Auto_Encoder.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Auto_Encoder.ipynb",
      "version": "0.3.2",
      "provenance": []
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.7.3"
    },
    "kernelspec": {
      "display_name": "Python 3",
      "language": "python",
      "name": "python3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "id": "3mHqn-j4BHO2",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import os\n",
        "import glob\n",
        "import numpy as np\n",
        "import cv2"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "LjgoeO7ABHO6",
        "colab_type": "code",
        "colab": {},
        "outputId": "2308dc94-bdf7-4efa-ceae-23bbfe2209a6"
      },
      "source": [
        "#from tqdm import tqdm\n",
        "img_dir='images'\n",
        "data_path=os.path.join(img_dir,'*.jpg')\n",
        "files=glob.glob(data_path)\n",
        "data=[]\n",
        "rows=256\n",
        "cols=256\n",
        "for file in files:\n",
        "    print(file)\n",
        "    img=cv2.imread(file)\n",
        "    gray_img=cv2.cvtColor(img,cv2.COLOR_BGR2GRAY)\n",
        "    resized_img=cv2.resize(gray_img,(rows,cols))\n",
        "    data.append(resized_img)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "UVuetvyRBHO_",
        "colab_type": "code",
        "colab": {},
        "outputId": "cf1bbc64-02b7-400a-c8a9-5c68dbca02fa"
      },
      "source": [
        "data=np.array(data,np.float32)/255\n",
        "data=np.expand_dims(data,axis=3)\n",
        "print(data.shape)"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(4436, 256, 256, 1)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dOkXpuyOBHPD",
        "colab_type": "code",
        "colab": {},
        "outputId": "cd9818a7-955e-44f4-df44-960b43aabe4f"
      },
      "source": [
        "from sklearn.model_selection import train_test_split\n",
        "train_x,val_x,train_ground,val_ground=train_test_split(data,data,test_size=0.2,random_state=13)\n",
        "train_x.shape"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(3548, 256, 256, 1)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "VqXfQrpQBHPH",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "import keras\n",
        "from matplotlib import pyplot as plt\n",
        "from keras.layers import Input,Conv2D,MaxPooling2D,Conv2DTranspose\n",
        "from keras.models import Model\n",
        "from keras.optimizers import Adam\n",
        "from keras.layers.merge import concatenate\n",
        "%matplotlib inline"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "8LSYQiMmBHPK",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "#batch_size = 64\n",
        "epochs = 20\n",
        "inChannel = 1\n",
        "x, y = 256, 256\n",
        "input_img = Input(shape = (x, y, inChannel))"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ncY2zEyhBHPN",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "def conv2d(input_img,n_filters,size=(3,3),batchnorm=True):\n",
        "    conv=Conv2D(filters=n_filters,kernel_size=size,kernel_initializer='he_normal',padding='same')(input_img)\n",
        "    if batchnorm:\n",
        "        conv=keras.layers.BatchNormalization()(conv)\n",
        "    conv=keras.layers.Activation('relu')(conv)\n",
        "    \n",
        "    conv=Conv2D(filters=n_filters,kernel_size=size,kernel_initializer='he_normal',padding='same')(input_img)\n",
        "    if batchnorm:\n",
        "        conv=keras.layers.BatchNormalization()(conv)\n",
        "    conv=keras.layers.Activation('relu')(conv)\n",
        "    return conv\n",
        "\n",
        "\n",
        "def unet_autoencoder(input_img,n_filters=16,dropout=0.1,batchnorm=True):\n",
        "    #Encoder\n",
        "    conv1=conv2d(input_img,n_filters*1,size=(3,3),batchnorm=batchnorm)\n",
        "    pool1=MaxPooling2D((2,2))(conv1)\n",
        "    pool1=keras.layers.Dropout(dropout)(pool1)\n",
        "    \n",
        "    conv2=conv2d(pool1,n_filters*2,size=(3,3),batchnorm=batchnorm)\n",
        "    pool2=MaxPooling2D((2,2))(conv2)\n",
        "    pool2=keras.layers.Dropout(dropout)(pool2)\n",
        "    \n",
        "    conv3=conv2d(pool2,n_filters*4,size=(3,3),batchnorm=batchnorm)\n",
        "    pool3=MaxPooling2D((2,2))(conv3)\n",
        "    pool3=keras.layers.Dropout(dropout)(pool3)\n",
        "    \n",
        "    conv4=conv2d(pool3,n_filters*8,size=(3,3),batchnorm=batchnorm)\n",
        "    print(conv4.shape)\n",
        "    pool4=MaxPooling2D((2,2))(conv4)\n",
        "    pool4=keras.layers.Dropout(dropout)(pool4)\n",
        "    \n",
        "    conv5=conv2d(pool4,n_filters*16,size=(3,3),batchnorm=batchnorm)\n",
        "    \n",
        "    #Decoder\n",
        "    up6=Conv2DTranspose(n_filters * 8, (3, 3), strides = (2, 2), padding = 'same')(conv5)\n",
        "    print(up6.shape)\n",
        "    up6=concatenate([up6,conv4])\n",
        "    up6=keras.layers.Dropout(dropout)(up6)\n",
        "    conv6=conv2d(up6,n_filters*8,size=(3,3),batchnorm=batchnorm)\n",
        "    \n",
        "    up7=Conv2DTranspose(n_filters * 4, (3, 3), strides = (2, 2), padding = 'same')(conv6)\n",
        "    up7=concatenate([up7,conv3])\n",
        "    up7=keras.layers.Dropout(dropout)(up7)\n",
        "    conv7=conv2d(up7,n_filters*4,size=(3,3),batchnorm=batchnorm)\n",
        "    \n",
        "    up8=Conv2DTranspose(n_filters * 2, (3, 3), strides = (2, 2), padding = 'same')(conv7)\n",
        "    up8=concatenate([up8,conv2])\n",
        "    up8=keras.layers.Dropout(dropout)(up8)\n",
        "    conv8=conv2d(up8,n_filters*2,size=(3,3),batchnorm=batchnorm)\n",
        "    \n",
        "    up9=Conv2DTranspose(n_filters * 1, (3, 3), strides = (2, 2), padding = 'same')(conv8)\n",
        "    up9=concatenate([up9,conv1])\n",
        "    up9=keras.layers.Dropout(dropout)(up9)\n",
        "    conv9=conv2d(up9,n_filters*1,size=(3,3),batchnorm=batchnorm)\n",
        "    \n",
        "    output=Conv2D(1,(1,1),activation='sigmoid')(conv9)\n",
        "    model=Model(input_img,output)\n",
        "    return model\n",
        "    \n",
        "    "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vdTgnpFXBHPQ",
        "colab_type": "code",
        "colab": {},
        "outputId": "1105e4bd-5c76-413d-e396-21dc362f2c9f"
      },
      "source": [
        "autoencoder=unet_autoencoder(input_img,n_filters=16,dropout=0.1,batchnorm=True)\n",
        "autoencoder.compile(loss='mean_squared_error',optimizer=Adam())\n",
        "autoencoder.summary()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(?, 32, 32, 128)\n",
            "(?, ?, ?, 128)\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_1 (InputLayer)            (None, 256, 256, 1)  0                                            \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_47 (Conv2D)              (None, 256, 256, 16) 160         input_1[0][0]                    \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_45 (BatchNo (None, 256, 256, 16) 64          conv2d_47[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_44 (Activation)      (None, 256, 256, 16) 0           batch_normalization_45[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_15 (MaxPooling2D) (None, 128, 128, 16) 0           activation_44[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_17 (Dropout)            (None, 128, 128, 16) 0           max_pooling2d_15[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_49 (Conv2D)              (None, 128, 128, 32) 4640        dropout_17[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_47 (BatchNo (None, 128, 128, 32) 128         conv2d_49[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_46 (Activation)      (None, 128, 128, 32) 0           batch_normalization_47[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_16 (MaxPooling2D) (None, 64, 64, 32)   0           activation_46[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_18 (Dropout)            (None, 64, 64, 32)   0           max_pooling2d_16[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_51 (Conv2D)              (None, 64, 64, 64)   18496       dropout_18[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_49 (BatchNo (None, 64, 64, 64)   256         conv2d_51[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_48 (Activation)      (None, 64, 64, 64)   0           batch_normalization_49[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_17 (MaxPooling2D) (None, 32, 32, 64)   0           activation_48[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_19 (Dropout)            (None, 32, 32, 64)   0           max_pooling2d_17[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_53 (Conv2D)              (None, 32, 32, 128)  73856       dropout_19[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_51 (BatchNo (None, 32, 32, 128)  512         conv2d_53[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_50 (Activation)      (None, 32, 32, 128)  0           batch_normalization_51[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "max_pooling2d_18 (MaxPooling2D) (None, 16, 16, 128)  0           activation_50[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_20 (Dropout)            (None, 16, 16, 128)  0           max_pooling2d_18[0][0]           \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_55 (Conv2D)              (None, 16, 16, 256)  295168      dropout_20[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_53 (BatchNo (None, 16, 16, 256)  1024        conv2d_55[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_52 (Activation)      (None, 16, 16, 256)  0           batch_normalization_53[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_7 (Conv2DTrans (None, 32, 32, 128)  295040      activation_52[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_5 (Concatenate)     (None, 32, 32, 256)  0           conv2d_transpose_7[0][0]         \n",
            "                                                                 activation_50[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_21 (Dropout)            (None, 32, 32, 256)  0           concatenate_5[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_57 (Conv2D)              (None, 32, 32, 128)  295040      dropout_21[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_55 (BatchNo (None, 32, 32, 128)  512         conv2d_57[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_54 (Activation)      (None, 32, 32, 128)  0           batch_normalization_55[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_8 (Conv2DTrans (None, 64, 64, 64)   73792       activation_54[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_6 (Concatenate)     (None, 64, 64, 128)  0           conv2d_transpose_8[0][0]         \n",
            "                                                                 activation_48[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_22 (Dropout)            (None, 64, 64, 128)  0           concatenate_6[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_59 (Conv2D)              (None, 64, 64, 64)   73792       dropout_22[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_57 (BatchNo (None, 64, 64, 64)   256         conv2d_59[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_56 (Activation)      (None, 64, 64, 64)   0           batch_normalization_57[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_9 (Conv2DTrans (None, 128, 128, 32) 18464       activation_56[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_7 (Concatenate)     (None, 128, 128, 64) 0           conv2d_transpose_9[0][0]         \n",
            "                                                                 activation_46[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_23 (Dropout)            (None, 128, 128, 64) 0           concatenate_7[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_61 (Conv2D)              (None, 128, 128, 32) 18464       dropout_23[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_59 (BatchNo (None, 128, 128, 32) 128         conv2d_61[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_58 (Activation)      (None, 128, 128, 32) 0           batch_normalization_59[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_10 (Conv2DTran (None, 256, 256, 16) 4624        activation_58[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_8 (Concatenate)     (None, 256, 256, 32) 0           conv2d_transpose_10[0][0]        \n",
            "                                                                 activation_44[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "dropout_24 (Dropout)            (None, 256, 256, 32) 0           concatenate_8[0][0]              \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_63 (Conv2D)              (None, 256, 256, 16) 4624        dropout_24[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "batch_normalization_61 (BatchNo (None, 256, 256, 16) 64          conv2d_63[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "activation_60 (Activation)      (None, 256, 256, 16) 0           batch_normalization_61[0][0]     \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_64 (Conv2D)              (None, 256, 256, 1)  17          activation_60[0][0]              \n",
            "==================================================================================================\n",
            "Total params: 1,179,121\n",
            "Trainable params: 1,177,649\n",
            "Non-trainable params: 1,472\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xI92s7b0BHPU",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        " "
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mXG2qhxYBHPX",
        "colab_type": "code",
        "colab": {},
        "outputId": "07be7a98-3cd1-4f64-ffeb-5f0d047c0dff"
      },
      "source": [
        "import tensorflow as tf\n",
        "from keras.callbacks import EarlyStopping\n",
        "with tf.device('/gpu:0'):\n",
        "    train_autoencoder = autoencoder.fit(train_x, train_ground,batch_size=16,epochs=epochs,verbose=2,validation_data=(val_x, val_ground),callbacks=[EarlyStopping(monitor='val_loss',patience=3)])"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:From C:\\Users\\SUFI\\Anaconda3\\envs\\tf_gpu\\lib\\site-packages\\tensorflow\\python\\ops\\math_ops.py:3066: to_int32 (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n",
            "Instructions for updating:\n",
            "Use tf.cast instead.\n",
            "Train on 3548 samples, validate on 888 samples\n",
            "Epoch 1/20\n",
            " - 59s - loss: 0.0091 - val_loss: 0.0011\n",
            "Epoch 2/20\n",
            " - 50s - loss: 0.0010 - val_loss: 5.0548e-04\n",
            "Epoch 3/20\n",
            " - 50s - loss: 6.5249e-04 - val_loss: 2.2571e-04\n",
            "Epoch 4/20\n",
            " - 51s - loss: 5.1766e-04 - val_loss: 2.6829e-04\n",
            "Epoch 5/20\n",
            " - 50s - loss: 4.3033e-04 - val_loss: 1.4862e-04\n",
            "Epoch 6/20\n",
            " - 50s - loss: 4.1686e-04 - val_loss: 1.7052e-04\n",
            "Epoch 7/20\n",
            " - 51s - loss: 3.6935e-04 - val_loss: 3.7982e-04\n",
            "Epoch 8/20\n",
            " - 51s - loss: 3.7773e-04 - val_loss: 1.8958e-04\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WQ-WG5clBHPb",
        "colab_type": "code",
        "colab": {},
        "outputId": "5a4a983c-8fd9-44c3-8f87-a62712720a8c"
      },
      "source": [
        "loss = train_autoencoder.history['loss']\n",
        "val_loss = train_autoencoder.history['val_loss']\n",
        "epochs = range(0,8)\n",
        "plt.figure()\n",
        "plt.plot(epochs, loss, 'bo', label='Training loss')\n",
        "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
        "plt.title('Training and validation loss')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4vss96GxBHPe",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        "pred=autoencoder.predict(val_x)"
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nXJ35emvBHPh",
        "colab_type": "code",
        "colab": {},
        "outputId": "5e516252-f162-46f2-8ada-7c56903fd5c4"
      },
      "source": [
        "plt.figure(figsize=(20, 4))\n",
        "print(\"Validation Images:\")\n",
        "for i in range(10):\n",
        "    plt.subplot(2, 10, i+1)\n",
