCjfRuFBTarovhb0CgQCH7nw+H1wul6zhtEajgU6ny4kfRKC5SHOIrjE4OIiBgYEbit2q\n1Wr2hAUCAXR1dXHzWipFsWnTJlkxy1zfHdWcI9m0Wi2CwSBisZjM05VIJJi7NT8/j87OTpw6dQqA\ntAarq6vR1tbGZOFciq6KZQyCwSD/ncvlgtvtlpHfKYRJnxcXF3Hu3Dlu5N7e3o7CwkI89NBDnAST\nT0JOKBTC5OQke4edTieqqqpkqfXklRNLuwwNDeE3v/kNt6Oam5tDa2srvvGNbwCQkmCymcOZ4zM8\nPMx7XSwWg8VikYUnM+ejGAn4xS9+AUAqYWK325nC8dxzz+Xl5boZvtDKErlN4/E4Pv30U5w6dYoH\nZPPmzfja1762oUoAyRQKhfDb3/6Wm7ZqNBrcfffd+NrXvgZg9e7AXOSJx+OYnJxkXhDVWXnwwQcB\nAM8///yGyEMyRSIRronzy1/+ErOzs3zQHTlyBIcPH96wEKXIzZiYmMAvf/lLtLe38+937tyJl156\niTfrtZhLpNQs93wi54Pm0TvvvANACtdYLBZ89atfBQDOEFyLcaLQIACZ4pQJWm9qtRpjY2M8x2pr\na2V1a1Y7TuIzidwQvV4v49iIoAK2brcb4+Pjsr9bacyzlUVUZDOz6mgOUfiCDhyz2QytVivj65Ai\nIhKbc+V30X0z3xVloQHSQSd+1mg0iMVismbWkUgEwWCQv2MymXgcc5VHpVKxYbpt2zZcuXKFD+KZ\nmRl8+umnzIVxOBzM/SHuVk9PDy5fvswEdbvdjr1796KpqUmWoJGLPICkRBcUFHCYkwrC2u123nco\nO48Uz46ODnz00UfM5ykuLsZ9992H3bt383XyzRbW6/UyA8fr9WJ+fp6VI41Gg3A4zOH3U6dO4a23\n3uKzxGg04pFHHsHzzz/PYe98quXHYjGu/A2AsxP9fj+fB5SNS+Ny7do1HD16FJ9++ilzqBobG/HS\nSy+hra0NALhgZq7yUDNgQDqzFhcX4fV6+T46nQ6hUIjnS29vL06dOoXTp09z0ktRUREef/xxfP3r\nXwcgGd+51Oa6Fb6QyhJZVmIBynfeeQfhcJgPtieeeAJOp3PDDl2adLFYDFevXsXx48d5Uy0uLsaL\nL764qoJYucpDvASfz4cPPviAK9hqtVpUVFTgO9/5DgCsqvliLvIA1wsrvv766wCkDdJut/NC+9a3\nviXrlL6eECtpA1K66gcffIBEIsG8hL/9279FeXn5uijcy8XfxZ+lUil0dHTg448/BiCN3datW7kb\neb4ZgreS51a8LgBcLJDg8Xi4oe1aYjkFJ7NYJ8lF70jc/NeiinemLKISptPpZEVJSVaxOr5Go0Eg\nEGBuyNDQEHw+H3/XZDLdUN06G6jVatjtduZjUFNl8trOzMzIuDrkfdDr9TIuk9gyh64rVj3ORUGh\nsWhpaUFraysrG8lkEkNDQ5wQUFFRwY2YiW/S09MjI8tv2bIF27dvR0FBQV7GnNigt7Gxkb0WwWAQ\nFy5cQCqVkjWDHR8f5z3y/PnzGB0d5X1g7969XPFbrJCeK0wmE+x2u4zDdO7cOWg0GlZSqTEtlRf4\n5JNPMDU1xWfHk08+iW9+85vweDyrKjuj0+lkHuTx8XF0dnZyAV9AiojMzs7y2FGR53Q6zY3Y/+Ef\n/gF79uyR8ZzykcflcrHy6vV6MTg4iLfeeou5fSaTCT09PZxJODIygqmpKSQSCdTU1AAAHnnkEbz4\n4ousRK6logQonCUFChQoUKBAgYIV8YXyLIncDuolBEhl4/v6+qDRaLg0/gsvvLAhdZUyeQzz8/P4\nwx/+gKWlJbYGDhw4gMOHD2+YPOSCB6RidCdPnmQXeXV1NY4cOcLp2Osdpkyn0/ye5ubmcOrUKZw/\nfx6AZGHW19fjm9/8Jn9eb3nIqqMaNSdOnAAgtX1JpVIoKSnhOiP33XffqoqY5QuqPfXee++xR8Js\nNuPLX/4yt5DYqPAycL0GjZjRNT8/z9akGILbCFlEiHwK+j01sqZ5txalAwCwZ4bWtV6v53YrgDSn\nRC4XhVymp6eZizM+Po50Os21uzwejyyrMVurnOp1EYctEolgcnKSPaWBQADJZJI9Fk6nk8NR5DEx\nGo2IRCI8l0wmE9e1yjX1W8wSLCkpwcMPP8xzYnh4WMYzi8Vi8Hq9GBkZwfDwMABpXbrdbi5seujQ\nIXg8nhuyT7MF/Y3dbsddd93FHqyZmRlcvHgRY2NjPH+XlpYwNjaGgYEBAFI40+PxcKPd5557DiUl\nJXk3hyZZCgoK0NraKmtZtLCwgL6+PpYlGo3C5/OxRyUcDqO6upo9yl/96ldRVlaWtywEq9WKffv2\nMe3g2rVrOHnyJK5du8ayxGIxxONxWSi3vLwc9957L2cI19TUrEm9wMbGRuzevRuA5FkKBAL4/e9/\nz5QNo9HIvDxAGtPS0lJs3ryZSwPs2rVLxt9aa0/3F1JZoqaBFM+katRiM1I6VDZCFlFZGhsbw9zc\nHNxuN6qrqwFIlVCJpLreMhFRkWLeZ8+eRSKRYCWyvLwcX/7yl2UNfNdTnmg0yjyE3t5enDlzht2t\nd911F+69916uXptrn7V85KFDlapQnz17FoBEeKyursaWLVs45r1RIUEKK4k8s6tXr3IxSEDaTJ54\n4olVud5XKyPN8cHBQcTjcQ5j1NfXb6jyJmK5MB2VZVjrOkvAdYWJ/r+kpISVhEAggFAoxPsSkbCp\n3x4g1VNyuVw3NEDONbyjVqthNpuZB+R2u/n+AJhILJZzoPIB4joTlSW9Xg+LxQKDwZBzSQqRd2U0\nGtHU1MQK4bVr1zAxMcHXcTgciMVisNlsHPJxOp3Ytm0bGhoaAEjFIzOrnecCsZxDc3MzKxsffvgh\nBgcHMTQ0JCvGGQ6HeU9sbm7GY489xsqSy+VaFT9QHN/W1la+7rFjxzA6Oor+/n6ZQmI2mzkBh0KA\nRFouKCjIu0yICKPRiJ07d3IdI61Wi+HhYSwsLDAviGqKUfp+Y2MjHnnkEWzbtk1W6gJY3X6kUqng\n8Xj47I7FYrh48SLC4bCss0BpaSnP54aGBhw6dAhbtmzhs5Vqcq3X3viFUZZEYiU1gu3t7QUgaeg6\nnQ6bNm3iSbWepGWxnD61OCAPwIkTJxAKhWAymdh7s2PHjnX1Kok1OYLBIGZnZzn+3t7eLmsKuW/f\nvg3x4JCiND09zdbBhx9+iO7ublYiS0pKsHnzZpZtPRWATA/g4uIiLl26xDFwm82G4uJiHDp0iLN2\nNrLiO3lvAInL0N3dzVmUgFRXqaysbMOVJOC6MkfKx9zcHGw2G49TeXn5hsol3iuzorDRaITFYpEV\nqlxrbpe4dojEDUhejNnZWZYlEAjAZDKhqqqKs6hMJhNcLhcTnJer3p2tDGKtH7PZjNLSUpn3/WYH\nx83Gg65L3KyVvnuzvweuF5Qkg9XhcMgOYSKVezweVlDKysrgdDpZSSM5VqMoAdI54HA4uIqz0+nE\np59+ir6+PlZgif+1adMmAJJXiwo90vVWqwwAEk+otLQUzzzzDADpmc+ePYvJyUlW3BwOByoqKrBt\n2zYAUpJJWVmZbFzWAjqdDh6PB88//zwASfk4ffo0vF6vjO+1adMmlqW+vp4V+7XIdhVhtVq5kXtx\ncTHOnz8v40UWFxejubmZs0Y9Hs8NNbPWew/6QihLmZZhKpWC3+/n8uhLS0soLi7GwYMHWfNc74Ej\nS4CsR0rHnZ+fh06nQ11dHR5//HEA0ia6nvLQIUtZFP39/VwqIBqNwul0Yvv27QAkb04+Pc2yhegd\nmZiYwOXLl/HHP/4RANDZ2YlUKsXvaM+ePVzJHFjfd0YKNm3Y/f39OH/+PG+YLpcLzc3N2LVr17p7\nuAiZJGVSRsbHx7GwsACz2czv7fDhw8sWZtsoOUVjpaysDFu3bmWL0+Vybahcy+0H5HGrrq6G3+/n\nytPLfT9fUBr1zbLstFotdDode1Qo9Zpa0RCoBQr9TT5KOd1XzKoTcbP2LstV416rdyceWqLCRaFL\nsdAljaMo/1oacKIsBoOB9xyHw4HW1laEw2Gez+QtJMVtrYnBmUokKc5PPPEEHnjgAfYGApIybTab\nZZ699UowMRgMvIbdbjf2798va0FjNBphMplYlvXMUqZq/YB0RjU3N8vKLNCYiOtmo73ZCsFbgQIF\nChQoUKBgBXwhPEsAbrCiqGklIPFNtFotx7k3AqKbWoy919fX49q1aygvL5c1pl0viBakXq9HQUEB\nampqmAdUUFAAs9nMqZ4Oh2NNYt63QiqVgl6vh9Vq5X5VTU1NKCgo4BY0VENlI0KCYh0sQJozBQUF\nMo7Eww8/LCvQeTt4QQC4YWtDQwMTeJuamja8EXQmaB5v374dpaWlbCFTB/fb4fUCJKuUCMk7d+5k\njkmuzTyzQeYzUlsXgtFoZAtZ9OKslzfnZtdbKdS2EcislUXFLm8HRC8XeXc2gkN6M1loHGid3y6I\npHyr1bohZWRuJQ8gnWNOp5PPjTsFXxhlCZC7VjUaDSsoZrMZLpcLDodjQ0I64vU1Gg20Wi27cKuq\nqjA4OMgdm4H170tHhyw1GHW5XKivrwcgufypUu9GyCLKZDKZUFdXx/KNjY3JDlmr1bqhRUOJmwBI\nSq3dbud3ZDKZ1rTQYzYQ7yNuorW1tXj44YextLSE2tpaAJLSe7uUEVpv5I6vrq5GRUUFczo2OjyY\nOW4qlYozeCoqKpi7k8l/WU85VvqZAgUKvvhQrVU8fzXYs2dPmgjJ2YAawxLHQ6fTcex/vdIGM+8v\ngjhUADjLQ+QprLdHILPZZyqV4hYiqVRKVkxto5Qlylikf4HrHdYzq+BulPIm/gtInBLiLVAq7mrJ\nnGsBMTuOZLld2WYKFChQ8D8ZKpXq83Q6vedW31N2YAUKFChQoECBghXwhQrDEVQq1W2P9YrQaDRc\nF+N2IJMXodFomC91u7CcV22j+GTLYTnuyO2UZyXcCd4tBQoUKFBwHV9IZUmBAgUKbhduRl24kxTc\n9agxpUDB/8lQlCUFChQoyBLEcQOuc8tud5aiKItYy0jMIM4sprnRsi33r+hBVZQ6BXc6FM6SAgUK\nFChQoEDBClA8SwoUKFCQBTIrmadSKZlHZDUtOvKVR2z3IjbQTiaT0Ov1sixY+k8sr7JRmajUQxO4\n7p0T70+VqjfK0ySGUpcLq2aWp7hdUMKpdw4UZUmBAgU3YKWSItT2I7NkRWa7i7Xa4Jcr+5B5mN3q\nO8t9zgV02IvKErUzoXtSsddsipqudmxIAaHyKeFwGPPz81wyhJQlqjWl0+mg1+uh0+m4gCf1lsts\n37IWEBsvUzNhaqgdj8dhtVpht9u5VpfJZJL1uluvEickVzQaxdzcHABgenoa0WiUEz4sFguKioq4\nJhuVpVlPmQiJRILHC5BaecViMU5oKiwsvKH1x3qGV8U+qLFYDEtLS1hYWOA2UVarFSaTicvBGI3G\ndW2LkilXPB7nkjTUwJrGkxoBi61jVgNFWVKg4A5ApvKxFk1EVyMHbZDkDRD7eJGCIH6HvgdIh8tq\nOoCLnhuRh5NMJnlsxIrMarVaVqGdvk8elMyK9bnIJL4TasQcDAYBSA1h0+m0rLCpeIjRfcV3K45j\nPvKIcokHxfT0NLq6urgxdCKRgNPpRFFREQDwgWG1WrmyucPhuKHfVr7ykEyibF6vFwDw+eefo6Oj\ngzvI63Q6FBQUoKKiggsLezweuFwuVgp0Ot2a1mEj2ajp+cmTJ9HR0QFA6ueZTCb5fjqdDlu2bMFd\nd90FAKipqUFBQYFMmVtLpTKVSiEajQIARkdHcfbsWVy5cgUAMDMzg6WlJVZGqqqqsG3bNmzfvp0b\nFRuNxnXpykDvkZTcrq4unDx5Er29vawIUwPnlpYWAFJfN4/Hw0rwWityYu9Rv9+Pvr4+fPLJJwCk\nnpqBQIDnc2FhIXbv3o29e/cCkBq3r6abxh2rLIlu20xyomjNiT8T/10PeejfzINsJXnWUybxwKL7\niA0z7wR5Mn8v/rveFvhy3obM5rXi52zCKGvhrRCLTtJn8lrQ5+UIuZmE2Ju901xlyhwTsrwBcGNN\nUfFJJpOIRqMyMnEikWClQbTIc20dk9maJhqNssXo8/kQCARk8prNZlgsFt4EaQ6KHhSDwXBDW5Jc\nx4j2I7/fj5mZGQCA1+tFPB6XNRo1m83cpoGUkcz7ruT9yhZ0kE1PTwMAzp07h46ODj7Y3G63rDRG\nIBBAIBCAxWLhg62qqgpOp5PHSVRC85lD4kE2Pz+PY8eOAQD++Mc/YmZmhg8xu92OcDiMWCzGHpT+\n/n40NDRw5wGn08ljt9pQlOjlmp6exu9+9zscO3YM4+PjACRlQ2z0q9FoMDc3h4GBAQDAwYMHucUP\nKQFroZzQug+FQrh48SIA4K233sLg4CC/12AwyEYCAFy5cgX9/f3o7+/H4cOHAUjdCMxm85okGojv\nMRaLYWhoCO+88w4A4NSpU+jp6UEsFuPxBKTuAtS4vaurC0eOHOE5tpbV/dPpNO9LQ0NDeOWVV/Dx\nxx+zUu73+5FIJHgcTCYT2tvb0dvbCwD4y7/8SxQVFeUtj0LwVqBAgQIFChQoWAF3pGfJ7/fjo48+\n4s8WiwXhcJhdtBaLhePvgGRdqtVqGAwG7tFGFpxondN3cnU3B4NBXLp0CcD1HmNEpKS+cHRN4gmk\n02m2QiwWiyxUQP8v9q+i9ijZyETx4snJSbYwSU66lviMWq2W7200GlkeQHLXkzzk2TAajTeM083k\nEq3JYDAoi2+LLWkIqVSKryt6HgDJ+iVLk5qRut1udoED1y26lcaJniUWi/E94/E4W7M0huIzk9tf\nvHY4HEYkEuF722w2Gc9CDDXd6r2J3pJM700oFML8/DyPlUqlgl6vX9ZrSLIQV0Acy3xCX5lht1gs\nhkAggMnJSR4DIgWL4TBxfJeWlqDT6Tjko1KpuGFzrsgM7y0uLmJ0dBQA0N3dDb/fD7VazWEJp9OJ\ngoICfiexWAzxeBwFBQU85jSXxNYx2YxRpizRaBSTk5O4evUqAMmzpNPpZIRlo9GIkpISAEBtbS1z\nTDLDEit5frORK5lMIhgMstXc2dmJqakpFBcXAwAqKytRVVUlaz6eSqUQCoXQ3d0N4Hq7HzGkKXqX\ncgU9UzAYRHt7O+/hIyMj0Ov1XCi3qqoKDocDNpuNvXSXL19Gf38/9uyRuk60tbXxfFqtxySdTnM7\nqqNHj+IPf/gDBgcH2QNaV1eHoqIiHqtAIACfz8eep6NHjyIajWLfvn38blczTqJckUgEHR0d+NWv\nfgUA6Ovrg0qlYm9fRUUFUqkUe1fD4TDGx8dlnp0nnngCdXV1a9IAPJ1O87ru7+/Hr371K5w9exYA\n2DtoMBhk8zgWi/Ea9fv9iMVi+Ju/+RuWf608XrFYDNeuXQMAfP/738fp06fZ8wZIc9xgMMiapV+6\ndInffXV1NZ555hk+c3PFHacsJRIJ/NM//RPa29tZ/SJ/LAAAIABJREFUKYhGo4jH46wIGQwGjtMC\n4OanwWCQFQaDwYDi4mLs3LkTANDc3AyPx4MdO3bwhpKN0pRIJPDP//zPoN51S0tLCAQCLJvJZILZ\nbGbZRPInTbpEIgG73c73bWxsRElJCQwGA8u3fft2mEymW7rBE4kEXn/9dQDAZ599hoWFBVYwFhYW\noNPpmAAIXN/kSZZYLIZ0Os2L0Wq1oqKiAg6Hg+9ZWVmJw4cP88awUnNZWrRDQ0Po6enhQ3ZychKT\nk5MIhUKyOLF4SNCGPz8/D0Ca3D6fD3a7Hc3NzQCkTfPee+9FXV0dAMje+81Az0xk17m5OczMzKCv\nrw9TU1N8r3A4LAt9aTQaGWk2FovB5/Pxu21qasJDDz2EzZs3A5CUp2yqgIuHbiKRQCQSwcLCAm8w\nly5dwujoKG+IWq0Wer0eZrNZxrsReRxOpxNVVVXM+SguLobJZMqZI0DKEj3zwsICrl69isuXLwOQ\n5rvD4UBxcTErHQaDAbFYjNfA4OAggsEgc2FEAyKXjTIzPBmJRDAxMcGchJmZGZhMJlRVVXEzZmqG\nTNydqakpzM3Nwel0yowVnU63Imn9ViDFbXh4GIODgzwOZLgB4PCfGPJJJBKw2Ww3NLIWD5t8Drd4\nPI6pqSn09PTwvRwOB8/N3bt3o7CwkJ+5uLgYU1NTmJ6e5nk2ODgoy+gjYm6+XDOaQyMjIzh69ChG\nRkYASMbstm3bsHv3bgCSAUT7EyksgUAA09PTaG9vByDN97a2NjidzlUpARS6IX7SBx98gP7+fths\nNlbMduzYgfLycl6j4XAYAwMDLL/f78fp06dhsVjQ1tYGAHC5XHmPkzi/u7q68Itf/ILDWFarFY2N\njaiurgYgrXOLxcLn2szMDKampuDz+dDZ2QlAmt8lJSUyrlw+IAOI5tSPfvQjfPbZZ/xe3W43SktL\nUVRUhIKCAgDSO5mZmeG/mZiYwOnTp3HfffcBkHhCq1GWaKyi0SguXbqE7373uwCA9vZ2JJNJWCwW\nVsJrampQVFTEjoyOjg709vaiv78fgBQOPnz48P8cZWlpaQlnz57F+Pg4H/DxeBxqtRo+nw8AZJYQ\nIRaL8fcByVMwOTnJpMLh4WEYDAbYbDaZpXmrFxkMBnHixAneICORCGKxmIw7InqNVCoV8xto0ySP\nACkoQ0NDMBgMiEajePTRRwEA5eXlcLvdvMHfbBFGIhF88MEHAKQJs7i4yJMjk3si/j9NeNoc6T5W\nq5UnOl1n9+7dqK2t5U7uxMFYDnTdy5cvs8UGSIuGMjkImQcDjSWBvCdms5nfWygUQnFxMR+OosJw\nMySTSYTDYYyNjQEAPv30UwwMDGB4eJh/lun1UqvVMm4AIZFI8CZEihZZvBaLJevDjq5LTZfHx8dx\n5swZAMDZs2cxOTnJ88Vut8Plcsk8EhSLF3lDvb292LVrFwBJqaTv5gpxfkxMTODEiROYmJgAIB10\nRUVFKC0t5YPNaDQiFArxoZtKpTA7O8vzp6ysjBWnfOUBpL2gt7dXppxUV1ejtbWVlQ96N2QwzMzM\nwO/3s3IDSIoCeZ/zlYXI1JFIhDfbyspKlJWV8edMLx0p7LFYTJbCLxKFiZOTy6FLhGCfz8cGgUaj\nQVNTEx/mlZWVMBqNbGWTN1mn02F4eBiApAQQBwWQlCWPx3ODxzdbmUhh7ejoQE9PD1+jpaUFhw8f\n5jlhMBhgMBiQSCTYQ6jX69Hd3c3G1oULF+B0OtHa2rqqUgfpdBozMzP43e9+B0DywKnVauzYsQP3\n338/gOseQJGDV1FRwSTrixcvYmFhAe3t7aiqqgIg8XTy5S3RWhsYGMDPfvYznDx5kseqtbUVe/bs\nwZYtWwBI+7PRaOR3NDMzg4sXL6Knp4fPw97eXszOzvL5kq9HNxqNoqurC9/73vcASDw4lUrFhuq2\nbdvQ2NiIuro6NiCTySSfZ4DEK/R6vaz87d+/f1X7Eu0pZ86cwXe/+11WEFUqFTweD1paWlgJb2pq\ngt1u53FxuVyYmZlhY7y3txczMzMrnmcrQeEsKVCgQIECBQoUrIA7zrOkUqmwf/9+fPjhh7LQhVar\n5ZCDw+GA2WyWxSZHRkYQDAbZG7Jr1y54PB4OFQwMDGBgYAATExMc+srGLZ9Op7Fz507Mzs4CkKxq\nkgeQvAxiJkI4HEYwGITP52P5HA