{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\ignite\\handlers\\checkpoint.py:16: DeprecationWarning: `TorchScript` support for functional optimizers is deprecated and will be removed in a future PyTorch release. Consider using the `torch.compile` optimizer instead.\n", " from torch.distributed.optim import ZeroRedundancyOptimizer\n" ] } ], "source": [ "# Import notwendiger Bibliotheken\n", "import nussl\n", "from common import data, viz\n", "from IPython.display import Audio\n", "import IPython\n", "import tensorflow as tf\n", "from tensorflow.keras import layers, models\n", "import numpy as np\n", "import librosa\n", "import os\n", "from scipy import signal\n", "import matplotlib.pyplot as plt\n", "import stempeg\n", "import pickle\n", "import zipfile\n", "from tensorflow.keras.optimizers import Adam" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(12679, 512, 128, 1)\n", "(12679, 512, 128, 1)\n" ] } ], "source": [ "with zipfile.ZipFile('C:\\\\Users\\\\Lukas\\\\Desktop\\\\TH Nürnberg\\\\Projekt\\\\netz\\\\Daten\\\\Training_vocals_12679_co=0.8_th=5000.zip', 'r') as zipf:\n", " zipf.extractall() # Entpackt alle Dateien\n", " \n", " # Lade die Arrays\n", " X_train = np.load('X_train.npy', allow_pickle=True)\n", " y_train = np.load('y_train.npy', allow_pickle=True)\n", "\n", "print(X_train.shape)\n", "print(y_train.shape)\n", "\n", "os.remove('X_train.npy')\n", "os.remove('y_train.npy')" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "def create_ideal_mask(source_magnitude, mix_magnitude):\n", " epsilon = 1e-8\n", " ideal_mask = source_magnitude / (mix_magnitude + epsilon)\n", " \n", " return ideal_mask" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "y_masks = []\n", "\n", "for i in range(X_train.shape[0]):\n", " y_masks.append(create_ideal_mask(y_train[i], X_train[i]))\n", "\n", "y_masks = np.array(y_masks)\n", "\n", "print(y_masks.shape)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"model\"\n", "__________________________________________________________________________________________________\n", " Layer (type) Output Shape Param # Connected to \n", "==================================================================================================\n", " input_1 (InputLayer) [(None, 512, 128, 1 0 [] \n", " )] \n", " \n", " conv2d (Conv2D) (None, 256, 64, 64) 1664 ['input_1[0][0]'] \n", " \n", " batch_normalization (BatchNorm (None, 256, 64, 64) 256 ['conv2d[0][0]'] \n", " alization) \n", " \n", " re_lu (ReLU) (None, 256, 64, 64) 0 ['batch_normalization[0][0]'] \n", " \n", " dropout (Dropout) (None, 256, 64, 64) 0 ['re_lu[0][0]'] \n", " \n", " conv2d_1 (Conv2D) (None, 128, 32, 128 204928 ['dropout[0][0]'] \n", " ) \n", " \n", " batch_normalization_1 (BatchNo (None, 128, 32, 128 512 ['conv2d_1[0][0]'] \n", " rmalization) ) \n", " \n", " re_lu_1 (ReLU) (None, 128, 32, 128 0 ['batch_normalization_1[0][0]'] \n", " ) \n", " \n", " dropout_1 (Dropout) (None, 128, 32, 128 0 ['re_lu_1[0][0]'] \n", " ) \n", " \n", " conv2d_2 (Conv2D) (None, 64, 16, 256) 819456 ['dropout_1[0][0]'] \n", " \n", " batch_normalization_2 (BatchNo (None, 64, 16, 256) 1024 ['conv2d_2[0][0]'] \n", " rmalization) \n", " \n", " re_lu_2 (ReLU) (None, 64, 16, 256) 0 ['batch_normalization_2[0][0]'] \n", " \n", " dropout_2 (Dropout) (None, 64, 16, 256) 0 ['re_lu_2[0][0]'] \n", " \n", " conv2d_3 (Conv2D) (None, 32, 8, 512) 3277312 ['dropout_2[0][0]'] \n", " \n", " batch_normalization_3 (BatchNo (None, 32, 8, 512) 2048 ['conv2d_3[0][0]'] \n", " rmalization) \n", " \n", " re_lu_3 (ReLU) (None, 32, 8, 512) 0 ['batch_normalization_3[0][0]'] \n", " \n", " dropout_3 (Dropout) (None, 32, 8, 512) 0 ['re_lu_3[0][0]'] \n", " \n", " conv2d_4 (Conv2D) (None, 16, 4, 1024) 13108224 ['dropout_3[0][0]'] \n", " \n", " batch_normalization_4 (BatchNo (None, 16, 4, 1024) 4096 ['conv2d_4[0][0]'] \n", " rmalization) \n", " \n", " re_lu_4 (ReLU) (None, 16, 4, 1024) 0 ['batch_normalization_4[0][0]'] \n", " \n", " dropout_4 (Dropout) (None, 16, 4, 1024) 0 ['re_lu_4[0][0]'] \n", " \n", " conv2d_transpose (Conv2DTransp (None, 32, 8, 512) 13107712 ['dropout_4[0][0]'] \n", " ose) \n", " \n", " batch_normalization_5 (BatchNo (None, 32, 8, 512) 2048 ['conv2d_transpose[0][0]'] \n", " rmalization) \n", " \n", " re_lu_5 (ReLU) (None, 32, 8, 512) 0 ['batch_normalization_5[0][0]'] \n", " \n", " dropout_5 (Dropout) (None, 32, 8, 512) 0 ['re_lu_5[0][0]'] \n", " \n", " concatenate (Concatenate) (None, 32, 8, 1024) 0 ['dropout_5[0][0]', \n", " 'dropout_3[0][0]'] \n", " \n", " conv2d_transpose_1 (Conv2DTran (None, 64, 16, 256) 6553856 ['concatenate[0][0]'] \n", " spose) \n", " \n", " batch_normalization_6 (BatchNo (None, 64, 16, 256) 1024 ['conv2d_transpose_1[0][0]'] \n", " rmalization) \n", " \n", " re_lu_6 (ReLU) (None, 64, 16, 256) 0 ['batch_normalization_6[0][0]'] \n", " \n", " dropout_6 (Dropout) (None, 64, 16, 256) 0 ['re_lu_6[0][0]'] \n", " \n", " concatenate_1 (Concatenate) (None, 64, 16, 512) 0 ['dropout_6[0][0]', \n", " 'dropout_2[0][0]'] \n", " \n", " conv2d_transpose_2 (Conv2DTran (None, 128, 32, 128 1638528 ['concatenate_1[0][0]'] \n", " spose) ) \n", " \n", " batch_normalization_7 (BatchNo (None, 128, 32, 128 512 ['conv2d_transpose_2[0][0]'] \n", " rmalization) ) \n", " \n", " re_lu_7 (ReLU) (None, 128, 32, 128 0 ['batch_normalization_7[0][0]'] \n", " ) \n", " \n", " dropout_7 (Dropout) (None, 128, 32, 128 0 ['re_lu_7[0][0]'] \n", " ) \n", " \n", " concatenate_2 (Concatenate) (None, 128, 32, 256 0 ['dropout_7[0][0]', \n", " ) 'dropout_1[0][0]'] \n", " \n", " conv2d_transpose_3 (Conv2DTran (None, 256, 64, 64) 409664 ['concatenate_2[0][0]'] \n", " spose) \n", " \n", " batch_normalization_8 (BatchNo (None, 256, 64, 64) 256 ['conv2d_transpose_3[0][0]'] \n", " rmalization) \n", " \n", " re_lu_8 (ReLU) (None, 256, 64, 64) 0 ['batch_normalization_8[0][0]'] \n", " \n", " dropout_8 (Dropout) (None, 256, 64, 64) 0 ['re_lu_8[0][0]'] \n", " \n", " concatenate_3 (Concatenate) (None, 256, 64, 128 0 ['dropout_8[0][0]', \n", " ) 'dropout[0][0]'] \n", " \n", " conv2d_transpose_4 (Conv2DTran (None, 512, 128, 1) 3201 ['concatenate_3[0][0]'] \n", " spose) \n", " \n", "==================================================================================================\n", "Total params: 39,136,321\n", "Trainable params: 39,130,433\n", "Non-trainable params: 5,888\n", "__________________________________________________________________________________________________\n" ] } ], "source": [ "def build_masking_network(input_shape=(512, 128, 1)):\n", " inputs = tf.keras.Input(shape=input_shape)\n", "\n", " # Encoder\n", " x = layers.Conv2D(64, (5, 5), strides=(2, 2), padding=\"same\")(inputs)\n", " x = layers.BatchNormalization()(x)\n", " x = layers.ReLU()(x)\n", "\n", " x = layers.Conv2D(128, (5, 5), strides=(2, 2), padding=\"same\")(x)\n", " x = layers.BatchNormalization()(x)\n", " x = layers.ReLU()(x)\n", "\n", " x = layers.Conv2D(256, (5, 5), strides=(2, 2), padding=\"same\")(x)\n", " x = layers.BatchNormalization()(x)\n", " x = layers.ReLU()(x)\n", "\n", " # Decoder\n", " x = layers.Conv2DTranspose(128, (5, 5), strides=(2, 2), padding=\"same\")(x)\n", " x = layers.BatchNormalization()(x)\n", " x = layers.ReLU()(x)\n", "\n", " x = layers.Conv2DTranspose(64, (5, 5), strides=(2, 2), padding=\"same\")(x)\n", " x = layers.BatchNormalization()(x)\n", " x = layers.ReLU()(x)\n", "\n", " outputs = layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', activation='sigmoid')(x) # Maske zwischen 0 und 1\n", " model = models.Model(inputs, outputs)\n", " return model\n", "\n", "def build_unet(input_shape=(512, 128, 1)):\n", " inputs = tf.keras.Input(shape=input_shape)\n", "\n", " # Encoder\n", " conv1 = layers.Conv2D(64, (5, 5), strides=(2, 2), padding='same')(inputs)\n", " conv1 = layers.BatchNormalization()(conv1)\n", " conv1 = layers.ReLU()(conv1)\n", " conv1 = layers.Dropout(0.5)(conv1)\n", "\n", " conv2 = layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same')(conv1)\n", " conv2 = layers.BatchNormalization()(conv2)\n", " conv2 = layers.ReLU()(conv2)\n", " conv2 = layers.Dropout(0.5)(conv2)\n", "\n", " conv3 = layers.Conv2D(256, (5, 5), strides=(2, 2), padding='same')(conv2)\n", " conv3 = layers.BatchNormalization()(conv3)\n", " conv3 = layers.ReLU()(conv3)\n", " conv3 = layers.Dropout(0.5)(conv3)\n", "\n", " conv4 = layers.Conv2D(512, (5, 5), strides=(2, 2), padding='same')(conv3)\n", " conv4 = layers.BatchNormalization()(conv4)\n", " conv4 = layers.ReLU()(conv4)\n", "\n", " conv5 = layers.Conv2D(1024, (5, 5), strides=(2, 2), padding='same')(conv4)\n", " conv5 = layers.BatchNormalization()(conv5)\n", " conv5 = layers.ReLU()(conv5)\n", "\n", " # Decoder\n", " up6 = layers.Conv2DTranspose(512, (5, 5), strides=(2, 2), padding='same')(conv5)\n", " up6 = layers.BatchNormalization()(up6)\n", " up6 = layers.ReLU()(up6)\n", " up6 = layers.Concatenate()([up6, conv4])\n", "\n", " up7 = layers.Conv2DTranspose(256, (5, 5), strides=(2, 2), padding='same')(up6)\n", " up7 = layers.BatchNormalization()(up7)\n", " up7 = layers.ReLU()(up7)\n", " up7 = layers.Concatenate()([up7, conv3])\n", "\n", " up8 = layers.Conv2DTranspose(128, (5, 5), strides=(2, 2), padding='same')(up7)\n", " up8 = layers.BatchNormalization()(up8)\n", " up8 = layers.ReLU()(up8)\n", " up8 = layers.Concatenate()([up8, conv2])\n", "\n", " up9 = layers.Conv2DTranspose(64, (5, 5), strides=(2, 2), padding='same')(up8)\n", " up9 = layers.BatchNormalization()(up9)\n", " up9 = layers.ReLU()(up9)\n", " up9 = layers.Concatenate()([up9, conv1])\n", "\n", " outputs = layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', activation='sigmoid')(up9)\n", "\n", " model = tf.keras.Model(inputs, outputs)\n", " return model\n", "\n", "def build_autoencoder(input_shape=(512, 128, 1)):\n", " inputs = tf.keras.Input(shape=input_shape)\n", "\n", " # Encoder\n", " conv1 = layers.Conv2D(64, (5, 5), strides=(2, 2), padding='same')(inputs)\n", " conv1 = layers.BatchNormalization()(conv1)\n", " conv1 = layers.ReLU()(conv1)\n", " #conv1 = layers.Dropout(0.5)(conv1)\n", "\n", " conv2 = layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same')(conv1)\n", " conv2 = layers.BatchNormalization()(conv2)\n", " conv2 = layers.ReLU()(conv2)\n", " #conv2 = layers.Dropout(0.5)(conv2)\n", "\n", " conv3 = layers.Conv2D(256, (5, 5), strides=(2, 2), padding='same')(conv2)\n", " conv3 = layers.BatchNormalization()(conv3)\n", " conv3 = layers.ReLU()(conv3)\n", " #conv3 = layers.Dropout(0.5)(conv3)\n", "\n", " conv4 = layers.Conv2D(512, (5, 5), strides=(2, 2), padding='same')(conv3)\n", " conv4 = layers.BatchNormalization()(conv4)\n", " conv4 = layers.ReLU()(conv4)\n", "\n", " conv5 = layers.Conv2D(1024, (5, 5), strides=(2, 2), padding='same')(conv4)\n", " conv5 = layers.BatchNormalization()(conv5)\n", " conv5 = layers.ReLU()(conv5)\n", "\n", " # Decoder\n", " up6 = layers.Conv2DTranspose(512, (5, 5), strides=(2, 2), padding='same')(conv5)\n", " up6 = layers.BatchNormalization()(up6)\n", " up6 = layers.ReLU()(up6)\n", " #up6 = layers.Concatenate()([up6, conv4])\n", "\n", " up7 = layers.Conv2DTranspose(256, (5, 5), strides=(2, 2), padding='same')(up6)\n", " up7 = layers.BatchNormalization()(up7)\n", " up7 = layers.ReLU()(up7)\n", " #up7 = layers.Concatenate()([up7, conv3])\n", "\n", " up8 = layers.Conv2DTranspose(128, (5, 5), strides=(2, 2), padding='same')(up7)\n", " up8 = layers.BatchNormalization()(up8)\n", " up8 = layers.ReLU()(up8)\n", " #up8 = layers.Concatenate()([up8, conv2])\n", "\n", " up9 = layers.Conv2DTranspose(64, (5, 5), strides=(2, 2), padding='same')(up8)\n", " up9 = layers.BatchNormalization()(up9)\n", " up9 = layers.ReLU()(up9)\n", " #up9 = layers.Concatenate()([up9, conv1])\n", "\n", " outputs = layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', activation='sigmoid')(up9)\n", "\n", " model = tf.keras.Model(inputs, outputs)\n", " return model\n", "\n", "def build_unet2(input_shape=(512, 128, 1)):\n", " inputs = tf.keras.Input(shape=input_shape)\n", "\n", " # Encoder\n", " conv1 = layers.Conv2D(64, (5, 5), strides=(2, 2), padding='same')(inputs)\n", " conv1 = layers.BatchNormalization()(conv1)\n", " conv1 = layers.ReLU()(conv1)\n", " conv1 = layers.Dropout(0.5)(conv1)\n", "\n", " conv2 = layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same')(conv1)\n", " conv2 = layers.BatchNormalization()(conv2)\n", " conv2 = layers.ReLU()(conv2)\n", " conv2 = layers.Dropout(0.5)(conv2)\n", "\n", " conv3 = layers.Conv2D(256, (5, 5), strides=(2, 2), padding='same')(conv2)\n", " conv3 = layers.BatchNormalization()(conv3)\n", " conv3 = layers.ReLU()(conv3)\n", " conv3 = layers.Dropout(0.5)(conv3)\n", "\n", " conv4 = layers.Conv2D(512, (5, 5), strides=(2, 2), padding='same')(conv3)\n", " conv4 = layers.BatchNormalization()(conv4)\n", " conv4 = layers.ReLU()(conv4)\n", " conv4 = layers.Dropout(0.5)(conv4)\n", "\n", " conv5 = layers.Conv2D(1024, (5, 5), strides=(2, 2), padding='same')(conv4)\n", " conv5 = layers.BatchNormalization()(conv5)\n", " conv5 = layers.ReLU()(conv5)\n", " conv5 = layers.Dropout(0.5)(conv5)\n", "\n", " # Decoder\n", " up6 = layers.Conv2DTranspose(512, (5, 5), strides=(2, 2), padding='same')(conv5)\n", " up6 = layers.BatchNormalization()(up6)\n", " up6 = layers.ReLU()(up6)\n", " up6 = layers.Dropout(0.5)(up6)\n", " up6 = layers.Concatenate()([up6, conv4])\n", "\n", " up7 = layers.Conv2DTranspose(256, (5, 5), strides=(2, 2), padding='same')(up6)\n", " up7 = layers.BatchNormalization()(up7)\n", " up7 = layers.ReLU()(up7)\n", " up7 = layers.Dropout(0.5)(up7)\n", " up7 = layers.Concatenate()([up7, conv3])\n", "\n", " up8 = layers.Conv2DTranspose(128, (5, 5), strides=(2, 2), padding='same')(up7)\n", " up8 = layers.BatchNormalization()(up8)\n", " up8 = layers.ReLU()(up8)\n", " up8 = layers.Dropout(0.5)(up8)\n", " up8 = layers.Concatenate()([up8, conv2])\n", "\n", " up9 = layers.Conv2DTranspose(64, (5, 5), strides=(2, 2), padding='same')(up8)\n", " up9 = layers.BatchNormalization()(up9)\n", " up9 = layers.ReLU()(up9)\n", " up9 = layers.Dropout(0.5)(up9)\n", " up9 = layers.Concatenate()([up9, conv1])\n", "\n", " outputs = layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', activation='sigmoid')(up9)\n", "\n", " model = tf.keras.Model(inputs, outputs)\n", " return model\n", "\n", "drop = 0.45\n", "\n", "def build_unet3(input_shape=(512, 128, 1)):\n", " inputs = tf.keras.Input(shape=input_shape)\n", "\n", " # Encoder\n", " conv1 = layers.Conv2D(64, (5, 5), strides=(2, 2), padding='same')(inputs)\n", " conv1 = layers.BatchNormalization()(conv1)\n", " conv1 = layers.ReLU()(conv1)\n", " conv1 = layers.Dropout(drop)(conv1)\n", "\n", " conv2 = layers.Conv2D(128, (5, 5), strides=(2, 2), padding='same')(conv1)\n", " conv2 = layers.BatchNormalization()(conv2)\n", " conv2 = layers.ReLU()(conv2)\n", " conv2 = layers.Dropout(drop)(conv2)\n", "\n", " conv3 = layers.Conv2D(256, (5, 5), strides=(2, 2), padding='same')(conv2)\n", " conv3 = layers.BatchNormalization()(conv3)\n", " conv3 = layers.ReLU()(conv3)\n", " conv3 = layers.Dropout(drop)(conv3)\n", "\n", " conv4 = layers.Conv2D(512, (5, 5), strides=(2, 2), padding='same')(conv3)\n", " conv4 = layers.BatchNormalization()(conv4)\n", " conv4 = layers.ReLU()(conv4)\n", " conv4 = layers.Dropout(drop)(conv4)\n", "\n", " conv5 = layers.Conv2D(1024, (5, 5), strides=(2, 2), padding='same')(conv4)\n", " conv5 = layers.BatchNormalization()(conv5)\n", " conv5 = layers.ReLU()(conv5)\n", " conv5 = layers.Dropout(drop)(conv5)\n", "\n", " # Decoder\n", " up6 = layers.Conv2DTranspose(512, (5, 5), strides=(2, 2), padding='same')(conv5)\n", " up6 = layers.BatchNormalization()(up6)\n", " up6 = layers.ReLU()(up6)\n", " up6 = layers.Dropout(drop)(up6)\n", " up6 = layers.Concatenate()([up6, conv4])\n", "\n", " up7 = layers.Conv2DTranspose(256, (5, 5), strides=(2, 2), padding='same')(up6)\n", " up7 = layers.BatchNormalization()(up7)\n", " up7 = layers.ReLU()(up7)\n", " up7 = layers.Dropout(drop)(up7)\n", " up7 = layers.Concatenate()([up7, conv3])\n", "\n", " up8 = layers.Conv2DTranspose(128, (5, 5), strides=(2, 2), padding='same')(up7)\n", " up8 = layers.BatchNormalization()(up8)\n", " up8 = layers.ReLU()(up8)\n", " up8 = layers.Dropout(drop)(up8)\n", " up8 = layers.Concatenate()([up8, conv2])\n", "\n", " up9 = layers.Conv2DTranspose(64, (5, 5), strides=(2, 2), padding='same')(up8)\n", " up9 = layers.BatchNormalization()(up9)\n", " up9 = layers.ReLU()(up9)\n", " up9 = layers.Dropout(drop)(up9)\n", " up9 = layers.Concatenate()([up9, conv1])\n", "\n", " outputs = layers.Conv2DTranspose(1, (5, 5), strides=(2, 2), padding='same', activation='sigmoid')(up9)\n", "\n", " model = tf.keras.Model(inputs, outputs)\n", " return model\n", "\n", "\n", "# Modell erstellen\n", "model = build_unet3()\n", "model.summary()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Beispiel: Mean Squared Error Loss\n", "def custom_loss(y_true, y_pred):\n", " return tf.reduce_mean(tf.square(y_true - y_pred))\n", "\n", "def mae_loss(y_true, y_pred):\n", " return tf.reduce_mean(tf.abs(y_true - y_pred))\n", "\n", "def snr_metric(vocals, y_pred):\n", " \n", " signal_power = tf.reduce_sum(vocals**2)\n", " noise_power = tf.reduce_sum((vocals - y_pred)**2)\n", " return 10 * tf.math.log(signal_power / (noise_power)) / tf.math.log(10.0)\n", "\n", "def mae_loss_mask(y_true, y_pred, mixture):\n", " after_mask = y_pred * mixture\n", " return tf.reduce_mean(tf.abs(y_true - after_mask))\n", "\n", "def snr_metric_mask(vocals, y_pred, mixture):\n", " after_mask = y_pred * mixture\n", " signal_power = tf.reduce_sum(vocals**2)\n", " noise_power = tf.reduce_sum((vocals - after_mask)**2)\n", " return 10 * tf.math.log(signal_power / (noise_power)) / tf.math.log(10.0)\n", "\n", "def combined_loss(y_true, y_pred, mixture):\n", " # SNR-Berechnung\n", " after_mask = y_pred * mixture\n", " signal_power = tf.reduce_sum(y_true ** 2)\n", " noise_power = tf.reduce_sum((y_true - after_mask) ** 2) \n", "\n", " # Numerische Stabilität hinzufügen\n", " #signal_power += 1e-8\n", " #noise_power += 1e-8\n", "\n", " snr_loss = -10 * tf.math.log(signal_power / noise_power) / tf.math.log(10.0)\n", "\n", " # Zusätzliche MSE-Komponente\n", " mse_loss = tf.reduce_mean(tf.square(y_true - after_mask))\n", "\n", " # Kombinierter Verlust \n", " return snr_loss + 0.1 * mse_loss # Gewichtung anpassen" ] }, { "cell_type": "code", "execution_count": 38, "metadata": {}, "outputs": [], "source": [ "import tensorflow.signal as tf_signal\n", "\n", "def postprocess_simple(after):\n", " n_fft = 512\n", " hop_length = 128\n", " win_length = 512\n", " after_resized = tf.image.resize(after, (257, 1723))\n", "\n", " after_resized = np.squeeze(after_resized, axis=-1)\n", "\n", " #after_resized = after_resized.numpy()\n", "\n", " #after_resized = after_resized * original_max_amplitude\n", "\n", " #complex_spectrogram = after_resized * np.exp(1j * phase)\n", " stft_complex = tf.complex(after_resized, tf.zeros_like(after_resized)) \n", " #print(stft_complex.shape)\n", " #audio_reconstructed = librosa.istft(stft_complex, hop_length=hop_length, win_length=win_length)\n", " waveform = tf_signal.inverse_stft(stft_complex, frame_length=512, frame_step=128, fft_length=512, window_fn=tf_signal.hann_window)\n", " #audio_reconstructed = librosa.griffinlim(complex_spectrogram, hop_length=hop_length, win_length=win_length)\n", " return waveform\n", "\n", "\n", "\n", "def combined_freq_time_loss_mask(y_true, y_pred, mixture):\n", " result = y_pred * mixture\n", "\n", " time_true = postprocess_simple(y_true)\n", " time_result = postprocess_simple(result)\n", " \n", " freq_loss = tf.reduce_mean(tf.abs(y_true - result))\n", " time_loss = tf.reduce_mean(tf.abs(time_true - time_result))\n", " \n", " return freq_loss + time_loss\n", "\n", "def combined_freq_time_metric_mask(y_true, y_pred, mixture):\n", " result = y_pred * mixture\n", "\n", " signal_power = tf.reduce_sum(y_true**2)\n", " noise_power = tf.reduce_sum((y_true - result)**2)\n", "\n", " freq_snr = 10 * tf.math.log(signal_power / (noise_power)) / tf.math.log(10.0)\n", "\n", " time_true = postprocess_simple(y_true)\n", " time_result = postprocess_simple(result)\n", "\n", " time_signal_power = tf.reduce_sum(time_true**2)\n", " time_noise_power = tf.reduce_sum((time_true - time_result)**2)\n", "\n", " time_snr = 10 * tf.math.log(time_signal_power / (time_noise_power)) / tf.math.log(10.0)\n", "\n", "\n", " return (freq_snr + time_snr) / 2\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Anzahl der Datenpunkte: 12679\n", "Anzahl der Trainingsbatches: 2535\n", "Anzahl der Validierungsbatches: 634\n" ] } ], "source": [ "batch_size = 4 # Beispiel: Neue Batchgröße\n", "dataset = tf.data.Dataset.from_tensor_slices((X_train, y_train))\n", "dataset = dataset.shuffle(buffer_size=1000).batch(batch_size, drop_remainder=True)\n", "\n", "# Anzahl der Batches für das Training\n", "train_size = int(0.8 * len(X_train)) // batch_size\n", "\n", "# Aufteilen in Training und Validierung\n", "train_dataset = dataset.take(train_size)\n", "val_dataset = dataset.skip(train_size)\n", "\n", "print(f\"Anzahl der Datenpunkte: {len(X_train)}\")\n", "print(f\"Anzahl der Trainingsbatches: {len(list(train_dataset))}\")\n", "print(f\"Anzahl der Validierungsbatches: {len(list(val_dataset))}\")" ] }, { "cell_type": "code", "execution_count": 35, "metadata": {}, "outputs": [], "source": [ "\n", "\n", "# Trainingsparameter\n", "epoch_start = 