        "    plt.imshow(val_x[i, ..., 0], cmap='brg')  \n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Validation Images:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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PmEgrWeRTy3S2MJlKvshzbDyzk5YcqHfIbz0R+VDvliSErH1OVrZ/ES+ZmOkCwBwKkBVqofSxFs4r3cqLy2Qtt6h96wCxsiDRd0nk+/0gYTr2p58m6gBKNHs63u+7TKKLdpngsS8p/JYfcgsFZNFKEVXkU4sHB43kYiaAAw9NuAhgZgR+asmnjnwKn5jP40/8gC+/0gbI+nuoD31nuGDQHULhcDhoMBi+DbwBGIEHw+Hw9sG+TzLQJ4cuAF89O50LKcSGrzvjIICZICZayEHFQggTo2nFgYd2bBwgi1aymMUmprKNbUylnjx82Lh+40esWTSTRWuiUdBjhUQVqCNhQHQ0JLfYDqX3VDOK8LP64eULwb1rDmW4aCULN04y8KOgUU8eLpqoIx8nburJw88IgqRx9ls72FMIH0+X6KopCDsnSY29GqcnxvHAQHlxMOmQ7GJtDsCmU9O4hT/yU1Ss+OnChJkAGgoumiihgjzqcXKAHFoIkMa/OQcPDrYzlVv4Izk0o45z8917xDB68oqhyRLqDwO91VDI1HgLcCzUEUILVxPc+20Zu1lpL/Fc1+WUUIEFlZe5iAK1hoK6Gj76zF5yLQ8xrwYydoyjmTEsebsJvxV+/wMY1yBZec8uh8piuYe+AMcziJNV6I+Hs2EgNIxVfGORcNlfnPN9BU4CZqHJVY8K/Y1jG/Bp8M9LJMLveH8KNqpozIX6PCk38jjku61Z0JwtGQO7iuCbK1q44GX4aJZkBqgWGF8rDqGWrP6fbbAx0DkwUF5MJFqZKOLxS9AkpWGzN0DNTx7jBhzUk0ce9VRQwg3ci40O/FjpwMpEqthFEQDPcQk1FPDca8/Taenk8S9D41hxEOvOoJ5lUT0znvp6r3iKeDwkGgDrCyeCjhoPg7lu6VllRg3uu06MFntLOp6WfDw4aD/vXd4ulXLrxnEyn9rs8ttDVuF3gOcukX/z6iWzyNUkGWiVxfClJ0E5OJJqCqigBDej+dz6rfzthiSee5jRUc/i8UUCHNc8CI7fX8dLLALAi53ZbCCAmXZsFFDDRKoYTy27KSKLVhazGoB89tJAHrXkU7v1f/jZL+/ip7+MGqq6s/VoAijDGcONholA0aR08u7223HjJBMvp1DJNTyAe6KbV6fLGui1RwNpBx3CZxYVVi8G9yg3W6f9k2/8A87/00R+w4/IoZksWsmjnq9+H9Ys2opqkcCZsQ96JyMLBkuOJErHnkESOP4OoNjPxkhp9MufzeDn3EYzOWTi5RBWrPjxYcNMJzPYzE4mUU8eRoKo2FGxcC338TrnYkHlm/yNey64nRW/q6H8tOGd8TUUGUKEw+HXgSS6yQwtei6AANdyH17sBDBjj9QDAgQx0YGVAGbMBLBiZTdFGAkyhmacuMmnloWGd1kTXsROJjEKN2EUlu9/l9/d9hlu+92xTfUcLIcQJE7HWCZPNJJ+WFbCIDbgMgWlR8LCd8HmgwpctDKaZnI4gJMuzJgQaaugcQAnNnwcwMkEdlPGXKydfk7bXMfqxVBRAsWVohw19tMc7XgjYV6MU6aS8P0TNFJ7zleDBi8ug6/wMGNoxoEHP1YmsxMHHpbxIu6T2+iwSgTFGIQ2pN/BD/f+jue5mHJKeY5LuJm7uptRz18n1+0rM2G4YrBlaiyvxWZZxmaoZfhEXn5updDM4YGyrgVsZBavcD7n8jrLeJHNZ7WxNleMB38GbJwF0MDknQ2UOUVZ/sLz8PDVcN+1cM5KGOWWspS9+VGnUH9ItuTreKXtDoQX+3MWJGpc91d20lc2QwjhKacbrnhM4RAjqCvuoH689OA6dQvsJB0fGTTndOJxCH19tqhjoCtN+KzTDG8uhSsfl8zKTK9kFXgcMKEq0mD2GNKlr3c96t8mIVOPxkmSMOLMf3MAlj8DrPgm27DRShZ51FNLPrfyB6ac9gSVxVA7SWit1sLl697gKwce5W5u5F9cQjUnk65WMm89vHo+qOlCW30O9eUMOlL5WmwPjv4QL2Mo3vePhOGuo8bDYPKKOSDjWlQlDt0lb0EtYzHRRdOl77JpljiGvXaozRf5bFGlyXSGX/7fmBulTXNOdIMBTZHPATO8yYW4aMJGB/sYy0nbM8lpbqcub+DPPpzo2HOumwNw3u+n8HvmRxrsK+RTiwMPQUzMYDOLWY2TA1jxU894NjMDF/twcpBKimkmBy3i8rQ8cxGFV79EfZ440hVtWGdRJoThRMOjhaZEs1w7sKFFNho6n1eoPt1Nbb4EQ3yZwjdBk+hcFlUcO7oT1Z8hmWRPXgHvLdzF05+/ns/zPCPxohDCgsp3/rqV390WCZbFOISSLSU9bvaiobcOerwdQD1/HzKJQ7d0G/yZmziAEyt+WsgBwIcNO140FJrJwokbF/vYzhSMaPiwYYq00Xfipogq7uM6rr3/h3znnv9Ch1CiCJNY+c9h/SwSGGCjBgccspCl++CqR+DlCKHNBHBHHAEAAcxoKBRQgwMPHhzMZx3zWUf2lHf4aBY0qbCmGX70zm/4dvbPsPrhyx0vUEMBr750P2Nv/AaqBVpyZJIN9mSIl545GBG1o0XsriTxEMu0xhitvM8dKBJAV5oIbNUidaD5e2HpKti07wLKKaUNe3ezt1lsIotWXDThxI2NdgqoIXjWWlptsPSVGjZxOq73Xdxg3cifbhLlaeo2GePG3Gh5oOVQ9P7d75aooI5joA8Zwr0XhUTLaeLxYuz8iP26vQ3co6UcYcE6eHjPL5jJR/jJwImb5TxDgbGaLdPhrUKJwDTmygLbbouWg6YHtmLzbWXFrWNYxovcxu+4c98tHCzaTk6zpLd/PF3m4GA1tY1nvAzm4hsXCfZli51fmlH+pmcAWA/BpJ1SClCfB7W7zyKLVs5iDbPGvkJjLrw+Sc65nRJB1huuejMlK8RvFcdSbb44Z2dsjjZTnLNBelBsnBXfIRQr8xJVjGPnYJe57+8d6X7HzKEUPtxp0xOJNqKNV2IWi0NWkZ/Ln4XNzGSGcSNbThUFN7cRDO0ZADgNbkDGNWiSed1hFeeeMZKFp5mhvFSa1F53n6yHH80Qx1CGv3fp2NHU2sfSMJ6TMN75oezJ0jOuYTwKQ+5o5ETPgNZh91OkXF1vRnvuvyGw4rtsYyomguRRTwkV/IYfoZ6+lS0lIj89DnHKrjsTHrkKoJ0zyu7g9TsfwI+VORsku3LLdNlgIbb0Xn9WTYmco2869if3kpWZveg6iLsN6aVGseVg+nuGjlAupj9/oo6tRHvX9Fd+0Rd0mRaKZJqcugUWr5YglzfkoPqzNTx9mZw/fSOMr5O+U3/5tjSFdniia8MIv8hzt1Nkg6bIeLRmQfmponO1ZMHs/RvYwGwsqKQToA07o1vb8YwE78jouPSVBXGskKiMjIWmiCy79j64lT92Vxvk0siplJOBnwt5iSwOYElvozYfPsmBLvMuCn27KKqEqvZS3Djx4KCW/EgJ/Giu/ZzCi4+8wKol4ljQM4V0xOONoy0h02VLou/es4H80TzPgJFgoCQWg9HAPaRI/0NNgU7MWFBZxguYJ1TSOlr4IJAuMsEcgECa2AYBs6xzVzwJ099woY1r4uULpAlxdSF87u1O7r7pPFZv/S5PcgUlVPDjhz6moqSaZ4+8YUWv5+oP8da5Y6Wjhg297aNkNrzo6/eJoudaZg7AaZvhm7eP59fkYyZADQWYCTCBKhQ0KijBSJCTqAXARFev/mAWVMbSyHrmcQ4rUbGwZvc1TKx6kPLS3oGTY72hRn8YFg6heIjXIygRBE2SyupxwNhGyFlxMR4cBDCjYsGGDz9WVCwoaDjwYMWPkSC38VuK2E1gdDv1JikV8tnEwGm+tBNTENJVePa15RRRxQZms+mzaRTt7WJ0qyjYg72zUbIp10OJRJk0WaaOnSdGTSLZFlXSmB+9LJ0XWcYuilCxEEZhEWtYwlu40urYMQl2FENVJJPB44gaKZtnNDF12yvkrQdt1Rxee+tDbv817J4gqfhlc6V5oDkggl9TxKlxwiHBDKFEy1biCf7KUyRjAOCy686iiUq82MllHwt4j9BJDazPF9o0Z4NnlCy+TWPEkaTvggOiMN19x36m376FnUySSI4iDsJb/ghfflzoa+yhHB9LHEtejJcRFIuQEl2s0gPSA8bVJPKt7N3/xYqfWWxkbvYrbDoVWrPFANAzREImcdAdskZ3ljIFweSEhnGwdn70ukvWSQlR6X/EqNheEv/ZemK4N+obMAyJGXqJGpnxrjfCLzsL3fLbNJpowmuXaH9zjjjxwpkd+NszqM8TR6DHIbQOKcJ7bXaojbSZnLQLpm8RXnXsGENe/X7KS0U+0yhGlGqJ7ww82mdP9PyQ+tvj0HEw5YBuzHntYrQDTPrF5axmKgdwYkRjKW9yjfF+KkqEbl678KrPJs5RdUSUd9fPg6uzm9AcULlrAS7HWv5nJdRcT/cW5LHvEVtC1h8GWwYOV1kw2O+ZrAwMmqJzxeoX/WhuGeTstbDtdA9PXybzockFlz8NplVnkUUVf/9aE4GMLn53mzgFrT10HJ2HfTZxCPtHwHufgXkfQOvHi1EI46IJF010YiY7vQFXkzRs9SY/JIOCZMfV4pd1Uv3LrZgIUkMBNnyMp5b9uJjOFtLpxJrWRkVxNHukNh/OfR1ebb8cL3a+bvw7NQVg353NLfwRBY2sBS/w7b9K+W2HbXi2KfhvgO7w1hThj/MjjcBnnPw8Pqv0bLP5IjxgjTiHIrtpfnMFTN+YTvmcTh64vYnRB8DRJuXXNp8425c/C1c/fDd/e+tunrgCXq0V3cm1D1r63Cz8xESvkrE4a2KiQZR45/u6XigSzLL64Se3W7iNW8ihmY+YQRdmZrEJDw72kYuLJtIIkk8tIRQ6sHHdlO+wdgHktMjaOyfvMf7yiMLFvMAsNqFhZNEaCXz2XCOH035EJ4RDaLB3WFAtEpX8zHvwNp9FieRcW4g2/AlgRkHDhg8DGjP5iBI+wZvdSetoMVz0VFg9i8Lqj2wxZ+nCrnpx4+S7/Jncxm91Nx4ebMUgUY/u8TRCYxFbEjaQJtE90dc8SQuIYL7xbngT2Z99IlWY6MLJQabzMbZ0N+XTJdOkMRf2uaJbfOpNI5tzRMF5fx6c9/qHsFp23XnlfNma/pyVYtRumhXtG3UipvTG61ty2PcTjOjGE/y5kX0J/nQz5FLPTiaxjaksZjWjLQ0EIkZOwAwHRktpUmuW/KvvYNRlluwWc5cYnBn4cNFEIdX4a2TRXfjKSApq2qgqivCvlrwxESvYh7oXTiIYSFZlyAQEwRIUJdfuhbGvzWA9djLwkUMzNQVQPz7qPG2PGAMhk8hZv1XGNxj5nBaQcTYFpbRv0yzZsr6oSmrqcxvjO4QOazx+QqxiA0N/SlMs4q2TifJql1noXkkxedTht4KpS9Yxiyp8V91eSFudnQvr3qRyWhfrzpQ+I26r3G/pKlj6psyD18+Fly6Ei17ej8Mj2UEg0VNTMHp/oybN5PtDvPLihM8PMS8movwmE5XtMkNGREZm+ESO/oMZ3U34F/Iey3gRj0PKwyyHZL1TLaK/BMziIE8LQkdkjIImqJoAU3fVsDcHTooYKLq81d+hr23n483ZWN5NNmDW836DWHGeNIba8ZVIpoj+fQUgYgAV1Ih8v4rHuGb0F7Go4izsNMO6+XDJqlb+yrc5l9dxdTTxg5808tM/teN2Ru9pUcXJZAr2aLxrEN3Jw2iK2EUu+8jAh48MNIMEBcwB+V1YObabPPSFZJy1eqPnvHp4kWXY8WLDRwAzRjTSCBDERDatVBZDXcSJPqEaZj9STAVjKDjjKaqK4GGzyNf9OS38/Ps/o57xaIr0ZppYBRtmD+57p5A4QorIwOWj/k7VwTsJmKP2oKKJLDYFZX4rmgRIVi+GsrmdfPlxqPnwUmrJZwGv42raTlWROI8MGjyzXJxNQZM4XhUNmsYe3+y5wUSsnZFoCVgsBiMYpkXkT2E1rGdeRE7ZULEwjW2oWBiNGyWycc3pbMCKHyt+3vv+a6wpEn3JlynBtEwfPPpVjZsfuosqJpBDC+e8kMadt3R1P4NmGHrdIxEMo0eJQjP2PmKhR69DysCMKn33k6/dnTrQSncAACAASURBVMFHzCKIqbt/jBc7GgoassOUkSAj8VJKOf5RnVQXigHUnCPM7o5kkwTM4kzwW6HsDLDjRUFjF5P40uNHH/lMFprS+4iFvmjpx2BC7yGkH8ZQ70MJ9z40Q+8j7rsZ+z+MWu/DFJQU6F/+FGasHMNpbGYe6ymkmkKqmcsH+E5y895C2DRTmh/Wj4satx6HRK+qC4W2uybK7hrPLofnL5ao13V3ZON0izI1f51s16pa+tjxJ8k5G48njhV0414/YhE7v2LnY7z5qVrgmcug8d3LuYubWcMiruEBpk94gbIzJBPLa4fpb2dz6h0X8Muf6SVikqZ+KBKR0Q1ARYMQJkbhpnpOC869mQAEstu4foWcNxyBFwxaYkfs/IuleewR+/3BRNjQP51i792Tb8NKNFoSVqS8Ln8vLH5qDFs4lYlU8TUeQJtY3V0Lbw6I8XDIKoeaLk5Vrz1a0ueziYPOEBkbNV3+vuKbUNZwMTafLMaJQjdA9GOwETvn4/HAsUIsL8Wbf4leT9EiGY9YqGIiVr/s0jjKLc6E+66F6XxMOaV8yGwsWycyf8U0lrwlTvI2O0yuBLVuIi07zuSGv0HXvd+DuvHk14rCNKZZ5JmeTak/d+zaEG+tSPb8UKOnnIhFrMw8GhkajqFrV2Qu6o668bXS/P17O15DQSOAmQJquDrzLzjwYFFFd5m2chyjb7+ZW7/vorpQ1rp9ET3GeVAUW59NnHx5hjpaIkEw3SkYC11+HEm+x+OdRHmtvzXlWJA5aIo21+6rXOxI4xBvbYiVx7FHLI5Wp+v5TAZNHAxFVXDIIn0RnzZ+kZARxjRBTrPca+Ms2PyVrVzNQzSTw0Zm0Uw2Vz0qJfNOd3QupEc2HiiqEt1rXIOsCyoWHCeXU/mZ/YQzO8hln+z4aohkBpqj8jveuw4mEhnXvo6e3zNHdhVb9qK8bxATfqzYI9tUhzDxD77OndzCyVsz2O+C/S5xvJknVBLAzD8/+D9KHpvBrE1yzfJSuP2JGjZ/dy12r/De9Sv63nEqnm6VyJj0xWuxczTe/Y5V8DkeDY/mORMZt55yV7XAea/CPNaza8d55H7koqRCyuvPfV2CIcuflUxboyayeeo2sB5MZ1n6M3yd+6k5bzubZsmYj3LLBgBhRRxB89bLbzUF7rpZ7tmzxD12J9F4OmU8uZPs2Bw1DMldN95zxZOnfcEUFHouXg37GMsIVHYwiSmRTVNcNNGBlTzquYR/MoHdzKWMyis30pAbDXoCdFpEt7X6IW/CuyiEGYWbMuYyMtI/UTOIXXw89JEj4VMcW40idgJk+GXBup3fYEFFQaOVLPxYceDBjRMzAbJoJY0gbdj5F19g5sECxny4nwpm0Y6NUsqZV/waNQXSHGz2v8azjalUUoCJIP5IR/Jl947jga830BmnV8XRYDjVG8ZDojsZxSJZx4dqkfr3z78IO5nEXvJpIQcnbr7Ac1RNU2nNEiEdSJffmMV5270gWg5FBU7IJEp0TrNEzX69cjUrOy7mxl+9zctXtmEOiBCYtgX2FDIo9D7eGEgNfTLQDY0DODmTdcxhA+q0XbgtomDW7pvDBqawlFVMmvwKHg+cvgnK5kDhHlmIHR4xbLx2ud5ImimgBnub1PoW1IjyO/2lAhadW0PZXMlsiUWiymiiqZ/HM4Ms3r3NAVE+LYfEITRj5Rju5kbasTOZSmonq6gWofcIv8z1jkjZSZtdZGwgEuVUNHGWXvWofP/dhXSXC7VmiXP1N5uep6hMnK0Zfom86U1pdWNBx6c5I6gnEs3WG+z5pClCh1Oo4D/MIGAWx82EfaLoWP2w6RvlfOb+TGbyETXFKuWVV3Lhu7WUzJXsu1cugAvYBexixSxIC/6JveWRhpwHxcFkDEKGI+ooPB5lP0OtlCXyTgORoXoAJC0gpfAXPw/r9lzJF3mOh7mamWziTuP3aXRArr+LBzu+Q2BrGjcZ72LhjLvI2pjG//4O7r5JaD5tK1zzECg7JlJDAemzVwFSmmsKSvaRnh1yLHEsM5w/LdCdkD3noEWVdXLhuxGHbCRDb918MUgdHhjdCmMjpfMrz4Edkyo5dUslU3ZKidemWTLXbO3iFKsokWDAAWe0L5hRgxEqLOBl3poh9LP6QcVPc444Gn02mVMnYkZ1LEa3woSXpqCh4MOGBZVRuLtbUozEw8eUcj/X4njAw5wzH6KmQMZyXmAV9txVVEySazXmRnsFNUUcRz4b5D21AIO2lpGRlhUpDC3izcuDTnjxkReY/5VvUPb519BeuBilLswqlvBbfsQWpnO2fy2aIry0ejG8ubQThwcCZg+HLNKXS7WIM/VQJKu6NQtqCiT54A+3wrPqV3D86BE8DrFF9ObuvZxCJ0gGkd6T7YjnY23HOJ8TbSodC925avdK+d56gtSSzxQqurOAujAxhw1k0cInnMKpbOH5yztxO4V2Np+si6pFZG6mT+RaTQHk797LVqZzDQ8yyi3zQLUI/TQjw6Zu7L9Cte5r8ix5C55garfQDmLCih8NhSAmXDRhx4sfK8tYRytZPM6VtGGnDQcz2MypbKFwD9SeBMv+pfAg57CaxZRSTiO53f2Iwijd2w4m/zKDcI1jhER3MopFsqWCdq+kWW6eAbkNHXSSjoLGaFrpGtVBk0sUGqdb7nXQCe5R8lvdEFVHRI2USTuF4bvMshC3ZoGpI8RmZrDssU28eGU7Oc2iDH0anEGQ+JxNtvxBU6ShaeYdJrYzlS9YnqAsSxbFqiLIq/+Q5eUfdm/tqu13kV/bxMsXCi1d++CKp8DdVkCQNIoMu3ieT7DTjikEIYzk1wrtsmnh5rvg1z+OboPd37vEQ+zX4zVYP579LuLdu9sh2imOuM3M6N4tpQMbpqBkEeQ0R6KV5ujvQiYxCkxBiUBf8aREuv7xdaFhdrNkkHSZ5DtVRXJO/5zpFaM0aBIDN6TQa6VKtnHiCYOYfl7xeCnZ3ddioWjitDuU3UFbix1zQBrLpgVkjO1ecbxeY1xLdaH0QjCgYSRIm1340ztSMv4guvvYrkniIJz/PvynVLIK9GseL54YyqzLRB17icpQPdtQz1IsLYcDT3yXveSzkdl4cPAN7qc2X5zke/Ph2vfvowsT7lA2Ta4WWsd2MfH9MQRv2U9aUJrIr1kEvvN3cdWju9jcCu6wE3OXG09k6+RjttFBDwx2idl/A3THukWN7njr8EhT/wVrYftUCZAGTVKy63GIMaPvIDbSG+0Dt2tSpAzfJvy/8D2Y+6HI+TPXi7H70Qz5bsAs1521CWpObcMUlMBLY2g8drxsLZLr6gaUnpV6okJTpPzrbZZgIoiC1t2GIoSCgkYGfubyAQt5lw3M4aRaeW+PA95aImNr0CRzyKKKgwBEdlYXyo621qecZPrESZTC0CKk9JGFEyNz2uzShuAGtjD1TWhkK0zcReGuasyWNkrU7VRbo2W2qkXk59582ewmYI46B3T+bLfLv1umw5nr4GX1UiopZkqFlAvq26LrG3d0I86zDhvE2fRksB1A8dZfoxbN8stqgQ+ZjQ8bmZHuZm6cjKcWE10ESWM0bioowfzURJxk8D3K2HHeLmoKotUw5oDQ3O4FBQ8HcEJ6pwRSDb31s+NZ9dETw8MhZOg9IMlGCmIZuCeUiNI0+YEzCaNgw9fdQNqKn1aysOPFgtq9w9hllodozYZr/LJo+mxixDjdUGaVaLdq0Th/w/1cte9Rmk7q5OG9V2MmgAcH286pw6hBwHT4FvSJ1kom6iQ51hG1/iKtfe1k1B/Sunp/jt2a8EjQo6XmgEQxTV2wnjOpooitTCWbVk6zvoamwH9mSORl6Zsw6aNM3Ce184+vi+IMYgBN3yJ14a+cL8qT0x3dUceDAwWNSopZ/tgWfnFHJ5XF8Z9x2Bq1hsHNwBhI35OPZsE9PE/blDo+ipQauUdB3XjZteTV8yB3n6TkqtOaeO1cEbojvZIl1NpWiO/UamrzoToAuW80kkcDhl3jqCtuQKmcTGn5DsIoZOwYx/mvNlA2N3leOcyQizkfa6Ana7Angliaxt47VmZqSrQPhMMDjVgoppI3WEoujSiapD4354hMPX0DXPaUNBF9Y6koq9unyrn3Fkoa/bxvXsk9aY9xz41yjz2F0e1X31sIp1SIYqTv3hMORpWnnkiUN5JdT+Ldr+fYhgcz0yRmx794StFhP09SSTIFxWBzOyGtJYg9kjmgKVJismiNKKfr50mqe94+C+kE6BrVwQg1UjpoifTVM0Wbzarpcs3lz4oB+vKFEgXXZbbeyD8ZxHNWxPYUOpYRukTljF6+13Mu9NxlLC0g/GvUpFF+1t8vZl+koW0t+cyljKzsSvZbRW/5pBievKKTDlsnGb4OPrcyEtwYuR9zpzQuLa4E6zMXUEANVWRQn1fGmXQya5MYpkpIsmq7s2ePkNkVby2Jdegkuvb05SDSn2lQeTFJJMqrsYgnr3tCL4NWLaK/zC2L/j23UZwM5oD0DcqMlC/YfHLe7YzOM0WT3wdNkgXqcUg5YXOOZK9c8pxc+/Wt/0sVRdxQdy+X/Ocgy8fv5Wc/hykV4gyqbJtDcc2HBMwwdaOFnTixj6yjIU/mnabQvVgOub6a4O6b8aCPlV527moSY9KBBxULedTjwYGKBTMBbuQe5lKGHysV+MitU3h2udbdBN7hkfH22iX4ONELnpHCa1Y/3Pwn+AVLufj5l/jH13u3J4hdp+I5lpMN3sXDUNIyEWdCoucP00njOFVCRuGbl+74kILbx+CduUu2nC/9mMZ2KNzjxmsXu2HbVNg5Sf7vaoqusSA6rEUFtUA+B01w2dNQ+9J3aELBiZuFT0iPxYZxYG8XZ1J/dIvnzIr77sdIRx0OmZ96lpBfdZKBn9lswIaPJlzksJ8pVODgID4yCWJiE7NYzzxG4Gcnkzj3tddYMLKMZ5fLRkPuj8+ijLmU8iRbGEcLOd0OcM0o9u1wy3YfZo8zMBxNw6meCtVVj8L/8ges+PFjxYu9+/96htAI/HRgxUUTftWJzedmzSLpM+ONRD+XPysR8upCWSSfvgxMwU6yWsG614+KBRNBXrkg6gEe7B1yhq1jYRCQrNfUoorRYll5Fv/mHFrIIRMvVj1dOVecCtb9mVQxgdcvLefCl+CKJ+DZS6Xp35hmUZxK12aSFmgnu1Wao26YHdliFYW95BPEREnGxohzcDDefngiWcEdb75a9Z4V5PK77fdw41mfx+ERZXSkVxwN5k7hvfo8iWLrc7wxF567BGYVVGNRhW6jWyGdA9ho5wm+xBcP3os1cwd7D07hI2Yxg80EzA2Ygr13zBkMxHMQDSUSTcmNhS4rQ4qMy3zW8QZLOYs13Me13Nb4C95bCJNWnUQrE/Aykgb8LHnrDUreGM/H59Vxx4+jO009chWMr3+M6xaKI0i1RJuJOjySUVdZLM3Z/zMjugtOWOGEyor8NEE3BP1WyKKFQMiCz6ZSWC3rXX6tOBjcTqFl4wSVWbs3UnOwlFHucvLqoXIyVEyRrLCgCTLbJfvE6RYn4Aj/0EQx464dwyRFezDQZY429b3qEVjDIVazmBCmSK+8MolSaiJHawoi2a/p0b4nk3ZK6aYxJJkhK8+BEQtfIbcRrrsPtpggw9BBbqPI4JwW2Dk5+WcfbgrxscJQ7sAaNEmj9pJPJFssr16MyJoCOZxuydArrhTahyLlKYG0aHNxu1cONR0WrRM998/flWxrNR3O/bcYs5tmwTVNv2d1y6VsZwoAlzfu5Rc/F9n/re3v4qKJqW3bCGw0sxofk9jJ1Lat1OdpnzpdSV833TjJoRkAE0FULBwgS7ahH92OZm7nrH2raRwvP3DtE8cCyFpoi5SbZDdDqAD2Z8B79z/Gakz4sHH33Wk8eE1XH0+QwrGEUZMsanMA/nUJnH77PDzTX8DuFf3U5pPM2eYcWSctquxwu3lGtGm7KRhZBzXJoLOoUYf7ppd+RQF7qOFkzARYugr++UXJsG7NkkBMf87h4Yye+nGiTrpkS8piofdcSguA0+BmcXg1Fg6xks8xkZ18hvew0c77nMkpE17jxWUwqf4dzt8p8hUky72yKaIPdULJmHeYt389q1hCEy4KqSZoivb/O5rnOtY4QadSbxzNZNIF9Rnroegvn8OO7AKm7yamN1604seOl3bsOCJpXus5k7kHy3C6W8irFwNp6Zvgr5uMK30HaQER6E1jReGatQmyaMWPlUy8NOSB84Ckz8d79kS99HEVhRPYmEqWWbKbhRbtWOnAhh8rzeQwl7JuB93Tl4Hb2U5aoByjBo9fKZkKVr9co7JYlKhRl7Wzp1DoZQzKb2sK4LJPHqJSLSWfWtbNlybUpiBgGn7MPhhI1iF0NGUtT56dzV0sw4GHgFkW07x6uncEW/aijHGTC1pHy8JqUYX3PA7YXSjC3dUknvovN+7Cc7CA3RRRsf8sSke9w37GMJcyTHRRXSgZSJbO5N4tFsc76pFMFK0rknHQFdk5w2ls4bOht7mP62gmh8bOAnKaa3CftpepjXupj8z71iaw7FeZuVmMkc2niXH+2vliYHSZoruPNblEEQKhn0WFdxYLfdfNh4ZcUag+bUbDiQKrXzIE3E6Ym7EZn1UUUIiW9JkiO9BVR7K9Ckw16Ak+PpuseVmtki1kCkpUE0SubpsiTtsxzaLU2ttkXg5GhlCisvd4lD8NBkJKtF/XvPflb0t4i5/yS85hJR4kBc/cCTZg9AFpGNzkkrLOkgpxDpSF51JTIOuiotGd5VpZDGsXwgUvR3oh1MK4emkWvuF0MWiSCToNdZbCcEWi751oLzFzlzh8VAs8/mXhW2PEIejwQG6D3DMQTie/thOPI5oN6vAAG09nfvZGfvAH4e3Fq+HXP5FsvvJSyQ6tLJY51JwDrqZnyK+V+682wfy1sK7ucl7mQuqmtLF2ATz4NXjh9HE8wZepZzwex95BD8Icb2gKOJBt/kYgi9spVPBPlnc7iFSLyFRXsIHWumKWvFVJeanwsKZItuQIt/x/T2GkX1sHZFHFuywknQBvsJT82teOKhs9haGDvitjh1XKLN1fe4FLH8jghSs7uh3wr58rVQZTt8lvagokUOkfIS0pLKrwop4dres7piCYCTCG/exjLJ1YaA2N4eLn97N2YR/9g04gxJZRD3a2c8KVN0RbH1ROBlulj07M/NzwM7SwwlNczvvM5zf8kPcime9rFslhi5RvTo442Bty4enLxWYZ29hJTcFrfOFeF49zJca949CUhu7t5o9n24i+MCymU7xotr7ziD54AzW0NAUufxqe4xwsqN1bsdrx4sVOEBNO3JgIYsOHFT/pBKgnjyomMHVbS/e1GnPhxbqrKems4KwnVrNnQQP5taIwvb7ru0xiJ1b8ki7qgV1F0dT5nhh0B9BxRs9U/ER7CB1tSZiOWEVUH9sQoES2NJVyFzt+rPgiTqFReCisltRNfatIrz2asmnUpFFiekDewW+VBVyv2TVH+l3UFMDfvgXz/s+CPc3dfT3NcPi7najOoUR5Ld57xpYI6DvW6NkI37gPtjANMwHG0ijNZz0icJ1uUY42zxBhe85K+ftNd8PVD0cjo0aTGEk+m5QLdhwchwcHTtxUUcTpBzcwm43sZCLFGZupKhIFOlkHTiwvx77r8XQQJXpvvaYahDeCJnCEPAQxYcPH41zJEuuvsKjCR76MaGP2LFMLtfmRNPow+CNp7a1Zwl/WDomExT6Tqwn+8ANYuwCsM6J/T5R34hmosefjXf94pVHH9hDqC/puRhC/JOBo5oDu5NFx/qt0ZwS1ZgkP1uaL0dI6WvqQ6OUm+m9Nu0/iiztUcgz7cTulR5eeRaT3ZHA7RRmuKZA+Jj6b8KAx0hi5K46hONgOnCGt4Y9Dx2T64hg1kaEZPshrEAfcLnU2LpqooYBySmkmhwDp+GydKGHJtLSo0r+iuzebWobNB3+5Ee75jjgBAmZwRMr568ZD8545ZGV+yJhmmLlZIuLtmQMbkiNh2DqIIqVGXbE9O44AffcbXXbE6m2D6QCKRaYPWrIkq2fL9OjORZ3miDOoEQ6MFp4LtmXg9HSSs18aPIMYsVP3b+SKlhd49KtX8eKV7TTmQtEOhav/z8GGc9yUnRHRmzKFV7dNlSwzm0/usUL9HmkEuPbpNrwj5X0acuGMugauW/F73K9LIMcYPJzXhw3N+0BsAEvvzwTyjttL4BRqWMtCMvHhxE0TLrwRHbSSYhY1rCFo6sTuhf0Ysfmk9K7LBKdsVwhg5s2LVCpKhE/9VuHBGgpIJ4AXO0Y0XE2y9g6WbnnYnOuxrvQVuOtZqtYXzXr9bQjLNwe7RCweYp0wIZOsh6oF7r0BDj1wNV969V6evlRoZ/fKeqcpsn7m1Ysee0qlfC78z0h+/qc2NCVqZ2R0RAJnWNnFJMIomAngZhTj6/dTUiG7/yWKgZSQ6frOcObLRBFrmyqK2HuqBd7+LHylYSNBE3QczOA1zmczM5jOFjQUSstlLLx2qDhFgsmu/TCxSuTfgYjs3R+pQrF7wcohzARIJ0BzjtxzoLb8UPYmHRYOoXjouY3nQKB7/hQNWtd+niZc1JKPBZUA5u7Dhg8TQSyoWFAZTSsF1ABSwlJ4YAzz3nWjpXehGcB82g9RNPioQO6zaA1sbjuLv3EDCho38DeZQB9IiVHwOBiEx9qY6clo8ZTsZJXw/gS5EpaGhjnNUIMfBx582FCxsJ555O+/FFfTM93eeL9V5sfsDRL58mVGhbkSFuUnHMkOypQ+YwRNcPmd49hDGk2uaN8VEOP4WPaIOVEQSzN9kbF7JVtgzgbopJMmXMxnXXd5pkUVWi5aAzn7FFrHaKy4XpTX61fIuYbc3guYzQdTt8O/uIQCarieFbzMBaSndeC3wiRtM49+SSKeVn/ymQnHOyMoERzNs+rR29Ys+b+tU6WIKnJp5D6u5foPVrD60ha6TNKQ3dQlCs7UbWJk6ruOddMkEGlUnCmf0/2yCHeaZae4b/9VnEHBtOi86BgATRJ18CR7/RO5LLcn9G3LVYs4Z//6bThjVQZdozrYPEOUm6IqkY969uWWUCmutHKc7sjOKLvnUEs+pZRDGEzsJzfShySkyJwoqhJjcNJOmVe7Jkk2WXO2zJfMo9jBarg0YRwIBrtMyuqHyTvhrNVCv4M4qSeP/2ElcyjjMa7CTGd3WazVL7TTZWtFiTiANs6CdWeKUyktIPJTM8gW9jf8P/ghN3Jl++PM59+UVMh5vf9FCsMH7TbJ7NtVJNnOTS5pUttpFmPU6YYzyiDcMI56siAMWQfctGbLXCiqApOaxvfP/DzPvf9VJj62kxbAe/r7VBa72TZFSj9Ly2U+6Rs85ERkwsMf/4k27KhYyL2sCGskS+2aS7/Kw1fDX74jfQL35wz/AGcs+spU0P8UQsqdv8kanmU5RVThxU4d+dKmgBxWcD0z2cQpez8hmOGmprOAkbudTGcL7pPbePnzGg25Kl3maFNaTYHiW6/hCfIJYUJBYwHv0VgmZbe6Q+ZE0j9OJCSShXMgC0LfvZd7776dy1fdwfp5Iid9Nsl8fnOpOGnz6iXrzmeDGx9pw7UPWgvku7qMPn0jNOEil0YMkYbkIYxYVGl1sXOSlGWmDdfG0f3B0FuPOpq2L/19jltSFschqRlEduU0R3tfeg4W0MwY3mUhGfg5n1el17Bfsi81RewWpzuiGz0zg3Us4DLv3ewqkrmg2xRVTOAG/sZVT3UlH3iOcz6Z658QDiHdGXSkSGg86M6guWXwTy6hnjzMBAhgxkUTzeRgx8tIPHRhJo0AKhYOYUXFghPJk69nHFb80GmhmkJcTR/j3JdOQU0nFhVWd36Ob/NXNBQceHiLJRRQw+IVk3n68h202yR1/ljiMEYbSuMlTnPwRCPz8dBvSYxBhOvufWfiwMNEdnanz5dTyiZmsWXDM90eea9dhEFjLpz7Uhra57vY5xIDRrVI2UNzjjiE0gOR0ok7b+VtmpnBZhpzRcE5EDFkYiPtKeeQoC+ahRSJcOfXSnSxEifzWE8TLqb7hZbWSFPLA04I7huHYqrjkufAsc9CYKTK9+6SrCAQ+uQ0y/VYu4AHuYYpbGOp5SXyFzzIMzmSKVhVBC9fJL9pcolwTwbx5vNwirDEe9a0SFmkpkQygGygtY8kj7ruHVRmsYkHW0+iPk94JGiLGPIhhZz9GrM20e0sqs+LyD6/zAF9Vym9proxVzK/msZKdFvPJgorie/YF68sMdnduI6pTD2G0AzRrW+veFJ27XvoOx3YvZLyXp8npXz6dsie177EZmbwnS4PBTU11OaDddqHOHM+5I1ikZ0VJZGIZ6Ss6c83iUL88NVSqqQ7InZOlF3H1BHym3g4kXvnDWYWjKJFetyVw0nbM9FGttNMNmYCvM0S7uNafs9teBkJtGH1y7pkUUUf2rD/Aj6+/RU+LoXFb0PRbikx6jSLDMivlQyxP+/9E59jJTPYjDkg8jK7WWRoaqev4QWHVCzRYZPtrCftlEbi4zzw41/DoQPj+BeX4KKJUsqxWtwEVZlDjbnSJN7p7iL7/clMG/kQpiD4Osbw6sZrmM6DFFfK/EgPSCY1QG3l/+Ajg2eYST611JGHBwdf4x+kT9wuUfLX4dxnMvnlne3UjheDadjugnQEHMkw1XnYZ4PnfreR3NsaaSaHGgqw4mcq2yhjLjUUcD/X8g3uo7SjnM/yNjXFKlUZsnZ2WKWP18GIk021SHuKZ5nIflwoaORRz0fMIl19F3NAfqMHzVO8OLg4bBcv+pfX5gD8/gfw9ht38GzlDymd+Fsax4mes6tIAs567717b4gGPmoKpKw3aBJ57jgovfYceNBQyKaVLFrIxEdutayZp22GjbMHv/flsUCY3npUolleiTqA+qtOsXRK1uRr50J2q4x9cw5Y9xziaS5jFUtZL/tSswAAIABJREFUwHvY8aKNasNvhaAx6lzXG/G/973N2L2byVktek1Os6ydW6bDmu9v5oFCyaQcaiTjEDohfMo9hW5fzKg7i450BE1icF72tETPQJoBF1GFFhmCHJpJI0gmXoxo2PFiQMODAx82gqQRwIwBDUtaOxZUPtp3HuWUEmjLBuAm/owTNzk0YyZAK1koaKzgeuZ+EOkuHudZ4x3x3j0egqbex1BCb9SlHyGl95EowkrvIxa6YRdWJKtHXxx1L3sRVRRRBYCKhe0Hz5TnDIkQNmjSJPHJr3RRXiq/9Vsl4gYiKBweWfRPj/SJKqAGF03SnNEY2UYyXQzeRJ49FsmO1UARNvSeH7HzK/a5Yo9473mkOZ0eiUgXVUEJ21HQ2IcLV5MIbLdTxnTNItjwhTpq88VRse5slfVnwLRt0evouxWZgvBHbuFM1jGZnXw0E95ZJBkq7lA21SeLE89nE8Ee793iHbGIdz5R3k0IhsSuHcurutzUFHHEee3CMz4yyacWAB82Pnn7W1jUqDOtcSxsPl0jkB4trXQ1Ce1GRJxBQVNveaDviOOziXLTEeE31RJ1BsXOq/6OWCR6/mjkTM+j1/w/CtIcLfRS6qOdb4muHX1dy6DBpB0i57ZPFVopmhgdU7fBPpfwYpMLFpz0BN/gfjZxOp6QE9e+SFaJInyobz0fMooj9zc/gvcPnsf6eeJs8tolKpcWhMpTxOk+aac4K9ICorQd7bv3926DwcvJIFam6nrMkfSZWOjf0+cbRJ2pGT75W2m5NLK1qJDLPsZRjwWV1SymmRze4rOYO2V3OIsqdGnMhRnjXuGMMvj6P6RR9CmrxrFojZQYuZqk9+EPfqtQSjlT2YoTd7fh0pER3wA1BaPf6WsOxo5FomMzXKDLyp6tDfpDPF7tMkUPjyOyO24w2r9w5iZpTnvjPWJk2r1i1OQ0R9dSEKNl0k4pT7H5xOm+j1ycuCmmUgxOo8wHm09KQHMbRQ9qOXMHAKaOdALj9zN/8oPda+tJtXLP/Dp4sfKHFLGLEio4lS1cyEucyhaMaGxnKptmiZFcWA0Xr2ontzE6Bh7H4bw3pOtiuLfsTpROsdDnqKaI8yBogg1zoIQKTATx4MCBhyxayacWCyqvcy7/yx/YzlQ8OCiqTMMcECOyPVOc4lY/pEe2nffZ4DxexR7ZAtuGjzUskt5rSnRXzlj9LNF36evd9Pfrb06HlGgp5ZDRrQf0/jMDtYni6m2m6AGJySQ9G/rP34NCqjGvXExug9Bz7QJ49XxYf4YEV9KCMMoj5zSj0D2rVfhEM4ru48dKDs38f/bOPT6q8tr73+zMTHYmk2EYhklIQhhDiDHGGBERESm1qEgteqj1eKzVvvZmPda3tbdzTtvT1l7OaW21V6u1tW+1ar3UeqV4o8hN5GbAkIYQwhBCmEyGYTKZDDtz2Xn/WHvPDjEaUxBBXZ8PHwgzmct+9nqetX7rt34rhQMPMRR0SNuZEoIzmgSUT9tkXzA1qMazBsO/6xsxoczrlH6b88Xh9nbfS2m7/NHzZX9srzY6iWzCkG2rARUNB6mcH8fwYMtIPpgqkPMzTxe2VuC+81h6+zRm/f509N1VLH0MGl+VdrJMvrTZb5z91s60dyr3gxOEIXSkpmpCmbX9/TxUNAZxMJMWtlOHnQw1tBGiFBcJsij4iFBKCJAkyOwBjuNGYYhT083Ypu+gMLADTxd0eOD6V15FQcdLlCROquiglVoGcTCEwi3/Uczyi/tzbCXTxrrZx9KFOJ7t7WQAjWb5urTlmdeoqgNm0M4gBZTTRRInQyh0UUEKB1/nx3wtKaBQ0ik06/l/9eJUoySK5XV2VotQ9CuzZdRjNl+SldI/XEyWMA4GyUzpJRiQaQJlRqJjjq1/r9ubrWF62IHriUlS8/QlUPlUMW7i7KKaF7bezNnn3pYTjbZnBGX/09UWXVbV5HXMxMOeEkaD7ZefJ0CQJE5u4ufcOV8eX/QsOIt6CU2xqPQFqdd/vqNtx9J3R4r2jWUjfTXtsIC1A14DzCYPFY1KOmmlFgcpvsX3aXvoYZo/2EvYL2saKpXk4vwVsPAFQx9mUNg/T10iIrUDTov9oxqBr6IbIrUZi0FkVr9OpOTwRLSMTYBxTww6poP6jKx/fbOha+CQAHRKSALH2n/IGqslrSyJtbJt8CzQplO1exceX5SkE6buFYB86WPQufsD3MlCrj75WyyrkNbQB66CJU/I4//vk9KKVtciyeiBMVrG3utmAqmmTp6qCfP1ksG9RPDxMR4lSIAOqlDR+A9+RJc2lZu2/5zWWuiaCnsq4d5rBMTNz8pe+qer9+WEw6vb4V8eA92uo6Y1YUUTovPsEAkXxCaO/TlNvx1NP/F9G93MfTsQhK//WPZGZ1JaclMF5IS/HYbmxWWPw823wep5ch+Ud4tv1rUICyzplJ9b6uB3n4LvBzcyd+cB3PRTSBJHylqnQFAYDB0nQbhEpA5gMDcFqbpdiifPZS/mf/kPMti4njvxTuzgFwe/nQMt5rKOOG7u5HpKH7yMCx98jq4vP8Bn/zjI8wvlvk05rLP73WK6Isn+dwr+kxsH76aKDiOWqcJHBA2VCD5ClDKH9VTRwf/yH1zy2lNEfBpdFVLMNBkOUa/4t/+ctQReDtJNGQo67VRzVdACoWyZ98/I48FMYeiVC+AXBQ/xlcFfsn35N7h7+odYN9d6XsYu8WvMI/45OSxnJci+3O+WVt2ZbCFEKbW0cohCXPTTQh2NTVvprBQtt72V8nuFybG1944bG6GrNxYDaKSNlxE00syCii8Mm2eKH/kishYRtzC2fGf2sXTzY5TRjYbKa9Rzbn8fU7tiRHyyL0e9krNUt6/G1Q1OZQ+RSfD0qbI//32B7HXLFsse/s+AascSFHrPHNHeKLQxAxWNGtoI42c6HYTxE6IUN3ECBGmlFhcJ3MTJYENHyU0eG8TBMhazjMX4dkVQd2n8mMtZwzwCBHNskS4qAJjDeqJ4qaadFurod70y7rapsQCh4/kQONLWjPF+V021klhXQjZZV1EPcwf6SFDMaubTSBN56PyFy2mlluVP/Iarzvs8XRXSpvK7r8uunHBJ0rqvXJDkgpQ1heo7V9byMLMpQ0pdZYZYoy0jG4o3+j4gZNqbgRIFKXncFI5OGSCEikSJKRwECDJlbRXnEOTBj+u58Z0ToxajJD8jG3pZt6z9DXfA4q37qKadCD5qaMNOmn4XfGgFlO0uoPukQcJ+uWeyx0iP5Jhqz+SN7yAZ6asmuJZ0yhQoTQXb5BCVvR4u5DniuInhYQOzuYZ7eeDv/8a2D8ToLpPfqW+GwG7YfirsrZDqyOp5wiqIeeT1zZHzJWFpUWqrgV6/9d7m32+16v6+/fPmSMmeVd4tSdqmWfAf/yuPNZ0ue2PnVNnb3HHpof/T1bDkSfD1KHinb5Q2v2Z5jj8srzN3HQR7ziaMnwN4SRht05oqzIaH/1X8dYrxvqa4//v2xjacJWSKQwMsLHqC9oGTqaENPz2U0U0KBxlsqGhsYha/5t9pbG2i4eBa1s01WhlmgD0tiag5Ee7CZ+U1mxrhpCC403E8HGQzZ3J69zOsXCCPD9dsG82Gn9nvg0JvzewpuOoR+MpPxU8cKWlhyNjlrCtKyBo5k9Yo62vuFYZJVhFmnScmCUt+Rlg/ep48N+aRBOa6ezrQ+zwMoZDJP5wBkcmHmp1Q3WonhodlLGYrDaxlXi62dZLEQYpZbKKWVu65DpSfyqTeQxRySv52Pph18CqN5KPjIkE3U/jiz4L8+GvCzIXDRZnfDWaydOa/BHPnJHCQopg4WRReZi4ZbNTQRhs1VNCFjQydTKWJRqo61tNebYBAB8Uf7ca+vGUmrPvzv9E6TWURz1JGN5U7CyhKDJ6QLUPvVrMb/tnrh0cuh3+9/888yyKu3LWRqbs6+dGMjxIMiK9OCUnM2u+WGCnikz0y7ZB1P+CDbxTdxa8Gvo6LBBF8pCiglBCpA6UEgiEiPgGOggF5/+O5VXqkDc8NxmoBe93vjgEAjRVrDzjl3IxOlMeK4lbOV9sqoG7CBZ2br+IqHqCOFn7LZ4jhobGviWl9nUA/GWNq7qOXy/fxxITZNykqQNPOGlkbZ9JiTo81NXcsiYOx5mkcyT1wXB7PY4l4jVX5Hnkz2HWDIk051bSTwUYeOruo4iBeVDTqaTaGzyt4ieIigYaamzzmIIWOwgF0onippZW7+TTbqUdFywkWe4jhIEUnlUwiQieVFBPHTR8FKYtabNpYizdeVsF4GUdH00ZOiztSbY7xflZzRHXGJpWsqV0SSAWCGpkhO3NYj5coH2Qlj3AFbuLsoIay1VWkPtSRG/0YNrSA9pdZWgp5Bp3w2nvhRT6EkySFJCkiia4IMFHdLu8dDMg6vJ3X+rAN8ChOcBhr4t/rnj8SqR/n/acZrUVgTNNQwEcvYeZTTTs+DgAQw8PHH4jSWSmH6dq5EhTHPJLEVnTB7FfgwuehMfsaVXQA0gpaSJLdVDEx9poEvEWDOFLCSEjZZbpRwnXk/ffjvd+PNR10PJZ0WutS0yb3tLsPSntDOKa3cuWuDGuZi4MUT3MJt/JV/r39G0R8ktBvmgWPLZUgJ+KTg/aQU2jRWUX25IKUJDOFRrtC2iZA0ksGkyvhksDoSAYKjGZHOtnxnUpg3qwFczQbz/2Vtsm6ZRVZk+4yoVHP2igTNJqmCGPAHZcEpa3GGmm9eJlOYLMXXYmy6jxpPfJG5f5x94GCjoMU+ejUbZfrl3LIc2a/ItWzqg5hlplVumy+7HFma+FYhZTxBkHHk++Ntu+MbE/I0w//jubjpqCvJ2a0o6Hjrn2FTOsMFHROoSXXamAjwyAFBAlADyz86zacyX4UXdY75RDmV90/hK2Zn5HWIG3ASz3NRPGiGYwSczLnWNd9rAlqRxsgOky772j2byJ+NqRYALWuSGIyWjV6PO1jYIkCawXwv9+Bq/8kP7t7C0hOlPMqbZM91GFo9ww6pOiVcsD8VTJwYfNM0es6TCNDE19r2CZ6Fr6I+K43GSPphKQNdO3w2FQdBCUvTddQOSkcTKOTfFaxivmE8RPHTSWdaKgECHLT5XDDT4NU0kkvfgLZIPlkOckolHo5QIhSUu4ghcYwAUWXtTqWvpjH4ffsaINehu+pY50VIx83p6aFS+AqHuB2vmhcO9H+aacaGxm8RPEQM4rP/Xg5mGNKK7q0djo0WdtHL4cV58t0zrrdGktOaiKNjce5jEPOh0i4ZE1H+tJYe+RYBVfz9cy9ZngL1fEE4o03H3zd4+Pcg8Z6PxPQ2TwLGu+P0cA2tlPHTmpYsvMfrN85h8Jz+9hXIfFrbILkGCPZ0KoG6+fAzBe34CBFGD/Ps5BGmhjAhSsRwheB6R2WgLG5j5hn5niL6uOdQnasbLwMoJE28h6YELdY0eqg+F2/C0oSVkv17J+exyb8NLAVVI2l2mM8ysfIYmM/ZdTuaqU6vjentdlpMLWKE8IQMwX6OyuttX0r591YZ8ZYjx/JANbjEhA62pa1CaPAyQBRvHRQRSeVuIlzBlsoIEUFXXRRgYrGZMKcTBsRfETwoaKRh04UPxXs5Ur+TJSJHMCXA4qieKmkEw8x5rGaJs6gmXoSuBhCIchJqForCdc7fTWOHzvaVf+YR5JLe1oqZi11EiRtGjort64lhHHTh5s4IUqZShdh/Mx68QD6xD42GaMcnUkJrMwRgVqBMIXmrYEk3SRwEcPDh3kGZ7ckzFtmSpCmqZIImWO43zfLRh5Q+VnZLAuTEuiqGkSZxAss5BKepoYd+PNDJJ0QV2RDdSYlUbEbjKykAQxl7HBH9gsAVBgaGnnonMta8k59ja4KeGGhjKs3W1PUQQm0j/YY6+PdRvreaAeVZuiN7K0wpl8UQPtZMUKlUOn6O/+59SXWcS4ZbNzNZ9m4bzYPrLqAYMCaVpWxSfAYajDGHNvkMJ4YleSm1y8/t9TB6dvk/nhltiQMFV1SqUnZLXbe0bATiWX5dtpo+2++bojxVwkgdMbqIiK+AWwZGbHqGhAg1R+WIErPk4CnszJKZadUtcMiqSf3QCHomkITjdjIsE47n5PbVpAxtFHUQfH7zkqpzDU1Skuonm8FcUPK64Oc8VbN3s3mOSi+5kxCNTvRWxW24CGJkxLC3Miv2MJMSglxMjsYwMVkIthIU7lHwISMDRq2gre1hGUsxs/fUEqkbT4xLYq/J8qvtBupooOGzN9J2V8fpIOVKL7R0X4itbwfKzOBPVWDn3wVzrjvVNrJ4uQQKRw4Dqbws4eYx2LVpm3WdKGMDVy9Kt/5jsZVD8h52DtZ/MiVEL3DmEdAvsgkSz8q7rb088y41JUQ4EEbUummjAiT8RMmQz6TiGAjg4ZKD372GcLRhSSJeeByHqGJRjZwNlV0UM0uvsaPCRIgjpvSqRu5YxE5oV4zcT2RbeT9nDImNAK0fmIjX73vVq7nLkoJ4SJBKSGSOJnNBm7gDqomv0JnJVRttpNIyL4ad8vZ+NCVAvCZ4KOmQkyHew/+XwJBOOWML/D0JXDeKqt98H17Zy1jE1/K0wXMWUA1M9nMKuaznXraqeZRPsrM5D2UdxmFt7Sck2CxKPMz4uNNjbAg9rwMdUiX08F0evGjoDNpYzVXN93PgFMK2MGA0dpvgA9jsTffSRtZeB5vC9h4W8pGmqZaRRZzop8pLVOQgo7/uZtWHFzFA3RP14h6IWML8vmX7+ARrmATs2inGm9vFE9vjEX/eJbNZ8IzlwgDM+GSvdTMB49ljPmuHzt/pDYpIpoFUSbQRCM6Cgo6c1kn4+RpJYGLepo5gJdyujmFFnqZTIgpxHHjIMV0XmZmwXo0Ff7Y9wNUtNzEHRWNBazkQ7zAdurZRxlRpLI2iIMggZzmyftBkdjRTszydHGGuS/LoZpyQHZ/OTuowUOMCcSJ4aEfN27iOEjRwFZmsZn22jS2rDhwV7noI+ytsCbU5Wekv14dkA/tI0INbcROiqFpspkMOGFXtWwuafuRfZd3q41cc7MyYopB17TBk3yExSxjFhtRSkJsqDJ0aFJS4dwdgN1VluCwqW1Q3wzPUcNpbOM81lBLKwo6leyhvcy6vx5bCssXCXMlYzP0arLvrbakMauJGXAYFdzWWhlrbU4Uaq8WhkjDNp1ZQxv5NHcDsJxFlPZm8fVGWMbFNMS34A/L9S6OC7V5wCVB0O4q8depXfJ+rbXCEgkE5bEp3ZAsFA0Mk0Z/tOx9QEhsZNCVckjiOG+N/Hzlg4A6IImIRwKcqNdKIC95SrR/1EEBWOubRXuk5VTrNTUVWqklgo9q2mnjZM5ds4KDXgl2uyoECFpxviSweyoPnypnJkMjXfN1azjO7348VbiPxOwpYXAlndCZriJAECVPZ8pQN+1U00otl/HXXAFsxsnPUL1D4R+n6vx+gbRy9rvED20ZWNraw9X2PxBNl+R80huFn2rfIJ+MiJseUEgW6bkkZriZCUiW90Ght2oZm+yPAJX3fYCdBmtdRcPDQTo4jUuSe3AaQEPYb40zBmnx2nWqhmd7Of/1w3187Ufy/5oqSWJTo6xh7cZiXHP6c3u4IyXabu641XpmioDrmoqNLIUk0VFIUEQ/biL4yKLkmPUpHHyEp1l4SjNxvk8jTbRyCh5iNJ+Rxp6Cku1R0thoqxH/Nu8RXYFj1K39ttnIe9mVkOR8UlRYXn/mFK7iAe7lGjRU5rIOFwmq6KBq8issWywFkM2/TtMxXe6FQUOC4KBXXt+ZtAA7R0r2rpY6+PaBX/LYNvjAKnKFzPftnTWTyVeUFI2gSUT4PZ+inWphbxJnNhvRbFIMUzUDjDgkf/KzlqZl0gnb6wSg/UctzGh/jPpXTqaDKppoJECCm9O/ZPavN3Dfn+/jnuvgnusMgWiTnXi8nnN5I6aMjRMAGu+Y+pGWNgabpJH4L1Qq19mRhk9+/mw6WEEWhVlTnqK5ygDuBmHtRQPM2fMHilvL+RuL0VDx00NEm8qLC/ey4oMiSq0ajMsB57GPL4/kfD1uACFzgd9INf7NLKsIsmeKk6bsEJ1ktCZk4KyNcOOv4HrKSOAihYMFrERDpYgEB/FwJpupZG9OXLp4wj4mDe5jstaLHSnF+PN6SNog3jeV9cxBRcNJEgXpnU7h4Hv8NwlcTCOIjkzn2MgslvIYP3sbwKDjWZR6LKcdy1HG+1mLknDWBqmENdfD/3yhiCAeCjnEq8zERgYfEVYxnzPYwmQizGc1Ky5K01InwfXeqdBdbgnpZo2pMG5NqjadJ+ls291ADW3UnvQ31s+Byx+08+SSNC/Pfet02uOlDWUsO9KWsDcDHkxKqy0jAWtpCCpf9TKf1XiI4S7ZycZZ0FMqG3LGJkyCUKk1sU/VLOq5vruKIAFmsYmri3+D1j+ZIAFaFwV5/gI5oM2WQLOaZstIe4pyFNoLTmRAaWQlKWMDm9Hi2uuXoDQ8GSKTZQ0qO6UClnj5PBppYjHLWM8cnCSNqUYXULN1GhVbu/hkfCNPLpEAt99ljTZXNUlEeg2687lr5D744s8EaLjsCUloGpuEnRKaIp/NbFn5Z228e+LI5x8z381783tqvO02r/NlQyB/QtzypbQNfvgllXZm8CKVXFDwDLa0AHUphyUYXtEFgVaVxX/T2NYgAHxnJbTPEPDIEwPvQcjsn4qCzmKWsZIFXMLTzGgXQLa9Wq7tcxdaGkWjfc7RzokjDbJOZF/NKrJu9rSw6nwRAeRWchpu+smU9rJ/fxl+eljPHLYwUyaQoeGLwNOX6ngNhp6uCMXdaTA0wyXwWM/nWVryG+aug/Xp84jgI4mTSRxgP6V0MZWYZw/qIZmKZBZNFP31LeOjtWMMXzuzLdW0kb441j0+sgXt7Qy+zUlK5vCKN7Ph18JsH3+jViSzHWfBSsgng4qWiykjTCZBMfqgis2uoSvCIjHFaFMOsGXl/Dpw+j4atsEXfgm//7TsnRmbgHqlIVizqJ+JUdG1iHqhbJ9oBUW9koSa19IdhwhS0ZpGJyns6OSj0ISPCC3UEaKUNA4q6CKCj+3U8QiXs+DUX9O4/VWZntXeh6JDBCen5m3n+QYpCKRtcg7YMlZ8NdyOJdvPNoxl9VZs5P1pyxiDEAw9rxt/JRPgetYu5Wucg5s4cdyUEEJFYzYbOOXcuxlUoT0pQE4wIHuxJybrCpZ2lPmepgaJ+Vh+Rvx33Vzr/lI1C1RQtcPP9JEJ9Vthj4wcfjP859G0n8z3MJlrh/3OUW7ffDMb3jY1mh1pi5jZVm3PyFr0u2RcedJpiKSrlp7pdHaxkdm0UstSHuMz/JZT87ajvSb3XJfBvnakrLjmkFPuKWfSKMidIuu6uwps5+/AF9lB6u7ZtFCHhsoGZqMfUNBurWTjrbdx+7cGePgKyWFUo+3QBEBOlGLYWO2OYzGGxzLz9cw22SJjKuPXfgw1E1/BEXiFlAM2+0Q6RNE5DJCvmbCP6zbdzabs2WSwkyGfxcukvdOcJupKSLx0vF7j0ey4AYSOxApSMJSw6HpnbIFz1osznfWHU9nMLH6Bl32UUUUHKRw4SeamZuSjE2cCGr3U8xoV7CXiM/RMIvtE6LbfTtgvi6sNqPTjxkUixxACeJTLieKljG5mGRMFmpD55U9/quf9ytjbbKpmtJ+cIkHRvpMHeHXHTDYxixQOdBRSOFjIC1SwFxcDzGQzj3pk08zYJMAdcEqQayr2m/TNPB0evwwGb3fQRg2Lo3IIJCamCQZEKNFmHBIjx86/V2y8k62y+TDpgIjrKTowKUr9Adl5m6qsZENTD29BytOlAq0eEjbWtCA8x0UM4KSCvayfA7OeT1NIkmBAeqzNyqp5SJq9v+Zh+W4WPD3SBDhRJH/7w5K87w7IYTeH1+iinABBnCTxEiWGhxClNLCNGB68BrBk6pyESo2Rqk4BEgoNcdTt9cJUWPrHYupa+vnN9fCxR+R9H/5XoVX3+uTnN7vPTqQD+J00kx2nanDOOlD//acMofAiLzBk6Ol1l0HZfqjfqvDgx3XOWyUA4Yw2UBjCG7W0C5JOOX89MfHnuhbYg5tSQnRTRjFxTqKD1lqjnaxACjeBoLTYairsK3unr8rxb+ZkptIeucZl3ZDsK8VBiiROKsKglGxkTc9SOqmkhTpms4EJxHAcKCbi68/5oy9iJZyqBlrPNBxIf2bUC5EeHxoqTpJEkF7ADPkoOpTvE3AhawTLGdvrA/kTeUrqsTIzeV3ypGjlZQ0RcBtpMtjpx0WWfBxpBVuentN3M8+rhMsAqjIQKpG9/vwV8OQSqby/Vi/Twmra5Hkm09Mdt5h/5usMOCFeDP7eXjxG+4rD0GVyH7DTzgySOOnDQwEaLhKE8VNON1lsDLjAwyG2MJML+iM4SOGnx5hWJsnzu22ymCcmLeyNTbDn5z/lXhbQwDZppcODjwjldKOgs5DnWVErGkF7p0rSbk70VDVhipmAhWZIDuj5oxfWRoKhaRtoE62iZIHBAMvPGlNUdYs5crwWIE8EM9uMDjnlOpaERZx4wUqJRWfslDWzZWADZ6OhMo81nM8KTs3bnmP3eaOy/mabmKmBag7cMP3EBIwyNom/Zm2Ca1jKIpbTwDbmsJ5OpnITv2AX1Vx3z1bO2AKPXCFaNmmbrLlyHHWnDHE4K2gsTaCxGEIjv9dY39PMIwqTcs0HXDLtdGIUVs23WjS7y2SNnElZZ3fcYlIHAzBz1xZieEhQRO3GYm6+rZ+ffVFyDbOr4USyd0UK9IubpGXEHPdtirKdvg02fGg7yRfnYyNDgCB2MnRQRRcVzOYVbGSJ4qWLCuyk+AhPE5neR1eF3DTbGoyJOcE02xrkUI1TTBQvXqI5wcwkThK4KDM2/hbqqKCLKF6+eu6l7EsINb69+t2deL6Ttq9MKMmqBtPXlvIdvksLdcRx4yfMQl5g6YwC3uh5AAAgAElEQVQf5QRPw35YUSVOD+QU49MOawOyZeQwzdcFVGirgVsmf4Pbe3/A433Xcvmjf2T1PKl4DykWGJR2vP7Afi/YeA8cR1o0DmZukQ1U0SE8TSNjkzYiXZH/76qQYDJrHG6qJtc4VSAH5nlr4FfMpJxu6tnO+jqYtSnGUEWMdefKBq6p8lqlIWGj9LvlHoi7BeR4N+t7Hemec2CSgOwvz5FR8q21cr38+SE82VhuUqOHmJEwuCmjGy9R1E6YEJM1BGN/NhhfhUlLGPzpSwQoytj6mbcGfvCpUnwcYNM5aWErzJERyxtnvzlw8D4gNLbZMnIt61ok8fdFYHHtl1nV+jm+zS3MZR038itCu+cQYgqV/J3z7p8gI1iL06xcACe3DRIIWiOPHYNyT2iqvJ7aL1OKAPpxUUKYlR/fx0GvBGPhEjkT83S48iHxxXVzpcXFFGh8315v5mS+hm1ShMjsOplWyqimnSSFRL3iK8EnArRTTSNNXMrjDFIgRRG7MGgdKQlwXQlZr4ZtsIzzuYRncCahvb8RDZUDeJlMhD0EiOCjiUbc8Q6+9dFGVvJB6i+4nb8tknXr9b/5YAmF4ycpOV5M0QVgrf/LyezEmrKpMISOQgwPvUwmkBcErCTDlrEYtqaOnsk4qG0FXy+sP0fOuZRDQKGkUxLE8m7YXyo+50xaDDH1kOiEmbGLyTpJFYA/nMb7sgxYqaYdDZUOqnKs0BCl1LaCO28HTw4toYGtKOh4JwRlgINDCnbDW0JPdKtvFkDWc1CS9cunfpkfhWBZ+tJcm2aESdTSyiQidJ0XZP0cKYqY65c1ABp7ClRFYpy0DVSMxw06xMgzPDcVzvj/fB3yhyWgDkN3T1Mt8ELVhBH4vg/+82YykFwJyTsvexwa7prDD/kGLhJESRDHjY5CiAQz2UI17dSwg+iQF8dAGldef44Rpmpy7zhSEodW7RIfVDURj1eGZJ/2HITNrR+nCRtLeYwlPMGP+Tr7KSWLjW7K8REhsnSrtKtFBKQMlYgERr/rONIUGiHGP+4x82P8/Fa0yYYMX/vybXByqzCwdlWLVEGqQParzko5bwdcsNsp+1cgKOvWNgNinjTOgV5SBb04IrIX/OyLMvTmxYUCGp1IoNDxAU3k/RPMAhs8fikUt5ZTOGkfLXWGYrtBVwdJ3p+7ACpetBHFSwwPMTxczHImEmUzs4jipZQQvfiE/jq9j20N5CZHmSPEN86S/+uogjl7WqiigyjeHCBURQcuEugodFJJGd0s4UmcF/2VV+rld2dvgAufk3aLh66QxGa07zbcjtSBjylFcIwWh7Hsze4B8zHngDXtZlIEvn0LfPSPReynjGbqeZ6F7KSG86mgmnZSOCijm27KaKea/9n5ez7C00w+96/YM+KwroQkMlGvgD/OAeuwNRkkJnqfp8M3vw9Xfe45nuVCXus7lztuWEvUa7U1qRoMHWUwKEfHTRvX4+1qvh/Z23uEgYPTQOB7fYbOkgHIRL0StF71gIymNt9re528v0mHT9vk736XUDcLjUr2VEOQrzguyVHZ1smkcGAjg4NBmusFYPD1WuPp/T3yWQqT8LFHJQArTkhQB1IZWLYY/rJU9hHzWoMcyqOJqA63o9F2drRsKM9iuI1mYx2YpqC0KyF/Jhg6ExPikjj6w5J8KFmMFochbGQ4nxW5yYpOkkwkyiHk9/J0Wa8BJ+QbLXtph7R6mkKMq+dLYikTyEI5IE/VJPjK12H9WQqZAqmU3/QLa1/tOAm+9y1Zu1CpJD1mgeDNALHxtq6+U4DTeKepjLYX//C/oPMP36aVWipo5zpu54V/jbJmHlx/FzhSd+HlLmgF7xek5TLAbvZRzmrms5NqTu5v47KnHueFRT3Ub5cxq4Gg1S+fcohvAwyh0Eoteehy+oZlKsptN4tOVHmX3Bvrz4YnL5X74If/Bdp9n2EJT3LHd3v43jfJTegMBK1k6kSyN1u7lMNqex3Nhk9iUjXxF0dKihCPXg478BFgt0w7nRFC31nCJU/30MFTzORVZrIFJvSR31fEockDOA/JAISqDglgK7pE32tnz7m5gRs9/bP4B3WoaHRQxaDRHtRJJS/yIdSfnotrxpe5JtrED4xiyMcfgJ/ebIG9qmYxZXNaUPrrW1GOxN5oitnb4aP2jHwPs3VMVyz2xvCpYiMn/5lxxPDPNfJ7f+630EU5BaRQyJLBjm6MDz2ATwD3oTgFDJKfzmJTtFzb88S9RfgNfae6VyBe3o+uiJ94+uRe+ctSWDNP4tm0TUAikyXkjVoMFVNDSMkK28FsPdJU+M534GmqmMkWKunkH9SST4ZDOJnJFgZx8FTfxzn3pPup3N1JOzPw00NlQmK1pkY5s82WbfMeGbmGb2s759Cb338m89i0ka1+pgxFeRfMaJfHt8yUaxYIij/VPnQ6l+Q/wQvZi3iJ+UwkRj4ZFrCSz9wgr2PLyHk6/GwaGnb/mMLb5v+bnw3k8w3/XOb3GU2uID8rUx9TDvljityOlqSmhwFLb8V/hn+u4Qzr4dfKurBjv97RsvQRZrWj7UlmkSPik+LlouUClHoPiubez/gopYTwEGMdcylAYwbthCglQJBLTvolugLJFCSB5gopRBdq0m5mMiztKdhXIYzsPB1iUyWGKQnBjPvPZge1VNKJgs4aziODjTK62UOAbspYzDPcWSkxkKJLrpmfkfug12cVUx3DxOnhjdc8a7MmjR1VMGno8EEu4xWXH+vcGFKs62k3Ojwam2DxMok5nUlZz4QL1p1jDZvxRiFZLjFvxia5Qc7X8gQo6i6Ttd9ZLfvZkCKFNbPlL0+HU1uEkJJyyD3z0nwp0kztkrXpH1F8Pl6AuuMDEBqnqRqc1gzZ1lMpoY2I0X7Q5xZHcibl50AQLnkG/kQ9vfgoIMVVPEAhh/gtn6OcLlI4COOnnWoO4eSa4B9YN1cSHj1PNu7OSmEcZW1ysMWZQMag9XqJEsGHnRSz2UAMDykc/IKbaD+zj26H1Y4E8rmCAUlIB1wiDve+jW2KLk4YLpHEvWX15/gTV/MQcR5CktIhFDzE0FBJ4chpRMXw4CFGE434iPA8C5m2toYFrESpfwVdsfo+Yx6Z0DG5VxL8QYe8b59bhHUjPqFsxnFzMcs5vXgtu6tks50ckQ3ooFc2h/cCU2GsjTnplGsyOSIBkOeg/P3ft8A1t5YQxk+AIK1n9ZMslANWUy1AyBeBdq9smFO6BUwyqZtxt6yZOw6R2l5KW0NGe8Oh3OFtUj8dKQuwKQ2JXw+4YG/lsAk97XDDHVKhufszAkCZINBYYNBozzmeAKLxmnkgDjossMaRshggoVIBAgASxZDsL6SadnQULuQ52piBj14K8wfY55U1KkoaLYJRAQ9MjS5n0gpmUw5JVohbwWuekZA0bBNa79N8BH1QwTMY46JPlNFCHW2sJ2+HzrPLV/G7L/WjqfDbz8rne5+RKeaJCQNn843fpSQMAy3waBtcd5edlQ/9Aj8+ggRI4CJDiGtJchHPMYuNJKdGuSyznc0zYUoI1m++lIWrn2DNPDlnnbtL8KKR3R6gHxeX8ROSOInjzo08n80GFvseYc08Q2y6Fl6dKeBRwgV3Xg8rX/o2DlrRPnM3Sz4lem4g90BVhwj9wwkauPyTNjxYNunqB7wyKKO793TOZDORqRr+btCT4KeHYDZABXtpX7ST8C7ZB8v0ARkVn5HX2FNptfed0QQPUIefMO1U080UuinDQYoMNkKUUkIYDzFeZSZT6GbdzmvJfOqPgOyna+dKbGYmsynHsW+dNsfOn2gMiMXLYDmT8BBDJx8NFRVI4GIQh6FTYcdBmiyQGpyAMqjjZIAufPTjYgAXCYqI7fOQwU7l3j1cuLENtz1KYxP8/jqZgqOpcnaWhqwpnc6k3Bf2tKVBkzWKMTVtAtLuSJ9KJXvwE6aLqYbAtI3XqKcPNycR5CBeYh7wEzYKsBNJZVWmdWr4wxL7mlO4zALaiWTZfGkPK++Wn022k1k4STmgzr6Vn6VvppVTqKeZDPlMZxcPfmYAPU9kCcwE0ATGsorJjn3j5Hi4YPuQ8vr4ciQYZLKnTXMlwKZaTOwTDVR/J8wscJit0Vc9AB97WOLGuFviU/M6tlJLKSEa2EYfbmJ4yCdDD368uyfQdlYfg0YBLO625AscKclbE8USGydcUpTeXyb72OWPwgu7PsdjVFFPM1G8rOB8buY2Uth5iQXM4WXWcB4BgjRsk3wl7bC0AYuSEu/2+uQ+MmO5d6x1cARDaKSNV7t0pM+YDK6oF0r3w4dfhM/fKaB0nm5MNzYG/zRuhZ0z5LHCpBSfTL8Eq53aBO0UXXTbPDEB9A6pIvpdnJD8RhmyBOHNuPbMLQL0Xf6onL1hv+Sxcffx5Ycn2HYsdtALv7vWThcDJHHijfZR3iULFvFJEFLfDJ4dJXQwBx2F6XSgofIsi6imnUlEKCKJnQwhSplMmAg+fpa9mXltt7HlDEgWkQMLzJuhrgXu5tOUEsJn6ASVEspNM6qgi+/zTYKn9RPxWWPL83RropIpCrfwhfcBofHYt74HK379F+4lShcV2MgwgTg9+EnjYCqd7KQGOynqaMkxtlQ0Oqk0dBB8JHCxl0q20kDJ78MAXMc97Pnwa3SXifOWhqQtpSgpFdS6FnCsPps1nEsG0NlFB1Wc1N/BHafUSCvF6Tv4yk+kb/dEogkeiY3FaLvjBqh/KkCYEkKUoqCTwcZkwqykAhVNJjBs1PESpXbCap5cYvlxW41soN4DQqM1dWi2NUjbw+SwHHT1zbCI5axhnrQqRSWBXLZYwIsFK2XD7/HDh582DoqQHOiHVAEsTP2neWslcH3yUnlv3Ti8xhpNP/KAU46jjX685otIP/W/PA4Vd19M3bS/sWmWJP+emLS+XrRcRKYdKXCQwkeEanYyi41Us5P4tBiZpLWGWUUOy0DQGpOatlmjlJ0aFMasqrRZcVc1uPk28D9/Ot2UsZ45+AnTTRl+wpTRTQdVeIjxGEuZf/tr1LOdC58b5CNPWu2F73X79Ck38ySX0kcFQ8TRCfNvZ13E/JfT7Kn8PGmH+NMprdIeeP2dsK7/Im7h2zTtbSSFg+QzTlI4qKSTdQNzufLZB9nwuSbOntzDo0ugQNvKxtkw/9A57J0qvmm2k3VOgeVB8b2z18NPPnIyO6mmhDBJnMQufYkXVn+XnzSKjzc2QdtUlYf5VzRUvtl7FwDF/aIn9V4A3E0z/SFjk5ji/BXw0UdFc0bN0yzB2X1VtOLANbWVFxrBlhY/m9ItAFAwAGvnSZCctksF2Zye6SBFnGLaqCGKl200ECCIikYvfnrwM512uimjllZmsoWtxqje2RtkUly+Lnupqknyccgp+6o9BWrK0rN4u8yM14Bjyko4EnMmYWv/uWioKIZcasYAhRK40FBx0Q9AH26y2HDTh4oEGQo6+WRJY8PFAI00GcNOhtDVQZS0xDCf+8Y0vvSNJM6iXjqnwqazRNR4W4PcU6aOSWkILnhBJjxO3l3EIAW04+ekou0cHCjHToYqOsRn8aCjsIZ52A2GaMIFlezBRoYoXg4wCVXbR9gvcfCAUR0/Ef1XGbIKSroiSbumSnw4c4uAqwkX+A4e4BKexkuU5763mqpfwS1LrYTykMF+Hg4ImYyvN/KPwxgVb+Gzmqyv7DAmSG6K3AkGmL5TphUIyy7uhkcul2JIZ6XEPOZaRydCV08FpYSYTJj9lFFIkk4qmc0Gikjwn/yQz238LfXqViKTD+9kMYWHTeFiPU/us1mbYPnff8SvDOb7HF7mBS6glBD1NJPCTpgSZrGJMvYziIOOGTpl3bKnd1VIHK1k5XUbmyT/7HNLDg1SmHsnbOTY+ZE2Xk2g0XxGUyXu/+1npcNn+SKr0Gy+pnkeXfA83PcJKTbX7JBYPqtIbJq2QdqYjmuKsQ84YVCV/TLfWLesIqBeYdJizQ2qUjjN2OSM/M31UnRWNfjqj+GVOVJI6XeP5+q9fXZcA0LD6WzDrb5Z0FgnAyQpxDmY5KRgmpKw3AT+vQU0cyqPcDE7qWESEaroQEWjga3E8NCDnzhunCRllCpJsiTZRzk1r3jYMDt2GHoX8cnC+jYGeI0GVDTspGillplsIUCQdmagoRIv72fDbKH5+SIWPQ8sLZNBlZzjttXIc2wZyL7NicvxdBCM9Vn6XcImSLjEycp//S8UkaSUEPsoo4FtRhCUwEkyJx4dx02ATWw1GEFJnLhIkIdOOV3y2rhR0XLsof/mFqY8003RM5BAoR3QUUiTYhde1qDTRQUBghSSJEkRLhKsZj5dRnuafWs1117g4Ye0EaeYF3+wglu/JmBGftZKjkYzU0jwrU4pezvtrbTumTbSNwecsrk+cKXC03wEBxrbUFHQ0Q2hWoBe/LlpKvlkyEcngYv1fRcx8T4bPvQcA09FQycPJSd1m8XFQO7/AJpoxEMMP2HazuzHHxYxzUBQfMsblU15eodMLfu3PwsL0BSs1hXw9Nrxk6WtVmf2RqFa/+ImQzQ3Owrgk33zn8diFeUfy3EqhpnJ0uuo5boAoNM74G+nlXMbN7OTGh7EyTf4AZP2FLEoMsCG2XDvNUKTnhSFeG8VJfSQoJhF/A0fB3AXhYhNDfHadKmaRL2wo0aCkIwNTuqQA/GA0UZYkBLwaVLUGgwQDMjaRL3SZnb7F+Grz0uS6ieMjQzTCDKEwiAFFDBIDI+h51ZEE43UbN7BHz8Z4/vfFHovnHjg0Gi+OPxczI2X5fVralYaiwZgoAjaf3Mb3tLbSPslUX/ND4sdUDH5VYpw4SbOXNbxY/UL/OkTAvgd8D1LyvEsUa8kPbObJVG86n74i/ZxUhTwybsKuIMb8P4+Si9eeu+fxXbqc77uJImDFCkcpGmnlm7yidLFK8ygHWXGDn77NWEwTIiLz234w2/YQQ0ZLmPLz//IL2+U71SckMr3iZRMDnFkIuiemIg3n7cKrr1XCkkRn7SqXGJ/ie3pU5m2p5PYpH6CjR04UhCyyXPMVpHuMvGt9mrZ72p2GgLCbqHLO5M65z+4gsdYShnduJE56Ao6hQilo4gkh3ByGtuYyzqiH3gNe0aq5o9fJoCTLyIJkq5YwquFSfC8RTBoeEuVyfYZbiOnC468dodNQjqKgNBQntUqdjQALVNINqsIQ24vldQifZY9+ElRAAwSwUc/bhIUE2IIl8EFshkAEEBF3l5SDqjCal9LDWvPixXJXuBK7EFXIOYQofgrHoYl900gjjsHQNnI4qMXG1kcpKBggKw6QIUexaHBJA6goaKhUk8zE4myiypqaSWJkw6qCMShgn20M4MW6ujHxbk71xIMBOmecjhoN9oav502/JYY3m5l7p3m2g6/D4dPrNLz5Lkmo1zVBGzrqBJf+vJPoPngeXiJol/6FH+dD9/9jlzrmMdqKzF/P2OwsMz7ytwnRk7JGh5/jBSGHm3/H1JkSqiiW0UV87wY2bZp2vBYbuRUMfP/RjMFAajM9zc/9/DXe6fJ0sNb8Eb77sOv9/DP7UiL30+MSpzSXSb75iHVmgi35EnwESGGBzsZ6mmmnWoa2EaIUlLIpnUP13GN9kdqYlty2m1mjBPzWPfC0r/CAz1f4k7m5ORMdlKDjwgNbGMea1jB+dzLtSxiOctYTBUdzKCdhEs+W8puaVM50jJFK20DmyJxVlHS0kwdfg3eqG0Mju70v7wR1/ntYAq6EnDn5+Sc3FtpDEkwADJH2ioAO1JSYLrqAbj/aiNnGBTdSxAWkC1jseZjHuscMgdqmFPiRu5lBcY0OnefNQU9bXQ+DLhEu6iyU2JqTR1/69xbsfG0ox3XgNAbWW0ruaqJhsogDuwZEfxQNenF/gen0E0ZTpKcxSZD7Es0f8KU4CFGEUl2UUUeOjE85KHTi1+od8GnDpueYqKF6zkHFY1+XJQSwkaGFuqoYQdLeILlXIwnJs61q9pSiDcppWari64Ivcwcm23qCIy0o60pdCJZQUq+vzkN5XEuo5g4YYMRtJcKikgSx21U13TqaWYQB7uoxk0c3Wgjm4wwgQqMqtoQCvspQ0UjiZNKOtFRcJLMjXJ0E+c8VhHBh4s4FXQxh/VsYhYA1bSzh0pOoYV1zCUfHT9hnmQJWRS+9I3X+PYtvTx8BXz6d9bUgGMdBB1Lm9YJP72ynA1MzQE+TpLYyBgB5+u/uEI2B+yoHDL0aNJGUDpIGhv5xr/N56WxUcSAIbyZh5MkOnmcSjObZsnmn7VBn0tajdpqhP2QNa59zCOimiVh8UtnElJFaZJOi33gjYq/pm2jgwhjAURj2fE0+nrAKS2Rv/s0/JobWc18dBSW8CQ6+aSx0zEwk5hnC831cPOt8uHbsVNkAPM17KSMfSRsImI4KSrVr6eNNoUBp/h0sREIBYIWuDGkyFj7mJFM2lOyRuevEP+/4Q54hDrK6CbMZFQ0HKTQUUjgoogkCWNP7sPNZCJ0Mo15q2MsfQy+/01Z9xMJDDpSU4xgcH+ZgCzfv3tPDiB3kOJjrKSeZhZwBf/94E62NsByBwRbRSftM+f+H+7lGjLY8KGSxEE7UbJ0kGITjbxKJXvYcN4gtUW3010OsUrQ6sFZJudmvwtIQspIgLfrsDspgVHGYGLO3ALf/kw5ns98kSwKS/gBt+z+PP4e+PZaYZo8cZmMhO1zC8jwXrL9ZXJ+fPhpaZVvqZNikjMJD1wFZ27azksBYXUBbG0QrQKzLSTsl+s2qMrfqmZN0uyeIsB0cQKqzt5L6hUHMTzMZAuz2ESQADE8zGMNZXSzkOfZwNkUf+AZ7vi8AEvz1kiMM61T/N1sOXIagvHmxM5/pn3sRGspequWcBn6a4PSguJg0GgT0yjkEAfxoqJxEA8ZbGSwoZNHxhgH34ebSRzITbg1iw9KVvxOM1iv5j3gNHTakoXyPF0x2K9KHyDj4V0G0BEZxiYx9YXM33Hka5AVwet+XBRyiElEyTMKZsXEpSWxZJDqnp10UskHWAVT90p7TFr2AlWTFqkTCdgF+fz5unXWm62RroT4QUEKamgjWtuDb52wlD99t6Vd2O+2gCBTC3W45s2o+jtvYCO1HhUEADATeLdgujkx6SEFsL05OP2+jW7F/dZaw+GaO21DJ7OOucxjDW3U0MA23MTxE2YbDVTSSRInYfzcy7XU9p/NvM1rcJz8GmDoW4Zh+tYiNjKb/8NXOI1mSgnhIMUrzOEGfg3AMhaTwMU5rGMeq7mXaymjmwBBQpSSMWLVrMFOsWestkGzRR8s1uY7ZWMxhMaysX435RCh/oxdzqS4IayvZOV8MkEckHUdcEKhIlqUyxZLa1d0orDDDhnX0dRSMhl2hwwwTdGHAcYKjNYJl7HLOlz0nBQnz9xi7dnuuBQ9NdXSOzqaNp7rfEIetxc+BzbSKAzhNKpXpt6P7WAxj/MhoVJjzbdspxoFnbWcSxoHZ7KZ5VyMnQxFRNlHGYOo2MnwMnP4wqanaK21REmzxhjBLcxER6HcECo2keFn+DAKQ1zNn/jtwJe4/r7bufdaszIjN1/aJsmNM2mgtVmLnfBGmjOvSxpPsAP0SO2QUw7Re6dcwDeppZZWamllGw1kjXawIhLkk8n123uIcRAvPiJsYhYBguynzKhmVaOiEceNh5gRgCVpoY5q2mmlllNpZh5rDLBRZSJR9hnsoA6quIKHWcV8QpTSi58JxHPVAQcpSggxlS7+zJVUD7Zz2X1rWHSfysKtvXSXvbsP5HvOaGQnE4njxkGKIhKkcRji6xagAxhsH508g/IOyHhdDmEji2KwhEDYWjay5KFTQAobaeykGcCFg0FOooPHuYzP8xvWeqxAtq4FnrtQUPj2avm7rFv8sFQ7XGPIHBWpqZYeQFm3BM4DhpbUm01GGC8g9FZ0iY6VFSUFBLh3889J4aCRJgNgfY1ZE58n7IdIYAtNjfDFn0EH01HIotfuINxawuz89SRcEFGlBaHHL4B4j1/YPvaUpf1ky0gy4I3K42b1rr/YEpBOuODZRdDZOxMnSVZxGoMU5KZFpiggi4KCgotETtPN/LeAHoOEtWnccMce7vqsFRC9m/1vuHliAqYEgkJVblgyjZgHDnkh6YDQZnDuhtn/eTrV//Y9OriQDDY+zS3s/PgT3HrPH8jX/2BM2RTRxaqXptJKLds4jTv4d8L4iaz2oaKhoZIxQgrx1wwlBigM0lZoAsJRHCzHRgEaT5JEReNq/sTCoif42MMyEen7vT8nC/wnv2PZ118jGLASyYL3SEsuwDnrJOZ56iNS6TRb0Qs08bE182Sf2lUtxbJCzdIJciWsCVTuPgsQ7TeAof5i0XfLKkKr99feSk2bJLKJnirmsJ6Ok9NU7bDTRTnqlCDq/FY6nNLWcP2dUt0MBqQN1BeRAFwzqs1pm8XCNMcpjwcIf7f66vCzYsb9Z6MZzBsfvUTxoqGSh84hg92cwUaCYlIU4GAQO2niTMBLlIRLWgNBEg+zmm1WwEcyI2xZOdv2l8KkA+A7YFW6Tf3NXAuiahWyTGaLLaOhHoQYFRzEy0JeoJ5mVnA+fbgpCYtW2axNHTj2nUeIUoJz9uY+g9nKdCKaPWWtnZlY6ooA23Ut8m9/Xg83fs+aqmnLkNPu0tTDhcczbwAGjWc0vPla5lqlbZY2TVaRs91kpJl/3iuSBkfDNFXivoTLECrOSDE/Yxe/28Bs5rIul1Pkk6GCLl5mDg1so40a5rCelSyglBDLWUQ9zcwOQmLQS5op3Mc1OEkSw0MWGy3UcQN30Ekl81lFFbtR0IkxkS4qcgMequjATobnuJCT6MgV3kxRZT3PAj/y9cPX/Z32wSMpiI71u74I3Po1axpu3C0Ajp4voK6uSLHKBGDsKUvTaUYb/Pwm+Ohj8twSg9VjMtxNgLxQs4Ta84extkcyrQ455TmuhLSwXXOvFE/cffL+jpQUT3q91P4AACAASURBVHfWyHOOdofIeK7zcQkImRujyYYxAwvz57oWCEOOFeImjmMQHJrCKmYRojQ3rvN0tpHCgZ0UQyjMoD3XXmQKQtfSiosELdSRxoadDLv2n0tt61qaGmXR87OSEGqoZA0qvI0MKhpLeYxm6lnNPIIEuIoHuFP7Egvu+jvbP96UE54qGCbkVWhs2KYavKKPPo7znW4fOpo23uDODB7nrYHbuJmZbKEPN6uZh58waWwcwEcdLUTxsh+FCcSZRJSXmYuOwhzW000Z+WTYTxlFJCgmgYcYaWx0UIWDFLW0oqJRRQcAWSOh6aQSP2HK6aKeZl5mDq3Uso8yUjg4j1X0UMJUuvAQo40anAzQznRW8kF0FHZRRTEJbjzdQdutd3PvJ6TtYbgdRnUfRzDwdttYa5ayS5VT0UUoOsJkNNRc8pcdliDK3wL/KIYXmdVPBymjdSyLjWwOCMpgx00cG2kOUUg+WUNkMx8bWXTySFHAXqby0Sm/5p5LZGMv74KLl4uG0RXfrYXaVlacL4nL7A3CIDKnrOgGO0UrtAChTL4cDrWtsHqe/HskI2gkW2+8k9/GCyCNx96oAjOSZm6aXYPKv5xFFC9ZFHZRzX/xQxpOegIlKuDNI5fD/FXQ8KrCIbrZRwXJ1plUFWwh6pZkoqlR9mqTTq1qcNo2aVlShuRat9XIAZxvVC41FRSjxcQE4VIOCPWeRjflaKh0U0YF+3CSzIE/gFE5V3KtnxlspAwAMmpU2XvS5Xzhl/v43rfkAB5pRzpFLGs7NpXukeeiub5vtKbmYIX9ZTB74rO0EcBBikJSnEwnZQT5MI/S+ZG1bLphK8mKb8lkkk/C3ff/mmvv76T5vh8R8UlL0B+vAdhLQWovtszzeGJyD7sG5X3ccWmfKDPE301mrFkE8e2304OfAVwkKTT8V6GMblo+0MtDV8APz5RWzWDvWaxf/3+JTYTFN8GSH9Xy85ta6fWL+Ht32QnELsg73Bdft28Yjw1vo1ENUCdrE8HhlAM+cZ9MJl20HL7yE4s9p6lWEmiKvZuCpFGvBbx2TpMEoWjAAtRKwhJ3eGISuJZ3izbbhtnQVdHBrioRGr7w+TRn/74IbQLc9VlZ77oW2HaaNbbenNZpT8kUwYzNmhhZmDQKXxnIDAPhh18DM9jODANtx/LNN5oy9naYmcjn6aAbDA8lK0H0yFa24RPHRjOzXTg/IwnlLDYasaUcIgpZeighihcPMeIUo6OQwo7XEJguJiys5n4F3a6/7pqZIJz52UwxVDNhmRKSfycNxl3KGCCg54HzkPV/5rqkjOk86iGw2TVmKNtZNxdif/+XHHtaQWdN779w/sq/8tyFUPVIB67ajbRXCzvN/Gwp+xuD82+3X7/Z65sx58gpcebv5OuWWHNpSFpcd9RIu/UP/0uYmCvOFz/M2OT+iLutaanDRaNHm0hnvgfDWQd5ovc1/HdMG/5v1Shw5esCAim6sKKHDH9TDOaeeV5kbIfHmePtPjheY9aRNlyOYTQbea6ONNVI/As0QLVeJ5OVPfABSmmllql05roTPMSYQJxOo4OghTpKCeU0Z+snrubJhRDzRPHEoix95DF+wleooItFLCeOiMoECbCHStqp5iAeTqOZZSxmFptQ0AkSyJES9lHx/9k78+i4qivd/+rWoFKpVC5LZVmWZSGELAtbCGOMMcY4bjCGODQhhBBCZ6AzkATIRIeE7ry8zup0+qUzkU5DBkjSEOiEKUwNBIwxxhgwtnGEPETIspBlWZalslwulUo13np/7HPuvRIyHpAx4b29lpZKVzXcuufuc/bZ+9vfJ/y0JiRUgjfrs+dTb8ZOCGZVYkvvrXVi5N2ioDoWJXO4e3Ps66+8X6g6OuqleJL2qTZKB8on6FBV1ElSzf2jRUnCB+DqP0hM40/ZBPy6vS+v4tZ83lYgTPlHzxk6DhsOSKK8vwJ+9HW4+fuy7mZ8UkzRxOUTvYYdjV8eNiHkcrl+C1wC9BcKhSZ1rAy4D6gFuoArC4XCAZfL5QL+A1iBqOtdUygUNh/d6R/eKvtgkDwesrgwyeIhWSgmyhS6qSGDjwRBi3A4TIw8HouItJnX6KKWKnqZzCAGJkESqjM6RRW9nMZWHlHEW7pdrGIA1lCBW21jAWaznQ0s4Ga+z6/5DJs4i0e4jGU8wzbmcNamFjpPtis2YAdjwYRN6qV7iJ0SsxNp+26G5HPgLoeaJ9X3kh7JmS6XawcnYBwPZ1mfXI/7/2YK15KyyKPdmJY6VSd1hIjzOg0Uk8SFye/4JAtZTy1dVptSPxWE6WWSaiMLEaeFucxhK0Vk1IRaxXR62UcFXtXiFCdEBh/XcCcGJkkCNNNKkgCDlJGmiChT2Mh8pqrEUQUDRIlwJfezmXkkCHISXUJs7j92QtThL0H2aTAiMHmdHDMPQH4nnKgxdFbJygYhrfqlDUzHYzvzoSHv8tg2TYxpUFD+lSWHFw9ZfKQxMXCTt/gLggyTwUspQwxRykLXetr2NhIPtdHcKpvT318tycQkATxFgg7KeqSiHkyoBK9f4JpZpd6TKpKAT7eJVvUquOgELpRDX4bMM2CUQ/nzcsw8AJxAXxwJQJAhC82Rw0PzyY8STAg/QmuzPK+hXZJ+IQ7STgPLWcmG9HlMHhhk74XbCCTl+ToQKagA1Z+2F/m8Ib3s+q7w5uR6hxWh9GCZIA+SBOijEkC152bJ4LUk7kGS8hm8qi1RyuQ+7J2mIIlGWPEn+ME3Jw5xEP0GJFfLfDrtGfW9YpB948T54ljzp6RPvbIPfnnyReQ84gM70nNYw1JeYAnf4t/o+p9aAv+T5DIe4TWauYEwv+MTXPd0J/GLXqaLWu7gs5xEN4OU0U0Nf6GRySoBp5FZHnIiLU+MCFECDFPBAOakIWJhWHtBltZmIZfdVyEcUkNB2bzUdwiB+Y+v93MPn6Bq+h1ct/BTrGIZ6+lgIT+1OKdeb5B7ZSJaLpM3yJzqikDoZTl2on1RxwkjAeGumNUOTy+XjWHGB/t2nEsg+aKcq2Mj5kQB6LYhreQ0Sc1xGqGg1fvyFYIQSgRlDPorJNnmzQjCoWCIuMaDV0DL3G30VNs8XMtWwWOXylx7MCR+rHkp9OZXy4qXJmxBjUDSRmCOtbdKBh3q2OA/QOpZmU+r3qW+ONb0ejJlQBRSBRmbscihTdyMUGy1sefwqnVP5jgPWasgSlHaQviAXfk3DUEw6BYH/VsTG+vEkB4j/T+dmAe7aAIydpoDU7ejDZbB+ZMfxnOglDu5hiAJ1rAU46DJ/E2P0k6ARKkdQw8hiQmj8OYYaP/XYUTNqdOflmPvthhVo9zyhly3SFT8ZbBMfObxS2Rumr1d1sxkQNY9nZQYK81+NOvR2BYxePNeIeNTiWQVj2m1uLRPii4m0u1QlDk+CZze/wWJ58FTBjMflmO5g5DZ9e71xSM1jbDRyaFQHMr2+HmZhcxjMxuZzyl0Wi23r7AAj+LHnMNWttFEJ3Wi5FhvK+TWdAu/UB2dhIkxTIBT6OBJVtDCXK7gQXZRQx2dPMMyruR+1rGY02hlFzW8yCKu5ve4VOzmyUkCPu0f/3toYmRfRiURA/b30+b0RWd8w0T5ouvQic1DnfORmmkIojZZIslYsBOW3pztw4Gk/BSp9cyfknXplYWy9pYkZK/2q2ulBfvK++X/8ZD4uk4g5ZUqWd4tP+68XXh05+yY1p+Sdm89B+ypEo5HX1ZedygOp7drE40QuhO4Ffid49jNwLOFQuH7LpfrZvX3N4H3AzPVz9nAL9TvCbWRfAkgm0tNJrqfCN3UEKWcOjrppI4iUkynl34qCBFnJ3V4ydHK6cQJMZvtnEEL/VRQTY/VfhYmRucZBy2Y2cwOGdBlq+B3+BkiyFT6mcdmVrKcRtpoYS6LeIkmthEjzBqWUsEA21//EE3mw0SisG22nV3U1bHUIZx2oi10OUz6BPTfZB87IKItQ4VCYeaJGMfDWXWPOODX+RE1dLOFJqYQZYCIxeJfQT+d1LGbGkwMhghRTQ/9VKitSZgzVTZ9mCAHKLM4gzL4OEAZzbSSw4OHHAGSlKoWsHlsZjPz8JGhnQY6qaOYJGtZQjOtvMQiVnEhCYL4SXEV9/IkKwBopZlG2jiFDtIU8SpnUksX8zZLcH0s4+77GJRcA/Ev2cdGfgauIJhDJ2YM3Yp3wJsRIjaDHAlKLERQDlM19shMp4kw3Zhvmnw0abS0hOUxceNVgW+GIjWGJRQwyOEmRpgEpQCECzHu/H4bTdvgskfAzHtJ+bNU90Ax+zhg2j6syVW13HX4AOwrs/uMMz5bjaBsUM5NL6ITYf6roPgzMHS9fSz5n8AJ9MWcRzYmWTwUMPgRX6fmDYNVF5kWauoD35tL7LQWUrtreIUFfHjabdyx93ouYiVBhhiOw+YzJNgfDtikhl4FXXcueLqVoSQhY3L5AwYP8WGCJPCRZpByWiizEEE62QMoTFnOuqfEhE8qj4EbU6HUDEv2vHGXl5ruLDvqJ2Ycgx+G0k9C9B/sYwd/AUYQcol3x3yq+e/mbIW+NxZSxgFyJa8zsGgbnZdso+vc20gVw0A9fPAxuOY7ggJ7YQl0XHQRP/p6J6u+dg4Lb1nIt/ge+6jkfFZzJfez+OS7ybwxi3WcyzrOowfpj9AILQmEJRhOHgxgHDTx7srgfzZFmBgn0c3lrOMkuokwQKWrj0QQOpjJG9Ryw60Qid7FumV3kVsP966xORwmxScOleX7GPg+B8kv2MfStwAn0Bd1cDx5UEikY2GpMK59n6CCzuFl/tgnibHTW4UzSK8npiGbv6GgXCPNFVSqlL90u6bmwNCqYPUdtrgFwKvzZe01DVvUAWxkT84Dc1/2s2pZih31EiNlfKLAM6Bab0He92dflrWc3TN46nO7+cUXpGXNm7E3ymO/uyZ5Heur43EqlnwEgtfA4Fft1x/8BbhKTty6eDhLBGV85/1ZJNpHCCgk0CS85DDIW/OYXjNlJS1YnhVkGAAj7SWcyVrrlq5Q+0ekrcWJPNOPdUJIJxH1MV/GTgDpJFM8ZG+e9PNyHgge8AJZfnIjrPj2HC7mKR7hMhaynt1UU/HGQirYR3udCDmkfaNRjS5TeG/0mJV8BEo/BftvtK/TwV8A76IYVXPxDAcF5ZQMiHrT2iVyT9/zdzB9j9zXmioiFpYNpjMR50QJaVTC4Ww8wulRmz3l06VD0oJi8QYxmpvkaJHMR2Phy2Dy1bD3H+1j0d+AUQL5d8m6eLSm1xonciMckyTBSywiRtjyUY1cXs9CpYIcZRc1TEf8t4J+KumzEhWGKRx695BhO7NppI06OtlJPdX0kCBIE1uUWEYxdXTSQzXdKkFUSsLi8DpAmTVnJ1Xb2MiYfYYzCehRvDjO5LC28Xwx/nNggnxxrNDC4RI+R5PU8KeEN7RtlkI8GvYc51EtWpGo8DZpcu/uGimGxEOCkAXxyYK6Jn2Vso75MnDhSimyTY4pLqaUzcmW8dktsRp9pJGzLyyGZ5dJzJv3SIvYuS9JC/jx9MmjSTofNiFUKBTWulyu2jGHPwgsVY/vAtYgN8YHgd8VCoUCsN7lcoVdLte0QqGw98hP6c2WdSxoOjDRyKARAiQoYZAyBT/fS4Igs2jjWZaRJICXHGl8zKCHMgaZzTZaaSaJSOgWkaKZVtaxmBq6uYxHuGORDGKpcrD6Drl5ruBBgiTYyHwyeLmBWxkgwqNcSglJzmc1ALP5i922sGMGIfduSpJ2AORT1QSwKw7691vZ4f5/qIWleAFke0YfG34WgP3qzwkfx6Otxo99vicHPzrtIjbQwUssopQEPjKcQiftNFiwSsBCedXQTQX99FCNjwz9VHCAMks+N42P5zgfDzmROaeN9SyknCggE3objUynhz4qKSeKlxyrOZ8z2UQaP7PZRi9VlBIng496dtDMFmrYRYwwJ9PJBZjspJ4qelnJcqao9zl7ndxXh4IF6uBgvMDXvRDy3VhSGUYeMn8C12TracfdF8e7//Q9Fz4IcJAEJfRRaXE06c18hiKVCJKAV7eOecgTUMopmixYOIcy6r8e1RrmpxjBspsKU5TBx6lsJ0aYK/7YR0W/JH7ioaxVpVsc20MkKlW77afCeS9I61jOI0mhqt0GgRGTtkbZQGUUWigZEMj1RJt3kT2OeiFIS0X0uPni2AV1rK95MzI+RWRI4SdGmE5Oob1hB76MBC3+xhbqthTRTopp7OXGvX/gp3yVjcznAa7kq6/cQlltCw9eIfNl2udQqFC/9aZCy67+n3+CtQf/lkfw0s0MDAp4yVCk7gFT8YTZbYbCQaXbdn2kAUaRlefw2GSrGEq+uYQbfxLjyz87PBz5cG0qpgG+c8DsYpR8SvIZMMLWn297DA+nTnU405vDkiTUTV0vKhgHivA8t4BTn2sEGtlJPQY1bCDEXdzLP//oWzzwvdeYwwq+tuUBbvZ9hJufWc+emgu44VZY+p+ncQ8fZ90b3ydBkARByhjkLDZwNhu4invZeG6abU3255fGpUW6rlPaNXuHZ7KehTzBJexTiftwIUZ+SFC835j5ORafAz/7Csz+3NdYdtot/OAbSsGqbPTG6kjtUMkjz7nKFx2W/RNwHH3xcGt4SUI2nF/5GZRHJWAcKpXruW4xzH2mnA8/OMBtN8ic1jLXRjjqzXrBsGHyKb9UIoMJUQIrdxAF5zyyadg+W/6/eZ68rjhpJ3FBEAV6TgQ4awP0npLi6t/DmqXyPusWC1JIB99pdU79FapNlxS9VYIMA4U0MuzzOJZrlTfAswhyu7Fa89wmpFaC+ziui/p+0kjIIzHnRl4nXX7wDdhOH3FCFv+h8O9lySkmvUnErcSQnxQJSgkRJ0EJKcVxmCvKkiyxz80wJRnkbEd0oojAnoudMuQaAaE3Tk5+Gn3PaEWdrcyhqreFP14O84rWsz09lyu5n/u5kmKSlHGAMgZZWykxz0jAlpwPKcSa83z8Z6txdFhS0AkT6otOHitnK5i2PDAqz+Lwg1DcHu9Mkai1DZYxaiPeVWuTRWtUnsXnUnjzptx5DUY9Vp+bd9vtdZqIerzna3/VMYXmLTU9dgeCJtY9EnSQk3vqSOfbwHzI7Bl9LP4cuCdZf77tMXRhf+/jzTGmVdmcCmr+lLRbxg6eRC/TmcN29lCNW0WlurgsQAVpM8nhYTbbaWIrBwlR3SPIskgUfp39Iv1UcCmP8SBX4CFHFb28zEJOpY1f8zmrjSxJgHIGuZGf8HOuE9+39sFB6joFoR2Ky7yb8sNIzl4TQO0v1PcpGKPjIQtlOI4vjhwHXzyUHS4B9FbjHhiGVMFPzpsiHrJb5DS/T0lClMqbtoJv2EtyUtby6c46KRZrIm6XOZqvMOeBZy8Q9NFwQGIrfwpLucxJVq0Vc3Wh2Zex1/byqPAbjfhtUurhgCRuD3dPH20h7Gief4RL2Ztsqh7sQqGw1+VyVajj0wHnbdSjjr3pxnC5XNcC1wJ4px39CWTVtiFN1pL10y1fL7CYz3M7bkyeZAXDBNhDNc208kEeoZfpzGMzIeKUE2UHDbTTgI8MFfTzS75A+LYY72MzoZO20FknN8r1t0L54N0sXwkXGQ8zFAR/Ak7JwLl9/83K5fC/Py6Vg2vuhNl/gXnPzyJEnM46GfBksfRxB5ICtz6RlpccSBYmZhxd1RN7fj+Y+SG+z5dpoJ04IYIkiBJhMesoY5AQcXqopp0GUvg5iw1WkkgnCQzqmcwgvVRRQzeTiDOfTcQJ4cJkHYsJkCSPhxR+BogQIs4WmjmNVgoYZPAxmUFmKMn6Mg5wGY/wL/wzTWyhgR1MZpBVXMgX+AX381EGKaOfCoIMsZTn2MkpdFHL/B11eDOdE6YwZQ6Au1YeT8QYuqcf3efn3TIp5g2Z8BIIOVI/FfRTwcl0Mp1eJRFvWtxCphIrdZOjmBFCDOEjg4+0xS2SwWfBYA0HqbS2YYJUs5v9RKhgH/TYKn4ZrwRsTVvFd7tqJfiK7IdtTdL6VNknlevYZJPqHkX+WCpcG/GQLKZPX2xX0o8nX4U5AEygL7qrju7zsz4siek0PtawlLrTH7baWrc2SZVk2ao08zZuI4WfBWzgBm5lGas46/pPsfq2G+m47/Msv28z0z5wBzOfmEULc8ngo58pVLMHHxkCikTYxOAhaq3kLcgc7laJIH1MJ3g0KshGCOXxqWSj6dB2yKs0o5NPqJ+pXPpojHs+Di8uOrprc6SWj4L3JHl8InxxPNNqebF9swhxELO8j95lL7Cv/gX2NkEmDAcbJBA57yuw/KnneXL66dxwK9R3fIR/uelR+i+spZIYn/W/j0V/3sJg2TcxTAlosx6IJmBnDh4w4QtBCXKbtkrCLxyTTVIyIBDp3TUQD+0gkNzBYNndZFU7UW2X+FwiCL8pgweulHbPJ//+FhL/tZC5Let57FL5LtGIvQE7HmZKEnjifPEox1FvThfdNZNuZlB+zmq2z1ZcZxXQdt4Ac18oJffVIYtzq7dKeNBKh+zXu01bTSY+yUYMxMKS6C7K2O1F8ZC8B8hx3W4Go9vdNefXnO3SUrbgFUEttcyVz/HaQD6L2PTp5bD8UT+DswZ48v12UOxErEz0WE60LxZHJvb8QBAlbUNnkSSAqfCxbkYTyxUwCDJEUpFL69bYrNLhLGaELF6K1MucaB8nH5OWNtebe/2jx9WJEhjbyudMHur3Dw5B1dQWOpH75Ydfh7M2tRDshGt23EmCEtbyPq4quotoxK7UO99zPITYWJvoGNU7TW2IUQiAo7zvNDpOm2lIm3ltF7w6Tyk3+eT99f2f89j8oFqhTCeGnFwjLoffOpFEOrbKG2B4Ds1NpeXlnWPqzclxzVGa9RxfNMJ4ltsPvhnqHCdgDD3HsF88VrP4+tSY65ajcAzamcYuahQqOcdM2hkgQgPt7FaKewWlggrQSxW1dLGHanh9Foszr7Pyjc+TpJhyokSJUE7UEs7YShN+UjTSxnZmU0cnIeLMoJuo4k5NErDoMTqpIxKV9TcZEORoNGL7/yi+qJwg+o/G3q4vvt09/5FYxgdlB4TjTCMgNc9PFtkfFKdkDeoZnsVG5nP2wQ00tO+gv0JUdnVXgGnY+winpYrlfbVabsZnJ9XGFvMLyncDydFJ5eGgrMN3fxIueVweF2XsYteJsmNNCB3KxtPNKYxzjEKhcDtwO0Bgjmvc5xzKCkqfSMP0MhSRpIQEQXJ4mEU7sfe9xtL21/DvTbGa87mRn/DyTS/y3Q/LgJYNvsAlj8Oi38G+galsZw4n00kF+6g8409ceb8EX/4RIXTTBKgAd14jG8lLH4PLH4L61w1amMuyX8VY9KsSxXsi6ao1f/c6c7bLQA8HBUWhB/14ksq+TTumcfSccXTjeDhbyxLm0iIZdXooIcFO6mlhLiBQ62ECdFFLkARTiJLCTxW9vMhi/KRYwAYKGNTSRYQovVTRRS3z2IybHOUMksegXCnNTSJOG43MZxOv0cxMOljBk/yWT2NgUksXu6jhJc5lC03MYzNJAjzE5TSxhXWcRwkJeqlSrYRnMINu2mjkQlbRy3TKBzuJHocAc4wd0xgWNR/dGBoFmRB1L3QrbuJIOaiTOiJEyRC1FMU85HBZDWXgVXVQzRWk0UE5vJaiGGD5uzNgFkWWciroJ84kKvZmMHHj82fxpyXxOlhmZ+xruiWxUbVHFvT6DugrVBJJ9JHLF+FPpQnFRfrck1OEdFNk4XyngyiHHds4nnZ046iDSDempXLR1giVe6F9lsx3/RVyPZOU0EA7HUqxr4ta/vU2A8P1E/6h8GOeYynnPeFhJqsZIMIMeuilijghPOTooVoRjhukKSKi0HlOsn7QvFI5a77Xx5xqdVrVymD8ydTEUHxfk8lQxLzN6eOWEHoLO6Yx9B2lL461vKpYX/wUfJGfc4AyMvt9eO4TNUSddC1BeJeeYh3/8r738eBcuO5DF/JVfso/8m/svem/+e2n4dykEC2mNp7Hv/FPVBMkgw8/0gZWRyeX8Qj1059n7RLZBMbCCkI9Ags2wuxX/WzlNB7mMtazkBECFJOkiAwBwoSIcx5refa27/HHy+H0v/smi3iEpy62ycqreuU+PAGB07GN4+lHN47xkHzHpvQOlq/cwZd/JhvO2i546mJJ3PhpJOXfKOphqhqc9aoNrrouTvTDsGodKE5KcKw3wsmAIBc0ukRvHtI+GbMh6ci1kAUgG4uUX+bQ+CQbQTGe8tu+CsWN6E3x0OUwWC7xTzhmI5q0HS8OhTF2TGM4uX5iYxtNUKpVxTRhdAq/Q4DBsNrE9NzoJkcOL16yuMmTw8swJQSyI/gyaSu21Kq1hmm37zmv7ygp+YzN+aR5RTSqRUvW63Y03YbqyUF4XxG5fQu4MfECLXPh/KeFH3AV83mBxbTRyOzmuyxOKadZSOhjv4Rva68xHgr7SGw8pIzplqSpxQHq+FK6bQRGk0MbY4pJY5NBTj9wm/KenhzkHImi8VC/TjTL2POeqCLkBNoxjWFx08T64luZ9iUnp1YwIZQEAPuoxK3UAEH2pv1UKESfj4W8zHrOwUeGy3mIF1jMXqrwkOX+N77JQULsJ8J5rOUVhQh6iosBKCdKOw3MZxMh4pxGKy+ymFeZT4AkL7OQRtoIkGQVy5hBN135Ol7mHGYOdXBy1yvsaJDzHq/jwJi4q3hE4zhqDI9yz3840wgglylrXCxst8SCrF1Z72jf9ZPiPNYRIEnwgJefX5e15ip/ykbbjlXGdL6HniN1seVNXS6quOLN2KhDPUd7c4ISqu2SNVnTyZxIO9aP36chYS6Xaxoi+gWSGZzheF410Hskb+gkSRsL4dd9tjmPVKBE3taLmzwZpTjkUhuFPirZzDzmPX8e64nQTgNV9LKbGqp/WMO3fxhnEnESBDEweQUPmziLGro5hZ3MpYVW4Cc3yuaxSUAZwQAAIABJREFUs076C2OToH+qBKKaRPGOz8L3bwYw8WWEQ8vIy4Yyo2DXZ24Wyd/BMgnytAx9y1wJjibaxnP8Q5k7AuaQsPxO9DgeSXA3XtvKAQW/faT0fH5EIyEEWz1IGSUkmMNWhQjpt9r+DEzCxOimhmKSFpN/iDgbWEAN3eyihlPoZC1LmMdmuqjlNFrZShNLWEspcfIYbGSBRe42kw4y+GilmY9wPyUkuYePs5Q1VNLH3/I4OdyUIPjCdmYxQIRZtNPMa/jIksZHMSmm0s9uqjEwKY2/8KaEkHMRP5JARQfnxhQoqKrs8fRFPVGNDTZMlx1EegbCFvpDq4e10UgjbZYinxaazyPJID8pAiTxqiSqbhMCKFKbVm1eRkdRWoFM+GLSJJFkbGg/BIYFQm+YUsn25Gxod6YI6nfA6wPnMpV+urK1VJ20ntiu06lmN1W9gzx8mUzSvdPtIG7sdz/W9s3xzJgC+fgE+qJr/ADQWUF2mmlAHTuJE8KtyIGXrlFcSkUyxrVdsKMe/E/Po5cq+qngf8/8BNEIPPTyR6gtdDGJOCUk2U01K1nOQUKkKSKLx6qUechZiZwi0hbvj4ZcW+ek2Kc85JTUcga3Jk5EJzVcRJlClAgGJmUMWq81MXBhUqJIWWOEuezhffznDeNfkyPlchhr1sY7AgV1i06UL45nzn748TYG2ooy4O+Hb/0rnLviAlpPg1wJDJRJ+4YvLRv+vEeqYjU/ght//Cq+5zOsZQmzH5hD7U/h1R/egv+HS/GSYR//QvZDTxD9p/dbykGTlFLfWhN2rYYzWgTdE4nKWhkLQ+80WLUMbrsuxc76jeyu3siBMpuMWF/HtA82xEXVLPf8+Tx+y7/zWK+sxfp5YxMJR2JHoyRnVIA5gb5YYPwx0sHq2HnEpwidq3pFfcSXEXRee4P83VsFEUqZ2Q6b5guBpkb4uE0JLHUbkFY1TflVlVS1sAxOFq6TeNje7LhMSdRkVfEqGbA3zoYp94pup21thrl/hrJ9Xjw5GxbkztuknWATaf70q/DLL8i56aTCeGMwtp1zrOVVYn5s681Yc0cmfl3UiA6NunkrlbHxzLnR1+pvMcL4yBAnRJwQNeymH5m/tPrmMAFKlT7nCAEmEaeYESV4ITL0KfwEk2mLP8iTk3YIgzz+lEnKbxOsahSJqRAlutCpW8T8I/YY5TxYsYq+r1J+WUcNb5qm4AsEt3jprMtyz99nCcdgzcMXs4n5nM9qtjbZr8+qhJORl/kHDh8nuiOQm+AY1ZnU0ffQ2HPQOR2Nrhnb1qV5Sfwjcv2KUsJJohOzOqk69r292dH37tgEjnMucJJRGwXVcqb8C4+co/6/OydI7axPJWpDNjpJJ2x165+Rl9e5D4NwnihxG0/5xPviO2WmYbcGaZJ8fwoSSq/YwLS6DXRBuoxBptFLgCRhYqxlCd/mX/gdn7Q4hG7m38mrQvUAEfYTYSd1VNPDLNqopocuammgnV3UUEqC9Sykil4V5+xnFu2MEKCgYuReqljFhcQJMY29hPaUEooPsadKYoGsz15DtaiATnZo338rc0cgN5ExqsOOpUXM2YILCnVowjnr5W+d3CkY4j+aSNs0ZH07uWSXqAEmYfnvZf0MJmySfZ0M0olrnfBxtivmDcj7RseNY4scPicS0vF6zc/2wBUOtd0jiGuOZ5vksSaEHgM+BXxf/X7UcfwGl8t1L0IqdfDtcpaMZ1JFcamGE4/SJ/KQw4uJi49yL+tveoG0Txyhqw62B6F9plTCEkEFn/Rp4rcnGFSKYpGoDGB5VAapsk8gXVpmtXpnEX1U0kUtFewjPK2Nrlqp3K1fOBqGO3sbLF0ji18kKsFvcUoW1ueWHh81saOxkvMh9ht0WuodH8expiepFU/AE3yAGroJE6OLWprYio8Mq1hGSHH3JAkoOeoeKulTMGohNI0Top8KFrDBeo8YYZazkg7qaaAdNyYNtBMgyTMsp4QE9XSQw0MaH25yrGE5PVSzifkW6e5+yniQK+iilvNZzTBBPsldPMEH2E01USJ4yNHCXBppo50GhglY5zVzB7xRNzHXrGg5pB62/nzHx1ATCEcjsGBHjK1N69menk2AJHFC9FFJI22s4EmGCLIfiQ71xt9HmmKSuC1OoSPf6Tmfa1Cw2slyuPHks6OCXt264k/ZUNkRAmxiPqfRSv+us2ikjcc/NsS3/lX8Puuz+Z6Ot6/6LoaR206cL7pzsOYCk+yzHtyYnM06tu/7G5bwPJvmmzx0uchkPnUx1M14Ht/uhcQI8392/IbhHUFms51eqpT0u1vxO3kpZsTiJtIS8TCa88eZCNJthc7H4tVZhSbLWi2FWmXHT4q1LCFMjPNZbSmRGQrtlMFHkAQp/DS+bi++E22BZTD8mPXnCZ9PY2GY1gsffgjav30fJnV48DBV/T+HhzIHGebXmUuixEX3DPh623/Q8pEV/JHHWX7x11j3XYgH4eed8NH74dqzPsdalhAjbLXlBUnQTCv1dOClmwwjxMkS3TWF5GthMk/NwU8lZVSRo4KT1EZY3wt6Dp/DdjbcdBO//+lqrv0VPPThd058AcB7MaRvPXG+6ORIcpJFu0zZmKw/Gy6ZuZqv/EySLKYh8UmiRClY5oEikQ7X8rgFAzJuR4KoWFqWdLIo5xGup1DcTjJmfFKk8Rj2ptU0pNDVUS/IwVjbmTSwnmDizQka/d69VVJgm9YrBR+n3PzxMv+FMPKI9ecJ98WxFkgKL1s/U60iSpwQr9PAVPoZIMIwAXJ4rPlRfgua1lBNZhl89DCDFH5K80HCAzGK3cNCLq5mzUB6hGBudH+IJwf+YZGrB5szw5lA0JuiUNwWAUgoMuWcB7qHG0kcKKWZVl559Ht87uRvsWk+fI9/4kvcygqe4H9U0li3H+Y8gEfiYX9K7qO3vE7LIH7HBPpiYfSG7HAJyLE2VsmtdEh8r7tGkkOmy944HokUu2mM5isClegxRvMGmQ4MhhZq8BiQRj7Hm5O9zgcfk7F6ZYH9/s6fgiGIJi0x/k5IxYeWQuxJ6893nS8ezvJuuaYpv4ofMxqU4FE0BxkmEWeQMiJE6aQOE4OFvMxKLuJabmeIEKeynT+xgpv5PqtYxlqWcBLdHKCMCvrZS5VKMyVYx2Lq6WAz85jPRqrZwzw2U8E+fskXrfbREHGGCHIZj/AIl9FBPatYRgX9LC5abSFRwG4h9eagoJArw2o9OJIkQ/EyGLp9gnzRNbFoGK2ml/GLSIlOgOfcwtNjuuzChicna1JlH9x6g60MaJgyD8bC6v3UNckeQbLfaYebU8YWHT05GRPd1uc9TKL2eNphh8Tlcv0BIZCOuFyuHuCfkUTQ/S6X6zNAN/AR9fQnEem5DkR+7u+PwzmTw01ecUaYoxpQxP7MPD57zxPWZk4rJGwdWkiCUouoNMgQYWJUs4fo9DT9FTKxtzWqdpEK2DZHVFf0Qpn1pIFd6see9HXlTUNEoxGpiLrzcPXv5WbVPYIa+u5k/j/e1vdVGNkA+QPwxmIo/wpM/jzEfkNIyQi+4+M41kqS4qT3fAIuoYk4IeaziUr62Mw8mmnldFoYJsgAEQsFECApyBsS9FPBVpoIIxqJL7EIE4MgCeuYC5PNzGM22y2Eygqe5Hm1wUkSsNrGlrGKIAmKSVJMinYa2MgClrEKH2naaOQL/JLtzGYGPRwkzCbm00A7PjKK/DFotaslCNK0DVZedPTXJ34tZF+EwiBEz4CSmyDwJRi525L0fMfH0JeRideXlsTQV38KN3/xWX7NZyljEBODdhr4NL8lRuMoX9VB7VjehKMx3SpkYJLFSx4PbnL4TJlgB8tGV8B9aUlixSZDC3NpppWp9PP43w9w3XWyCExXlfmSpINM8AgqakdqznEcbIbAN6D4yzBy24nzRbcJLy+E8mcHiRPiFYWUa6WZSLSFmm5BSYZjglzoUumZSvos0v4hhQCyib9ljvaprUkGr0L9yKw9FhGkWwqdCSHZ/BTULC/3i1byEF6qAtuZbXEfaTJzw5Fw0mSsSYqJFyZRkjz4thMM0S9B+mWZT3efA+GvwqQvwtDvT5wvjrWablnD7r0KZs77KH7F0XMwZJOeWsFiHLZcBZ/edh89bdVcxb1c97WZ/M8l0JGEDQvg/MJz7CXMLxXSr5I+6umgiS0UkWaYIF3U8hQXq62r+Ho5gxbh/2y2MYvXcTdu48kPCPJla5OshxVbhXzYd8enePyHD3CV8RF++jUJztK+4xMoDX8Gci9CYT8cnAP+m6Hoa5C+9cSvi6baFA4F5RoUq01oskTGtOG7HyWQvI8RvyhWmUq61q0QGKVDqpodtAlttWU9tkiHW7UVDSm0l0aQuExBNJhuG1UQUHB8Hczv5BSaU+spSby5yutWCaz9ZSJtrxXKJtoOXAeZl8EchH1nwqR/gNLrYfied48vjjV3DuZvgiQBkgQIcZDJDLKPqZYAheY11GjbnCp65tR/TVzW/0PEyZIiTRHefA5PXlrKhgmSoYhAPokvPWTxYeQ8kPGbFhFqolCqELppa2ydSCL9Gk02nfNAHW/gIUuuyOQv6dn89xvfYssbzURZY6GsnfeENwdZtfEpVaTaepMGMqemXgZzzJwav2PiffFoSem1aUSFjgVGAuJDofjotssjfW8ncfOh0FI6iaNR4Rq159w8GqadNOqrlDjaSQqvuYh0gsl79F/9iGzP12F4o0iUt10AFddD5DMweP+71xffygxTUYbkHVQfpnTlatS7Rvnl8NBLFZfxCHdyDQFGmMdmHucSruPn3MFnWcoaHuVSTqKbubRQQT+X8xBbaOIcXmIz83idRpazkgr6Wch6HuQKIuwnxEHu5hN8g3/nfj5KNzUWH+cm5lOm1MbCxBikjES6DBRiWtvYtkLTsO8nZ6LC6Yt7zoZJX4PQdTB0+4lfF8czb0724KYh976zTVX7D9jjNxwQnt/JipOwNC5+vK9C1iz9vGxOrX1vsyD8VshzTfhfGj88p9rxtsN+fKFQ+Ngh/nXBOM8tANeP89y3ZaOkMQuSnS2onmsTNz6ljCN92EVcwQOsXC6BZk4lX5LFEJu8nmRAboah0GiyN02w6MvI4NR2ycbnlA5RR5mzHRa9BDvScxiilAxFpPAT4iAV9BOY1sn6hfJZNd0CIT25S27OnmoJ6tJBuXHzHqmUvROmb+QpP5Pf49yY7YVCYb7zwLGOo7MpdLyFTS96h1oscx4h//3sr6HvU5UsYAMV9PMXGqmhm03Mp5I++qikkj4V7PjopgYQTqEQcZppZSd1+MhQThQ/KYYJsoiX2EsleQxm0sF6FlLGIBl8dFLHbLZTQzdPsoLTaCVGmC5qFYJF2lGW8zT381GeZAXz2cg8NnMvV/Fx7ibMAdpo5FS282fmMY1egXKTIEmAzczjI9xPc+vRXlmx0O2Oa+nIobjrIPtaYeaosZiAMXT22R+qkqT7bUEm3ueXwLVn7OLqkW+ztu3zPMqlvEYzA0TI4BuF6ihWBJmAhfrI4bWSPLq9TPPFOB9rM3Fb7+FVv93IDB6OmWR8ktyd0q82JxEJ5hJB+AK/ZPP7hvjKteKPGoqdCI6uEGhuhaNdFA7VvukcxzE2Yb441pyB53iW88Bd18DV3xtkP2Xk8XAdP2cx67j2udtJPreYp0jQ3VaDh9WsZQkAXkUSrpM0mv/JRvzIWAoxdMFK9hQwyKmWLrf1XFOhemwUkUb6aHU6kE2UR6GF9Oe8wkKm0sc0+qwkcZAEBiYFDAYpU+SsxSxdc5A/Xi6Vv7GtJ+O1LI9nkf+0H49qCaiDdOvE+OLhTCM59EZAtxXo4KevUpCuwQQUPvAn+qjHR4bJaqxS+C2ibhODb9PJtNs+RGMUljwEN9zyArlbPOygmge5kVNv+xteWAL71Pq5OwOtGdjUAzO6JQiLheV/OhjzZWCoTyEQumDGOihuA1/bDBra5hKikgrC+ElxKY+x/qO7+F877mL29ru46oMncfm/+zh7/w6rAjhRpv2h+L/UtTuO6+Kh7FBtuM7z82UkNhkOSqUz5Zf4paMe/NRw5f3wzDKRQG5sk5gn77Y5FCJRKXKZhkIAHbRb2p1JUY3mSQbkM0vjNpJaJw3cefD57MR6RT+YJOmsExLwrlo4qRtmtUsFtq1RCHd1EkFz2Yz3XQ8VE4xNMjmTWroYN/nno5+j/XcifdHJeOGMRw9lus1An/7Y7zdlAD7740lsIKHU+koJMkSAETYynxKSZPBZaXDAaqn2WO3VAULE6aKWFH6m0E+CUhpoJ4OPPG7Vvi1oTX/KS6o4a61vgYNekvgJuoYASZx7szCYrSA0HKfMdZB4yN4caT6VnEcl91xpcgUvpsvkVLYzjb3k8bCR+ZxOKy2cQUV/G9tnj752kShc+IzwT73q8DA9px5PX3RhJ3WcY3KohExuvDXctDlFc2675bauU4jznapcBnbR17nW6HvU2Y7m3Khr9Sfn/O7kMdSv9ydkI5w35P17quXntFabu2QkIAS4B8rEH3W8djzQQdN/9OZzBPDVwsi2CVoXnS132NfvePCvmIYUwdymzIVuVfBPqv1fCj9xQvwtjzFEiBbmElXE0ltoIouP81hLlAiV9FFMktNpZRc1LOIlVrGMKfTTRyVnspkIUbL42EoTlfRZe5sO6nGTY4gQWzmNdhq4jEd4niV8gCd4mXNIEMRLhq00sYInKVIKrBoZBjZCJjdmD6rHSvvE1Fvk9zhr7nFZF48lOev0nWTA5uAp21tE1yz57vvLbbVNX9puGTMMqNgnnL6nbrfXwikDCmVr2snwYYVu1FzCzmsyXqx4uPjRmYzW3UTejO3Hh3v94cRs3k5L2QnORx2ZaXSOHiRdFTGsbYW9kchjEGSYK+/yE+PzhIgTI2w5byV9LGYdkWlbePAK6ctvbxCUQzIgk3AgKcHNzjpJ4LgVpMuXgZR/m1VZ032lGpatK65Jh3T1mqW2xKZ2ymhE/jeW+f3/ddM38mOXQiJ7Or9dCFtf/RQLLvou05+ewx1cy2rOZyHr6aBe8UcJbDNIQpAhZGijkQRBJjNIFp/FRfMGtbxBnSIhDhEizjw2K5RYDy3MtZBBXdQSIUoD7bTTwBls5g3qeJYLWMw62mngCT7AJvpZwAZu5/OUEmcdi4kSoZE2hVQw6aKWg4SopYs+Krn0sbe+Dn/Ntr9c+CXmbYZP81vmsJUXWMIByvCTIq8QIgYmXuW7ObwWsbRTLQpQSMAjQxDpXuo8KlGUM4kMwEuLJBCq3Ce+nPXJhuXRvxvifWuF82TVskO8p2H3Er+XLa04D0wMSkjSTQ0RoqzmfFL4OVW1hPlJsYEF+EmNavsyRiV18o7jhVG8UMAYlJhSfHEghfR94SODW32Gro9rk8/P4iXLXFropYoMPs5kMyn8jufkrPcwMEkS4LrbBGHhySny3NTEXcd3k5UNStCX90DjH95PrVL72Vdhw8WzCrla2QffPXUO515/kM/wa5I8QP1/nSeb9Vlg3gLl138XD5cwjSRTlR9n8FFFJ1PpJY2PSvXZGv0VIs5U+phKP820UjbldV5vgNeX7mbb7N30Vcq5nNIJm1+CRffNYP59P+Dnkz9GjqRwR2XfrPTxXjZNhpnyS2JGK5loCXl/Sin+feKHdN19EWeHnqa3Cqb2SVyxs06pmeakOOXLSMyhN+OZotE8CO6cbHqGSyTuqeqV54HMlUUJmwh6Wp8kgpb8qpEUfrwfeJhdiMBG+0y492My14KsAZvnSTx0qGSQ3sSd6Pb5d9p+dBOs4gIi7Lda2uMqRthJHfuoJKEKXnr+yuIhSQAfGaXGmLMKWq/RLG1jbCdBCT6ymBiKhNqt2rHzBJLS2tQ3DQwzi7G/hPbCLLTCpFc9f5DJxAshAgeHJY4pMUcRS1sKZlmDfKqEs9hEHZ2AEF830kY3Ncy+5SL6pj7N+nNE2SdgwDd+IEjA7/3TkXFNTqgV7GSdLgDBoVXHxm6+NH+Slh/PecEYlsd1nfDCYpUwCNgoOyd59niJoLcTWxSM0YWB7hrZXOqNqy9jd0n8fzt608puOvSYFFdJUdxWMaWBdvZSpQACcTqoZ5gAdXQyhShd1JIgSAGDScQVp2aWMDGLoiKLjwhRXmEBByhjPptopRkfGa7kfnqp4jXmchJdDBHkAlYRI0weD+s4z+Jk1PvcND7yeKS10EF54EtLYsOTk7XivWRDip83g49EME0iKH5RlBld2ADxz4oBQa+e0gnbZtvE0M5OAH9K9vkZnyRcc457Ac/4yZexvI6HS+D40kfXLXS4xOfbmU//KhJC45neVLpUBVhbAYPMKbu5+ctQ3fMfdKoKhzcDmSBsjsAzKkh2SquCLJQBlX2e3iMw54p+Udip6xSIr29vGYOU00clPVRb1WxtemNTTQ9NbCHsitFVi+WYmqwvrVQdvO9AP/1fi7lzdntAaVyISZevvItlqyDr2caNW7/CV3fVcjufZ6dSsOqnwiJl1MHT6bSyjwqKyFicNRGihIkxn00EFUFbJX30U0GAYcIcoJ8KKuljJcs5iS7aaKSeDhawgd1UkyBIVL1fJX34SVHGICn8zKCbASpIErDazmKEmUEP1fSQoJEMPvZQTaJQCgyduAt9HG2oVCblQBIyJVmGhkOWilSM8Chf1eZUkBqbENKmW0SdrUBvZfo9g8Mqkauy/pPitqLKUBCqdhs0tJu8vNAm3dR2KHnX96IVDMWXpK6vVo8KkmAyg+yggYiSRNXIkjwGxaRGtXiNlwwaz3Tr2OHMmSjSrb6aU8hDljxuYoRpmTqN3+27iedYyoWsGlVZLyi+oYAil2583VbOea8mg0Baw3xpCTRCH/sVSSqZQoK5xC1lMAOTA4TZQzUfZD5R7yQ+/Vu4PQef+TU89OKPMVnCdwhSTQ+3cy2dH93IP/6boO1MAzqUSzo39+ORLOqApygj5xUYsef7Lc3wm09D6p7dzG35GL8990b6mMZyVjJU2gec2N76d9I0EaXpstVORrV+qOvY2gx7+CS/2fI0voyghkZUos+tYO4Zny15qxNNGhmd9qnPQFrD3Mp10z75/JBq6wnHJFaapJQk5911Gjup4YzpT1C2Fe6/Eg6EJV6q3CviG6aqyNZ1CmIBVFD9Fi5/JJwr7xl74TwyFKEFMV5kEW7FwzWVfot3ECCNn1ISZBXCtoi0VVARxN8g5QySpJh+KqiilxympUQWJmaRVgfNmNVaGAtD1XCMklQJe6jGIMw0ehmmBDd5/KQYoRiAwHASfz5ljW2FopPVXI4RotzJNZgY1LDLKn7toJ75N4eYcf0DPLsMmrZKojAZEH9+p5UCNRWP2xT0j/78I01I6lYtrQamiXlB/MyfkiRqxmujjMd+x7Ek1fp8jiUpOjbhlPWIjyaCDtJb4/Cb0v9vb215j60i58mJGIamodCqx5X0kcHHPDYTp5RtzKGAKFBPZpAVPEkvVTzIFdTSRTcnYWJYnQktzKWSPkpJECHK+azm91zN6zTgJWd93jaamM12uqlhKWvI4KOXKgIk6bNKMoKod4+ppbrztkiK7o55L1hpXJDJ1T2CpIyFbWJ1C0Ht8LnN8wQ97VWEz96sIGtN95t90XD4Otht1AVzYvYHGvX6blj/3hUJobFtKmPNZYI/Y8O6AoxYi1beqkUa1mbzsUsliAn/8HPUE6WRvxBkmCjlrOccYoTJ4eFvWM0ctvHQZ2JsWCCLlEYKaTLEvkp4dZ6NEMp5Bkn7BvGndoi6ipKSHAnY5Iwa/RNICvIgVSSLhG496ag/NKP42ArFRN8gJ7ISN7ZtZawzZR1s7VmfwNtNAzxZeL1RlNmyvi7SwX/knx+D3uc/xqf5LVX0Uk6UScQ5SIj1LASghm4GKaOBdnZSx34i7KaaqfRTQT9pfOQI8zO+gp8UjbQxh60000qcEH5SvMQiGmljBj3spgYfGUpJECOMG5MtNHEKnQRIsp3Z+MhQYZHvQxe1tNKMgUkTWwkT4/dcjWn8ykKrONuTTrQ59SPHO6fDqQGUDkmVubpHfnTSro9KihV5JoCHLFk8qu0nr6qY9ptrnrA0RXjIj0Kg6P/r5JFuGXOaiYtcwYs/lSUUlwp57zSp6FX1ip8Xp2ANS5m/aTXrFwqaIlksk2J+nMn57fqmvp5edbonUMr+zfKYOWmrKyfKLmoIkmCQMlL42Uk9c2lR9Ik+S1VPq745kzu6Ei2PXdYYjW31s59voBvLNE9GBh/FJK3nSXtEXsnNy+tcmORxU8CggddpbIOfffmHZO9ebhG42+dgKCSamww+4oVJnLvuIC8ulrlZL8hHqjI2Fu77bjEr8FFBYCAp65dhQv/Dn8cAhjywX6FZhxUJcTIAZfvhy3+AG//jP1n7iUuZw1ZaeJLTP/UP7Hk/tJ0KsQy8cid85jY/9973B3qpUvwncataqonDNVm0Jt3U//OpFkOdaCwlgYlBH5Xsp4wsPn7P1Wy9+CdUTRZemMo++R7H9dq9g/OvHqexwbo2w4R4KYSG7CRYxmfzPWgen61N8Fn+yP7UdGa/1k9rc5ap/ZIQ6qqVQDc2CZpbBTkwpJTDAsPyfprT0DRgYArM2A1bTpNrfZJCFmmkUWUffPJ3sH3HB1lNLfPO+w9W1ttKcr1V8pmgSEo9Mr/p9rOh0Oik1NHwrLyVadUxt4NfRds7pk19BKaReC5TfvdSRSlxPGQJkGQmHXRRSzsN+EmRws8Byiz/MTHwKmRQHg9pRLJe+ITchImRwk+MsFI2lfnTQx7Ta+LPpkgSIJ0toTg7QjBhEg9J8q66Zw+xfJghSjlAGS5MC2XpIU+SEpKUEErFCSYOYqpEo5EHwzfEmuEVDFLGEtYyn008yqV0U0OAJKfQwdNcTOq2BVx623au4g9kJqXwqIq4k8dMmxM1NNHxr74n8mPuPycvj/O2dEq8e1S8VqQjuuyqAAAgAElEQVSKuMmAxBDFKYknPDl5n5QhyW69kRwJ2GuLXjOszWXO/gxtmt9NbxDHhgmm2+5M0Ml3tymfWZqwE8B6PxKOCRLCWfx+F0rQT5jpsZyoFmPTkASfL2NzNR2gjCgRfKTJ4qGAQQkJuplNjDC9VDGJOP1UcAaiQN1DtYW8TuEnSYAp9LOBBSxkPfuoYDKDzKDb8ukautlPhFq62EoT5UTpoZoK+lnBE+xlGitZTjFJsqqIp2MfL9lRyQb9O6+4kIYPgdp8J6zA25v/x+6dNfHzpY9CbGqaWFgpa6p7wLkuRKLCiehLQ+Prktyu3Ae7q2UvNhKw/TSnuEN92Ak0jVZ+q/M/nGp03hDf1wllfZ4FA46gTvqW9p5vGQN7kRgOQIiDDBAhjxsvOQrYRKUuTNafLaS9P+28g6010Komf29mN8PBFgJJQTE8F4T/KYEFG+E73wHP3ims5nz8pAgRJ8wBqtkDUwboqZaKXHeNVOFGArZSmc4a60moJAE76+GsDXLOeffo/usWSSi/49WRv0YLDIsDmgakFYdCwYC1S6Ci8Q8s+9XV9FHJG0qyMUGQOCEaaGeIIKfRSgYfUxRCaDo97KWKND4GqGAK/ZzJJvZRSYww+4nQSR11KslTRyfDBGingVLiDBFiN9W8n6dU/2+UWt6gmt3sU4mPWrqopYsZdDNEiDIGeY1muqmhDYHaB5K2ZHMyMHGExSfasl4JjsbCH3OqKcwmgR6fTFonEfRmX9hjTJVoKJCzfnutjaYmHR6LPjIxCMfsVopEKQQVMCsck4VhkFJ8e6ZQ2TcgCL4CMAEkcn+NlvXBNPbiVq1AdjLGVHqO0oJQpI5pBTCdBHorRNDY42PJxZ3H/KQUZbX+yaq7J289TlNEkGGyeHjwpi78Kfjm9+HsuxMcJIyXHBl86vzkfYX3LU+MMF/85UHWLJWN5Hs1ONZ8Ef4RGPzQ80SJWKgvGbsAIYRyv4RBNt91Ad/hxwz/5kuc0QIffhC+cdfddNw1mxBJkgSA34L/Nlz//SH65isumsRo+LluLckb9gYlGRgtNe5PSSJBt0Ol/DIfAnx0PZz7kjzniRWwp/q9jeQaz3xZuS7l0dGJR68qjGky6OqzH+IfX7mbz/NLFt+9h7Wf6rIKZ5pDqr4DTu4UTp+sRxJNQ6V2gOtRvIbhg7LZTfnltTXdMq7VPSJtf++Ob/Nn5vJtvktCnUt/hcylc1skQdU/VebVKf2C+opG7DY3J0Hx/2uWVbGikYebfijHhDRaEDhlDJKghFc501IcixHmVLajFRXzqgE2hZ8SEoxQjJccIYYs1aEYYQaYAsAk4lIsdYNhpDDSfrJ4cZMndDBlKYcNlkHtQBd7qWIQIRZJUIKHPBlilBMlj4cYYQL7fURcA8TC4El5rbm1ng5aOY0mtnIWm+imhia2kKGIEHGrVTxBKaFUCtMliZSJ5gY7nLlw8C/mRs/946mOWeSyilA747WTeppkWz9Ho/myigrCn5IkrOkCf240ykAjjMZa3mPzr1l7ircoHKX8KhmkkNBVvTKv9lXanxWKSxHaNBQCIv/uK2a8my3nkWumE22+LCpJ62I/5bgx8ZJiPxEmI6IcPjL0UkUVvXRRywx62EE9fVTyN6yhlWYy+Gimlb1U0UclbkwmEWcLzZxGK12czDABaujmFDpIEuBsNvASi/CQYzUX4CNDI22sZyGTlXiD0GdIPKzFAzQqXqN4ncmS94Lp73XlA1KccAI78h7xAU9OSKS1L8QnwfbZskZO78FCFTlb7HIeO0HrNqFwBPxxf832rvhqLocU5KECBp29T/mhjAPsBCsRBFhtC8WM0HKGSJym/DbsWaMxJsVlQIdVFjCyXxBAz54PI4EBTOM+sh5J+OiBD8ekylU+KJvLhijM2QqntkEiP8kiy3UpGG+Fa5/Vs58M2O1puhrSWSfv68vYk/97wZzokvF6ww9HKj3WTLdUsPVrNLFvziOO27QVwsSk6k+IJAFLSUxLYO8nwkLWM0gZW2iiiAwNtNNKM9X00E0Np9BBXil1NLGVGGEMTNpo5CAhzmQzs2hnJcspJc50egFBIF3EU6QpIsoUytnPAjbQSR2PcwnXcjsGJutZiIccUSIsZh0f5x7O+zp87tcSMM/ofnM/71ikgnFkNDpv2wqut5cM0fwWpQkJhJzEv07TiRxtObyWbHwRGfK4LdSQTTRtWpxCGhWkE0wFDOv1YHMPGVkvU/uz7KyXwFer3ITislHqYJBeqqjsGyASle8+XGJXUd7KjhUxpCG7R4JGeTum/exIeRqCCVS7gcfi58ophS43JikMSlX1OkwMHxm8DpJop7nGjLl7zN/OVtusI/kkmjvDeMgTIGnN67pVTN8zRaTxkSZAkl98QZGcpuEa7uRRLmWSqphrYmmNTgHop4L5G3dRpBAQTqTGkZD6jV2r3qnE/uEI3sczTQb8f9l78/i4qvP+/607M1ej0Wg8Ho/HsizLgywbRRjjGGMcxyHguoRSQimkWWiTkqT5Ns0vIUubfts0W7O0ado0kDTbrykhbUJpSmlCgBBKHBbHMY4xxthGtmUhJFnWMhqPZtPMnTt3vn8859w7EjY2KQbb8LxeennRMqN77znnOZ/zWYyfv56YWodGI/JnLuz50iQHYMKGeMsAh979EDnGuZyPs+L/vp3Dl8t6aAK122Dyq4u46Lp3UGIDk8QxsYgrZpB+XrRvlMfUMmYwhrRcTX/tMO1u4mMP+9jFKiJkufkT3+OqqUdefK+RU1izT22PdT/179qS9/7ts73wi1JQZCI/uhoyj0b5EdfwO/yQ9u92cv13H+EPbq8QKsLB5dLz/Mk34R/+VE6F5yt/IJ/jJaNWDfGc0o1zKi4m1fPHYfkBaPnleWxnLavZSZxJlj3STOk3C+xeKT1OgyPgUDomDXku7AFB+nV01Y+b+pNRp0HMPuurPm4bPFalUZXrqK+lHrP143fWt76kpUHPthF40zfn81P8OIQIUiLOBEElvT3EUg7TTpYIw7Szhh3u3GfjI0yBLBGaydPENDYByphEyWArj6EscwhTUOy7BkzFSI34MmSrUbLMIV6yCJYc8mHppRyjQHJswGUu6Ej7EgIigTAOsrQwVksw/2iKjBrjo7QyTsJN8N3NSpoo0s5hdrGK5RxggCSr2EWMSYqmsL7zzQokO0afqOsFB+vVM2PYYDR4a7FejmabgTc4KmFUsXuaC8IkftU+YfpqOwpfnQdIPuyZ15aC8no++9j+QXpcaOms3rjXB3XoZ9wN1qlCg5oPtRzMV5WxOzftgeyRrPfeZl/jqiGx9fp3PJE57uk0/zZQN97r/v9Z70+BXrMBR58CwE92H9JU9A7+9V6kVA1i0UiGKBYmAQXMHKSLbazjd/ghQ7QzQJI3chfzSbGFDbyaXdzP5ViYXMudDNPuJqhezV08RTfDtONgyHzOMKO0uvYUd/AmLuNB9rCCHGHO5QCjtHIO/W7KspbHOxguc0ZLhRsciWZ/rn02KN+kM6z8ynLEMeQwrBjy5o9CSA4qmkpw57Xyf3r//cv1cOW98n+7VnmkA8fwUsGrio3nNMxkD9VLuU+2NHFEB0y15GXd1D/3hT6Mfj77jDPwtkNqUZnKYRmEjtoIeprqCrG0NCUgYE4q7g3kjkE5zTKeWewaE+/hPBYzTQtZFnKEDoYILj7IEythaLGAEuMJMU18YJPyuMkrvbB/ioopi4A+FTjSJg/fjV+RZDL94OhTAUstQi/X07JfpzSYVPV5RrCWCaO0kiJOB4NkiTBKKyWCXMLDhCjSSzcH6WKIDmKkaWXU1d1PEiNKhqfpxMGQEzCK5AgTJUOSATfKukAIMS4XAVOELJPEuIV3cTHbGaadFrIcYDkWpptWpiUSb+IOOhik76P/zZs/IpPO3LQnNTybqhjyTlIsGl3DOwGGnn3cJelhz13CQpFTDzEhPjFCVsWHnypNRTndyar0Iy3ntEx4NTv5JetZNCwLf0CxhE6X5ufFLNsvEgEN5ujT3yIe11wDb9rBbTYQ9+uUH9udw32KS+ZTcJSpkjK0gTQI6D9NEzYB9rxxgJw61TErsG7Bj7hj7E1UFKDlyJmw+1qOonbnS/Pp6ptg9/n/q7d+WlexWebJJYPwvst+j8dZxRyyxNRJYoiiuwHME+Yn93yVm2+EpZ2vp2bAX5vyvX/7MfiPR7/EPVzF13G4hRILGeE3+Bk9PMVqdmItHqO/E/a9SmRHvd2ycUrHBBzQkun6ZkrPe/XJOpc+CO//czgvIWvvWz7hxa6/HMekDp7wKzBIs5E1sF31wVXcTTe9lGkUfxlfhU0/EzZzPiyg52ir0OP39cj3zldSr/pERadB6PP6vhiKCVEMwd637OXS9jdyuA0+GZM1uKB8SiZVWk0h7M2vMHMDDC/vfqc5L7I7x5A5aCmH1Lhr4WFeD+BKx3rpdnsRS7mlCWAk6WIRssxjEj9VsrSQp9mVxfoVM1JSdxuwCRB0Si5LwF+oYisGaGRKpFtpJSeKNlYIlkVapl/XSwat4aeKTUAl/JrugU2JIBYmU0RIMxe/YpFmkFOuMDn1vqcwGhwMB4YXw32/dfqwxup9uuo9eWZXKSgms3oTl45JH9dclE2n+zPsmQD+8fzP9Occw2MWaV/RYzER6g8GDfW9fhV6E7A85pLheHKx6dDZxQZ5qar+GXEU3OzDcQ+Y99HDOn5Jozp4ejW76KOLzWwE5PB6mHbipLiQHfTR5SZm72YlIQo0U+QCdrGereyjh0nF6tWHcxPKw/QP+B4/5XK66SWtUmEtTPKEZxy0zC4NkDgvoKTudKiyKemWwZJnDaFJJMGyWFlEMxIgVQg9+3uPtMrn56VF+qzvdf1hjTad/9+2Idq4uuKXw5rEuEi7T4c6Ix+Jvi7wHxaXEYcGRaWVXyVEgdFWWYDvvRKuvdNL/UqMS0PU1wWGM8RQ+5CKof4pEwlP15eNeBTngCU3LZ6CDb+Ald8QCnVyAIarSxilFZMySQbIL84w3A43fVBApKvuhtEFHuqvNajZOfJwnchk8ZWaWY7hneg0OLKpD2C5Bs7a4DnJALtZSQeD+LFppkiUDK2Mur4Xy+jjV6zhfHYwRDtPspIkA0TJ0EyeUVpdY11tPj1JnAhZjtBGinkAXMBuFjHs0rxTxFnBHlawh+53f5R7rpSF/odheKYDJhJC74W609mX0EvmhS6fIxPqeEKAT6OqHb6cZwEH9R4zDjVQkiTv88aMDb0whYSLYmO4jI/nKoMqi0agfUiAYcORTVByQDZMwVIB/5jNkkFZDCYS3qbrbGLvnag08y5CVon0DLURcBikg7Vsx4ekdDWTVwIy7dzmHFcqpsuetdTMloxphpFmEs10hnMwqbjpY7rKmKTi3vsvBeG934TS78aJknFNGE3KyoXKA7FAonn31kUin20VqJMo3/bf/0k0858cNjx/Cg3QpGMyXnu74VdrYdX8/2GcBFEyRNlDmrs55wN/SunP/pTEuIAL5mHYuxecXvDvgp59cMnDEHroIgxWM4ckKeIUCJFT86JORwJJTJpWiUk6lahAmI1sxuBJBngN/XTy/W/ezTuGfv4sw/ezufRmznCEOdqoDJ4140YnBtl+8T4oEiJHmAsW30O+GR5c5KUcJcZlbOxZIT9v5W753sS413toA9rBJZ7viGnBU92wYFya5XRM5nUdjTutmupS0Iv1dSn66uBGb1TrAaGXoxQXvBSZt/wAdrGKDFG3HxkgiaVYPkVCLGaYacWV7GDQnY8tAmSIuh4k4UCGaEUY0Vki2G7MvMi7wuSIM4ldC+C3K9g+MFUMfYkgkZKFHXAkLcuvvMTKkxhKVlsgTABb/awCzYptCbgHaAWamSLi+h39mDfyFn7AEO3sYA1h8ixkBAcfcSbd9N2+pUpO9RI/D/VME58jDLX69zT7ec1FBNjTPl6WAkY7+8XGQINC0YxIXUHJdkszQRm9MdcATimofGoqXvql0+Cxg2AmmK4384YjIFGwJPsU7eelvzZUlHn95WLIfypKs8X1ODEc6UXBSz/VptAtZGnAoUwjUTKEKNJPJyGKnM8eDrCcBhwWM8wjXEKCcXrpJk6Kdg5ziKWUCLKMPh5lHUVCLGc/fXThICll57Obfjq5iB0cpIswefrpJMkAIGqZZiULn13awy0f9mRQZ0PNycLGzaK+mZzHjIQxPRaiGbjt+md/b9UPT/XAFffBsgNwuM1jBOk6VZ5mp1udHoBQHbe3HoWdXT7VKMXS4GcCP1VSzHOj9rS/RCTrgS/F7/4Jm3ic5MJt3HW1yCI0Tbai0jQ0Ylgx5WEC8TOop3RrCpmmjwmd7BlKwWdcSmEhJA9g+7AkZO1cLUBSKSjNueHI60amJPYzVHzx2SGnegLQA+dY9/FEptKzS9Os9deVGuU+BEswNyP37lN8hhu4lR4Vi51HnNLqtbwdDBJT/25RzJ4BkqxjG9rlfxEjZImwhQ1uFH2LmlQNHFazk2byDJCklVGyzKGVUR7kUldiE6TET7iC+Qv28j+bYPN6T3oYycp7D1ji36ApwdVfs0k2TpVjZt3P/XVc7/22TKjjCfF+ipUmCVJyjfcMaooRJFwrDQzofkVLTXzq83kaXfor6JMZwzUYrgebtMm8rip+pmkinC+QmJDnZTro+XkNJEUOESdF25BBLO0QKsg41iw+/TudDHX9VBvC/7p1MqCzlqK0Moofu+6++F3p1SithCjiU1amDe71r+Jguj5C4LF+NMBTBRc6gpmeQtr/qaLaK2HiGdh199JRn3ffLxYsO8hnPinzhE4ofGIlJBWrL0baTd0BXF8kKGDj4zXb4D/ffPZuUpvV+rJwBJp+9/vsYTl+bNfcvRELG7CIci2bueOJzzLSBt1f/U3aIl7C5urb4bav/hutX12uNqlZwuRp5gBFUhTZRZBHGF+QZmzNrxjY8Cv2LxcfvVxYNlH5sEfpzkQ9ZoAGp34OJMbgxwEBa3et2onPgdvHcRlgL/Xm8cUq/XtapgAxmuGoJSCholy3+eNw45cNbiHPhTxGYshgeIlDOC99jlmWdUKDQ/6K/FsfUOl5QUuxdZx4vYlusUkOt3JhmSNqBlQVUK43rT4HUMwG3QOVVUCEZvJqyYnL9DWOvb7MlojNrnqGhN4wNzjeGD6eN8tLXRXVA/zFF8BiJwMkGaGNt/LvZIiyk9UMs5gUcfawgjxhuul1gXS/Yr/r5LEgJagEKBIk1pDmSG2hYk3K11sEKNBMmIIcxNTALFVxAhVClWmKNJEhSmOuTMwpMJ6QA5NWO00k53N9OrNE1LwcYC5pImTdAziLRo7QxgQJ4qTIE1ZAVhPNFBklwgr2UCQkqayBnHu8/rG/FWl2c+HZTIVTaSrdUPczDUOkY+oCA5I8Vl81w5M2Go74sVUUC65jUK5ZNAOpeQK85CJynyumZyTeXBf5rvcwGtx1DAXINnix2G6ffJwez2/LOKsZspfQkudwfiZDL1iSPiynNv9aXqbH9uyaPYbqDXlPxzF1svUsiVgdmAbPva74HG+PqIFyxwCjWnVl7s/QwQXsZgdrCGCzm5VcwG7F0jNoYwQTi3300M1TPMaFPMilJBkgwRgAKeJsZiOWip/fw3mEybOV9W7ITYJxwuRpxGKMBABlGjlCq6t80Idgjcrfsd7fVsvGKn7pbwPHWFP1/lB7mr5YLKLZ7+O5ZKTw7HnB9sPVd8l6eUSpg7QM01RjMBM9fjhFPgxjCWH+NVqQCcn3T0W8Q418+PiH98cyhz9eaTzBb8s8cGDZTNuCE+01TuW+4vQAhJ5H+W3oOggphGYhmmrhW2nUVj/MIwvB/sA32G7AFlNQ/L4umSR1ozIZE1aAnqCbC7KJby56jKGOQQGhWkdFA946KhH005OLeJpOQhRoY4Thi0bZ1wO3v1VeO5yXP42aBwBYJsSOCh3+bDaneiGq4vdYVH5b/AO0LK+pKAtxpPtRjF5hMWjKZA/7mK+Svn7ORiJkGSBJO8N00acSbUrsYYVLd97AFnKESTDOYdpIMsB21vIatvIYq3kdWzioNlR9dFEkxFu5nUniWJg4GKSJkaOFOaZnmKgHb+V5aJbP5CqrFI5M1Hu+TaxjSotmM4CkKnWfl92BoYCjej8hgwD+k5CNgZJblDzZhdb2d/XJM2TPf5JxtdgHy6oJqAgbTRtBnoyn0JlcU4oVmSPsbiq8a+5X6XpZ19y0ooAbW4kVvJJ74gE7HvjjcOwBUHWXIS0/CGAqs2ptDG0ocMiHTRPTOPh44DdmpjVWDcjG4e1s4QDLGaWV+YyTJkZCgVg2PiWJaHT9UvQG92wrfdgwHYJv8V4cDIKUcGggT4tK2/SRZIB7rysx1C4bmtUfeCef5DOEKBIjzf9PhHfwr6z54Nu57W0wPg+GTditgIWA5UW26gY0npI188p75aNjEHhmCSAeTmlibGet+Dmxg6vnfpc9KyD5yGLu5Up3bv70ovdw0XaZT15up9y6YQSZm0zLM30OKHBtC68D4ADnijzZTsumMCC0ecuUPiRY8nxM8mGP1QMCMGmGiN8G/MpHRc2Djk9OYLV8zNLJmMrLr9gkX6N/ngaDjgXivRzWwGNVsCQA3uDU+exiFb/LnfQ0/4oDhVX4VTT8ERYSwHLBlayyfLcwacBxZSNTyi/RbEkTLFWwKo20kGcek+SIqEMVHzla3EMtBxvDVxHZmFEmUq6QIUoNgya1NpYa5X7Gcjk3sEWAeFPB/n6XpamlpjZ+uuhjP8spEeR3uIvHuJALeUwd2lQJkyNKBqfSiBMss2WD8tl5djjoaVHH23zW/7/tFz/RcfHvJjNXNpt+2wtCqU8VAw9Y0VIU7efS4IBZN16ON0bq0wn1+Cs2i7+pgBR16WWW9DbD7TIu6zeZDWc4wPNiVtWQ+a656N1L99BbdUhHibGHFSQZ4GEu4Qru4wlW8ip6GaWVZvK0McIO1hAjzXxStDPEYRaxjdewkc3so4cCIZIMsJX1JBinAYcu+tjJas6hn6PE6KWbsPIGe4KVLGGQxQy7XkZRMm7SmLDvZ95oWx3AWI1nF0No2QFZH3Wqql0HZjY4sgb2dx7bC0t7BVX9njJIB0Bp/zANCPuqzEgHfi4Cy5lYZwwkEVASjqYiTJYWuebBWtagN+U+bCYScjPjKXjXLRJDnw/DtnVy6hlLi6GdBnjGEtJw5iK4EoT6pikT9R4i/X8S+XiYicRhwsr4cUwBTRfulCa4XTmXOw1e8spEXHwS+jvrGrBX6pilr3PA8ijqjZZIe+al5d596tOQfXcEC5M2RuhgEAuTw7Szk9VcxHYCajNbJEQfXaSJ0U0vIYpsYQPLOcA4Cdf4bQ07mCZEE0WmCVEgTI4wyzjAY6xhKX1MEmc3K7maH7Gdi10pRIa5JG0PlQ6W5LRIM53Olgn4eKUN2Q4sV5t1HAJY5IjQxmEqzNx915tJ+1T8vF95H+jxXC9J8hKnTr6btGqNzM2UXT8x2w9PJ+E1vzD43tsdrr4L7rjO8xYK5+VESDd0ZyuDpL58joBCD3IpGaKuj4QGdr7HH3Al91JRBu5a5mXjV9k3tmID+d17pdlDqGS455KV6c+VCJJmnisvClF0vYS0EbGDD2PpQb7wl97Cr0+AWrJgfOpTZP76J8wlzYSSPukoep0OYuOjs19Ocyfip/jivkRVNTwD4n30sAuJt4ySIc4ECSYIk2MP55P8ryrdH9lJJgr9n/0OBz7x79zG9S6jL8V8Rm7+OyI3r2Yelivp07IXPzZFZZJrYTKXNBmiDJDl47Sxlu10MMgUEeaTopteXs1OxljAIB3sPLqRpx55FQ8R5T0LPs/7h2XNvaN4fNPTs7X06XyjpTyYItKzgKx5ICCMWYHlCx/iySNiMLqDizjv8B5WZw4zFREPp9n9RdVQwHfJS59xGoRNpDeyxbpADS0r1H4MGpjSicXah0gnlmmw3bS8dVszwV5O93B21Qx4+/fAxsdKdvMYaxgqtLOIEdrUh58q04QYpZUiIRYw6n2/AtObKLKAcSLksOo2Iw4NWDRSVVJqAeNlVrYw8WFjOmU3nENmallvqRokxh0iQeUnNK/EgslxCoSZIO4eDOgNZweDDNFOH11MEnMj6i/jQe7mKi5mG8MsJsE4RZppVb+HnwpU4OYbPSbZ6ZbwqJ91/bb03KMjos2KjJOJuKgAeBL2d4tkthBSbL5pSdvTQOxsE3XtzaWTinWMfT1j8lilN6KOT/mZaLadT157aDHMm1QsphZ5v9kWbw7QTD79Xl6pE5e29mgbUaxLC5yqEA8MqgQpkWSAMHkG6cCP7QbYnMsB5pHiXJV4HEESjgbpoIs+GrFYzCADJF1AJ0aapfRxgOV08xQ+HPKEaVRBDDZ+BkjSTJ4coqPOEuEAy4mrJGU/trDqG5/dI+vDdddw+Sx5Dj74FSF6DHbI71Zfuo+//3L171lrok99TW+3x8KtX8dcTzwF2NZsWTMb1DzxvwWFnFmso1Om/jiJOiMAoZqaKE1LKF0VAvipYM0p0TlVYIQ2mslzlBh+bAohWHZQJmYQNk8xBG/+AeycuowBkmSJsI5tQsudNyXAjbqpbSOQLywgo1wUskQoY1JTJ6xBSqzgSXZdluG+N8D2i2H/cgGCqoZIZj75GdHgX3+bNGalmjxENUOYCW0j8j2Bs2RAnory29B2WP6uG84GR04+wnlIDDXyq7VlFwSKqU1IjjBLGKSHfUyQIMkABWW21kyeTvoZpZV+OrmUBzFweJIV2PhpY4TNilX0Bu5jLhkyRBmllRbytDLqsorKmCxQlM+99HAe+7DxEz3qNdKNFtTy8vxpY+OWXF26harjNcs6TeVEVPoXrOpeR1Mbn6tmv69GS/7vUKdMrsMECWArSafQbP1qU+/UvZiOw7VodJk/Bo6StQRcyZCwhWoqSVHZx+IAACAASURBVGFaNas1fDju19X7FfmoUsFPbLLsms37bdEMr/pFE2u3F9i8EXqe8gBjTRXV8sRsRBaDF7p5fTGBptkL1uzX9ttyujJNiBHaSBGnSMht9kdpZQ8r6GAQE8ulQ+ukMZ8ChvS1l2h6T0JWzwTTunv3vWC4Gx593/TP17TsKEdx8GFSoESQf/iknGiHinJvtDfXdAh+eA3c9Ndf4FZuIExeGaR6SZAhigJmjEjzfKI6U6nz9VHt3/zOo4TzjzIZ8xIN56fkdxttHeBoTDzOSkH49h/BPVeWWHrhb2HgKH8SPyElNZMNpuUazqaJ0UiJKn466WeKCF/lA3yR/8sorfSoefFN/CdZ5jBBnBwR/ofLaSZPBZM+lrm+Jf869lE2BjYRosiFf/W7fOu9MBk8s6797KqfJ2c3fDVjpomtY3hsqLwyam4flnvTPuT5Cdl++MGbwTK/xmMhmbO+l/C86dbsEEnsq3+8iB9ztWKE+bmUB9nAI4wskiZ6uF2ZT4dkc6n9URxDWC2ZKJimx1aKTQqTUp+slk0BrUDWq2Kz/L1ax3bwOTPnHJ0qdoyMgeddx5PAvNAVsL1eVD+L2iz9eO8LPOPgN32nhe3EyBClgyFWsYsANhX87GIVEyQYpINRWhmllYvZ5s5VUTLkCePHJk8zZUx81Yow28vCvgxRpFHNzSGKlGkkzTwaKUu/XGvEXylTDEGwICbWNj7ytBAu57DDDrG0rHedmYOUqkEmiFNUUrQiIRwaCFBRjm7yixcJ8fTP3835l32YLvqoYZAirjxUCkQaJxgtLyFCjs990mEgKdelXrZYX6cyZax+6J1MfzO7L9P+XTUDdq+Ea34IC0fFm7RR+Y3qNOTEmGz2dKiMNvI1FcuvFBQAScvI9DpTH00/W1rZkpVnybRkvdObyWgGdp8Pf/ivooIYbYXJuABYJZ/HCnJlLf5TP2ZOl8S/er+lX6fKpsiYQbG4MJTluiShplU4zTq2cZAu+ulkHmmeoYOlHMLCpJkiq9nJCG0M005Esa2b6jyG4qQYpIOn6GENOzCpkGBcgcU2d3ItH+Ef2cp6N8Smg0Hu5ipaGXV7s3Pop5m86+kGch/Cygi9anjJkC9ZNczsSY/F2jFm9Vv1B0PhvNfHdAzK1+1eCcOLZN/vswHDSxpPxeV3D5YkHXD2/gvkmkzGPPIJeAco4Emt68eN1XjiX3X2HFKtG896DTWrnmzs+VpPvJAHLWcEIFSP0lkm7kYkHQbb75CYHHNPLxKMkxyAg8vEEHH7WmErjCc06vdznAYIF+A/FCsoVJTP61M10R6OAWNUfeL5UgrKhW/JygOl/0+bUI8lhLWy7ICgld298tpVRcWuj6I0HGEn9XW9lFf1zKhITgZKtQ5g0TIev68slE7FZGhQm9EaBmMkiJGmjRESjHNAyb0WM+wapq5mp5sgFsAmS4QSQbrpJU+YX7Ke67iDIiFWsQsbP1vYQIJxOhgkRJExFmBicQG70Yl3+RbvPWrZWPllZCDu+MRo0fZDhih5ml0mHzw7klx7y9gEntMo2qcAJeCEjBP5Gh1TD/6qLCJa0pKNQENzgbb9LWQjOdIxGZuhomyCBpLicRAqKu3wWS4ZA2lm97DCnUs1S0dvBsQc1GCSGC0ILVIn25zoqMlfd+8a3HvoqO/XX2O7ABCASZlGyjRTxCagEut8rOEx7nuDLOpWo9y3WNpjXO5fDpfwELdyA/dzOavYhYFDgRCLGMHAIU8LyaJIhM/W0szEaEaAgXXb5LlPxeWZ1mzYyx6U6/fRL8ozXwrC4UVwvmp2NYCnWQKajWvjd9liBcJ0MEiTSi67mzeSJUKQEt30Kr+1ywhScn2d2hl2N7rP0OFuZtewg09O/z1lE3YN8rIylD5W6d4nMqVAm7zXS+i5zFaMooDlmdJuWwePrYb7Lz9MIfQNGi0l3dsCfY8sY//h5UwejtPz+D5exT4OXVBgSElMRlvlQ8cWh/Ne81oMCQgRS3tN+1TEY6QVwuJbcjT2kl2y065yYQHVE0wQZ7JO2iHS2HM5QBPTpIlRw3Dj5ouECCEoRNX1dZPdjCsJpKLm0WczArTUS8uzjZr45NiNDqbl4Kjdh4VJsCQIsva1SUyN08Q0R4mRJ0ycCTfYIa3+D2QeX7EHHvmvL/Mv10X5DJ+ig0HGSBCkRLw8SSuj9J9b4V/fccov9Sktny39aIMCVzJRMWofSHpSkwnlK1QJPHuzpsEgnR74XCwNHROuWUt6jGsflEhWxn7HoDCBLnlEAKp//iP5/HjCM0N+OQVkvJAVsKDRL+B6OA+RowYpophYxEhjqoOR+7iCTTxAAJtWRplEJr9hFuNguN6MASzWs5Xv8g4u40HG1T6lk36eZCXL2c+V3Ot6Bj3EJbSQp0iIc+hnkMXMI0WELHFSDJDkcu5nhDaOEsWHQwt55pNyDw1036qBybOhl+3rkj49WIIPfEV6mTGxVXK9nmqOHFA4CgDTwM5sRo6uUlCujVV3+GE43mGN9h4FD8yaDSrPPvg40+qMAITAo3B1PwV5WsRfwnTItkCr00vwaIk+lrEy+CjTIQFnIlOwY408IKGipH5N7H8tR5Wp8AqGaWOE5eyHuRkXtU+Mg7/Q6MaYj9JKWUldlnKIxQxx6IIC910BD14qzVD7sCdL6+2W93zhTnjTHYL8T4c8XaLfhtduga3rX7rreSZUS1auK8hCHCp6H00loW4WwhU+xk3czId4mk7C5CkTJEuEMWWCu5217mb0Lq7mNWzlAGKQuo5t2PhJE2Yt2xkg6TY6K5Wbv5hIR1y0vkCIAZKs5Al2cBEJxhkg6b5GJioTUMBWtGFFAzYtRTs8i1LFjlV+W65BqAgjtDHIErJECJMTI0tleFd1hScNTNOkGCDHB4QEBBIJiwAMJ+ch5KOKXQkyf7zkjkHDgbuvgo3/EWTVrhybN8rz5qtKo71wRJ2S+2T85iJnt+eXaQlIrdP4qhgspZ8OBmlXIGov3e7YeL7lGX9r6Z8940NvaHTkfEDJu3SFKBCiyCgL+djfV4jkpDEO52f6n2SikhbxEb5MkRDr2UqGKA4G04TYSw8hiiQZYLhdwBA9X59tpZ/XUlBOOHv2eSfT2sTUVL4w914pJ8qxtBx2RDO4m9ESQXKEacZzR9Vm4xmirrQvSIkJEoQo8gCbqGLwFD3MI8U+esgSYTU7SRF3T0nLmASwWMio+IwoH6n3N/097Qwz+rc383d/PpPt9HKr4XZYsUf+Xpp1Imk4Yhatr482Dq33+mmqSyUb7JCkleiVB2lwDjIvDdldkNsHySfm0PpEkGbyNDcUGK8twFk4JuDQApHB+GwBify2yO6rPigHhSXRkhdT99FWYewVQi8/36fj1e/dAcO0YyiGoj58AkncE9HYIkZpxcbPLbyTm/iwy5IE8VrTYHqZRmFLBsEJOBiVmlofq26iov7Z+jDGpELQkQdFJ+mGchVMGqjio6nkeWnafogzQZQMIyxyE8XEuDYH4AZ1LGKYP/xAC12jOVY/nWEq8mH+7i/g978NB2rn8uPfn+KrH8BlBvlObtk+LUs/z42W7BOOtApTZ+Vu+N4fyD6lEJZ5tBTkWWCPDhHRQA14G/XZm8l6IKjBkTE93C7j+savwGc+ATeV/pIsEfaznH9acB3RDLx2qyRLPrba28DOjtp+pU6u9Fy3cbOsiXqMNqm1cB89rpFziri7V3iaTrrpJckA21hHnBRd9PE41zCPNMvo434uJ0qGi9nmRtWnmM86tnEvV3I3V7mJyYvUXjVKhl5eRTvDPM4qmilSVcqVKBlKBImRZhHDPNWuQMSSfGhQUEuhzmQJb3evt5dODsBPrpS+Rfc0GtTRc81gh8eos/0ika4vrcJwv08ZkWvLEi23rN8DGDU1ZpnpgnosttOJyvG9tFIxXWfEFqfi96Qb63+JS1X32xVoFCqYGR4gORTgHz4qwExLVjS1N/59I+MkeOa1Q9x7JfR+5Bc46iSrr077l414p1oNDuQiZSxzAseYoGo8SUUxPOpTwUJF2ThevB0+/jnITHbS3tjPh/8R/vtaeGATXP99mON4qGw8JQ1cckBeL5o5tdfupRz0JxoYJ/q8XnyDdYPXVCkresPis6cY+9PvY3/pz0gwTpQMaWLMZ5wJEvSwj0E6XN+gICXmk6KZIgsY5REuYSl9lFUyUZYIPmzaGWaCOE/TSYQsyzlAmhjDSJboa9jKrbyTjWxmNTvZxSpyKqbV9kFmjvc7BkvyvmNpGGo/yWt3jDSV+qqnEZ5KOq5+He2uP/t96IlUg1wVdQ9DRfCXDbLMIU2MHazhHXxXvocqASoqFUzOTXxUKRIiQtZtgg1q7gnMTF8aKQefCwrVZnxGSp+YVvHho8qSQQEY+zvl8xNxePS3J/it+2DVLvm3z5GTtUZLNlJltanyOZ5ppL4mJ6Kb11OVT5fEseOVZcLy/fCkMkcsEaSPLrazlhJBbuBWLud+vsKNnEO/EgzIAK0HbhpwlPGo3BctC9SSIzGilgtTz/Cq1EmS9AamRBCTMtM0EWRaGUzb3H+5LMy7V8q1veRheMe/ysfAwd8EwM9dBJnGi63XMjfxp8oQ5b6hD/Khz97CN96be85rUz+HHsuU8MUq/T50U+K3VTOifURmTQTxlFCggyVY9Tj809hn8WNj4yesIqT92AzRzmv3/4K2/3One/q86QGwKJIhig+bZuXlBGLsrTenWuqXIUqELH4VUx0hi42fdoZ5mk562Oc2xRpEGqGNVkZJE8PCVGzCMDtZzdX8iJU8ybf+8q9Ydu3nj5sO8kLVqb6nz6fZm51+859vgmvvVP5nAelv3PWlJhKt6aDMWQuU7Yz239Nsj2pBGAs1Q+Y0fbKZistGvbEEhSPrCFFkmHbitRT9dBI8UmLdkW1U6aJEuwpgeITxN+xi6zUSZ2/7YW5ans/dK73foz7FRktfdOk1w5gFDhzvsORFl04foyp1G/ea9mKpShNt+5+9OTCVB1QsLRYCw0rSrtMTTcr41bpnYpFgHBs/l3O/O+7CionpYLgeJLaCzIPqPVgmGBUNtFdpVD5pFo0Y1LAwMSnL+lgJYBoVz2fD5+CvVgWCrzZiWmXCeelziy0OHbkh9nEeh2lze6dOiiSY4ADnynXB5CEuwfHdQz4s882nPi0fsN+dt2abSNenzp2uVS8RCVRUWpfPk4Stflz6hs5+Lz1sXkpAIV9dupNlyt81IN+S9+RbWk6mzXD9tpjC67HaOirS0Ef2/gkjtHGYNoYJcYOS0euU5U+OfYvdv/xj7r5Kgm2iGXmtijkzLare7NpRPijHwuhOl3XvWVU79nupHef9+VSK4skkZmmZm/Z7qpjCrO3sh9HyEvbRQ4o4K1WKmKUONBpwXC+9BONcxmYeZzVBSryV27mTa9nDCqJkqGJwkC5XodDENDEmXRuKB9hEGyNK9mliYrGYYbaxjjJB2hhxwaYtbGAFexTTaBK/MnE/uriA4chzNycrz9Uk3vMWLAnQUTlNmWN6bqjvm+sl+1ZA1r2//QvYu8KzFNG/X9mcmao2FZH1T4dF1csw9XOupVwltZaaeQ8gstV6agVmAtp6/dLz/nOZwtf/Hrr019p++VkvNVh+RgBCPrVomAqV1yZ3hiNNgm58EoyzY41HW04OwDc/WAaGKIZg8SC858vNruFwhqhrVtpJP20cIdo45rr9GxWDcRIuwyFPmCgZuuijeO4QP7wGbnmXxOv+8Boom/3uAPPbsslsPyxNgb/iUXxDRZGsteRfyqt6+pceXKVGb+LSdNvpIBKdGp3isdXC5tlHDz5sFjNIkBL76eZJVnAe+0gwjk4CG6SDPrrYxAN0MKgsiuUFFjFMFT87WU0n/SQYp1mdACR52k0veow1RMmwlfX4sNnKei7lQQErm6Rp0FIHsyzNgd+WpsJqPP0Bgl+39GTXVBQmn6560MDBpzaSOpHK50q7HCX8m4G4U50B/pxszYyg9xHOyyb5SKs0BzUDnu4UgChxcA7L+qYYaZPnK5IVr6dMVDX6dU3UseKSz/Sy/fChm+F+dmPgsJuVrGW7m3DTSzcjtJEnzBOsYjkHiJDFwKFSlz6j/zSYuQPW4E8Zk5ySEgWwKNNIhrlUMfhNHqCNEQZIkmDcbYimVdRymhhtjPDAJshMLGM7qxmhjVuWPEGEHIO0KFCi4vpQybNUc2UXJmUsGgmT4yp+jNH83GDQmVyZqGwKMlFJtoyRJlCX+OfDIUiJZRzg9TzM55QB6u/dAavf8ydsJoQP2/XOs+oM4bW/FwjY10yeLBE6GCROihBF2jjsMvrCFGgmT5wJBfo2kCJOWpnStjPME6ykhkGMNFt4HavYxV9XPg/Imn7abEhe5Hq604u31hLWYFnWxbwi7DUqs2d9iKL9DjR9XqcIzk8pOdA4dDwjzwUIS+767T/lrqshOSJz3Q2/klSora+Fi3fvJz+RBGD84gEe2CTzpo6/1sySV0pK+8FEM3LwZ0xGXTDIBGX8XMPGR0UBtAMkaaLIWrYzyBImiTNHHZDosadl0CZlTEvWqVARUoqDKWCRH7Nu/rNdzqWYTAetinu4aThgFiSmXnyIyjNYZp25Q7QzjEMHk6p3SjBGmBwmZYqIYVSOiMvWPJMlE7OrPpHLqCnLgprMk1YjxMcMYmn5gn963QXccvMTPLlCxmEuLMoAPXf5HPl+DUy0ZFV/YYNjyp9Niplww63w9r84j5/yBvZwPp9XXm31a60G9psp4sNhHz187uMKnFSJgrp3ORbwdjoDcS9VaZaWnjfnZOHy++Ueppnrso330QNIXHyYPKvYxZOspEAIA4fFDOJgECbPj7iaBOMM006OMEkG6KYXC5Pz2U0vr2ILr+PN/IDbeSvXcxtb2EAbI/yMTSQYx4/N9dzGQbqwMNnDeezhfDbwCDtZTTvDDHAOXfQRJUMxJH2uniN8SlqcicJRzXyxT19AaHbNJjbkWoQl9KpeePgSWYN8Vfk6LZWrIHNjxRQ8oNHyksPrQw40+Ndc5+dVNhWIVAc0Het9GDWg6n3++QLcp1tPc0YAQvomhoqeuVeRJsL5KWy/ispMgxmcYqhdvn5eSk6+Vu+E5Y8sIM4Ed7zF4cZ/KTDauh+fsx/L9B4EjRoWQ/VmiQ41YxTHGHUp2LmwPBShorzGJQ+LP8P1t0HpcCcRcnz58xN89UZ46BL4+vvgvd+UAVkfxR0syUB9hcp5/HId8ZvVAhyQ+5VS0oYgJSom/Ow34FZu51ZuIEOUSWWIGyONhcm4Uu5rU+gMUXrYxxOspILJfHUylydMnrCLzocouu79c8hymDbC5Pld7mQvK+ilGxOL/+FyPshNTJDAwXCBAy1NMmpyylMxhfKrta5nYxlVaZTmZKUZDVEkTJ5FDKvNoeF+VJWxdIkmJD3KcM2n3Z9HDT9VnBN41ByvNIMBJG1sxZ4ytl8o1Y0lGfMPXwLXD03R+eh8Vgcm2LxRNkitY5Cep7TFhpfYNNtY7mwov602iowzQhvd9DJOglXs4s1zv8XmjWKE/4XtsLK6lzSeQYiAQrYbdwoeM0j+7nNP0xwMomR4I3fRsOgwt78ViMJffhG25zZSwU8P+8jTTIQsiYYxBmpJ/FTp4iBhCgxPyMZpJU/QxUF2cwGr2UmSARx8Kqa+5rKB8jSTIUqcCVemAZBmHgmj/0W7xi92WaZ4AjVa8jx3bPgyw+2yhl7ysGxWnZqBg48dXMjCkW2kY/BHf/g6vswmAHw4+LEoq3vnyVeEGRDAUgcrFmVwDaTTxIhxlPmMkyHKz9jkJiTFSLOW7SzjAA9yKQs5Qg972cxGdQ8NCoT4Hm/nCwEf//WLf2TXqtOveXqxKh+Gb75XWMgbN8PeHg8kCpaljzA9vN09fNK9TDgvAFByQDaw3/tDhydWisF+f6ccXG1bJ3PbQ5d4gHfPvjJzssJ0bs7DG+4foH0Ybr1B5s96n4Wm4iuAUH25SbQOXHcn7GQ1JhUiCpgWBo/pslqHaaeKwQBJxt/+Ux7/ty8RI80UERbWpY3pcjBcGwXHgPDRnDJ/D1BSrMgqBtM0kWUOBjWaKGJSwarViGTLrrTdMSpEcjlhmlRaCFLCcCqYFmTnOlx0VJJan6aTYdqV/+JjLGCMQ3Th0ECQEit3y3NxNgFCmpWg2QpmeebaP8xi9lVEhvw3fAzjgw7nMuBKr9fyKMbF27jlXWI8PRkTu4h33wIbftbInVzLk6xglFYO006QEosYZhsreIAwYfIEKZEijolFk+pL55KW/heTPGEslf75xZ/9lNt4G/NTaTJRxR5T772eGWGcRffoha6a4ZkWr90uEnTTkqCLPGE3aGgzGzmXXmoYVDDdpOHFDHKYdnzYDNPOcg4okNbiqDKgnkeaDgbpo4tO+lnCANtZSyf93M1VXMXdHGA5r2YnzRQZJ6G8ieK0MUKK+fixWc5B4kzyKGsZpVUF7DQSyYqMt6kke1Xdv4IXOnAmradGHXjToACcD98k81f9vho8to3jk7XxF+tl366lsCB4Qj0DybQEoC2E5Fq1qim36pvJrK0HiDT7Djx2KJz83uBklQYvZp0egFAdBfC5qIm6udFOBnpy9lfkew4tlf+fPyF6989/XKjM//TZMcZV+oaWaWnX9blpuGA3nLcHlgwCuRbyNFPFRwt5nLlT/GK9REvu7RGQabRVpGWTcbjnSvn4x49AKdiP7ZeH6SP/KB8/vMYzn1404p30nW0byheiZt/3UNEzzgQBhrRPSCEE2SUZoek2ySRcUSk3DgY5whxVjIJ5pFjEMCWCVDDZxjpexT7mkeIQXRwl5koZ1rKdH3INHQrhj5ClnWHKmHTST5ASo7Sykt1umtkDbOJeriTJAEvp49xe8YdqUWkwUxF5tnIZZeqJBwr5nGfT5k+n0pPV8SQPmsKvf4dIDlKN6pmnorhXFo1K+mUrEMjnAgf6ZNN0gSJbeQuZlOtkRfLvqmIXNSgAyZgBHjnuz/DhKEka7tcbOJiTLazcneNIq2yqEuPyjD38eli/dQJyAdb+tJlINkM4L4b0wZKc9M1Ny/gPlk7OmG92vOXpXE1FeMvt8NCl32Dbk+9hJ6v5esOfcOsNcFNSNNimJVT0P9t1Hrd+5yHKSsqnQZYIWYoq3r1MRCWNOXTRR+tl/85dV8uCfKgT7jSlWbUUJf7uq2D9vx8iSIk9nEcHQ2SIEqulCVChmQJ+qqSJEZ4/QGSikRbyjJPgEh5iNxcQpCR+cHiyCkmmk4d3D+fTTS+ok+12hnhg07OvRf1p0OkoadDzoX6furGY3eTH0vK1w+3ib/HpT0P2cDd7OJ9vk2QFezif3ez/jcMUQ9s4uFx+3y/zIRoVCKTHlA+Hah2caxPEr0BAE4s4KfroYgJxqi4rWfcQHa4XX5EQk4zSST95mlnCIM0UCTHNERZi43dfr4ZBP518ZMkH+fYpMCc+nZphV5Zbd//qE1YMR8ad7YePfHgxC0eHAM9fb9Xj8DCvx4fNUWLEGWUHa7h60TfYvFEksL9cJ82tr+pQMwQkHEjKIcsvlJfhQBIOK0mzzxZQf+EOWW9zYZE7+9TzVArKGtxc9Gj1AVvmxmLo+ONmRtpa9czy06tPGTtRaZa5acGHboI+AkzTRIo4SZ7GryKr5emXNMdnSDKPNMsPwJ669bGJouvnJYwi71g/pK6/HLzkiJFmjIQ7jgwcV34WI63YkxUMy3vGTAv8DRWCNdn0FglhWlOkY/LMLcocpqWWJ0OUCRLKP3E3y+jjCG3uGvx7P5gpGTxe1Y+9021unV31fXqwJCwEv3rO56WENbKblRg4pNTcl2CcB9hEK6PczlsxH7WwHpXgkxYcXv/HF/Peb0Jo2XbmkWKaEI5iYaaJYWIRUvdcp8ctYQAQEH6KCGli+LBVCqufGGkqyuT/Y/wt1279Y/o7VQ9iCjMdlP3ASbIZZq+Dz7fq2RQvqD1K/RxyCtZn2y8m3VUD3vf1OqVCtQkTCweDB7mU5RygUYF0AySx8dPKKCO0UcZkESNkiLKblSxkhKX0s5ceckRYwLg6NElj4DBBKw1qrC5mkP/gzRyhjVXs4iDLuZJ7mUuaFTzJMItpwGE1O3mClYzQRg2DZfTRTydpYmxK/QS/8jDV3lPZiJqTVELkS8pyP47sr75nnv3c1QM4PkekfFvXKymXKYCNlkNqVl4qLnt1zZzVlg/PYvo4MkYGkjLH63VQk0Nmp4QeT7p8MuCOfl4NvN/Hr7xlfVUv3bjYdGwJ2fO1galP+zvROD49AKHnWZbaYgbLcuE0aLC/W0W8B70F+dF1EvP+pjug+MQ6+lhGlAyX8iBPvDbHoS4xhr77KhkwxVCOTDTnsgCCJS+ZqGpIctllD0qEvX9/pxshuvV3JrjpQ2rgtcBX3w9/8zF5v9+5QYzeBjs8XaOpEkF4hSH0nGU4ntxKN54ZlQ5357Ve2sov37OX3D9HOEqMNDFaGcVBJH8DJGkmT4kgyxSlspduljBImhjr2coIbViY7GQ1K9jjmktHyRAmzwJG2Yp0zosYYS89zFE+GTfyFZ4myWOs4TruZHnlAHd+61o+89kKNUOaZr8tpmam5UWN6jqWl8KZWoWQp8MNYBOmQECN2AxR9+sErPG56VHHS0k5UTn4OLYC/tmljeEjE428dmuZmiGbJdMSL4zxBKzYU6Hz8RrRo2IUmYrL3KClN83F48flnsmlIzyvvgs+9jf/zLt2wVfWC/jd1yWfNxxY2ieL5u28hffxDaaIEFAJVGliOBhMEGc9W1l43df4/vWwVdHm0zFPyqJZV9MhYSqMtsKV9z7D4NT5dHHI9ePK08xCjuAouQOoxT5QJlgROWGWCCt5ggxRBlnisvvC5BSAMc00TUTI0kcXcVK0MsrDbxnlz/7hpbvmp7ryYZl35qbhi++JMtqd4dYv9PLwxUNvcQAAIABJREFU63vx2/CdmLBGPvoPMP7jd3H+DbewaAQG8TNFkGaKislnzPDo0pvUHBEKhImQpZk8EbIUCFMiSD+dlAhyDgOEyZMnzDgJLEwiZMkyh/YFO+ke63W9FToYdJ+nCFlSxNn9zBuZivyYRuv03zyeqtKhGLe9De67Yoj0XPn/YBk+93HofjzIUvpcgPQr3Ejnhz/Ax1eKGXXbCLztdrl+gx2eh1r/OeLrUmyWsa3lsqaStaTi8vz4bBmnNUOo947hMZst0zPS1WyEV0quhe5btmyAjkMSpLCYYUIUMbGw8anwi4TLtFv8+bez+6/e4/qlaYmnieX6f0U5Kmlf5QD+hooEOEzirq8iIbIpEaaZPBWV15inWc2JNZxaA+FciWKzd881KJQhSrjs+V2OJyBYmuK8qb1sIcYorexiFV0cpJND9LOULBHWPnb2jVF9QK03kfV92/wU9LKERQzzI64hRhpbGYQnGCesek5bpbyBsNpj3/o9vvgtm4/jp4bhAustZIE4KeLESVFUm4NRWoV57sqxHSUhFDm1ZoMVFMP9QS7l4/s8z9OyeeyY7Vfq2KXBhM6nBXQvqznOqpoUCTFMu+sVNK6S9OaTIot4RDxFD2vZ7voxbuIBHuIS8oR5N//C1/j/aGWUUVpdKwULk7mkKRCmhkEAmzXsoINBypjESCt5fZQoGTJESTDGNl7Dcg4wQhtFQsSZYJAljFSW0DYxgmVWXAaNZsf4qhCclkOBM0UwPxsMes/XBOhKq/1+gwJ0jJoCbm05hP/2H3nySf29x1qjgiUvQr6pKEBa/QFNVXkR1bOCrFljqp4lVF+zQSL9+npOqTJz/xfOC4ZgVjxD+RerzkhAaHZp6uyB5XIzOwblRIt/eRcrL7qFnasF9Nn3vm2UgtuYiMMP0tIwNxVFh7h+q0i/EkMy6EIUCTfkGE9IAzWQhJ2r5TV+cgXc8SbIRvrFsNGQB8Zniy9QsAy/fQ+881ZIPrKYL351iOSAt6nUG8rA89//vqxKR25qfwQt2XEa5BqOtHknXH/wb3CnMmHU59gBLJYwyAhtpIlRJEQFP0FKVPEzRoLFDGJhMkmMCiZtKu8DYIAkw7RTJMQO1vD7fI9+OnmKHoKUmCJClAwGVQZIspQ+lcgT4TN8kmjmE64J2XQdvX5OFg7XnY5WjbMHEAK5X/mwbNqbK3kaVXx5lhZ0UhgIKASyGPoUqPB8SzOMqJOzHK80Ywig9Qic049rrqmppw9sgo3GFLE0ZOYKyyKe8iK6tbm9zz69qJ7/2wqWPFrs46tEapsckOd1xxrxX2tWspCDXfCDD45yzs39PE0n00hq2CithMnzYW5ix3t/xQMXCHA7GZMNpV7YJufJHKkbVqdBNqfvvAX+/roC/XTSRR8WAUoECVBxAYlm8gQsyFeiZJnDNE0EqJAlgknFPVnVRtL6mQhgk2AMmwAJxkk0jPH198nG9myVusTSXkLehYcyvF7Jm//p/dD+2ALiPmHOfuEv4F3pW/jMGvj35fBWJLpWj8cahgumAq53xVFlLD2flOtrUSLoRmofJcY80sSYdO9DnjA2fsZJsCEtnk4lgiR5GguTHawhyijzSTFGgmfoIDkgxpEv1woVxUQ6OiVsU6PmMRvX/Fs3//X7vSzrO8zqRwP0vvEgH/nxl5j/5Wb+/GsF9qwQGc8jG2Bpv8jDVuxR4PdeYXTow6/RVhkLDY6XsBLOS0+TicrXlIJeYxwsiY+RWRFQQUvUXimpgC3z6Z//HZif+zmDHTBQS7prlniM5NzDkiuuew+fvhr+z18FMbHwYStWkJ8QBQqE8OGQVrKTZkyaKhUJcKBKiGkF34o/WEW199pgOkOUGEcJU8Dvq2CUZR7WoB6AQYVgtUSwDEWfsK9DRbnfnTxNL69ikhhZIjj4SKgNKEDXIenFToZBdaZUvWLBULKroLKv6HgGhslxgOWM0KbAugwjtKHT5DRYnlMepCYWP+EKhuhgA1sYpdU1hZ4kjoNBkZCbWqUBg/pwDS3Lri8NDEmfFaF11ANy66Uur9SJK6AA8YUjcu1qinBQJOSuXxYmvXQTI80orSSUNPoQXVzBfa58zMBRgTMRLmIH9/FbfILPsYcVFAnRSzdRMqxnK1OKSbuLVVzO/TzCBvrUz+unkxBF129xCYPcw29zAbsZpMMFEA9wLm2MMEQ7Nj5ixX6Xia0BjoAtH7OTtk7nqgeDjCpcdY8wVgshj8Vn1Lwk5zlZOch01HjV4/h4BxbNeVH8TKt9QLFJ9mf1oJB+7UrAYyL5lFS76lMMn2P8fHvWmjjbzNrneAoMnyN9965VYJSlN34xSbSnzdRdf5GO5QavI1RtvyTZlAhi1wI4RgXbL1rB3Stl4qv45Wc0/v4tDJYEOOjuhXfdAvfnrmWaJhYwzpq5/8PeHnjyfKFkT8YgUCmTmTtGNuKhqo4hD9mCcZE39OyDK++FrkdaOcRSzuUA9719glve5TGE7vlt+TArQ0QzwijSdDhTbZhfDNR+tp77dE4dm116w60d43220vI2yX3Jh6VRWbEHvl36AEVFvZ5HigkShMnzIJeygS1U8LOanWxmI+0Ms4tVXMMP8WPTRJHXsI2trKdEkHu5khBFXs1OlisPoiQD/IhrOJ/dtDNMF30M0844CfZynlrSZRFoxOIXrGfJl77DFW95JwNJNcmI/yLBkvjTjLTJv48FDD5XqhjMuo+nQVxhfflt2XCk4sAROfNKE2OAJJ08jTYdFq8XR6WslAkxDeDyEaRxrqkGVyccVbHVV2iDRdm4Ouh8F8/nRKZSHdWrv9+hAbNk8OpdDvMmITVfAN90TN77QBK2XyQnRAtHZO4YaZN7GM6r1J6zjCXUaKmTiYjMbwNJOPe/zqPj1XsBoeaetw9WfOkNZN7yU0pBeMfcP+Xyo79ypT5f5KP8y/c3834l3W07Ij8zmpHnYTwh1y407aU/mJYHDE3Gxfg4zTyXmj3OAiwayRJxadmryzuZR4oiTdSU75RBFRvccSipOg10cYjBcxy2XSJMr8HFkj6p55ZG65iX47SoBp5bXqENMI8HTGbmwMR8kVDf89vwg95PcT23svVtz3D7W8dcv68/++BibuN6lh/4O/68fLPr5aWtaIVjJZuUskpCCVJyo3cXMUyOCIbarM4jRRXDTQ0D3FNNEKbeCG2MVRaxgDEFGc0jRpoQRRqx3L8P0cF/Xyss31JQwNmpyPOPMz+Tx2opKGPGUWxTnVT04KVQOqeXQ10if13zaBV/Bba9bYAVe+B1W8Q7aqhdwJ5cRKKolwxK09k+LHNeb7e8jt7I65SVomq2TUuescS4fH21rkPVoR6hoiff0OzsY5Ve1+qTKZ+rZqdtvpRVzxSZ3eTPLs1cB2guyPXbtg6ykQF+tUbmOh3/vGELXPjkE1zzNyKDcDBoIUuZoGLZ5jGpkKeFFjI0KmP85oYCmYiaP1WCIohc1lIMyyp+QkxTVUBDRbFVytVmmpgGn4NRDmAFK/irYFfk5CpfayFUKGBajhtRb82bYs3kDvroIkOUHaxhMYOupH60spiANYQvOPNanEh69GKOzfpH6GQOdAxH+k+9TkyHZB8QycJg6VxlgL+BLBFK/D/2zj4+rrLM+985c2YymUym08lkkqZpGkJaaigllFJiqVgQKiICoouKqyKP6/q+Pvro+v62vu26q+suqy7rsi6uKC4gIiJvdnmtpZQaShtCG9I0TdNpMplOJpPJZF7OPH9c933OSdrSFtpaWK7PJ5+0k8lk5tznfrl+1+/6/QK2rEA/bSSJzWhjBxR3Vc6pW1hm751aT0qfXZLEWKjcPseJ2Bo0wAy2kP6/FpnW33PFORT940z7nfZOr3VwtoLNVHiJgrmzW6dfTKGubEBZtb/+2a3yPZSF/kobCRoZopl2dtjnkxhJNtDFCp6w3VEfZTUX8QCLeZatnEGYDCGyrGcV13Ej/8b7OJsn6aaTlWwkzDgB8nybz/AObqaGHFtYRisD/F/+kc0sZ5AWdtLKa3iUO7mcMibzGWaIZtroZwm9bKCLKCnyBHiGDuaxF8DWyi2rXDaYk7V9tuvfiYzZZxsdbscvd5RVW9i8YRnf5iHoP1/y/ZJy/jMqsvfoM/3m5TJ2ek86WKuY/ltVBbUeTzs4Q7kMhut13aEf03texZAM5GDi04eThzHKM/M7rWMEAti/2CLL0ZyVThpA6Pmi7DpkuC+OFvA1S6LJsqtFBnNPszAAfCWxa2247TzmnfoYX/4K9C65HZ9KWLXrUC6oXIWyquJVcESlckFHuG9fXL66O4UhFMwlmAglmArK61x1u4h1tvx+kdCBz+3lS1+Tg8Dld8Ldl8rfnAocSD99JQ4M3RvqK0FRMYX0Yp+vkiTBXxBa4Ke5jBqyTBFUfe0CNJxCP0HlwrCZ5XSxgT7aeRU9JGgkQSNzSbGXJk6hnyaGMbDIEiJBI2PEOJU+trKU1TzKNjrYS5NtP9lGP8M0UUuGPTSzjC34KNDFBhGVu+UTvJub+c4/JMgqK1KPAjATDapd7E9sp3sso2JA3i+L3HNtULs3y37VF19CEFDnAOOzQbSsYg/NDof9cyAd03G0OtDV6mDhdh2z8BKYhNYBi/iotNXsUYlTQ0I2nKZhCO2OUDHSrF8lTMFkTDaNfPULvUInZ1iGAOJnb4ZXb4DlT8LQgm1Yf1zIBYVdmEV45DWwhlE23/JZLjrnW2xaAW+9/1bWci/Rhd28+XZZf/1F+KePwde+JOsdyMap2QeTIecwkK8SpyPLgP967QJGCNJNJz10sJSnKeGjnzYlmOqlnefovmIXD1wEk8FeepdIQltW4JIWx9ZujrGks7lWDKn8HI0F+Es5LK/o1hV8cM3P4ad//lX6t13A9p9fy8DPl9rU9xt5gC428GAJ7uZSGkko5qOhFEdMpf8lAGweYfpoIc357GE7Ids5bg4ZivgpY1DCpIm9tNHPKDEmkLbe3TRTS5YxYniwaGBEWexO46dAhloWMsidXE73vtdz5R338ttLBZB4uTK6jjSiKfjz/1JtyEpQMZiDhy+w6HxKzib6nNQyKHuNYTlaQJZHqqf6IKqrqvWTsq4VlC19XUrWOp8Ci/0FVSDzShFDJ8nZkIyLfi+vxIHhdqvSgtOagRVNwde+LOfMT3wXNiECz9OASdF2MvJToI6kajMqkq5ECO6fIlM/jQnKfaxIhDQFqhhRJheakVTGZJR6Khg0eXeTK9eSLwcIk8GfN1T7tRRQtBmDNlEI5OWr1beDeHGE3TTzLKcxSpxXs55HOJ8CPs7dyEF12V7qocevOicA0RlbIMw4PXTYbTwhsvZeFSFtt3yBU6QysIiQtgWKA+RtxolbQ01rOYXI0ka/3S6oX0MXyLSeVBmDsmJeWhhk548zGXTmaNVJbDF+MoUGxoqmWM0bFkTHYAMLGVOOmFs5g33EOZV+xgnTSTe9vIolPMMmziFCWlhaJIiSIkOYuaRIE2ErS/FiMcApACxiO+tZxV6aOJNudtNi6yCuYj33cAmbWU4Tw8wjQSN7iZGklQFGiNPCID10kCdAgkZGiTGfYQZpYZj5NE31Aw5wogkOJ3u4wWNtLlQ05Xz+jl9AvhJgIpQnG1IFiSl5XjAnIMrGlbIv6fPn8+noGJbskY17pWhfUBqoZTVftOuYDreTuFmSfdRfnKnt6AYlD5Xb6XOoG6gyLNjbJEzegVYxBTmRwN1LAhDSCFcuKBXsgEoNi5iYJbHfHI07NprxETm0dHbDz66BfY2PYVjwxrvhq5+sZT2rSNDIEnpFsf2s3WxcCaMxSSx0X6I+GAVVT2HTHkleGhMC/myeeC0R0nT4nuIfPy4V6PvWwr4bdjAVdHSHJkJwxZ1S/dm6VLWpWK8ISx8u9ETUNGSN3JZMcVHRj8efaiRNxLZG1tUYA4vdtNCqBPlKmAzQSpgMg7Qwriwk5zPMfIYp4KebTpaxhSwhasiRVkKdZ7GZ7SxWEFKCAVppZYAAeYZoppYMK9nIc7Qxn2GeZTFTBGkkwef5Bq/f+H+4d63T9mYnyi+jVjFwFs5gTqwhF5AmRZQAeZcGiQeDsu1cBNj6MIcKS4FCOrRINMxkFD1fuB3H9EHZX5zGyIoegLcsc9+rUP9wBn7KO3nTln+h4JfWKcuYqbvxcomiKYfG7k7ZiBoTso7m5u6iuVceP3MLfPyRzdxzyWZufOKjrOU+VvIjfvJX41iGrG/f+4QA35/+O1n7hudJxWbZFmm37elwLD81UJMNwbtught4P2NEldBwjgSNgIh0BsjTzBCFc57i2p/I73ksAfE1o7RsyIam9Ts8ltPqYnkUpbg405Hi5R6JRqgfgRveD5/cdq/t8PUL3sYdb7Eo+GHNzxv5GP/MP72hn8spESFttyWUMSljUsK0H/POmHsWUfbbIK9OVgPkbXZQjCRRpY8A2ImNlxJ+pplQ7K/FbGcp29hBO3kkUY2SYpAW3vdjMWjwqoPh0TKEXk6xbAt8/Ds+bn9bkc5uWYcaEjJv2/tkb9m4Ur5X5Z11qmlY5pplyDrnL8g5KROWRBdUa/aUrN2BPAzPlwOwnqvB3Mw9S+ssTgblXPO/aW4dTegDv2531xpqvoKMUU+H0kt86nSy1MrZVs033WAWJGfPRXEsy5CrtUTfBIdubrn20pLdIq8AHgLS6l6uBXCxdGvwIEYM1UyRo4YCfoK5vD2mlqGLp+PMqYRpZo/dliagRZn4vuN9JU98eJW8g6m0SOao4nHmtATpZyPMZ4j9RO12oghpsoQwFbvSvVYWlNh+WZ0/nIKWtIJp5ok+y2QIkyZiP0f/TL+2Xpf1/0NkMSmxfhXsbnEAvZcCCHCyhE7ma7Ky3pl5n83UStBIlBQ+SnbOkSBIAyM8xnnUk2SCEM+whCkCDNDKq5TF/HyGuZHreDc32QDfb7gcLyWW0ItfSSuEyNJDB7/hTRTx049o1V7E/dzEe2ij32afgeyvvSwhQJ6zeZIRGqgijwcLvzJcKpmy3ujvJ/v9YBwEvKlS+qsXPQAE8kyGZjpdWoYj71DwS5F3IjyzUHGotrFMWByF9bXR2sGBvOyjB8vVtdi0BpD0tcU/s3g92+xDn0U1w0i/H82af/198jl3th0bhtDRxEm5fbsvEDhCzLUZAVQ6/0fcYyoYmEWI7HfaxUqmMC++8hVJYi54EHr2XCxClhc/zo8+NcFI/F7SEdigqsnBnIA22mLOVxSaL8i/89Vykw22yI1mluAHH4TMnIfs9xYeh+v+Q2xhjR1t+CmSPGs3N7xfgKLHV8JbboVvfc5hJEXSx9+C/ISykCozqW+Ho24eroXMMoRa3TAiYxRUgr7piPyd/UoU9Rp+TpIYjSQIkSVFlCA5TEp0sYEnWEmMJO30UcZQeiKSZG6jgwxh4owQJMcgLdzFZQTJ2YvzEM3MJUUHPewjznyGuZgHGKSFJDEb7EgToZ4kkwSposCZbKGRBM3sZouq1kwpzRLdJuYty307Gxj6kzoAHEVodpOm/0fSMmYTIVj3Orjk3l1SyVRODG3041P98D5KFPExRpRqphRQZNmsIE2Rnk27NrDU870YB/CGZoa0vIj9uBsw0vT6QjmAaeRtR7u190mFvUa1hnXe303vrtez0rqXW98Ke5qcTSIfONRffemF13L65T9yPbz5dnFpzAWFGfXOm2Gk0sDVv9zHtz8DA63/DBthxSZY8yDc99Sn+NDp3+EDP5I1GqTt7qb3SMX46aVy3dbeJ8yx59pl8377L6Djb9+kxmYTXkrUkLP1EEyKNpMsSA7ridNoGXxWWlfUcPoLzvyxPLK2gjymqzD6u9sxwqgcfJ7pdUvfWYdap040oK//nt4X9fs61AwwS3KNK4YwVN98++uJpKGQgb9HxjaQh41XJLjm1zdzDTcrZtDMxENT4UXLRE5XNWRtzShwkh0Lgyy1tpiqVL3LdLFBHHcoMEaUekYo4iNzbi8dj/dwN5eynCdZzmbuZS3L2Uw7fQwzjywhcg+9gdrM79gfdebebAeSkzU8zLzPdMuVdhDRVtCzK5ju/VAbURT8cN27LsBiPfOH5ACpNX9iSfndS+4RQKi/TcAdHboNHhTbY0BApPi+mW4m+v0t6ZUWeKMs6/q40k7zKv07y3BE4n1FeX3dAnqomO0yNruFbEZ70UFu7MOx+9wHbM+xZAKqtcJXkmvtsaRB2agAZTlIW+51Y9ZZRh/+M3NkzDR7o1ppt6UjwpbsptN2bQySw6CCnwJl1eql9S0L+DA8ls3aQjFP9tFACdN+DZmPIQzKhJWgNGC7lpmUlZuVBwsffoqU8arfDxAplwnvL5OrtaRSX5R1o7Gwm/FimCmC7KOB5ppnyU9G6XjmwEt3tODt8Tz7VDwHr967W1QqroTZX5D7OpZ0NLQ0A7X47On8hsvYSxN5AjOEv93AjvvcoddEQLGmTarIYyo2kfuMo/+t28PcP3MDSPZnwSBJDJOSLRCv20t1gdtbkrZTHW6HwxlGJ7MYFSej26YOfX/pllc9N3Uc7fvW+ybIWSJFlCGa7bbL83mIJzmbrDJQMCnRhjBxqsmxg3bOZIuSr0jNAAWbGeJhzqeTbpLE6OIPbOUMlrOZu7iMVazHwmAdF3I1t9gmSCYl+lhEBz3ESLKdxewjTowkaSI0MUyQHNs43TYXOJMtZMtzsIxxG/A3LEdP6PnaNw8m23IiY7bbuFEGTAFjV/zBR3Je0WYH6bbHSEbu799e6jDidCszuPYFBfBqO3lw2p53tEuO5gbt3eErOuLTs3WN3KH3KbN04PnMf5D3U/RLcSBYknuuvQ/uX+u0eh5NvJiz0EkJCM0OfXN4LaXzQREvZTxYFKpkg+rpcMTxaiaFIn/P+NvY8JZb2LTifpIxbOv5uqSg51pEccGg9Nsv6ZVDUuMfhQcySQ1lTEJMEGOMJt8uti4V+/knVsITKwR08ql2tm9/Br76Jagq9M8As/7yR/DJf4AffFjeq75JI+k/6WU96SMXFNaW3pA0dVDf8JtWwIIhyGESJkMBP3NIEyXFME3UM8IgLdQzAkhfthac1ZUUgO0spo92+/E4I3a1J0wGDxY7WIyPEqPE2U+UjaxkK0tpp49elhAkR4Q0zQzxl/yIKgpsoAtAHa42izCdsuQtKDHOfODlxRKaCjoJ+oNrRHvn1D19PI2gBFrQ20+BFHWU8LKbFpoYJs6ofQC2lD09YLea6TYzgzJ+fPYmOzvk4CSbsAaOdWgmkkXA1izSiU04I+/9vEfFnTAZg8trHuPtk7/hh7u3Eh/ZQ+0EjDS8/Nl9t70FfnWVHH47tsG7uj7MQ6xh9c5H+doXv89Ig4zvg2vgum818LGq73B/K3zy7+G5bVeQf9uv+fC/yM9ft07Ymr+9VAA1gO6FER7gYnWozSnXFGGflFzbkh8PBhX7XjApcs8lInptlgR4fEWc/8jiPTdJK+TOVnHk1ExYgEmCdjJTwG8nKyYlJfjuJJghspTV83IEbUC8pNrLwmTsdrE8AaaoZg4ZMoRZwCB7aKaKArdzFddtvJFhBthBOwAhJqghR73SHWthN4+yGgOL1zzyO9a97uXp8vd84Vc5X8EPPz7lQpbVrWM4LHvfRAjmJWQcd6mCVSTtFJzyVQKglbzOQXba74Bq42KMQ9HvCEWXTGkXC07CSL2wojNznEOrPgBrN56iia18+b9pXI4m3G0HZSU+qk0zHlwjj1temMde9tFgM290aIBcz7UpqilUqkjGptX94aOIjyocpVjNRBFQ1lBuVx577vqZttm1UjDxksc7A2Qo4cVP2dbO809KxTQXhEX5beSmIwyxAP+kDyOQYvH243sdT3RonadsSEA7y5DCdOsA9NLGKFLR1YC5W/D5YALQQeXcqE00BBByRKPd4XZ1dDOJ9GvPBps0IO+nQDI2U9zbKDs5FDhJ9CtxYPgKIv1RnZdcbYA4CRqpYNBIgj4WcQV3soEuhpEDzQhxmtlNmrnUkiVJjHpGaGUnCeaRJkIHPXSxgT00Ma4cydLMJc4IMUbJEOYuLmMlG4mQJsgUHfSwmeXESLKMLWxkpWLylWhghAFEpH5a7cVv4B7CZLiLy3iKZaxkIzBOURX7tAnPbPmVP0Uc6v47GIBT9Ml+88a7IEkdI/GEbQgTzEFoAhbsht9cLvm4Z9Z9ru977UQGAhpZHnntaEpeZyQu7Hj9fC3IDbJW+1yyJbOvYcEna7jdxaLWfMOc+VlA3qO35GAHKExgIiTvYdF2KbTe+aYTS+p4SQFCoKjOasPyUmZaVc52N8sFNgxY86gwhrauvYWrfwnx217DRs7hKp5hde3vWHehWJYnGuXLV5D/B9QC4C0lmAwlsAxBCCdDMlDa7jyUld58w4Ir74BzNsE1N0N632mkmEuAPEt93Tx8Pvz+Qmmh+NvPCGV75Ub5HFok+5U4dOQDwgLSk8gNBmm76t4lcCtf53N8kyA5xhA7qCA5dtFKE8PKXSNFH+1ESDOHNAX8JGikmSHqSdpV8ASNzGOYOcr2uI6kzW5J0EgtGRYySJYQq3mUKQJ2z/citjNGjC/zNS7jLput1E0n1/TdwpZlcn95LHn/PnXQqC7MFOp8Kce032mLG2oWVt2y9CQNkyPspkUdMMUVyqBMXtlRh8hSwGcn/haGbUdfwquAIjnsmopwfahwXsNrN5o5VTUXOwg/HiyqS9P2RmkUDRYMWXSrZMcoS1WnVjEhdD/vyz3xie6XZLFswPrz4BMspozB3VzKvaylvM8kekuKr/N5AnP6ecf4bXzjt5+n3dfLxKt/zYNtArr/3afhyRXCkvQX4P/cCNx2FVsZVVXrcbLU2poIzoFXk+ordjKUpUYYLHsbiI/sI9HwChh0NKHbbrXekmU4YEMZ014P3YKlfgrUkrXbvQBbTFq7ipXV+icW9SZhxqmoJMakxCQhJW4rv6cMDD9nAAAgAElEQVSTpDQRLAPqyyPUKHZmiEmipGzb7WqXa9z7/h3uv/hPf5A90ZGphfAEvPsmeJALiLasI5J2roMWzgzkBcROR2RctTW8UcEunGlGz/xh53CrgSLd4j4eVqxsn6x3kbQwoANT0ipbNg7UP3i57F/HK0qmU3XX+nNVSvPs4fNl/Jb0yp41xYECdRoUKOC351cRk5I5TXQMcpQJMUktWaaRAdXP9ymmpXBTyvaeKgzAos1mKajH9M/k96swKVPyWwQnDEpVsuDq9rGQlSZQrBdnrfpdJ+RansgwLPmctRnHHKGq4DBH8gRsqYKDuX/NfsykRI4gtaqACVIEMSkdAAjNZgaVDpKuuQEhvWYHyLOhS+a2ZjhoNqwGhl4Bg54/OnrkHp8q1zBM04z25yQxNtBFmggZwnSxgV20sIkVVJNjCb02WwtglDjt9BFljI2spJUBtrKUK7mDB7iIekb4ED/k7fyCCGk2sYJruJkHuIhO/siV3MGtvJVfcjVX80sGaMWn9tVGEgTIkyfACHF+xyXspYkYSRpIkCFMVX6frXcDDrDxJ43KwYGO2S1d7vt02g8XPwAhJhlw7WWGJQ6co3FhvIKjQaTZQDCTEa4lC7zq8ZqszHPtJqzbzLSrpn6+FuYuG46zGHCAjpB+75q9pl3JZjOB9ZfWKS6bUtjpMoUlVDcmmMOJipMSEHKje/q7ruLngk6PdJ4AlpG3E1Dd637JPeB55DyWPxLnrs/+iqc/8wi+0iNk+2GTSvyWbhWNjKFm+Rvuw5JhOOCSCdQmoKXgDGhtVn6+p1luwjsvh19eDSXzWVtQSjNBImmpjt/wfqFqbuiSgTZLornx0Pkv7lqdzMLUs1scDhcHE/sabpJrOB1wmFUjcecAXJuB639zLx9/U5z/4Fq7v1ZbRPoo2HokzQxRxGQXrURJ4afAZpZjYZAiSjt9LGcz0/gJkWUuKSaUQOAytrCVpWxhGfdyCQCL2c4ytrCI7fyR5VQwOJtNrGI9v+FyLAxWsZ4JQvzqkX/gI4/8C7d/qp8ty5zP6LEUcn8YevufapxtSrFe+A7zPn1FR3Rt2i8LdGQ/dPWKmLemva7jQvpYRFyxt8SJYZICVZTw2dUuvdmV8BFiwhaG1k5Smj0inKADW8sAZddaxq/0EuQnHrLU4KdAVbmAZRQp+MEo+gmOlzlvfZG+dvDnpW3mwSvGGWxxGBVF03HlAlkPZtNsT+a5OTv0uqUp9LtaRFepPgnfLH/RrpC5gZssIT7KP1Mel3Tjffw72WKI0h9MbvrDu+i4YjNTQfjCVw1O/eo7lBbCMHllgeynSIEqm40CLm0nyrZtvCQpPkJIH28NWWqyYDU54tFHI8ruvod1u447Tib218Fcxma3FB3KmUOvLfrabFsKp20XscyRuByC9kflHtZi+m6nGkkSdRtYiDoFnNczYmuZAOxVVVKQVpQpqm2ACKCfNsaI2vM5TUTAIAwGy61MKJ2MB7iYq/kll3I3G+iijiRF/DSSoICP0v1vYDL0O5uZ8lIN71EyQuvG5Kyw+ssXszrwRZ5TbSzeEuxrhNRcuacDealu+gsyvhVDEtd0RL7CGaflXR8+p/3yVZ+U5wSmBSyKqf/3tTtC8em5ikbvdeaIduEZP8JDq7tNzvI496ZuFztagHf2WfF4hQfl0mQ5TIuy+vuGAZRnvofKrPeT9zsMZ29Jqsk5ZUbSu0Su68f+SeZPFQW7FUWbYwQVMOqjgEFF7Mw9k+y3ZOxNylhY+JmmhM9uGdPrdYEqppm29b1MymSpVfuo416l2ULi0mjYVuel6RrC3rS0qFV8hEtFSuUqSniI1u0gkoaEJTpxhxuLk3nu6nYxN+istYM0W2ha5QlJ5YapwSC365f+PlvX0K/GFrDZmDGkPylAXrXvGXaREZxiln59pxXXsk059PNTRLmPtVwdcj4PuOZJRa7/7MdfUlE5+L54rGJOxsnR9hNllNgMsC5NBB8FcgRZxXoipBmimWaG7OLxCHG62ECCRq7kV/wdf00XG/BRoIxBhjAPsoaruJ00EWqVC1mYDCYl7mUtrQzQxF4SNHI+D9tA4g7aqVf3TDNDREizhTOIkuIpltl6Yw+xhot5gPqk7BMgn6ngl1y0cAQu124yhvdYnovcrcPWgWcbmAmelA3Ju4PPLoDa3aTnOKLRWidv3YXY5iUaKKoqOK8zm3lkqHluKKZOY0LE4ncsdj5rMCd7W8HvvHYgL+f/fECuoy4mg+zL2tGt6IdKYabjpH4f7nvWY4l72t4mYfSmI9gC2eduhLvfIPvmoVwaj2WclIDQwcIyBNWcDOrqcQXtMpaKOnTm6ASsva2Wm//yMYaaBfEL5GXglm6FK28zeJTX8DRLacFgIRY1Sm/GVCKX0mtdxsLLNH5bRFPrWITJEGOU/PwU6y6Uv9HTIeBSLig3xLxhed9jdZIU/9mtcvN++StCb8vVCGPolTh0eCyZYPujcpi1DOlh1xOybIhezaYVcP3Cn/KrXVeSVhadAHUk2Uej7fYwTBMhsvbhqoDfrkbrg08XGziPR/ks3yZLiE66aSRBiiirWI+2Vn6U1QA8wEW21tBitlPE5HauYowYEdLcyeVUk6OBEe7iTVx+5/cZbJHFrCYnKvJaZOzlGD/9c6Fjhicm+MDwD/n7yqf4JVfTgeiGBMjTxQZaGFT28wVqyFLCSxYRviyoiieg+CKGTak3FC9B29PPDmEpOFmGAxZVbLApSR2RsTTpeXlK0TxNw9C800cwV+QHfJhlf/FRblkjC3XZcA6FbsYanNwH3aON1gFhRvYuDHA1KyljUKPWPj8FfCqJ0NoWJiVFZZaL8Avege/XbyFIju9SUMy8jD3nZrdEuKOsACBpR5qy13qDMgWqeJbT+OR5rVw493ZO7Xv5OPQd79i0QoolkbQkoqmoPJ4LQozRGQCcPgB7XHufbufzYuFzCfhbakcu4KeJYVtsP0+ANBF20I4Xy9ZCAUl8w2TYw3xW8yj3cxEZwkRJkaCRPtppZYAMYQr4GaOOAVrFRST/8tLvOlzsj8I9l8Dv9t7Pd/4fnPGzMwmd+hTbFwmLp3Gf7JP6mgRzDgPZX5D/pyPCop4KSiHsNCUUr3XtMkp8c9ov4EwgL8/ra5cDcV1KDtkaAA/mZE8OZZ1WqNTcA7UfXgkndDufDq3/k6uW+XjlHXA9bZiUCDJpa9H4mcaryiSiSeKRRs6KDyiqMRknOmqQpN4GD/Qaq9umJwnZIJBeq7WotN47HcZLle3s2EhCBP7LUp23MMiUo4SYxKSMf6wWizyRdJFE4wm/rCc0jLJU7At+6GPRjGunv+vWWze7ZzZIVM8Ie2gmRlKuJ2F7/dXhZhe5gSWtHeTWECqoIuZ3+QTXPLLbFrl9JY4uyoZ0cWgG5i5a2EOzfebcQzPt9DFEM6t5lK0spYcOlrOZjawkSI5OukkTYVoVM+7gzSxnM2FE3DBPgKu4ja2cwROswIvFEM100EOSGC0MspnlLGSQEeI8xPmcwyYGaGWYJiYI00Y/r+P3bOFMdQ9JlnoxDyiNMT9f4Os8xTJa09L+q0ELzXCxXkKsTq+lRL6ZJBUVswOt+7lwEG6+xmnpdOsKaZaOu2XLZgcpMF+LRw+2SE62YFB+pgkourAGSltLFVQqhqPLFZgSVn0sKfvhZI3T5hbIzwS29PvRYOyUcjLXe8NoXN5LNAVnb3KALjj+7fIvmSXDsAR1q806C6+FF9N1ccqmDEJ6wQSd/3oucZrY+K1f0dMBu4NSvbjtKovGxENUFR4imhJwprdVKmD+gjP4gy1O5UZTsrUgW9lQQsCKwVIyHRqe1xK64V/cAGd1gzUpG/D61xb57ifglrfD9R8RplB85E9zLV8q4Ss6NL5YUlU3yw7dsVY5deWCYsO76jV9bGSlvXmWlYaFrryAU5XxKxhIA0EgLJUBWm0b0QUM0oSgdimilDHwIjpDl3APD3M+y9jCXFI8wUru5lKyhLiSO6ghZyfNbfRTwmSYJvzPtpKMDeBRaLO3/PKm2z/XLkBpfAS2nAGv8n6H634b5aP8s32YSRHFwqPcijwUXfb0GqzzYNnsIAuPgn+EGaR1E9xaQTo0u0SDRjp07U7fAxnmYO6tJThnlGeWgLdcJD4KIbLsaJU1IZAXIA9kUdeMwZd0te0QsbsFXvMwXM9HSRG1dWH0eJgqQalVAKsHS/FC8jYbS2sqRJTTXDU5ZSketse+jD4kO62CurUIpPJtUrSrn2kiDNBKgDz/9DE4e7PcV6/E4WNbh4BAoaysofpQ4i/I2ue2QPZTIEsILwG7pQGcxESzurRukAZqM4Tttl3NbKhgkCFkg0y61SxIjr00cRrbqVJ/r4cO2tlBmgg9dHAGW2hmiGdYwjwSNnPlf1NE0rLWZENQ/7PX82k+Qc1zWXhOkosl9HIW3azltwyelaK/DaYCUiyZ9stalY7I+SU87uyf2lFVJwpa3LJKuev4C3IIz1fJ74zElUuZV/Zcv2JNV+defiL7xzqCOac6rwVNtXBpcErGJVsUN6kJQlRRoJqcAmGrmaZqhvaPSRnTU8RfkLNRNgRTVCtotqwSWJlvOkHUAG4Jnw3M6tDA7+xWsjxhJqkBIEstunXbUsLTYc84/oqA9f6CfI6Xc+hxK/ixQZ/ZIM5s7R/3/7UGVIS02tlMsoRshym3GLj7NUxKNhtI/9/NSNIs9xt+9TtA5qc2vHkljjy8lhAHdLdImogCYULUkWIx29lGBwsZpISXNBHa6WM9q2hhkBRR/BQYpIXlbCZNhDGitDJAlhDnsJFfcyXzSDBOmFPpYxtLuY4bJT9QDLLT2cpmltPMEIvoI0WUOpLUk+Rd3MQjnM8H+Fc+xA/YwjJ20sqpPMfTLGU/UWIkWXX2PzPx5Grbit2j254MMI0DGcUnc5glYctEPSkGo3J/54IOqSIdkfP5eNjRtvO55B0OxhKyDNBTNxeUgka+Wkgc/uLM62MZQkLQ3Q+BvOgxag29dAR2L5C9tka5Fkf3y+umI4IbhLIQyjtYQq3CFcppAYGea3OkRB5dLW5q+YB8xr52x5n6uF7nwz3B4/EsAG4CGpHLd0OlUvm+x+OJArcArcAAcHWlUtnv8Xg8wPeBS4EccG2lUtn8vH+jcnDau6ZtaRpnbUbRbimruomfsBp8TX+bPwz53Yvg3McZWCWbZUePuHnNyQj6u6QXFm+XTTpVidoVyAlqyVJLhlri1LOaPI0kMCkSIc1StpGaN00yJtpD/W0iCLgvLgM6oTQ3Nq6E9atQKugT9kC+qkdcyMIZqWpnHVmG4xrFvTDyKSiNgseA8Nsgcq3ciMAij8ezgxc5hgeL8qxE+XCuY7NDaxvsbhbNJn1wrc7LxGwZdByFRuKwgEG2sIwkMaKklE6NpUystavGTNE/3T8fI0kf7ZxKH1tZSiMJJgmxjgvxU8CrNmRdXQuQ57U8yCQhhmminT7VCCGWo2UMtrKcEeL0q6pfJ908/J4BWnbBjkVyP/viMy24dRys3ag0DPs/DuVR8Hig5hoIXweUwOPx3M8xmIuHCjfVf3YYFaFdgmI7lbGFsjNhcZlatkX+v20p7GtM8eV//xrn8zDL2cyFrKOEz04wM8zBS0nJ2Wp+nkkRHz4X26eMF5MyZXUwczNU9O+V1MFVAAtxJgMRJw4xqSqxPtJEyBMgN76Q6fE6AG7itaw563tsUPO9MSHr0FhUNgFNIZ0KSnJ1JJRaaw9MfgisfTIXA++C6r8Eaz9wHOfikYTHsrVhqR+Ba974Tn7NSsJkSBGlpHrha8jio0QTw4y7wB05pMrAlzAVPdoUm2PStpaMnwLT+KlmigxzCJAnQ9jWlSrhI84IIbJso4MKBmEyPMtiqiiQoJFOuvnS1+AbnzsQENL3nu4ZP9p150iiNAzJv5K5iAG174Dwe6FSPP5zUYc+1LidmXTrHzgVMj2me5rFAa6jR/bJvU0iNmxY0OrtJ1CWhKOA3waHvK6kQydAwhww7ed5seykxg3gljDJESRKih2024mL1jYpKd2ifcQpYZIiyj1cQieNnEYvZQxGiTOXFAHypIjynp/Adz/xYq6aE9YQ5D4I1ghgQNV7oOoDJ34uemadfWZXALXY89W3wEZW2q17AfIsYIgAef5AF3dyOfwRMn8MU0OWKVUEMSnZjjgajFtHmvrHklzLT1iOfAQLDyZl8gTIUkOAPO3/sYA8Aabx22zA97OX79y2gcfOk/NVbVb2Yw14aJq9dnnR8Xydcu494/niYA6B5T2Q+pjaF91z8Rjui4cj8GobYZ2Az3Y60mwtDZrp/T0fkN879TnYyhk0s5t+TsWgzBRBqlUTpi5c6eJFAb8tXJoNqTYJtXb6KRIkx6Qa/4LidIaZAGTvy1FNLRNYeBUzd1qt4zUC9DBNkBwlvJQxVUuaYVttR0gzSoxgJUehdhojDxR9rH6saLdIZGrl3FB1GL0SjyXr6ej/g3JSzjbH84zqblPUcag9Qlt26/yiqIxrti+G5LOxGULSs1k8bpcxpx1P5tCzLCFE1gaA3G17gGrrc17DzR7SbFwQF1W9ll7DzXzuHZLU5oKSgzy6GjacK4wKbdtddjEojibcbT2HYikU98LwZ6E0Bngg+laI/TlQPob7omdmy43+d2XWY0faSlY2HNapBoQ0G/IZOthNM4voo4lhnmIZCxkkT4ABTmE5m6klY++HPgXo1JC1W6Mv4EH7DLqPBrvz4CbezWf5Ng+xhg100cQe0kRYylZ+xyW8locxKbKd01jHhVzOnSzjKW7h7SSJ8ToeIE+AAn5ex+/ZwKsJqJw1RJYfP/lDzudh/BNVRNLTVCumihYy1uDG7CgNw9j/da2nb4M57wVSwHHaF2eLLsNM965pP3z6byXP29Mk3xsSwqK5/iPOc7SDnke10mqB6dmsnLJ5IJM2PCHA2WhMxl63V7tbvLTAdDYkhgs1k/L7kbSYPCQaBQDS2reL+mDRDukIKpkOMFX0yxoyrQoEqTqnJVUzcy96QP7u238hhlVaB6pwiHE7FnEk+HEJ+GSlUtns8XhqgSfVxL4W+H2lUvm2x+P5DPAZ4K+BNwCL1Ne5wA/V9xccWi9mKigXPqi0JACK0zXkA5OsvV/sogHWv2cHhgXvvwH+a/Iv8eOnEdFzWcrTAGQa8vS1QyacoqcD8oEEBdVPn4rK39I2zK0D8tVxCzy39zzG9sbgaWgjR8e/5mlmN+G6AQZaZSDvuQSeXSwJZG1GEEejIjfK578uDjntz8lh/ESExwt1n4XA6WBlYfebIXgeZG4HYKJSqSw63mP4QkJPwrGY85ieFLkgLByQxbwxAR86/cM8yQoySr1fo+16gw0qWGi2rae7whMkxyOcz0U8QI4gE4QwKREmQy0Zu6KznyjT+O0DNzhCq9qdbBq/nchouul13EhiWBaz4fnSkuMvOAenw4XHC3O+CP4zgAwkLoPq1SopPUFz8YXEg2tkUfOqsdvWAcZ7n2Xlf2y020tyBO0kRwN1U1S7dH9Q19FHRQE9PrRmkEBBPmaeUjT4o2n3GiACaTvNUEsV01QzRdS3D6No2PpFX+YrPM0yVoS+R3+b3Ivv/C8RSNaov3Y1zM86/D9veKH6a2CeCZ4MpF8HvjUw/QvgJJqL+6PwHO2YlGbMpS0sI0iOPAEWMkADI4wSx8AizghxRvBTIE2EkEpAAKUZNNNJpYRPsYwy9pjvoYmn6KSWDKezjQJVJGhklBjnspEl9NLLEuKMsLFyLuORxwlOSdvFiQyPF+Z+HqqWQikHiTdCYLUkNJykc3EiJODs1b9UB6CM02o02ALtOwUM16CBBoH8aoz0OqZbBPVYTiiwQeyttdC0o3Mha2nYXm91pVsnrAtrtxGeyDBJkASNtr5bH+2EyCr2YIo9NHPdffD9j0PpWIB8JgS+LnOxMgETF4C5Bgo3y8c6WeZiKCvnnrWfuZBf0EK9MjqwEBtkLxb1JG0HxxBZG8DRcy5Cegb7zoNl22XfqfTuRolRpbQx+mmzRVN1smNSooo8nXRz3ltWcQFFOulmFy3sVWvErn/4Pr+9TOntnCgtLhPmfkH2RSt7fOaiB2zr49lJS5nDg86BKTnDJhol6SgbyrWrIPvIOZtggFYApvHjo0QNWXs89HinidCi2AkUpa3ZLCrgAp+tCTROmKICCuQM4iVLiAiCsATIK4BewB3DW8Qsl5lQoD3Ivin3jRcvJXvfFaaRR1nOx2nI71GMlCLNQ+LSec8lB1bZDzeG0c/JeurJnFxn1IJfEj+vJZ9JC2rr9QxgNlvHLQStQSA3sOOnYDO33D/Xv6M1pNztYTXK2MLnEpvWa3IJk7dyK4UqWde7O+U9nrMRVq2XJHOgFf7pYw5YG8gfB5aICfFPQ3UHlCdh4M8g9GooncT7oq/kALUdPbLeDjeJblsPHeylyTY9CJBnnDALGWQav9L/ydBGPzmqMajQyxJqyZIjSIgsf6CLRfQxRZAYY6zlPu5jLcvZzHpWESXFMyxB60D9jkuoYPAQ59NBD40kuJB1nEofIHp/WmtoiGbCZGxdowWk8DPNdk5jghBdp/yckZ0LKJm7CU6qVjE15ocae4/3wPW0ejVM3gocq7no0oGaDS7aosuuwt6CITDyVaQXTpOOOHviSL3kFXr91WClr6hAIRczyC0o7S047WXNQ9IN9NgqyclAnMgDlqNdPO13zDhCWQf8T0WFDJJolLZqsyRkE7Mk82w05oBOHsshgWgNvr1N8nhVQfaAdAR6T5Ofb13qtC/OG4Y98yVP9B3HffWwgFClUtkL7FX/nvB4PM8A84ErgDXqaf8JPIjcHFcAN1UqlQqwwePxRDwezzz1Oi8o9A3jnxY2Too6pvEzj70U8REfgWt/Im1YX/g6bH38Oq7mv/keH+Mt3MZPv9HL/WvhRyFH26cmJ1VwfXE1/dmjWtNCWfAEpXVCJ4Q/+CBM1D42Q3hOV2RjSek9bBiRvr8r75AFuXcJbF4OTy6Xm6ZhxOlPPVGAkBmXLwAjBP5TobQPJn8PwJh62nEdwxcSlurvTLhsvjUgZJacNp5/P72Ln7CMTaywgQXdqnIosT/3Ru6m5I4QVzwg+SriZ4hmuyIj+hnSKqNt5vWGnSfAqGqXMClRR4oxopQxaWWAB7iIK/ueth24dBUiU3tk18PbIF8g4+hrl3G0hCX1n+ppJ9U4lkxZ2JMxEerTlYkNXXDjf1zHddzIJEFOUcBQlDH8FChiMk3VDJDI0TcxyDAHAD/TBJkiSG4GewhA64C59Wq0QHVJsYtKSp3BKhrkqLa1a+pI0cwQQ82yiH/oB7D3t3/BF+75N/rapUqhe5Z1C8CRhNEoXyBjaC4Gay8UhOl90szFpVvhLi4DIErK1kXIE2CQFs7nYRaznVt5K3kCREjTRr99cE3QyDQtlDGpIUuAPBUMeuhgvhJC1HNsPsOUMNlHnFqyNDPENH4GWcgSemlimAxhksQYoJXzeUgxOcN8+1MGv3j7ie/V8zaAKUQyey6WEyf3XKzJSdVYs90aE7JHJRokWVi8czsb6LJBA3eyMk6EOCO2e5gG8SwMu1VT6wIVlKitFpAG7Oq4Zlomicn8opm+iU5aGKSPdtu2Xq+p3XTa946FQfsTEcxS+pi0QrjnoqcWDDUXiyfZXExH4Jufg7t4EwAR0sRIMpcUFQzGCVNWLclZQlSTYw4ZKhj2vqXHyqREGYP9RAmR5T7WkqDR1sGrV2NcR5I6kkTV3wBx2NGFEQGJi/SyhEYSNDBCG89x3w7Z03RL9IlwhPM2gO8EzEXNAtL6EZhQ1toOh/mciXmOCGowJwXGompLCeSleHkDMRss1S2cGpgNk7HXzCKmmnVl+30BCiCsxsJDlQIephVoW8KkmhxZQozQoITatfV8WRIpT5HqyhRTVNt7qS62gC6sQI5qyngxKDNNFfuK86k299iJT4OSQjBLUDhCoP5kPaN6lb7If18N1li9tPQ0jFMy4deKBaJLUgYHAkPucws4kgVuwB0cFp9+vta61OulZmECqhnb+aohxxRBllQ9BXnYXl5CONOLt+Qkw6moJKZzU3IW08ynY93m7quXLwBvDVSdIuNYltrQSbkvBvJQCMv1uO5GAYMsldPtooVOugkr0KebTuYxTFkBrdtYSgE/LQzyW95IPUnijLCEXnbTzCQhlrOZGnJ00MM9XEILg2odFdCnjhRt9LOBLnIEWcpWxgnbhjZ7aKaFQXbSxl6aeIYlTBC2mWLCqg+ToJFlbOE+Xs8ytrCbZn52DVz7DcvWrXU7zx0KxJ6dZ/jboXyM56KHw7OC3E6WX/qaaKGlI9PCsDHl/W94tQPKu4EfQ3UdeVyPud29NPvHV5AzUHQMXvOoFM0qCqzPhqTQ6C0JPqCdxsei8lrBnOTydUn5XlUQfKJ3iRBB5mQEyLKdXNW+MdwkQFF9Ei5YJ7/3+EoBcS1DWoin/YIbNCbk77ztl/Dj92E7kh2vOKpjlcfjaQXOAh4HGvSAVyqVvR6PRy3nzAd2u35tSD024+bweDzvB94P4G903QTlgydX2kJ1oFUORPuIk6Re2oDG64mYo3R2Q83jp/P3fIpv8nm2cjqf/Jc8DSOy4XZtgPanA/SxiGGaqCGLlzIZ5hAhTZx9NLOHwVOLpCPODREbk/ak7L42+jlVVU2n8asKWfKUCb72Jbh3rejB9LfJwnL5nRD9+etpYT6raLAPbKmz3kvB79wovpLTh1iXmtU2d4wX7OIQTPdA4Ey7glaEFzaGMHMcjeaZ7/dgrjfuOFxVTdviTtQ6k7roF9rrcJNUQqoK8Ln/2cDfXSBthFtYhnbFKeAnS8jejN3tYnoz1dUabQdqUrLtRHWEyOKjQA05AuTxUaCiDtcZwuQJkCHMNH6qKDCXFDWKkaT1OJoYpocOmodkQ46mZJOuzh0ZO3rwdrIAACAASURBVGg2il4ehMI2qF4GlGzg9kXPRe/8w7+XGb9rzXQyOuB9l6X1r3eJCJlq69ZMGO5+zyir/nM9T7PUThBT1FHFNF4C9mFVhC8rGFSwm36Rw2oZLxNqrLULmYVHadh4FY1Xxr2oAI0SPjyIpa5+nQJV6nelShMlxQo2EcrKffbmn9ZwCt/kz33/xmRQ7sO6lGrnmBaa9tG6MJQHofQ0mGeDNareIsdmLh5uHA/WXuSO619zJu8Dm5JcR5JqckRIM0KceQyzm2ZSRG2GVz9t9NNGhjDf5HMkaMTCYANdZAmRoJE0ES7lbnbRwgRhscilixImS9mKdl0JYLKLFiIqWdUm9MM08QAXEyHNJdxDzxnWEbllHCzcAoNHE7MPMqU9UOiBqk6O6Vw0m2a22x6JmKDXwp4isz9XMibVsImQ9H9H0lIU2dMkh6Or+SU3cp0NqOu2Mc1+1KBgWoFDbqcb3Y5kYdDGTluDKEXUXlcBphTbQYtFp4iSYQ7L2cw6LmSCMHH2MUID7fTxOCtVM4tUY7dxOh7rscNfiKOM8iCUt6i5KAntCZuLs0MLM+vxngjBKb85HY8C4vQaNUYMryp8eLG4kHX2HBumyWa51pOkgJ9qcnYa6VFFkDgjeLCYIkg9I8wjgQeLaarIUUNRtQVqgfCssjpeylaCTOKniIVBKwPUkWTxDlkTY0lJsNzV6IM5+h1tHM4hsLTbmYuVYzgXa+oO8l5cf1tbepvI5/ZaAhK5K9NzU6Kpl4yJvIBm5hVNGJo8jRRRqhT4qcGAkmJ8aWMEzXbVbmKh7DSlYoASFUp47dYjg7LN0JS55lOFlaztPGZSVMURH/inKZkQnMxh4WVKuV0VMfFRopaszR7yUaSCQZQUk9RQwSCSlj19uEnYKNpmOTh14HWbPWazz7jH84zqP0rRa83i9o/VkkeYVcmQjPE5bGKUuH12LOAn7Jqfen0EhynktpLPqP3PDRa5GUZaqqCMabdb6nmrxxmcPdryQCE/hyc5mzMLvdSNyXyJpCUBbRqG03tgZ5vkNpH00e19s529DrcfFfZAvlfOqMdyLvrmzfw7s6UpYCZj+3CgdCoqSXcsKUDtULNqeQxD6/4BOujhdq5iB+2ciWgfJBVzsoVBQmTZQBfnsIkIabrpZCMruZI7GKCVUWJU1BoZJsNumilj8gm+yx1ciUmJWjI0kgDgC/wNn+FvbQmKh1hDlhCbWc4KNgHQxR94jPM4i26GaWIXLTSSYBMruJS7eYCLyBNgTzNMU0WhaiYwUp61dhrWwZ1yrQGY3gZVx2AuPt8Y2u/DBQZN+6UdueCH9ifn4KkZJx+Q9zovAdkaGaODtVq72UGggDDk/7rjaNov+WN/m+Qn2mncTfbQ10O/thZ+9hUE8PFYkvPvbhGMwldy7iMQlpC3JEW4UaXBp/WQVmyC314qP6vNivZQVUF+R+vKapmKxdth9aPiOBaYlj0jkHe0jGdcwxexxx4xIOTxeELAbcDHK5VKRtoGD/7Ugzx2QAt2pVK5AbgBoOZVnudt0fZYUt3MB+QrTIZ9xImQJkeQ2Jx+RqLwkevhdtaSJUSILJfyO4Y/3ESUFI0kWMFXueGvunl28dM81/60TRnT9C9d1Tq137mo+YDcKJNBCOT7qU/2E0tKBf3yO+G75U+xfedi+t67hDMVVTtBjO+S5+8UihwlpZSJspiUGGyRQ8GKTdJj2LtECTjmnu8qvPiwJiHxEYh9HoznZ6Uc0RjCzHH0dT7/OL6Q0Pa4luFMbm9Z9fxWiTbN+lVwWeIJvtK4ke0sVj3wsjGHFM3WXaWBmf3e7o04T4AJQraQatHVGzyprOx1u5jetENkaafPfh0vJdXq4NimP8tiAuS5p/gmVgz9hqZhQZMbTAE5jwb1tSZh9IMQ/eKxGUf3GPrPPLZjWPTJ2PUugcsNOSxqt66nlsHUD7/FX33wXP6V9zNEM40k2EmbDaqFmFSJqbB6dEuK2JWLmHSIScJk5GALGFTIUkNZ6R/oNjH9c1PZnUuVTnQzAuRpIkWYDFtYxgCtXMkddHfKovxHJfB33+tlAfdawuyqS8lC7y8c3eGqkoWJ90LN14/PXKxa9uLGsYMeu2KZJIaBxTBNLGezLRSsdRA0O063EOUIcjeX8mPvexlsgfN3PsSX+Bu7p76Pdgr4GSHOYrZzOXfSTh//zVsp4mecMBU1F3vosNkLHsQR0sAiQpr1rCIWv+XFfMwXHdYkjH7g+MzFwBnHdi7GR6S69T8XimZJIC96bCD7UZfvWQpFAbB1JVuYdyVb70JXvWMk7bYxXbnWQPwemmx2UT2Cruyh2XUhRIdIJ7xns4lK7ST5CQFiN3EOSWJKoypCjCSjhAmSYw/NzMlIS/exikoWcu+G6m+B5/nt01/QXHyxa2ptFv6Ta/GqtsxqclSpIoZ2PTWwGGI+g7TYrJDT2cpc0uxXQuxFNVZ6T7RUUp8iSguDGFgM0mIDgh4sm2miW8bASW7dLb0T6h5Y8/spXtVjsbNN7q8TGcdzLsZOeXFj2DTsuFMV/JJ06haC1zwK67jQZo7MIU0JL0FydtuXQQW3W2aWWkwGSYchnMmTK87BwkuYCcR2vpo0ERtKMBWkLmpCJRvA1SK2wWmLYKFIWhXCdMuhZufqtd1LiWqmGCdMAyMEmRJb7nIAfyGPvyDJkGag6KTrSON4n1FDh8k1ZodXaXYEyGPUTJBQxbxsCOoZmeGMGkS3cJbsueKWKNCAumYGub/r+aXNTkJkZ4A+4MgS+BSvWe+RBpasAfkqSnh5gpXMj/2M2Bi2CP9Z3VKIS0dkXIK54ysqbE3Cno9D41+D9/m1Uo96LgZPP7b7onauDOQVY1/N03QExvbHuJlr7I6DbjpZQi8lTOYzxB6aSRJjMdvJEGY7i5VdvLCaa8ixlvsoYXInl9NJN320Y2BxI9exgEFGifOkchULkOcbfN7WQP0hH8LCYBHbOZcN1JCjmSHGqOOD/IgNdDGfIfpot7WL7mUt3zvtjXz3E3DXpXD9BwcYTh09UGBNwsiHoO44rKfBDk/F3cLlDg36a1OhM7YgreTBcSYUc8cyxGHTbecOSi9oZqPAIcNrSdeR7jgJTGGz6sABhNyPGWUHrNoXd/K2+cOCCeSCkJ4j+Y7WdyuZMg/b++RrT5MUBp5dLK+bD8geX1WAXS0CFv3kDQ2s5T4SrKfuwx8E4LK75Hf2NDtgkHmURejDxREBQh6Px4eAQT+rVCq3q4f3aVqYx+OZB2jPrCFggevXm0FZNb3A0IimoYChHNVUUSDMuCQL4waBvEUqCh8IfI+f5K9lhDgx1WufJ0A/bXyEf8H4vkO9dIu86cW5hMlO1betqzNuMEE75DQxzHddC3+IrE2pBphUIptuSqhN97WkUlvwC5Poq1+SSoRZOn6LdKUIez8Cocsh9Hp1XWNgTUiWfLzH8IWGVncv+KFa0bWNiqCpYzE4tU9s+d56K/yGy+xDstYSKh3mFtdMIa2VASj2T2HGBq4dOwAlPZ61qz8g+kMThEjQxDACQrbRb+trCMuhxP+whs693Vy4bjc7W2VS1x6FQ0ulCMkPQM0VUHOJ/SE4UXPxaKNiyFg9uVyQ+KZhp2VyqFlcSe741uPUhB7n2hvhv//4DfYTJUuIDnpsAChPtd2ypHURRCS8rIQ3c8qJzGSCENNUYeGdAd653ZD8TKvWizGqVdIrIEU9N3IdD7KGy/k1Bb8IwccZ4RFW8+GrZOHOVcP1HxU9lsmgVAvKRyj2VilC9loIvBWqpCsLox7KmZNnLv6ADxEhTYYwb+cXrONCOunGg2UzPtxgkNYoAZlzm1nON8tfxL+zwGaWM0mQmGpB6aaTy7gLLyVGiJMkxghxBmilRgm/5wkQI8kkQQwsuw1G0/P1PbDs9/UYldE/ifV8pQgjH4aaK18ac1Hvn//1Ttl3QlmxowU5uPSdCmavXHvdNqbXP7GMl/FNE2FcMXw08KNFUPME2EWrnahMEiLOiL3XauF3zTRqJMEfWc6KiSdsLYSHOZ8ruINR4kr2vYUifuYxTJYaqo9h4aRShMn3gO/PwP8mdZ3iYJ1Ec3H5ZjmrJGgkT4BWdhIhTQMjNjsvRxCDCqcqcwOA3bSQJEYvS0gSo4q8zVxdoFoQHmclE0rQfYIQNYrVGlUKorrtTCdEWlfGDSrVkWQOGbEEpo4/u3WUm94Nw/NEc+VEhL0vuuai5ySaixesk2ShZEriEUk7bQjLtsiZNkKaHjpoYpgcNTSwDxFmr7b3uwJVNhPI8lnkgjKvw5lxMuUIGeaoFdJDFdO206oOzeiz8BCgQIhJG+wJVPKYlG0gSezn/QSZJKdExkG0+aqZUvecRS1ZKbYYeSxDzrag2qmPImE5Gc+oFQP+8a8AX5FkTECV4K56YlOjLGDIBoSKCtBxnwndktJag282EJQmcgBzyK0P5HW9nvvfWudJWkING8BPUs8yniKUhc5uKZaWTHnfI8rJSIsoH4+WMZBxHPo4hN8Icy6Sx06muXiwyITh618QGQ+t89J7Grx7538y9c7bueXtMKcPakx4+4/h1qf+hsfpIkSWDnps45ghmlnOZv5Ip50//IEu5pChmSG2shSA0+hlgjD7aCRLSBUkh3mGJYwSp4Me/BRYyUaloRinkQQPcBHNDKENGepIkSVEFxv4/+2de3xcdZn/33PNZDKZTtM0TdNQQmlLrbXWArWLiIjgIiC64AVvICCsF8T1ugrqIrrquoi7gCui8lPxyrIgCIiCiFzLrRQopS2lhDZN0zSdTieTyWQuZ35/PN/nnDPTpEnatJ225/N6zavpXM6cOc/53j7fz/N51jGbY3mKc/gtS++Q31SfhQffajG1d3zpu9qfxt4FDXupLVZ7BUFlsQC/HygJ2TKDLl5uk3XyYEREAfmwrA3r8o5iLVSoVJGOBCWq/WUhaEJ5MY4v+yEXdtSt6iHktoeJ5OS6tvYYHy7TvpYtdfyANB1t4XPyvucXwKrXCFHU2iP9fqgIDWk5xne/DH+47RckORGL1ZzITKImxTdQEkIpkoMLbxQfsGSTHH+4YjZ7UkRl1I8aB/GfAS+Wy+WrXS/dAZxn/j4PuN31/Lk+wVJgx3jzQQNW5aNo8gXVlLZIiCFXHi7IDmcsI6kbXbTbjVMX/CrNLBIkSpYYGWLGBwacnF+FuwykluvUyZASB8300UoPrfQwmSR+I70u2DuredvkT88hgGWXkQUJtC6QYxkTYNdvnwiUy9B7meRlT/moI0ePvRUAFUNPaAxh5zhWQ6vg6GO4z/st2Q0O550bXRthKiEdwGEb4NrzG5hKX8UAPBZUm/3FjBmcu8SnTsYaSdNk4qyvZ4jRRTsPcCIvM5sWejmZ+ziWJ+x46yNBik46eJaFtL0cYXLKYab1t7nzXKsfvhIkvwihI2HSx5zf4Bfua2LaYnl8959t5lYeviMOFoX0SiVEEZSLQPtG+T2Naan0kYlJ5/bzj8I/vuVyhgjbCoIsUXqYziba6KHVLlHfSJp6szuubbifRnppYbspT97HFAaNqitFgiHq7CoMs3mZuawlTpq6kEyKb+a9nMqf7cpy3+Zypn3tU5x8H2w4ZQ3/8c0BO83v7tPh0icf45LrZAAIj+F20/zowUshOAfqP+G8FpZFzF5ri9Vwy6x1EAu4FJIPczx9NNvVvRKkaCLJdpoA6KPZHrDAIQ6UIJDJqeOJMWi8vfpopodWwuQ5jkdJ0sRq5rGQ5xgwcQI1PY3SYFInSgTt1KEhIsTI0EsLTYGdySD3vTjc4Ojub3aHgNe2uPUrEJwNk893jjmhbXEPUd3/Zutl0tPfaHwkzESsLm/8zCZhm1W6x0Pd3Q64lCKNhhDQSW/JtZDpo9n2h7LwE6rqi/X46tH2KjPJEiVkNlA20cYWppEiQRk/dcYYeYAYcfonZFz0WUAJBi+BgGmLGsPQPm6Lo2Heamy1lqiy6hiiji7a7WsHoupbxAoayLKGeaRI0E4XJ3G/qQ6YJWnab8GkkCVI2al7mgbdYNQJzfTRzkbmsI5FPMM8VrOQZ2kiSQu9TKebdjaSIGWPkWHyrJ8lE1Yr4IxdAWsvLT5NuvK2f5U+NX6R89pEtsVyVR/jqxqbA5bpd0rO3G5IFxJB8dVJNom61ArIomCKqdCWSsA0tpAlSiNpQuRpp8suM1/HkDH3DhkyboAgBfwFP9Gs8emzIG/GN/G1Kdt+X+5S5qr2GaDBViQNEbbTyHaY78kSZavpvwepN/PbktmaUbI4gA+LuG8HRQIEC04lNS2trNfK/RhuXri/5qjVqEgXMWPDifdE7OpBxSD8+PKtZBtgIc8y01ScUvN89ezS6+3ebB7u77DZfO6htWLeqmNpwYx5mu7uXo8A9JtKujEydM3r52HeRDPbCBahszDHTocCicuASRXLxEZvj+60Vb0u7kpj7v+7rQN6vgaRWRJHRUAUJnt1vVj2Dz/ea/sMFIdP6w+b6muz18n60WdJWy2G4GT+yr1vl7gvWwpPHSN+tXc+8zV6nnwnnY99gOQPvsnnX3s+V/I1TuNuUiToJ04X7XTSwcvMJkuUbTSRIEWXSRnTNWacNPNYzTMs4ijWEiVLN208zwLmspZ64z+UIsF0umkkzWzWcQr30Uwfl/MtLuE6Pva2D3Djkz/ipGdSNGQcP9wHT3Cq4wUsIThKQWjsr4yxpkeVy7DtS+LFNulC5zpF3wZMYFvUNuau9mfPywLytxWAs25FzPWjcg+XjTqozqhktC8ODzmEUmiYWJdNRpCm9IaHnKqQ2n+Hh1w+RK5HsCjtpr3LIWe2N4nSZ71JwazPSn9enxUz93mrJfvjgROl3cX75bg74jLnaumFX73u9Rw54yG+fNsalrGUCDnWMtfup/OEad8k3EB9ViqrnX6nEY8EHUNt92NPMBaF0JuAjwDP+3y+Fea5y4DvAjf7fL4LgQ3Ae81rdyPl59YhJejO37NTdJQzZb9clCIBGhhggAYA4qEkfst4JLwS4kzu4C+83d6xHI4ccBsLR00aAsjkVytF5YjYky3A+Az1EjVeMqpW0M8F7MSWInXmO6u/O0rWNqOKZuW3ffA38B9fdqpOTDRyT0P/HyB8FLz6Lnluyueg6WLYfiNxn5QR3Ksx3F2E83JdelphRpd0AprX3dojHcS77oDHThkgem+WFAm0HLIb7mpi7h0YRXUKmXvwVSPOAmFKiKuNTn5jZGzX/0mkmOTKIXcvqEr4bcPqRzieOvLE+u8lnIem7WI66S4hPRyGnoKB2yB0FGw6TZ6b/EUITAWrj1P2RVscL0p+6fwasvC7c+Cdd4qiZuYGiaHuuqmJ3+1nwptmX0jwZ+eRIsFWWmwlittMdRJpWxEk6RAhLPwMUm9PkjRlsJ0uYvTTxHYKBCWRLJQjWZjKdVzC3YXTWM8sYmRsZdKdnIEfi94j++mLiUqo697zmUuRK/k6H2YdLfRy0vcXcdUXVpAdYwpL8XEYuhkC82H7ifJcw+VQfykM/nD/tUUtf9wfhxtOh0tJsAjp7oMU2UGC1cxD07U07StCzi45rsSBhZ8kTdzPSTzKcWSI2WktEXJ008ZDHE8HnaSJEyPD3ZxGkSBNZsdL+1NVk9SRpwFpS1tppps2ZtBFV+lwwoVXd9tHaHdR0RaNymvy580uWo22xVy9pDtsbhMDw5Pvg9iATDZSk8T/4xT+wh85k2b6XIuS4E79Y9ao7tSoWI2H3Z4Y+nk1XlUDardBf9Go9hKBJG8oraCHVkIUmc8qHuCtnMPvuA6pKzuFvgm9HqXHIW/aYvot8lz9VyHyGRi6rnbGxdnr4GFDlNaTpWT6uUmkbX8gHXOyREkbw9EE283i02e3TYAkTXbbPZKXbRI2ZNpu3PjMyGcDJJlsjlFmiDANZMlST5RBemmx1SQxoyL5+qfD+K2t3HPq3jXAVBSegOz/QWgebH4HUDbjYjOUJqgt+tw712MgttzpcsUgzF0DXYc5KQSWH/KmzHA6DofRxdMcQ4Ewc1hnq75UmddgUmbBMS5OEyeWSYnRaDlCkAIZGslRzwBR8oRIkWCQiK1CkM3JAs1sJcZARSVI8eQLGoXggJkLyxx7O01EGTAJZyFzdgNYBBgoNxCtS5EPye9ZsFI2ewajsoM/Fm+9Wp6jfu5HObs6V2uPzD/92xJ0cRjXHfYuztkonmZudZDCPc9096FuuP0sh/v8SCgQtDfDigQ5c/VLfJvLWDrtdgrPzKBEno5O8UDsboN/u0LmYfmw2XzeC9kIg8sh9UeomwOZsySXaNqlUoChuK02x8V8GFo3y3oslHfIhMlJWPaPO8jVyX3tM5vT6mU6ZBTh958ki37oIZb5AbmIrO96WuUabwFyxlz46ZnSJq5rkfnWUFhSLPvj0mes9gtRk22QvvO/DPF2T9SJneJXZqP1uzmJcSrhrCsjpsR8ISjnoaqnommPhbB40QyHoacge6v0p+65zaSPw46fTlxbHE4hpNAKhdd/HNqemUbnnC22ZUywINenLidV4dbPkrhBpXn0rpCLyGf640Ks2D5EZae/UkuZsFEg5SJO9fGAJZ/XYlSq+EzHJe3roRPkeY1JLiKvnX8jTPr8v3ErZ5EkxgfNfKlajKLCldXM49R7RL09b40cb1JaeJCB2J4TQNUYS5Wxhxk+RxDgbcO8vwx8ag/PaycELJFyJVIY2ayzAhgqNBDJDRDe3MQapnM0T3E/Jw278AdQszftgN272vpe93N+LJpI2jLqHBF8ZnGjCyA/km/vwyJEsWKnwA0LPy1PH0Ybm3iMfyDx2kd44xMyUc+HHcZyIlF/DMx+Sf4eZjKztlwuH+N+Ym/FcLzQRlvyS2MLWDKQbWuWxtbc50ywHj4e1tw71zaRzpiS8dW+Bzox1gG4WtKrzOwQYVM5wiH6lGTSvP5+o2joo5mp9JImzlazU6rHaiJJPzG20UyeMB108jhLJA/ZTKBaeqVTy0UcT6vhEDkWOl7Z+fnUD6BcLu+ztjgehArSgWrO6x/eLd5boaJD9IH87pZep+PMfO0XnPzNpfQxFa35pqQCOIuaIgEyNNrxjZPmMDaQIEWd4dijoR34C376mMovOZc/cSqvFGbZprma0qf3zQZmcgxPya78y9mdUgrdZuJ/4R+ZvW4FTyyR1LhRr8dSaN464sv7rS0q6Z5IQftqqeCVImHvaCo0PUzSCpy+zz6Oea6DTluNoH4zWoZ1NuvYaEpV6+71wxzPKfyFafSyjKUAtpk0JiXpDaxgJhvIEuUJllAwffPe6DNHg7stundat/9X7bbFaFbaYjwNv/mAmBQmUpDYLoQQwPu5mT9xmr3ZUSRoX2c19lbfICXL1fsiQ4wmkgTMPaDEEcaDCrDTI7Tt+bB4hkWcEb+JE7c/wDMsopMOnuCNZKmnjylkiNFMH9tMBUed3O4pgkth8rYRX66ZcTGcdxaGYjAbNOqRkJ3S46dMnB0EKNpK1h5aKRJkI+1004Yfi1msN8cRJdfLHEnAxFZTQTVGGsNGsvgpY+Gz01aKhAjQz2FGIQSyi0uoQLIwjW9fJqXH98n1eaOoTqFyx3vH1RPbFgOWmOOOZSFddC0yTnwAEjtg7VESy0hOSD6/BWvnSpvUNMwj6ASwVXVRsrTSY6eNBSgSRj2BygSHpD1GfDmC5RJi8u0jQyONZOimjQ466WaGbVK7s6l0wPS1UoRhB3Es/BzJOrbRTJq48WTUamNDJm03hGWWBsEhP8WgRSwjc5l+48U1Vv+gWp2j+ixZ8K9cIEruYBEWfeX9dL3u9yxYmeLs/4IFZ69kLXN3mvO7FUL6/+EQNgrIarg/p3+5EcBiwKjZhwhzEvdzRuR/yW+ZxAoWEH3zn+lqh598DJ5fKP3/gCEW9pY1RfRoWPC8/F3yO4vz3h/W7riYSMG//Lcstocisg47ai2smSdWFL/6MGw8TOavIHNU9TV1q2ssv/jKRHLi1VcICzFaCsLGdpnrlv3GLLnfIZleWCBEo5IHL81xCIdSQFQyGrvBqNyDSjpFcqJqCRQdw+OIIYiKJosiaEyNtaKhqvhaekXBUo3IsTDzVfl7GDJ3Qtqij0oD6eFS/uesg+anD6c58CrdpsJXNGs2zgNyLZuSUiVVjxOwxkbYa3qZziXUBB+cc/Gb+CoJp69ryrr7u3pa5ZqqUGF7k7zW2gNfuApu+Nnj9LKQ2+ihi3ZmsR7LjLnVRLAWItI+4Y7CWSweupUV5UXM6JZN2lLQKWc/kdgPU+md4XNJ/C2fc6O4q42pUdT2JuzdLV3IlfGTSkDf9iNJ08jRPG1LZdUUz52jC5XMvft1wJZq6fu1BChgv08nRnoM92CgxwmYz2sutoWfpTwmBrh1Fg1DAwzEZAEMkmPuNrA64FCuZHvdUsCxoFrCqpUrQi4G1jKL1mSTKdFnzMYHI/AWHuR3nEOKhO1poul6gN3AqhugO69bTf1Urh0hR52RdqaN14LutkXNPt5kkkwxpbl95r6LkyZNnG7apFyiOafD6KJs7qm+sKlSZTrp1CSpyjGWXN+KazXhVt67/l53VbHqNDHt3DX2/pK0XXXNf/IYmSBHBuU3R7NCpHT0iQon/PginvjnFUSz0PuuZcRvf6tRaoVsE2g/ZQoE6SdOCUkpaTblPovGWFPJoyRN/LzwUe7hVFYxvyL2qv5zk8Ot9Njt3p337yYQ9fkgRVYxn2OfkNzg6knWgdaOtzVDqAd7V9itftTfq/2gkuHar+n1UiJd1XOanttHs30MNa1VFZ2FnwQpHjclz9WIX9NzJY1CrvVjLGUO65hBFwPE6KQDn7WRXEzuJS3tPB64K63VWszs87F2vr+08phb1u9G9f+1zygE4fnXSd8Ty4j8uhgSpd6pkcchhx0jHQsbjHrOTZhHTdUqOT0hBrNESZCyCQUtp+xOlygh3hk5IpTxS+WxQ1Y05QAAIABJREFU7XVMp5spJHmZ2TzOEqaQpMgm6k2qVCcdxEnbO7O76ifHW/GvltG8VVL5emmx21mAIn7K+LDs2cgGDud5FpCkyTagDpNnOj0s4QnC5FnLXAaIUjaEUCs9bKKNKSQp4Sdk+kwdv2bQRZ4w/WbXMmh8i4IUKBBiyFRqrCOPVVeQuYx/C+tbqEhXmSi4x53qKjl7E76yk0owXB9hpxn4kXI2QacK2uLlTrn6VEJ89C64UTxKdGc7Qo5OOngzD6NVLlXhoym2fsr2fNfCRzfTaSJCePIWitsb7WPcylm8ykwGTVt8O39hJhvopYUeWomzA8C0z5K9AGmlh+l0UyRAL9N4kiWc6Psb68pz6Ddkbw+tDBFmOpvZylRCFEiQ4kVew2sGXiTXYNHR6Zj06uJ4V9jbsXOjjDM3cfenI/UlAQtyQSGFzrpV+sjMxgZ6WmVza3MbXMAdXM3nGDJ9pnudAZXEkNtnTx/gjLHuyo3VGy1+LAoECeLMWUNGndlAlm/zFVbmjuWXnMu3Jn0aHprE+zbvoN5kIvgtJz0YJqDin+UcR6vqVV87O7YTOUd1HctNyoz19zRkpBCIkjVn3SrpParcSyVEUXXWrXDLe+T/ZaMQUd+akPGIUVNg24DYnEPAglDWIZHClqxb+uNGYWTWtv6ypI4WgnK8XKSyuFDIpVYBhwCIZRyCx/KZzXOjbMpFhIjoNeRULCMklF6nqFEahcZI1u4L6DrC3bd+9OeIuXbcufZZl32Ixj7bIF6IFeXri7smh/pjkv6lJtD+soxXbd3SXzVk5X4uaEGjohNrkHiHis7/VVE2EJPPJlLwxavg6tse4jKTAtZEEgs/bXRX+Lq5eYjqtNEweR7kLZycvJUmXmGjyURIx6VN12dHL7AxnnZeE4TQWGAF5AZeNxsyb32S+N+OIkuUTjpY6ltGPg3r3/YkdX99E1EGaaHXLns86rGrWHwNhC5Y3KTCmM4Vv73rprvcsrNjMZuXSTKZ+FCAm3k/33r8OdbOs+wGHM+Nz/zrYIYaiccy0rEpQysmik5pyHhaOrn3HP4NfvnqubbhJTgDJ1SmCVankKlMT81P9W81/uulpUJBpu/JEWGQKEVDGobI8wqzWMNcADuVYqpJd7iVs2gkzade+wlWRp0Oq63bYfO1tOLBiLq8dOxt3eJZojEN5aHw+Ju4gq8S+XGOK7iCznc9y4bz/sZZv2jkWRbSRJJu2gzJOkgLW4iSpYVe2xxzJa/lKr7IA5xIigQRcrZPxnCSbDeGuzfccHfcqpRI0kTu878ndM77Ke2D9Ii9hZLZbZnRBdfziZ1SHt3eB3p93Ib5gJ2qEiZfce3Vl0YWqkIq+bDstuGQ7OIVpKSDGsMrsa9tbjXz7EVTlCyvXfUQKxc4BIeH0aHVM/NhkV3viEv/s+q1EH7a2Z3Sa16mcnx0k3klHFNT9TDR+yVn/J6UnFUFbZQsPbQynW7C5NnATGL0M4v1PM1i+onzGlbzErOZSp+dCtxAxvajOVSGyQ2Hw4Ahr7UKZsnMMbbTZBOvcdIsYgVls/OYoYEMjXTRznpmMUDU9lfroJMFrCRjEoe2G3+LGBk7TVDmLo4psfqFuRFlkM20ESdN89BW/JZFJCcLkg//Cm49a59eqn0OvQ+r52w6Xzn2CXj7X0QhAE6Fqr5mmPUKdM+Qxef9nESCFFfydRbyHDPo4kheZpB6BoixmOV2ClmYIbo4jC7a6aKd5dsX2zvN81lFlihdtNNLC34s7uBMu7iKErUxMsRNARRNNVSKQg39ASaVU/Y91kyf7SEUwGIaPdSRZxYv00Y3SaYQL24lE3N+/0Sp+fYX/JYs/K67RPrKd94BJx9+I6vufQf/suxPXPUFmHPUXQyu+arddkZDNUGkfymBru+pnoPousL9f9GJyc13Jn9kCU/w0aM/zRVP/4C3cR+R3F22qsSDQJU7AUtMfU94UOafvS2ywI7kHPXFutkyVg6Z7I1CUIifQtghFCM5uUdUDWdvmvorS5fnIrJBqpvmAf13Auf6dXkp1NLcJ6qVnlZR+6QSjheOenltH4Wo3Z9oSkpccg39bJgpfWQ6Dsc9KsTNutkSj/WzDLE3TvHBRT+FC/72Cm/lfk79+IX88jxZk2SMx9aA6bdCRXkUgs56NJyX61kIC6kUycnnFq2A6y6qYyHP0UczF2NV2NHAyCrBahLZ/f7lLKazA1p7dlD2CxENjj9rNfaE6D0gCCGtMhawIDQAV34drvpbA510iGqjPInjtj1KKtFPnpnMZxVT6KObtjEROdWEkO50arUVzb0eC8p2J+9IvHUw3kaCX/FhPskP2cQMkdlPslh7lCgMEqm9kzJ2oKIUkJu+vUs6CL8lncLkpEg4/WW5XtN6hJV98AQo3uSk/qnax60Acy9mdQB2qxWUGNLX1SvDnW4GVPhHaUW6DjqZyQbqyZE0E+8dxCmYxa3eUx/mVzy/UH5jZFAWZq09Tv7peCpzHEgIFuGjbz2P33MmX/yHs5m3WgYvgA0z4ffXPsL3bngHnc+/kz9yBq+7vYPjeZ5w3XqGhupYzTx6mcpmpvMys3mOhaRI2Ne1hV407cvdZlXlMNwky41qQqi6g66WfqvypZ4sP/qk5AcfyAgW4Z/fdB7XmGp92j6GG9DcyiD39dI2oVWkomTpo5kkTWhlMjdJ6/YdAsfMP0XCbr/qAzeFPkJGHdFE0vhgZLjlPZKCESwKsTEpvY8v3AGIREp8vFQ6Pr1HJpP3nwT//vRlfIZrbGJOU7vA8QXqNymTgO21pkq67SadE5x8eO2HlQzSeA+alIcMDbZ6ocEojzbTymbamE43PUhu6WF0VRiiHwpYNV/SlPVaDhqFzyTSdnqP+ng1uKp/iXJINqUWsBItS/zmt/w7H/4VdGakYskV9z5CnrA91omRcNT2wxsyRJzOi5TsDZGnQNCu/mcRILENCFgEC3DuLw9eQqgu73hJlGAndnKHUX2/OF8qPZ15hywMu9tg6TL46dav0EY3scQvSCVgLXNZjhA7q5lHD608yRJ7M/IpjrHnHs30cRgbbALw7fwFPxYrWUCKBBuYabTMabuvVVVrjIzdTyuBrxtifixa6bEV7UrkHsl6/Fg008ds1hm/qAzTTSEhIRkn8zDHUxwKcuVT/2unv+yIT3xaw75EPuwomX/yMbjhYrj4Brjgxj+xtl2Ioo9fDzPfuoF+k0a7K1STQe45qHscdY+t9rm4vDH1NSXj1cvvWRay+uk/4cPihH/6LJGcQ1B4EGhMB6JwyXUS2y2t8lyyyfFTbOuW+bj619pmxZomZq5pIVxJECm0SEfIbPKrbYK+TxU9Jdeab0/FAD4LGgZkPfHyLJmTFkPiu9PXLOulXESUStpH1SIuuBFSpSby8ST5sBAuc9eKP9naubJeSKQkXWwsVcWq8dQx0Pa3bu7iDP54/Vas6/0sYCVf5WrWff52fv1BIdNUreW3HGWYFsRJJWT8/POTl/MzPsaD5JlHmBZ6OYffcRVf2EnpNxaBivu9ogLMM+XZGRRnbOKr35I4atqa3qtuVBOM40kPrQn6wUdlqTmVBWuamEo8i0HAVEP59/9bzkVnT6NA0FQe8tPWDXd/87e8+2sRvsNlnMx9Jo3EWaQMtyB0lxfX92kFhiaTClQNPZYy9gF2ZvV9WKRIGCNbiw/wOxbyHNl5r7LwJZhTWmdLTw8mibtiOLOwXWG4G7fkhyVPyI0fzYqRWNkvOfnK2L/xCcnd7ROLCXuQ1bQuwJ7wKtyyPI2bEkP6/uqB262I0IFfv6eRNDkirGWuvcNaJEjIqB50ApYjQjsbqUs75m+FkLD1zX1OTm+1Qqh68eNu9Pu64rbPAiXkh63qUAa/Kx/XX5b4veNuuJKvE6RI9LHX033qsyx5Eua/KIRoJgZXfQGOf/iPvLrkj7z/ojmcwEP4hyx7sen2s9HIKNGgu6Qac4WmrIzEwiuqX6vuyN27d+CYQYYosu72z1H2SxHGSM4xHKwV6P1UMJcvVKw0MQ9YMkFazTybwFaFBzjEjV4D97VwXw99LkPMrgSmC0ndkbbPyRU/vdZBiob4KdoeNVp6XqtOqfm0eEb1c9+Os2hM38pgVHLzR4JK26v7mZF2TzUdq1YVm+6dyLGgLi+VxsIFeP/NcP3QZ7hk6FpyDRb5kFNOldPv4uN3zedGLsDCT5o4U4zJtI6TupjUXWtddOrC0b3A0fsmakqax0nb791BnHa6eJg3cyIPMJMN/JSL6KCTzbQhXm1x+zhNJBlomPhrWWupgm6sngetWBW+Tu45ST8x6gxZpJsTjorLVxGH6WzmzjOcghaf/B945x1vovHz3+BOzqggzvtopkiQGBmSwBAR6gzRnqSJAkGGqGOQKPWmglmCFC3WFoIlmcDPWi9jmuV3ygNbfiFR/LvRrvYXCehzVS10L+h0h1YrGenvajDVv5JNUlL4mKdkU6uzA/KvHMVJ3C/VqXrl+SP4Kd+bcxcnvrSJFnptjzaQDScd08LkSROnjJ95rKadjbSxmRwR2/OnlxZeoYNnWEyaOEma2MBMFvIcl3Atm5nO9/kCFn67cp3eI5ruPpMNRMjRQi9NbCNPHSX8xvQ9zwy62UoLFj5O5AFueb/FzN8vZfbUZVxm0uCr018Uo6mfa0kdrWayGvNwHv7nk7IQ7OiU/nLlAvg293Erwn66rQncKWFuskjHTVUu6/inpK9+RmOjWQYFM6fUY4D4TZVMLEHmOx10cv3HHXWLe5NR0xsVgTGOc9XjpPsYJf8opusTOUl1Hct93u7U710hkpNN2Nc/B2+7T8iRupz0T5GcszFfNIbMAw1OtUAtQw7O/KkiTSxfSRi5q9Xp+bqvj5JB+htGWrwrKVUNyyfjuSpXIjnxP2rplWqxR3TKPZCrl9fUozSSk4pYI0GLG+0trylcNjEar1BRrm2wKOXa1zGHJT2P88CJovxetlSKYRz9lHzmlvfsfA1G6js0vUy/a3MrXMOnOYvb7Da4jtl8kv/B//3r4PtQJghG9afjoKwx5LkSMc4xBW90zmvh56d8jBt/8DwLPnsqnXRUbHiOhOrsFfd6c5Aov/7XTdx4gbzXHZPh0v72JGY1OtXdNSYnZedl7pF/YpoZPNcyl1mPTePOM+BpjmYj7TTTZ5NF1Slh1Q/3a+7c3tGUQfpe9ZwZMjePPhcnTZ2Z/N7BmVzKNQRLkC01EiVLKmH8R4KyIN5rDfAARL5OOteeaZLzGc47k8r2Lvl3e5NZyJhFuFvho6SeTnya6aOZPtropoVemumzzcJVdq/KEnda0HAPt4eQ+llVexSVzOd1cg5yj63lKKb2OR1YU9LsQg3Ib6mlCdGeImoUUPE0fOVDr0M9Rc7kDrbd8yGiA8Crh7PkCZlgnXyfvH/uRV/kDO60GXY1fXYy73c2Bh8Nek/oY7yo7ieSNNm76s/xesJDMkHM7AX3/70NrQani48YGZpIVpQhd1dedPeTww127n5Tq0zphLVaaaXHVdJ2M2300MoO4gwQZdCkSkwhSSs9zGEtU0z6QoYYfUzl/J+bPPO6vX+tDlSE80I+Z2KSn7+O2VgECBYd77LDuuCVWXDyG/6TDDEyxEiQsok4jXvBRUpUq8XcBRr0/TrpqlacaUpSF+0EKdhpgqp8CZn0Q5CFTriuv8Jb8FBAbwu0mdQ6d1vJEaFg+jGtiuke+2R0EvbMh6hAEqToanc2oBrT8L/vg/U3/RvNpmKZKg5CxhMsQ8xWhEkqWsx+Lk8dQ4QZJGpSaCeTLDfhL/iJ5GScVq8LqF1ydSzYlYfQaLjvbXId8mF4+MI1XM/HSdLEzA1CGg2+9y5OuxtmssFuA5p+q2kHmra1kOdYzHKa6SPGAFGyNJFkKn100Gm8uLYxRJguJFdtFutZwEqSTOHvnEiauE3Quje63G0zRJ7pdHMMT7OUx3gNLzKVXuoZZIAoIfIsYgVf+IHFo8fBbF7m7tP2/DrXMtTrpT4LXe1C8MUycPIRP7HnKsMpjd1jZPX4N1bUITXeNL06ZP5fxm+nWmtGQoQcvS3yuYNVcb67KASlLZ91q/ivdLXDpnaZhzf3iZpmwUrpd7UcubsEuZavt0lgP+RDjvIm3Shj7GDUIXwC5r362epHKO+qcGY5D10LBKzRia6g+ez8VXJ/tvaY5wuOh1TJLxv1waLMyWsF2qf6TFpb/pWjWBh53DZrnr0Olr9BxAHq05OSacFuzQcGYjCvYTkJUhVt1L3ppapKHVs1G0Hnv9p/aiq1VgZbdtHz/Pnt8C2+utMm9lhQvc7IEGP1PPG+2htVyN2oCYXQeJGLSKrJGXfCmbffy9Ivx1jGUpI0ccsbXsLPJj7DNbbCx23gNBLcN4SbSBiOEPJj2RWo9HWtRKWv6YJVd/PSxLmcb7GCRfhfmkVm+npuuBhuvEA6KC1Npzv3HmSgHYjCQ2+GGy90VCQZlyFYb4uYbrZt9LN8sZTEzhCjxTa/LNoxHUmKC87gXa0UG04JoRNzPWaeME2GRFIJbxm/vYhS8kE7kmb6mL1OpOSWH065D/7ydmnwaph9sJBCuYgMeMkmuIAbK7xJLufbfCJ3PalAIw8shvV/vYivPv0tmkiSpMkYa4btdqQdtKI6hqNNsMbjAzYcqo+vE2j1Enrf/8Lvztmjr9hvCFgwbxVspN1e8Gn6lvpJlMzEs9qXy02gK3TnWdO/lNCr3iXVRY/2l0Pm9QYyTKXP3rWeTNL2ZQtRtFURG2lnEmku+OZh/PacjbYBpIedkY7LRMpvwRNb3mkWmiWKPmfyGChKv3r/SXDrM2dxKveQIUa9S3VnmftAK8ep8lL7VSUmlMit9mbTe0fH2RJ+ttLM7NBq1hReyxGsZzNtDODnGJ5iFfMJUmQaPayav88v235HX7Ms6FMk7HamE1UfFgHjseXDomTaT/UCtGiuc5gCjx7n7CiX/BL7B0+A//qnf+Tnt91uEz+qFlECPUiRerJkTZqfKmWHqKNkzqseyyahkqUp/Ogj3XzipgEeONFZlByo8xtbYWhMo8eD6z8Bxz8ic5pgET7+xvPpevwskk3w4jzobxQ1wjF0soGZdv+rZFCClKSYkWEhz1UQ9ZpSa+EjSz0FwjSzjSNZz3aa6DbVHB/kBO7mNJtYyhGx26seJ0kTfTTTSQcALzKfZ1lkK+XryTKVPhKkePozj/DjYySmuTqIRbbaXkkHK1SRWXAZCAeLkh45+82pCgN9XR+4VbbV89DxwsJPgaBd0ViPoeuOJlNM5etcyQlmwRwojk9JerAjF4FrLxWz9+cWQt8UWPyMbEiumw3tmyB+7xv5f99/3FZY6UNVQtWKnUCp0hPIXejBCkPJGj510q3QBgjkh3nd1ddUG3f7y84xNM1t9kuQmmz8hNKOGfOgIazUkLqxhgghqDTOjpAjmAvx1DEFQnm440xRAbX2OD6RLb0iFNidlNR4Gp5YAvwNe7PKDV236aa/zlV0O1n7S53b6Fg5h7Xc/D7ZWEscey/Wk7u2qRj2OgxDHp99C/z9hL2vZK5JQkgbltsoKmCBXteSX1jB+izcewo8+qbbyIegdQtc/a5ZvMBrWcBKO+9aA+juPN1ws4K6aCkadY+b5Xe/V0t3Osd0Xtc0shJ+6k36xTxW03j4C5yefoGP/lzIjXDeeRRMPvpEd9rVxMLeJhrc+ZzVpQSrU8iqq5BV3+x+kxIxEIP7TpbOYMnfI9x9do54WjqE5j5Y+Tpo6bWYt1pSXrRKkQ+LSaRtI1Od+Lhj7R6stYHrZEnZXyUj3Ckz2jEAdmWxIEUK5pWCke+XzACuxz+Nu3nwpp/w9q/KwHTco0JuJVLScXd0Dq8UG+7a2JjACg6+qmNXpxqNF3oP3HAxXOHa+dR2kyDFrNKr+P8qX6TGjPpvdYqSG9oZu+XW4FTAUkLPwm8vcBRj9RZzQz9TvfOnA8W7/yAy1rEOUONNqZxIWFUTEb8l5PQ/m9+ihI7+5l5ku9F9Xd3Xw/23/qspfO54uIk9vYZaNamBLJPJM0jUuJ/IhFoWvZIyFjKva1pSM1sJUuJuTuPsW3/MNZfuXNmoWto+Gtz3v7uKyXDH26soj95flxifzNdvyfV5lONoYQtWyCIyJJPJWMaYKm4X8ih1ypNwr0yY1LhUlSduZQE4Pmpp4raiR+8LdzvViZaqMHNE2E4TEXKsKBzLShZwJC+zmTayRNlOgiHCNBpp9oaZw6f97XTpql7fVcrtXke58vvG2rdrG/VbsIgVPMMifFh221QZu5JugE3MqII1S5Q+minhZwrbODnyRxoyTsUUKwwlU+Xy61fCl267hRu4GHBMpAMUSZCyCaiQi8TtN35tUpZeU0cL1DHETDbQN2PIrjaVie067QTGT+a6+y+F/R0TXH2z5Colr2bSwSIQlIWa36pcnIFTuagQlPS8Ex+QdIhUAlIX3sqyEMzoloVpIgUf53q+wFW2YllVmo2kaTDKTVVwCSHgI49skUcZJEiJNJNIE2cmG2wyfiYb6Pn7+yk0QzoKdxzxOs7gTrs/Vqg/UMy0t7BJR9I2XMaPVJgLcvF/R/hYQ47lA28mQYpOCjxy/Oqdrtt456D70xtsuMW+Gxp3Vd2UglDwC5FwLo9yG++2xz4lf5Q41TFP+073xqSqZ2NkbFN++zvNe3T+4qOyoIPOcVRN0ESSey7aaH9ef8vBaEsB468yNiktxElPK3RPhyVPwtqnP8AS328J52VdEWEHL84X5U/ZX3kNC5HKSrvygvOn2+jXbSAdwUlHU2+nwaiQNXrf5VzaBU1BA+k/Rronba+ivPgCho0iKJGSNXIDklXT0ypj/I64vFYIm9/jOt/QMKliw/Wxewq3TYx7PA+ZDakiAVYzj3z4eV6zGv7vPRAekn7Sb8FjS4UM0g2u6nVzwDWGusdT7bO1urMq16tFIzpfcW9gaj/pLq7g5gaKBPkhn+JCv/TvX7gKZr1lPeuYPew1GI5b0P5Coc+99QGnqtneVAnVDGesErndGQx6WyRVYGsznLhxPQ999y5msZ4w+WErY4yWMuZOTamWf+r/1Ty6ZB4ABSOld2OQKHXkOYff8Y67Yd6LYiyoTuUTDbe08UBXmeTDzv3wi3OF/MlPEjJo3WxheVs3w1NHQ9urIdbPkrLhWh5V079UuSU1V9J2qphOunSn20JMF3toZTmL7cWq/uu+J9z3TfW9oDvoBSRtsESQbtpoo1tIIr90Si29kP37O7h502dthdiClQdX2qAVMPnKvz3dnlQCO7VAfa4awyd4Og/3bpymOgE2sXccj3Iq97CAlRXHHy9rDztLOd33QAk/i1aYY5cOPHP4fBie3Xi6PTBqyoje70eaUu/TjOmo+pUkTdJl1t5LiVa0JTUQdqcMuZVBKrOvM98VMCRQyLS7fmIMGmI1QYoppt3GyNikfD8xumjnPbccvJPeiUDQVMtYugzWMJcWtlIMSOwtv+wg5sMQGZLKJMkmMbB1KyzB2RTRv6tTxoYI7/ScO+UTHFJYScIIOdI00ksL09hiE+w6frbQy0w20NkxtrallVT0Eah6HEgoBOEYnqSRjO2tNeRKRVZiAIS8CZhrq3HQSa1FgKePdoiNYFHIwULYWaTs+NRNNNNXQaZrSoqmhqk/nqi7Kn31Bg3xPkQdQQrEMlItZiBaOZEdaa5XHbfqx37DLshZtzfFSL+rISuLy5vfB/98PVxxhXhi3PEuKZLy+/fJYsz/5r/b5IAS4poCFCdtK4aKVO6muRVdbmVnG93i60QvPa1OrOcHnrfHQHeqoUMsSlvXyo/anosEydDIIFHu4F3cPfBeMsRIkWA2L9PTuueX+kCCLkQtH7Sf+hMAu5Jm9XxjtDmHKi017tpXBsyGiM88AljDHi9kUkKjZLn5fRP1Cw8+7Ig7mx9N2yH89Ouk8IXx8Zz3TIT861dTDMoGt/qeQaUB9FhgBUS8UAg7ZE991imdrn1wY1pImmm9MCUpf7s3tkYas9y+TXV52VwO5+XzWi1rap8csykp7w0VxZ/Xb1X6CNXSejF82HqyROnoFCFAa49cR8svxNYLCxyCLLcbNgFq1dJKj52iW42xKvh0fZgnzC1f7HTIJgu+xPfGfW7V64wiQboH5hDO7/35bW0sPV05mrszWWtKiqy6Pw5Te0U19LEZ3yBBatj372qJ6d7F1p1tt1cJOKxgASc1SCdOOnkCCJnPpkjw8++sYTAqN3UuIoPy3miABxMhlIsY9nsQ/naSmDOumi8TzEgOoi+3MusVaNsMSZq45hdP25PfBCnbu6lgJq8pEmw3kugdxCsm1RrfFAmW8AQ/+1Adv+Rcu2KVe9I03H1TcE2QdbJccE3I/VhkiNHww/PY3iSddTgPG5hJB53kw0IkvDD/4Ep50dKIP+Nj9mR2V49q7Oq9enXVsFbbaZw0i1nOXNbapXkbjCcOYJMZ48WuzryMn+C2SYTzMgk40Mq8FoPwNMfY/7fwM2gqCvXSQo4IdeQZMO2hjW67dPVCnuMI1jOTDUyjhxZ67QViiDztdAHiJZQjQpo4vbTQQyuddLCaeaxlLuuYzTpms5VmttJCnjBzWMc8VjPZLGra6WKSkcXLQqXO9mqznl20S6NED9KfXvZt2EYz83kBf1nuVcsvaStNSVPN4wXJ2z+SdbZawE3Cap+ppJ3bZH/QtC23n5sqWnymP1aiXcwZ/cRJ8wRvtKvoqMqoj2bC5O2KR2NdcFYTQFru113290BBXR5uPRs7dVMXhe5qbVEGqSNPwaRwbaOJbaa6X4wMk0nRThffvqyysk3eVL3RBdK1l8IJn/0noDIdVMkeUb0GyRCziySIGiKED4sY/YQoEKYAAQu/Bcc/LAsdcCbKI831quNWK0Se7miHirJIDBUckkp/y65+lxrRus1cV88T/xI1/Q0VRUmr45pbhV5wEbLiixmgzsxCkk9wAAAbH0lEQVRRAUMRDlHA8ZARBaX4Jp7BnVL22pJY/+HdjpJWv89dmbPg8qhSpTM4CkFNG2xiG03iHIWf0gFdUWx3UPILkdcwICTfNORG3x2fwzhpjuYpe1MLKuc/SgyNdDxVtV/IT1k7d8J/6kEDbX/FgJAu13ApYfL2Br3VkOMX5zpKEiWECuHdy+DQ8SdQFGK87Bfxwqszpc/Vyl+qFsqHHQIpVJR1Qig//JzSrsBt3tfcJwIJd0GMhc/K3wmzHA7nxTMwUBSiRTega6ntnvtLWcMtXi7X6LS7hcS54WKpXBkoCrE2EIX4LgqJjITGNLw0G+72vWOnIjTDbfjuCrpx8hRHc/9Jcn/FMtKvP/e124e1ndkVhvv+Vcwnltn7MToglp7B4q4ncbmIw34WwkIMXXGFDKyaaz2cEsF9wfU5t8xzV4HUDtpNCLhvHn3Oj8W3uJx7TpVgTkk6hNDekH5p56WPfUkQ6aTJniiVKx/VqJ6kVz+0A9QF9j2nwn9+QUoORnLQdWwPrWsmUQzCPedtsXdlEqSYTJJ6ssRJM80YSLfSQys9NNPHJGP2rZPdXloIUmQhz7H1rvP4xPXwWlba8XV7Cem95PbDCCByavfuLWC/R3fubjvLkc9PToqx63xW0dkhO/PPLJa47bSg2U9En95HI03IR9vB9VmSq72eWfa1HEkVNFznu6vOOUyeLFEShiB4Dat4A8uxlv0DK57/CJ33XkTwtncSvOkDDNz+Id72/dfb/YHm9o+lw69WRCjcCiUfIi/V1Lrh+qtaWpTqPaRVMPwlmVAGXPFQY+kjWG+3mxl0MYMu4qSJkbGNS19iLquYzwssYC1z6aaNJE08z0LASSnKECNO2laMKGmvfkP1ZAlgETLx0UlulAG7LTW4yD9RI8hqay1H0da9b68jVLbTvVRMZUL68gHDgaZfWkwfzcxnFdZQhGxUJqj+spBAmU1H2TuMr2WV7SkVNeXg/eZe11apZDlIm0jShKqC3PCbPhKcSVQQMUX1Y7GBmeSI8DhLCVLEh0XaVBjro5ku2rF8jnnmeIgDK1D5cFeA0ft/X7XNsZAc6vGjlWPuOVXaY9iQPnnC9NspXY4Cy4/FIPX2dbaQdFltX5uMx0ugWNlna5UgTR39FpfbUnolAdRMvJ8Y/cQqvGfSTKJs/lbiyF8SQ9OWXrmvGjKjb4RVx2W0a6dtIVjc+yR8XX5nNZD7vMFJ/fBZzhxGf2+uXv7VcuzbmuS9k9IS46YkrJ0jBuI+LBoMsdNImvdxM9208QodRMixjtmSbs0rhA9bb4+BQ8h2uZJJcdJ00MlxPGqn7g2F4c4zqKj6qG1RUxCVwB0w5O4AMbvggG7sbGAmSaYQJUuIIn85VQjb6n5qtH6rZlRgY4Bu1ulv0UpzuQh0z4APc1PFugB2nuO4lVjVa4Y6o46tJpPcSjFwitn4XMeeRJpWetj+zkfGND64+5+9sVaoIE8mOH1zvNBYaan3cF7m2wtWwqWvu4g38TB/eLdURVy+GDbOhORk+ayS5iMqBKvWObsaS0LGT3N7k+MXq+oeVYDo9R9ufRgsOm3E3Q/p52MZSffORmWN0dMK131aiGc1+W9My7/TeuW+LYSFcBrOFsLdx02onYnrfhgpI+JjD61hbfko/GvmsHQZ/Ov35DdOTjoVyBuyEh+9ZtqHlFzt1A0d40qGhLv+nyvVe+42O54sAj8WP/9Kj135OpWQmNx5OhzPwxWKeIV7XVF9LHf/od5u2WhlSuGI5zLO/rfyuw9ClPxiGBXAKQ8+Gqo78OGY/eFukOoOvXqBmSfMHz6/nmTTgacaqCXoBPGmc2HdS+9g1hrJm+98/Q5Ovk/Sxx4MvIk4abssq6aKiZrAMcRVg7Ahlx+GyuSP//T7ufftMjnbesSAPTFyx3Y4EkFTxYaM30apqmNJ0sQ5/I5bpy/l4n96B91t0iFvoo2WyWsIFqUj91kHV9pLLiLVHNxV2CYKGWK00W3nzUfI0fnXC9lwuHTITyyBP78d7jpNTFN/eAkcwfoK1cJEwsIvO8gHmAIBZHKUNZVjLKTErS4AtZJJ0fxd59q9DmDRRJIOOpnNOhaxgrmsZSYbTMnipJ22q2XoLfy2z1fYpANpelmDqQaoixIlXv2U7cWIxlpJBSWxwuQ58479dglrHpPSMvHrpINp9JAlSjggE5TBqPQ/f9nxXq7jEiL9IYpBSUNQIi9iKDqo9N3Te0PHR21b7nFT4+j2oNH3FglST5YdxImQo4/mCnWverSliduL6j1FrShPYPQJWy4iu76t9NgLdL+5jjrHUV8mTSVSw9mCScfzG5I1P0oXHCzKOPvcZ++3VZSqeFVFUI6IHXPt1/N2cnbI/t4iIZuEOOFB2DbFWeS41TTjIfZGu1ZB14JqIsnZ0eD22Rjv/aQLux1xMYNdyLOUDBmj19x645N87HWf4Tt1n+ecyP/jmGN/xJ2ffYmvf3eIf7sCMjRiEbDJ2gJajCEgRI+vH7/lmCG/OlN24N2V6zKG5NO4R8hRZzyEAKPEHSBt2ukRrCdOmiRN9NDK00cf2nPcYhDix95v932BMc4v3JuHrfSwjeYKvyDA9qIsVW2oaTtUzGI9V3/uwEtZ35c4rMsREAxEYfXz7yX1phfwW3D15+C2d8vz/rIQK3uCQsgoeErS7pJN4n3jsxxvMXdKmmK8pJxdnSvs+Ae1d4kCKB13VMAdnfCa1djERWeH6fODtVeNrqMTznlmDUOvfYnY1gjzV8nvG9zNmLiVnA0Z+c19U9njdYlutjx5TKWHnOWXe+jjXG9vnuzOd+mmW2RwhNcnkMg9KAmhab2SZvRDPjVmlk8nuGpk6y4/vqu0Fv3/SHm9MTL8+oMiTRxtMuZhZAQsePcf4L6Bd/EbPsidnMGiFdJpPHUMWLedxdrSPIIUbYWQW+GlefD6yBK1S+lGyHEYG/ifo9/I974knanlh0eOwzavHU1G6PYMUlJI3x2kyCzW03z+f7KNKeKX8cxbuP/Jf+WNPMEt7xES6M9vdwziDhZM7YOzfjzVTvmYSCRIUSRIC72czH089NKFrFgknXFXu/QBdXmnMsSUPvjAR06nhV47ZWWiz0fzmasN02sdlh9jICrpPGWjegLsHGu9XltoYZtJRhgwNE3GpA310mKnhlk4Jpdtjx3OC6XXEe+p533czDpms55ZrGcWXbTbPkSqsNOFiJJJIdMXa/tTzww1PQ2Tp49mPvKdGfvnAh4A0IqGWRqYQpI+ppIpTcJvOWVqr+FS7uQM7uY04ml4Kw9U7J65iRxV0yopoO9T/x83IRQw1E/ZLGwCLrIvS5RtNDOFJP3E2EGcOaylznyXLo7C5KUC4wQQrrWm1tvVhK4YhJ5psthTby/dbWwgW2HQXccQ9QzSYFQcIO21iSSvP+yuUXd5VbFyw8VwC++xxy8lBXeQYBvNdrGFjEsppCXohZAIiaooJIuqNywX0tmt5hltJ3O4azGe1/cldHd6d787UHSIpIsbryZBihBF4qR5Pc+RD8MDJ8K3vgrfvhxuORueXyBpnoUwhKdttPtn0W9lGCBKkRAz2cDauXIflc3G2qZ2MTLWwimaeq3zo6IhH4IU7fY9RJgMjeJpQZtN7N793b9zfODvPHL8vr/utQSfJem4S3hi2J3/kaDEul7/JpJ2Crx664Gk8ZWpNJ0dwjH3D1Kk7SP/QWeHYw7sYWc8epxsUq5cABsPg8VH/i9HroeP/iDBi9/8NQMxUfBkYnt+PwcsUbOoib8+p+1QPb3cRT7cqaijQZVLIWMkvSMum6E74tiFdxYvd8inZJN8zm/B3ac5aqlwfs/Jr4mEz5LrH8nBF6+Cs+/K8cCJcp5D41xHu9VD+m9dXtbkxaBj6L67sPBzB+9kwJhch4wvlF7b3//w73alsvGWoNfjR8iNuBk2kYRQTfDI1ZWNFOPxUnFfjGxU/r72+51EPp9zmSrubAqrcMs43ZNZ+/iu/+vfparO2T0B1p2Xj/L/uMd4VpX84989qr4uwzHJw72+PyZF1aiW//qrzr26Clk1qifq114KV7IYgKv5HNcWLmHTjnaW/nUZK1hkK30aSdsEnc9EOULONkhMkbBL+KrS4Mj/PJvTPiIO/aG8dBQbZ2KbM7qZ3ep7oVolBnIPDRA1pUDFenf9LDiFFUwLbSJTSHAk63jprZu4f6bk9JeCzs6OuxzlcHF0q4j25k7oaPfQaAbYlh9u5SybhKtW5ewuSaRtNEOMI1nH3//6DbY1OQNvc9/OXj6FMFx6Day+6WQW8pxN9Ol5jEQQub1TRkIZP8HAEOGCk5qjstaRMFwa5b7CTtVULCeFwK2g8uGkowQoEqLINHrtRbq73ywSZBIp21MNZLA9kQf4abuky+brIPqZ78B/X2Z70ygB704D0/YL2AtfhaYRAWhpUJB74hGOx/L9HpDrO1wKQnUfPFpb228oO+3cP8wuIlBRfRMqYzrc2PDB38CDdLCMpVzFF7iAnzFvYDVTtqVIT4I5rGUBK+mkg1M31zGLl43hc9y+J9x9nKoLANtYUVUKmmIWNP2uvl90JBk2meOkSJAlSgMZttBKvyEgVTVUMovTHBGIyD00mhJhf5M8bow0v1Fo2oD7N7nHb78lO81zWWNSSuSNecK2+qeeLAUzRgVwSokDdrnyGy6WY+1qXuWzxI+xGIQPP/Qq8TenKyax7korJZx5lHvuU2dohRwRYoV+Ili8YYVU9kkl5BysXdyjboz1dR0395pCpewQWZa2sZJJGQqy09aqLvooOZPs6oWf9jsajxKygPjelyD+tTQ9tNJHM+uYzYcfhWcXyiIvF5G0+UBR7BFmrYfIlkmkSNBKD3mTNjaJtK2KXr7YVDGKOT5Oi1hBLy0VY5tb5ackvKbWu82lW+glbXwYr/xyHX3ThlgzV4492rx9tLSwvarY8+183cFlGuwfX4n26mqdKxfAlf/wHZ54bIntweRWAA23IFTlQJg8y1lMigTqi6ibMqKCdch4UCP3qN0HNJLmB//iqPz2FNVrCff/fa5+RE37Ff4R/t5f0HPX85/aK4rLb18mqaxXfl0UQ70LUnw++SG+OFtSr2xPIb+pJhd0lIsldl7PDPvdJZmHqDpP4U7V1T6rEDRpqeZcqyuIllzHcKeLRXKQniQG2YNm7fv8QiG13rAcFq2QKs2KTAM8eayogyI54ynnryQRVS000VWvFT5GVoAqslHZnNf7S72DIoNyTQOWS4ljDX8f6vEsP4SLlcf3mWsXJ10xXo4213dXytVUsEcvXE0k58RHbTZKwNNHy3e458m7QvV5qLp3uGuk37Wr/49nTDwoFUJ6QR47DvtCjpYT6J7k6r+7u1jVIGaJsvn05Ye0jHZPoUqL6CD8tvQhW8HVRJIBYjTTZ5eal1z2vJ2H7ceyJ0RZogwStb0P3JPpq/g8P/+oyDpzEemULR+snYtdbjdNnIzJox9pUHeniuWRUskNZGkgw1VTzueNy+DFUzbx9Sth2akpXnnzJpYtlXz+gejBqSDr6BSfpIlO0dL2mSDFj6adzZNLJG67QskvSojP/nqLvTNanTu8J8jsXNDwgEHJj+1zpSRQ0BBA9UZtEDJkgK+qXywaVVwJSd9SlZ4qStrothdskRw8+g/OroyqfNxVbrRdaoqSkkRKPKgqRWM2ZFR+E50CeDBi/t+n8godFAnyS87lZt7PAA2ECzJBPIq1rGQBq5hPvnGIaWzhDO60F/judDD34rHaE0N3uDU9F5xKVAXXgkZjpqlQ2r8PELMrNCr8WGPKoa9F7G5OPwhJkIuAv84pL+9WXWkclHDLE2bAVAMTRVaYdrpYPU+Ot6sqXpGcfFciJR43N/FhMsSw8NvKP/VLVOI3S5QttJAmbr9WIEiWelncFuS4r1lVuahUgsX9GItqyP3Y1edrGe7Usmovp2VLRWVSMn3tBmayuTSD994i90KwKOWl56wTpcMVV0AfU2giSZZ64/FTsvXQaRp5woyPep2GwvAvk75h3z/D2SW4U+7d6vk4aaM+ClJHnjs5neCWJlkA1cQW8/7FhT8VwlS97XYF9/yjaDYrVfGn7XckuIlYgMPZQCqxc/lyDzujEJQ+LpWAT/4PnH8jXHKdKLxSCacq4u6oZrSymBVwNqVGI1YiObPu2I1pqH4mGxVl/IaZ2BYlm9vEEylYdMqWlwJCGB1MmQijwe/qa1WFFbCEpG+lZ1zH0g1Snbe20c0jxwlZD44PlH5vvB8u4GcTvgYaCXuiGDooCaHogAS6GIRTuM+1jzU8KeQ2d1LprLvs43igg3CBIDPo4tpLZfD1W6MvWD1UQneC83XiQfAScyvKXINW3PCTpMl2MfBh2ZNVja2mn2yj2S6LHSXLmdzBhS8sI5SXEo2RnMmvDcHjS2A+q0iQsg093YsYN3S3VCvN6YK2kTSTSHPWrfCRX8GXvge/+aB85tJr4NpLHCIhaCSGtT6ZHQ9Ovg8e5bhRCdnxQCetFn4u5gbesFyM8saSN18KSMW6L/G9CSeEdGd9f3uS7A7KfuwSxerJo1J2JXl0AKyjsiMLUqwwVVcTvGb66KOZ6af/RMxkS0K0bjjc+VyMjL3Q0IemFbn7YE1JU+iArGabecLsIE4Hnfvkeh2IWPoYPMCJbKYNgCaS/IF382f+kfYuqS72Ka7jLG5lGUvJ9zdRHxjgORY6xoau6ny6WHRLobUduY3DNU7ulDMtzaz3lFbn3EozcdKkSNh9tyo7CwRloj60jy/cHsJXHp78GKsRciQnY1N3m+uYSFELWTyKHMqdBls27VY9nxZEnmTlAiHEd+XZUwrKbnkuIn3CO57fxI2cX6GUHTLkrKar6LiXJcoQdXY1zyIhgpSw8JOJwYd+I94N4yF4RnsMdwybYNnPRra7gp5rtV9S2Q+b2mD+2661++EUCeqmbuLjW27jqf++iZe+8zPqvnY5xe98jeRtF3Bf+RTSxO002hQJ/JTt6qizeIXHl8jCMZFyyIKP/lwKZ7j7WVX4SZ9etPv9OGkSpMgTJkWCRjKkSDBEmAQpfvnZpLfxibTVQhjex822km9XcM8/IuRsrzYdBx3/y53nJ+7NmRgZLp38DcomDanW/GBqCYWwxMlnySasz4JtzeLt090m67SBmJBG8fTox6uGv2TKupccondXc9N0fM82g/Wz/TFRPgWKsrY4405o3yjV1LSq8fpZUjSgq/3QWo9WVIM06mFdb423Chg4KfNx0nydKxlokGtfl68sduCzhFzs/e7VzGbdiCXuJxJ7Qgj5yuX9P2r6fL5+YM3+Po8qNIOp81o72BvndHi5XJ46EQfy4jhmTPQ5eTHc9/Da4vhxKMTRi+G+h9cWx49DIY5eDPc9vLY4fhwKcfRiuO9Rs23R5/NtBQY4NK7ZnmKftcVaEXiuKZfLx+zvk3DD5/M95Z3TuOHFcQyoxXNywYvhGFCL51QFL45jQC2ekwteDMeAWjynKnhxHANq8Zxc8GI4BtTiOVXBi+MYUIvn5IIXwzGgFs9JUS6Xp9bi+R3q53RQpox58ODBgwcPHjx48ODBgwcPHjx4GBkeIeTBgwcPHjx48ODBgwcPHjx48HCIoVYIoRv29wkMA++cxo9aPD/vnMaHWjw375zGj1o8P++cxodaPDfvnMaPWjw/75zGh1o8N++cxo9aPD/vnMaHWjw375zGj1o8v0P6nGrCVNqDBw8ePHjw4MGDBw8ePHjw4MHDvkOtKIQ8ePDgwYMHDx48ePDgwYMHDx487CN4hJAHDx48ePDgwYMHDx48ePDgwcMhhv1OCPl8vlN9Pt8an8+3zufzfXkffu+NPp+v1+fzrXQ91+Tz+e71+XwvmX8nm+d9Pp/vGnOOz/l8vsV74XwO8/l8f/P5fC/6fL4XfD7fZ/b3OY3j3L0YOt/vxXH831tTcfRiuFvfW1MxNN/jxXH831tTcfRiuFvfW1MxNN/jxXH831tTcfRiuFvfW1MxNN/jxXH831tTcfRiuFvfW1MxNN9TW3Esl8v77QEEgJeBWUAYeBaYv4+++wRgMbDS9dz3gC+bv78M/If5+zTgT4APWAo8vhfOZzqw2PzdCKwF5u/Pc/Ji6MXxUIyjF8MDP4ZeHA+OOHoxPPBj6MXx4IijF8MDP4ZeHA+OOHoxPPBjWItx3Oc3RNXF+Afgz67/fwX4yj78/o6qm2MNMN0VqDXm7x8DHxjufXvx3G4HTqmlc/Ji6MXxUIyjF8MDP4ZeHA+OOHoxPPBj6MXx4IijF8MDP4ZeHA+OOHoxPPBjWAtx3N8pYzOAja7/d5nn9hemlcvlzQDm3xbz/D49T5/P1wG8AXi8Vs5pF6iV81DUzPXy4rhHqInr5cVwj1Az18uL4x6hJq6XF8M9Qs1cLy+Oe4SauF5eDPcINXO9vDjuEWrienkx3CPUzPWqhTjub0LIN8xz5X1+FqNjn52nz+eLAf8H/Eu5XE7XwjmNglo5j9GwT8/Ti+Neg9cWR0atnMdo8NrirlEr5zEavLY4MmrlPEaD1xZ3jVo5j9HgtcWRUSvnMRq8trhr1Mp5jAavLY6MWjmP0XBItsX9TQh1AYe5/t8OdO+ncwHY4vP5pgOYf3vN8/vkPH0+Xwi5KX5dLpdvrYVzGgNq5TwU+/16eXGcEHhtcfyolfNQ7Pfr5cVxQuC1xfGjVs5Dsd+vlxfHCYHXFsePWjkPxX6/Xl4cJwReWxw/auU8FPv9etVSHPc3IfQkMMfn8x3h8/nCwDnAHfvxfO4AzjN/n4fk8+nz5xqH76XADpVzTRR8Pp8P+BnwYrlcvroWzmmM8GLoghfHCYPXFscPL4YueHGcMHhtcfzwYuiCF8cJg9cWxw8vhi54cZwweG1x/PBi6ELNxXGizIh294G4Zq9FnMcv34ff+1tgM1BAWLcLgSnAX4GXzL9N5r0+4IfmHJ8HjtkL53M8Iv16DlhhHqftz3PyYujF8VCMoxfDAz+GXhwPjjh6MTzwY+jF8eCIoxfDAz+GXhwPjjh6MTzwY1iLcfSZL/HgwYMHDx48ePDgwYMHDx48ePBwiGB/p4x58ODBgwcPHjx48ODBgwcPHjx42MfwCCEPHjx48ODBgwcPHjx48ODBg4dDDB4h5MGDBw8ePHjw4MGDBw8ePHjwcIjBI4Q8ePDgwYMHDx48ePDgwYMHDx4OMXiEkAcPHjx48ODBgwcPHjx48ODBwyEGjxDy4MGDBw8ePHjw4MGDBw8ePHg4xOARQh48ePDgwYMHDx48ePDgwYMHD4cY/j/6Er0LmYYrmAAAAABJRU5ErkJggg==\n",
            "text/plain": [
              "<Figure size 1440x288 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "WLXEDmLTBHPl",
        "colab_type": "code",
        "colab": {},
        "outputId": "0c0eaf99-6830-4985-82d6-0ef6faa9d4e9"
      },
      "source": [
        "plt.figure(figsize=(20, 4))\n",
        "print(\" Reconstructed Validation Images:\")\n",
        "for i in range(10):\n",
        "    plt.subplot(2, 10, i+1)\n",
        "    plt.imshow(pred[i, ..., 0], cmap='brg')  \n",
        "plt.show()"
      ],
      "execution_count": 0,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            " Reconstructed Validation Images:\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 1440x288 with 10 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "HWQYS6MpBHPp",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1ADqjpl3BHPs",
        "colab_type": "code",
        "colab": {}
      },
      "source": [
        ""
      ],
      "execution_count": 0,
      "outputs": []
    }
  ]
}