4H7rnnHrasxsbGcObMGczMzLAlJWYXrYRkMomGhgYAUmZENBqV\nhbky65XE43HmExFcLhe7oD0eD8bHx3HixAm2UicnJ9k6z0Ye4Lr3SYylq9Vq2Gw2WdoyefUAifMR\niURYVqvVyp4C8lpMTEzIvIzZIDP1nvhToleAwlwkN3FyxHBNIpHA1NQUyxIKhTA+Ps7jVFlZmZM8\nNCaAZNVTxks0GoXBYOBU4Pr6epSXl8NqtTJPz+fzIRgMsmdsdHQU4XCYPSw0p/NBMpnkZzp9+jQG\nBgZY3oaGBl5LYiaQOJ8AKf2axmlycjKruXMzkOU9OzuL3t5evpfb7UZjYyM8Hg97JMirS/wv8iDF\n43Fe+5m8uXy8ARQyVqlU/J6qq6tl6e4UxqVxmJ2dZe8WeUr1ej2SySTvUxTKyTXjKxaLYWpqisem\ntrYWbW1tvEfabDb2ltJ9CgoKEA6Heex8Ph9CoRBnfRGlINcUeQrjkjeyvb0dS0tL2LRpEwBg7969\nqK+vvyFLMpVK8TiYzWZYrVacP38egBQi/Oyzz+B2u1FTUyMbq2xA4xkOh/HBBx/g9OnTACRv9qZN\nm/DII49gx44dACQvEfFM6ZkdDgd7TwKBAM6ePYuxsTH2NlVVVTHPNBckk0n2UL/88ss4fvw4otEo\ne0cOHz6M1tZWDnNRKJ5kKyoqQjqdlr17r9eL8fFx9nrl0iBcDAl2dnbiBz/4AYe9VSoVtm7dyiG1\ntrY2lJWVwWq18j4aj8fhdDp5ntM5S3yvYDDIz5LrOC0sLODEiRMAgB/84Ae4dOkSn3WbNm3CPffc\ng3vuuYczKAsLC6HRaGSRllOnTrFsXq+XM+fywR2nLFksFvz93/899u7dy+40u92OmpoaDsVotVom\nJwLSoCwuLsLr9bIiUVZWhlAoxOmrp06dQjQalXEKsklrtFgs+Ku/+its27YNgHQo2O12Pihp46TN\nOhqNcqiF7rNr1y6WBwBee+01vPfee0gmk7xxxePxrNy6ZrMZTz31FABp4YyNjbGC4XA44Ha7oVar\nZcqFXq9nkpter8fevXt5LMPhMN588028//77vHBsNpuMoL7ShkCLprq6Go8//jhvdnSw2O12VkjK\ny8vhdDp5I56YmIDX6+VF7na7EQqFcOHCBeZl0WZP45uNK56IfsS52rlzJ2w2G6qqqnjOWCwWVFZW\ncrzbZDJxKQGSz+fz4fz580zuJ46RWEaCZFoJmYehXq+XKY4VFRUwGAy8ebe0tKC4uFgWWw8Gg/B6\nvTh16hQAiQgaCoVYVuKb5HqYAJJSSJtbd3c3IpEIK/Z33303qqurYbPZ+F4UyiX3djQaxczMDM8X\nqlmTq1JC3yflJnNzs1qtcDqdss2a5Kc1YDAYEI/HkUwmWb7VpJ7T32g0GuYd0nqgsgVi+IMK9wHX\nw3DRaFRWP4i4TUB+Vb8p1JdKpXhtbdmyBW63m+8jllKgf0luGl86WOhzb28vK383q1F1MyQSCVbk\nJycn4XK5eA41NDSgsLCQD3G6nsiXstlsKC0t5YM1mUxiYGAAn3/+OT+j0+nMeqxo36A1Q8aAyWRC\nW1sbdu/eLeOuZl5To9HwHllfX48LFy5gaWmJKQttbW28d2eLdDqNUCiEo0ePAgCOHz+O+fl5VFRU\n4OmnnwYA3H///TKjMVM2g8HAJR/IgI9Go5iamsrZQBGNjK6uLvzsZz/DqVOn+Dp79+7Fc889x4aY\ny+W6oegkzS9SaAsLC6FSqVhhyTRUsgHx8d59910uW9Dd3Q2TyYR7770XgDROBw4c4P0AuD5XaZ5V\nVFTA4/Hw/p1ZcT9X3HHKklarRUtLCxobG2V1lsRKs3SoZdZeEomTVL+CMlfGx8exadMmGeEsm9iu\nTqdDa2srEyepaq8YRxd5CiKBk2Qh65eUpStXrsDn86GoqAi1tbUAwBlf2SgCFM+uq6uTWfg6nY49\nIzSJdTqdbFyo3ozoPenp6UEgEOBNv76+HnV1dWz1rSQTLeqysjLYbDZs3boVwPVsM5vNxtehAnh0\n761btzKPApDemdfrxYULFzhLpqmpCWVlZWzlZWPJaTQaGAwG9rps3boVlZWVmJ+f5+sUFBRwRpn4\njOJYkTeH5lAsFkNRUREKCwv5XWSz+MRrqtVqmEwmOBwOls9kMqGxsZFrkzgcDhiNRhkXzmKxIB6P\n8+bm9XpRUFDARFAxwzEXUGYVeQW8Xi80Gg0aGxsBSB4Lq9V6w1pJp9O8IU5PT2NqaooPl+Li4lVV\n8aW/i0ajCAQC/NloNPIaERVW0StLntRAIMAHb77EbvFg1mq17OkTD4BMpTMUCvHcJc+SuPaJvE+G\nFG3sudReot8TB/P/Z+89g+M6rzPgZxt2F4ttAHaxaEQvBMQC9iKJTaJMyRIV2oytWJFkJbYztpN4\nPicZj50yk2LnG2eSH7bGtkZyLMeWFVvVlqwukhZFimIDK0ASIFGW6IvFYrG9fT+uzuF7lyi7CxCk\n8t1nRkOh7T33ve993/Oe85znANJBw2w287skcicBeeSaHE2j0YiioiJZBP/q1auwWq38zmayRqbP\nISL70xxyuVyyaBX9jcgZJbI8HUKJX3L27Fk0NjYCgMxhnws0vn19fTh37hyPWUNDA3bs2AGHw8Fj\nT++ZOO5qtZodz+rqajidTrjdbo5SjIyMoLy8XDbemdh09epVvPHGGwAkp9JsNuOee+7BXXfdBUBy\nSMR3J92Z1mg0KCkpQWlpKRPQSVU7W2cpkUhwdPuZZ57B0aNHkUwm+dD22GOPoa2tjQ9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bebFVki24irB0hjKDYEvdlRi/lwWxQoUKDgVoFKpTqeSqXWzPl7nwRnSYECBQoUKFCgYKGR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\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3OjrKe35bWxs6OztZya2oqMDBgweZZJ7MAWAxaJwlDRo0aNCgQYOGZXDTWpbiQzvffPNN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\nDRo0aNCgYRn8/8UYV3B56fnVAAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<Figure size 720x720 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kZssLkpaK7Jy",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def inBetween(t,idx_1,idx_2):\n",
        "    data_0 = x_train0[idx_1]\n",
        "    data_1 = x_train0[idx_2]\n",
        "    data_t = (1-t)*x_train0[idx_1] + t*x_train0[idx_2]\n",
        "\n",
        "    mu_0 = VAE_Encoder.predict(x_train[idx_1:idx_1+1]).squeeze()\n",
        "    mu_1 = VAE_Encoder.predict(x_train[idx_2:idx_2+1]).squeeze()\n",
        "    mu_t = (1-t)*mu_0 + t*mu_1\n",
        "\n",
        "    plt.figure(figsize=(10, 5))\n",
        "    ax1 = plt.subplot(2, 1, 2)\n",
        "    ax1.scatter(mu_0[0], mu_0[1])\n",
        "    ax1.scatter(mu_1[0], mu_1[1])\n",
        "    ax1.plot([mu_0[0],mu_1[0]],[mu_0[1], mu_1[1]])\n",
        "    ax1.scatter(mu_t[0], mu_t[1])\n",
        "\n",
        "    ax2 = plt.subplot(2, 3, 1)\n",
        "    ax2.imshow(data_0, cmap='Greys')\n",
        "\n",
        "    ax3 = plt.subplot(2, 3, 2)\n",
        "    ax3.imshow(data_t, cmap='Greys')\n",
        "\n",
        "    ax4 = plt.subplot(2, 3, 3)\n",
        "    ax4.imshow(data_1, cmap='Greys')"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "C3JOy-g1NBli",
        "colab_type": "code",
        "outputId": "09c8fcab-65c0-4deb-cc0b-2bf105c1c4e0",
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/colabwidgets/controls.css": {
              "data": "/* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /* We import all of these together in a single css file because the Webpack
loader sees only one file at a time. This allows postcss to see the variable
definitions when they are used. */

 /*-----------------------------------------------------------------------------
| Copyright (c) Jupyter Development Team.
| Distributed under the terms of the Modified BSD License.
|----------------------------------------------------------------------------*/

 /*
This file is copied from the JupyterLab project to define default styling for
when the widget styling is compiled down to eliminate CSS variables. We make one
change - we comment out the font import below.
*/

 /**
 * The material design colors are adapted from google-material-color v1.2.6
 * https://github.com/danlevan/google-material-color
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/dist/palette.var.css
 *
 * The license for the material design color CSS variables is as follows (see
 * https://github.com/danlevan/google-material-color/blob/f67ca5f4028b2f1b34862f64b0ca67323f91b088/LICENSE)
 *
 * The MIT License (MIT)
 *
 * Copyright (c) 2014 Dan Le Van
 *
 * Permission is hereby granted, free of charge, to any person obtaining a copy
 * of this software and associated documentation files (the "Software"), to deal
 * in the Software without restriction, including without limitation the rights
 * to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
 * copies of the Software, and to permit persons to whom the Software is
 * furnished to do so, subject to the following conditions:
 *
 * The above copyright notice and this permission notice shall be included in
 * all copies or substantial portions of the Software.
 *
 * THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
 * IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
 * FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
 * AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
 * LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
 * OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
 * SOFTWARE.
 */