0\n", "epoch_end = 10\n", "base_learning_rate = 1e-3 # Basis-Lernrate für eine Referenz-Batchgröße\n", "adjusted_learning_rate = base_learning_rate * (batch_size / 4) # Skalierung für größere Batchgröße\n", "optimizer = tf.keras.optimizers.Adam(learning_rate=adjusted_learning_rate)\n", "#optimizer = Adam(learning_rate=0.001)\n", "\n", "#model = build_unet()\n", "model = build_unet3()\n", "#model = build_autoencoder()\n", "#model = build_masking_network()\n", "\n", "history = {\n", " \"train_loss\": [],\n", " \"train_snr\": [],\n", " \"val_loss\": [],\n", " \"val_snr\": []\n", "}\n", "\n" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "with zipfile.ZipFile('C:\\\\Users\\\\Lukas\\\\Desktop\\\\TH Nürnberg\\\\Projekt\\\\netz\\\\Mid_Training_02_22_Epoche=4.zip', 'r') as zipf:\n", " zipf.extractall() # Entpackt alle Dateien\n", "\n", " # Lade die Arrays\n", " train_loss = np.load('train_loss.npy', allow_pickle=True)\n", " train_snr = np.load('train_snr.npy', allow_pickle=True)\n", " val_loss = np.load('val_loss.npy', allow_pickle=True)\n", " val_snr = np.load('val_snr.npy', allow_pickle=True)\n", "\n", " meta_parameter = np.load('meta_parameter.npy', allow_pickle=True)\n", " \n", "history = {\n", " \"train_loss\": [],\n", " \"train_snr\": [],\n", " \"val_loss\": [],\n", " \"val_snr\": []\n", "}\n", "\n", "adjusted_learning_rate = meta_parameter[0]\n", "epoch_start = int(meta_parameter[1]) + 1\n", "\n", "for i in range(0, epoch_start):\n", " history[\"train_loss\"].append(train_loss[i])\n", " history[\"train_snr\"].append(train_snr[i])\n", " history[\"val_loss\"].append(val_loss[i])\n", " history[\"val_snr\"].append(val_snr[i])\n", "\n", "model.load_weights(\"model_training.h5\")\n", "\n", "os.remove('train_loss.npy')\n", "os.remove('train_snr.npy')\n", "os.remove('val_loss.npy')\n", "os.remove('val_snr.npy')\n", "\n", "os.remove('meta_parameter.npy')\n", "os.remove('model_training.h5')\n", "\n", "epoch_end = 20" ] }, { "cell_type": "code", "execution_count": 36, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0\n", "4\n" ] } ], "source": [ "#epoch_start = epoch + 1\n", "epoch_end = 4\n", "print(epoch_start)\n", "print(epoch_end)\n" ] }, { "cell_type": "code", "execution_count": 39, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/4\n", "Epoch 1: Average Loss = 0.0084, Average SNR = 1.6458, Validation Loss = 0.0087, Validation SNR = 1.6741\n", "Epoch 2/4\n", "Epoch 2: Average Loss = 0.0082, Average SNR = 1.7548, Validation Loss = 0.0083, Validation SNR = 1.8029\n", "Epoch 3/4\n", "Step 11 / 2535: Loss = 0.0077, SNR = 1.7697\r" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "Cell \u001b[1;32mIn[39], line 18\u001b[0m\n\u001b[0;32m 13\u001b[0m y_pred \u001b[38;5;241m=\u001b[39m model(x_batch, training\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[0;32m 14\u001b[0m \u001b[38;5;66;03m#loss = custom_loss(y_batch, y_pred)\u001b[39;00m\n\u001b[0;32m 15\u001b[0m \u001b[38;5;66;03m#loss = mae_loss_mask(y_batch, y_pred, x_batch)\u001b[39;00m\n\u001b[0;32m 16\u001b[0m \u001b[38;5;66;03m#loss = combined_loss(y_batch, y_pred, x_batch)\u001b[39;00m\n\u001b[0;32m 17\u001b[0m \u001b[38;5;66;03m#loss = mae_loss(y_batch, y_pred)\u001b[39;00m\n\u001b[1;32m---> 18\u001b[0m loss \u001b[38;5;241m=\u001b[39m \u001b[43mcombined_freq_time_loss_mask\u001b[49m\u001b[43m(\u001b[49m\u001b[43my_batch\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43my_pred\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mx_batch\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 20\u001b[0m \u001b[38;5;66;03m# Gradientenberechnung und Optimierung\u001b[39;00m\n\u001b[0;32m 21\u001b[0m gradients \u001b[38;5;241m=\u001b[39m tape\u001b[38;5;241m.\u001b[39mgradient(loss, model\u001b[38;5;241m.\u001b[39mtrainable_variables)\n", "Cell \u001b[1;32mIn[38], line 29\u001b[0m, in \u001b[0;36mcombined_freq_time_loss_mask\u001b[1;34m(y_true, y_pred, mixture)\u001b[0m\n\u001b[0;32m 26\u001b[0m result \u001b[38;5;241m=\u001b[39m y_pred \u001b[38;5;241m*\u001b[39m mixture\n\u001b[0;32m 28\u001b[0m time_true \u001b[38;5;241m=\u001b[39m postprocess_simple(y_true)\n\u001b[1;32m---> 29\u001b[0m time_result \u001b[38;5;241m=\u001b[39m \u001b[43mpostprocess_simple\u001b[49m\u001b[43m(\u001b[49m\u001b[43mresult\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 31\u001b[0m freq_loss \u001b[38;5;241m=\u001b[39m tf\u001b[38;5;241m.\u001b[39mreduce_mean(tf\u001b[38;5;241m.\u001b[39mabs(y_true \u001b[38;5;241m-\u001b[39m result))\n\u001b[0;32m 32\u001b[0m time_loss \u001b[38;5;241m=\u001b[39m tf\u001b[38;5;241m.\u001b[39mreduce_mean(tf\u001b[38;5;241m.\u001b[39mabs(time_true \u001b[38;5;241m-\u001b[39m time_result))\n", "Cell \u001b[1;32mIn[38], line 7\u001b[0m, in \u001b[0;36mpostprocess_simple\u001b[1;34m(after)\u001b[0m\n\u001b[0;32m 5\u001b[0m hop_length \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m128\u001b[39m\n\u001b[0;32m 6\u001b[0m win_length \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m512\u001b[39m\n\u001b[1;32m----> 7\u001b[0m after_resized \u001b[38;5;241m=\u001b[39m \u001b[43mtf\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mimage\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresize\u001b[49m\u001b[43m(\u001b[49m\u001b[43mafter\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m257\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m1723\u001b[39;49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 9\u001b[0m after_resized \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39msqueeze(after_resized, axis\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m-\u001b[39m\u001b[38;5;241m1\u001b[39m)\n\u001b[0;32m 11\u001b[0m \u001b[38;5;66;03m#after_resized = after_resized.numpy()\u001b[39;00m\n\u001b[0;32m 12\u001b[0m \n\u001b[0;32m 13\u001b[0m \u001b[38;5;66;03m#after_resized = after_resized * original_max_amplitude\u001b[39;00m\n\u001b[0;32m 14\u001b[0m \n\u001b[0;32m 15\u001b[0m \u001b[38;5;66;03m#complex_spectrogram = after_resized * np.exp(1j * phase)\u001b[39;00m\n", "File \u001b[1;32mc:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\tensorflow\\python\\util\\traceback_utils.py:150\u001b[0m, in \u001b[0;36mfilter_traceback..error_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 148\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m 149\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 150\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfn\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 151\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m 152\u001b[0m filtered_tb \u001b[38;5;241m=\u001b[39m _process_traceback_frames(e\u001b[38;5;241m.\u001b[39m__traceback__)\n", "File \u001b[1;32mc:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\tensorflow\\python\\util\\dispatch.py:1096\u001b[0m, in \u001b[0;36madd_dispatch_support..decorator..op_dispatch_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 1094\u001b[0m \u001b[38;5;66;03m# Fallback dispatch system (dispatch v1):\u001b[39;00m\n\u001b[0;32m 1095\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 1096\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mdispatch_target\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1097\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mTypeError\u001b[39;00m, \u001b[38;5;167;01mValueError\u001b[39;00m):\n\u001b[0;32m 1098\u001b[0m \u001b[38;5;66;03m# Note: convert_to_eager_tensor currently raises a ValueError, not a\u001b[39;00m\n\u001b[0;32m 1099\u001b[0m \u001b[38;5;66;03m# TypeError, when given unexpected types. So we need to catch both.\u001b[39;00m\n\u001b[0;32m 1100\u001b[0m result \u001b[38;5;241m=\u001b[39m dispatch(op_dispatch_handler, args, kwargs)\n", "File \u001b[1;32mc:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\tensorflow\\python\\ops\\image_ops_impl.py:1717\u001b[0m, in \u001b[0;36mresize_images_v2\u001b[1;34m(images, size, method, preserve_aspect_ratio, antialias, name)\u001b[0m\n\u001b[0;32m 1714\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m 1715\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mResize method is not implemented: \u001b[39m\u001b[38;5;132;01m{}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mformat(method))\n\u001b[1;32m-> 1717\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43m_resize_images_common\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1718\u001b[0m \u001b[43m \u001b[49m\u001b[43mimages\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1719\u001b[0m \u001b[43m \u001b[49m\u001b[43mresize_fn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1720\u001b[0m \u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1721\u001b[0m \u001b[43m \u001b[49m\u001b[43mpreserve_aspect_ratio\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mpreserve_aspect_ratio\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1722\u001b[0m \u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m 1723\u001b[0m \u001b[43m \u001b[49m\u001b[43mskip_resize_if_same\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n", "File \u001b[1;32mc:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\tensorflow\\python\\ops\\image_ops_impl.py:1450\u001b[0m, in \u001b[0;36m_resize_images_common\u001b[1;34m(images, resizer_fn, size, preserve_aspect_ratio, name, skip_resize_if_same)\u001b[0m\n\u001b[0;32m 1447\u001b[0m images \u001b[38;5;241m=\u001b[39m array_ops\u001b[38;5;241m.\u001b[39msqueeze(images, axis\u001b[38;5;241m=\u001b[39m[\u001b[38;5;241m0\u001b[39m])\n\u001b[0;32m 1448\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m images\n\u001b[1;32m-> 1450\u001b[0m images \u001b[38;5;241m=\u001b[39m \u001b[43mresizer_fn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mimages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 1452\u001b[0m \u001b[38;5;66;03m# NOTE(mrry): The shape functions for the resize ops cannot unpack\u001b[39;00m\n\u001b[0;32m 1453\u001b[0m \u001b[38;5;66;03m# the packed values in `new_size`, so set the shape here.\u001b[39;00m\n\u001b[0;32m 1454\u001b[0m images\u001b[38;5;241m.\u001b[39mset_shape([\u001b[38;5;28;01mNone\u001b[39;00m, new_height_const, new_width_const, \u001b[38;5;28;01mNone\u001b[39;00m])\n", "File \u001b[1;32mc:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\tensorflow\\python\\ops\\image_ops_impl.py:1699\u001b[0m, in \u001b[0;36mresize_images_v2..resize_fn\u001b[1;34m(images_t, new_size)\u001b[0m\n\u001b[0;32m 1697\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resize_with_scale_and_translate(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mtriangle\u001b[39m\u001b[38;5;124m'\u001b[39m)\n\u001b[0;32m 1698\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m-> 1699\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgen_image_ops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mresize_bilinear\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 1700\u001b[0m \u001b[43m \u001b[49m\u001b[43mimages_t\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnew_size\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhalf_pixel_centers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[0;32m 1701\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m method \u001b[38;5;241m==\u001b[39m ResizeMethod\u001b[38;5;241m.\u001b[39mNEAREST_NEIGHBOR:\n\u001b[0;32m 1702\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m gen_image_ops\u001b[38;5;241m.\u001b[39mresize_nearest_neighbor(\n\u001b[0;32m 1703\u001b[0m images_t, new_size, half_pixel_centers\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n", "File \u001b[1;32mc:\\Users\\Lukas\\AppData\\Local\\Programs\\Python\\Python38\\lib\\site-packages\\tensorflow\\python\\ops\\gen_image_ops.py:3683\u001b[0m, in \u001b[0;36mresize_bilinear\u001b[1;34m(images, size, align_corners, half_pixel_centers, name)\u001b[0m\n\u001b[0;32m 3681\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m tld\u001b[38;5;241m.\u001b[39mis_eager:\n\u001b[0;32m 3682\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m-> 3683\u001b[0m _result \u001b[38;5;241m=\u001b[39m \u001b[43mpywrap_tfe\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mTFE_Py_FastPathExecute\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m 3684\u001b[0m \u001b[43m \u001b[49m\u001b[43m_ctx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mResizeBilinear\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mimages\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43msize\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43malign_corners\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m 3685\u001b[0m \u001b[43m \u001b[49m\u001b[43malign_corners\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[38;5;124;43mhalf_pixel_centers\u001b[39;49m\u001b[38;5;124;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhalf_pixel_centers\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m 3686\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _result\n\u001b[0;32m 3687\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m _core\u001b[38;5;241m.\u001b[39m_NotOkStatusException \u001b[38;5;28;01mas\u001b[39;00m e:\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "\n", "\n", "# Trainingsloop\n", "weg = len(list(train_dataset))\n", "\n", "# Trainingsloop mit SNR-Metrik\n", "for epoch in range(epoch_start, epoch_end):\n", " print(f\"Epoch {epoch + 1}/{epoch_end}\")\n", " train_loss = []\n", " train_snr = []\n", "\n", " # Training\n", " for step, (x_batch, y_batch) in enumerate(train_dataset):\n", " with tf.GradientTape() as tape:\n", " y_pred = model(x_batch, training=True)\n", " #loss = custom_loss(y_batch, y_pred)\n", " #loss = mae_loss_mask(y_batch, y_pred, x_batch)\n", " #loss = combined_loss(y_batch, y_pred, x_batch)\n", " #loss = mae_loss(y_batch, y_pred)\n", " loss = combined_freq_time_loss_mask(y_batch, y_pred, x_batch)\n", "\n", " # Gradientenberechnung und Optimierung\n", " gradients = tape.gradient(loss, model.trainable_variables)\n", " optimizer.apply_gradients(zip(gradients, model.trainable_variables))\n", " \n", " # Berechnung der Metrik (z. B. SNR)\n", " #mixture = x_batch # Beispiel, falls mixture = x_batch\n", " #vocals = y_batch # Beispiel, falls vocals = y_batch\n", " \n", " #snr = snr_metric_mask(y_batch, y_pred, x_batch)\n", " #snr = snr_metric(y_batch, y_pred)\n", " snr = combined_freq_time_metric_mask(y_batch, y_pred, x_batch)\n", " \n", " train_loss.append(loss.numpy())\n", " train_snr.append(snr.numpy())\n", "\n", " if step % 1 == 0:\n", " print(f\"Step {step + 1} / {weg}: Loss = {loss.numpy():.4f}, SNR = {snr.numpy():.4f}\", end='\\r')\n", " \n", " # Epoch-Ende\n", " avg_train_loss = np.mean(train_loss)\n", " avg_train_snr = np.mean(train_snr)\n", " #print(f\"Epoch {epoch + 1}: Average Loss = {avg_train_loss:.4f}, Average SNR = {avg_train_snr:.4f}\")\n", "\n", " # Validierung\n", " val_loss = []\n", " val_snr = []\n", " for x_val, y_val in val_dataset:\n", " y_val_pred = model(x_val, training=False)\n", "\n", " #loss = custom_loss(y_val, y_val_pred)\n", " #loss = mae_loss(y_val, y_val_pred)\n", " #loss = mae_loss_mask(y_val, y_val_pred, x_val)\n", " #loss = combined_loss(y_val, y_val_pred, x_val)\n", " loss = combined_freq_time_loss_mask(y_val, y_val_pred, x_val)\n", "\n", " #mixture_val = x_val # Beispiel, falls mixture = x_val\n", " #vocals_val = y_val # Beispiel, falls vocals = y_val\n", "\n", " #snr = snr_metric_mask(y_val, y_val_pred, x_val)\n", " #snr = snr_metric(y_val, y_val_pred)\n", " snr = combined_freq_time_metric_mask(y_val, y_val_pred, x_val)\n", "\n", " val_loss.append(loss.numpy())\n", " val_snr.append(snr.numpy())\n", " \n", " \n", " avg_val_loss = np.mean(val_loss)\n", " avg_val_snr = np.mean(val_snr)\n", " print(f\"Epoch {epoch + 1}: Average Loss = {avg_train_loss:.4f}, Average SNR = {avg_train_snr:.4f}, Validation Loss = {avg_val_loss:.4f}, Validation SNR = {avg_val_snr:.4f}\")\n", " history[\"train_loss\"].append(avg_train_loss)\n", " history[\"train_snr\"].append(avg_train_snr)\n", " history[\"val_loss\"].append(avg_val_loss)\n", " history[\"val_snr\"].append(avg_val_snr)\n", "\n", "epoch_start = epoch + 1\n", "\n", "plt.plot(history[\"train_snr\"], label=\"Train SNR\")\n", "plt.plot(history[\"val_snr\"], label=\"Validation SNR\")\n", "plt.xlabel(\"Epoch\")\n", "plt.ylabel(\"SNR (dB)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.plot(history[\"train_snr\"], label=\"Train SNR\")\n", "plt.plot(history[\"val_snr\"], label=\"Validation SNR\")\n", "plt.xlabel(\"Epoch\")\n", "plt.ylabel(\"SNR (dB)\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(2473, 512, 128, 1)\n", "(2473, 512, 128, 1)\n" ] } ], "source": [ "with zipfile.ZipFile('C:\\\\Users\\\\Lukas\\\\Desktop\\\\TH Nürnberg\\\\Projekt\\\\netz\\\\Daten\\\\Test_Vocals_Mix_2473.zip', 'r') as zipf:\n", " zipf.extractall() # Entpackt alle Dateien\n", " \n", " # Lade die Arrays\n", " X_test = np.load('X_train.npy', allow_pickle=True)\n", " y_test = np.load('y_train.npy', allow_pickle=True)\n", "\n", "print(X_test.shape)\n", "print(y_test.shape)" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test SNR = 3.1200\n" ] } ], "source": [ "# Evaluierung mit den Testdaten\n", "\n", "test_snr = []\n", "for i in range(len(X_test)):\n", " print(i, \"/\", len(X_test), end='\\r')\n", " mask = model(tf.expand_dims(X_test[i], axis=0), training=False)\n", " snr = snr_metric_mask(y_test[i], mask, X_test[i])\n", " #print(f\"{i}: {snr}\")\n", " test_snr.append(snr)\n", "\n", "\n", "avg_test_snr = np.mean(test_snr)\n", "print(f\"Test SNR = {avg_test_snr:.4f}\")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "WARNING:tensorflow:Compiled the loaded model, but the compiled metrics have yet to be built. `model.compile_metrics` will be empty until you train or evaluate the model.\n" ] } ], "source": [ "train_loss = history[\"train_loss\"]\n", "train_snr = history[\"train_snr\"]\n", "val_loss = history[\"val_loss\"]\n", "val_snr = history[\"val_snr\"]\n", "\n", "meta_parameter = []\n", "meta_parameter.append(adjusted_learning_rate)\n", "meta_parameter.append(epoch)\n", "\n", "# Speichere die Arrays in einer .zip-Datei\n", "with zipfile.ZipFile(f'C:\\\\Users\\\\Lukas\\\\Desktop\\\\TH Nürnberg\\\\Projekt\\\\netz\\\\Mid_Training_03_03_SNR={avg_test_snr:.4f}_Epoche={epoch+1}.zip', 'w') as zipf:\n", " # Speichere jedes Array als separate .npy-Datei\n", " np.save('train_loss.npy', train_loss)\n", " np.save('train_snr.npy', train_snr)\n", " np.save('val_loss.npy', val_loss)\n", " np.save('val_snr.npy', val_snr)\n", "\n", " np.save('meta_parameter.npy', meta_parameter)\n", " model.save(\"model_training.h5\")\n", " \n", " # Füge die .npy-Dateien zur .zip hinzu\n", " zipf.write('train_loss.npy')\n", " zipf.write('train_snr.npy')\n", " zipf.write('val_loss.npy')\n", " zipf.write('val_snr.npy')\n", "\n", " zipf.write('meta_parameter.npy')\n", " zipf.write('model_training.h5')\n", "\n", "os.remove('train_loss.npy')\n", "os.remove('train_snr.npy')\n", "os.remove('val_loss.npy')\n", "os.remove('val_snr.npy')\n", "\n", "os.remove('meta_parameter.npy')\n", "os.remove('model_training.h5')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "def preprocess(array, target_size=(512, 128)):\n", " n_fft = 512\n", " hop_length = 128\n", " win_length = 512\n", "\n", " original_max_amplitude = np.max(np.abs(array))\n", " stft = librosa.stft(array, n_fft=n_fft, hop_length=hop_length, win_length=win_length)\n", " stft_magnitude = np.abs(stft)\n", " phase = np.angle(stft)\n", "\n", " stft_magnitude = np.nan_to_num(stft_magnitude, nan=0.0, posinf=0.0, neginf=0.0)\n", " # Prüfen, ob das Array leer oder lautlos ist\n", " if np.max(stft_magnitude) == 0: # Kein hörbares Signal\n", " mag_norm = np.zeros_like(stft_magnitude)\n", " else:\n", " mag_norm = stft_magnitude / np.max(stft_magnitude)\n", " \n", " # Sicherstellen, dass magnitude ein Tensor ist\n", " magnitude = tf.convert_to_tensor(mag_norm)\n", " \n", " # Füge eine Kanaldimension hinzu, falls nicht vorhanden\n", " if len(magnitude.shape) == 2: # Nur Height und Width vorhanden\n", " magnitude = tf.expand_dims(magnitude, axis=-1) # -> (Height, Width, 1)\n", " \n", " # Resize das Spektrogramm\n", " magnitude_resized = tf.image.resize(magnitude, target_size)\n", " return magnitude_resized, phase, original_max_amplitude" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [], "source": [ "def postprocess(after, original_max_amplitude, phase):\n", " n_fft = 512\n", " hop_length = 128\n", " win_length = 512\n", " after_resized = tf.image.resize(after, (257, 1723))\n", "\n", " after_resized = np.squeeze(after_resized, axis=-1)\n", "\n", " #after_resized = after_resized.numpy()\n", "\n", " after_resized = after_resized * original_max_amplitude\n", "\n", " complex_spectrogram = after_resized * np.exp(1j * phase)\n", " print(complex_spectrogram.shape)\n", " audio_reconstructed = librosa.istft(complex_spectrogram, hop_length=hop_length, win_length=win_length)\n", " #audio_reconstructed = librosa.griffinlim(complex_spectrogram, hop_length=hop_length, win_length=win_length)\n", " return audio_reconstructed" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Funktionen zum Visualizieren der Waveform und Spectrogram\n", "\n", "def show_wav(sources):\n", " if isinstance(sources, list):\n", " sources = {f'Source {i}': s for i, s in enumerate(sources)}\n", " plt.figure(figsize=(10, 5))\n", " plt.plot()\n", " nussl.core.utils.visualize_sources_as_waveform(sources)\n", " plt.show()\n", "\n", "def