 /*
The following CSS variables define the main, public API for styling JupyterLab.
These variables should be used by all plugins wherever possible. In other
words, plugins should not define custom colors, sizes, etc unless absolutely
necessary. This enables users to change the visual theme of JupyterLab
by changing these variables.

Many variables appear in an ordered sequence (0,1,2,3). These sequences
are designed to work well together, so for example, `--jp-border-color1` should
be used with `--jp-layout-color1`. The numbers have the following meanings:

* 0: super-primary, reserved for special emphasis
* 1: primary, most important under normal situations
* 2: secondary, next most important under normal situations
* 3: tertiary, next most important under normal situations

Throughout JupyterLab, we are mostly following principles from Google's
Material Design when selecting colors. We are not, however, following
all of MD as it is not optimized for dense, information rich UIs.
*/

 /*
 * Optional monospace font for input/output prompt.
 */

 /* Commented out in ipywidgets since we don't need it. */

 /* @import url('https://fonts.googleapis.com/css?family=Roboto+Mono'); */

 /*
 * Added for compabitility with output area
 */

 :root {

  /* Borders

  The following variables, specify the visual styling of borders in JupyterLab.
   */

  /* UI Fonts

  The UI font CSS variables are used for the typography all of the JupyterLab
  user interface elements that are not directly user generated content.
  */ /* Base font size */ /* Ensures px perfect FontAwesome icons */

  /* Use these font colors against the corresponding main layout colors.
     In a light theme, these go from dark to light.
  */

  /* Use these against the brand/accent/warn/error colors.
     These will typically go from light to darker, in both a dark and light theme
   */

  /* Content Fonts

  Content font variables are used for typography of user generated content.
  */ /* Base font size */


  /* Layout

  The following are the main layout colors use in JupyterLab. In a light
  theme these would go from light to dark.
  */

  /* Brand/accent */

  /* State colors (warn, error, success, info) */

  /* Cell specific styles */
  /* A custom blend of MD grey and blue 600
   * See https://meyerweb.com/eric/tools/color-blend/#546E7A:1E88E5:5:hex */
  /* A custom blend of MD grey and orange 600
   * https://meyerweb.com/eric/tools/color-blend/#546E7A:F4511E:5:hex */

  /* Notebook specific styles */

  /* Console specific styles */

  /* Toolbar specific styles */
}

 /* Copyright (c) Jupyter Development Team.
 * Distributed under the terms of the Modified BSD License.
 */

 /*
 * We assume that the CSS variables in
 * https://github.com/jupyterlab/jupyterlab/blob/master/src/default-theme/variables.css
 * have been defined.
 */

 /* This file has code derived from PhosphorJS CSS files, as noted below. The license for this PhosphorJS code is:

Copyright (c) 2014-2017, PhosphorJS Contributors
All rights reserved.

Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:

* Redistributions of source code must retain the above copyright notice, this
  list of conditions and the following disclaimer.

* Redistributions in binary form must reproduce the above copyright notice,
  this list of conditions and the following disclaimer in the documentation
  and/or other materials provided with the distribution.

* Neither the name of the copyright holder nor the names of its
  contributors may be used to endorse or promote products derived from
  this software without specific prior written permission.

THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS"
AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE
IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE
DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE
FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL
DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR
SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER
CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY,
OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE
OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE.

*/

 /*
 * The following section is derived from https://github.com/phosphorjs/phosphor/blob/23b9d075ebc5b73ab148b6ebfc20af97f85714c4/packages/widgets/style/tabbar.css 
 * We've scoped the rules so that they are consistent with exactly our code.
 */

 .jupyter-widgets.widget-tab > .p-TabBar {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-user-select: none;
  -moz-user-select: none;
  -ms-user-select: none;
  user-select: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
  margin: 0;
  padding: 0;
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  list-style-type: none;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='horizontal'] > .p-TabBar-content {
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
}

 .jupyter-widgets.widget-tab > .p-TabBar[data-orientation='vertical'] > .p-TabBar-content {
  -webkit-box-orient: vertical;
  -webkit-box-direction: normal;
      -ms-flex-direction: column;
          flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
  display: -webkit-box;
  display: -ms-flexbox;
  display: flex;
  -webkit-box-orient: horizontal;
  -webkit-box-direction: normal;
      -ms-flex-direction: row;
          flex-direction: row;
  -webkit-box-sizing: border-box;
          box-sizing: border-box;
  overflow: hidden;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
  -webkit-box-flex: 0;
      -ms-flex: 0 0 auto;
          flex: 0 0 auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel {
  -webkit-box-flex: 1;
      -ms-flex: 1 1 auto;
          flex: 1 1 auto;
  overflow: hidden;
  white-space: nowrap;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-hidden {
  display: none !important;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab {
  position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='horizontal'] .p-TabBar-tab {
  left: 0;
  -webkit-transition: left 150ms ease;
  transition: left 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging[data-orientation='vertical'] .p-TabBar-tab {
  top: 0;
  -webkit-transition: top 150ms ease;
  transition: top 150ms ease;
}