show_1wav(data):\n", " plt.figure(figsize=(10, 5))\n", " plt.plot()\n", " nussl.core.utils.visualize_waveform(data)\n", " plt.show()\n", "\n", "def show_fre(sources):\n", " if isinstance(sources, list):\n", " sources = {f'Source {i}': s for i, s in enumerate(sources)}\n", " plt.figure(figsize=(10, 5))\n", " plt.plot()\n", " nussl.core.utils.visualize_sources_as_masks(sources, db_cutoff=-80)\n", " plt.tight_layout()\n", " plt.show()\n", "\n", "def show_1fre(data):\n", " plt.figure(figsize=(10, 5))\n", " plt.plot()\n", " nussl.core.utils.visualize_spectrogram(data)\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Abtastrate: 44100, Länge: 200.52678004535147 Sekunden\n", "(220500,)\n", "(512, 128, 1)\n", "(1, 512, 128, 1)\n", "(1, 512, 128, 1)\n", "(257, 1723)\n" ] }, { "data": { "image/png": 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Test mit Trainingsdaten\n", "path = \"C:\\\\Users\\\\Lukas\\\\Desktop\\\\TH Nürnberg\\\\Projekt\\\\musdb18hq\\\\test\\\\Al James - Schoolboy Facination\\\\mixture.wav\"\n", "\n", "# Audio laden\n", "y, sr = librosa.load(path , sr=None) # sr=None behält die Original-Abtastrate\n", "print(f\"Abtastrate: {sr}, Länge: {len(y) / sr} Sekunden\")\n", "#display(Audio(data=y, rate=sr))\n", "\n", "s5 = sr * 5\n", "\n", "x1 = y[0:s5]\n", "x2 = y[s5:2 * s5]\n", "\n", "before = x2 # Ihr Originalsignal\n", "print(before.shape)\n", "\n", "after, ph, max = preprocess(before)\n", "print(after.shape)\n", "\n", "mask = model(tf.expand_dims(after, axis=0), training=False)\n", "print(mask.shape)\n", "#mask = np.squeeze(mask, axis=-1)\n", "print(mask.shape)\n", "\n", "neu = mask[0] * after\n", "\n", "vocals = postprocess(neu, max, ph)\n", "\n", "song = nussl.AudioSignal()\n", "song.audio_data = vocals\n", "show_1fre(song)\n", "show_1wav(song)\n", "display(Audio(data=song.audio_data, rate=sr))" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(220500,)\n", "(257, 1723)\n", "Mix:\n" ] }, { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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JHn/88SXvfe5zn+v9PvPMMzExMQEAePDBB1EoFHDKKadg48aN5u/gwYPYv3+/uefcc89lBatN3vzmN+P6669HtVoFAHz1q1/F//yf/xO5XA6PP/64904B4GUve5l5pw888ACe/OQnGwUrSRzH+PCHP4znPOc52L59OzZu3Ijvf//7GB0dTb3+Na95Dc4991ycf/75eMtb3oKvfvWrKJVKGaaWYRiGYRimP+GZLKYlBgcHvd9BEJg1QoVCAWeeeSZuv/32uvvcGbENGzZ0M4prmte//vUgInzve9/Di1/8YvzkJz/BJz7xiabuXbdu6fV7H/vYx/CpT30Kn/zkJ/Gc5zwHGzZswP/9v/8XtVot9fpNmzZh165duP3223HrrbfiyiuvxIc+9CHcc889J5VXSoZhGIZhmCQ8k3USoh0j3HHHHeZYGIa455578MxnPtN4+4vjuKVwX/CCF2BsbAwDAwN46lOf6v2deuqpmabhZGVkZAS/+qu/iq9+9av42te+hosuuggveMELAADPeMYzvHcKAHfccQee+cxnApCzkEePHsUTTzyRGvYdd9yBX/7lX8Zv//Zv43nPex7OP//8htdqBgYGcOmll+Kqq67CQw89hEOHDuGHP/xhBillGIZhGIbpX3gm6yRkw4YNeNe73oX3ve992L59O8455xxcddVVKJVKePvb345SqYQgCHDjjTfif/yP/4F169Zh48bl3cNfeumluOSSS/CGN7wBV111FZ72tKfh+PHj+N73vodf+ZVfwYte9KIVSN3a581vfjN+8Rd/EY8++ih++7d/2xx/3/veh9/4jd/A85//fFx66aX493//d9xwww34j//4DwDAz//8z+MVr3gFfu3Xfg1XX301nvrUp2L37t0IggD//b//d1x44YX41re+hZ/97GfYtm0brr76aoyPjxslLcmNN96IAwcO4BWveAW2bduGm266CUIIXHTRRSuSDwzDMAzDML0KK1ndIiz39HM++tGPQgiBt7zlLVhcXMSLXvQifP/738e2bduwbds2/MVf/AX+9E//FJdddhne+ta34otf/OKyYQZBgJtuugl//ud/jssuuwyTk5M444wz8IpXvAI7duxoK56rAVWrEMtflslz2uEXfuEXsH37duzZswe/9Vu/ZY6/4Q1vwKc+9Sl8/OMfx3ve8x485SlPwT//8z/jla98pbnm+uuvx3vf+1785m/+JorFIp761Kfiox/9KADg//2//4cDBw7gta99LdavX493vvOdeMMb3oD5+fTNmbdu3YobbrgBH/rQh1CpVHDhhRfia1/7Gp71rGe1lS6GYRiGYZi1QkBEtNqR6FcqlQoOHjzo7/dULQD3fF5uELxSrNsOvPh/9eVmxL1END2No5dfjnguXanoBvmtW/Dkz3wGAyfJZsSpdYZhGIZhGGaNwTNZWTO8USo8UWXlnjkwwgpWBgyccgqe/JnPQCwurtgzc5s2nTQKFsMwDMMwzMkCK1ndYHgjKz19ysAppwCs9DAMwzAMwzAdwN4FGYZhGIZhGIZhMoSVLIZhGIZhGIZhmAxhJSsD2HcIwzQH1xWGYRiGYU4GWMnqgMHBQQBAqVRa5ZgwTH+g64quOwzDMAzDMGsRdnzRAfl8Hlu3bsXExAQAYP369QiCYJVjxTC9BxGhVCphYmICW7duRT6fX+0oMQzDMAzDdA3eJ6tDiAhjY2OYm5tb7agwTM+zdetWnHHGGTwYwTAMwzDMmoaVrIyI4xhhGK52NBimZxkcHOQZLIZhGIZhTgpYyWIYhmEYhmEYhskQdnzBMAzDMAzDMAyTIaxkMQzDMAzDMAzDZAgrWQzDMAzDMAzDMBnCShbDMAzDMAzDMEyGsJLFMAzDMAzDMAyTIaxkMQzDMAzDMAzDZAgrWQzDMAzDMAzDMBnCShbDMAzDMAzDMEyGsJLFMAzDMAzDMAyTIaxkMQzDMAzDMAzDZAgrWQzDMAzDMAzDMBkysNoR6HWEEDh+/Dg2bdqEIAhWOzoMwzAMwzAMw6wSRITFxUU86UlPQi7XeL6KlaxlOH78OM4+++zVjgbDMAzDMAzDMD3CkSNH8OQnP7nheVaylmHTpk0AZEZu3rx5lWPDMAzDMAzDMMxqsbCwgLPPPtvoCI1gJWsZtIng5s2bWcliGIZhGIZhGGbZZUTs+IJhGIZhGIZhGCZDWMliGIZhGIZhGIbJEFayGIZhGIZhGIZhMoSVLIZhGIZhGIZhmAxhJYthGIZhGIZhGCZDWMliGIZhGIZhGIbJEFayGIZhGIZhGIZhMoSVLIZhGIZhGIZhmAxhJYthGIZhGIZhGCZDWMliGIZhGIZhGIbJEFayGIZhGIZhGIZhMoSVLIZhGIZhGIZhmAxhJYthGIZhGIZhGCZDWMliGIZhGIZhGIbJEFayGIZhGIZhmL5kbL6Cuw9Mr3Y0GKYOVrIYhmHWOIenixhfqKx2NBiGYTLn6GwJglY7FgxTz8BqR4BhGIbpLsfnpIK1Y/PIKseEYRgmW4IAAFjLYnoPnsliGIZZ87AAwjAMwzArCStZDMMwvcbMASAOVzsWDMMwfQHxOBLTg7CSxTAM00uEFWDfbcDonasdE4ZhGIZh2oSVLIZhmF6ChPwM2VEFwzBrkOn9QFTLMMCADaKZnoSVLIZhmDUOm9IwDNMTRDVg/w+Bwz9d7ZgwTNdhJYthGIZhGIZZAdSIT6YzWQzTm7CSxTAM02sQab/EDMMwawsiZO3xlHi6nulBWMliGIZZ47D4wTBMb5D94BGPRzG9CitZDMMwa5hYsIrFMMzah9s6ptdgJYthGGaNQkTYeXBmtaPBMAzj0B1liNs6ptdgJYthGKanyG69gh7Y5fUKDMMwDLOysJLFMAzTk2S10IAVLIZheowMB34CExy3dUxvwUoWwzDMGoXXgzOrQTWKsVgJVzsaTK/CM+vMSQIrWQzDMGsUFmWY1eDho/N45NjCakeD6Vmyb5kIxLob03P0nZL1D//wDzjvvPMwMjKCl770pdi5c+eS18/NzeEP/uAPcOaZZ2J4eBhPe9rTcNNNN61QbBmGYdogA2mhVIuw8+CMF5Rg71vMChDG2e+DxKw1uHwwa5++UrK+/vWv44orrsAHP/hB7Nq1C8973vPw2te+FhMTE6nX12o1vOY1r8GhQ4fwrW99C3v27ME111yDs846a4VjzjAMs7JMLdaQFGQOTRdXJzLMSQfPKjDpUOb6VRAErLIxPcnAakegFa6++mq84x3vwGWXXQYA+NznPofvfe97uPbaa/Gnf/qndddfe+21mJmZwc9+9jMMDg4CAM4777wln1GtVlGtVs3vhQU2eWAYZqXpXGSoN58hlGpxx+EyTDOw0Ms0hksHc3LQNzNZtVoN9913Hy699FJzLJfL4dJLL8Wdd96Zes93v/tdXHLJJfiDP/gD7NixA89+9rPxN3/zN4jjxoLGRz7yEWzZssX8nX322ZmnhWEYZlky8FohiKRDeJZpGIZZg+ybKKCsBo+4mWN6jb5RsqamphDHMXbs2OEd37FjB8bGxlLvOXDgAL71rW8hjmPcdNNN+MAHPoC/+7u/w1/91V81fM773/9+zM/Pm78jR45kmg6GKVQj7Dw4jVokVjsqTC+SkUbEihWzmvDebMxKMLlYXf4ihlkl+spcsFWEEDj99NPxT//0T8jn83jhC1+IY8eO4WMf+xg++MEPpt4zPDyM4eHhFY4pczIxW6yhXItRqkUYGhha7egwvYiWT6uLwNwosONZbQVBBARqRoxlXoZhegPVGM0eAjY9CeioHyTvg2F6ib5Rsk499VTk83mMj497x8fHx3HGGWek3nPmmWdicHAQ+XzeHHvGM56BsbEx1Go1DA2xgMusPEEANuFimmPvD4DSdHtKFpFZlyWNBnnXLGbl4PaNSYVI/sWhbN9OvRA4/5WdB9t5zBgmc/rGXHBoaAgvfOELcdttt5ljQgjcdtttuOSSS1LvednLXoZ9+/ZBCGuW9cQTT+DMM89kBYthmB5Gj862b1KadKLNQgizkhCXOGYpRCTbt6jWeVC6uWTNnukx+kbJAoArrrgC11xzDb70pS/h8ccfx7ve9S4Ui0XjbfCtb30r3v/+95vr3/Wud2FmZgbvec978MQTT+B73/se/uZv/gZ/8Ad/sFpJYBjpbpb7AqbLUMpWRdVImDUMsSBUI/Y2yGRLsRqtdhSYfkBEgIiBXH75a5eByHpSZUWL6SX6xlwQAN70pjdhcnISV155JcbGxnDxxRfjlltuMc4wRkdHkctZvfHss8/G97//ffzhH/4hnvvc5+Kss87Ce97zHvzJn/zJaiWBYQBI2Xf32CIuOmMTtm/gWVWmG9TPJdQigX0TBZy2aRiPn1jAYiXCJRecsiqxY9YmDx2dB8Azp8xSkJ3J6lDJSupUdx2YwTPP3Iwt6wdBRChUI2waGezoGQzTLn2lZAHA5Zdfjssvvzz13O2331537JJLLsFdd93V5VgxTDsQDkwWsH3DdnNksRKCAGzmToHRdDAyS86acDJeMAhEhMVKBBaFmexZfv3f3vFF1GKBZz1py8pEiekhVJujlayg85ksJ1REscBMqYYt6wcxvlDFwakinnf2FoQxYf1QHoP5vjLgYvocLm0Ms4JMLFQwOl0CSDsk8Hnk2AIePTa/KnFjeonuKT9EwKPHF8x3hukKS5StqUINC+Vw5eLC9B7anjnoXAx12zFBhFitw5fm0IRIEB47voAnxhc7fhbDtAIrWQyzgpyYr0CbcTXyMMiCL5MVjcqYnsUiAHfun0YY855tTDa4s6dLIbidO3lJWzDaSXAgU/B0qLEgHJ+rgEhuWAwQqrw3JbPC9J25IMP0O+4C3VgQ7tw/jSdtHVHH2ScXA1VIuuNyXYcsPSkTEACVMGYzGmZFYQcFJynue3c38uskyMTvycUaBnIl6P60GsbGczzDrCSsZDHMClM/i6VH3LgHYICsRnjJFLLA/nYQeuSXix2TIa4SD8hZhOGBHM7evh4zxRpqkQCvBWSyanjU2GSiREmHF3ogiRBwiWNWBVayGGaFIbUYS89ZCQJygZzVyuUCVraYBJ2Vh+TcKCVGj7m0Md2CiDC5WAEQYN1QHnvHC4higXyON8Y+uVFDjR3O2AvH5lR/I7KmqMIxIeR+lVkNWMlimBVGJGzH9UibACHgfoDJiKlCLbEZcVLZsmcYJiuSSrxm77hcFxMTIQfeK/CkRxeADswFZ0s11X/aIJMKlTbDZ5jVgI3wGWaFkWN4ficgiCDW0prcXf8CjN692rHoY7IQChxlPhEcEUGA5H8sfzBdwBV85SeZdTE8q3CSY95/Z+UgCBxT6MRSL0D2q7qN4yLHrAasZDHMCmOFDgBK0NWItdIT1ErA2EOrHYv+pEtlwA3VM6NhZytMF9FlS5D1qiqPc6k7OaHE985MR92tUIQ2wQchCJz1z9zKMasEK1kMs8IIxxxdGPOGNIcYfYyIVjsGJz1p+7Dp47Fzci0UN6Z3sJMUcn8iPWtlZrCIZ0+ZjFEzVnUdqNPGcZFjVgNWshhmhSFy98lynGCsJcmD1pLt4yqh1yq0WS7cJVfJEIyOtYaKHNN77J8smO96loFnTxnPnKODNVn7Jwu2LDkOL6y5INypU4ZZcVjJYpgVxriVVSO6ZjZLn18TvcFaSMNq0XneVcLYBOUP7kqRRAhiRYvpCm77NVsMPRPoRrOrDNMOUSy8vtPdlqIW2XNc7pjVgpUshllBCH5HIByRhDsBxuDNXrVeMh45Np9ipmUVesfzsfedYbIh4fFNO70AGcWfOUmpm5lvfybL9Z/hmd0ToRKKhLOVth/DMG3DShbDrDBmATglewasTQFkTblNXCValBAioU2zyC1aVvHSx1V5i+M1V+qYVcKdOSUiCFLeU00zx2WNyWZoUc/E6zKl2zehvtecmS4udcxqwEoWw6wwbvdCUB0C1pjwoaWssALc+wVgev/qxqcf6TDPhJV0fZfGelRX7y9DhN1jizgxX+7oeQyjcb1X2jJXZxeN+w7PrlYUmVWF7EcHa7LMHlmkFXrnN9T4Hk9jMasIK1kMs8K4Aq/raXAt6ViGWlEmbvHEasekf2mzXPgGhwRv4tRVwCDL4mwx7DCiDCNxzba0mWCKjoVCNUQt4pnuk46opr4QsnLhnuxCiezQpR5MqkUCh6eLHT2PYVqBlSyGWWHIGeU1DjDgdxJ7xhYg1sJiGREBFAO5gdWOSf+QpcZdt1bBF0j0sViItbNHG7PqCKf82vaNfAUfcqaBy91JCGnHPB2aCybM613zQbMWC9ZiBCBWspgVhZUshllhXDez7iibnV0ATsxXUIv7fISXCKAYYRxBcFPTGknHF20II05x8pytGBMbwBN+47Wg1DO9gdPGaXNB10JMn1sLJa4WCdy5fxqlGu8N2ByJt97BRJbe+sR18qMfIZwCZ7ZKWSNlbqUgIsyX2MKhE1jyYZgVxnYIZDqA5NzFmpF3RYRj00Ucma8tf22LlGsx7tw/jTv3T2NsvpJ5+KtH5y8/gCNQOFKtVeqdc2S9DjLNMTpdwn2HZ3Df4ZnVjkpPEmszaGWuJUSijXPLZJ8XvGI1AkCYLmTfxoWxwJ6xRURqwK0SxhidLgEA7jk008frKCnx2X4onglqUpF3LjRDS31e3laSE/MVPHp8Ho8dX7DbgjAtwUoWw6ww7kaJxiuSc47ci/odkm49CtXsG+hCNUIsBKJYYHSmlHn4q0oG798KGr5LFX8my3q6pLVS5laAg1MF1CJCucaCRyquSTSst7f6WVQkSifjMlusYWyhjOmiVOAeP7GAQ9MFEBGqYYxjs/2qZLl0uCbL+ZTly+5BqX55jli4tDVPFBMiITBZqGDveGH5G5g6eKEEw6wgrgckdzG4mVlQaKdIfY8W3jvwINWIIABiYlO3RmihNlB5TwACx2zGlThY+GgNXdziNVFJs8cqT4Epa+4sqrlujWRft9IRBAGEAA5MFlCL5LrJWMgtGiJByOWyb1e7jmuzl8GaLFfL8hWuxHHHhJVpjiAA9KoFHgxpD1aymI6JYoF7Ds3i2WdtxnShhkgQhgdyOHv7+tWOWm+jbcWhbcsT59ZKo0YEoi4oWVD7O3VBgVt9spvJSmpQrqMBO/obsPDRAjqreH+xdFxTVN+bZcK8C/1vLgh0d4CCAFQjgbGFCnKBmhkkghDU4RxQj9CRC3d/pp4SbdtSn0xzCGegjmkdVrKYjqlGAmEcY3yhiuNzJeRzORARK1kN0O4sfMcXie9rQfJYgfmRmGiN2jxTg++tB5EuZFjRRCtaLH40j86vPndN0z3IbroOkHX2kyxjxKVuKbTpm0CASCv0RH7fcbLjzJTq36ZNIz2jb/NyTWj1K4ixgGDaYm3KJ8yKkgsCRMKu9SCSpgxMPa4ZgzcCB7/tNx65+hV3RJFEV2abhB4lzzzkVSY1Ua2n0q2PqWZa7kzqmsvE7kJ1XxgX4/DCqaN2AMm9bm0gzXK7FLZ8gDE19wbp+jIDEzZ+HczHEfzQ3BOUuIZpHT0LzYNJ7cNKFtMxQrX2bicj1sxsTDcgI2wkhV3nirXRMXRZiF+7DhuSGlH7ISTnxFKP97tSv8KY0XHONI+pQtWfWUjzaKlNBPX6VM7DxuiZGFgTQZBck7VmzMk7wRvMq1fovXP6+wpGr98x5rycaW3DShbTMQRtAhdYEyWiteOGPEPcBsudZdDCh+eVi4WPZXE70/ky7+ehSQ5yaHMZ+QNGaFM/145Sv1KQ98EoKmFcJ+Rac610Zb5v87AwCcwdAdDlGSVnQE6bvD18dE49s09zL8Nop5apugEQSvnGNIMgVug7gZUspmOsFzPdkaY1cozGM2NIMfnwR33XAF0uBzr0R4/Nd/U5K4tKVXm27fuTI7e+gm8VLCsMt/mokxBXKd11eBbViF25A8obnsoYd+81x+9F3cxq3/LYvwFP3OIdKlYjFKrZbkqshVy3zsZC9rm1iHBwqpjp8/oFIZw2TH0z665STPEJzgGmKcjpG4rVGNOF6upGqA9hJYvpGG1378JjH/VIQcwd1dW70pP5rVkTs4DuTEkXnRPpGZlQrCHL8eT7b1EDqt9c2N8rJvmItVDcVgpvM3EAi5UQi5VsBet+JQCg1w/56/18s0BX4F0Lyr3u7R44MoeHjsxlGC68vkHPBsZk+9fRmX5Usjof2TmxUPGsQLy1fu4gb0LZZ8mkeezAucyzx44vrG6E+hD2Lsh0jmrQAqhGLJANXi0SGMgF7P4Tcq2C3szPG2OjQEomTieqdzVaC8IHzChsd8qAza+15k67/bQIYTfj9MqWMTeCld5UJxqspaxbAdw1WWtiQCQjwljIPf68P7uFgzvHQFCDSf2cf4mBi0gIDOayHbvWQq47OBLH9nffjS1l1LHJds63BknOmNo1WtTdkb41ji3f/VxZVweeyWI6Rs9azZZCp3Ej3D86i6lCDVOFKu7cP73KsVxdyrW43nwypWPQ9L3wAaDbdmh6bzEdfL/JGg2pkxpayz8pvFplysyaJuxl3NFdpnlsffVntBjg+FzFqfZ2JsuU4rrivPbyLssUuXXYDd/dBHvt5WDz6EEjt1gZxV7/TubhyZxh7UC2x+Csax2eyWKah6ihK24CUKyG0MPnBDnqsVgJUahGiIWA6Ncd6jMgCKTgmw+sDG1G2oKk3LF2mjIioT67995tZ7p28q0T7P5Evtmp0IVNQU595pxrDVeoE1hTVbYj6rx9ugpXADuj7SlgnHmNCOr6BjVg4tgDn8ztXsO13yljU1zW2kNbOpzExawjeCaLaZ57Pg+M3l13WFe+WPijSWYDSpIKlziJa2kuCCCIEMbCNPR2jYyzWaK6fm11Bt1Li1ZUgSU63L6EEp/NY/dYM/PKnl190sSGVazWSM4qnMzZV4sE7tw/jblSDYBV8PVsKuDMMKcIav2fdeR9dOUJ7sQ2kpYP/d5TdBZ7W97qV4HXz/X1d06tFv5MNOdhq7CSxTQPETC9r8E5R8Al/7ee1TqZzXn1iGQU+w2+NnlLswnp7+6TrFDVLTs+V/hIjqCvOZpPm6tEuXUuaVaTvJ5pEbfs9XVdbR/tzGeuFGK2WFNlzp+l8suWL/rWn+8/knUqy3YoaTVsnIg45/qv6KW1Qm2E4s7k6fxxzul6mWzf+i67eoC13792D1aymBagJc0F9YJn/ZsAjC9U5XoknslCLKQtfepC3TWbNbIkBF02EzVzNmsiH12JoH0N1RViyRNu7bjvmsiuFSYpbHSrXasdOYLS/fd3Jews0cnfPbaovKUiMXlAXjunZeI1ScYJE46XGleBgPP9ZFXwgfT23s+thOJlvp+8eWYoTAIHf7LkJYHynLTm620XYSWLaR4SQIqXOCPc1o0mEaJYyPVY1P8jlp3ibproKgRevqyphswd/cpWySIiLFQimBlBJxO1d701Q5NpmSvV8IjaK8wIGm59dARgVzhz/2WW58S86zraTkRn/pw//3+Y/MQnsw+4iwiREGbVP66DAo81UuySVXRsvtJxmBOLFRyeLtWbC9qndq3srRztR36yUJWDuylOQOpnr05mVbQBB24HJnc3PF2LBCYWK76HRqZlWMlimocICBoXGTNCTnBGPqwIdzJXUuPe3l2HBfd7PWtHT8g+IeMLVUyqDsAXO4C7D05jz/hi5s9cMdKmOpvg4FQRi5XQu8/UQfLLn/c4VWd5p4XlEYJwSG3+mi74ZkwfNAJuDJNe77TrcbvmtH71TO+ncAmIABGBiMxWJYIIc+Vax0HPl0LEQpjyReofMwudmDTsW9pseGqRsBsSE1IUq6QMUj8gd1ITBEu2LwemCqhFdifPrrZzaxhWspjmEELOZDVUsighbZDXwTJW4JA/Eucckxp57UrFqlvoDs01Is2OchgrJyLqac4jqpHAbDHM/JkrS+t5FgRByqxoilLlTjP0fTlbWQhqrxi3uTvJ85CIEKnNmk4/dCM2zT3WeMZ+zeUVYfjBf8HW8btQCWN1JBuCAIidRZVeedPlj/yNn/uGjDRE13mUDRv+sYTy5T7+pCZQmyg2yIxYEMK+24St92Ali2kOLSwnRp2K1Qh7xha9RfV2BEnduvZ61tYJ/FFewOaRK3ysxbyS6cx2mkQQIXLaf3eUsu8drOh1WGkr2/f/ENh5TcNbtVmup3wm5I+6NURGCO73jOs+aQJtN3OtX9qDyUU5c5OvzmLr1AMAlmn/taLQH8lblvWFw5hYUOZrwleO2idAJJy5v7py5yhg/ZSPGUY2djckXm7UqJ/yaEUIZF+zxPuQm157whzTIqxkMc2hK2NCyVqsRNakwRFA6pWHPusIukCzeeBOz/c1pGea6stNpwRQa6+cGUCrWPR7zi0x9Dq9v+FdOoeT5kT69uUmsPo+21YAguPgxzHJzPQZcYzpL37RPrDH8dbECJ07th8w5+BOYLgKQh8kshEqUa6AL4iQ1QSAtx8W/DrsRSGbx/UWYRmYG13yEjeb6ybHyD/un2SMy+MlnCvFTvkD+mfQp5dgJYtpDmP25QvLrklDsrF3Z7ZO9roZIJAWl4AnQ/szf2stk2xCs17uY2ZkkgoW1kpRc1LUgq2L62AmTVFPcz7gzkIvVPrdzLI7HJ0tYbpQxdHZsl/m1D9Z6gnV/ftR+OGPoJ9SO3Qou8C7gNfmk7DtWcpsVZ1ZdN/X1vrZJD340ymRchjlPclVHFKahv5jiQTsuRnYc8uSd4vkjCHVt3HWymHZJ55kKHPBJXJE+JWVAfDE+CJGp0tNX89KFtMcDWayAsCYNNhr9QxD/SzDyQwlBGB/hJIS165s3LoCkS03GapZi5UQEwuVtWv21qbjCz0wqZXPOuEWct8s10zVF5AJjx6bRxSzHX6Sw9MlPDFewLHZUr25YMbFLXAXpBMw8alPZfuArPGafuGJbbptcweTkvf0O4Lk6JlOUkydK92zxZrcd8w9mPKj/5XUJSjPAPHSDkTsmqzGpA4sdRaztUGgzQXr2/vpQhUL5ag+nzjjMF2o4thcuenr+07J+od/+Aecd955GBkZwUtf+lLs3Lmzqfuuu+46BEGAN7zhDW09txYJ7Jso9L8A1wVSTRoSI0ppDd3JRBAArvjhCbqJ0UnNnrEF48ms7yAAJBCM3oms3/xiJULYQBGw1bOfS1uiINS1OelpCxB4wl767fX3uiO9fb+erUvEyv4rcvb765q+kMtZ4bkPGk5/w+vEHEKD8QKjfPV+8pZlarEqFS3YOtRpmgrVSK43gt8v1A3G6c9+lEuWe/lEAMUNT28aGUgpU/JbWovpDgXvPDiTiZv9vibIodF06GypZto8Sr/kpKXVPrKvlKyvf/3ruOKKK/DBD34Qu3btwvOe9zy89rWvxcTExJL3HTp0CO9973vx8pe/vO1nH5srYWKhglKtcaVf86TUtEiQ79Ah+dU0pFxLkwNG5HxLsxuPYsKJfu4IiEBBDvm4mmmwsZBOL7zZGLe/7ndlIbVXay5BNk/ql4EnBV5XudLf68xvGABALIBaHPsCtB4oQWImv1P0lCTQF9KNK+CT0LM6jgpq8mwtzrsQNo0MSI+TijiDffqIll4P0wfFIhuWSai/159/i2sGnQxKEGGm2Lmb/f5GzZinzGTp8qfbN6Bu6O+kpdW63VdK1tVXX413vOMduOyyy/DMZz4Tn/vc57B+/Xpce+21De+J4xhvfvOb8Rd/8Rc4//zz2362IEIsCLmTdjMZXbBs+ithjMPTRe8Kr1FLCHp9OdqWIUnPb5JkR2o/w74XeAni1ItAoMz8XtQigaOzZVmWyBc85BP16G8/512Kxt0E2srM5o0OQSvxvkiSlkViTQrCnVGNYuPMQJv8drd4ueaCvf82PBHNNSkn78Mvk0669o4XcGK+efObXiOvKp5x+kTt1yHtPGpisYIwIeTqztTrQ+r6k36BEp+NLls+de5gW9p6P/e4u24u11fSbxcI0tdkLVZCTBVqnpK/ZhzVZECrye+bYlar1XDffffh0ksvNcdyuRwuvfRS3HnnnQ3v+8u//EucfvrpePvb397Uc6rVKhYWFrw/AMoMIDthse9wbRZqRWD2EMq12DdpSFwG5+tJXi9l+YHftSRF6WQW9f2sQkYL8iYXq5guyNmwihJ46xc3YwWE3xXCVKIGgsgSifTW/SUvS7mtztxmLeRfh0SxQKEamd+7Ds96o+LCFOtsyncdgRtobxdquTebjZ/QCkaK0IuU3wBQi2Icmmp+IXlPoeqqmy7tVrxVxhcquOvADKaLNYSx3Gh3qXA8c/zWH7d6tJQ5DdaH7rkZ68Z3eebhbnfjtWsNBpNO3gFzRZBLncmSpqrCzNr7edlXJa0rtLotc98oWVNTU4jjGDt27PCO79ixA2NjY6n3/PSnP8UXvvAFXHNN431lknzkIx/Bli1bzN/ZZ58NQDac2ex90c8QirUYT/znN1Db/X3sHls0ox0N90IB6gTik5W6BsqZcUiO8Ephrp9zjWA6SCJ04kvhsRPzeGJ8EYDjut2ZUXA9lt13eHYNdARJwboJbck5Y8uTHll3j+vKSN49+qdIPvok5MBUEQ8dmQMgZ05lnpDjUMRKc93Iq8AxF+yLd2EaL4GABJJ74pkBEOdiVxGr9bmjleRwiNDfhACm9jYdzlShqoRbckwOE8qDeU4/FIwMaFQB5o5g3fQj8hL38jrLBv+b/i0EkDvJdSxADpAcnytj/4+/gqMP/hAAcGiqhFi1d57pZT+1SV2k1cHIvlGyWmVxcRFvectbcM011+DUU09t+r73v//9mJ+fN39HjhwBoJQsam+Eas1AcvNhCkuoRQKxEMqzoH9Rcvd1qj96ckI2H5JjIWlmDv2tZMEkyu/eWqMS2jWQRIQ9Y4sQ0M4H6pWPMBbm6H2HZ9p65qrjpi2tDLiHqotA5K95M/vVuR1jg6CS9H2Zy4BaJBAKgWOzRTz86CMg0m0/2ZkauAMjwPiCnW3tmCBhLtjj78SWmUQrL2KQCJes+YT+n7FPbhRMOj1jDwEHbgcWx5sKRwjpmXD/RFGWN6TPInieaVVTcWSm1KdeQRu8+1px6fPJWWRnpMgYWVLiWgBQ+RoTIX+y2wsGAYq1EEdnCggKk6gdewhj8xXPNDqZ/wRgYrHa93W2U1pJ/UDXYpExp556KvL5PMbH/QZrfHwcZ5xxRt31+/fvx6FDh/D617/eHBPKW8rAwAD27NmDCy64oO6+4eFhDA8P1x2XBe9kLliywunRjYmFCuId9rdXH9Vvbzb+ZM461CuZSXOGICBvBLjH5armkDa25ms77B5bNOXpjn1TcoTNcXphHqU+jSkXSbMHaXvfb0OWtORP78CD1wEjW4Dn/kbdpQRng+J6fRSkzNK8ezLa46efyUclbDt2B8ant2LbzCOonPP/QWAjcqTN4XT+2HJVqIR4YjzGJRvr+46WMWsl0BcNQV3RUvX1yce/jw20iLkz3ggt9AZA3W4OvZ/CpZBtnFtngtoiSKy37seX8JCniQWhUI1AJD1Z6s2Mk/U5WR70rxPzFQzkcjjnlPVtp2TlcBvuFMWwNAMcUV6jmyz/BCBIjn7onynlLo6FXEt3ElOsxphWCpMggVyQx8GpAiJh/SDrGWinRcK+iUUEAbBj88iqxX21acVapm9U+aGhIbzwhS/EbbfdZo4JIXDbbbfhkksuqbv+6U9/Oh5++GE88MAD5u+XfumX8KpXvQoPPPCAMQNsFrumpr+7hE7RzZIe7ZCKpzOKl1Ae3C99IC90ByFs4p3RNc+MMnka/S58AK5qSUvsKr8UcgZZfo+EVujlgaSTBvccAMQx9efMTJ197TJpqMx7l7odpGmxtHKQDBpO0aSEp9CMqUXCuE0em6+g6Kx76iWCEw9gpDCK4cIxAAJxHJmy5Zc3NWIOmW/a5XHnEeg374LqU5ARmgmEoXC+oVJQn7zeT+dSaMUyiEOcc/S7WD/1IFAYVwlcXpgv1SJjAu3PljYncUSx6J+2TsSwWmQizjMHgEeuBwpj9nxauoQxymxqspecP0DKciutYx2aKmKxhzZ7P75Qkf0yxSYDzXpCzwrFpxaf5BZdLdI3M1kAcMUVV+B3fud38KIXvQgveclL8MlPfhLFYhGXXXYZAOCtb30rzjrrLHzkIx/ByMgInv3sZ3v3b926FQDqjjfNyVywEtMGWuBIm1HwOwjbyYxOl3DB6Ruwfqivil3n3PsFDA3tANHzAXgqqV1TJHc5ckiRhvuW9hMiLafqBTVyg010Cm5H2p+Tz1ZYTZ/RSIxkNJAWSE9XBfVvwB8aSRzvUp4dnCpipljFaZuGcXCqACDAJRec0p2HtUkYSxPoQZLvICCBGHI/GXIysm4wKaPqOnvddVi46WZ3hCqDULuHNKF0fwNBiomR/JTlsbdT1DrkLVgRyMdVrC8dB6iFDUuDQA5cEiEg5a0QqCtv7uyCa6YYxn00/EsxTAuUbGwqC/JYHKo2sFGq6pUAr+1STZ9RfnvAqubEfBlThSpedN721YmAQyWMEcXAAAlACNPH6iUxOuc9Jd8MlvdNSesOLbb1fSXtvulNb8Lk5CSuvPJKjI2N4eKLL8Ytt9xinGGMjo4i1yU7Wz242K3yVa7FWKiEPT4F6wiyTseSJg54Lj8hL50pVVE7EeOF565+I7OiiAj5hWPAuufbY4n+xRuNI/ejvxs0Pdrf7ihrLgisUOHmi5dHzqezboHE8s+tRQJDAz02oe/GOarWK1F1CldgDrtOQPRZz6QXaXqZH0a3sPGgpXTDVcXNp0BEABEE8uaYnrinhOIqSJr8dsrCTTfLeEA7GUwRRHsMchquAPXeZrUSaq5X/7jmqj2exMZ4s+qEgARAAuuH8vqCpgp6LgiMgGsmst3vyce6fTGU5+MMkrMiiFgqUKnWDTpFiXWJdW2gnckyqgC57aAbonPOecrJzEJFrZUkkmVXZbs2xbcj6PX3+ibTzHL0lZIFAJdffjkuv/zy1HO33377kvd+8Ytf7OjZ3ewIHjuxgFokeljJki2X3ozZm8lyqpwU8vSIB2x7Celhrm87004QEXRVS1oNktNNeGPAngJG0uNYv+J2eqUZaQ7ynF8H1m1d9tYAMv3CcbBiyl5KWXIFOtc7UhrThSqeGF/ExWdvwzojFPUKOhERkBts6TbjXIX8cuYqYEaY00qDc7xYjTCYzyGf8Vo2M1AFV63rLYIAxqkKiRgBxbI9c/cgc7D51nmKFm65xQbqtqE9jCuH6TKndU2tftTdkxwjWAu4Dbdj7peuSNSjl+EZr6kNHtGohPXV9jIkGg8eeCNEy+RdShjJwd36e/zHrGTf2kt1OR8EiEltvyAEhIghMFAvl5DVcW3/21tpWWm0zNssPTaE2+uQWheSfQlL8+TSi9QiuzLN61eWuU8LKH3TEWRJsrNICP9pQocRkgm468B0t2O4ciwcl5/FqaYu10KvcHtHM8Jb797YnblarjGU+4EQwqzW0mSFqwG5haNa0Bc41/pxJ+e0VqzqZrKWrK3Sg+P+ycIS17SPu2Frr2LMsMiWoOTAbt1MPbBkrjbD7L9+rV566YN+Qb/LzSMDapgozeOs/4380yBIc/J+xPUYC1JzWoESrfT73HkNsPt7y4Sj2zqYPPFmplP6jN4uGQ0gdyYrKbETPFPppcp/XdtH5tMG6Zrk+1cfnS3h0eMLHSameXrpXeVzAYQcwbRWSaT6T93HIl1pddcMMsvDSlYLEAGPHpvHoS51BqZhWDgOHL2vK8/oBCKBXHlKVkzj4i2ljcTyg1QnI5Ro6pfPDnmFdJffn5ln9xRKDE40qW0HWmxT/3gbOvsahX0mGpdBF0FyoW/PbUqphRDACiIgoDiRcm2jMGz64xSPge4wiVd9CQiF8FznZ0WAwNMdg7gKTOzO/Dmd4Ou2QgnNVnCjlPKW8rO1ZwoBiiL1fG365Awq9AW+JmAENGdAKSn4encR4eBUAWHfuSH302iUBK1kuSVDDzC5lGdtSKbvtLPOyYGRZF21A059hFGc0oQE1Jf9JeqA7gKI0s2i66+3s/xRTJgr1dpORqv00sCSbIsDEAmQiK11iPDX2us+1q3dvZOK1aHV+sZKVgsQgGokMNulimle3O7vAcd3deUZbaNHoPVPOA1WokOAd43fkfamkVCXSRn58cwqjdBR70yEoDeI7bemzde8PR2xxbSYPIASQJYY3fRmCJd5lN70s+cQCSWr4bQnkMwH14x3x9RdOP/QN7xKW69s6U7DminFAl1TPPXaFQJh88Q9oEM/AcLmHQSsBGQyRSq4gSlu5CmvS4iKLTH+13+D0d99uwrUXRQB1A1O9BhauJXfHak/5br6Y36fEqff2gc478jMtAf2d6M+b/Yw8PC3gMUxJyRHB0lRXJeIwrIcnS11ZfCkZcxIRqP1A6SUVD/9hqgmj1HsKaFRTE4I6d/dMZLk+tXMOXA78Nh3uviAziAEZssOnUd1ddm/QZ1bwUiuAVjJagHX9KYr4S8pTPUCcgbL7QjSlCt7tf1CkJ5rem3SYKVZchQkkZe23+7f6XnPUKjdRJA/SmkVAzidpu4k3HwDHjo6h8nF9E1iAygvSr1W18xMVrKjcwQ3IYDHb0SyNLm/NhUPSUGk4XP0B/mfXcqPwIk+QTqWmC5Ue66t0+4biEg5T1HHl9Jv1atqZ2S8unevDcw8DEs3rj1GLgjgOiMw/UPaxU7F9du7Pl1Q77RFuUDI0mM6uiUk0+qiPF4reu2aNsdqpH+4rYI7w1WsxktuiH1kpoS9490xA24NXdZTZi3Dokx4kHO1TZ9dX3LuX6rE+AXQH4Dz27yuMLUXmD8GQO4tRSS9QPYKFOQBipGLQ9POub0O2UKmPmydFYJQjXpAYV8FWn2DrGS1gunzeqeirBx+a2UF/8Ro2xJZczLmGoCGmeLKUb4yQs55ZSLXp5mnBysFgOmiGoFsNQxYAUy4eaPPe52AL/lWI4GDU8XGYfeiAitip2A4BpLuJrW1RWDxRGrBMLcmhNmGgpt7vouju4GNjpFKy7UI7ZSJbuEZxhih3wqD7qyfe0zz6PEFLLSzF45bmMmPQ69DBAzm9RokU+ISvxsLtN4kUO8nNxWpHEHVV8dckKixabRbn004WsFy13nZoMx13hdZHufLNTzWYI0RqVn7ntpLS7dtR+8Bxh6Rxyb3yGNLbcgtpHCfh/DLTqPHOOXKtIEJZbVrCLn/2eRiza4r7hFEfggQEQKhZwb1QGbjPlb9wtHZEu45OLOyEe4VWqxDrGS1iNzLYrVjsTr4CqaA9oTkXAH3Cl1hXTtoIvSGycIKkywyS8zGq+/kXNuHI7wqumYJs6C237vpJJP55Xas+nkJ4Xepuhpo9/C9tgyEYtR5ZSO/dNQfs2XGGPGSd3WKUtrg8V2crdczjTKG9UJmb2DNd63g4SuhydWV+rd0DNTWE9VztQRonyMWFs2arZ7DFV71W02U1WT75Sr77uh437VxgKOIK1MroetgYiZrqbQ5mkJyBtCvs0vP2gjCkkrUUorIimIcXjh1ZfRO/7yZyQLqYi1kXcjnCBcd+To2FEe9DHP7hPp+d4lON2OOz1dwZFYP8FHqxN1qQgQEJBCIEKb2Enl10+t21Q9Bdj0zszysZLWAmcrvUtlKU1h6ESN/wBntcDvNpOTryIS1SOD+0dmVi2xPkBB6HYGibo2M18E6AkjvFofGEEGojQ4FEXK5pODRPHqjzqRwZh6V8kt3GkuZqPbknh+uVum9eGfvGK2gNNAQTRlzOkJKnJfHEu0ZdS9PrAv3hEDYk4VbKzreHHNdVM1Z9dH2TAEpATCKEi9KfhR+/OP2wl0hKmHsN/fJPgD17ViyZPZvO6c+tCKUHOlpuA5Zm1ja6wXqy1udogA49Vfdp8pPo+wjUmH3QgabEYuEd8Gd19jzds+ElPudwToCdkzcgR1TP9M/bRDuLU6fYM53WemUG/4Kk4yemkVUEIQpULq8ud4D0+qrMaVe4bj2FC0knpWsFui2ONbTxdYV+hKKZrrwVn9O/6pFojca+xVj6cbL/Z2mZ/dzXhHJTiaOO9ks046oaQcY+h9vBJz8OuSaF6ah51F6MnvdvWR0BO1mOo4JUn0N0wJV3fnkzFea9IYu54kZrScQBT2X+bI8BWZE187EU11WJgfaTR1vZ8Rat6tRZBVnR9mmHl//IITc3sS4MHfO1RWzVMWBzEBK/yHjPFQaMwqA0bOWS0+yHyUnfzzlLalzJJRX9bvR5AIhPd9XD1fLUbEKlddmIt/xRTIPhTurS8jHVWwsjXohmyekdahYZt1bVjgP6Nmy7ZYJr99Aw+y3A0pdjluP0mrzzkpWC2g9oxuEsaz0R2dLWKw4HW0voTt8K3akjrYl+wEj+Om2NO5Rr27dwpGVdapzcVVtdIrGjRnsPb3YPjdDfmY/oASogfwSalYcyoXgKfh5V98JyGscRUvnKS2db0FgBeOewpPe3bg5O0LqUfD6IVvzmTbg4dZgewvVXdctBzX1KeuxvAeg1CwYByTCN71Mkzn0MdHJuhdBcjG/W+F7SzJuSOTkEeAqCkvHnxLltA+SaknMxJ569FZsmnkUgNw8PfVaF2fQZGKxkri+7ktq3tS3e41zUHRpj8/W0Y1zQsaJtdMYZ5DBXO/eTn7BcTQFe4TqbvGfnxpypgj9UkSEQIQ9J/PYIibfBamD5J80n96sfj8LJZ3SYpPMSlaLdKNYlWuxCfnITAmT2kPQwZ/YKfReoZFQt/Qp9VseiYU4eUZBlMQvSJrODYSLAAgXHP02zp76Sf3lKSXMm63pO2zvN5zPq+8padn7A+DB6+oOl2qRHYXVirqjdC25SmEZBSrQMxbNJ2aFcDVv35zI157Stchm+z9/PUxjmSZLHP3X8QSpHlgtAGGl4b0riackJM+hXkF0HRW0pWRpQYfI/PkaSO+VUsCWoUjtbxUsI4H4Q3TucZ3c3kznUpBSFnKihhxFyjelxtlYVzPxuGMaJ+v3sdmyUwfdTjXZxjlKVTIeoIaj7NJku0eKkVemHWUrDm2ZD0toqHY7iTCbX5Otkf74RH0584LpZobod/nwN3H63q/3lMwzWdDtrGueal8JnO9pppZLlbW1TqsSAytZLULUnVFekWxPiIDJ3tqo0699cOJbP4rp3ZW4fjnheC1CALYvPIazj96InKgBQmBDdcKck5/kdZ66Met2X9BVjFvnRMudrESFsbpE1iLhrA8iLz/qHqM/E2WMsPTObD0jeCRxNUsAiKv+ZqaFcXWd6upG70JAibKkP7UAQvX5lJDnAHTZDMR5rvAiAuDBrwEP1SvaK43Z4wi+gJE6KZMoP21PPOkRBKNc2fUqieXnPUmUUPhTZxIaJMGWyT7tFUz9IpASqWJX0q/M+Wmf3u+/Y/Wv0HsWUXp5cwdF7LHEtUvkce/kry4riVnbmnUS4X26CRYCaVY+VhSpz6MGOmrXa5Xpe2pFAKJ+dnMVmVyUW2fYfsDpL+D3n0nM8d5Jzophzcibv4eVrCZxXZYTZe8hj9Iah9QDqwQRqirNpH6bD/Irp/6s08VORhzpYrg6CxAhUN7jms2X3ukcW0GVB+ErSA3xNp/UIVizUjPCS/Zc2iB/UildqvpIc8FeMaFx8EZ4VdwO/icw9pA9tv+H/vmxh5GvTKvbbd4EZn2P+adxnjiaV7Ea487901mmKvVxlOyx4jbcn2eOynsjvSYEEEcI1sd1m9h2SUrOXrmLD3useDbCVejlbzSOu85D5wIi4NhsGTPF1vcaWzWc9j1wExvp/aoS9VgIufWCKWNk3n1MVsGSd9ZnXqM+1RtUaUBMKWaMq4FOhDFLcDZed8+bvE1qSVT/3UtWg7xw6q0rw3QT07eI3jJLj91RfTOgU9+2peG2eycb7cy2s5LVJG69jwXh/tHZTG1szULMzELMnqlCxUmzsybLHIH3rW7lB9nPHmpvug/ZL1LoDZAjoTYDXEoOsQpDoRL1qev7xKjjzIEGCbabmdojgeyYkkLtEuUnKYQs1yC2M/NQqkUYX+iiWZsRNpz9sgoTTv44Na6FitQw34zA618Ti+wd1EjlWJbsXvTsaPe48loupzz5n0nazi93BosIJNRn8sE9jFEy3OKJxEw26pPiDtCNL1RwYLIXNsxtAU+blJUpX5xQPwle23Z8lzreeD2lmc1K1tflBN9lzveOfJGQGHTeCEfJMn/JW8n7HqjP5CBv3eUp9Vbnx137p7HYzt52TWEj0EtKlnDy2JhcYol+Npl/vZOUFYXQej1iJatJ/LJFqMUis0pjXBu7WnKdQNUD6PiRG9+UhquRANKgIVz7JEoPAYAABQ2qXyJPBQj7Jwt48MhcF+PYHQI1I2CSU5xscGG6pzl9aKR0rOHorfyeOK4EVEHS0UrdwnIVdjtenx45toADk403OO6I2cPA+CMASAkdKm5CO8NJ9HaJ0V9XNtm2flAeazEK+vqkM4NOmVysAQRMF2qmjJt9oYCeUCT2TxS92hrAz1e3m60vj/KauVIN86XWhDYZtO9R0pvZ6oG8WRKnjnt9QKJvSN7j/5QzLWHc42lNQCSQJ+t6Pwh8IdbbWLe66LxTXZ8T/SLBOZac3fL/dUuivu3AZCF1v7Z2RuG7gkm/WotuFE4/Pxq2XI1GivSpJZPo9sHyZymMsVDp1j508kG9tr+ql8t6MIeSJcuWP8B/K8uVtbWK6yG6WVjJagE3c6M425GJdkbUVxZCYHbxaNwINpMlvdDOrxy2sw2gN+ok9X8+0dj5eeN2BGHcn85CyF134EsRllpJmtc0sLVfv3gYO07cjpHSUUfQ1eHXX+//ljn8xNhiqoAhUsJYDlcxiOKMbe31uisipVipZ8U1X4PS1yzRagzmcylpq887qvut0iayn2ciFa4gOccR9GCZtpY0za2HdGcJCMDxuTIePT7f1LPsoBpJL4baA5xee7LEw6NY9IRpnSusyd+ErfOPSUXRnLOfaWZc+rP/2jiRcCkO5ILAMcdyEi6/wCoWjlKN1mSAtHZPHxudKeHEfDlxvpcsSHSbpvKNaOnPunudT2cWayAqweyh5bRl6a2kLYVdnWFywu6lmSzAVbgdpcopI426DresHUkpa50iBOHITKk3TFvTaKZTcGAlq0V0YxVnPMpb7151qYZmlXArH7kjHFR3mVt/k0oEEWG6WOtT87cOUB2CXFbfePQn7Y1HvdrgNEIpAEFScUorzw98VQkq9VIAERCIGkAx8mHZH7X1LkzoH4kwarGcffZv8UeJW0FH855Ds9g9lu56vm104FEZXjtAAhDaE6kW1urVSpcAoj6NCalD11fSIol+ZCfuyFPQm1JXoxgELXT0XrkWzjpCM2SrS56b9amDTHoGtbl0LX7/Vv1QO3OlTAXNJ9LXDR6aLmH3iYXecQ3tSGenzD6IJdu4lDLZSr61SjWKW55dXB5VJ12Bn+Tm58J1YqKvBRzlSiTO22vqxlLc4w0UVL2Ej4BU4bSh4Lwa6MjoQSSy3pXVBc4fUN/GeYEZx0YXHP93nDb/kNe8eYOWcPLVqcOUcf2ZK9W8+kqqnIhem/DRyr1e96wyMk2H8PtT2wdnLQcDwMRiFUdnS5gprf4AUhawktUqqkDFWQsg0IpWgweuNkTWPa/XgJjTdWNGKQMl5uvByQL2jivb+55rfTLEESQDkJzZSeafavmNkJsSRDdHdSphjEK1S+YSDc1eA6A4DZRnlfKgO9z6dIpgADkSCNTGxkuNijsThd5j0+oWqbLcTt7ack+YL3fBnl82CE6ClEBHzsCEp6QQhuf3m8wZqM2lx9kTOhJ5kpBp9EL8rNCxXShHSqDWvXpCEF1Vkq6Jl5/NI6/AtTYbU37gAUehcjwKCiGFH3eaDMB9h2exRyn1YSwQCdE7ShbgDCBRXYFLFXzd+ozurVt55NgCHjuxkH3AQruul5D6bvZI0kdcLcccV3/FSQyWp+oUzzRh155LaA/O78bFoVec/Kh0C9VuCj371ECpmtwNPH5jIoiEnEGyLV5XmUy7xHuyjYH8FWeYJ8VqhMdPLOLEvDZPF6b5jnts71OtKkkLG7lWXEsh9jwSv7WsIhHUHW/bvTPrmk4rUWMlq0lKNX/WRSpZ2YVPUEJNU6M3q4VeCO9XwiRLeTrSjXwtkgICRu8C7vvnbkS2ByGbf0Qg7d0ueRW5TZ38nmVHkOT+0Tk8fLQ586ZW8Uf09L/q2KM3AA9/S53Ugplwrpd5III8QDECxyynLs+S3xICSyPhrdM63D0TEEccIEB21s5MVkovNDK9G+sKRzC/WMA5R/5d3Z4ev5SaWdepCso2fURkxlNk2I1js6oQUGe66ug6pgQn5Vw4OlGzScrnZBsghN2I2JnJIpVh1X17AQC1KMZMsYZ9E4vIBQEigY6UrHItxhPj6aa0reAKrd4M4BJKQtqgR7eqk1w30oXAvUEz+akHIwnOubQRxyAn7596AqeM3oIgrqgr/Lpo9WzybveUMlXo9GxxkLJxRc+IFOOPqXKuzQXdNVmQn6YwEHD8fukwySD7Q5HMd6/vgPe9TmFwm1daepuPVohVnEPPakK9vd7SsSRmJlGqW+YwGpcXUvfpspYvjgOjd2cbrUxDy4526hArWU1ipvBVw9a8A+5mwyfEIqVw9Uxpc1p0Navler+zymHdXfCbQnmt8VA89rCzP8YahXQnoMxJtHto3+lvnZBh5BTSA6bdLAzdCbvOXBBIETxgBcs088IgZzqDtA5TX+Y7wiDnuFqwmlo225utSW65kO0IcUIC0A/SHaIuGFE5kZeEgCIUy2XkKPTCSxHx6pV5L03Zunu2+4vIMAXpAQdh3V33jBRYJzf7x1KuNWMnIGjvic0Q5AdkmXdmrkjXA6G9SwqUd91vniXm51D424+AymWIDi0qRmdKmFqstu1sInW2QMU5aHK70noHNt0pB90pXvWBBoFMuTSHTxQkt5E/dp+ZxQkQ4+zDN2D71H0txdebIFPH0spDo0miVUFvNGyyJuHQx0TS2aRYt4WxNCE7MlNCpZZmZphIY1IsMb/JRCHrgTJyHhY4L6anFkckBTNSCxnc41rBT5QdV7kXRFh38Adye5Eso0fUlRmyrGilzLCS1SR1SpUjMGQCyelkHWRylKY3UOZuZhPBegVLy3+6gtaF4KTPbYzWLn7ayHiMU66NU8tQUuiQ33qig2wVJX3a4pzSAwIw7spTyoKA9s7lK1X607ujQbVZUkDuoPwJFa/sTQZ1AhOCqpnJAvzRX1LmlNq5CtTwbHra0l6HDpKc49UoO3M0AasQEBEorsk94w79NBGr1YPItr31/1oZsJHQamcdmiSfUw4vtMt2qaCQIFCsjiXWEuZ33YPc6CHQE4+35e3KJRdkZ/qulXPyD6jvTt9A9lp9mc6z5EBTt8jMxJKcNZLqXeihs7F5PQjiFpjEeixdv2PZ/m1Z2OO0SX6b3+i7/u2W0aSAah1AtJ7uKBZdcnGu88bZqgLup7pMm5If2wU88K/OvZLAfFoprS6tjryRNIeLO6xDyyPlujjuraksXSbWFY8AJBBQ5ORfQm5x66uTf0R65jbbHFypdqBdhGh+EJKVrGZxKmg37JoFyenkWE3x1KJuuRRtEyfNOT2ylHI6EGHdca8TVY1nvFSP0SalWoRyrafGiyxEyAVJYSbw8se51HwmlYnJxSq6AZHMv8zD9RQjR/yUq8PthSL9vZk7yAoxaQJInTAMp7xBLwyvL2ftzmS5jxWUodBmwnVTon+7HucSwpu61nSGzhA3Oflcp5Q66XC/6p+PHJvH/gz3LdL5JIiAWICi0IxO9xKBU1qaGwxyBY9GmewTLyygfN8uW9GNmaD8TmEof0e+mazbdnaqHOVygaf8dgZhZDCPfGAc3zeoc+oz0QW4IlyYsUCqt0kBpGOCnQdnsnO8REDemL7JmSzEkbFcMCfMp/Od9JouoQRd4V+efFTd8XrBt9FMVvPzqz73HJrFg0fmMlRMk41NcmsKXRj0MZUnYw8BUcUPws1fJfXXz4zWZ6eeSTdb0mQo0/ndEhlPkzFR8uyqovuKgaiAfFobnNJnOt0KgO5NBnRb7e0UQc07I2Mlq0mEKpCu0PvY8QUcmSllEr7uPGNB0lG62Zivt0Y/AEJe1OA2XzpP1heP4imHr8dAmBTKVAfgyB5EwGDxhP2RAfePzuGBXt1LigQGc8Ap6wehhWBKmAuC6psqr2smwt7xxa44WhCmM8iOci2GUMJSQDGGdv+bTVBlHuaHiG1HO3tYunRXyG7JLhxv1E8lFVPX9I1Mh5p+Xzup1mEJHX4bYSwbuImcEsbSBA+n15OeBJNeywTWV+v3JksKAu4xctJUiwQWMihvRo/QsSKAKFau6ZcWLFcav0youmpkP+e/OiWB7Otq4jm1Q4dU2MIqWHp2gwhUk277KbbKgFy/ZSsBAdjdgUOHAPLRnVZ9q/fbDWID8nIx9XvymK5P9x6ayXwwU4e3WJGeTDPZ605FMSAZJkEq6EEsB8OOzZbUwGmigQJUuXc24hWxnNlNhJ0cSyHzpET+OG1SajTV8Vbc/muTx0iQXEPdDZJtlqlsCYFh+1Ps0oKUjsAzTyV3LZt32PvU34/MlHH/6Gx2aZIhO7VUfvSSkxpfYxKoDm0HEZCvFXDOwW8iF5XSL3cy1SQn47Lh5tKDR+Zw5/7pnnHpTtD7nrGSlSneAn7VoVajGEdns9sjQAgyHr0mF7Lde6Bz3IZPjrol27nh6hQAIB+XE/fVfx8sT2Lr6K3Oqc4rUKQ2iO5khLJcizGrOqG5Uq3zim06DGejRW9mob7LJH2b07vq5joSAlEXzA4ylmdAIEwVqihUZV6eMns/gvIMTB6M3g27p4njWW3/D4HH/92Lk1zGTfAKXJogQX635qYpbbS+k1FMu+aLMvfCh7rS4By30qz9c4SSjYv7lOruCnI6P5xR3oR26QphcBSITEd4CcZdsNQThFpv4fpmW11sztl8A5x8cxgICzh79DvIRXZ22Qh2zSQll5f5q8wFtSmx8Soo5L6EcRghdtqMdXf8UD7kkYdA1PmsT2a57inr6Y4m0ko2qXvd+hvF1NVtK4iA+XKHM6jOKL4ZLiOoaTOrQE2OHzf1EAvHrELh1MFA5VeQLGmJLGg4s+C2fSmFz+7HBjx6bL6lPkQV0S7g9ocp7ZrbVoGAwfXOnVT3TX+vM6F1ylZyloucELIavPTy3ykjg/kchgfymTyjE7SiR8k+VTFcGcNAVMT60rHU+918NNtOZN12O8FJC5v2nH8REe7cP42pQrYWQHpCpBlYyWoS1xG1tvyNMtqZXpfTmBw7T6dy9hS6UyCB9AbfrivbPvcItk3v8gUO9T0flREYEzHfrXm7CJKKVrMbgabx4NE57B5bQC0SePzEAo7MZjNTad0a26Y9l9gstq6pIueYOhFnMOqcHrsMAyXCZKFmFu6b5QHuKK03g6HN4NTxqhyZj0QyA6xQkjxkakujZBDw8NF607d2uwd9jwAQRu0a4qRQt5jCbXlcwUOviyTjpSugGENVqcjadQrpgu6S3wlq2/GkO/POkN6o7PfFdWdJ4fLUCzN8SueI3IBsm8gXmJI5ub54CPmoiJHqlJN31kTs7gPTS5ovB3nt0MX5U6aC7ihzNYzMFgskCLliUZ645y5/0rJNsvAsWHdEl033GkcjSJY78i6Udb+bo/6J6HWMHdgQ1iW2Sufg5IPwcylRp92XKISJWzJ6Xp5R8pzTNhJwdNafmXHDrMWiJYFVqPhll19OukGw63Fh88I1iya374SXOYHzIrVDqaX6VG+Myjnmtk1Z4pb7XC5AJVr95QzH58pqkMvpSxQEgsgNIlDefPO1Ai48fB2GK+O2B3K7IQIWqxEmC9lOCuhXMVusddTGSVN+gRNzleUvbgESzbv+ZyWrScyot3Msy0opCAhjsq7h3YanByir2SFy7cbhKwAuI+VJnDL/CDbN7vYqptn6RYTIkbvje+dpJUjzplrUflhEdiF4LEi5/u00VgCEUOYzdtTzjM0j5pn+HWTuTHYQnpv/XkQIYN9/SM9PFClFWnWUei8grxOFPZ9I8cNH56GNKpsVBK0xlwnZNNKVSGBioX5Ey9jmtwGRMqPJ8pW4FaZO+HCFMl2pVD1SioE9HyAQAq5rXu8RiccZOc8TQLJLmJqnUc8gu09W0FvdUJQbQU7Uj2onO3tZnwUQBEbIdWW4Yi1e2mFAPi+FV+O+XZoOkt6YGHDMCOXPke9+0/RFICAoLHY8ey/ff6fvOVmHKO3D+25Hw9PbuayVLEqU68xCJ2cPSUBlqG3PcnHoC7SJOi3CCmwbqGf1naAapAHOOUcnNzP2s87my3omJ1YL9pt93UFQ/34yx8xkAabNo5RjTnso5Q4/d4KU9quRcljX/pnwOscEYyy85fvMBUFPmAtqpdL8VjlgjujyEQTYUtgPELC+MlEfDmyZmmvBBLXZOAoi7B5b7Ni5TyQIYebmjM3Xod7q3XoZp13UdT1b159k7DxJN9o9JEwHcNYCaBMk3R6aq7SJDWEgKiLpytgKIHKkL4wiHJgqwk5bdwhls4Bbh5H1+w08hYHkAmlz1petzfPJOQ4oU6IMo6Wfn1WYYUluHglp/hpox7UE2JkspxIRJTpZxbw0VYiFXucAgJxRXkeglSFagc08wuk+ZGfgN7T6/snFKp4YL6ASxq2bYpJ2qpEl5P+ptHhSvpnJstcHIlSnrSI/lAcoCOC9YEdQ8ePt5Jcv06jbCA9NPoS5yhz+6q6/wpGFIy2lCIk2UyrQdVetKtY5i4yLXl/kXwNs3vlTbPncFwCQ9H7p9g8KIWjJDXiCfB7GVXvC6UWack1EGLr7p04IhB0fvxJEzS/CTk90+7cuHW79/Liuv0FcQy6q+JKuI7gIke1QklYyqpG/vq3DUBPfZfyDQPWRycEQAL6SJduaYq1m2q8AZMxE/eg5A0denjnBJWLn9V+OzBK2oGQBelY7wz6iLiDXmQ/kp7cm3Zc7ZBD+7IsJB4C7/pacf70oOJ+k72kvNUsiB0SUm/7AS8KqEQRun0Uq2/zU62Zr+8Jjqve0hqyuzEeqYHRj/aRxGCI6C190eL8XrzZKCStZTeJ6UdH9mUiMpHSCkTdJV8zkAvZVJtkINky3vSYgu5+WDUJ+1/kZxgSRJmS3E8UMQsk58miWI3gBWROSQJmU1M0wJMqTVDB0U6gUhS6Vh0wVBdWTCEdYDECYWijh8HQxIXyo65MmIXtugq5rWkBqtqNPdgL6vrRRRII0+50p1nD/6BwePd6kEwGnE+/qgly3MLr1z928WeWnXHzvCyy5gOBK+kuV7RQ9zBPUpspTuGHvDfj2vm+DiLB3bm+LSSH/+V7a0NzLXQFkXdWCnC137hzp9ttvQq5cNqPnGgJh0+xjWD+3t+GmsIZcTtuzgJT7fTPo4NYRUk4kYm1N4LcT6XOVzdPJ3HhqjUrWbyDxbgnnHvk3nHP4BgByg+VkO9fKwvJmEWSdPmQXtH5HycPkOK+CX8YTs/Z5OIIgEYD6waDGT7cNkdmDDtZ7XvI63Q628sblTgIZW1CkDCLY3wJmP0B3NM1JT5Bi+eAOHg3XZqWyaoK25+Sl9p3ZPfwySppRkEk10TItATI2y+8AXdZMidF5Z4qTzLtAxHVtC8Hmn34DqfthdhI/2FlUPYDUzvshIlUfMo1eS3FhJatJTHV2BThk8/JcUVqoQuFPl68+0nOZbhCdESMnjo5MoI/AXdXhCspEAQISECR8++A2uPvANHaPLdg4dEAuFxiX3JlM7Xutt53NSr0u7ZDTB3WYTcvHM9sAIYRvWpqj2ClDriDmtNYqLgT5DvLlGayrjBkFVYZsxV2nqHnJ8Fwnk3dJIpqua11CqYUtAKxQk33e2Q/yj8kHe2XKILQSb3Mm0PUL9el3hQtZU21n5npnFCRww94bMFGeQCQiLNYWIZRSsFhbbDpVemZWxoUS6esdjDjWwOuhmXlXbSEFvhK7feJubBu/c1nT3iCXk+9Au/dTChY5gxPGCQYJUBTBrS9hrAQlgueBsOW0ZihcaqXSVZq8ZwFAHEoveuTOcqs/NcPlOuTLiigms45aGEE4C5KWJ1KcjtSMVOQOIqa4KzfeGKVEYU4lS09qfJ26beQTXX+TTQas8tVs2qVSlrE5dLJB1oqlKYyq7hllyzWhdPPR3h/Arj8NoirOG7sV2+cfRTLibqtpnHSavM6+LSLAKNtBEEAIWvVtZoJArScifwmDW+YC1QebPhtw8snmo/Gum3Fldd9T3OLMa11YLexp1VrAzV3GSlazqAz1FwzKArZvonlBYzlkfxs4o1q9IYSQagi1qR+QIv458dX/6h3PyTsOJZiQk5/tp1MQYbYYdmy7C8jukUiPpGbZ0VthyQ6tpBhLkf87OZqr45U1AsB0IQu7aptpglyhH/BGzuq8j5FzLynhnnDm0Zuxdf5xAPBmReHcTYk8846RHQihZAYrtFLdSr7a51AnRXeZJ5AVJpJDrXXHCQHFjoBOKu+F50zDmxtNxFtbILr1SBBQCOdx/8T9uOv4XSAQ8rk8BASmylP41K5P4dHpR5dPjQrTiEoEDA7k6wv9KmIVS8dARsUvaY4aECEflaDz0QyCOK2iWGZ6uHTvffJGx1yQlKJVN9IvBESh4FQvMvUpOHIYE7/3DtQOH24v3U662sUdWPPKHoDN6wa9vuLMmXtkvIXtR3Q7d/bRG7HjwPWZmvhoImGdMkm9IYPwTddl37X2hKoH6YrVyHmfiVl73d65YSXrZdr3Ja6B6r/ke/Xby7o+uwm0yXZmr8NNhFGwnNgR4M3Um8utoqU3XvdTotY+qQ2iB8MF/3FuFJx2x/hXyiB9Qd3zCHPO2jhBlOm+g+0QqH3syFVeE4m33Y3K48A9p3sQ+a/xkJxlfTXNn7OtUZv1Ne6SzNQsrGQ1iR0NJiMe6mPH58oZuNG1gmV1cIvf6PQAgRr9Cpx4bZ192Lht13i25Sk9hltBdZjuyG076Fs7td0FlL0ytLJLdc7e2ohdyveUfIEjqFHyDkLspPHgVFGa3XUSK/JHd4QgjM1XMnMPP5TXZnSObT2l7eME+9sVROB2fv75Rq/YzVWhhB5X0Eh9rPoStzga54bVtY2Ik4Krkzr/mDyeCwixcjQSECGnFtE3bkn8M956KbeTI2HWsxEIOeQgSGCuOgdBAhPF+kXRDZPmfNk0nLNHSjMNY7lSLJQj1eyagpF6nb4mMIUguV5Bfl+uc5//znd85cpRqMzT9W8hMPGJT9jn2yuQP3oYIELtyNG20p2ZcOSMbAQgBGqqIECAfFjCYCSFy+FwDiDh7WukS6LcX0puxXFgqojpDF0vEwHH5sqYKdYyGZBzqevvjKMf5+H6uJff+t2rtjGlX0j+Ss4mkApDH3PbzWRTYopYC+88Fsg4vxJ9otf2+30AtOOk5NOFNTGtD9auIJJBp7drNm9UX0G0rEfQliEgdGaZe8DvhZo5haqDBNd8dWPhELy8pnpTZNM8wn1dwmzPkQWCCJOLsu5n7bSiU1ptLlnJahLPtMYIbfIzdMwQ2gvbftfrvEwHm/FoXttor4KqchIRts0/irPGf+TJI4FT+wItiNhDtg+iwKSRkiNWrUZNfQrKohGTi9hjPRqYYfbnRIyBHOxmzoE2rUnH61pURKTXQ4Hjc525TN0zvoi7D86Y39K1LBlX0W2j4jmYA6Swb9+rNZP0CgISKZUdHrQSqP48kxEr6NblXUKqMIor0oVJt29v5V0nxISWNvhs/gFu+v388VwcayVLXefOHAaJhLmyfDK97iyTO+gTCcLkYsUII7lAKlkRRSCSM1vNJsldN+INj5oNqVcPvQ4oF1eQo8jknc4LnV8jRw8ZZy0BCBQEiX4BgFHyly5UpGdX6t6TUydEDIQhwiNHYYVS6Aw1znBKO3e2lW63/c6CzcMDGFCSnO4PLjj+73jKse+Z5+XIHwDwHq/eQ7ES4Ynx7Eb9tbBWqsXZtOuxnqGg+vzT/Tj5ZoDeeqPE2ivtJCgtP5Z7P+47NEpDIhxdRu2aoWbx5Z2OSAuDnP5fl3u1/UedAxF1f1BnpE1+/9Kwrbdr/XT+uNYhlSjGdLFDxd55tLdYgrJfZ9gOdf2hyt/h6gzOmLoLI+UJ1a7Z4aPh6oy52bXecH0VZKWG53JANbJms3FMjV7pstg6sHr5zkpWk+hXJBIFTA40ZlfArKJQ19SuLnrz4ToB2bkEyf5AjbAJ3Xn4uRSQkGPyHa4/M4JbBu9BLra0sxodv1dHac7HJQQkcPriowhIIF9LOlmwdtGJ25UNtWp0WjRtS2O2GMLNc+3W9/ETGZi+EiGfMAExgoasMI5U4LSeZgNPLdzaIORaNmvuk3wv+njS9MMVKCjlPn28lcXgQUI5joVvEtI5rrCAOgHDzzNYIYR0HmsBJQaUk5WGT1H/uDK+gP0eCynoREKPlkuvmIIEYhFDQKAW1/D5hz+Pucrc8ikiwoPTP8NE9ZCpa+aKTkcsqwXgxEMdBRGT9HwXUARvXzeH0279DvQ7CIQdlND5qWdrmxKo4ti8uzQhNrdxIyAEgig0D3FNEgFg3c47ACKU7ruv+YR2kXWDeZyyYRA5pXxKbBmW+ZSY0XHkaKh+tVPrkCSxGgjVwm7H8q6wbWjOE+VsW2eT78/o27oNc51Zd+qa5yXzyH5VadGf9h5jKggrBPtrLJFa1tIwTUtTV7eKmxoTY3XI2frDXO6bCyKRP0EiTV7objYm+hCrfMotYHKdm6+4T/Yenmr1kBhg6Taj0yX4ztUAN7cCikyvrdOwsXSsfpzPKxvagVk2EBHWDw2AoKxMOg4vk2j5YTYZK1aymsRtlITToAFAlEWDbeQpso3gcpXvoW8CU615+GqXmWLVTC1rW3ok4jhS0yY/gam4AQjbZh9xLrfCoV+3O68FgqjjwfAAdmQr64qZoxgBBOLcEHIUesKv+6qTwoY5DykEZmEWaZ6jcE1MOtlzx7xQcjbl1IdNInUDj8T7t/d6o9xaMBG+ZTYl73Oe713nCBpEwCPH5uG66iZoBb2VZFoTnayFQfUA59PJN/PdWdfh3BMQIReWkBOhFTqIgDjCQFjCSGXSSUIyxWTqqFAKlRxEJKVUCfNdmhHKRdEH5g9gdGEUu2d3L58qAh6Y/gkenLvFKQtumjpg338Ao3e2XXHny6GdPSVy9sqyZcorr0TIUQRBOW+FYQCAjk7hyR9+L+ZOTGFhib2yjKl0sr3XFd642HLqpG441eX5yTEZu7B1Rd8KSu23Jzqq5AnBSzSgyumRTsCmwkFjuuwq+rHIwlzbEsZOfacM1mm4ZSGwbbJ2ZEHkzFLqPlM467NUfdaOJcyegi1FweabW3R02u49NONZJwjYPSBbSWZmipap8853c9x5kFEAHNPoqb3O9cr7nYkhEmERjKFbfffgfRdkW54o7rzMUcoPgtwsfuvkvQjihNXDnpuBez7f2UNbIBZqM2qhTXaVN1UV0aHaHPQ7CqCXdfgzoGZgW8soRNg3Nteh7KAwZVmW7k4dX4BaM4/NGlayWsRtbLQgEsad+Rdz75XbpAinUC0RcmUOGL2rgyc3z9hcGdr5ReC6/HSuGa5MOgs/dUcrEAjbqOhmVQDQgnQYRojjejO1Zr3W6EtqsUDUYWWyi0J9RbpjnF6wMPIkBCRQ2XiOOiXPbSifqBN23MZMhxNT9q7chbBKw/2jc52vzRKREkq1yRDZv2TnCTjH5Xf97q3gqmZo9NWJ5Jt1Cil9tjsoQgRMLFRQi605AsjOFDaLe2lWSm/DB7kKlkYk8g32uiCuqcXfAsP5HE5beBRPO3o9Lhy7EeecuNWEkwjRPtLIQISbjv0jjhQOyHzUgr3+j6zCJUhgMDe4fFpgBT33mJcOzdReoDK/TAY5hGUgrrVVaY/NlXFiviJNylS7LmepyGa/gzaDk27z7Uzguce/J68fnQCIUNhzL/bsfqzxg10la6mR4Nhu3G7Nddz6lJJ/TZJZyfUsEhyPe2rMTQ8qrR8eNEL0xvIxnDFzNzYUDtjYqDIVic5c0yeJ9Fo33Xdl17gjp/J/sCbLa06bhDtKAQCpZLk5ToTZYk21d9Ik35in6jbNPMWp6u5303Tp8mAPFquxWduizwmBpvsP3QK3soHx8oG66Xe+EKk1WLBrsbSyFYfePQGc/sMNw2hI5MTepsXIHnCrjW2/O9pvzsWZ4daROC2ewPrZ3dhS2Odfu3AsQ0FjaY7MlADIWV1tYRSovkI2KQJDtXkTH/1vYL7puqPOqrKWI4H5I49hfKGSSTyt8mYdr7RD1tla1201AStZTaIVKldYC2P1W2SjKevK7pkLLhXuCq5hCCCsS+6kJGsjlPiuGs3AjijZQqobNsJsoYT9Y8rmtzgNhLKi3nVgpql9i3QVjAUpk5D234WdINfvo+2gTOx0fAKvQ4Dn9W374m6cM/FDNYrk32k6WZLrCpbzWtZKzDS609Xv5J5Dsx2FrPfXcEesfcXAjnrbsm6FNCKB4dK4l3htLujmh/s9LV3ujJauw9VI1K2hbKfUuOFmOlJmtRyYvHOlKl9UgDGtAcHdPyaAwPBADucOzZtwchTauHt5RsmMQyhCRBRh9/z9RvDT54TefgECuSCH5bpBP3t0/FRKiFCLhBWwIMOP9v8Q2P29prJMBhs7C+VbQ5vQVGrqfmHLqBHbCFi3fzeGx4/BDCA4IjARlEczeW4gLGDj+H3YevSHDaIbm7Vd1pssvO+GKGWtpFsuyMa3FUzTnEHxzVEk11oB8BUumHgSAAoC4/QiECEgrNmlLg9BHGbuUEZnU0y+eWwHIZpPXZbzapYiJyJ/kNBdcyScNlGds2u3kq2+/6S0NMlPWz+10TUg17bkgyBRtakly1w5e531QBL5n2admtMXeA1O5F0fJAfF3JEQcj2DpjzZkUEAKW9FWpbLoM8nAkaO/tQoylBt6+BAHkEADA+kiN0rJMsdnS2bbYJy2izQuHJ340KQoyM2X906Y/o+faUIUY2x5L6AsSA8cmy+qdku2Q44y2c6fC/dmMlqNkhWspokTYjT2jYtUaFbeob7LEoeXSZSXSaIqzB2vLrSqcbjrInbcfr0Tl0bTIwDSq6j8fNOn4ijELWqGgF55Hrg0W/L64mwWFneEYObb5E3C9gZtpHMCtmQnrpxEIM5v+oNRosIlAA8VJvzBS4TF5n9+XARm6bu7zg2bqepp+Rj6syJi1UMdENqlQFh9sUhZ2Gz7Ri9vzjEtvGfQe8jFJC/51bDxyc/nb5Yl9wwFr4nPVWOW3Xh3nCsIVNcoUMfIqdA+MK15y3KOA6Ryu6w9EZi4rtj80hKx2kFj5hCxBQbJWqyPCkFLuNQVwpecva39UwI1MLqozMlPHx0VjnTkGm5bvd1+OjYj/0R7OVDbFvZAGSbVKpFeKTyBEqIleBsB9cA4IKvXIV8VHZMwuwnkXItrc4NRCXQnUvNYul949CgENkXo020jWcw2Gdb6bo9QbiT8uuuXQ1EbEbFXc+B22cfNE4d7I22Hwkg1+auKx2V4YkYTzn8LWxYeCLTumVqA7W2LqkpAmvNYpQlsnXPc1Sjvi9WQ4SxsJ5NVVlYXxmX8U20L6Qj7x60R5x97ggktKmV8CZ3Wl2LZotWVm6wk4Go33EIs5YUsIqovkYrWeaQs65N4W0MTgQgqHvHbh66VUfPYHUya+KmKF+eUdYXbqTlQ2NB0q2/d9NKDZjriQHCcHVati1e3bTlS+Wg51HaDwVmICGgGGFuRJa1h78F7LsNWDgB7LxGDpo/8X1UH7oBi5UQY/NLz3YRtHJlNyXv5J3Ux35lYSWrRWS/Jl+bHBFKNyfpKHz1zQo9jS5eoaJTmsGmiV0gEPJxGckR3g3lMWwuHoDbsWgnBlLokAug5YJ6MkJIEFekPC3IFsSoAtSkR6lWU6eV3Y5HLXQ7D8JCOepszY0j5evRok0jA9iybsB7nBbaICI8+ciNOG32PnO7vkY3NqeM3YENTexN1ApyckzGNey0N00qA/oZsWvioRWuxOJb3XnGNcS5QWta5ggHtr7Vx9N4AXWus7qbHcE28ql+rAl4ebR54HxZKgB6ZHxsvoKDU5251k/FxIvgNza6oEYmkQHFyIeFRMKca02QacKHRRAhohCCYgTIQ7v814pVnWMYAmYrs/j0rk+jFJbSk2FiQRjI5ZBTOtFCNQQR4YsLj+KjYz/GwfmDODB/ABVqcY2R2nuv3XZREKFaPoq9pftxbzANN/90iAEJDEYFk35jRkOJHFblDSdmGgqnFCvTRGoQ52SAOolJBUsN9zYMZ1mUGZXobD1mQCHsWku7T9a2+ceQc00vETgDJjr/Ajxp4ifqe4ycqGLTvLMGJwN0uY2dtmM+C4c1BMckGmYPJyLhvHun8VJrGWcLVUwuViCEcHzlEXZM/qylZCcfIQdI5A+tPNQpbC0+QAu92ZBszwBENYAi2/67jpMIvvkdAKiBHl+ElrJG8in+k/2KahRTdTwmZLJx7VxJmi3bkHR7Ic3VHzqaMINeISVLj7sNVGcxoLZUMGsBTZ+h+lszzS1QJ406TU9tcDNAArVgSJ4rzQAzB4C5UTmYWpkD5kYRFCebn512FCy9XrodVcu9J/OtVpqElawmcV+Pu7mpFRvbf4GuMwjrDQhL7zvwyA3wGxhFVAMqy5vYtcLCwoLytgWzzsrG28YhcJos/RFQjABy487B2ryXd3qhNAlCDjFQXfQam6ZHGhPvoxNM86+SFQuRkWMD1XE0OqseKN3e17CuOukpjHrEmwDpMroDYbLR8wmqg+4ovX6cPHNB86KcDjTS6wWEffdEKJfLoCBvyxz8DjL5nvR377g6pTtNIawXQTfrKHFvM8SCUNXOCAhAABycKmJsvjPX+k6M5N/pz/B/JwUUpZjLQwIBxVg3vy9xraTOxAZ+u+UKYtJsOQZBgEguqpkslBDFAoWw4ClXmsdnHsdsZRaji6ONU6YFj8C5lYDDpUM4HhURQeCrj3+1mUxKwTX2bR0iYKh8FARCzhoJYmPhEIgIG4tHTEExjh2cAkjkzNybtSRL1CVnPVYwNGTjXVevnWe5mQbdLsjZXtmBtF93D00Xcf/oXNv325lT2dYFTn3OUei9lcD1fOkOIgBqRowgglym+wrpei6Ud1YCcHQufUCg+RCd7857C9xjye0WSFgTY/VJarBW7i8WmZBlkPXtXzJN7vXuYJL0REuJe5qfzdKXCUGZKB8NnxLXfFNfT+lIlhFSlg1k8xlI5D+5Z5KnvaDh5Gs2DqX8+Jh3GATOoIy6Zu6IGxGfagEYz3YwVbe/Zx+/xfSr0sTVMWcFTP4TZB/ur3RzL4ull2QiiDgEVQs2LfkBQITeVgfNZC+RHCSohUIuAdHrxTt4NUTA4hIOiFoMraUehpWsJrF9m2+SoQvt4ycWMZHFoj+vUUVq3QMAFKeQOvqx5ybgoa93Hg+HfTM11fCrGazEKKQrncnKGDijynL/m6cc+y6ecuJmk3dnTN/lNEKETcd/Cuz6svfcZkfOvKuo8/Ux7t0xkefS9cR82SwebRXP25v7FC+6Mm+HwnlzSneirukgiPDIsdmORmeSigZUB9354l8nfZ7S7HpS04160lRBnp8vVmBLExkBw+066+LvCSH2Su2n0JgeuNFz6nOrG3Tm1FqHgXwOI4N5FUbTQSwPAUZxcAV6SlwUu0qWVVZdM48goeCnyxs27NiMgCvnFiCEIkQ5jFGL5UL9alw11xAI6wbWIaIodSbLGwlVzxCOSdCPp25DLGJEaq2X7lSrdSPYKfF23ttcVMZf7fwoji62vjFvTEBIMWIIDJKtr1sX9+LMqTtw5tQdSjlwEpFInxkFtpFLFdxK99xj6wERgoGBxm29DiehQHoeaNUMErWoZAUmynKPvE6FTN1SuuUQsGuuRqrTsl675q9mBkJbOchyMVSZwcZj/4lHj7Xg/GQJ5CyWXV+UzcyMfCc597cu5Eo4NCa8ZlBElnHrDEPHRZ4PKKzvIhLf5Wmyz3SOyyDlN9czm2wL/euaJQs32iaS3m/9AL1FQWJNn+kAyb/eU1yTgfm5UxcF9y/RhwiSa3Y7GVgVqj4GqI+jjpUpe+OP+v2hy4EfAYd/1nY80iCys5I27b6CZdaqmf5XeK9CX0MANlZOyC0vAJw+8TNs2P1Nm5Ygr5YF2GUCrbiIq8R2P7tO5ZxMHbfocJu8jpWsJnHruDsopUd3Fso17J9s31SICDj/tI142hmbACyxmH7uCLBw3EYgSXGyviHrkCAXgEioftER9FKi4ApRgPS+pQUTT0kQ/lqtII7kqIerwDYZPy0k6Huy6TqduDocmirh6GwrSpbtPDXu0tBcTv7Kx1UrFKsyNVybsd2Gbhh1nEjgxFwFxVr7mwf7sxh2JiuTHdZNevV7SYzmukKpUSLkbylkxxCkm6fEfHFCSKAGX7RpmxHqyY7GHp0rmQ0PtaMZvRdUM8QkMJiX8YtigZJ6D5ms8/DyyW6HYOtdYpTX1Bs5k6KVA2+5u9eBytuCJXwV69wmCDWjpVxNg6SShUR4APJBXrp6b7C/lB1jsHWLAKyffRzD5QmE6jnCEc4/NnY7Hpr09756YvYJhEooi0SEv777r3H/xP1AEGAyLoFI4NDCoYZpa4Qg65Y+b5RbACSwqThqM8ZkkMolJz1mdZo+py4/MlPyysbCzTdbiadRmamTrF0zQfsMTwhto+7qpwQIvDrSViCQeZCLKsjBKvsBydmpoWheOr5wHUHoKqqTIax50rrFgzg2V5aOUTpg24ZBENWvx1xqof6yUOKHW+/IvSQ5m6++R2VYcVWVFoIyrXSKmlsM0qJgnuUOGMkjgggn5ss4oWbYdVhHZ0rYPdaEUym3rmbRsbqRMOVXJSI3aB8k4kRinYFdp523Dhu045CEuaD3Hvx0yP6OvGOxIIzNl3HPwZn2kgYpE1onJnqPR5UKIZdRUFyTnqG99XrJwNS5LPef8mQR3wELuXFNtj1eCnU+qsETZQocxFXMl2oouDNG5L6TRMe9VDx1MVDX19r04G2axeYfnTmsZDUNOS/MFko9MhQJwqaRgYZ3Lx2yJWcWb1P6qOSem6XHrSVbvWyLk610VuiwzxHQDWDa8ndt70uQU/yCCNvmHpYb3pEVSGIiNXrkpLnZCgk9euT0Yx3gZqug+n2QWpJB9Eg1/IZXf1xw2kYAwMbKcblGxbGn1Lb9+gbbUci01uK4IycVXtOp8i7W3gvbDtSm0Srk2gxSyEbZ6+nc9y0bfb34XXeA3n5iAISIsH3uYaW827pI7kVONrt9uj41Nl8xTlUiNcoVxc3tH7N5nZx1cHWUZNuQOZ5ggoTU4AuzvpJmAoCbVwAwmA/804krtVlROSpCKllkzC21d0HXHXaQ2gIkkqEXlqv8I9X75eIwsWm5Fn4I39n3HXN/JargG3u+ge8f/j4AoByVEYsY++b2Qa71kfeItJHhZSBBZtbTZAnJ/e3c0dhkhuny6c5GmMKm0rJnfBGV0MYpimK571haO1732/lTQpCcgbINntlvqy0lS74TvSVX6yVY3uHW05yIlElXrBR/d9887V3QLWl2xjanFDIBAEL2C1GHguaAcjSkN3LveO8dFyKbHpVO0wLWKcSASWesXbfbmXq7jnmZepQ8nSh2rrJVCQXmSjV1jz0+U0js17TEs2SdzyLD3PqTaKOCIFHPnDJSK6asywIG46KTF24jZgvytvVDiRj4/Yk+pvOvFhNKHaxNNK2HI98AstQTEcKIpEn32MPKfXuDsh3klElxBntPOXHTOetVdqcdt1cFSm4RjqzmhOXcq++I4xjjxmQ++T6ac56i30+o1nCfsWUdwpg6GmjJ2gNwK0H1nZL1D//wDzjvvPMwMjKCl770pdi5c2fDa6+55hq8/OUvx7Zt27Bt2zZceumlS16/JCmCGkH3aWRsn0sdzCw4ns5BpEeOFZV56a1FC1F6Ot2saYFxfZ71IkrZ+dqmyRuFhLNmRikTMm9kjx2QQHVgM3TKiIBtc48gH5VgmyO5vuXIdMGvl86/S6JHo9T1aYpRazg27bHA7rHFxONaqGEixmyxKr0JJfINgJkNAREG83pcVV43ENkZMyuzWbOhOIrlHm0ZNB56lkwA6HDQ2BEqXBNJqRBZcys9eueO4ulyBGVSo82K7GaJ68pj2LCwH6csPIrNpVFzfVJWdfsOo4Cb30C55rgLV8J1LERLDbGnjDue/LKDfGcOXgdIznFrdhcId22bP2DhKvlb1g9h3VC+bsBS/xwtPoZaXAFBICa9F5Y7Uq47Xj/Nnttq77gbFRmPgVygFujbTtwIiKpHFyBvZmzn2E4IElioylH4SlRBRBFG8iNAECCn73IeOF4cb6qOxGQFI+3FTw8OWa+BOm/VeSGQd/YBNAMFeo8n9dj87AHrQRXAbClEuRp5GdM4jgTkc/ZaLYSTMlOTDZV5biskZzO9PczahQggq2QN5AJjPuiaTJuBFyPQqVOweQjIwY9aZN9pJ/vSaQWrY/O3UM5C6RibT/K/G6GVhPMJmX414ES6UQLVDSi5+G2cbSvd61wLDD1IEROZNt00IWjOBMttR7Nr3RKNDiDzRSsVAPzBVkrsf2fbvZxr/UKEdbVpPOXEzebYM5+0BWduXec8mbxg3fQBMJ4eSa25baecaZfj1jmHOxil+iMhzKBS0oLHEORkPojslCwdB7/Q2PY2MOdtW+gO3Oj2WQZBeNLMXbBlXSszbmET3mhk80tA7HWD+QAkWttAO0kkCHvHC23f3wl9pWR9/etfxxVXXIEPfvCD2LVrF573vOfhta99LSYmJlKvv/322/Gbv/mb+NGPfoQ777wTZ599Nv7bf/tvOHbsWEfxMJMNsIUmEoRiNcZ9h9pbJ5Ns8gXIW7OAh74B7L7RF6qSo3sPf8NGLFN8r12eS08RGYcXZjG4QXYacX5E/bSNYU6Z5ZD6TZTiWjsZXAN0c6bvEUSYWKwufVOTlGpx3ca8LbW7IkapKhtR3YEOVGdMQIOlcR1qQhIlPGn6Z0bQ05cA2sJIdp77JwpN7SW2HPo9SOcQGSnpTnq0cKW9jJlzyb2zHGVMdi12NDMX13D2xO04dfZBOyPipYFMWpLCiP6mZxu0Eq6PkZDKZbOvlvR7cTrnzEwSUguYzjMjPdUfh3Igo2zoXYHNE96IMJRvbCYViRoemr0ND839CAQgohB6JDsmQrkWm3VaMgZqplo5ZBkvjeOv7vorzFfT1tJYxWzDUF6VOV8pFCSAealACxBEYQLYeQ1iEeP2I7ebWTR9LREhH+RVOoFSLUSpJk1WJkoTuObha/Dg5IMN02vjJbMxMJKG2r+IYuTjqlwgri+CnZk+a/pnGJgcx8a7fixncO7dD8wWzHUgYNuJnyI++FPTlohIrX9KUUrzp5xSH71YD67BtJceQq2bCJubnUgkHUTo1DmjhzQPjJEXVawfytuZfDWTpctsXlQByPUf1muvjZggQi4sYPfRSWOOv/PgNI7OtudgRg9edryB+CM31HdQZB39uGnxnf8AeqAsELJeeY4S1KCSVQBsHbOP8ftYczvcZpXUJ5SAKuwjoCwWmmitTDsHdJZfzRKpgQg9MyufrD6cwSRdtxJpCEAYiMvmVyPM+yH/mH6lggj3HZrFiWXcjS8VtnY0pAelpQojPU4Olidlu5fLS2dlSWpFuSzEW9uYDY5NTOJTrr8yzmiCwPQjdu2mvUM2kbGxuJLFV/4u1mLjLGW6GMI4OWtGnktEK/B6r3YgzJdrpu2dWKhk5D+huVj1lZJ19dVX4x3veAcuu+wyPPOZz8TnPvc5rF+/Htdee23q9V/96lfx+7//+7j44ovx9Kc/HZ///OchhMBtt93W8rNtk+lUbN1Bkp2OrKjZhZbC1mUagWwXhJCmK1oALc86Fzo2vJSYNYuqVuCaOSCdY0CO2s+X5J4cd+6fxkyxtY64FsYwLr6VSqNzJS9C77eRT9Rvf9jEEYMTBVR2BsIT8Oub0HS03KOvjTv0hGRkGZBxz+3FtZUqLxy3tKqhGS4eA0AYWTyE7aO3qk7Blim9vxjgp18L8TI+0qwvFNIUpC1U4FvXD5r8E6Q3dO4E/50DAOnZCBFh0VtgbwVRz/6cCOvK485It16AK5BTo+TWt1R9SXFHdE0s9LskbeYrT8Zkla/cEuuUXPTsmPndqdCWBhHq12Qln2GP6TP+Pj1WQPFTZvPOtmpaMIsRI0Y5XgTIehkEpLC2UK4hUqOrggQmSs4gFwHHC8dRi2vKhC8RV9j6pd2Rj9bmoUU+IsjvtSKghGxRmQMAlKISQiWYurNbzhw7ckRYKNdwaFoK5MWwCCLCbGV2qZwGIAd5hgcHMDTguTFQJs8COVG1+a8GiAKVD0/7wpXYfuu3kaMI+UdGgckF+0JGJ0AixtjUtPHeZ0ywiYDQrmHIbdqEwdNPT40fhSGs8EamrQARKI5BJDDzz19cNp2N0i7XZLVn8koEDJUnAcAzE9R11bZ/ti4TgO0LjwFC4LTJn9mAnD4VIDz5yHexef+NmFysohYJVCNhtk9oIYZAoGayyJoLNlnd63GduxjpkwCz55CWDWx6vDpM1rSXvA20G+e9HszQj3SPO6Gbdkh/t26wbQgxNb8hsTu20zFunrhpJsAq3/qwM2vsfzE/dStmN753FIUlHp8MTvd9bi5Xwrh+P6smkhebPlybgdoHSfNogeHCUSyWytI5hFMvDI/f6EQ425msWKRkgKqfMn/0d6ffhc0bEy0AAWLHk6O6hgSOz5UxuVjBYiXE3vFFVGM1CNRkIZKKrvqh6ui+iULLsqsmEnZrmv2ThY78J7RK3yhZtVoN9913Hy699FJzLJfL4dJLL8Wdd97ZVBilUglhGGL79u0Nr6lWq1hYWPD+AK9vNZ+6YuqyIAQ1va7DI3H5UFSQwm6kzEke/pa9UHnrkwJpWuVT1+z9gdnU94Ejc3jk+LyyaSXMtiGUR7HwGieCdNZARMgJx47aKH7W/MO6jtYje35nI2+V52aLVWvKRU0Krk6F1B1IVvJupxvhQY3oErkuZ2E6kACyo5XrLKyom9x4l9x/VSBCCMTC7onSctTUZ2DCk/kde2dbDdS+07rNIZXyuFAKUQn1jJazvk91KHLUS8B6I5Tnzcg/nN/wb9ePSksnuX9kzaKIyBkmaCGpzneB9t9DPSnSjxe2I6Bo4U3NZMgstWsk9a1B8r4U9KuLKYYQEUJRhTG9I5iBlkgQYiGdVFTjqplN0muyBnIDiClGpNZQhCJEOVIL752Oet38ARAI36s+ihpp0xxlrgO9CaV9qaEIzSyWnsnyaqcW7qOKLRtNKr9EQC0UWDeYQ0DOmicQ7hZHcEjMIafbNtLr36xgAhEjF9fqBSYi4OZ7QCQQCUIpjEy8TPuWy2Fgx470SLk/41gX3vqBLCFA1RrKDzywbFrTODxdUo9srQybvo8IG+afgCljoj4fXKcsOh0AkFf7I3lrVvUgk5ADL1STM4OREAgj0ZZylAvkbFkcq/LcZhtXjasoiZqfPpUoqwADILnJcgDrrt0qF/K7IGFncp30u8L5krFMFDW/lagbFjb9WRw337cC8m0sVqLMzNPrHpAU+OtabagEWmsH/WcH4fQt1gTVHHIyp24m0H2a85pqsWjP0y4BwwOBWUOmB0xPO/EjjAzmpJJPhKhWAXID9W0GIPcKJZJeFx/9N2B8iU3NW6SmJwEoUTpE5FgjJcw1/eQBSpnKqXpu22nZZ9dioczvBapRDBEL06Yvh/fmvT6dcHi6TeWIyOsPW+vpUwNs+sq+UbKmpqYQxzF2JDqjHTt2YGxsrKkw/uRP/gRPetKTPEUtyUc+8hFs2bLF/J199tkAkp25+ki0CwJyZqFVYYtAKERz+PHYDRAUIxdXEAlCTZt+kFOAhdPApE0jC3VNbBUp6ZZbm9e0FDUAwMahPKJYdpARBHbm5lRlUYqD2kMLENIMUEc5ZQjMFQ7qGj4hsFgJMd3iaEVyPYdQNvftosOxDW6iUW4laPWOHo2nMUPWxCVwGiWSHgDsND2SDYIfH32/UI5EOt3GS6evpgcIMlBSY0dAzlNNKpryYTDv3vktv7szWcKM8NqRssBeCyBpDuKZr9VXVyWEWCFPP9p1697sKL4w4anfaoAlCx4sT2CB1ACLWdiTkKbMp+4gQyOkWtMst+45dVB9yoXYybOAgJzJsg53CQSt+JIaZVQKueOsQkbJfupj1+2+Dp++/xNe/AnAWPEgAuPgRJhQ7Ei8KwCRUeaSHgz1cypDGxFEoTQx1ELCI98CFU4sk+OSUAgzu2byl4CHaQL/SaOyoybtKU+l+2u7MPTgXpuz1dBKB+p+2TTKwQPzOkRs3s3QueciyOfrhBkngTJIYzLo1CGdV7EA1dqc0VYPCQJZrt31is0iAJREDfdj1vZRpg8QRsE6bf5BjFQnnPPaSUayfNvyqwecYiEV/FpM6MQrIEENJLVZXa995Fr83fgdTjxVYMJdc2rj7733hEc349hABROYd1sfvWWbJrL36Sh5Hn2dz0hQ2lBOfZBOvZ4t1XDvoVmjkLfLfFzFrAgb5L8eLCL/D5D9QxzKLStUAnMAtm8YNrEF4PSjDdLktnmpzao0/a515Mo9QB7yva4byGFPPInJeFGarJEsy5XigpoRTYmvVrziqlz/d/iONuNRj1Sw4XWMO3NzuDs8LAd91TFfFkkUSIKq59as08h8FKs1qTKMMLaDDITmZ4/tTJqNUjt4dQJOs9QmaX3mUvSNktUpH/3oR3Hdddfh29/+NkZGRhpe9/73vx/z8/Pm78iRI+acm7netKnTzrZjQksE7F28FydKh1FU+yOBgEgrSq5HNrPxKDWYydKNtorEQ98wcdMOLFplaDAHPQL9eLCA+3KLOEoFBEqQyrkjNsnEO3UzIIFcVHFGS5ycJNX5CYEwjoFaCQPVmaYqA+n8UJVYO76468B0WwKDS5rQ3ZqSJYWh28Mj+C4d1LG1brZFbGcZiJy0yHzMRyWcMvuAjIunIJCxH2x3oXpdxxsLxCmdeztcGx7E7cEk9OaaumxohdiO+OqFULoht6O6QsRKoHXGnBNOHZZr8Nz+WhdGnXU6VLcDaMWcwR14keY3WeQc8N3CPtwQTanYa284wpoDJwUP0y74eZhckxUAqZNkSYSIlEIDIyCajop81StyTJZPFE/YdlEpRXtm9uDwwmGryEKGFYoqbqw8rkymYNoXGUVZJoRWJFQ6jUdD97h8GGars/jY4e9ib7QAIsKe+fsBAHEcQpRmvHeVBsFtulQZVfl52vEyXv+vx4Fi1Vw8FC6YxAzfv9cs6Mv/eI8tYKh/T6aMOBsRL4/KfHWPJ0TqAi5iUK2GwbOf3ER4idBVcHpNVjOuvevCEIQfV/fhTkyhQsqsEc4LJ/gCnMrbwrqzoAW1unUbRlEXpp2rRaKtNaNE0nOvNuvvZN+c6fI0qqTqmxkIksi2zpZkWa5seo20Z9p6YfLDel+0mUC6rU+kxZxzf7vXJL47TmtlOaTmZ3gJMB4epUv4Cipte98j/P3MvfhMbdSPZarQRP6nUWqliZpQJrL5HLyM0OaqcW6wcZBO2uz35KBOGwXE6WtyxkQ+xI+jQ7i5+hiEEMhVphBTTjmDUTfEYf3aLNfKAwCmkubXbUCuxYVN333BPB4T4zCzr3X7V9aXNbs2P1HalJIqlPWO9aCp2pkmB0h0qHJpWHsWRUkZR37Ppp9ulr5Rsk499VTk83mMj497x8fHx3HGGWcsee/HP/5xfPSjH8Wtt96K5z73uUteOzw8jM2bN3t/QPIlmW/qXzuCpDc7bAV5XwyBGLlcHtA2xbHulNTMlJ7JMlJPSkNH5C8aLc85MW2yT08QKKEmABBBIDYdqIynaUzIEey0P2AQ1pflSHJAsVzXkKyYRGaNjOk/d9+I0w/fiDS3rX5ybTi5XAAtsE0XaohFe6aR7kxI0vRTv+dHmt4gU6Y1dhwFyMAdZcHV0qE7XHn+1Jn7sG3+ceTjsnMNlItjqhc4W0onbGcZBEZRcDuf9kIlTFAV+wLpzcfdd8N6nyPveuhrnEXiJOLEfjq+aYg2m0xtSJ136J6wnYRNpNbzvGgtm8zEbJk22yR0IIAoMxIilD1tSNVp4zQkvd6bTsnY0CdNPmwPGYiaydOcCE3RssqOnr3Sx6w3Qdedb6Sc1RDIrJeSjyM8OPkgvvnENwFAKUdOqCo+OaEc4JBcayNAwMJx9X6sch2KCKI4DTKz5sDdJ+5GoVaQzz70U1Qrs9gfLcg1XSJGJapgfLaIxUqEnx1fflNPASjnHTrVklPHQwQE5Hfut3mZqHNBKAfCgtmS0wY770/PwpmHCXtdk5D2HKn31iItmJNckyUEhs+/oOnwvLD1JzXnZjmJIKBEIUKV1oAIG4dyWD8onV7kIKTnSwA5In/mSsXA25/HaR5I7alIAJ4YW2x7UMm4qCedzk5aORVQ7CqU0qpjIAdsGBpw0ui3YTDbnqh+Va1fs81g4zY9eVgrB/YcJc5BNadkYqJbAu2YYOl02rZRe3gURDgy0/5sVkSqnptGV+HIDEn5ADr2BDO4rGUSELBl/QDWD+XV9QI5ChHlXa+Czmeif3OdYLjKgBu1x08s4P7R2abSZ1oO3QaIEJHaliAAMFI4BtIbyKv6AhF51kcm3W4bceBHTT1/OWLPE658vm7pc6qEaPlOHpafmxf2gkAYjBYxWJsHoPtnJ0OF7J9s3SLjZMb1UL1k/GJHVnCON3t/Gp7VVOL9txdg85f2jZI1NDSEF77whZ7TCu3E4pJLLml431VXXYUPf/jDuOWWW/CiF72o7efbEdrkcXueCMYDV0thkzb9Uo2HEKggtgqGiOW0MQjQI2iArXxh2emsyc586Zi5Qma7xUs30kSIQMjrY5RiIgFZTXXHs750HPm4Ijvf2Fm8Xf8Qm7bKPAarc8hFy9vg6so3kAuwYXjABFGLRNOODOqi4XxPRlUQYaHZhdckvadFEKqyWQUK5rf+gyNkKCFemRK6Q5Ej1WnVVwsvy1pFEJmFvfkgcNbASPPS1heXu6nSgghMOTEdlysMJDUcsutOAmeU1ypY7lyJa3MP77vNRqsyaIHEjDPrauTc37S5IMl1LETAKRuHnfrf2e70kYgRwTUvcmayTIfmLJT38lLPVllPdHY2yxaUQIR42ug3sGFuD06bvR8XHtVrPvWVjsthq8qr33YUnEAoVCPMl0Mk96UiEEphyVk7JcPJqekS2w4pgVOHSQSqlawwqPx+/O3ETxHvuQk0fwwE6cHwB4duxU0H/l2mSceXCEG4gHVze/Hxe67C4WgWEYQXv/84/B94YOIBP76eYOsKIARSiwuDozM2n91y6xZsIxgle3QpzNi1YsrpQRgC+by9NpGLMm3qZxwDQphBL/e5URgpU9/mlLYoFsbbllacdYvdzoysIDLCBCFGGREOBUUp+LrKhTEL9RvZug20Tfmze1ARyQGMmNrrxwLHh4x24d6u4wsjDbj5TSQdoRBhaCCHwbzWpZ2yISKrJAMgXa8d5yCxsIK+E7TXzrstYV3ETBGUZU/mvKNEOO1eM7IKkRx8CGMp28Qd9g3uOuciRSi57ZlJBOrLsqf5eJ0JRgYHsG5QlkA58JCSjrrfDWYzCcrk2DJXClFq0ypGiMj0qwGAQlxFzbVISlMsAVsmXCU9A7QSY+UQW9fsDLvAQFyR7x7AQFTBqdP3YaC2gKeeuBlnH7sZgRDW8Y6nCMtaG6vZT1mWtak5LVvnjs2VU7OjbYudut/tD0y3Q98oWQBwxRVX4JprrsGXvvQlPP7443jXu96FYrGIyy67DADw1re+Fe9///vN9X/7t3+LD3zgA7j22mtx3nnnYWxsDGNjYygUWveX7zcBuoFMHCeraLUefmwK4mMYx7/mDiCKQzuDpU2FHFt+M6J9/1eAgz92jjvNg+NeU6djrtRiA0l+p+g6b56kIh7FjPNM5Y7X6Rz13l45inHW2A+cYJ18dAQWIgKGN3ubzaKy4O8JZqNm0gUEGMznzLFaFLfVGZuw1ee64bx3TK5FaSLcOAL2/Qci+XadhbmEKarACsH2zzTGRjgNjIc9QYSNxVFoxxDbFh73zF9aTp/TmetBRO11q1SVHilbD1QLf44gAuA4CpilKsgIE1oaSMy2OMKGXqdmPC1KCVBfbG+rE9rqo5T8rgUO+Z1Ay4biBghUI9vh6jInnDDbJaIYEVmDPNsjaWFMdYReuQHc/LBOU+Tmz9pcU6s366mMdahguHQCWxb3yX2eiIyyaQU4Sv3PZoP8pRc4AzYv3fVTgBLcSSqkIKgZbZh79KwVqRlfoW39RQyKawhJoBCVIKIqCIRIRBCzhxCdeFBd78QuKgMUg6IqJuICIlV+Hph4AAfmDuCuE3fhxgM31uW92UwY/uyrzFN5KlIOWfKkHdaouqqtDqLYeRVuwZPpyR87isl/+Izaz4yQ37EDQa5BN0z+DxJyvy7fvbW6Tm1sTMusIRHFIuJCEfcdnsU9h2bq1jsIIt9MsxmcPk/3gXfRAr5L4yiRNJ8L7h3F0Ffv9CwgdBmTH7qtT2zEq2bvdDtVU44XWm3v3FpCOs6CMFtsX1kwfZvzO+eYz27S/UasnWQIQHvjTSjfOT24pGKorT/S0uAfs4pCsnaab46gYhU+mf7l+jF9fS4IEEbCtHNtr1VKlKtPVEdxdXl/w/My3m6b7/Qbrqmleg+nbBjC1nVDzj1uOH6LKX/bE16Lqrsxr+9orswRAdVIzwgJY1JKIORzwDeq9+GO6KB9SEMbbh23+j6vE7w94pwEa5mNCLgTkxCzch2YXE8ZAYjNnoDa/F/PZLmyjZ6xXyhVUaqEcgZeyW7rFg5i3f6bl42j7uFc2km9Ozli2qg2wkkNu8mABjJ63orwpje9CZOTk7jyyisxNjaGiy++GLfccotxhjE6Ooqc02F99rOfRa1Wwxvf+EYvnA9+8IP40Ic+1FYc0uyjtZCq3d+2KmfJMh5AqP+KQ1XkhPTKJZWsdUBcgyCgXKliw7BuaAjY8mRg9hCweMIeI22OAAACQ8XjAOUQ4BTZUbW426y21QfkaKUAEKln3YJ9AGq4QDzVZMhgVLCZA3fvBWevF7gbL+rGRglKRCARwhPAH7wO2HAK8Oxfa5iJlTDGxuEBU5lqMeHQVAlnblmXfk9aMMn3C6QOqAkQTsyXccqGYc/ls4faQFEIvY5EBjQWzeO78RFcGp6Bp2IdTAtvWnpfydLvkwh40sxdco9CxBiIinCMDlomOYrplt1OZmNkfAjOklXcFBzBMAjvogttR687SysBeIJG4HVA5JsmEGDsBe1D7bMJoMCqCs5pc43+7Q6KaBOaXG7p4TZBhC3rBjFTrBmHAZ2YM2giihCTQM7sWUT468VH8Yb8djxbb+qtZ1GSThpM4pRyqmaNVYTNNTlRQyAiiPwQAlHDQFSGFGRznpBmxGBH2hAkZ7H1cZ3mpLc/AqESV8xvAe2BUIY6Up1GgBi35qYBGoQ1n4oRIG88GTrqJr49/xj0aGsNNQyHJQS5IYCAY7V5EIBJUUFMAAKrduk6/e193zb7aeWC+jrrCqsApECRy+sXAZDAPKoYpBjbKECZBIaRT0hncKSzQAkdQE4pj5u+8zUUjz6E/PpTEbkNy8AAcuvXY+C00+rjpb/Esh0IlMc95QJR5YkvkBERwqNHEeTzKN55F4KhISAXYO7rci9F8cGrTR0nldd6pkeoifMltlJLzbuAbKkJIWfvK4gwRIRg/zQIObVeJldX11WFdcqxLUfmXyKz1C23eAyINwD5lHU3DeKn80UAGBrIm41nC2o2f+Nw8+KQVlyiOMI14X68lLbiSRiycdcKOAhBXAXRoC0XjrCnFWfZN+RV/hA2lI9jceRM+zwvP5w0JZtAt0vVXmPJP6/fs3YksmQ61edZW9dhoRpCCOk5bijfyfi8TY2AGunXs7wkEHjlwEmUsO1/cv13oGaGBvMBBpcpuMkUeyWOXBnAV1qb84yn65Qu01bBkt74aohBOEHzALbAKNw6nTuvAc75L/Z3UtNTVKMYo9MlXHDaxmX7qiQmHXXB2j72kWAeg9Ee/M/g6QCpwQM3Ls7sa0BOUDq9BAgRI4pjWc+Uiecpk3cjv2X5eqbNUr3B/Tb1ep3mVuXy9Hi1fk9fKVkAcPnll+Pyyy9PPXf77bd7vw8dOpT582Vj75oZqIJAAZICeiWMMTyQQ7DM/CgREGhjMhIYCOTYfShCFKohNo5IwWKmWMVEsYBzNmzFxgElmMwflSYIuQFbCp2RKxBh+9HbEAuAnvUMp2OlZePlploLWnkECPPDIBIIAoEB5FCB2pAukJ3KmRM/wfipL5W5JWzFzZGQSoEetUx0OIHzXXrSksLkxGIF28IqBkszdTHTpgdyZsEXcjvdVDetPrm2/Iemipgvh3j6GZvTAwhyJk5ybF6+44giRBCYjgu4MD+Ci2d/ABrIIRcBgFAupPXTledBtyGG7VT0IaHeTSsk+9dYkMlPQYRyGOPgVBFPOXVDS+GaeIFQW3c6gtoJRCAMq6NCDwToymTSRTB296Q9kgm/YXMbefdQE0l318Qkqoip05GQo+V5CnB0tozzTllfV08E2QEVwLr7NiY5TedQPX7HQiiICBWKsSuax7Pzm0zHZqUlV0j1BdQchSZ+ujMPQDh14RGAYlCQR06NrMvNn3M4beY+1KrzKk/IPM+O+KpvibZOe/uLRISx4phpCyMRYTA3CEECU9WjOFx6BAQgF1eAfID9QRlAHnLYRqvm9nnkdOKRUlRo/gjCLU/GkHNNSLEpA55DEwCxK/gE9jNJctBhMC4hym2C0Eu1VRbHJOtyhULUSGAjBiBFRd2mCSAUwJA1oNOj7oESVoLSIgJnf6wgCDB07rn1kXLeJ4kYoACB0GaHgdmPR9cHPcMz+jtvk8cC7RXANa0VdeklqNkJsm1cjtB0HxGT9f3plWACjkUziFDFNowgNzmD4MxTkRxcCZSSIds6IAjcMifzTkAN/ogImw//ABieBM5/ZVPxk0jtQgjC9g1DWKyEEER4+Og8AMIlF5zadEi6DtQoxhxqeBgLOBPb8EWxD6/LnYodlMMXo8P4//AUbKUYwKCtq84sjIgFgkApV4E2d7N1/OyJH2Nsy3OAodO8diXpNdB8D5w+1MRVt0vqvaqyEIvl90TUUR4ZzGG+ot9BJ22crbOyV7Qhfbl6HAO5PH5r3Tnw2jPy77Xtn937L7nlSZo0bHoYvXE3+ed08KZtd/qnZjea1/uwkXpADnogSvUVcQ0ip9tU4LbF/XiOyOP0gU0ygKgKHL0HaY6M3D5vZvcdKFVyKG55KUYG88gFAfJNKluUlp/mUIxYSPlknc7jpFWJKhQbiqNq5ivwAg+glCp1nysXi2BAzub6QnRKPvqynOmP2sAMujrJJgBj8xWcsaWxE7ylw2yevjIXXFWcVsudonePaW25EsYo1SLcP9rcjuFWtBDIVyaRQ4CIYoQiwlSxihO1RRDJBeb/UtuLby7ulg/WUnIcyc6U3HkNt4Oy5lZ6L6RK2IoCog2N3NBlSQ0ghRhyGoCcqKl6KF18BsrbYUBSkMqJigpVOKZgTpdAUAuK5fF9Y4uYmC9KRTKBFnjd2TkdUrsutb0BGy/l7kU6P5cISK+ngmN+Q0qkJOWGmggbh/PYsm7ABKo3fgUAEQQmn2QpUeeEAAU586bHFyotm9C41+s06/U2gggzxRrG5stLhJCGzTECQPqdKSUk2ejasuqWWVW2iEzDLm9xN5n0G+k6pckJ3nuX7m8thJMeaYQxvzw6W8bYfBnFFDt87TrfNS8z8lObHUEjRKDXeDqdbTLPEo1RkBBg3S6BAKyvTMo9nXIDRpENKIIQMW6d+jrmFu+GauWcpyjlW5XlchhjoSIdXQROusPYN7/SLt5jEaMmqjhW2uvER5b0gGDaMu0EI1Yj1bFWHlQ65brqGkpRCUSEoghBpBzLKDO6WNWRKI5xQhRg3Lmbp9pnaYYGcgABIwN5vOLmKZx+97Rdd6W1BzWNkteKGsm4m30AlSQWJNdjEaCFajLeF7CsoOESbj1FOoCIQjXwYN+7+32+INtWiiOQ2pOLzCymipdKR9I3R0VtOi8A3HtoFo+dWN7LoM5CIazJkOswBQDuD0+gCrkYft1N9wInpsz9eW0CbgbelNhN1qmB3VfR9l9RFGF2xoazbDxhZ+qIyMxayfi3Y33i1gw5U1uiGEVEeITmcQwVCBI4jhKMF2DHjFe/DwJhwCwgImgTrHWVCQQUY31lDKfPPVg/FuXGg5zvsNe5zUJyNp9S7mmUToJStgmItaObDto5XfQxMCLXPqlEHRBFPBGnLeVwB4+dNk+7EIcavLChA7ADlYOlCZw+94ApV2mzd7ocyO+6L3DPN5de46lW9VdaBoL6vW44h9iZrbujeATXFw/ZeItIpkvEsGuu3ZcvGZp4EBvG7wEA3HtoBg836YjLLT6Bk0+6NOYgEFOICNJqyXo+VutBzWwi4ZS5h5EzfY3un3R5JKyb3y/rs5BtcS2KEeZHEIQVLM5PLx3PRDmXedtUEuvDAbBpZFD9tmndN7GoBljaY7m6o2Elq0mo7ovfYNn+lDA6XcKDR+YRxYRSrYkdw8mOGA4cvRUxYggIVOMIt8XH8cmJBzBdrEKQNMOYiKRnnxLVpBDjjXQQ/KpkR1IWK5FauNpqjyLD8DeLBECxWQsB2Ol+nSF6g13pptzucG+3/iEEInQeo+8jxMqOnYikK3sRK9MdH93gR45LXj0SFXY4k6WJYpKLMW12KJmKlq5opsHV5puEIoXG05q78PR4vIATVJByF2A6ZoE8cnEkN36GbfQCiuQIkip7+ycLGF9cXqF3cW2UpaBKZsRO66ft96XkFBVZPuRXVT7iEHbRN9nLTOsqpNkH2dHKwagIt/wR5Oyx2bPIf7onSJATFytkS7OhHZtG1Dv132ejeqL7Yx1mEDiuoTtUsvSKFCJgUlQRklxXqMVWX9CAn3cmgvaYKS9wzXMhTZiU6Zwsb9Id+zzK2EsTKs/0LD0lwpZtSDUUJhquuWCAwPzWLt4j0uU5Nh2dFf7IpLEWC9PeEAmEevbKEUqhnieTr9dwyeu10EYEzJbkGkCZZWTC0evF9AbJADCQy2Hb+iHMxXPYPlHDpkNFHEEFn8/tU2XM6VQdBcvNE7ft8xVf2/YBASqh3nhZLkJfrKSvC6LEuyVBCIRAHmTWdMmwVS6uX49COZSeBqPYKJ22f3Di6oYPXd8Db5BlodxE32Xut44zYkfJIrWGjXQ+CYHcfz4KXZZHalLY0jMRXh+j3lNOjXwT7ICDiEMcm15s2pOnVgJ1HdUOkdqdfSYAJ6IilJ88FTfZH2qLghiEdUN541XRPEW47SFh0yCweWTAKH4BCMPhvOoL7MBSXRwduUMFlVCeqO74k7etx0DOsbBoIuFE1sQwMp7imsyotMAUY6c/TRsJ2+ZMXROTXc/p3KyC0BtbW6/G1pW+Dt/eu+3Yj3Dq4mPm2eedskHdRubZTvDO0wihIEwVqsq0dPnkCacPle2v26fGOBrIQZ8A0tImImHMhothCeTKLHUOQWDqkLEEgWwzS9Xm62qyj7LJJ9Xf6j5Hth8RxbgPUxAU4UmTPzZb9sgBgdAZ1NPvkZCPq2osh7Bt4TEUKhHmSyFEbgjFcglPHBlDsVy/xt6No46XdvkuyA7ktMpAXsoKxVps6kwtJsyXa13YYNuHlawW8BqzlIZPN2ZVtZdHqIS05ToCeVUAEiFuKj+O0Xhejt6LGLNURUwxSmEEAbmJYg4ARIyrF/fgpoU9thNNMxfU3qjUuVjAUYyaIwjs8g/dkS6ghnuhhTGhGg7dUeqFvFoQiEAk1yXojlObuOTUnir2mGyUjkwtWqUpimV4QbqSVb8Ql9TamqaTWIf7fmuxwOh00QhDjgflJgLy93i6NnwC94THIADkVUscgPCd6h78uzhoTM904FsK+5GjGgbjslVilZvU6uBmE8tyLZZCbwvYxeowzjO0mYSe5SIdn2ZxrtVCkedqXpk6/W11P75VPFgnjFqBVbuT1ecAOSuqOzspsJ49+WM8dfSbdeW5YYydxwkirBvMG2cMRkBJfDYKw3YCtjx03FQH1uz4c5XD+O7iPjvaqzqzORHiG6XDKBmTEh0b+Rd4sXATI9/B7IYLpJCSy9v8hhQC7EifEWmcMqDfpZJryLYjrpLlKquR6pBjoTo3cj392Vqmw6+pzdxjlaFaANEzWVqp0gJtDC302RjrkGPlHl4kjhOkQumuyyIQ5moTuHfxIaM8PZYvIkSs1rao55usdl44EYpUk26ZhX9cPzowwgvkzJJ6J6EQTZgiOe8g8Zd3ZsaCKEJu/xPGC6Gsa8LMXJmnCML6v/5/2P6B/2tKiBB2Dypy6n+zbBwehFaEvlM7jN1BySTfjJgToSxqOFaZVqP5sT1Pdk88L66QptE63wWRzD8RI4qjpgc13MuIYNbt2FdFWGig7KaGB8IXFnfjjnAGXjlW/2kLjyAg+d6dNSx6JosgN2LOIcJAXjptCkg6q7HrXRIRr8udJSNpYqVv3zwy6JkU7h5bNB5mlwpDt3HWpLyTlk7e/bnJnbKs6ciZT8JnakdwTfWIcww2/4gQ59fB3TfO3UbGb/MAkR9GToR42ujXQYAxq0sqpaaXcQT8ci3Co8fmEUbNKVlaNtR7o5l1q2qw8MbwEASR2updSEdHkIrW1fddjZ+Wj7ihJQIWwN5bgXs+Dy1XHJgsmv67acw7tfVSfx6nAubFHOSwsGx7DwaL2IUpHBBTCESMwbgEPXDsrpM29k4qrrJNFhiuTINIqLIj5doth29F8Pi/LZ2PTvtJ6GwAU8utDx+dN7kaq77m3kOzODLTvMWObtqbhZWsJkkb1U6O6CRfXiwEJhdruH90dsnZI6mhSy9yofIyJB1pEAaRQwRCzRViKAbF0m52f2Ua1sOR22o4pglQlTyQ6wli3e82QRQLTC9WkQ8CbBzOY/1QHgRgFybwYDBjFTaSdvWTKGFBVHDa7C4Tp5zQ+4CQsxGxjJsZFVEmYXpUthZFtuMSoRy1SpnJ0pUxEk6zT3DMEFpDN5LFaqzae1KNmFu5nPH3JR8hrzJ+QwCEFGNcFCBAyOmGU3VaelWKmaIHnBFwR2BTeRnnhjBSOIp8dcHsh9YKsfMqhgfzygW0imdsXa62jNNJXRs+gVvzc070pbBRg8CecM4pp4ARH0jPdjqDBpBr+vSIdz4OQUGA9ZVxwJQUJxg/OuZ4XQMZJG4hu9ddIy9rdj9Z9f5VXRWoe3TLaCFNAAhJ4HhUMHHR+fBYvIgHo3kciUs28qTroO7Q/Q7ancmiXN5xcezURbUORrjCoBc3WxShhCOZfikwuGsPKpGcVdVrtQTFqqMja75nrrdio1aWIjWaqpVzcto/ECCEPF8ScsZbwH1fzowVYPeoI3t/KEIcLx7HXGUORITDi3tREUXAeYtGWQysd0FAKwVATkqHiEk6eKhGJSDW6ycdQU+3GSQbdnLPOe9oWczMlA7XDYeAahVBcRFxoWDPS43J3gbZ5gSLctPm6v/5PfV+SKUFtry1QD4IzGzHDKom//aLBUxTVS8tRYUi5CIBOjTjmHhpJVQgbf8sNxuJYK6Lm/CO55ILAlVeA2M5oj2CxkSYWmw8sl4HSSVqKq6BiFAJYkyjasqMVLKEUSBKNXfQUaZFz6X57usJeQrNnkqAs0FxWs7YJtuWbzjFLvFd36eLRiwEjswuvecVgdT+cXq2XobRrodBXQ5DxObXLNXMswBgikJMkPbKqIhrJtGljedB960y4bFq00xBBwAMlKeQDxeV3LF0fN3qRM5nsRYbV+TLYQcB9J6Gtk0KlHI1MBCghhgHxCL0hr0RCNW5Q3isok1gbbvh/c2NKu+p0jy6VIuN18dmGB7IyS1H3I6QbCt8S3AMP8BR+2gAgxQghECNIuREDQOiZO6DG06yMJpMJUf5VMfiGnLldJNBuXSi9eYxDZ0ObZXtDmDHaiBeUHv7qTZL3zm+WC28hXi2hXQ6TP0CrfChbX/16E8jxwSmAJrAdeEQysRBemoqVkOj1EQQym5WFppbZh7B80UOOwY2wSnpphK49SAWounOaaESoSZi5ITAQC5AXm3WmQNQFSEG8wOAGvcIQPguDiIfD+O3Bn/OCiUUARh01mDZRicvpBmcdUutRlJjZ0Q1UB1Umkcw9SkEYSBnO0752V7NJIK3D4jMQhuWXuslSJk3LRWQFiSVEhojwqB638b9M+ysgDSfJJASQFyzIF0y9LfTZ+/H5vKAKm8EPOX3m07jhuG8l6aRgTwuOG0jAKBUi3BivuJ5H2t+Pxnyvs1TDeWgArkSDYBazxQGAmEsUA4jrFvnSVAw5cMpVwNxxRwHCNvXyS1OA4oBEdQ3wlr7MXGxaTFPSFQTHfVHjy3A7zB8jMe7RAAdmdEYpClPDQIhCEMAyBHWIMgoK7ZFIu8jqFNcdQT9VLid5Hw4jj3xT1Tbojf71PdTXXi6TGvT3FI1Am20z9CKVBg7a6Z0zLWpH4AYQF7d5OZrJATyytQPgVL8yCpcVJoGBYOISMjF5N5Mmo6DmskKIIWS0hTE+lNBIFSjKv718X8FALz5GW/G7cdvxPrgLNspk3oT+oBu3wOS6ylcYU7FKy9iIIpRpgjDpLpWZ9YqKBQxNHUcRP4MhY5zahXzKp6+imR7aOJhwwqKRYQnTsg4CYFA2FF0U0xiZQ8hCIjkRtRGeFbJigVAuRYKs1ZE4fSJIOwU08gp9UErpwERcGwRufPtAFtOhIgD6Xp7UlQwFEjHG66ZuvUQpkxEW7BWSO0TTJ0NEMWkzOiagyCVd+nISa7Hui0YcwYdZCy1iWIYWQVrnyijFi1iEwAK5Fpc40mVhHJGY9vAgbiE4eoMIiLEw6cka71tp52DcnDCDtd5b9JpCsJ4aTf2Xs0n3QTJAO49NItnnbVZzo61SLJk/UPtGMgMovptzJ5wAUOigqeEFdwTTuP8QLpQMhvmEuT+ZAo7oERYP/cEclEZus7ILsYZWXN9Nrh9F9nfYSQwOJBDLYoxXZDyyqkbh1PTJQjYMv+YDQS6fuvBboIsZoSb46PI0bD02Kz6RShrgp8UR/G83CZsobq3J9fgO7ENBRknQM3gtzNk8ky3/XnI2U5tWaSG0JAjQl7UMBAVUBZbMZgbhPbyKMuegFqgax0Mkc132V/K2WqR3IbCjV/CgVHgNHPLecNcKs3/P3t/Hmxbdt/3YZ+19j7n3PHdN/cAoNGYB0qUzFDUREeyxciK7LhUVjzFg1T2HwqrUk7MP6JSyk4lkhnHZTF0KEWOJZniKA4gQYEgMRBogBiIGd1AAz0Pr6c3v3fnM+y911q//PFb07nv3tfvwUoqUHF133fuPWefvdf4m3/fn1Q/KCvNzpDv6a73+KU/9GTdYwuhZt6FGQGZaNWxuCFEwkqxjJ94b1HxYzy9UiyxCL/R3uCqzOJ3C/iBl8AQBpwErKhV92sHl/jtg5dIRGdZuJIcLnjuxpcZ33yK7l5j2UUqk3UiUClHJOVkCLeZczkcqBs8Wq8NwvUw55fDsxyEVEw5cwFIoRH5DX0VY3N4lJ1eZ2P3OT2Ux4ghSbD1Ijx8ejXdIT/q3Mb4ju+86Zjr++tDMoMXYq6X3KMVNXuqYs8k9xCL8JS7wT+bfZdkS3po+2sgwq+bl3k6XI1x54GHd74Rda0q74NEuEquwb22cWvzeLyEpaldG7dxn9Ui6/202j9RvH66l7T/AQ2j3Z91+TuX3IwhJ/yqASEJo03oYm6frk7bGEZ+TutnFMmiEjaq1+VtV65ZSmymJuBCQYk6ZnRVigsk8BcyIxERnrm6/z0V7NR+CQOCCx4wFcNPoRmh8jaUPpdCrss0wIQhKqnxvNYWl3jNpfmTzP00C4dyzNrLse+rsNt5T+d9/TagHqPkHVt+qhDwMdyvbL+0H3N4YLWLhujdIriY06f5AnSHlZJV7hPEZ+OFTG/D9BYyaFhICo0E6H2PEOjD4sjcxL5KbTEvXi2TlKX4HescwXl68fSkchXlJIx+8eOMdq+XNUh04W5H7KglIH7PxLwMBQ2pKJb3+pPOWsJjrx4iXV/u7UPuZtq7+rX7oyeaf2sy7Q3NqtKQtActRbkUQVHc1UMACpaUvDq/xSU+wavUdCQPH5WORAIScyHvpYnIHYXp0717r0bHezUkpT3iRFBxV8/lkL2v5L7XeWCJcPzqcINfW7yKiDAfnSmerNBjUFRQE8+LCYGRX/DItd/j7Vc/VXWiGsMRulcuqffw8gVpZqedY/B3lwWyFyCOtACmaJj6/bU7iaoAbvU02Cbvn+pY8WuL1/hldwPCwMe7a/zK4jKJL5dWxRGIcGq15a1nVmMIasrXWo41qM/e0WOW3xNdZz0qwvPXD3nh+sHJoxNhtbut5yHJclIeku7dQMw3DdEIoXvaEjgIPZ86eJnfm7263EERUu4Z1X5qD6/Sdnv3FOKbuvJiuMHvcGlpr+osxj0cec53uMlc1CfbxDy4b7HNP3VPqBGnotN2aRIrw2B6RqQtNVz/3fpY75OAnqPvFcxsyZNFVLCCeh2DvHlKz3HtXsOL/1DJusf2ljNrefWXRIwjhCvRsiDknCwfuKvFLQney3cowr5E4SjEfBYngV85eEGFEfF4cfRuHkMNhVfdAbdTUneiFJHQbx68xNatx+/ZIpBzhICeQEr01f6Ve3xGXomHNkJ4xjFdMQsOpGOPqYZ7JQKR+hYJ2DIyjYlKrXDm5jdYy0rWMXMXZ+3Cxgpr4+KYTQLySUnld2tyZG4Sk0oFaH1UuN+cqFWCFGl1C1kTET7nLvOa383vt36OSGBXOp5yl0hFZJGA9bMi2OXdEZW4SCzutSUhKtHuO+SLqEQKfA+u9CNCHTBq9LcnzT6vyoGGIyKKciewFwZ+vn+DL7ltCFrAdKU1rI8MrU1Q1Zm7Y0Ro/ZwmdJlYC3Bx91uM+t0jPTihl0uHtwiVQVIo4PF3SGuVjCom5lENvuTX7M56Xrk1vb9pAyS6AxyCrG6BtcuhW8m7nc6KwPXQ8V/vPck0FX6tJRTA+g7iGo9aw/l19Y8tzwUquMYTXtOheh6Wrb36V6o3tDQ3yQwjydAUhQNT7ucoimLai0GEfvD5+Vmxk0AXkgDgCUY/HXJIoGc+eIZck07oQ5+BHFbtGMJAAfE/Mpb4u6806OPALmyZLFVwvCqQ2Ssd4vuSvBjJEEX5J9M9oWRGHLcZ0rNLL9PryAgjW2Dj8yXBI85R5z/KEkpZMbil75776K9lRSCIxEiHew8F01Ec6aFJ4A8B6wMmwBSNxDDxC9/gNr/hH49znULHPD2BqfQYhKl0BUijnodQvKj30kI6AEcEN0RzqIPch5KV93hU9k74XBBeDgc8Y2ZFKBbdgSnX8Ha7wiyqakkot3GfGxFsCqNLa7f0HPL5S3/X2zVfJ9zx3fTl5MG863jrIxDqs3r3793ljvF+hcYMTUGh/UR/nbrHfTqzwdNJ4EAGDfkkwYrXuXzaxtYwaQxiFHikLnNwZAqWnlX1Lm2zzOf9kddjRybl+ymyqeyR+EQJtI3StiDCbuj5yPQVJIYOBlFVZ4hGoq/PruawaDLohML/A5x5/VOcu/TRO0pQ3K19M7zGDZPykHKnl4xoHZ6vc42vNtuICG1U8F60hwziNOJBkucQaomwlOPR8SZ67lOeaJqfu7TeqwxiY/TU/9TanWm/p3UPQcOEB3/v4Zb12b59+IdK1j/3Vmj8MvPLhzXJPZGBaqysbqy7MYOsB1VHHtSCAqjFwC0QKcLHJbePWn0V6t0FtaMRPP/j4fP86sHz+V7Wqxdp2jkIjsHfe7hg6Y3w3/M6X5LtDK2dBSFRYckntzABxGfrb0DUUhmTHl3OGanGm6hTDiWSpfk8UcmKX91aLSEL3kv21PUusDe7P0UrVNwqdSsIdEMgIcWnA3rXw5mZiBKZLBxXBL2RaFVHaKzBBs1GMVYFKS3grMSt8b1a5iIjLh28//wpXznEjlNEa3CP568fB6t7tzFXjAoiDL3ult+3O3yMa/nyJFzNo3C1LynpW8Pe1kaVAijFm5tOXakTpJ9f3HuSt9z8fLQ8Lns3cvekrEp+H7Lw4EKFUnfMtjtuK4oorHnyrAa5nxDL5f4pozOIqeosVT21qa9xDp73U6biuCpdzGkMSzdsrXr+1sYNZ9fGrE+aSiLTe6sxJQFfpBO4JBrUXVimeVk5Ld/JcyUh/6TtmX530dqZ9sCSAaL6D8AHV3KuRL3amvsaCAb64NXDX5VyCMHl74d+XhAtq76VaRL2+us49CwcW3MmKlbJk9U6FQJmwWGjdp0VXFFExbk4OtwSDHmhddX8nnR0TaUZxBcjYHyVdyfC4qFH8KdOq2I1aC0uyZ6sej+k5+uPeM/mt7+ejQOKylpCB++vxblGcyd9s4JHeOeTh4DmoyQlVazhO2aXufQR8MFX9L/sol93T/P7cjkOM+5VUX8r3IegH6/LwFGpHwi98/G83vuBPWowM5HPHYU3f8NM+bSNyfaVMSityG+NXuMfjPbzXZOyUBSugWRYOQ5FFeDhrdVqPFUf8x81NYbiHU+pDHcZ55HPkmL7PzVf9yhN8YnmAV8edqiloQSLHvwQo2QiN620vzsg3EVlELFt5KFQ11wcuemSgpyORB5zReOSrFSMcCePWyQF/gSS4bjkuIoqSVFRknQd8Hy/TQieVBMwebpv+46PHr7EV6evx07q+C1SymN4rwbRe1iOdMmYBh/9VqAhjJkOS5x9UTTrtNszGrJIDMWuIPRDVHQzD4hznScz8RldGxFhf3688TaNI2Eb2OgFT+twP16nskf1bHeDPrsYlf45KG9v0v5QybrH9sAbv8fDN74IHBV5jjDKLGQlZqWgDHdzcxZradrc8XCbZClT6y1S0KmSFXkWer7V3SQETxtNdV6EnZDqj+gBEISbBz3i/X1ZAE1V8NTnfiqROBqulA+jaIXwHofJ7+oB+5K8xs/L0ywxFAKtnx+Z2DKvITHV45jgMcPofcjADUHg6av73Ni/d3hztTCVMSWvxhs7s6wwu5h0/eaMRo7MUP2eEuAce4zQroZo8UWLRkYi/Jrc5st7n8SQao/FnK2c0xXuy7Loo8VfPUrqeVnqdWSi94syVgZamGk32kIk0NjlPSMIrlnN/VckwpBDIrZlRgietbHFWrME3oDodjBSJcuHEMND4n49KVdBB6j3yOMt1yQkKR8khzMtDy8y2ziH1ix/X3nK90i4MzBCJcQtDaAwskIr1LutAqyvBPqyr06ttDRHLPmpr5/iNfYPHmeyf6k8ud60+ZdatKxmQ1SOr5lVEgDKGALf2P6Y1phK12S/eBlnHpmUPZhALNTPlgQTVSYDArMdBnHZ2JPmv4SIwHyuHuJMTw9vIjeewQXHwi8Ygu7/XPtsadyq2BxIjxHdw9N8/mL+ltMQPoVZjwA+UVByEQlxQUGNy1KdKeM+th3dR+l7tZEFCG2rSpYIMqhgLl1X/q5pdaVk4SPcjkjG1XA+ZI/gSU28x+/tsfd/+N+x8sqLR3KUY5+ih3fUS6YJab5C9NgaaxhZGELPXHpKUWrN2xjw3GQBIpx58Rc03FMiX7yPc6b8J3olUs6HpPF+b3Qu5Fy38l1BuELHp+UWSEFWfU6mfGVxnWspBzntKytZ0DXVqw1atuRoyJnUz4trOG5t/iyUjpT1q2kTBVQLSirDU1f2lmpN1s2UeMHMG1MkzEs37sMAt9QKLcnnNr4/lE/y2ANqaBHRXD0wpDp2GZExT5AqDCa46PFK+c+Fhr776u9wfvc7Szu85tT5NykRDktK2Akt5LNV0ZKl7xQlOp07kFiqI3ArzPnG4asImk4QoiI0TQV8U3itLbJBosF3O691MwZW25bGmkwvG2sYRUZW+9YzPY2vieel/wzwObnGF+Vq9ubnMyGS+VWcdpIRxTl/94mMc5k9WSKxzITwxGu79zTOo2MW1HGRwgQFpQffSwji/bD3PwS+uMc26nfZGDQWtxaopOLHtSsyEcMUR3qcsLbclhGwBInEUD95Vvb50uIWIsJi8Jhxen7gk7PXCdZmobwWXK67KdfClA0z4dzGmLl42tbel0CeDq9DyOmeUtvxCgMYtRbxwjzM+U37Mg9JOsj681LYzspX6qMNvhRcpSip6ZKj4U/H9e2o/tVH5SEpo/dTfPko807AJeNgcz2uhKx092ksynD6O0RClCxFSVhMScq/OjxLJxpIZU0hUl/2l9hZOEwYY4wtBDbewwj3FeKTvHAJYee4z3sfmBwDm39ce+LGEzy8/jAPLHH0JGw1NIA1qXC1lJx903JlMdUEVBJ0t2dPBv6pv8S/wgX++OghJpOW20vJssLbz65hrqsBYW12meCHytOlycm3p/1yj6oFq38vNcN03NY2Ucm6c4XTWy4IEhS1rLZylgT9+291JZAlli/wdTPwzhBrrCDMwsBn3S69VQTS7NVLZyL9fpf3QbhspljvkcZXT5SKtpWzqPLN8snPuzgpFhTo9hD3+sItWIm5f7XAmL5bjTTmqMb5jFdMxdOKQh6LCOIdvmmi99zn+0xxCE26E+nM5XCrtDD9IdKs4GIxY+3vKM/1Po5LdkHAsLnv86pouG6dLW+wISiORKx7kz6vwS1e45C1MOOsTJgoYUp35J4BU0SKZyu5oqOWJgKSoKndoGvl41wN8W/nMG1LqrNjlNCS0Afr8GHvdQY755m0d9KAnV/+ZQ4+/RjiPFtf/Ty33/neap9Ico1mXpYXPLZvtPsIG4DwP4RnkabDyW0MQ14rh8JbWxQc4tcX3+DBm4H3bv2FzH/ulY+lGjt1bpYKbnrex609JuP3TZYDpWlR9ls6DbnCUeznJ7jFZD5VkJbqLB41WiSlyojTUOj6aRIYDft07WZ+/lJ/pASfSnXBMjUuvxddW9iZ9tw67HJe89H7gnoBFdUx4CJPPEkxu3urVXFtSzUbKYi8/9Xi5fx+ytW0AAZ2Nt7D5vQVsjAfr0w1OU1wSKNgKkR6MB72sL7FiGM87DK4Av2e+5PmJfWrnkzexPOX5qsSDAuvhzp0TgCJ9T9DCIgNDMCXD1/NdKgoedWM5Q0X6XkOv3uzeS9t1FpwR+h7HoP2baU1HFYe89c44Pe5zoRYjiMaQ58xu7Rm4I+IIEai17UqAR83miCkhD6pjAPHtY2VUfFkRVTQEOJZbe5NJhERvhuLNItAN/hikLBlffuoZA0+MGruze90P/mqf+jJuseWElGBI4JzfjO/1AKKkPJfTr53Wa/lw5SOoojwPIf0KfFboiUv/u4kWdQTwy3M7h/tfZffHF6gHMIjwsabjTt/pViblLULbWWWrgUnEzyL0DGIcMv08YwFGqnThKMHhsDv2etcDxpSgoCYjP+Dk+jxkuNDLmslN3VA0DBBpCi+dTHhN2tCIVhJ+EhuZeejkpU9WW9+t+VXyl6J76WcDgHm4pK6HT0TgSb0WGCQBV4cEPgue7wabkeLbvzuENiZ3lv+1GHn8lwdF8u9MRnRu7uHudbtd176HX7uqZ/TcYVlY0ORSZeFroBaLf/B4bN8ZrgVQ06VYXYEBnHsSUc9hzZ5EFBROingD9/8Ag/f/nLicIholfeUp3eHQEKZf1gmmrNehdOTwmrra70oquXR/aKCwvcQL2hKv+qpX0jgo+42n3LbJLS9J90ej/kdXggzoqpOE2P3TQzZ/Y4c8G13I92axJxrhSwgufxkUZwkn1SW5qr6vDr7R8OkUhHi5InqQkeIMfz1EwANB6HA1OeeZOasdCKI0FchjUmBk0rIcPVC5HOlNYjSs/MYUwI2FT0Sya8BYbLwPPJqnwWFOlwQohcrcOR9wYQyz2BIuLApdPLATe9QNu9od5y9eGWkx2YYCshFmk0RcKVYKBIQF+nuwUFRvCQKPPF+BdiH7KlH4Mk3kpAi7H/840jf8+p//Nc4+PRjJMF29cVnloT7zKPydBQibeKcBVv2QE8MKUU9V4kz5OLSaGiUF8/08Ls8fP3zfM1f5SAsOOwcs/7NC7GmmTxKz7wvsPX3A3xR8+aawqfffV6rgI30Ye4dfZIjyj/5y4MEBkKMBKmiFeJ1rV9wYeeJI31ZHmUGszzumkpG8aE6CaIog8eWqalpZFj2dgrfS6jVMt0oT0lncvn3RRU+GqJH2MZZeaEZ2GYA8RFdsKDz6tkrClTiE++4+glMGLDiCbS847wi6taqYr2eIZTg60AiAyePeRk4J5RnG6IBUPdF9lBWtDDlcLmYPpBCUPMaieO/uvklXh32CSJ8y11lOuzHNIT7E/zTrD9nZvyTsdbmMgasxubFGa5C6kW4kmNsgDDkMMh0BgxKU74UrnJLZtV8lH5lOlF5uI5r0UZT9gqqZPfRWH4vIYOdC3QVvL2P+96HksrTe3Va+BC4dI851Gk97rX9oZL1PTapfknbKFRvRD4I3A9KWyGCQgEegJiEveQeTocyHtyQ0KzqMI+UGK7E99bhIsY0m/v0ZJVk8DRaUz0j9qj6L2BDlw+osk9oQh8tHIVwTcXxgpnylNyM75QwEIEcGokIwzFu3TT3S0DH1bX5XvdIgNK61fk66u2RCKaREJYkH9qTb5aEjUIpEvFcYs1JGIrfCaS8BkGCx0TFK8Q4cyOBz5lbfDG8mEMhRAR77UmuffHnCUMPT38E9q+c2LVuCCSB6ijQB2j4wODvHWFMcwM1n+WS21/+MNEkqWdV21yEBZ7XwyJbmyGBIgSaUMI8zq+P+LK8zovhBmXlKyZFLHh9tNVjqM5m/fZ7L27yjvMbiEDvVEQ6afxZOJaUe2X44MNbPHJ2PTI7fUbn/H0LIVJ567KyhcbGDwReDHO6CGiQvH85FwTh1qkPQNDinEaE35NbfM6lfbAkelW/3fkfx155PG8p/Sy/pxzK9HcqDFxTDUENNbU3QMEI0rlJ4Sopfr7y0mfFDmordnpiEvRTj0fW5P1e97vOGdP3qjwtYDILNK7QlwxqEW9jg2BD+Xv3jFpZRaTUPKwERwN04uj8AqIw1fnZiUzbtK0OtwrZSuPHDRHOmRhmqn1zfRQ0Q/zxHoKUveV9QSUMZa7rlXchMFShNIunn2bnV36F/d/7VJ5Xyd40YXz5tTwHSwpWGgdF0DUINIYLl3v+4m9fRwg0Q+DtL8x468sLfuxjOxgRnuFm5oUDnkEcRjyOnm/663y1f45re3M++dx3l/LrjmtR1+X06pi3nkkhylGxkGUj6L2BJSnNvZKNQMuAT576VOhr5302WwjwFXZzxgvAP5LX+OjqbazRuXr0xmfKWqPeLeu6JYPO0jk+8ndhO0WBTuNOkTXp/bvnFyd6J8WD5SXXGLqf0Oi9xV65X/qRmuKU++XzH8fgRGtnOgncCDN+3z/Pb7TXs+cKyEBK6V6rey9WTwoohLjW3QzGsjJqygireV2iaRW9FzRKxr1pjbDoUTMlzSKfCYkKjJR8rdq8lbz1Lwx7/OzhC7kvu27BIIEnu5vsh44v+9f47s7XQAIvupvMhjc3JB89k19r9zA5/7TAy5dZT/ThThOcRB6TrjESWDDwuNzi29zMfMzEvSXxmiy33iXyJoX31UYvCao4+RC4tvfm6R9HI1FSXldJ9WAp/eN+vLL3w9W/JyVrd3eXf/yP/zF/62/9Lba3twF4/PHHuXz58vdyu++PJsvMt3Zv5/flmN+FUrT0pFvHfwuRrDZ5tYnrpPRctysx8GQZqEPRqsPhvOcrVz/Kz7snlynKPY2dbC3J34wCc1G2VDnKyk7ol+J5t1nw0XZblayYf6PfCngj2UKyzYKPzL5JFwEe0r2DBMxi986uJeZwxAqZQufSYbovK8+yfFaFgMXxSEHhArlLvle5UWYo6e3q85LMr+Q2rbsznp+T7/IiGqY6HnZJoCKamRXDUcXzK+5xLl/5ODLd5m9/6f/C469+Fi5/8/he5bknC+vHdV2hje9hukSyEH11ep1/epgYG3nsqfXteiHVIvRECPl4VYrndqiHr6HEblsjfIdtvuZfWdrDOsWS31uOKq/m/c4h5tY2NoMdJIbgQjg2lLJYi5fvvDK2xdIpGn7w7LX9O29wl5YF3WMUEi9aH+8Jf5DY3BI7TCdSBbICJiHLJ3fpVaSc65LQngSz5VmTO35LfS1zVvZWEuKEw+FQaebRfsQl8whi8s7P3ovUByEJrVXfkEoxknyvIgJoL9LT9vw8/h7KPpGEllp7xcook2HDSLl58lilHVZ7sopQEfdPAixAaLcrtNcQPV1A5+fsD7ezgSKNqTl7Vl8vXGB44CGtIZSnPRGmAEshtLp/b+yq0paVKpECghF/zzQnfh4kraNEnsWSIOm3t5Eg7H30twuviV40EwLrv/UL3Ny7fSQU7si5k+LtCwbe/+05p3YHTHB88Fsz/tjX9vjhrxxweke99Y+HK6S8u16CIlRGb0+PZ8Cx3x3yyTd+jc+9/jnu2gQMhodOry55t108Z6mMymu3Z3z38h43Dk4W4tL+Cnk/amsaSyq15RF8u4pv1+K1VPxb7/INe1DNkIL/7DCwudJyfr2h8ZqLZhDN9ZOQUVpzT44QtqyAHdPn+hoflvlaQvO9W3twa5WHtlaycJoK9N6PHekfPPU/LtEsqt9ltIoYW0a3cnqJYr148T2Aevz+Wf80rjKIPM+Up8N+Bc4QWDl4FetSiY+UK+5Z23+lgCVVk1KZsPN78bhmHpPyvO8+5pD5eUFnrqlnwJiUZ5b8tmXtnK9CZnOutRrMO/GlrhZCHxbs2RmP9c/zzWvfulun4pCWqXhoaoPyUcMAyyslEcTMaPTBDQ55wexnegyl/MYihv3epuMXwxNsyxxD0LqoIhA8R/nL8jPJclZ600mJLjkWmOhI87KcaxmkeK0TuU559febk3k/QbL3rWQ9+eSTvPe97+W/+W/+G/7u3/277O7uAvDhD3+Yv/W3/tb93u77pi0lA1aLkiyv5RCmw5LY/ZtZibRJForKVtcwg7gJkjhQCUEsXS0gXjcvIJXgGtD+Xr/yCYZU2eO+9lRlxxDwzTgDWkxsklmKncMT+Do3ch8D8HS7xytNl+/m8dlLFcUcQPiO7HI17HEgXRmhKJPZW2wzHY5z6S6HZgka7gbFi3g/SlbNOHT9Kqtn7E92O/vA9C61QuoVKkxx6R3qAs25l0atYKaFl80MK57GTfV6CRXUdGAIHVM6nnbXmfoFi26PJ+bXwMfQwe4Qbia0ybpzhWEcRdYSEiS59mi4i7blxOHF48TxKy//Ni6JWhXjSnf1ZlRJAoGeZWuel8BPzZ7nVaNeVxtydkNkhGW/p8RnKIzMHH1idTbLeiyvwdGWIYrD8aGUJ22lXEMuzqkPwuHizUOZlu9d27bLfgumIQBdNQeC4G0RGC/T8Uv+cQ6kzwJ2EgaphIo6pGYhA8szoicYISsgkr9b9ujRPKL03vJYlG4dDpoc70VDGYvOUgmrptx3oAoJTDREdG6yapnnQcqcVZ6uovBFGpjWv5/CredL/6JlNSuFJIEM3vlsx8XrvihWkbjX4YJ5To/ZE0k58xK4+MlL+t0oLKfrk28jiLCz2Oe1g9fw4hk98AArH/gAxlpkbb2e5fLskEBfqvUTIaQ8kxCWFK0cHhi/Z0I1iAj7ntYmWXvTvW//w3+o+2m+gMHpdckCEQS5/gp/9nevZfrmRmulv/ERpnpcMIKYqJCGQDsUb2BSWEMUVnsCz0XvtRVRVDQJGBr6MND5BVenV1m4BT/z+M9w+fBejb0mG0DTUC7vznH+za3aWc+tfC0YyV5ZQQjNhNBM4hQdoe+gIaTxRp/xN/TkNSscnv0BgBwarci5um82Js2J9KfelktGGll+NUbpeRqi8rjjbypS8p23Vkdsrox465m1O/jhvTYvPhs0AFg9C6tb2remhbVzS1Ek9Z1/e+8Z/Z4x9Jl6CJ/0V/got/lEuK5ySJVakMpXnF5Vj7AJg4ZhHqVV1bOKDJcUrEKNE2/49hu7xyriS3cVDW30drR8dJPiXMmRNZ0NsbYgoOHRBG67Ga/2uzhKjUQRYXX3+WzQeXn7JrNhxi889QvsLHbY6/b4xad/8QSZSfeuQ89X3W8DyVJUzwrjVuXRmHHKF3mDT9ubSzw1F/mJk3iLjh7PFTnE+AHvp9wMcxDP4aK/qzGjVmZXx60qWKKAcvcS2psQoMv9Em8oIf0+kcY3v91Ss75jfPjavV17n/fmJ37iJ/jrf/2v88ILL7CyspLf/8t/+S/z+c9//n5v9/3Tqvh9ZZxHKFdFQOsE4lSP6PWd2Yl1c65MX+fq/CWSAF3fLb3uylAJNulACilXSdBY3m13WEShSigBVRQdJcn5XluQMk61MjeZmdQwwqNWNa6ewA3mCNBam5/vTM1okvDjo8VY37JxHIEK1jl++P/c/gYfefEjqjTceqG6yx2OLB44pXszhVwKsH0P+UopdGEprCgsIyoly5YX6N1dFLi4CfolL2glaeTLAnVgxKixigRHyMTORIY8F89UFvlOBiHE0EyLwbkpi36qiouxiAhfefLnOHj2o+C66plJGdA9lUJoUju/McmJpgDfeGXnrnMWJOCCY+bmuQZMPWZZ+l3ybz4pYnGRdsWxLwNPrIzzebChICmWey2JFHotRfE6yQtTv3vSsmUL74kDXr6XqV8FXrk9zYr4fcFCi/Cd/Zdz34/mCWgO23Idq7xrJPC69PQ4rlNCmJKBodSREVYOXtU9JYFvcI2ewGRkKSdF1ZshI5SW+VpWrKqVkGRQKnkQ02GKDypUWQwu9CwHC0cBD6GfbJEUJo9kK3nyrJSdUzF/WQa3yT2Kf9thlt91CYqgO0BCCeDJOSDRyFWLGx/81oIf/PZiSYHKHitJf0sU3qLwEfNJTVTGDDDHMcNjfXwvCDaH2sX8v37O3mKalb7Od1yfXV/eg3nLCzJZQVZWMSKkNPAsE3mf54GkbIos18sKydquFv63/9//Jqd+85dYf+Gp7HVxVZ6O9EO+h0QPVnpNCJ9tH1ibRiNf8kiUf/L8GUTnySi9t0th8dHj4ISNvYF0Cp7wl7PS7PKeanBec0Na27LX7XF9dp3Hrz/ObJjxc9/9OW7NbwEcm3P1gQc3K+WnfD7c5dwe9BpVkJQrDQ1OZ7AYAOpRF8W9zrGpwDGAJ0U93r6ZaG0nCYwMrIwsq61lfdyUHKNqvZfpWeFFNXU8ynMePbfOW06vLkXYvHkdz9JGjUVCxF5huQ9v2iSBH8V+2Raacf3xEhWq5ZchAtxgDL7ymT4V9vJVQ/B8yl3m74eXATK0+LgxTEaWJnqMTTUrOsZC3JYllGW5TsNntUTMpZsn5/AktENj4Be4ujQ+pV0VX6zkukyz8x5RevC62+dTs1eUryAsYkmLdn4LEyN9XBBe2X+F53ee54WdF3jq1lM8u/0sbxy8cbR3QArJhyETeH0ZN4Y21uBrmhqirOLkEWs+ELKRq0cRpZeMgKJGMysG6zu+GF7mV+U1RZ+VsIxOeXgDDm9URoGyn996ZpVJ2+TUjaOFxY9raUnzekYWKFJFOCX58B7l4XTZA7e/zta1L93Td+5byfr617/O3/gbf+OO99/ylrdw7dq1Y77xL0art9ojZ9d55/kNNldGOf8Cloleek1eLOcDr2/Pjr337uI2PkPXanJ3pCb5MHZ5gxfGWT9LRLjt5/y/9p8lhYHMfFddI9nCI3DP7tFaaEmHf9RaTfYHEJf7lQS5QEzaNIlxpSTOQjiNeEaNiUoWEFlOgyHEkBAErvsDnvM3ERH2+p6Xd1+GFz7J4oVP8fNP/Tw3pteXqPzWqlqN2uhOHmJV4hDguXsM3arDnlI4nRCTfSUK4Wjeyax3sSjoibPHr3FF5862S4S7hAmWjZOYfWLEufZQJMIfN6/xK7yYGYwJQ/QkBQwWfBetXKpk7ff7/M61r/Dp/RfIIYlS+heihnNUqFgZNYxbmz0xd8trU0G+GCH6zAyXidcy46+YqKSQCWUqjkAwDf34NAI847fjfsh+iuX8DgmZmJrcoyM9rPnIHQYSbSUOPBHo48e8dPf642TFFj33xRtwb+3m/CZfuf1UddtaYKo9WGSBug5DcigDbhJjyUJZFb4Saiuu7jVvCvJaUoCUwR1fl2dpThItkuTtLdDtQxjUch0CxhicDAy+wxhDY4nhPoku1AJIKS1QM+y0HncwxcqTVWbIU8EP0KfQpuoZQlEKfT4bRdq0UgNaLHtajrL447xbJQZIsvIwk54ueFW0JCDNQBM6mm6PdtjP+/j2/DbTYXok16js2/DQW9TDJVozB4h5W4IEz7x3eO+jOzaK80teLV/+9hpVMPn2N3nbh38+74+F89mYmGlVHaKYQDdEvWKNC1y4OhzpbelzraBu7HlO7WpOx5/6/UPe8tqQ58gI/Et/cMC/9ju38vylk78nC37XRehtYxjEqcJlbM6ta0zDtek1Xth9gadvP03nO76z/dUM05/XLKKWpa30chSavQ8nQtZ8+IUPK3+K9M5Xi7403qqFtBWW6NDyec7AKMCHF0/zEfcan2leZGPSQq4BVUJDL+5+i/e9/mt30NdqukvPjpC7cWvZXBlRnz0fCkBA3U6iXgFyXcz7qVsEMdQeNfL5inYfncn8u9R0T0gqUlKQc+QEwv+7/w4vhD06tE9JMU2ySa47VnvT4tyEpbmT/F5tcEveFc3XPXGIGi0gWlYj+aVcrRpWvCwr5+nLaZySwpj1zC2icei73S1+dRq9eiEFV+t3DAYvChKDgZNyFQMlBNstSWb6aZqIgrkpSa/KbdImLF/995/KMzwmV5Y8Wem/RlTm25YZC7RWqgSvNCq17/6m5pKXacwPHDWWR8+tZw/qPSlZLMu5gWIUqUNlv5dwwRTKey/tvpWsyWTC/v6dwurzzz/PhQsX7vd230dNd5i1ho2VlpVRk8P5oBzMeGX+vSTYHQ8HDTBuVlTZiIwsHUXSfSS5PcudpfqsKF8wRGUNCfzdm1/OG2GW6izEQ7HT7fDFy1+8Jw3+7I2vZoaw3DNB7AgTq69LJGhhqV/lsCSGZICVFlbHDSEkxETDZRRhMFDC4X7PPc3vh0s6LymXa1hws9/nuZ3neH73maW+bqy0fPDhLa0jARx2Q3QJ6+GcdveGRBUq62oSlF2MW7fGZMTI+eAZ7moGLAElXawJpfNRBNq0Long5vfiHGoInApKA0GV8HjvW26Pg+jwl2aVII4MIGEsne8YgmOohOssCCcGIncKjaDeLBdKONNJW6WEdul4+orp5fHGv8atLRZlISuwNWtNgA5iYBvHx8JVvspBLtpcTkC+DZsrGg7S+lmuvVX6d+cftRBytCVCHk64Jr3XHSkLYCAnlCeL28lPubNNhylDRODs03wkpjDeAMyScUUZZYHF74m0IwT+wO7xD6NyrwJuEqcSapnSiFOTFrHpbIf8PEX8C/m6eiXriVjy0YoUTxYFYVDRMw1BHHM/Y23U0DZ2KUxFEIZmJRsVkuCQc6WWhIBaKEvKVdU7CSA+LrVeN/g6R618J3lgs1BDWXRjLE08G/X5WEIXrN/LPTD5veS5Sr+LlwyWEUwoBolosc6jzDgX8dPJBNEdoB9ZGxM+QnFDpK5/6uNRjyo5WJGoxYukUpbAeKUNZj6LQpteriHRaU6T4FQs18vhh/rrA9cc1gmLhC5ZT0ulqJ7a8RmB8fwNRzEoNhiBi1dU6XrgSl8J4fqQXjM22Xa3ufzizyB+QWNaXNCw5aRwpb34/PbzfP3mZ7m+uMTRlu5aG0PcXcKRZm4WhdikFAnBpAqVtdhOnsf6nYDE/DqppwVXUcEr4YBXwyGX/R4G1JMvYEIJJT53+Hy+h8Hw4JZa+j/48FZ5etHojlegJK1rKVNyXDuKkpr4lNYYClzf74793kktSMCN1wAiLzsyb0eUmvJ7uepYb351vwHhheEm09BFQ5ywMWlZHxmayfoJk1LxlDx1pQOhOp9vBnxhxCnNNZDMTo5S3LfmiovBF2NqHr9EGhbXRWrgCXJEw06Y8rrsaQ5gNGYlg6eJBuul2Y2/+irlIJnJB4KGuJo29y2gUOuaA7U81ya/Cs6OGPAcRnOBXpTmKMQQ9aAGYdSYaiSw6Pui4PghT7yhyNZ5TuO6pDSNo7U9j2t1ZEJePyHbtpP8IdxnkWO4IzXhpHbfSta/+W/+m/ztv/23GYbodjWG1157jb/5N/8mf/Wv/tX7vd33TTMI5zfGvPvCRnkznr9lubgWjvQnxZI6H+7YOPFScgaEpHCgijeB5ixEgphFkFo4j/fog8sW3UVw+bMPyXdJQtNLcosvXPkkn7j0iRPjdZfG7rvsXg+AmKgwieCNwVoYVZVOlxM9E5GKYxJh1Bg+09zgF7gej5twmwUf53WeYb8iOPGZIRUahc65yOgdLjiGEJ3dxzDFtUmLixCdanmTewwZPDL3Ug63CLzz/Ea2gNy1kKUI3+lu5/2QYqmTJ+xxn+KZi4WysOr4SaQId1RTj/P/YXmZx8KreU9IiMAiIeAxdL7DiVdrtwQWbsF//bX/G69On13au8cJFVuro1yj4m5KCbDkyUow2lVQVh5byVkgrmncWc0YGa9nK2ea+x6FdZ414wr8QHjc3+bKwXP8s/ZVviPX2Ri3SvREvWAIR2pelHvWwk3dFPEprlV8zq2D7g5YfBFhfdIWomzSHBpcICv0Lilqb2LI+Aff+gc89upjeWxA9uQO4mH1DDJeJYxXkfF6PhmewkDT+TBG+/5dO2M7pYZL9GRJDMeKSnaCCE6MqBeXAbRXR5ZJVIgHKePXdSvKWLFWRuVUKk+WH2hti6CeUjWeDCSFfKiUozT2JSUoK++yJGjn0J7MIKv34jWprEWiJaFWxCqDVZDAY689pn+bOLY8WJuRLbOiJSW3yNuymY6TyfN3JXlewfqgxYqD5qW6OF9DNLIlGp+EjGzEa0cwWTlyCA1ZYaKsR32wE+BFCWWL+zEETPJwqbVF0QpDwE4PESk5mbNLr+hciygSaVSOJKMThuyBevtrA3/5N/YICJs7jr/0W3uc2nHV/Oh1wdaAIeicAI1LuWKCCXBme6j2XdrrcceGBa+6bVbmV7mxe5UXdl5Whd6YvObW2OxRFblTiBJJ+7bc/yRjKKiByody8sLqadxonWBH+YaFxhy9T1Kgm0zF0/sJjVCgIAKHIX++NrFMGlhpbEVP4pk2cHZ9zLtq2aR6euGkR3tTfu6mZB3X1Aul4Eg3D7q75uze8V3AG5u9KXVva0X1aL+Pfgbg7KTa8oV+BIRPLZ7n48Mr3JaZgi4Yw/rYkEo7rHa3l+fi6M0pTK+cHX27GL2XW7mH8HvmJt9mN69zMoplOiWSrw/55hU9DGpMyBEGlfI5BDUibfsZ3/HXEJT2pvDsLBGe4MnShAy9KkmJjkCwI7rxBsn3CilHa3kNlnpa8Uwkpg7g+bnu67zKlIKAHTS0sVByhsHnlIRyv3TOYX1SlfKN5M4H4Y2dOU9d2b8rEmiWl9McV/lvQzQmpQmd917pXRDuxq+/c+vbfOHGbxTwoHto961k/dRP/RSHh4dcvHiR+XzOn/tzf453v/vdbG5u8pM/+ZP3e7vvoyaMcax2t6p3yoIUK0dZ1DqMRkSFz+OLm5YqNfU2TtCa8YhVRDAyOZvggskbxkWrV07qjn+76pB+yb3EG4evc3s6Z/D3kJgvqe54OkiQCoAWIhk7gBCMhuuVeN6agOo1V2XOVXpMlFgGPF0+9oFLssM/kufzjASSBcPTDYNaLWPtlJPaI2fXGHxgPmg4TKpxdbeWQhCyZVPKvC/DP+tP5zwHnTvRQ/aJ2Sv0pIDINLqQieLSNFf/VrNZYE+zclUsRGVdlYgFlNDOuoEbe3Pct34F7wdsVNb2uj0Oh0Muz17MVrKTpsQYo+Eq6BqcFPq2jMxWlw1IAq8nZkyVnZCF3/g90yDGZAIMuoc7q9a4sHJed0GUdB/zV3ls54vcsh0vjG6SdpcBVvrbfPDhrSUEonIm6/k+ZjxS1h10zz177eCOyyZtc+zchQQJ64Vpr/U3rr4J3OzN2U2+fPXL8fG6nonFpTAi7ZJB2pU8QxkZjRoQhMpQk3ZpSN+O4YIhW3ez15A490aKQcfoyetSDbs8b8e3wQcOuyHTlD70qizknkhm+gspQT5pJURi0LToGFSI8yx88bzW90oK0XH0JYXApKfUdaCyMHNEKQSyNxbRXKHGE89OPfDikaknJeUb5bBCKOiDQZWtxseco2iiTz3eC4schdCHfsmDd/RBYV2FadnYQMYT/NvfmQ0KOWcqe7ckat4pgUb3lwkBoqCmTEpD/0YI7/l7fxuAUdMgQXjx//h/0u+lONraMyYJzEMnyAo0Mdr9Pc/OWZ0FTt12ZX6SwGOI0Pd6Zq3E/Cwhem90vv7okwvWDqqQdBKnTDxVldPvXnuO33nxU9nYs3CL7EGt993RlgREEYlGk+gROCFgMIVipf4oDTDMxlvVeav2dPVKvYUQ/FIuUtlgyduRcnURBVDYnFisqXaECG87u5ZhyI+O6wgpu3MnJcVZYAjHI8meGCIugvcJ7S3w6u17qzGUxlrPThr54APzDCK1dOCW5jLdA4pRqcheZZ57cVwPM365fxEXikHBiOfs2ogHJsUDV9PyesQ1ul3aJ31MG3iz8i0vMOMrZlfvQ6HVSoNKhMvS6ideLjV9i4pWcHncOfNJhD5Gr7y0/11+84XfzLQjebXqvV/oXDGuFS+q/ptkiqWZjxtqeQWWZVbtj/bxwDg6Bl5nhojnDWb8DzyPyJBD9RAFmFmKCKn6+oGHTvHI2bX8tzUGF0I24naD5+AuwFKJ7qeW8xUF3nZmncEHVeJEa2P6IHz10u271sv6/Tc+y/X5KzoL9xhi2L75Jctta2uLT33qU3zxi1/kySef5PDwkB/6oR/ix37sx+73Vt93rXEzjBTNeX3Ssj8vgBTFuCFIrMBa0IuUKPkgHKWJn3njd5esszkowBDzlgTxpt7K+tqMIBTFBxEVwiKqXJAQ6wYZElITCJ142uBg/xVm0x3OrJ4+ccxqIQ/KlJtSl2doVxE3HBHuiAXtoM2og0fJIpFYKZFZGbc55kjd1w0inlfZUwRCkrVdmelh5/jk/oucX+nwI43HP6n+tzWGUdPQO8+8MUzusZq3CEvoUiGuqQ9CaMAaPbCTtsGgdVWeurLPj7zj7B33GiRkJSsRpGJBCozuYB/LbDpgWBk1tDYRe4+J/gaDJ4gDM4p7T72Yam0VXj64xplxjycQxPP5K19ibe08Q3BsmlEmQierWXCwiLVJAnzn8i4/+NbTx1ZFF9HwJxfUw9ICIUpUnsAw2cLQAj7nQqQ58RVhVU8fNDEvbbZyjmEAY1vEaeHf8cjinYaEDQRScKCNgqU5IlAJtadh+a+lZgqgTWIEQeQOS5SQ9sCdt0jHeAjCvHc4P7orUtng1cre0HDt8FpRPtHxl3DKwsrqCHqhhKOEpZ90jYnABFFY84uYlwC3+lu8FHaXGG9jbfZmSfCIpPAT8AzZ9XCcwCPxjOx3MxXCQlrriP6Z95oKBrVIOogGPjoR2jiGhXiCmKXwU4lnMXI5MIZl71NaB33SgHruxDgGQoYY1nyaQBgW+Wv1qBKaoIlyblJKc+LekS00jGB0lN/HvpggYA02qKcmb5TqwrhzdV3mtxSkJqFApmS/2PyFB3RPNi3hLW8DYJQeFwSJSeUAwXlMKjCalUUBCRhfhQ/GkMFWPINo7uiZtVHJXfABY2wU/iqhKwJoNAYGKWGT7ULFwDtAQ+K8nNr1OrfxcDVBvVsmCGKJiqgqp6dvO66dGWd+UvhKXDERXICuX7C2EvjG9W/w9WtfJ0ig853mBRKOBbPIYEZBmPWeUWM1OuEE5eKgP1DBNc53ElQHqYP8q/WPS6d05WjYHdQC9tGfEroa9yRH6UiIuVUntSRUFnlk6dMksyBI4L7rBAURuiFw2Dm2p/dQW2yxB4v9+N2YWSVlFmaDIwiRJ8a6dpBzDkM1FwK0jWGErWhJneemdeoMwkw8M3o2WM17v7Gwahy7qJxQ88EAmtea50df05onMK2TEBkx0EdgihTfkyJYUnCkl0BHYEXqqplp5YtnS49rynkOiNgy//FfT8DaVg0Fi1183KN6n2UlKzX13gaERgEwjCUViy8lVZR/YGzZh5USu6yAp1EkA4FnkLIWL3FAJ44RCmg1Y2AvAnYtnGcjtBy4OeumAKUde16ryKFUs+2kVq9fjqCJU7w6brKB4vLOnFnvlNd6uD3teecJmU/JaDOnKwa5N2n3rWSl9qM/+qP86I/+6Pf69e+/JoIJdaE7OLM2Zmt1VAAVKiaSt1wW2vT34zxZemAdRY0q5NSgwqokRSlu9BAtb96AWBVo5m5AJhrDkpQjCXqQ0mYHFXrHfoHzPfLG1+D8O+4+9iCk5Nts/bCjKCAfAbSgCmU0NRtZmh5AsnCYXkIkqcS46t4EmnhfV1nnPz1/joveEE5dxBqtTXRSGuTFzQk3DhY4LzTm7grF0TUBRSm8dagWr8ELjQ001vCOcxtMWsvVvQW9C4ybY82AcZxJONbZK9b1OpekUPO6l4GUhC1ZcErCXr2mKVTQxzUREX5j7yuca5XIHoaBb73+GGc3HlLPqRF6P8OH08zcAeujM8fPQ7Q2HS4Gxo3hG6/s8Kffde6Y+dJnLnyXiXStTE5o8DlztjIURDbkQiA0ZCaUZsTbBteMY7hVCXNLRL4I3inJWT+r94Mk4TgtCUVIqJs1hr4uYh1f72CmQrQSJuFnuaUaail2/G477rHXH6MPPeNmzGde/0xWcIJoQe2DYUBaIk2J07d+ATl4LXsBxSwnYZv43rByjrbboewdteKaCADw27t/QIgepQQNbA05DLHttmkY0zUrtI3B4Je8SWkea8XHh8DCFSNPYkqatZmKV+oz0ieguRTWVGuK4ATElLDIJYu1PgHBqqBvbbWnpPSHgDGNIl4aNTCNo+ARqOhZGAi20BibFCxMQRCMY+5XLe0iKfT6nmsNY7e89+4oWByK8qbCy9KWynk9QQI2+ChUHdkwd9lMo8aioXuU8hjzGc3KSpE4ElhFSF6S2NcaFCM+tJkesvK4eljxHhqrvUyhy8mTFZWsvDACf+Yz29zeIH5e2IExydtnaJzgRtB4oXEgozJnSbm1QWh9qqkjeY6KMKoXegkEcUh3gDRr9LYhSOBLV74UlYwYTSCOm/MrPLD6NowxuU6RAJ0PuSjpSeFvyfuZz158P4W+5SpPR4xXvRHGeXqqERwJw0qCbT1GAOvmOs/DIe26CtpWclbvnf3M/1R89xiBNHl4PbAz67i6N+ehrdU7rjvueyl3tXf3UpwXeOq3YHYzn9FEY5Ni5CK9QFB4/zvGUc/onTywXKF+yCQvKUJfDK2MBifrO0Kr43z3Axv0LvBK9MaFUOowLd05zlVa++OGvL24yUfnn+NHguYetQhd5XEXhGBGytcbEJ8IS6VwJiVnsgH9YQwbjCOVsl+hikQxURbbfQ2J9N1iCWjOad0SsJbOjypZvlkh+JQTr/s471XT5L5ptENlMJOyYzMCd6QJmRZKocWtCGLg98zr+B6GG7/Ky8Pb+YuP/Bv8xu2v8yfW38ojbnGiQNdYyxCNAa5Cxzyuld0AmyuKHXCwGPKZSfXy3nZ2jaev7KlxVIS1u4BqKH32fHV4irfKAyc/vGr3pGT9zM/8zD3dDOA/+8/+s3u+9vuraaiNQRhPr+DGpwmjNawxPLS1igvC/jwVlMzy9VKoWRDhxRuHvOfixlKs6WLwDH5QC44IwZilfJYcdkVCDtMwGrGW3geCAe/9krCVchrS4Qz6ZhmLH5T47L8B+1fh1EMnDDtExu0yQTz6k9zNQ7vKJPi8iUvEXbHomKisab2kgpmYwiLU4B2RcShehESIm35fC3fKCL/3OuPwVSbj83Dmfcd2f2Ol5dq+zrGgbuG7rnIi/EXWyIQ+EVljDKtj9Z9pzZG7H3YfiZE3ija0XLtLPQVkQpbtOOnJqWdKxLDMR6eZDLsYkQx6IKgA7cUQgmeOZ+oXbBoNaxvEM4SB2TDDh0Anc76w9/PY1T/HV69/nj918X/BH5380B19P7s+wflA7zSv0B4z0Ky8i8cElwl/iN1Oe7kTx5jEGPV7XcqvkCJg1kpWEeoFEkhAsupVHg6ABzdHHByTg10LvkvvHxmKNYbBeSajJvc95QMdbVkhOPKZQAwTjGfCSxbkjmvb820617HerkehLyY7owqapcrRFFU6BmMRY6OynMJQA85q+FENbyyAGDW8JG9WEMm5QCk/sJeUSm1VNBEV8i0OG3pGjVULYuAY44ksPW/uFnktdZ5L6Eo0AdGJZ5LnTJW8sYnhP16iBdYgFS0scNs1k49PjYpLPFJlz6DUL4iANXTiWZFALyEKvVEZEY+XoZQfCFUuVZaE9X5uZGjnkhX3o+1go6H1gZV5VMRCDH/zVQ4SMIxM7rse92i9l0L3BNHSCP6QzbzDjm8pbywhAYptEOexq6u577luVi5iLCVPr1ayfODCT/+fC00KHkLU9oMsXxtCDgZOIYGrMw8RX8BEhNe6YLMNKKR9a2i8hhi6rGSV+xiBH/zqAU++d6NazVKrpz4bXgLd/nXcYoo79w5C8urHEL+5P+Spna/zrdtf4C+/7T/i/MpDvO3MOo01XLp1QNcNuJWWufPcPux5+7l1jraaRgm1AU2F1pSml37SiuVtWt0JzLG0RadAv/B5f4132vNcNIokacLAB7cGfBR0T2rpzFW3uqOtTVpmXfQCRZr94vVDzqyNcwhi2pp1WxlpzqsPwtbqGBfUSPba7RnGqNB6bPNDpKmRjCDMege2gVaiF7uhNlVkUb+dHDnTpV9LtK6mRZGZh4oWIR4inzKRLq9027QrZ3nL6TUu78xyCGheizgPia+lbd87j/OBtorseH73KTrp2WWgtw2tJI9k2id6T7c0ElnufzIKpLMXlTqyJ6v+TiEoSjP1rH7r6d+gvfj+rBx1vuO//fp/y6PjP89W806gpC1ko2+ms2rYdVndMlVfy5ynXKtgRjR5VcnXLqe/JIOI/j0QGBD2+2u8tDdld/5jLILjqcVN/tjzH+Kdhx3DD/y7hNHyGXzXhXUuRWXYVXU8j22RVMWsFc6uj9lf9McaG86sj+mdyszWnOwd7vwCF3o6cVx3d6YRHNfuScn66Z/+6aW/b968yWw24/Tp0wDs7u6ytrbGxYsX/4VVsixggqPtdti8/nWkGXH9ff8RAKfXxsx7z948JelWRCKuZ7IY7c17nnxjb8kb4INQbKi63QOqtHinOGPWKsCEuOipMNWhTNs4C9sCJuRkXyOGZJtI22s8u86heAbnwM1PHnhmpkEFu4q5+OrpnkBnDGM5eriWA7XS/dx4C+k6rtKprBLnQJmsmnzzoyleoNHsOjO/QFD3uHULzs2eRN72/mO7n4SOzmn9qZsHCy5sTji1MmLc3hn2loEKqoNYH8oyg9qsMQpocvzkKXFGoVB9JN11SAPEOhUiiEkWIYogm139NRmuiGv8XlKygjQxLEFDBOed4BqPawQXc1s8nqnbo5cZlw6fYean3FhcBu5UslZGFi+xXlZkNNf3FzxwaoV571kdV1YuCTjxuQ5K2h9J6A8xHNSltUX4hL1aLHeoRbWMWNc9k24p8foiKXC1YlYp7j5b5YtCfUdowwnE+V0XNhEU8CK1o95ngaWQx6XPRGuopALWC+e5edDRDYEfeMvWsc9cQuSL/t0wXgMv2ePjMrJiDK0br+HbTWRxS4c6OcUgW4R+FxCCHZGVEKPeGOvnGPF8xr3OC7yByFtJ8f6uCoHKjB1FGVwJU9quZT46pfdOKyTp2pBpj4gwdxqCVwujJvm4BULwbJkJM0qJiQ0zoaMwQMmCjoa1JLTJrBTFexU6CBAQ21ajiL8ZZcbea3kML8JB6Fm1kyyEqzLTL9X5girEjcrThBAsTNcNp1KZl2zdhfl6w0onrESyakPyZul90z33TjdHQlGFEAKDmMyYr02vqacgeEROCoyubyEEr0AU/YUHmZzZhN2dQtNSwnaFLqhK0vI9jI8hhymk0Mfrk3CfQDO8CquLcBDHpl4qH9cqhf2FxJdE1TETTM67MtnLZ+LcWH31grGqpG7sD+xvFvGt7DfdY6uzN9i35+kGj2tD3r+pSLpI4Nn9r7A6bxnCkOHcN1Z0pt/5a/+I9Tcucfu/+u9A4LBzem6d561nitKQUAsTjUpKuYK6QAORN6YVFRZ4DAY3Po31+3l7LYvZyyJs+vxr/gbfll0E+M/Dgxjf0fb7nNkYI72jZIgf2QZLy6l8+Ci5evTcOrPeMe1dTms47B3782Epz+s4nocxMWxOMpz5a9tTGmtOVrKWRh7zQSUa5yR6sowhTDaRZpzPkwBMthQIRI7epe7hcrig0n+LiOdamDGSU5xiGWl1Zf9lTl/5PPsP/Ek48wFm3ZidWQ9NfIZUayTq5UKS4mZ45uoBbz2zypn15VpfVjS3zmCrPhXelrzoyZinOXGeOdGrbxvEp5LLkc9L4XdljOnzQC6sLp7d2XVkdi6HC+53+8zdnDfcS2xtvhNDDAs0JQwy6qRaBgQieJChb8aEULzIOV8xRRy1G6y6vXiPShaK3sPMz6NRUPLYFfzHE3BhyLncqgR7xvObLI4oWW1j897svXBld3GsMSStQ+J/dTsuzN9gWDhPY8xda1uqUdJzKHM+0l098bq63VOSyqVLl/LPT/7kT/LH//gf55lnnmF7e5vt7W2eeeYZfuiHfoi/83f+zj099PuzqRC7cetbtP3e8VdkAaFsrBh9RELjOVwse1JSseJkR5B0bbNCMBaHluUt1lno8HQJojgKq360DpUXCQklNj9v3vgFIwTX4UX4Jzcf58u3nuRLV76Uob2Xx1RCdYJpKvAGFEjXttmG4eNxrcMHoWYZhdQIhgHh6+hcTtqGwhrqsMNUxyZOLKgFP6QQgBBhr48K0tpMDCloolA86z0vXD/g+evHWyGSRS95mxqbrMuFEC3fP6EOHitxA0frUUCtHiRl9c402JqJpOfqX401WkU+z3IMME1hUFEozb9LisFO8xTw4tR6Hzw+uGMVztS6IeT92zstIDjrHd96fYfvvLGXe5kEkFSdyKV9Qz0P0FFCCRyayNr7wMLFcL9KKAiUuc2Jv9lDEpbmRS3p+vv69nd48LlfZH3cxDOS5rZenzvHOm4tjTEZlj8EtZh967Udvnt5L/fFmOKlromyEGPFY92ZBAV/a3o8zHGCm87KQ4jGjFYhu5PyM1AY7MDyNUAEDSmCwTFDw0jgtTDlOb+reYJx/nR/+/yEEtxSfdcvYtgKuNAtfa5KkMuC7eB7usEzHzpaU9AFEy3pwjwLHkO1vinY09lxNo5YSbRT8l4QNCzR+VD6kelcLYAUSrTkfRfdiz2BPiiIDsHhwiIrjEZN17lWVrXNALh5oWG+WrzN/Tjm4EbM9+RVAs3D0vyisj93TjcV8y9zaUKfDSvahdrkIMfu2aUW91CCYtebRsVIZMmTZSJIi03nJv4YYGTie97HOlo6vwQNQQ99Dz5okeIQMhx7gqzfOPC882UVik0wWF+USwPYqFCZoF6sXIsMYg6IycAY1osiOcbxHRWtz9/oaBc9zTCNwDPk85TmTIX6IdK9wNETcu76a6osHqpm7HzghesHvHzzcCkULtFUia+pQG6QYnzo497KNC9GZWQeLmlFlxau2rtFgA5xLy7E0YmLcO4Ba80dud13bIWjv58gXKZt1bvAYvB35QWpnVkdRU/WCO+Fea/GizetCxjPczEEqgfLiUZKdOIQ2zKkmm9prnJYZbqP1Lckz5z4/JnyRVVOPhmu8qH+eR1zPuOBrat/QNvtkXzHD51e5YMPb1XPKS8JHTjNpYiwPet4+VZVUBfdIy+zR19WkpoOqYwUlvjiPMtoeq3zjtCu5G8WhNgU+SG5TyLK+3zyZMXfU2kKQYubd77L03Z2fJEU3WSlKH1UrynOyEGOhmitUZnImFwK5OiaJO6dCrxLNeaU25rPZaRXa1e/gMMjsXi0ER/r/h2zhSL6aO8887vArkcSrmteBSMcJ6tpWoQCVtmTdSydH/G0EZDrXtp9owv+l//lf8nf+3t/j/e9r4Rnve997+Onf/qn+S/+i//ifm/3/dPqfBgJuPEW4+mVmPOQ4ly11TWFspU/MiEfApO2rGIOrZJwxwEUijcgHVdr9TsDlYAUBI9hmJxG2kk+gMvsqNzHmDgG7zmQBY9d/Qofv/Rx3vj2L8FLv3/HuI0E1iYabR7iARZjmLcTrasAWXipmUWemHQrygcSGVH9jeTR8LYg2lkZouU6BUWBiApFAeHVYZdfnX+RJ259gV9+6adx4c4E3CDqCUyFD1OuzHFtlBE7tG2tjnjw1CqJaR9tahE69la5lUo4Or407kBkLmnMVU5RctHXa4io0tc2hrYdVXtOCvGN81jQJXU/+TBkSGAvgRA6RFzMLzgZTevU6ohpHyH0RRHzXAg5b+GwK0W0g4SMrhfalbyHk3KZeljDFacxBjvWUMeaaFOF49iGDMGczopU9z0iRaztPo/xPY8ML/G+BzbLvotnU8/WCTKrKUngKjgQk7u7+pLM0JaawOA0H2t13OJ9Up6Ond6iZMV7zZ2j90VYSShSQyxEKVJ+T+MhzSFJkEvQxjXTUwb9kXCZHhfDVZJRRKICW1GKeBa15pq+1y5u0ropRzNBtMafp/MLHX9wbI0eZKM9x9poDRFhZMaZqnnxjGkIaD2btAu2zIgHGStyTjXPabe4mOeWzqIbaQiVujvUU2/CUPWvDhGSvIfTXDkpwAhNt0M7v0pCTTWi4WxICVsz9R7CgFVkqmEE3Ypl+2KD2CK0pkWyAm1UtABun2/oVmzeL8v7R0gFVI9S8LCR4u9OlgJMUqSqIp8yDBDDUAsioF8O+0M/M96xMrK8x+1GKcVjhj4XLM5KmnNILKdhvM9oiWWuhDaCfGSExerQa45azH078j1D9PwJEa0wCmwVD67n5S9+Yod/+ZPXWT3o+fd/6TqPfmuHzesHZPS8RJvSD7pf72jBc+6f/P28LC4EOhf4+is7ed1d9HwmfudCqQ0ZgGCabKwQopHEREOMLC93rWwlpSqNKb2fOOQQ+YQJAzZ64e70TWlLiGlLXpiT9kvcSjnHSo5Dzbtzvz10epUPPHSKzZURAUXZDeEuYBCx+UzRk5yUlK2wZAQZpOR/Fi5XSzPaUhRHuiqHKKf5jPcY8Exl4Bfcywz7L0RhP+6B4BA7Ym37KYzv8pzpnMTnJJlOas8MGSylzJRhQI0LLm74Ovc68zMpADyuMkyCht8NIdBF+pPGoPuBZQNKRbWb4TDv+TzLoefjX/kpPvLch5b4fGNMQaemGH6V5yZjgY+ypieYCLhh9MeNNhgmZ5GV07SNPXYvlwgV/XBoVilcp4RRBgm0By8TfA/iozfcE3NHaOfL/lovikSpxsyT91vZGW/ehGi4q9a8bof9Id+68S2g7LGT4peOtvtWsq5evYpzd8Imeu+5fv36/d7u+6aVavQeGw/nmdc/zblXfidfs0RfknJVvQYplu3UOqeCcK0EifhMrBOwhLdtFk4V3ACc1fjlPlndI2KcjFazUFGObiZL1HCcQ/Cw9xrd9CbD7itw67kjI9drm4qxlzj0cljueI3PtkbDC5Ib1pjirq/tHBljRwrUgx5CFQdd/MyngqXxZ9tPWTDwzN43CXvP428/cefiCZxeHWnuVLUmxzVrFNAkXWKM4czaKN3m2HZcbo5+UDx7Ot60fno8HerdcgjDaJMUBlPd+OimWu5FFWeuAmbBu3FZVVfF0oknhFIcdn3veVa7G2rZ5WRrkI3CQRBVHma9y10aau1SErxxZB52pGGBFJjsuQx5PlIAmTHQtZv4dhXBECJEeRptVmTsuFLAEucp73TDXswzSrvdYgicuvYVHn7xl3nv+Bbrk3ZpDU+qidFay7n1iQoQobIQVgw3Lc/RtjZp6X1gZdQqg4phOCLHF7A0xuSQpt73DNH6uIg5kIN4nBf2Q5eVQ1eR9/wafwnA9qn34pvJ0m75nOzy6/51uvGpXJNp2x9WLDqQLOeJqZucF5jOc1ABLwryK4vrIMIQVDCZO42V11othrMrF2MfhQurD3Bx8nbeu/XHeMfmB3jQbrBJg7dj3PgUAI+YNR5AjQdItdOzgql/Du0qoSlocxgTk7HRMMl8LpL1N4WmCN77fP41XMmrxRcNr7U+wu1XnpTs4UnbLip1ADcfGLF9JgogzQgxUXCxy5H4NkK3TzejIpabLL1wdGUrZSCc2qJ79N3ctUn0ZA1DrJkHoevU4wRkbd8XE4OJXi0TvVYmCGv/8GcgCGaxwPR98Y4Ng5676NHSBwSsD4wGVSSt6HgbDyXuKlmEoqes1wVONcNSna2kyLZRxMjer8pKn0Xv+E/jhc3dgc3dHoLwLiBuZwABAABJREFUnq9v82d+8cnsWVoWw1P+XXzAfMboC4/pM5xjfO0NHji1ggCLIbAYQs6pvLq34MbBvCAGo1Z+pWnCMFrHjzay8Uapb8j8Uku4hDt1FrO86nlfUwxIylM91s1phsM8J8e1R86u8f4HT+V75jIZJ28Zpd9qwTxWyDyuJQ++84FZHz16dzHuD+LpQzEbJ+RUnxU8/VkMPitrNQ072q073pdCzSDvkqi4KS24Kgt2whwjLtcLtOIZz65x6tpXWNt9vtxLKrkpvqQi88mrdbhw2CMLWjxCVhWoKKcFCXgDvl3DNWM1+tgRh82pEiGU1zp1ISk/FU0rat7SHIyGA1I5IBFBDq4RhjlOPNcPXs/KgQF8cEvf9bahN4ZgxxpSPdqki4YrR8C3K5Qc/2gANhZsQ2OXe5P3WhVGnmhwzUP1bnGt+yk5lFkCjXgwlsn0Mudf+Sjj6eU8v/Pe0Tu5a00rEeHK7jzzzHrTnLS909oeZ4D/yEsf4aMvfTTe29PEaI57afetZP2Fv/AX+Bt/42/w+OOP5/e++c1v8uM//uP/QsO4G9LmFhBPM0yPIXJF+KoJHJAtsP6IQP7a9ixr9DWJCCYpLQFvGtxoQ+sDxPf7dgWP1bwPUohEpDOjVWT19NIR1INXe470fS8eXI87vEYX3J1Usp9hJQV+xTEdubOjWIhT/7tom+kREnqOMQpJ75sJEpXIciOha9fpRqfzoay9DjkEaojF7SQRTg0DQYTgpoxuffuOtfvgw1uc25gwxMTGuxnblmasui7kjtz5nZNh0OPaI0t7Ir32BLp2hUUzASRDvc8z69Z+vGoW2QuW19CUfDNlyqFC14vXSMAEH0MHSpJosuha6ZUoy/HwxqklFMj9xcC895kJ53