 .jupyter-widgets.widget-tab > .p-TabBar.p-mod-dragging .p-TabBar-tab.p-mod-dragging {
  -webkit-transition: none;
  transition: none;
}

 /* End tabbar.css */

 :root { /* margin between inline elements */

    /* From Material Design Lite */
}

 .jupyter-widgets {
    margin: 2px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    color: black;
    overflow: visible;
}

 .jupyter-widgets.jupyter-widgets-disconnected::before {
    line-height: 28px;
    height: 28px;
}

 .jp-Output-result > .jupyter-widgets {
    margin-left: 0;
    margin-right: 0;
}

 /* vbox and hbox */

 .widget-inline-hbox {
    /* Horizontal widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
    -webkit-box-align: baseline;
        -ms-flex-align: baseline;
            align-items: baseline;
}

 .widget-inline-vbox {
    /* Vertical Widgets */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widget-box {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    margin: 0;
    overflow: auto;
}

 .widget-gridbox {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    display: grid;
    margin: 0;
    overflow: auto;
}

 .widget-hbox {
    -webkit-box-orient: horizontal;
    -webkit-box-direction: normal;
        -ms-flex-direction: row;
            flex-direction: row;
}

 .widget-vbox {
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 /* General Button Styling */

 .jupyter-button {
    padding-left: 10px;
    padding-right: 10px;
    padding-top: 0px;
    padding-bottom: 0px;
    display: inline-block;
    white-space: nowrap;
    overflow: hidden;
    text-overflow: ellipsis;
    text-align: center;
    font-size: 13px;
    cursor: pointer;

    height: 28px;
    border: 0px solid;
    line-height: 28px;
    -webkit-box-shadow: none;
            box-shadow: none;

    color: rgba(0, 0, 0, .8);
    background-color: #EEEEEE;
    border-color: #E0E0E0;
    border: none;
}

 .jupyter-button i.fa {
    margin-right: 4px;
    pointer-events: none;
}

 .jupyter-button:empty:before {
    content: "\200b"; /* zero-width space */
}

 .jupyter-widgets.jupyter-button:disabled {
    opacity: 0.6;
}

 .jupyter-button i.fa.center {
    margin-right: 0;
}

 .jupyter-button:hover:enabled, .jupyter-button:focus:enabled {
    /* MD Lite 2dp shadow */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
            box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .14),
                0 3px 1px -2px rgba(0, 0, 0, .2),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .jupyter-button:active, .jupyter-button.mod-active {
    /* MD Lite 4dp shadow */
    -webkit-box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
            box-shadow: 0 4px 5px 0 rgba(0, 0, 0, .14),
                0 1px 10px 0 rgba(0, 0, 0, .12),
                0 2px 4px -1px rgba(0, 0, 0, .2);
    color: rgba(0, 0, 0, .8);
    background-color: #BDBDBD;
}

 .jupyter-button:focus:enabled {
    outline: 1px solid #64B5F6;
}

 /* Button "Primary" Styling */

 .jupyter-button.mod-primary {
    color: rgba(255, 255, 255, 1.0);
    background-color: #2196F3;
}

 .jupyter-button.mod-primary.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 .jupyter-button.mod-primary:active {
    color: rgba(255, 255, 255, 1);
    background-color: #1976D2;
}

 /* Button "Success" Styling */

 .jupyter-button.mod-success {
    color: rgba(255, 255, 255, 1.0);
    background-color: #4CAF50;
}

 .jupyter-button.mod-success.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 .jupyter-button.mod-success:active {
    color: rgba(255, 255, 255, 1);
    background-color: #388E3C;
 }

 /* Button "Info" Styling */

 .jupyter-button.mod-info {
    color: rgba(255, 255, 255, 1.0);
    background-color: #00BCD4;
}

 .jupyter-button.mod-info.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 .jupyter-button.mod-info:active {
    color: rgba(255, 255, 255, 1);
    background-color: #0097A7;
}

 /* Button "Warning" Styling */

 .jupyter-button.mod-warning {
    color: rgba(255, 255, 255, 1.0);
    background-color: #FF9800;
}

 .jupyter-button.mod-warning.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 .jupyter-button.mod-warning:active {
    color: rgba(255, 255, 255, 1);
    background-color: #F57C00;
}

 /* Button "Danger" Styling */

 .jupyter-button.mod-danger {
    color: rgba(255, 255, 255, 1.0);
    background-color: #F44336;
}

 .jupyter-button.mod-danger.mod-active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 .jupyter-button.mod-danger:active {
    color: rgba(255, 255, 255, 1);
    background-color: #D32F2F;
}

 /* Widget Button*/

 .widget-button, .widget-toggle-button {
    width: 148px;
}

 /* Widget Label Styling */

 /* Override Bootstrap label css */

 .jupyter-widgets label {
    margin-bottom: 0;
    margin-bottom: initial;
}

 .widget-label-basic {
    /* Basic Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-label {
    /* Label */
    color: black;
    font-size: 13px;
    overflow: hidden;
    text-overflow: ellipsis;
    white-space: nowrap;
    line-height: 28px;
}

 .widget-inline-hbox .widget-label {
    /* Horizontal Widget Label */
    color: black;
    text-align: right;
    margin-right: 8px;
    width: 80px;
    -ms-flex-negative: 0;
        flex-shrink: 0;
}

 .widget-inline-vbox .widget-label {
    /* Vertical Widget Label */
    color: black;
    text-align: center;
    line-height: 28px;
}

 /* Widget Readout Styling */

 .widget-readout {
    color: black;
    font-size: 13px;
    height: 28px;
    line-height: 28px;
    overflow: hidden;
    white-space: nowrap;
    text-align: center;
}

 .widget-readout.overflow {
    /* Overflowing Readout */

    /* From Material Design Lite
        shadow-key-umbra-opacity: 0.2;
        shadow-key-penumbra-opacity: 0.14;
        shadow-ambient-shadow-opacity: 0.12;
     */
    -webkit-box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                        0 3px 1px -2px rgba(0, 0, 0, .14),
                        0 1px 5px 0 rgba(0, 0, 0, .12);

    box-shadow: 0 2px 2px 0 rgba(0, 0, 0, .2),
                0 3px 1px -2px rgba(0, 0, 0, .14),
                0 1px 5px 0 rgba(0, 0, 0, .12);
}

 .widget-inline-hbox .widget-readout {
    /* Horizontal Readout */
    text-align: center;
    max-width: 148px;
    min-width: 72px;
    margin-left: 4px;
}

 .widget-inline-vbox .widget-readout {
    /* Vertical Readout */
    margin-top: 4px;
    /* as wide as the widget */
    width: inherit;
}

 /* Widget Checkbox Styling */

 .widget-checkbox {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-checkbox input[type="checkbox"] {
    margin: 0px 8px 0px 0px;
    line-height: 28px;
    font-size: large;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -ms-flex-item-align: center;
        align-self: center;
}

 /* Widget Valid Styling */

 .widget-valid {
    height: 28px;
    line-height: 28px;
    width: 148px;
    font-size: 13px;
}

 .widget-valid i:before {
    line-height: 28px;
    margin-right: 4px;
    margin-left: 4px;

    /* from the fa class in FontAwesome: https://github.com/FortAwesome/Font-Awesome/blob/49100c7c3a7b58d50baa71efef11af41a66b03d3/css/font-awesome.css#L14 */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .widget-valid.mod-valid i:before {
    content: "\f00c";
    color: green;
}

 .widget-valid.mod-invalid i:before {
    content: "\f00d";
    color: red;
}

 .widget-valid.mod-valid .widget-valid-readout {
    display: none;
}

 /* Widget Text and TextArea Stying */

 .widget-textarea, .widget-text {
    width: 300px;
}

 .widget-text input[type="text"], .widget-text input[type="number"]{
    height: 28px;
    line-height: 28px;
}

 .widget-text input[type="text"]:disabled, .widget-text input[type="number"]:disabled, .widget-textarea textarea:disabled {
    opacity: 0.6;
}

 .widget-text input[type="text"], .widget-text input[type="number"], .widget-textarea textarea {
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    outline: none !important;
}

 .widget-textarea textarea {
    height: inherit;
    width: inherit;
}

 .widget-text input:focus, .widget-textarea textarea:focus {
    border-color: #64B5F6;
}

 /* Widget Slider */

 .widget-slider .ui-slider {
    /* Slider Track */
    border: 1px solid #BDBDBD;
    background: #BDBDBD;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    position: relative;
    border-radius: 0px;
}

 .widget-slider .ui-slider .ui-slider-handle {
    /* Slider Handle */
    outline: none !important; /* focused slider handles are colored - see below */
    position: absolute;
    background-color: white;
    border: 1px solid #9E9E9E;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    z-index: 1;
    background-image: none; /* Override jquery-ui */
}

 /* Override jquery-ui */

 .widget-slider .ui-slider .ui-slider-handle:hover, .widget-slider .ui-slider .ui-slider-handle:focus {
    background-color: #2196F3;
    border: 1px solid #2196F3;
}

 .widget-slider .ui-slider .ui-slider-handle:active {
    background-color: #2196F3;
    border-color: #2196F3;
    z-index: 2;
    -webkit-transform: scale(1.2);
            transform: scale(1.2);
}

 .widget-slider  .ui-slider .ui-slider-range {
    /* Interval between the two specified value of a double slider */
    position: absolute;
    background: #2196F3;
    z-index: 0;
}

 /* Shapes of Slider Handles */

 .widget-hslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-top: -7px;
    margin-left: -7px;
    border-radius: 50%;
    top: 0;
}

 .widget-vslider .ui-slider .ui-slider-handle {
    width: 16px;
    height: 16px;
    margin-bottom: -7px;
    margin-left: -7px;
    border-radius: 50%;
    left: 0;
}

 .widget-hslider .ui-slider .ui-slider-range {
    height: 8px;
    margin-top: -3px;
}

 .widget-vslider .ui-slider .ui-slider-range {
    width: 8px;
    margin-left: -3px;
}

 /* Horizontal Slider */

 .widget-hslider {
    width: 300px;
    height: 28px;
    line-height: 28px;

    /* Override the align-items baseline. This way, the description and readout
    still seem to align their baseline properly, and we don't have to have
    align-self: stretch in the .slider-container. */
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;
}

 .widgets-slider .slider-container {
    overflow: visible;
}

 .widget-hslider .slider-container {
    height: 28px;
    margin-left: 6px;
    margin-right: 6px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
}

 .widget-hslider .ui-slider {
    /* Inner, invisible slide div */
    height: 4px;
    margin-top: 12px;
    width: 100%;
}

 /* Vertical Slider */

 .widget-vbox .widget-label {
    height: 28px;
    line-height: 28px;
}

 .widget-vslider {
    /* Vertical Slider */
    height: 200px;
    width: 72px;
}

 .widget-vslider .slider-container {
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 6px;
    margin-top: 6px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .widget-vslider .ui-slider-vertical {
    /* Inner, invisible slide div */
    width: 4px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-left: auto;
    margin-right: auto;
}

 /* Widget Progress Styling */

 .progress-bar {
    -webkit-transition: none;
    transition: none;
}

 .progress-bar {
    height: 28px;
}

 .progress-bar {
    background-color: #2196F3;
}

 .progress-bar-success {
    background-color: #4CAF50;
}

 .progress-bar-info {
    background-color: #00BCD4;
}

 .progress-bar-warning {
    background-color: #FF9800;
}

 .progress-bar-danger {
    background-color: #F44336;
}

 .progress {
    background-color: #EEEEEE;
    border: none;
    -webkit-box-shadow: none;
            box-shadow: none;
}

 /* Horisontal Progress */

 .widget-hprogress {
    /* Progress Bar */
    height: 28px;
    line-height: 28px;
    width: 300px;
    -webkit-box-align: center;
        -ms-flex-align: center;
            align-items: center;

}

 .widget-hprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-top: 4px;
    margin-bottom: 4px;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    /* Override bootstrap style */
    height: auto;
    height: initial;
}

 /* Vertical Progress */

 .widget-vprogress {
    height: 200px;
    width: 72px;
}

 .widget-vprogress .progress {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    width: 20px;
    margin-left: auto;
    margin-right: auto;
    margin-bottom: 0;
}

 /* Select Widget Styling */

 .widget-dropdown {
    height: 28px;
    width: 300px;
    line-height: 28px;
}

 .widget-dropdown > select {
    padding-right: 20px;
    border: 1px solid #9E9E9E;
    border-radius: 0;
    height: inherit;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    outline: none !important;
    -webkit-box-shadow: none;
            box-shadow: none;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    vertical-align: top;
    padding-left: 8px;
	appearance: none;
	-webkit-appearance: none;
	-moz-appearance: none;
    background-repeat: no-repeat;
	background-size: 20px;
	background-position: right center;
    background-image: url("data:image/svg+xml;base64,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");
}

 .widget-dropdown > select:focus {
    border-color: #64B5F6;
}

 .widget-dropdown > select:disabled {
    opacity: 0.6;
}

 /* To disable the dotted border in Firefox around select controls.
   See http://stackoverflow.com/a/18853002 */

 .widget-dropdown > select:-moz-focusring {
    color: transparent;
    text-shadow: 0 0 0 #000;
}

 /* Select and SelectMultiple */

 .widget-select {
    width: 300px;
    line-height: 28px;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    -webkit-box-align: start;
        -ms-flex-align: start;
            align-items: flex-start;
}

 .widget-select > select {
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    -webkit-box-flex: 1;
        -ms-flex: 1 1 148px;
            flex: 1 1 148px;
    outline: none !important;
    overflow: auto;
    height: inherit;

    /* Because Firefox defines the baseline of a select as the bottom of the
    control, we align the entire control to the top and add padding to the
    select to get an approximate first line baseline alignment. */
    padding-top: 5px;
}

 .widget-select > select:focus {
    border-color: #64B5F6;
}

 .wiget-select > select > option {
    padding-left: 4px;
    line-height: 28px;
    /* line-height doesn't work on some browsers for select options */
    padding-top: calc(28px - var(--jp-widgets-font-size) / 2);
    padding-bottom: calc(28px - var(--jp-widgets-font-size) / 2);
}

 /* Toggle Buttons Styling */

 .widget-toggle-buttons {
    line-height: 28px;
}

 .widget-toggle-buttons .widget-toggle-button {
    margin-left: 2px;
    margin-right: 2px;
}

 .widget-toggle-buttons .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Radio Buttons Styling */

 .widget-radio {
    width: 300px;
    line-height: 28px;
}

 .widget-radio-box {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    margin-bottom: 8px;
}

 .widget-radio-box label {
    height: 20px;
    line-height: 20px;
    font-size: 13px;
}

 .widget-radio-box input {
    height: 20px;
    line-height: 20px;
    margin: 0 8px 0 1px;
    float: left;
}

 /* Color Picker Styling */

 .widget-colorpicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-colorpicker > .widget-colorpicker-input {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 72px;
}

 .widget-colorpicker input[type="color"] {
    width: 28px;
    height: 28px;
    padding: 0 2px; /* make the color square actually square on Chrome on OS X */
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    border-left: none;
    -webkit-box-flex: 0;
        -ms-flex-positive: 0;
            flex-grow: 0;
    -ms-flex-negative: 0;
        flex-shrink: 0;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    -ms-flex-item-align: stretch;
        align-self: stretch;
    outline: none !important;
}

 .widget-colorpicker.concise input[type="color"] {
    border-left: 1px solid #9E9E9E;
}

 .widget-colorpicker input[type="color"]:focus, .widget-colorpicker input[type="text"]:focus {
    border-color: #64B5F6;
}

 .widget-colorpicker input[type="text"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    outline: none !important;
    height: 28px;
    line-height: 28px;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    font-size: 13px;
    padding: 4px 8px;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    -ms-flex-negative: 1;
        flex-shrink: 1;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-colorpicker input[type="text"]:disabled {
    opacity: 0.6;
}

 /* Date Picker Styling */

 .widget-datepicker {
    width: 300px;
    height: 28px;
    line-height: 28px;
}

 .widget-datepicker input[type="date"] {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    min-width: 0; /* This makes it possible for the flexbox to shrink this input */
    outline: none !important;
    height: 28px;
    border: 1px solid #9E9E9E;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    font-size: 13px;
    padding: 4px 8px;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
}

 .widget-datepicker input[type="date"]:focus {
    border-color: #64B5F6;
}

 .widget-datepicker input[type="date"]:invalid {
    border-color: #FF9800;
}

 .widget-datepicker input[type="date"]:disabled {
    opacity: 0.6;
}

 /* Play Widget */

 .widget-play {
    width: 148px;
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .widget-play .jupyter-button {
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    height: auto;
}

 .widget-play .jupyter-button:disabled {
    opacity: 0.6;
}

 /* Tab Widget */

 .jupyter-widgets.widget-tab {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    /* Necessary so that a tab can be shifted down to overlay the border of the box below. */
    overflow-x: visible;
    overflow-y: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar > .p-TabBar-content {
    /* Make sure that the tab grows from bottom up */
    -webkit-box-align: end;
        -ms-flex-align: end;
            align-items: flex-end;
    min-width: 0;
    min-height: 0;
}

 .jupyter-widgets.widget-tab > .widget-tab-contents {
    width: 100%;
    -webkit-box-sizing: border-box;
            box-sizing: border-box;
    margin: 0;
    background: white;
    color: rgba(0, 0, 0, .8);
    border: 1px solid #9E9E9E;
    padding: 15px;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    overflow: auto;
}

 .jupyter-widgets.widget-tab > .p-TabBar {
    font: 13px Helvetica, Arial, sans-serif;
    min-height: 25px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab {
    -webkit-box-flex: 0;
        -ms-flex: 0 1 144px;
            flex: 0 1 144px;
    min-width: 35px;
    min-height: 25px;
    line-height: 24px;
    margin-left: -1px;
    padding: 0px 10px;
    background: #EEEEEE;
    color: rgba(0, 0, 0, .5);
    border: 1px solid #9E9E9E;
    border-bottom: none;
    position: relative;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current {
    color: rgba(0, 0, 0, 1.0);
    /* We want the background to match the tab content background */
    background: white;
    min-height: 26px;
    -webkit-transform: translateY(1px);
            transform: translateY(1px);
    overflow: visible;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab.p-mod-current:before {
    position: absolute;
    top: -1px;
    left: -1px;
    content: '';
    height: 2px;
    width: calc(100% + 2px);
    background: #2196F3;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:first-child {
    margin-left: 0;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tab:hover:not(.p-mod-current) {
    background: white;
    color: rgba(0, 0, 0, .8);
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon {
    margin-left: 4px;
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-mod-closable > .p-TabBar-tabCloseIcon:before {
    font-family: FontAwesome;
    content: '\f00d'; /* close */
}

 .jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabIcon,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabLabel,
.jupyter-widgets.widget-tab > .p-TabBar .p-TabBar-tabCloseIcon {
    line-height: 24px;
}

 /* Accordion Widget */

 .p-Collapse {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Collapse-header {
    padding: 4px;
    cursor: pointer;
    color: rgba(0, 0, 0, .5);
    background-color: #EEEEEE;
    border: 1px solid #9E9E9E;
    padding: 10px 15px;
    font-weight: bold;
}

 .p-Collapse-header:hover {
    background-color: white;
    color: rgba(0, 0, 0, .8);
}

 .p-Collapse-open > .p-Collapse-header {
    background-color: white;
    color: rgba(0, 0, 0, 1.0);
    cursor: default;
    border-bottom: none;
}

 .p-Collapse .p-Collapse-header::before {
    content: '\f0da\00A0';  /* caret-right, non-breaking space */
    display: inline-block;
    font: normal normal normal 14px/1 FontAwesome;
    font-size: inherit;
    text-rendering: auto;
    -webkit-font-smoothing: antialiased;
    -moz-osx-font-smoothing: grayscale;
}

 .p-Collapse-open > .p-Collapse-header::before {
    content: '\f0d7\00A0'; /* caret-down, non-breaking space */
}

 .p-Collapse-contents {
    padding: 15px;
    background-color: white;
    color: rgba(0, 0, 0, .8);
    border-left: 1px solid #9E9E9E;
    border-right: 1px solid #9E9E9E;
    border-bottom: 1px solid #9E9E9E;
    overflow: auto;
}

 .p-Accordion {
    display: -webkit-box;
    display: -ms-flexbox;
    display: flex;
    -webkit-box-orient: vertical;
    -webkit-box-direction: normal;
        -ms-flex-direction: column;
            flex-direction: column;
    -webkit-box-align: stretch;
        -ms-flex-align: stretch;
            align-items: stretch;
}

 .p-Accordion .p-Collapse {
    margin-bottom: 0;
}

 .p-Accordion .p-Collapse + .p-Collapse {
    margin-top: 4px;
}

 /* HTML widget */

 .widget-html, .widget-htmlmath {
    font-size: 13px;
}

 .widget-html > .widget-html-content, .widget-htmlmath > .widget-html-content {
    /* Fill out the area in the HTML widget */
    -ms-flex-item-align: stretch;
        align-self: stretch;
    -webkit-box-flex: 1;
        -ms-flex-positive: 1;
            flex-grow: 1;
    -ms-flex-negative: 1;
        flex-shrink: 1;
    /* Makes sure the baseline is still aligned with other elements */
    line-height: 28px;
    /* Make it possible to have absolutely-positioned elements in the html */
    position: relative;
}

/*# 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 */",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "text/css"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 436
        }
      },
      "source": [
        "interact(inBetween, t=FloatSlider(value=0.5, \n",
        "                                  min=0, \n",
        "                                  max=1.0,\n",
        "                                  step=0.02,),\n",
        "        idx_1=IntSlider(value=12345, \n",
        "                                  min=0, \n",
        "                                  max=59999,\n",
        "                                  step=1,),\n",
        "        idx_2=IntSlider(value=54321, \n",
        "                                  min=0, \n",
        "                                  max=59999,\n",
        "                                  step=1,))"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "application/vnd.jupyter.widget-view+json": {
              "model_id": "536fe37df5ff4366bb4d8a48f7510b6e",
              "version_minor": 0,
              "version_major": 2
            },
            "text/plain": [
              "interactive(children=(FloatSlider(value=0.5, description='t', max=1.0, step=0.02), IntSlider(value=12345, desc…"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<function __main__.inBetween>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 63
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "cVpTsWFsTS77",
        "colab_type": "text"
      },
      "source": [
        "![](https://i.imgur.com/FwHklk5.png)\n",
        "\n",
        "nbviewer看不到interact，所以手動貼張圖"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yQzj4P2dSQeZ",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}