CttPaiHsfiwSqQ/2ksIb7fNg1ihaZp9BuBzGTqeUrf3Q1zDmP5hDLm4t35J7Nv8rH+FX6ueZWnwhXNQwqKImWC43z3Oluro6Wb15bKo+3cxoRxq/loqW9eWNoTx+2jUysKe31mbcRK2+BCDJHzxSJet8Y02ZMVCDn3ysf3kmDWi2eIdmBfhZYUcULy+i6dlzh/T5hDXpEpKQcgIPS5MHA53T75m6pQu8QoU+JyQGhCh3GzyGz0poN0tHZCSsAO1VwbDKuNQjeM7BhjDG+JcL7ZqNKsxItNDtPVg1OjGgpTHwimjTW1PJgSNxUKvlv2rEPAGqEXRaHr8bTRrNOYJuau1mPliHeFrCBkASMNzZgqL0yVvXQ+U6vv448N8ZLysyzTIT7RgpNozJE7ra3GgsGesLKq+VzGEvpOx5YKUYdAshQjaqAxzqmi5YqnxA4ddAu8jwqWc0jKz4oCkQke64WRU4WHIMUrFZUnGyolVWA06PMbJ4z7uOx5GmI9McjhmgSJZSyO/oQ8WcGSwxVFhB/7hWfIhbMr8v1Xfv47bH32CwCMPvnbjH/3t/QG0XicvE6dC/nnqSt7vHp7mov2hqYhGIu3lr6YszLNKj+UH9PQ2wmLkSpxwSRf1DKIRZEDqvCyaLwyUvnfRWj6fR549hcYzW+W/WZMNlSkG560cxJ8OcSwXxFe255y2KXQ8jfdcmysjDJogBdh2jlevHF4x3UFNjxFcaRam0URTUY6VWCVHy5yWHOkaEcMcbVEU9QPKIkL5POduJMJrniMxdEO+1jfkTTguqZSeU6UAJMMIepRWVRe46RYp2/MV85FQCLB2UYjDIzFNWo0tI2pxk+Gdq9Pe+Kt5fdKRpPCXclpFJEnL/ZIKQSZZ8SWjQzxvQAMzSTXqgymwVtN4ehiDmJPyFFUVQeWZjz9bqJZq9C1esXS3Aqrixv4UE5P8ugpCu6A9QuM72iO4AbsL4YcBXZ4TI3SW4c9i+HOsGAlJXduagOl+Pox90ulVgDssBfvdQ+Hg+9ByfrZn/1ZHnzwQX74h3+YyWTCZDLhR37kR3jggQf4x//4H9/v7b5vWtvvA5EZBd0AtZURlg9kUa70vWgkyspWvq81ahlJLnMpxEYrxwjeNixkWPJkJRf0QnyEXy6C1dLhTL+leN5k7YmvXoTgXbQM19/W5rop1vf5EIhIrgmSrnZo2E+NtNTHK3rKRve2xbdrhKYUVE3MxEggmAYxRUgSCUzaVCssKbjFg5ZHFxQuIYjH3SWe9tHz66Tcoru2I8BNNcjBcV/1Qeu03FFnpLKip5yabOWyIxxBrUeR2Q7Zw7fMQhakWGzBtWt55NaUa5RxDLmTdZiMD4HD3mXiLKHUH1PG6qktQjN3uPR3stwuBp/zz7anfYyt12sOF5pAnWpepW8f5mBJfdPhlYkYw3S0hh+t4YXouakJdlnfgPCq2+E3uYYABg3/SgVQQTiUntflgFnjeb65RgzoiyhSGtZ0em3Muy9uLo3r9OpIBZQTCG+ybImwpMTA8cR6Y9IiovCwD51eYdI2iOj8HIcyOLIjXHBZ8VUlIBkqUiimhh0NUgQZEeEw6JWLHGqsCdQz6Y/MY8yfzMw77sWgSlZSopTJl1MJFOaew1viHUXDSMhXSw5HCfjM6CGFyd7ZTDZOxOuaCf3qA4xoeZhx7nsaRaahcbS5nosdxfj9mqaU8FwQrbsmQghqOU0ANEAGvqjDvIoHpYSxpVY/o6blKdQJwI8se2cabp1vONy0LFY0BykrX1JGVt833zGe4dpIrnzBcTDs3PHd3NY3aWMSWfY0nDkHzicGhJloSHl//gGSooT3EDw4hxmG8r7T94IPhPlcvWPRS8YRT1bjhdYVZSnnWUkJlUQirYrdb52GWyJlTlqXijZHTxcKKJH9qpVBsqYD/8rHL+ueEiH0A6e2F9g+naGyF1anPWc/9wdcOniGJ278PsEr3WwlxNxgfYbSu8DsYIb/3/847qmn4j6PCKDWqlCcyiBIERQDcZ+KMLRr9O2aeqXthE4MYbyJs5Mje7beU+XspMiPz7PNV/x1vrj3TQWJCAPnL30E6+acfe0TrOxfynTMGMO7Lm7w/odO8f6HTt2bYTHqzdPOlbI099Ae3lpRHugDgws8e22fa3vzO0K5JM8J2dgGtWIVslEuSKyTh2QOIoCsnobxMs5mMWAemT0ptC0Zsr0EnF9EGS4q1cEznl7DhiF7oNN81ZFIOkdV2ZooS9Tj1NzW4kEtFBfNM8veoUij7DjW71P6uSCwiOA8QZSep7EoTZOcG6vv+/QL4gecG9RbSoCE9BvD+EWK/HE9AVWkfsc79lL4tadSjIXMjZIxuG6jJqYxNCbngApCsJO8IjmIW8p+RyqZIW7A7w7XueG22bzxdQSDDZ7VvZfys86sj5l2LvPk77yxe0d/BN2PaW+U7Ndq0FXbWGlz3a3j6sUldFziSDTn7M77HNfuW8m6cOECH/vYx3j22Wf50Ic+xIc+9CGeeeYZPvaxj3Hx4sX7vd33TcuobwiIx/oux0ZbN2fz9rcrgaQsQK7DkSxgIkthVqfXxiTgCyXMuiWH+Hc/3iIYy1xK9kI6lCLJi5Vc7/V/pgjKkhSFujKVMlGRwKwf8CI8vbjFs4sb+XvTznH59hQIZWyx30N1LxXiQra+B1QxUGKSmm51367l70j1SUoKLvdcVkZDDDVLhEXhO5PyEYvoIeAX2OH4it0JCTAE0TBNEQ4WAy/eOAEEoz6NiegeuSbllM97l93MIjGnRhJxSUQ+IgnG1iOVUqKKamAZbS4R5EK0UpgUWKuFraVWOEwlhFQMZogCPIAcXiszLCErsNfnb7Db3eI3Lv33XDp4uvQh7lvnhYunVggC1/c75kMRpnsX6J3XsCJAjMXbMYMdMaIpY5GQGcxQrfkihslVU730W0KYS/1Z3iG6j0XQWlxGEGMxEmjcFBOGLCSPW1XiTx++xB/fmnKmmXPuld9hbefZO9bfRASt3kcjRljaEcd6wcat5YMPbzFuLTYq5z6owJYY9bW9BQcLFew2x5t0vstGFqKgMQTPPAyVsqxM2EVVaSGeadDU6nny9IimM303XGGoovyz4FExatDaUGkmk9fn/eZUfi+OsloJWZp1F/+TyMmCBFqj9Kw1Y1IQ8HFMLTQK5h9sGw0Qpb1ndIEzNGA06FNMikfRQabwJweE0QadNdCs0DUT6hqD2aBh2rhHANG8rtrQ76sQpj/79TljTAlfY9mbVQIoSyvC3vJA+7EhNNCtGQ5PWQ42Df1oOVRQjpscwOcA6uLRO+h32emvM3MHSzRiqRlDKwqMkHM2baNKUeyjXVtjeMe7kSZC+wfJdbLM0Kui5YYM7W68JqSHQUEu3KKn7x1JETNBc7KG1tB6QExWrKwvnqw00loJMwJ7W7q+CQCjHQqAhhENWj27FzljVJDTXK/MnK5RYKkWWeMUjOOhZ26yef0gS82Tww4jsD/s8OUbn2TAqZIlQovWQEzztugd4+ef4eJP/239/uceI3mcfQj0QWnqIJ4h59VUniwRehzeGLxpsjI2GwZo9Hz443ZA3Ke6XsV7/Iwc8o1wmyenz7PjpzT9vqYvxDyirStfYOXglXybSdtgjYl06Ph9VgP4JPlk3nsFOwrC5d053ZvUwErK/GLQPN3eSS75EYKWrRl8VKSqXKRUsHcuQ1S0lM4nGudM8QISvyO6ve6QFfLUVYYbIXlU4vfRe18abvKs7JOM5DY4zcUSjxjLyt5LrE1fK2tRtYi5UFI8Eq/PnyfloTzVmwaPZahyoDo8rl0l2IaFHaLBU42xLspuAkyDrwzzUdgIngQqUaI5yEYkNQoKkowBUfmvCxR3MlBbcNIcqoFOB1mK9qTQ2CjPZFlzeXpM3FCtNchoDWfH9O169QT9zxqwVs1cevPAy24n87iPz1/kY/5FviDbXFlcA/GMpwXJ7/zGRNGO47jdMVZzg8lydr31TzoHmysjNYiGeA6qNb2yO2dn5jLNTRFUR50sJ7XvuRjxe9/7Xt773vd+r1//Pmxx0iVgoxXJhh4/2uDU9a/Sbj9Pc/ohQpOUiCTI6KuPgogI0dJQ37ls2RmeZrQJMrCQgTWjQrUSH89aROVLFpIOtfQ0EuiCCnKz3tPk+6a+CwRBC4aXDe9D0PpaCN9d3ODZ/jZ8+f/Kv/v+f5+H1t6J8w6tx6R9TowkWbHTwU2erHTvvXZCK0Hrd4EqCYYlcSodUjEWN9pEokt46RiIcs3PmtskQRFMBl/AahFKE5PvvQyMuh260Tor+y+z2Hw0509MWsvghSEik718a8refGDWOd51YWMZlvuIbHiSINU2VpMwvTDtHeuTlpduHnJjv+PPXBDe35zim1zHR4LWE2ixca5CLBMdCa+xMS7dYewKePU0eJRwmQDWJHIrWcgBqdi1YLJCWoiMRzQn69YLSqAjEV/bv4T1U25313np9X/Ku079AJ2fs93d4J38wNLe/eDDW2xPewYfmHaOaV/CuLJAS8jrGkwpgi1x7/RL4YSBWQxZG8QTctjVUTF/2cuAaDhD2smkwq2pH8ErAqh4DTuQgHVT2sU2buUsIsLD21/mTNjk9qP/eoRF3uNoS8iRaqyXnDugn50suNTNR4XeV0LmC9cPGLWWP/XOUsYhM0OJ4w2ydFYSlP0ggUms7toFjzQTnAx3nKsBT1OR92F8iuBnUUDVM9vLkNcoWV9HJnpcggqvBKe5WSbuswpRKoiAXyAjfWoQYc2uc2HyIEYmcQzl3kdnS+wqwiKGDR1xQZsWY2z0JpZxRda87DWSQGssvbG0OcyRysIdhZOU62UEIrSyAtcUJeuPPtuXEDW9uAoXNDReWEyWwXzqfSrUZRrKiI0xzNes5m/csW/SyGLP45lSoApHEwIez8LPIZfiOGHvGZPD3vKAo3GpTZOZ6ielZCAJBfmwadSrNQwZRCOMxjQRKEMStHvMyZJoTNq+sM7gDrlw26etosqOV8Un12qX0rPdMy1BHL61gMNGudEGwbUmg2UIhj/7+UNe+w9PsX7guHh5jicwfajjz356LyNBNiJYp5XeRCziHB/45HOIsTzx19+FIPwbP/e4jqMRvBt453evI+YsjCSDhXgfMMay+tx3efif/aIqESYw9AMi0MwHTt3o2T+dCmpLLr2QVibt0T4qXxYYxLE2NPiJVaMSQicDbTNGXGE8Nf0TSXdSIbcNAYejbyc0fo4iOw5RGe6wsXwCwGh2A4Bh7WTjtzHlfKnhUWWWIYJ+zAd/zH69s7WNjeiwEUAgqPIxHRzX9uZMWss5ijE4VKN0RC89BofHic30TIvPGAYJangWUeMTLPVrGG9hfYf4ad5nek0VMib63OfdLV6SPX4otHwgvJX1MGBQY8FofpO1vRf4I33g5Qfew24qyxNvUedzNmLyfO3O+mgw91mpScpJwDDECBTie4uqQHCfpQGhEyHEM57KTTSR15QSFjHUl6CgOk3DgCovIcpzBXQi8sVhioxWuTq7xDB8GgkJ+1AnK1T9FYGFcbhoHMC2CL4ynJe1C7lfaa9q/pkbreOcY8noFefQpkLPkde13Q2+6qf0zjOMPQMwEs/XDp/iTDjgB6XJgCR2OGRtmPKeixfYnw8KfS+qyD+0tZLrzybZlkTHj/ThuGZjcfIAXNtf8PBpLVb96u0pe7MBbz1v23iYJxBOMWb3JBp8pN23kvWf/Cf/yV0//9mf/dn7veX3SVOGddnt8EDoGEvA+CG7nVs/5/ThS9zc+qPRiqAb6ZEz6+zNB4aQAM7Be7UQPbCprtTWjEi5Nj2BlWhK8yKEGFfhEU5FkTyVDRXI+VhK0B3eBWwU4n0IqmBIYqxRPBdh3FgaobiT438+CPPZTZ7beY63rL8reiayLyZvq+TJSnHT2cqBMhhvDJhRrMrtiJlnzKQc7kT8/Ggd30zAzYCkyCShSEPLbpoeREMavW2iMhIg5hSR8kC8JmZz8Aqz1z/G+lv+IvPTagxQkAG1ts0Hz439Tq2Nsc5HU5m3i9ijLcsIR87V6dURrTVMO8dLNw45tz7h5kGvxY8rFDjftDgaDB2pyrqVMn+CMDQjOrEEvyA0Y/bbNaTfVivS+DRm2NbCjTLkziSrmbNaV+QJc7sI/8GBtFlgC8GBm1VMIGB8x9gfshj26cKM7e4GQ+izYAxwYWOSw2gU1SfQGKOeKySHEyar3tHArRSWqAYD0VDJdoVB+gzikIJh+3gOOvFRGE7zH61HFWErcnAxGhRLJtiQwp5U6Tr/8m9x7YP/qX4moShgJ1ikVABPZ0SyVyr3Kb53t2aNzpkP5fu9DxkmOYfURS9wYlx1+cfkBU1W33U7inPkME2DH60iUbgSNNchUGprgWGwDc6uR4+CILZFpFsK8S2zKtjhgBVa5lS1/wRkyfYuNKGvVjto3qVZiVZ+YW8x4M1xKoHk/KWeQHNEyRpWzuEHT+PmcV31KSbOu0cNDkEkFoYuCk8triJJQElrpTluo8bq3PseH9QrE6LxIdVwQqAJRf0zwLUHRksKbcxwomAwlmcHqIrTLs9vvoOkuajqzyBkUBvdHRgJSHDYhF4ngSNTVpovAj+i3lg7ntBsbRJ2d7PnIRDDIBM8uwjh7HnMwT6m75CmxQZPt7lFs7+Llv5wSNvGOlqiIYaAnaziUQFXlVSdt3GwpLyoxYph3JfcrH5sY3acwYjBiuYHWS/snxpxarfHBoMEsE74t39lj7E3mdc037quinIAY3UPt14UPdcPBGsw1uBHk3rGc87W1s2DqHR6zKD5yMY51r7zTUbPPsXWc0/pXDaN0vIQ+OEvvMJ7nr6Ccx2/9FfXmDWekWmW+GFbPW0QNa+1zvH+7x7yJ7/TYYzhaz96mt1HxyqwGs1T7nzPKO4jNz5FGPZJQrWYRLMVtCP0+xjfqycrKCpb42ds3vwGi823EUYbnH3tE4Cw+5Y/T5DTx24VG3kiqLIgqCDqfYy6cf6ugmlqD59e5ebBAheNSoMPvHJ7yoOnVuiXPAppFEnhSPMUaKLc4sQj0jIg2Qg5lyHzLUXkDerlppwmP1rDNQ3ilgssJ9AepIuGXpVSvuxvEvo3uBjPlw09q3svgwhrjWd1ZNiJqUBHwwZ9EEKMIulc4LuX9/iBh7fIUP7RqFOMg7VKI2zaCTtVKYvU184UGaoLnsG2SDOiGxx7JmCawleRQNs22Ji/Omm0HqiI5gBPYv+CH5D5LmE0IYSBV3a+wEhCFa5N7kfar4nG+masoGdSSq9o7FCgF0cXpZpgWwh9HmNzFAddFBl7ZEyZkbjvvPR4GQjR+B1EC/gMfsbMT2l7Yr4ubF37MpOD1xg++J/SNpZp75j3nsu7M24eLPjgw1uae80Rmc2k30/ezMmo6rzwyq1pVrKUdxtCiKkV1Grpm7f7Dhfc2dlZ+rlx4waf+cxn+PCHP8zu7u793u77pr0sh/xDd4kPd8/wkXA5hiB5TOgQY1jpd3i7u0SuPRPnf2OlzdaidJh8kFirSZNDN5ozefHfMbpYDnT2C8A72nM4O2IwhhA3jDFk13q2nKEIPkMQBu+RZsww2igHPRIca9SWa6I4cNCpEuhdRy+BdvtV5NYLbPe3SagvWeCjQLX2kbmoLd0SjGFjtBXDAgLz0Sp9u8qMlNC/JAItCSbFuqWHtIkuZScS86iKUJvHE0N9THzea8N1Pnfrs3xr52t8aPYEnVsOHdQ0Aw2JAE2g9D7w+vYsX2OyiFuar0IB62aMYXXc0HtlLN96fRcRicplEfydTQrGBNeu5NjzNH/ptn0zZjZSgpLy2QIgttVaaNTCZJo7fZ2L4waLonyRPA9RWI8Kb9mgBeTAh47e94R+t0qK1XZhc4VTkXCJaO6ZjwgVvQs8d2M/r+2sL1DgSaH3BAY8K6bV59kRHmLooMeaWPhQ4DBC9rsql6t4slgab2Fe4chvulbtYhsbXA7rbdyC8fRKvkcWZoNnde8FjmsSEYdSDZjkmTbVmt2tGWOykLEYPI+/trNUvDqNIdUYS56aDK1MCqvRtfqBlYtZoejE5foyqqAm67jO3oCPXm+b95nmbxYVejkEU6fExLP+drvJe1jL664fVy6JSmgCVVJMFnz0Sy4q5WnOysRKFpIG8ZyzRwtKJm9L+Un225Q35iWiN1ZzWTobhdXRWr6PoYQzmxTKOMwZfELe06KoVirghVCFCx5peUea0tcyvKVdVpksjozSlLUuX66vljwdJvQR/bCc/KNnNTGbcPpMREGDPgju4bcytyMNG6wfmBT6GAclTaM5QH2P6TuYrOBX1yAE7FvfhncemawQNjYZveUtimLYVgWgTQrz03s3GmygfbX1XC6f6TqEcLFi6VYMsxVLKlaMlHwvrTlGhI1XFEMNTdS8MOOF0RAY9YG2DwTXg1/wrmdvApK/975vvK4hhsMA3RzvOug7zv3BY6x+53Hs0DOxKP/zisD4A49fJQQNhfyPfuOQdzTneNBu5vV1EhhGG4qAifCvPGX5T39hm//gV27xJ76zoHE6nh/54i7GJ8G2RIPks2RHMX8n7oFofEICwc3oQ4eI56bfw7g5jZtjXaeCd7/PeHoFI47GzTjzxmfu4GepWWPydvMVaEJC/gtS7cG7tMTznA/szAb2FwM704EgZFTVer3LHYVzZh2LySkQAWHhPYd+yHJNF3zOdUs0L6A5yr5ZUThyUTPMUs5eeooxuHadFKrojNV6o35BQiG1fpGjQJrhkMns2h38PtNBqc64SI7waOsi8BR5qfAqVWAesJuqVEYjsrFKj3ojSNPi7JjOWDo7UYAzBIeJIBFCKvdSOlYh66YIIgERD2FAxBNcx+rhqwR3WEIH8yoIb2/O8EhzBkH5Qu2RF9SQ3ktgaFajMqnfcxLwo02G8VY5z8bQtqZ6hhrDjElP09fM21PIdvI8xjqeIUajEEMtx7NrOTzWoHurc55p51kMgctJK5Za5i7TdDdk6VFjM7plqpP5+Ks78TuGQGA2HMZ+F9n8zdp9e7J+67d+6473Qgj8+I//OO9617vu93bfN+1ZDtimpw/CNgEbQ9usH5hMr2DEc2rked/lD3Pl4v+c04s3uDV5G5PDA4ycJSGhJAI2mw2MW8v5jTGlAhSM7QSJiF2BsilWzYjBjmK0h1MlpDGoQTHmzERrl5fAnBjuYyzJC5cSqdOrkaCW1qAu7sHDCMHPt+m6J3l8/yafuP0i/zorWLolYSEBrZcaSHCmWWPRCFtmlX2/owIRGg5wgEMYUQLI9ADMKvFjSVgSSbEiBCO0jXqastIRCbKREqAmCM/7bW4dPsX5ALPQ04WeUbWOXiSGuwUubE7oBs/UC2/szHj0/PGVwwE2JiP25v2xx8oajf8dvMTcrJI3gijDNLHf1ticl5UUgg2zmg+sE69M18A0dIyoCZ0SpE4cY2Op6+kALPCxfloUgCWA2Ei4GrrFIUOT6qhFxh3idWGAYY/xYp8wGh0dYrVGKacwhpy5gJ8N+KBK5hjJTC6vJaoQjMwkwqwXFDufBQyPxXAgTSToy/thORxuiX3G//POQCTwm9Nv84N+h8sSeKd9kEfkIm23w9rOs6yv/klWW6sCpgQSkIbuueVQMBcKImgQ4ekrywnhdyPaujdgiJ6Fae9Z7V0Oy6nnpw5Zq8fnxGuxSKf7wGRLLFEQ0t0xiOdAuswgdT4tw2idYEZ4PBNp6DLik6XFMMdHb4s+0RA4w4hbaC2VcQVQnAqEFwVCn60WdceonzIZvbXse2BiTzGVfUZ2RJ2haRCsMbyvvUiDORbdsognKcROGGHoEVYYs4gGAy9CW4Wa5hmUKklbIvhF7PfgdAc2DXg354JZZSfsLylW1QakMYajTFVZr7ljb1IpmklpFtDcsiD5/fRTj3b5PuntqiNJOQSG0LPdXefM5AJju1LmNgTEKt3Pxh6BYK0qDG11vqMkYhD6rbOMNEknhxWGBx9GPHSPvovRuFH+tbmFXVujWR1hm5ZuEJDbulJSEAFLrTGhHkUTJ0SqESGquHgTBRoR9rYaLt7SnD/Nu9Ki1hmxkEBjYr6Xh8YHbAAJwqgXnAWLx4yEt798nT/9uZ7JIobvifDwpW0a53Ghww8LcDPaYUFz6zrGO2hGNMHTLDoYtaxdeZVZEIwPuUDyAzc9ty6MosFA6VlnwBuYdJ4/9s0pnRNGDvpW66V5o3WF/sN/eoNf/OsXGcQhjXrbxLSI9PTickSAImgG+slZxsMcCY7PLp7jMfYY5nv8W36LR91GNPwGzrzxWAwhjDDlNrAxGTFujrepdz6wNmmZ9S4CxMTw6JD42LFfW96vQvbWJ4AkHxFtk2HqDsEapWkrjFixDVe95kYng9aARwPOTKaPjbFasDj+1xEIzYRBPG0Ms0tl2SXSKjfexJkx3owJfg+thWfxokrWbQlshiHO2YCYFusXXLj8aQ6bdzBrNjUaRgIuWrhDxRNCEA47R+8DZybnohEn5LESOVM5BzqmJD/l0EirK24MhGaU86g1ny/gmgmj8RoEYRFRljM3jN5iglNjhsmfFAXm4Bp2GEceFxAD03aNRrTcyMg2TEyLeO33ll1hLywYG1UTtOSM4JsRgyxyjmHmV8YwL9SOgLA2biHjcRUN1VqynGD8HAiEWDMy5LBIiV5wkz3mGmmgQFYbKy23DjsG7xlFw+9k1ue9ViMy1vt0dXy82vPQqRVG1rA77/FhwnPXDpj1DheUzve+53A4zCN2Wf66e7tvT9axN7GWn/iJn+Cnf/qn/3nc7v8vm5CgyjWZsPGLmFg/ywJau9jBEnjb9ce4uP0NHr35WU6/8VlOHTyfCVCSf+eDV0hxIFWQ1rpByrQN8P724tIGAehyXlMEyTQmorWU4nEBFVKHdpVFq0rcUrFaisVKiHlZfqEhbgi+n/JUd5NP7z+HG/b4BG/weXaZNS2+srDZqN1LM8bblgab3c1pk+txM+p6NkWcW4jDW1Uc06ZNNbWKsKSvy8nBlRAjaVxCrhUlgdDvEIYDnAz0KbQutpQj07vAwcKxGEIkkEV4TE+pp/4tZ9R1fJy7OQFqaCiY0LnoUo5Wp1AVVwaiz8/wKCt80J5DgN2gnrSU+5ZCw1Kx4vReImzeNlp8usrxWOBwqOUnWYUgkFB7gg/0QySMooiMaaZNcEjoGWQAP8+u/IWb8djl32Q6FOUixdy/9cwa8yGw3w24EBUOo0Jv8l7UitI5u8Ypu8oIyyz0bNkVHCHaAbQfhwh9u1mFsYXMzGYE3X/UEnBRwvR86Xhf9rf5PLt8S3b5nLuCkUA77BFG67z93Dpbq9FiH/NLjLjs9UvNAEM8XEMshNu7Ci2RPPUnNmMMzgvjtuFw4eiHwF6NNBiHksMF4/lNHt+zZp1HmrN65kVoscwzulRSMMGJsBfm+SylfRJMo7VZJNGa4vkeG5sR+lYENk0LIryFMR9sH8izm4Q9W3U4efIFYdTfwgbHeznDWqrVF789sRu8//Qfo7HHMTZDa+xdywek5ppVBmt5GxMeZpOzrJHU6t4p8EBNJeaRVhWgYt2bNh8XFWAMEGa3Oc8KG6FhLEY9Jyh9m25YdrYsh6dGbJ8tievpnqumKCyFZhUL9h0KkllWp7KAkv6JymR+5fgNJv0BQ+hYqvkEJclGhJWRzfQqiODHK3QPvpXZZK1cH3T9zfo6zdmzCoARiwwnRasWohZvfxeysloet7KieVyxn4sJBR2QoqyGCF1vUMWrG2cuQUC4fbbJylOZF8n5XWTFiqzIaYFnfZZCwQdsVLC0GHLADqoQ/aXf28X6wOqsV1CM6JlqXGDwc3w/17F7p1D2g9aDwzmtE+a06GzjA80QGHvDOBj+9O9cpsHynuYCEAGgENqF4y//3gHWKVriuNf8mXEX+9ppv9TTH898MyGlyaUsy2wyiOfXhIE/87kd/uVfu8yAIoneljnGL7Chz4h549kNhb0WDYV75OwaD24VRbxu7724yaPn1nn03HqmJckDlTxab9bWJgqysTpus/c61R1yIXBtf0ERnItxKt07pTwkj05C10vPH8THaAdhFkrpiYR0rMAjkd/mUiZUP4WHSsz/9QiX/DY/J5f5VPcyr4YpzTDT8xA8o36Ps/tP89bbf8B7Xvt13n7zs1lhTCAhArigYeWadxtizT5VpQZJ+Vah6kMxrrgqqiCdBUFRp7Vkh67BdLyFs5Y+Gml85OtCmkvBxFSMXEBeAjLMdN5jjq/xfZYHAIIx2BhhUtf7EhEetlu8v32AaejvAHYZJDCXPst4fUQ5TAbkeGSpblhJG2CMxCLOKRc5RONDWL42OD7kXuWp4TpfvvxbXFq8pvlz4lXuCkI3eDoXco5WfFxen9oQ+oGHTvHouYr+Vc1aw8VTKziv+/bmwUJlmeiJnUZANXVqeDz/P1SyAF566aVjixT/i9IuyyLmj6jgOnVT/sBf5/bimlrDJWRLSBMUqUYT7x2j0OUQF7V8qPDWZ4u2YJuyEbwEztl1mgj3mdoj7Rkeas/wvpVHWbHjuPFT7KAwZRGJTNBQLGM5cI4uEp2BaJWqGHhjYqhSUAh0n+JOgzD1HS4MdJL8CobQjBibhoebLbasuo3PNVtMmjUaDAspxfmKjcOoW99qMdiEROibMf0oKi/EhMhWCYeN1oxsPY9XlRjmaA/zyo7Gh1f0MAVPcFP9XnBLaH5AtLDpezcOulz4cN47bk97ZhElMBxBkgO0mO0JHKexJodLTHsfhd9CiEWEFTPivF1X4c62bNo1aCa8rTnNI+1ZHrCbWbguO03nJgvNIlVdDVW0O6NzpuiOJYwgCeFpfkPcG4jHxsTr5HUYza5FKPeA6XeZ+ymPXf4Qz+58jZcOvsOrUy3SeGFzki2d49Yy7RyHC42nTsRepISRJmEzILSm4aHmFG9rzxCA83ZDc68QopGfhQzKUFFim6DdPYHZePMIOmUSUIXsnYvvpnCSXkIugkwIrO4+n68HYeXglYhA6DnzxmeoQ7UaaxhiMreGDML2rE9HIY7r7m3UGAYfWBs3OB846Bz94LOHYXfeRYEkJUwXZQjgjFljwoiH7Sne0Z7DYKIgV3lwj6yx7g+/xGTSuckQyag13yOIHfMes8GjZh1VqopnqRZ6JxishdaoUJPQlZIhIzGT3J/I6NKePhou+GYtXxG/eF5WWTWW86MV1syE99iLmscDHLohC6tpXYJt8xzVt/LRg5vMABINQ4/KCmOxGKnG3jYsVi39Wks/LuUlWmyVQ1Xtxfx7pXAZm4FajtbUSwaz5Tkpn0v9vqTz6tkftpl2N7iTShmSVduYEvachcKVyRKMfK6rs7aBtVYVqOBjiJ4qWW30gKQQ4eNWLo319pZl55TVsLjI23YemLB/fgW3PtZ+AbfPNtSj7ceW22davX+liKZi0Ln+VdBwu9YJ7aAKT+PJIYOKLChM1xuaoMAbKwvPaBAmXc+oG5h0nnboaIY+39eGCP7RdbBYYBYz5el9xwgheE9rYNQHRrSMg2UcLAT4137xEtYH3t2e59HmLIjwI08sePiaUwUw9q/xMPZGX/tA44R/+0O38Sjq3QNXOt7xzCHWBd717CH/61/a4V//7cMILpBkgcAjr8xZmbpojFGjWuPmiHdabsU0mJinlep7Wrdg8/rXYumZwKmrf8ADz/2igmXE/Jm1sXo0ksFw2vm7FnytW2st731gk7PrY3wQNicjFoPnuWsH9C7QDTF3ujobLQYnnkYMZ+wqZ8wa77cXOGPWYo6b4KNROZewAA5Cl895TQsT/PhhO8bHmntHzbO6JRVFMBmf5zie8Df5tNxkPL+RkXqN75QfSsC6GW9p93nn+Y18FlLtTB8UIn0xhGw4B8HbCV008yTjN2nNjOFtzWm27Arvbs/HsSwrhj2e5Fjugo8gDwXifYjIfYsUnSCCi4aywasH2HunJXqiMqr5Yn3mc8mgHyg5oUkpNBGZ8u3NGd7XXmRoJvhmkhUyl2UUYR6DXZcLsWgIu7HkgsVxAfIc6xQGJHi8GcW9l4zUA7a7zQsc8vnhdV64/Nt8trsU+XfI8wrKn/sIQHbjICn0RdlLY9Macnc36j18ehUXNG8/BBi84MTR++QlS8bfNz8X8D2EC/7ET/zE0t8iwtWrV/nd3/1d/tpf+2v3e7vvm5aUAyuayfQP5RUWoeFFL/x7/BFAreEX1gzOtXSzWBxWPKfXRjywtsKtw64IHl5zjV6+Gd2PEiJTMry3vVAlJ5eFnJiWSXTdnjIr3AyH/BE2ecnsI9YwlpXowtRjgigUNGhYoGuE1hgFy8iHIVrPg8cbwyIIvjGRdJmYYBpI9cEDauE9bVcZvB7cLbvCA2YThW5uWDWjKtQhHiZj6MWxakYcho4tuxqF4RguFoVtR6Bp4pEI5cAn8TkL0/G+g/eIVcu6pO0vgRA0nndAuPDsL/BVO+PJ8Ygfe/A/5rXtGW89s8b2rKdzehLnveeF64fMB8+0r9G5Snvk7PEWEFAI0NvTnjOrSihk1GRPYSKabzWnWWtaboUpF+0mLuZYNRhWsQzG5/VOHq2kHJto0QomCkWmhNApfEFD0xicXVHkoCNKR/o9IBHMRIlwMCq0iahgbgKE4Lk5v8Lh7pMcBku/upU9W621bK6MOOgGRo3F+cA8OBpradHQOEEtdElNhmVr0qoZ8YGRekpSLL6JwCxONAF6HgakITLOVDeusurmpck7I1v2FATFRwag+8H4HgiM5rdY2b+kSFQIq/svY4PH+p7JwWtYt+D01c/j23XkoR/FWsON/UVUiuBw7tlaG1cKxd0J7cNbq9xuLec3JuzOejqnFrh57znsHK/vTJkPns53TJpJpRjp99vGaj2vdlWtvRLPX7PCjp9nJpeMGcKyNzQx0WLl1XeNgUOJSctmxLByjrbbpYi35dXG9Xwn60xNy6UGoqUIxOJNYBwGTAQeL4U89TUZk5Zn6l4YVFTObMPIWLbCBMMi50F2Q+BhtjAYJo1aed8IN/PYk9KZ/OdiGjYQphbOhxHXzAKCIpoZFAzFJpS92CyGNbMcPttiMx0GGNPgEcZY+owyR/QCFTtmUqcy3cUgRr1AJtJroeQsJQFheU20UKcIEFwEMNH13+6us8UKY++ZuwMmcoaFn9KHGafa85rYbUwBCmkaMrRcOk/WIpunMLMZJo573FgW0TAQsrfJlC6RO6rerhXDqanHio7WxnwKbJaxluYkGeWCNdX8aJutWiaDZOUsKVyjQZWXUVSsTMyTChb2zjR0Y8vqLBZJthAaoY1zO+oDfgxBHASw3kQYe8H0HcPiADncYUUCph9gPGbFggw9o8HTTzRXrPVCaIXVaWBt38FaS9vDYTdwdtdz9gD8yDMSi3GOFQcjLwwOxoNSYzcL2IXj7a/3/OiXDhl7w1ufazl/e2A0CGe2hT/xWcdv/6VTGjpuNPfIBsAH/uQXd3EPDDx7oefpm7u87Y9ZPtC3yM09zEOrcT8FNm5/m/WbTzCsnAdjWdt9HhAaN8c1k6UFCaKGyNd3ZjlK5qTWPvm45v898g4AtlZHbK1usTvr2Z0PbM965r3nwuaEPqE3IrzVnmYkLbfsjDY0NMZy0W5gjeGMqIH5thwS2pWck5ROxSOj07zm9lVxieA3mETpoI/RDjL0JFiexCU0IsAR7BqeOUSFRcOyG1VSACTQpDByBOsWWFljZdRwYXNFc7nj0UlIitvTjsMuetnifXzkZwHh3c05ptKzK5pqsmbHrMV6gOOotGBH+VwYq5PfGHDBK8iEjJjakUa4RCOKgmhFj3RjIco0C+foxdN5leFCLECu9CKhQ0t+Lcbx5TVfs9rHYCwW5SVtpKqJ9yzE0RqbgUpS5ESH1mBtKIAXaR3z76KyZqLXSJQ2w4A0GvK9ijCIo4s0pXEzzr70m2yv/hCzjUfYXwwgsD8fuLa3yAaDPKD7aNYaFr3HWFgba5TSWrOBSxEkkrylb2Zi1XbfStYTTzxxpEOWCxcu8FM/9VNvijz4/dyyBwWNEZ3jI2JgqzHwwauL2QijkaGTgBUNw9rceYoHTj3KdVFm46Mr3XthZzYw95qImBaj1rSP5gGkdt6uc9auYZgpSp2Bs3aVa34fgwo+SExil8AIYUDDEBBDbzy+XQM/0DQa9ue9R2wgiEXEaUV78bRRqDXxgKb+nbPrTEzLSmTG1hhOG/VMrZoxM+lz2EPyyIAS2U4GhSg1MSwteixcJSgLMeYarSkVSAV3ozol6l0QCZiYwBrwkTHo95+78RhfXlwlYLi2dh7bLvjjW4cEK5w6e4rxzvPMtt7N6zsLBu8VECMymhTiktrdLCAbk5bb046FsyU01Lss8NYWtR8YPXjsPXIyPirU2uip6o0KVg6Po8lzOZeB1ujcNsbEvJHKDCypOrtk501mNF4JmAotcY2Cw3hHMIE+dHTDIWLXGWTQBOHYHtpaYasf0VjDBx46xZWDOat7lnk3QHA0sf/n2WTAscd8afx1K4zP0MSYeiXQhgbYE1UkBkLMRWuitcxEMJV0l6gspr+y5U6fcGVxhQel49nhKvaVX+VCGGlozfgUJvT6Yy3j+TXGs2sgsPfwv8yplRHX9hY4r7HynqQ8RIb0JkqWtYYLmyVMp3eB85sTehe4dagCiA+B7fkBD2yMIvHWMYxoci6QD2o1XDjPD6wqJPM3Z5fVylvBRzsJuS7ZIAo2AkRLrwJidCRERdH9kvaf+KxgaE5NIDQrvDPAISqkbtIqvHsoJSkba3hbs4XtIuhKcOolkwYTPO3iUJVic6peeI4aMe7cG+DbVVQ0MDSrmwQ/Quwof7OliUYiLXEQ4poUE0UyDmmS/AN2hUm/T5CGM6HlVTx9KiwfNJTNBujGhpGHYdws9QdgbJYJw8g0Oe8zWdNH2Ao5NM4vEulo6VsUjUjh3+VhEvNno/BYe7mSMoZRa/viFt2oYxgOmVlow8DMClYGHIcM0hEkYE2jtCnlprUjhtNnaXduL61FOHuO5mBfzc+J5lU5HnfmIZYRjWiYmBEt3REFUVtzDA1t41z5KFR2k5LTNl23THacKmzx2JkAo0E9Q9LGvephHtELQyxTcrgOpw6FxsHERaQ60VClZlCu1AxqODUp12boCDNHE0TLnbgB02qdMbO3E2txaRhjG4RhpEAbP/yZ62weejDwPwt9VAIDNiSvqMEMGuao3i2htYbVeeB/82vbzFYNrRNVrHYck0Vgferpxoaz1zvO3Or5wEtTpue05psJhj//u4es7wbaV3uG5oD39QP2qScY+ucIbsbaf7BJcBbOrbB2+zs0vqMdDmj6faybR++YwV69jNnbxb9fS3aEoCGDuzMtOP/w1uoda5b26OSXfxaMYfqT/10MG9VmjWExFFCnw4XjjZ1p3j9ehAmW02YN25aacE1jsUE4Y9a4JYd0XmhalU8SUM7I2OjdU3qnp8em7ZHBfVqExRFbQK5JahuCFwhDNMQN7DYT/r5/kQvzfd4VAn+iucjWSqsGnFnPOMoqFzYnXNic8Px1zSFzXvnrtPfM+iHzBKEY5h8yp7JSdYGNO6byXaywQHjZpqDsFAUTrQuNRMRHmIlhbtdojYJjOfGM43cW0Tot4pl6TzDqyzQhckOxJAM8VZ5pqDjBe9sLx6+3flMNqCb97pmYVmvFmbLesxg94iQQbEs3Pg/99VJoJqd5xH5FhTEET8jGGA++L+F5RpEHEeHcK7/D9YMXeJs4pm97P3uzBRdnL/Ld6YMcLlbYnw+x9IwQ7iEcvW6NUbTo1XGj9T99zLKTRM81zeD/a56sz372s/f7lX8hWhIGTWTgs/EGZphx0KzwtLvO1+RV/oR/kD8qp1HYdI+10PgOg3DutY/zp9tT2Pk2T43/V0Cj0M4SGMIikpg7N8NJifXGGBoMfrSOQ6FAR8aqkGXUK0KEvzUijNAD6VGmdiCDJtv6DhvJlzUmhguoaiS2yQmn6QjWwrI1hlPm+DjvR5rTOAIvultqy82ER1gxbYbudtHtql6cZQ9OaCbM7ITg9lE/RMiC9GK0hfjrGWAi21RSWEzMPbm1uMJtd8AZu4I9fI2Fn3P21U8gzZiDiz/MqWtfwozW6N1pukFD/drG0ljDYrj38Nf1SUtrVcHSosTCc1d28vrdy3FcN2NO21X2woJBFAjCNasEYxEUSS5BagcsnkCDbjdjNa4gZLhsJdAz40FMtjiV4oTax8R0JNXiCA6sYPtdBnFAwIWeuZ/y1Ruf5uLqW/jS9Y/zF9/67wEPY4xhbZLgTPS+FrVkPTjewAAvuCEqe3e2R5uzTKXnRjjEmBQOmfKAzBI08iAKlzwnIGas+WN5pCjhM/qKT0m5Gnr36/1zvKNZ5dKwQ+Ov8UdH76cZZvRrD6DIUh1iR0wO38C4BURBuun3ObP7DG1j2D39wVy/qoq4uud2em3M7qzn7NqYV29Puba3oPce54Xeuhib7jgnE1bt6awgiSjYSMrvGpwwyshNwtynedC58Aht9K5kT5YIC+MwqBLbG8+aWDbMiNXmrM7x+JTmrvV7qCDn8aMNVrqOFdPmos7rrmPMiBkdIPxAe17pojWc9tsY3xNMy07zVk7PLtE2KgD5tc08F4bwZjpWvjKZt6yxhLZ4kyetjeUXSg5gaAxrdk3BxEV4mz3LmplxSfYj0kTLCC0SHHzgLW7CoqXyYKnCf/uMoTUt4yMM+iRjwdHWmiaHNx3Nd0htKZoglqUgaGh2UbjKq8QxiVEpJO37eegIveZadM3A9kOnmcuMkddyDQZhMjbM+54gjpFdy7rTsLlFCJ7RRlkbmigWVEVoRUjpW8lsQ+d8xbM0XzAp+EisdzW6MyMh6lIk9bIxmssbrOHKAw2taUhWYmcVVbBxgliDDUrLGg++NdjoIj3YsjQxF0v7KEzXLN2a5dxthxV97mLVMFkERkOgdRAMNN4DhmEE/WrD+qFnf2vE6rkzGGMJswNGTYuZHqLFkgOtaD6YjSGJawcaGmhEi8SvL4SD02N8q7XVNnd62iGGwgc4XG9YWXhWFoHFCDadKlkmKEriZKFhkOMB3MLzY5/eZXMqSGORQWgHWD8IjHtBVgzGBdpBaKcDlgUzP9D90lcY0zD58f8lbTgACazffhLrZtjQI6ZlfecZwv/jF5DG0v8bf5XRuUfZevkZpj/wLzHb2sIEx3kOcSwL3vbaFVb/u/8a0/fIaMTk13+R7t//67Tf+gajL3+e8L/9z9noRhx2jkfOrXFzf8HZ3tENDhe9Jum41e5LA9lbusaEuXT04iOQQ6IFCRM5Rj7EHCiDAmNEUysNkmHHs2GWRCfV2Csp4kE8w3iDrttm3+9w3Q/8iD3HyshiQ2BjpCFjTX9AM+wrYuPegmcf/rdw0Ro7651668THyB+TQ7WTx+qkNsZqEfTYzwKDVJQ1HaYCgnTimDQNc+8jpFhEajXC0KzjsPR0BGliiopHjCqfYooxNyBcsBtc9nvZiDw6YkRK7b3tBQLCK247Frgu9G3FtHTiY5UsE5Ful+U5AQ6p8okBK0nJtSrnSEAkzoKk4HddJyHgBT7WX+LRxvPx/gUenc75S68/xvjM+zl77Ytsjn6IGxvrjJomp4XUZVfupa1PWi2zEiwHiwHvBS8+K1kg7Mjinpn/fStZ/+q/+q/y4Q9/mNOnTy+9v7+/z1/5K3+Fz3zmM/d7y++LlnJhMuwwBjtaJwT4xOJ5HD1Ph11+MGhOyemVBr/a0ix2YbSGb9dZXdwgiPC2Vz/M7sP/Di4I86HLuTCPmjXq8BI42ZNVmmHdTtgOM0WBMWqA3DLr3AiHWucHzwhFb/F2RBN6ReZiEi0JFmugFY8X6JzHN6owOPE40VAbrTVzvDJ4tDXG0mB5Z3sOL4HLfheoLErxdRCfATPUEu8JptG4YztSa5Udx4RGoYllvxKKnh7yVFw3EdKojIlHgnrM8B3BBHYPX+bF+Ss40/LUtav8OwvL6Suf4/z6n+b24YO4fsE7HzxLY82bIscdbRoGGpmAwNB3VSHVN7+XNYaHmy1OmRV2wkxrgxjNwTFSwvAEYWQajVOHaMOLozfpWVFhBiS62EVEK82blr49BWGbcZNiMgdM6PMMjqaXcaEDu44PPbeufJJr43VOrVxku7vB9fnrXFh5+OgMYCUm2xsdD8C7Ysz5cS1Z926EQzLIhUmnwNCLpzWN5hnqFcxHa4xMi+87fYYIYgzDZIvQp9h/j2smGo9OYB48bzRqcQtiaPt9LUIcQ+RSDsPK/iuM57cYVs5qzoJ43P5Ag2d364Mxzl2gVUPH/eyRh0+vltobolCxIUSvaQjMuo7zZpULYc6CEa0pUBP6i1qA54Nn1Lb84OqDeBGeWdyM10XGGZnBabsaFWU1UDiBcQy7PM2EtyA0tAwxHETsCIIqbJpArwzZJIHejgDPO5strO95xh7SGmKtngFrwfu5esTwbBxewoYOsRqO1PoZo9kOwY4jMuabe7IaY9lgxJa905hjjGHSGurU4vfJRQyGjoG+FyamZdVYGjExhFWNTtYo4M9EPKcZcygB324i5kDzFe9q/Tz5Mw0dDEtKVQoX0m8WxSr9lQRLvSCF4WRnll4bBVHJ4EFFIKut3uJ7+iZa1t1+tPALO90Neq808czorYBh3DZa6y6hCi5PLhnRCw0ZHCKQj4lFWBdDYHWUBLIoNMX7JKV198KEo80Aa2bEXJYzZtVqb5iYlpn0uR+7pwyrC8F4CLYYOIbWMO6E6+cbGgtrfWWgk/KwW+eUVo7sCCSws2l56IbL9zABMIJrDPNVix+NmI2Fvr/Nhlswdj0ynyIXH+B2f4NTewvGMVdz3HkaJ0yGoDW6AqyPGlacZ/+UegJDC9sPrGAENnZ6Gqc5Oa0YghNWnWFl5lnEMMS1mTAehN3TI7b2BgXa6AyTuadfNdgBVmaBbmwZDYJvBBMC4y7Qjxzb3tPZwP+HvD8PtizJ6zvBz8/dz3KXt0a8iMjIvbJyqax9obZGIIEWKBYhDQghsbQYjY3NDEioZjFJhpDU1taYTCPAhDTQaGTWppFoMZJaCCEJgWqABgooUKEqqrK23DMjM9a33XfvPZu7zx8/P+feFxmZGVEs0/R4WdaLd9+5Z/Hjy2/5/r5fV7fsmYJ49Qiza4liMO1c177Y4WPO6MmP0sxephvvUvzkP+eRoPew93M/xQvf+F+zfb7jbPcFZufeQ+c2CJ96jva9HyD/j/8WQkCWc/AF7hO/SdzYJPvln0d8h1kuuffqc5T/5Meg63j5u/4W9WxB3rTkI2EiOXXPOnjTEjrOHVXrucgWmdOZ9FS8pgHEuBptPXNxjAqBDTEwkgyfAqyeOAjoruyO3nFJAT1xtFmJDx0hqgSORE+L51e6y8S6Q6Lng6HEhJazT/9rEMF0FZuu5Y3ZNZ7xug+2XgNYEjpmJq5daTUvXrtF3pSd52V/zGFYnnJPukT0EKLS2fefN9Iz9RrqVMtsrKOlpG1Pkn1k6TpPdCElwle1/iEGts2IbfMq2cq11jtfHYELssHVeJLOoUG9JtYKXYRUo0V6Fwxr7801Wya0RNF6rAjUbpPYHeCV53pgRgzRp/cf+bi/ytNVxQkNV+sr5IuXqKb34KoDHuEJPnO14HByP4UJRMlWJFN30CLQeCVICykwfZLEyIlKMna77Y6drF/4hV+gaZpXfF5VFb/0S790p6f7A9NiFKQNRCcELCF4xotIGCnbV4yeI3/Cx6qn+bVwgy83Z3lnYzC+IrhSCTHaOdY3+LCFM0LTBXWykmEzEUt301zcMiM25ZUb1Xo7bzbYM5o1iCmTMTUFV+VEYYmoYRVE8CnV3oknA2o3TkWSDaA6ASF4ltHRCoPYXGdGKF0xr6hReK02kkxTy2m/Hoomh1osLbBcxIYQA60EorEs3ZgQKq2vEqETEuW8Ll7L2BJjoJOcGJfE3ukSnZDSLVFBZmXciyHiTeA3Lv8HuuZJRpJznZJ5s8Oo2Obx+a/y4uEmm/VVlnf/74DbXRhXbaPIOK4a7tudsGg65nX9CsjQ7bSpKZiags+3WtheSkad6mfWdY3q2IEtcQljvcArHDuGlGNQ9knR1BLEjiWRxtiktRYxPb+qrxUimqJIIdU1+Rgwy+t4u03XXIVsm7reZ3b0Wf5L6Hhg+ii/fPnfMcQHQ+DBMIZie3geK6/Pr7NrxuyHBS4VYVvpq/r0WTtZ1eW1KUoZiLiIjutU6Bz6DB1rOO8Y8BJpbEloa1TQs8WFFumWfCRcY6tb8rZsA9MtcfUBPhsTO0tWHzKSKY2P7N34GNOjz9Pm27i9hynLx1g2XxzZT+MDl4+XdGlidNFTNQ3Wd2kjXAV5C2dTJBfaLoAzLGrPuLBkAndlU2y0PNnt66skJmKGPgOo0d4uQcb2ZMRefgZXXee0JlNytFDMu7Y+zByJGIxvAP1bIDISozTR0ScCoE6dGARCwHUq0hBNxqi+RhFnBDtKmZjXbvfabUaSvWpk9VatH2sjcqJ0uDSHLSQ6aOjyDWWWbDW6XzWJJt9olsy8TuTztVYFhQ6uQwz7LJY6RhFJWSQFOcVTRyZ03hpMSANJ6wDD9ffRf7ZmzoUWdY4hdpW6n8bShgYrTo0gp2vn0neM3dYt1zl/8V5kudIOtEZoehblZKCuf0sNyVXnzHZS5P6mc892crI6KPwTc2ptiKhD2v+7/7kshelcx6kJq7/NJwbbBbxZc7MHI3x1Bi+a/euhmlHg2oWc7RstEiLBKhlFmwESaHKNxwdf0xSG4iQQRo6TrMMby34xoggtxnvGR1rHlzcB0yVtNa+BiVPPLsosWU0d04OAsSrBYSKUS81CTbxXx7GLHE8tVSm0LuPMfsd8bCiqQJcrpFAzaFqLlleRTsAEUed26WEkuDrSZZ7jf/0rPPNVZ3jnxzvs+x5DzuWEz71I9csvajChanGyD3XLOMtosk3yes5D/+9/wOKdb4bzNaOf/yTh2cs0cQf7+Sewn3tCae6bRnXGQB2sugbfMflb/1d97KAB0Md+4HvJq5f4unCEFcPB3S/zS1+pdbmKrpBT8KsysyybjhC0T99gzvIiB2lV78dgIBdLgx8yUv2+aEUzw60ozNnHwCIVL/TZF4DOWDyCNyry3YaGTBwhtPyiXCOvj2gJfCDeR2MLjv0JW5P7MN2CHZaMjj9Bfe8buXZSU7eeNigdxFK0eh3AWWHkXtvU9tkUk9bcu+wmd1mFVn+6vUwEHnHn+Fx3FR+V1MwatcVqNyKECu89dWzpJOJE4eW1QBYCHksXlYFv1c+rTNadtr7c4UpQuGQksmcm7EfhhAVjbGJ97CV+4go+mJAuw7+NIHjmohIfXgxNtkHhfbJHknR0srE9VktHfK19EeZcqi7B8iX+dfUJ3pMF3r5oeaa7wcbh5/jsvd/EmY3pK8WRX6fdvT2iTeyfdRd47kiFkjvv073fHrMg3IGT9clPfnL49xNPPMHly5eH3733/MzP/Ax33333bV/4D1r74//iBqaAz78p49yx4+wLM0yEj/yZbVxXs9iY0ATDL3QvUceOT0XDPSHjt8M+b3WO7biFPbpGPDxh5Bsemj7L0ZWnmU6nTLuKBRXEjJu38Lvt1vBv8WnjvWnA9NBBgLHkQ4pWJKGeoiH4iBebIjxJ6DbqoH4pVTx5U1KL4P2MBk9no2a6xNDkU/ALHnF7qejxzlq/6TkM22bEJX/EhhRJ2ydy3mzyvD9IVKBxoAztYQF9oWEkYqwQTKCxJbVs0MYFvfixwgRbYtTocQwtPrbEaDWi0c05jg0ZhqZb8GtdTbWouei2+Hw45BvNPRSXfpFi9hzV5gMcXfyy237Gi9slF2JJjJFLhzXm4BOc1EsK4zgrr8Rhv17LEuToAbvLZ7orOCyPZXu80B3SobogDR6Mw4ROYQSptxeiC5gXo3H0qO+yAkK0eNFS1BBSkWlU2mZPn7JXaIGPHTF2RF9RxyVucRlfX+flax/l+uwJntt8hOdnnwVRt+duydmWdsiO3G7rN5Yn2n5diSkDp5G6EUUaBwoRqWgxyeRs8i1CVGCIt0Wik2/obEFHR/AtKoicSDAIvBAX/Bu5wv1Nyyc5IA8nvL27i6xb4kNFVR8w9g3Z8grn8y2acodw/BSbi+fICo89aQkX30XX1hpBMLfvCACc3yi5clwpzE2g9YGWVtmgjNYZdT5QuNMU550ITat1g5kzZFa4kG0QAjyJOlkbFEylYGpyDsKCDVvwXLefGKECTTYmiiWYIoVNTre22CWr94m9Pkq+hWuOiRJpy12yap8owsOMyGKmArkpo2gSA5PEhnEEJND5Ci8gIUuZrSyJfr5227xF9upO2rjXQ/EKFetQ4z5Yjdo2LmLCCQaoR+cpTrrkhOn6dqv6oTs3SXQe91T5TuwQeFmtijdBsSMJ5qnIhDZlC1dCz8n9jnEggFk5XBrZJ833mJzdYARj1Hs/aq4hGHzsKO2YGJXxrFiPZhcFsTgd3HNGMGIGhlZjhWW7ks5gzbHo+/Dm1haWttC50pOH9E5ijh0c6mzY0QBjtbA/Jrc0QlUIbSZcPbuC1M4m2j+1M0ros9aXfWbSp+/H9HcJsH/OQlTK7CxGQBn4BEObCZcvlGTOIkH3GZvOG9HaKhNQxzFl1JWE49Yjpc0Ni82MemRpHCxN4MJ1z3wkeCdM5vqcJ+PkSjiYTWS4jviA9UJdahbPpoSwS9DFrBJsB+VSKOrAjIaq9ez+uxfxtaN++dc42MjYWHjCUaMBuMpjjCcsPPk44MIhsqwpMs/oN36TVlpil95tMcY98UmVu1gu1KkiqodtHXJ8CC5DFnNiOUK8h3rJ2GX4rsUayH3g/POLQRi7yFKt4E0pLWdX9c3KRKgszEZW8PeH3R4CXPJHnKQa8ICS2Phk60iC2S9ji7clrZ3ixeBtTpupk6KOV6AlkoWaOpvSdDOs72jF8Pfjk9j6Jaqw4DvLC+zUR/hQIaHhvqv/iezcl3O9imqEx0DNqsbpdlAs3k3w7tY6nV30A6rBo9kyZ5L8hghRHB0ty1gTJFPGRgN1yDCZoe2E/bCkEKNaYaEmiOGMKVjIHedZhtY/VZcC5feYbT4jR4SoWqlXwwmdWGJUduSY0GCg87VCeQgam2ONxyYocAAaUxDDfKit9vhk2ylhTSdWIZ4x8s8Xn2R07ToHLMiaS7w5K3k4PMthts8HDn+KfJZxI/8aonH4fPNVnuZ02yhXiYSXj5bMm5YQIwfLmjzZSLebH7vtHn7HO94x0B9+xVd8xSv+PhqN+OEf/uHbPd0X3f7hP/yH/N2/+3e5fPkyb3/72/nhH/5h3vve977q8f/iX/wL/sbf+Bs8++yzPPzww/ydv/N3+NCHPnTH1zUBRlXgrZ9sGNeeyqma/R//iUM8Hb/9dsOLbytZho7xUcvJZMk/yZ6hqzvO/uw12P84bbdg2hpGeUn5c7/JXvS0Ivw5PyNY4Zl3l7z4yCZdptCAN/7WAdEIT791mweeOOL+zxwB8PRbt/nce3aZHrTsvbTgmTdvYTsd8iNx1IsFZgLnr3YEA1fPOhrXb6AaQXh7nPBfoicXuEjBpbjAZ2M8LdFOmPuc1h/jraV1k6E25lWjyjGSV4FmdOu/9xPyot1KeN2YsNQKndowBXhdUDyBnjC/Z6npjAXfsaAFsdS0iNHMToiGeWzwtqBx23T1y3S2JPglITS0tNT5Nl17SOdr6tjhJdL5is9Fz/VuwZPhgOux5h4D06snbITIpfkTvP/oKartR1jsPKZZSTuiK3dv+Ywigk1R6so8x3+Y/QrjsGRsR4xidscG2r12h2VslU1Ncs6aVT1KJHKv22E/LDgKS4rYiwWCiZ5GNBq7MA5HkkKOgYUEEIO1hi5mXAtLghhl8sGrhHX04BcEPF1oU0SpwYeK0B7hY4cPFYuTp2kRqpOnGZXneKyzjKylZyL8YtqD7gwnoeZaMn7vszt0eHbMeMjs+eR0G5sTMFRRI5RHodKspxvho8OL4K0j+IYQexIQ1bn7l/Ey12hZ+Osp6ib8RPVpCnFk5ZQnmyf4P/mHKEKHa2Z0dsx4vMNOXdOJygS42HD3U/+MavNBmslFllsPJcckJtjXq7cz04JF4wknkY18QhZ3mdXPUQRPm+2QZzbVJp829Atn6LzQdJ5lI2Sj1RLe11/tygQjqkG1Z6dD/2xIyTw27KRx1K1lG9dbTAxXEvs6pzw9kyWKS47WDUb0lOYBoorEkhiYJHpEDGJ0PC5DwNIMxr/pNMP/+9VyhHn0pwJErpwwbwuIYNN9AVRjx1hOU7SDOgX+DsZ2T1yzztqVi8MSqJLYbI6lpSfLsLR0iPRMhdpCjGrYG4UK9sQXetIBcKi/Sv8cvTGjRdvEjhh0bmsyNCPGwI36ZUzUYMv26CJGFO5b2FfCh7LEwxyj6gGKqMAzkd/RnBeUwXG9v28mF1lsZBogKLW/tH9XLQJihaNNrTDOMLR4gpjUr5ppHVTuYmRZwnSm/RlkLT+YnieK1r4GtC7VpTWV3t0VYTnNmB41w/4bRf872XoVtIcI9bgPXqihfLCX4w20oWPzRKgmic0jGZzBJPglel8S4Xgj48w1DVBGxZsqxb2PKgAtgf2zjo3DjqwOjOvATDy1tHB1QdFZpPZ0JmK90B1r4EZOOkJuMZVHfAvjkWZHfSQ6h6suE22uNV3LBrrk5TULfIgr56ppkKbWv3UtsMSFmqnRfu0kYNuIHTuMCE0/TtdaZk0ibNEglDOWJrZDJiuic8yK4X63yzV/wtVwMsw7JHK3O8MLcZECln5wSpaxJhjN7Pacvp5IbXMyHNE45rYgNyWtX3LF5Jz3Hfux5X84+Sg7bc1+rPjGxQa79QHF7As8cva9vLT/Wwo3FMhgIIX4YtsDdnetrklLQR60ZziJDdfDfIDFNraA4JmYgnlsqaTljBtzHCsaG1QjMwSafJsqRLLQcpER0W28ypVfvz3uztMReNkfUyRXIticBssDdqpOVgp+V7TUeArNE7DAp/3YIGJpCYgRMmOYtzofg1i1QexI7RDlP9aaYlpCVHvlOFa45ogmBq77E/57/0nu82f5bPMyXxIPeI/dY+fZn2bpF4xMSb39CMvthzUIZXO6Yuc1n/P8Rkn9krJGtm3NmF40+fayY7ftZD3zzDPEGHnDG97Axz72Mfb2VoWQeZ5z7tw5rL2zaO6dtp/4iZ/gwx/+MD/6oz/K+973Pn7oh36IP/En/gSf+9znOHfu3CuO/+hHP8q3fMu38P3f//187dd+LT/+4z/ON3zDN/Dxj3+ct7zlLXd07XLuGSe4Qea9RlQQZBlYlMI7//OMN312jmk6TDBYqemMYDrPtIam0WWhbiIUDaaNBGcQ59hqW6I1PP5rJzz2G88qlW1cCTPe+/ljjI+Uc49rA4/+533OPb9gethgQuSxj93QAxMER6NtcyRGOok6M2Pk337lmGfvsjx6zcEZRyae6AMXr8PZay13He1z8em5PiOWLmrM1ciST75ryot7lnzXEwWmRy3nnp9z9d4xiPC+f//SEMn7tQ9dpB5ZHvrtQxYbDhDOjUqakcOaJeOjhpM3jDnbjji2S7zRReQN7gzPdDeIwDw0w2J5t93ipe6QaHLarsV5R2U8Z90oEXMIV5xm6eZ0KsJsC1oZcSgFdYTYCcWio3PH1NHjQ0sbl1RYFr6jlIxlqPhYuMyyfZ6NaLkhnsvdIVuLJzh7bYfnuwP+sL1Iu/dO2vMfwDcHTLItgruFQZK11LHBDnT2DHokt9ucGDYSVPRBt3LsepPKINxttzgMSzq0ng4MrS2YG42CnzVam7cUr3UHRO5ym8rNYjIORQ2vJnjAM3dTYldz6Bd0xigpS2xZGA0INH5BjIHW1yzjklDt04YaW98gizmYYhBf/mLaSDJGNuM4KcpvmNPR9ICKdM9jwwv+EBDmUcdKQ0iU5HHQnglE6mxCm2quLGqozIEbtJTRUpsMFxqe5YQuQhYjR7Hmn4ZnCdmYbw9n+en6M1zpPs+flYJjf8hZNmk++2PkiyMgMrnxKTazKYihnlzk4N4/qgLP9tUzevfsjLjUljxdGc5NNpm1HYU1FJnVyPurDBdnhYCh85HjZUfhDJk1PGjO4IwQOk5FhfsMiBXDo+6V6+StWlfsDA4TCF2+RejphcUpFTQRVx8kZ0xH+Yr+XLMbXbED0TNqTvDGgA9rztvvj5MVxXE3OZt255TTakRw1mKMZgddXxUPr3CwQOebuQPo4khWgRVZO6PFDOyDTqwW9qPvp4npXZmMlD5gTEaVwI4rtlIhiAZPeoFptbUTVJAwQE6BBCPs5T1aCOrwel8ruUMMHFSXlVwkBgo70v3NZIzcBCM23WOWiIEMVecHWvbIF+9k9f3zWq0b69jLUCHUHjqdDU6qPn8mdiDOEQQfdR3txVlHCMt0xydjw2wsrCt2+RiQvu4trkgT8JqdMGIwib4ahGZk2S9LXBvpMmH3SoVEob0F4cfNzWLUubSihpiF4zNCcEIuCQ4OGA9lo7DIXszYO3jpQgYhcPFa4HgizCeWnVnkeGToRtpfy8JTNkqUAZFMAlkdORlFql0DnRKI4ITooVx6itrTjA0b85bWBLImYCNgW2VJpBr6RDZGxPEIqRvsyT7sbhP3Z+r8twqJjGJVZNgHiladwuAimx1UaU/MjOFWU6twKaschHNhgzyHQjImUnDebJyCm+7ZKWfMhEDkc91VjJ0wdZu4VnVKnVhcqo+cpexVF5VEQmucPY0InckRApUEWhEqm9PGjip21AQO/QmEhpep+cmT3wBgbiwPnzzBs82MUfCcOEeIgQfcDl7iKx/sNttkDRFyt91iHhsmpmAcczak4HKYcY/dpokdL/gDNiSjiZ5laNmzU458RYNnA8uMjhqhkcgcD6+xN91OExEyLPe5dSdltUY9lOy5gLKuXrBbVOGQY1fgxdHElprIBTPlapjRE+pYC5XmFOl8Q2Nyaq+VZ/N8TNMcUEdPk01YSk7THlH5uULjQ8W12NL5ihtUfKJ6lv/Ms7zB38vTzcs8bnfZq5/jof1P8Lw/5B5GuHs/RLXzCETdz4IbnbLpjBF2phCOI3Uz130daM3tlc1IvF0ewv8FtPe97318yZd8Cf/gH/wDAEII3HvvvXz3d383f/Wv/tVXHP/N3/zNzOdzfvqnf3r47P3vfz/veMc7+NEf/dFbXqOua+q6Hn4/Pj7m3nvv5Rff8ggjZwkGlmPLdKZ46ijgLXhrqErBdoGyAW8Vg501ERsix5taLBwzx9Zhx2IkTE9WG5OgzFjemUSfDMHogmtbxX0bHzk6U7C537DYzCjnnV7fKTYdSFTJGpbrnR6ALhO63NDlRiNdwNx4bBeYeEMXOozXYlx8IDgVlGxzNYzaXCDTRSqKPmd/j1GUYSmrNFJUTazS7DZBGaC8skzZLgzXjwmj3hktZl7ujJgeNtQusn/XmGorRy7ts7GMnFlafPC4IFTSYT0UNqNGlds7IlJmhKalGhk2lroFKmFEIuEIIE1LmxtmG0LpBbfoEGOJwZOJoSGQRRUpbKeWWRbZXggv3pVRnxsx8zXbYjncGLFZG1jW7LY5kyZn68aSYhYoxBLEMN92VDeu4rrIbz824lydM521HJ4riQLb12rKecdy6qgmjqa0VGPL5KhlMms52copF7rJHu4V5FVgueGY7jccZC2XNjru9xvMdwtOskh9cEBddJTjbSbecbk+pGgi92S71EdHhKYmayL52W3GL8+ZjYVLu3BPmHIlq1i4jrzTQmppPa2J7GZTwnLBfh6oS0cxKcgWDVW1IDMWGyHPx1yTOVsnwkVbsNwqkejo8oKmsFqfk963CSogquMGiqWnzXWcuTZFqQvD6KSjzdSIDLnBWwMCR/UJh2HBw3GXrrBc72Y0iyVNLqrlZDRyuBEcR1azlTHVW/jgKbA466iiZ1FE7g1jrskCEUeMAdcFOitMzYhZtc9edByYjAfMNov5ZY5d5KzJmFlhnJXckJYLbcBlIx6KOZfaJW8ozjHNt7jReHZNzpH17MqINgZ2TM6cQGlyjDGQTfnF7hKfrp7lQnmettpnUh0Tig1lEVuDHvXzJZo093xgHhUmZDMlrmmALEITdW0cuySACxz5BTuhUDrq5PUHmzIsfVAnrAI7IRk/PewpihCN/vROBm0iV18nWIvIFILBdZp/6VxOtCBBsF3Ettfx1hJNBKzCNqIdnmm4rl2td8EKnTPK2hbiK2HS6Rjj9afEZDAmNF1Yey4TPCYYvBXVU7Lat/2zWh/5wE9f4uylJfXIvirc7feidag8wVgy6qjGxEgyFilqP05yGIKQix2yYH3rKdBNYjJLJM0aUGDIaWkAQt0NZWFLGTGXPvOiGaC+bsWJ0UJvASMZiKiDLBaJARud6nyJoQ0nEFrcHcKEfyct3RqLqIQ9eRSsyahiO9R71aGjFJdIElTSoAotCBTYgQVNEBChjFCr67rS7yKmGjIF12ZiVdbEvBLeT4xkTRggkb8bz2h8xJ3UHG8IZ04M+5OowtEkzaIotKJB3x4S3Gdsu+jZOYlUuaHOYeskcjwBMSaxOiqszaKyLZ6ISxCy8axjuggsJmr3bBwrRX0UhVnOty2uyHRtJ8kpGItbNNgOuulIBZ/zEgy0fsnV0DBuhKyL/OI33seNC+VQ9tkHI0/9vvbvygeyNM/bGMnMWujiptfQMxSKNbzYHTALFQ+7c7wUjgkxsCsjRcUAN8ICixKuLGPLhJwgkSq2TE1BFwNN7NjtGmaxozCOUsZcMS17ZgpEZu0BF2PGMnhuWGisxUbLY9m54RmGJmrfxbV7Hn5Ptl80N/0b7fPh3xonGI4LIfC5cI0H3S4+Rl7o9rnHbrOk44afcV8wzLMJc19T2AyDcMFs6Lu8+V5Cb0eSSGFO//3U4Oy7P53jMCxZxIa7zRZRYOEbMjFkfeA1wqe7ywhwv91lQkYADlkmDdWKk9BQiKNWsD8+eMYx0hpLG7UqewNHbZzO+3ZBLhkLI0x8x6F4zkfHDfGciZYbdNxtN7kcTtiTEccCd1FwLS7ZixnLbMS92S7X/IK7cEzcBtPyPFX0bGWbgOGX5k/w7OI5nAdLg3eO6qTh3/8ff52joyM2N18dhnhbTtZP/dRP8dVf/dVkWcZP/dRPveaxX//1X/96p/uiWtM0jMdj/uW//Jd8wzd8w/D5d3zHd3B4eMi/+Tf/5hXfue+++/jwhz/M93zP9wyf/c2/+Tf5yZ/8ST7xiU/c8jp/62/9Lf723/7br/j8377vMfJtje4tY8s4OnrQhmkCWd2xsYSjsbAcCXsHgeOxUBVCZ9NYvCXGXxfwcbBkXSSrI01hCFYhg4Nuy8jSlEm3JER2r1ZEI0qRm3bCNldmoHKp2aY2t9SlwQSYzNrV5Fm/eoj4Qp/lpIjKUBgjpu6wYijqQDWylEuFBeikvPWQqcYO16ixumr9CrP+c+0+kjHknah2iawtMD5iYn+90ytVTDUgQbTewmcKc+kLjlvRzaenCxYfVGtFIk0miE+kCcacOg+oAyBBWe7UiU3XCwoRicQh6m0AQvoZSYZgxETRCJYRfIJu9QuRMrbpxWyn9+yt4DPB9LCTpBgq/bOy6vfY919v+BqBAF6Cbp4KXB6c9Yiy1xlrkRDxRjffTBzRaSFsk/Qu+uXApr7ovDKtWecUUtM2+rsYRKDzHjHJOR/uSTMxatCuvzOF3Z4aP/GmEdLbyHH1jKfGC5wyuPuAgb43vYcmtHiBwjgIcTA6GrSuRUQQY3BRWNKBqJEhcVW309NYZSmzoBFuHbA9+6FKQCuVfh8JNQg29oxLavzYBMEykMZZ79zo+ZroGSXDRmIkWDc877DJrc+guN6fvaykNrOeAVulUdI44PQ4MrJ+yGnDZu39rL+gyMopO3VAXN1Xf3w0DM5YTBfo2fHoWQv7+RDiqQ2b/m8mCcX2j3MLg2V9sz/FCrh27M1r1s3XBA0UTQ8a9s+Xt1yrfy9bvw9EtB41FzfApTU7o2Lkeaqr7Y9XW0j3JKWKVsfBisGJYx5bSlEalEVsydK4rPBkyY1ohsxPn5XStj6MemM2olT6xJgcOR1vAShixJjXJmn6vWixvy90PC9iw0j06ZTKu69nWf17GDKh0/UqncuglPhOHJm4IUteRP1WRWCcIE7xDrKav5vP2Cb2u5FkBFQIthSn0fVUv9P0axFmKNJ3WCWBgtRX8fS7TvTeq3d9+rgB9hoTeYEoDZUZSFAS87AoBXA/poYsN0IjQhkdG0ftClL5anP6Fn8LegNAQobc6rjTA5eY1vU+gFDFNvWd1gqV4hDROVRgEy28jpMm9adJ67RNp/fD5Vbzdr0VkhGiyuq8ot20Zg33eqtjbn6e1+mfVT/FAQlUxY5RQtQ0+NP1jq92zVe7zq2OgdPPcxvv5NRxwz0r0VqMgbFosKaio8BqTRfou0prGel3EwPLmOwUseQx6aummrVMnLJHSpJYSGuWjxqI0sCCrH4XDTz1+3sgYiMorkCh3JWBedvxZ37hM6/rZN0WrucbvuEbuHz5MufOnTvl4NzcRATvv3j86Wu169ev473n/Pnzpz4/f/48n/3sZ2/5ncuXL9/y+HXSjpvbX/trf40Pf/jDw+99JmvzJFBNPN4IRiJu3iirUUQzUgKNE0ZVYGOu2a2NeWRrBrMNw3zUL5FClqAFeRMxPtBl+r3RQkkm+gwGqJ6LZoU8J2Q0I8fkuKXNrep1NGEwYFwbBkOICHnlKZY6+EIy4rtCMwcRaGzENJ7SRyCocGNU7Kk3gg2Bzhlc5WkyIbiVOGWPQe+jHBKhqPTd12OHJMHFYDTS7DMZMmMmycjH5Fx5K/jcYNswROwRaNuGLBryaCBl8hoTyDzgtJi8MToRKJzCK4LSmzfJkbFRNw3bCnkTaApDkykTk4Q4RLYxw9pNECGLQitKm9pYcMZQS6AIwrwU8miRpmPUqQFt0UylGN14bFRyETGGWiKFcckBPL1W2U43KW8Fn4QYgRUT1trY7I1YL5FKvDr6InSZIK1XnYpSjYuldORtxNkM6pYuRDJjBmejQw3yQUiQSCtaXNxHbR2GJkAnWuQumWVuAlnlsSFQYGiMpXaRUQ2laKbUdroVNSPNVLgmaLbVBx03EdrCkNWnIUY+0z7IK6/jpdUHbko9j2k8wXcr/HcyQvusg2sCMTOE1hEI1AaqwuAaNaB9ZjEYYghUeWSnyzh2UDQqKNrZiLcGax1N7Ci9cOBgt1J2tkAklJZGPNPOsCRQGMMiN4yiYOaR6CytM9gq0pQWaT3eGFyE2EV86WitEJ3BtQp9OjItfiC96TDeElOmxTvN/EoaI73TXc47aifDOPGZGXR7+oyTTZkeCRo4yFN/d+nYzskwn/uskESGzBAxDk6xd2aoN4kiZE3Q61ADjmAtWROGrGWXG8p5N7xTE5phYYoStc5LGKKz0jvfaV0IKXgQjZDVnmBlyIam5W3I8PUZ+2igc32o9/S8yWrVYVKtpZjYNfUaes8aufdW+zu43z8nK7IKcqgsQyBDDWY1Dm0SOVZ4XJ1qWl3aT5yoISAxKnkKSmRhotZN1aHFimpKad1mMtbT6tIb0kE0QBATsYBNNXcBpWjuDUm7RjMvUbMnKhTqvwhKpN958ykTqIEKfW9KCmBSv+pndTI2QwzUeMY4QoJZq0El2IH1tsOg8hiBSI1qEQkQEK3h+/0aIjEqXNEGJt4S7MqA9mnv6ceHpH/3DlGLJ+/QwJpRSGyXXlIfICKt9wo9jVhRp1M6z9Y8cDK1dCYyrsLwzDYE2iJliwe3LAlvhIBEQzQGkYhJOVWfyFt6Tb1ohJPtW0Oubs6u9N0Q134xRm55XP9Z/7OOnip4tkxORUcbI1Wqr2xxw/13aYyb9Bw6B5IGZIIb+uARIsZkdDEoIYWICgIHzXl2RoYg3HZyFm6ZMVoLlt18zzf/fLXj11sb1YGKRE5CzcTktASqGJhgiGJYhsDYuAR9llP30p+3v8ZrtXUE5Pr9xKgEIr2T+mr32REYkZ1yuAKRCqELnspobfMiKOGZQW0AC+RiqKJNjj+MAywxBGV5S+Q1QoNJgc7ACNXxysTQxshYDMsYKDG0AgWORjxFFDoRfdcxYEVtmRgDSzpC9ErCIsKiuYV3e4t2W05WWOOZD18E5/wfpFYUBUXxymhclxl291uNzIpowWhItKylwTuhHhti8OStgDF0RnU0JlVkcxYJ4nUTS9HZYJJR7tXjriYG7xzBmlNQFokR16rg4fSopSksJ9sZeWI06jJzKqLfZ356w0yNFuFw2/L8Ixu8+TcP2L+75KOPWu57ZsmbL3m6qsVIRggKg7RpQekMutBYXYranRFtYdm5Up2CI0pUrHgPXzzZztjYb4aMzM2R4UsPjCmrQF0t+fW3ZoweuhdXeZ6I1yjyQvUu9o9pnfCu/QmL/X1G3nDxpZomt5SSUbnIwZmCL2zX7J/L6Kyw22V0dctZCpaLOZPW8PI2vPs5w9alI67cv8nH3tjwYFPSHC4YTTJmXctkvMFhM2fXFmSHFW6c89xG4GKcUo0yNtyUG+GE97KFKfcodt/GsrrKg9NHmY/uZUJJ13VMyl2iCJ8//gQf/cI/xBE4yAx7skEOSG8Epj5xdaLwzlcO7K36a7290B1Q0XG/3SEXx7PdPks/ZzvkVG6Eh4Gs9lF3juf9AVl7wpLAREqKbBMrhpf8EZtSchzmnPWBGwa27AYzPyePgYWx3OUDV2iYZlssQ82ebHPZzzhvxlwJC+4rzvN8fRVnSx4OBcYVQBwY3L7YNgtKf7+zxnj2he4aEXijPYsAT3RXkiEkQ22LQdizE05ig0vF7wVWo5SSYaPH+wZnMryvKWJGlY2R0DLxLY1Yinybw/oq91FykE/4luJR/sPJx5kbxwd8wSKbspmf5YW44IMNzIttHugiLzrYy86QmZwb93wFzld0xS7G1wSbUx4/w3z3LUTjML6iK3b4tWv/iV++/O+5a3w/Tx9+nAfrmmm+kzI+r95UgDcmxjfBWWHZ+CSirWOqZ9froudz3TXusVts3YYeCoBmUcPrRuvz5TVIhlqwJcYv9f7siCgGn02G44LNMb4l2JJgXarJ+r23VE1osc0xbbn7iuvFqCLPrQ+84fMz3v2RK+qE/S7fQ1+nYNcMuJgcmWZwpuJAUQ1xlVUlBWQw1CkI1hvZgbByqFDR+L5eqUFraQKarbayggLaoa4opjqVQBCLMxYVrFcmwSCWkSkxYjFiyG2Z6rOEugVrDCHCSfMcp3Oqv3etS7WXbTJy6yQb0MYGZ1aSrm30yehTAVebjKU6NlgUeq7OaZei/IIHZVCMnjbJZsT0WT04IBaVLPCvmB9Z5dk4/N3JhnbJ6ZlUkdFRg9mwbJ502AIW27kGFWNkayHMShArlA0sbcRaAwjiO84cqCD9cgTjCmYTaEqN+jdETAxY4wiJNc35jmjg7HUNAJ+71qqblIjPTMpRmeMIe2PIy0TVLkTr4GVlOY1ZhjQ1sXTIxoguLDhaLpguIoup46NffzfHZ24/81m1nmnpMAI3qoqRyXDmletkjJErYcamlIxNzvPdAYvYcNFucT2cMBFlqq1jx9QUXPMzCsnYkIJr4YQtU5Jh2Q8LdsyYDq3b2msbbtAwMWM2QseL4rlHRhADB7HmHhlz4gOXmbPMcmzMeLTYu8WTfHGtiyFBXrPhORs8OZaajqe7G+yZKYHIQVhwzm4wCzWNX3A+wHVjyGWHQ+bY6HlTcTe/2+vv59urdAQeTzTvn2uvMDEF2zIiF0vsFjzNYtiv77KblDie8fucMWOcWOaxHsb2KI5ZCmx2FZVxBFvg22O2KTnJxgoxbA/YNWNO/IJtKbhBy13RcUU853Cc4Nlz21zxM87JiMyNeau7wOe7a7yJKWV5nq17v5pr9TXumV0hjO+iO/clus64KSLCv3v+n/ArL/8sF2KJb68RJFAtgX/z+n3yxVeo/z63s2fPYq3lypUrpz6/cuUKFy5cuOV3Lly4cEfHv1ZbTiypwIfxUqjyNDytobYa+f3Zb9wl35/zh35hyVPvLvnCA2Pe9StHPPiix2EJXcv2AvJxQfBa6OmN40Z3QsgMYgLX7t3g2j1jLjx7wvaVGgSu3jfm3PML2kKdqaa0/M9/+l6+7H96ASI885Yttm7URBGu7gjdyZztfIMLTx7x7DnhY+/foKwiz54DaPlPDxveRs7nXeDZezZ4uTM8G0/YzM+yXMwpl54zy4yXt05ogmEkJbI1ZhEa7l8jYFh3Bjb2a+797IwXHttgtqsLp3itiQF4vjugEMd5u4GPgc92V7lgt7jsDRbhMRE+lx3io0lUrJ6wrYxS/2UzcnLfiOgbtt5e0hjHMmHS74rbPB/22RMtoi3GG1xprzN1Y15uZtwbLcc28uS7drj8lo67irO45hpNXnBlCg/4yNKWFGZMFQ2WnHznDBdjxiLO+MbJe8hsSbf7Fvzh5xjvvJnj8+9jnT1uO/1UhSFtbV2AcZT+GGGMD4ElMO5jvX2t3K2w+7fYnBcJp2wT61kPjaljxzw2FBgcgWVsoGvJTUEU7WeDsOcdlTQcyZLMZ9yVbWJjpPVHGIQtyTmMFVvtnLm0XGDE835BYTYw0XOh63gm1ozyHYgLNqRg33SM7BRj9hnZMZ2x5GKSkO0X11RAOfC8P8AAm1Jo1F7sYCheDTNuhAWCGosjkxOSQZpMCwxCKRptHLcLiC1ZcQZpZlhgIwQu0bAtBbRzjFgmkjFCmERDwPF15gJ53fJgc53x6C0cZmPeMbtKM7qfKI4zD34te0/9K9ryDD5GtrYfYTa9l2AL2vE5blYTbCYr8eaQ9VpqapgeVUtaL1wNFeNUfN9Hpm9uMaqQcZlZNsoMayAE+OzyGkW0nGHj1Pd6bZKT2GCCMJHidTXgsnofiZ5mpEQZ+fIKXb45OM+uOWYlVpyMLl8NzqHxS6IYjK+R6FmSEygZS0ewDtue0Dtmv9fNtHOOYs0L7VUecedOkV8sk0NqRHj5rlV9yKu1V3snt2o9a5nDJPF3mKTI9jLBXUaSJWdq9R0TV4a/CNRBGQf760rsCV4MEhUK27s3BknvIGB7WGqCgPVipsr6mCOhQcRgEkNhmW1hxJIBm/muZn2J2JtonnvtGGeU1r0LCiH84mf96zfxiRnQmoEQQmBgbjPp9yp22gdRszgOm7TGIpY4ZG4MAp2nrKEd9xm7gE2wO83uGJSNQedjJgZvDBGTdAe1Pq1YdEyOW5YTx2jeMQh4v84w6TOYecocLUPDXTci862c42ztGUMgTA3bx57ZxDBaBpYxMqkC0gUmC2FyEpmPDeMatnzg8IzBO9i74WkLIa8i4wrqsWE6D+QzILHshsJimgYJOg+8FVwXcdaSj0pMpqUGOEfodM8XicSqg+sVmJoYIiEfgXQw3lJGwQixGIMPxIM5NtSUhKHe9ijTXhA0MGSMkNvTTlNMNsay6Viahufb67ylPM9zYR8JwuPZ+WE+N7Hjij9hLBn7YcF+nPG4u8As1uRiedEfUoijEMfVcEKMkW1GjFMdYWEcedDshxNDLjbV8HkEy1RyTmLH1E0Yt0v2aHjMbHO3mXDZZby7fJDfOH6el9tPQ1D25Gv+hONY8ZA7+0WN+15k3Irh6e46LYE3ZxeoY8eT3XUEmCZyLJv2zv2wSPDRyEmsmQAvxBrpYLPYwPjINHhMMyfkdy4tc/P7WcZ26MOWgEvr1HPdASKGo1BRSUvjK/LQUdiCPAoxNFyPh2zYKQ7DUViyZ6d4DxumpPUzNiKQlZRYutAyNiMWGEqx1L5mIpFOcgo3pfJLcjdmJ3SUdsLIH3OPbPCgbHDvxiM8V73Ig26XveIC1eaDvKe6Tj25m9l5ZSe/B2jWXIP1Vc+HHMQymtxDdXRE50+GjOfrtdtysv7+3//7t3UygL/0l/7SbR97Jy3Pc9797nfzkY98ZIAshhD4yEc+wnd913fd8jsf+MAH+MhHPnKqJuvnfu7n+MAHPnDH1+9yFcQNVhQSZCKug6ffOmIuDR9/zxnOR+HgroJ/9Wctd8mItzDiiT/sOZc9wOPZQ3T/7pfg8gmdHRHzTaiPCFnBUxcKfvWRmnN7I9ryDADPvnlLLxwiGCGrPHc/dYKEyAuPbNAVlp/5rx9UuI1dreYv+SMW0XG33eLp94dUBB1xGz6l7XXTv0yDI8cgPMmcKBETPaYouOFOcBsRE50qW7vADpblzcbFmrEy2y144oOno1Lr93USa2axZsuUgzG8TCLMJhlmVewokojgWHIWNNiok7Twql0ykpwWKCVj1jVYo8j7vZiz8BUZFblvKf0BjoiVjCIsKOoDnAgm2yBv97FiyUxJ7ht2zIi77AZdEL49e4R8dBfiW77UOpb3fRW1LenKM3DXH+L4NsZKjJFmcYE3ZhdoY81LxNfNTt2qXfdzroQZb84u8IzfZyo597vdBDcUjkPF1XBCJgaLpraFlELvGmobU62Yx+IAwwjhKDTUrcf5mnNScClWiFgQSxYVLGjdBNNVZCZDYoahwIUGZ0cYb7FuxDQKzfReSn8Eo/NcbU8419aM2xnejV/r0V61veAP1BlIhtCT3XU6VCsM1IjcDwscBuuXZBGmxZR5bJiajHmoMTFiY9D3HSMuQWoyDEEchsib4hgBMlPShiU5jm9xDyII3tdcsTkP2nPk4YBgCy66ber2DLP6CvmmxWcT6o37ufHA1+GzMc3kzjQCmy7w7PU5s6pj1sxYoI5xJoa2rgmpVm6Un16iQ3KwnDEUzrBuk1S0VKFlO2pEEBgox3sY0QvhkLNmwjm7oRA+ILyCrECN/FWUXkec6ZYEW5Ivr9JHQOOp2pSY/q3gGxBi6GiCIThHQ844ucbR5MjvgNr4jprANVosLgk1670vm44iJMHdfGMw1kzQKHeeMjZ9a2JHSxgcpddrvWPlJD+1ci4TocX6v/u6qt5ZWNABCjH2EpNOVNR52mcSYgotJCcqJr0arXdTshiFLaEsl6KMhUYMIso+OnYbGFQza6c4Da2/uYWU9Wt80rWyWpdJiImR74trGixqyaWX0F7JEfR/37lWQYSDLcNurcyAPjcDJbsAXYzYzoPLhs9t9DSs6QklxkbEsH2sIsA3xgk2mxAgBnUiwKQaxxwxGUYsIdQp/6dIkXVER7lIkFQRJkctJzuvPU48Kpk+PvQsRkJmBIInnzfIdoJbpV7onCEmIp9ghcmJp1gGhRRnBgKMFxGfG5yH7YMOCZE2F9rC0OSR7daokPkZYdNnhKNa60LrgIxyYh0xpSXmOXFeY8Y5McsxhSN2gWgsfmMLrMO1x5B5wqLR7iwdYesMMjuGXMd7LEsIQbW0RDMxJy7gPEQnVLlBWtUCNEbofDjlZMUYTwVBDuIcKyZle3s4pJJVLWPLs161AI9jpdBP3/CZ8CKZG2tGco3Jc8eMOApLMjG4pKnpMJTdkpwGU+wy6RoKBd9qENOMGHvLV5SPcC/HXPYzHt3+EhyGN+w+ztWdd7H/3E/TXPksNo25q36mtcFfZHvG36COHY9nF5TmPMKnmpfJRHPRFsMs1lhfk8XIPhHEMJWCS+0RubEU0XKCkIuQh071H8VS0dGFZnCQ7rRd93NaPIdhwRvkLIU4JHpcFJrYcRJrxpIR6GusFF3ifMsGkZaI8y37shhqrWKqmRIvGAIijqydk0mGYMl8hcWopl5oKGgobU5pCuYi7JgJ78vOspef44nqOR4p7uOC22S58yhvlfdQT+7mRj59Xdr29XZctSxrlYLLshHzBBF1/vW1HuE2nawf/MEfvK2TicjvmZMF8OEPf5jv+I7v4D3veQ/vfe97+aEf+iHm8zl/4S/8BQC+/du/nbvvvpvv//7vB+Av/+W/zJd/+Zfz9/7e3+NrvuZr+Of//J/zm7/5m/zYj/3YHV/71/7oNnRLLt+XccZbwqHj7ssdL791xAEtLtTkwSTcr+Mhs8WH7F0sfYXL9vBlyehr34P4mufieV56+FuZ1w0n3YxfuPH/4KR5hr1bvLNKOrJoobQrx6tvIsSbEiEHYblWRA8xCiF2ZLHFm0gwGQ7hunQUMkJEKYKPacnaGSEEluIZiaEzVqE2bY2zaqw91+2zZ6Z3PDH7APGL/pAyaaIcxyqZXMLn26tq9IoloJSqJiqmO6RCVEk1CTF4BEMWO2xoyaJSIUuMOF8lHK3FRMHYHBc94hPLoB1R4nBicK7kT/pz5OP7ydyU66323ZVHv43i5EWqjft5Pb2j9TavOxaNZ1JYzk13OXvuT/OpK/89h+GAQ5Y8xJ1BB/ZTtqZO9QFN9NwI85S1ITlYlgwD4smiUKDwoALDMnoK39EYdVkQw0gsMxEUHCKUkmNiBSZDaFP0NoI4jFisySFUGFPgjCdMLuK662zZLarNN/P4zvuo8Jy0R1yLFcftMY99EbZzFVUsch6bYUyAbqIW4QV/AOg4cmIpxBI73Rhd8BhRZsEqzCgSba3LHFm3wGBShN7QifbDh8J53hFmuOwu/lX9GXbNmPPlRaJYxsdPcffkAbwd4+k4cWdYdDkFLQeje+mWlu1ixMGi4cnmLt64fefRwCevzrBGCUR8gCBztrMJWeso6hlLV+KsMsCtZ53q1uOsIU9U7wBNUFhUD5N6jgM2KdkIOVf8jB0zRokPlOkp9sZ/fQDIkK3qm20Xmg1JYz9fXk3ZESGrD4gmIyI8GY7ZlpKzUkJUavZoVFMrSEbVQRZOCDYD43S9Mo5oDIGCXpfq96qptk5f0ECqXQoJTh0Z1deUwl2g6QwxRYQnRy0HpUWinNJrGjSW7qCtZ1sA5rFmRVcBfSSf9ImQph+A6L1a7Knz9aQhpNqo/nsxQbmCJKalVAODpJBFIt8p7HjQtdrOX2VNihG8B7cyEaq2f18RZ5XR0llD63tOQ/0b9A4LrwwsJbbM4MzgSEW0b5eJkKAnl1rdS2DL6Hm3Z3oPo8pz+byhaCJ1rteYLGFzFjg407FMorVDBi/1sUOGjFufbcqaSLkMHE1BXHJaY+ovMraPauLWlNqq9tvwbEDnBOPBr7H2KgPorceK6QLb12uOdwt29huqHLIOtpfaF61TEeG8NXSZ3vPmPHC4bZJvaIjiyWtPNRayCs0qJcGyLo9IEKqRZTLvyJylyi2zDbhwnDO6uMuFr3qUxT/7mNKxGyGeNMi4BFraMldtsRLCZITHkkcgS8RNxZiYFzRsIGWFBJWPieMJcTwZ+iZOpmAtdB2xKPFZAcvLNFqpjBiDJIfKJ2Kbm7Pry9ZjExwwt4L1mlvt+Wp0nDRcCTWzqJTseWIIVNIPPV+GxYpQYph3Bzgf8dkU185xjFKQV/fDDIOYjLI+RERRNplkfFXcpszO8BL7vK24j8Jf5qJMWLox1+/7Ki7VJceHS2K+BRhyelbPFWHIazWJHgkdwZ4OVFcp2NO3GHWN70SZjHsilCxGCsmoUccrdFrC4bqaPOZsiJIp5d0cmwKNT8YZ+IrHzZ0juwCuhhkR3Xd7eK7xNQ7LC/4Qg+7Vbao3rUWG2lCHkCE4hNzXOFPQxKD13whZ7HTvMxYTOyy6TptosQacGSEhYIPwTneerZ138Zsv/zR3uS3enN3DMtvh3YvA5e2v5MruOeL0zp4xhMTUKsLRomWSq806LQueo2UrjY3babflZD3zzDN3dIO/V+2bv/mbuXbtGt/3fd/H5cuXecc73sHP/MzPDOQWzz//vFIjp/bBD36QH//xH+d7v/d7+et//a/z8MMP85M/+ZN3rJEFMDtjOCozNWitcP2ukv27hL0AmcmIzRE7Zsw3l2/mk36fhxjTlOcpq2t0RqlNu3yDGMbYRphVLaPc4aXE4IioPsmwSaX2VHeDUtxrppuXsWUWavbMZIBLhRhXUYH0PwMK4RE1wkUMk+aETRwzYyGCQaPjmViNlDctNgpFcwx5yTw0+DDjDebMbfVbz1aXzACdbLFTWEJUkgpBEjGEHwq7C98xFxAxdFEzNbpsarSjTOcp/THWKMFED6QzJgMpML7CSIaNCouxErh7882cn19nZHIq69jL94j5Web5Wa5svIkby33uMhnV5oN3PEZeOFikGpmc0lnKsmBknWq13sF5VGxP+YsEeLK7rhTz0XPF68I2NTkZhiJ0WN/Q2ZwSSw60GCbRcBQDJmpOAREwliKV8vYQIZPw3ZgMopa3a1+pHozBgBsjlGTZFJ9vYCb3cuaur+crz3wZAHvlXfyrZ38MwdCYnKfNjLq9wpuy146Mr7enO92sWx8waITcJg5qI6rHsUjCzFlUgdGA0d/bGVZAihEmRugzekGhV0bLZsliwGMw4sgl4yGZUGXbfGdzL8ZOQAw+36TLN/Fuis+nVDbn6hwsgWfv+3ry+SWYnmc2HnP5qOJmVqnbbc4K5zZKnlwk489ajHGIcSBqlIvoWF+0CoESIzhrcEbYKN1gv36qunLKycqwnMQaG3UDnMUKRLBRcBG67hivFYKvqP2S6LHdCd5N1mCffX5UM7I+myDB08TAy7Fm121ifEtEEq21J4pT1lDTEu0YjKG1U3z6m5Jhv7aT9en2MmfMmG0zSobSnWVLOh/wUcjSlfoMVlZdBwwNghhL4cC3SuARWdHX36q93ra6Xmulxydh1PRvSWt8Txm+crbWzp0MkZhY22wMdCL068HKJVt9e/hNrAZMogeT6/sNLdY4fIiEKIzNLjEKhRMWTYczhtyd7ltz9TIyP8G/4WGAVJek2SxAheRFs1kL1DFZnwnb1xW+fnT2tNG4edDg2sD+hdFgDBfihmdfxpZJyvz1O2HRMAh/xiSNUtSRjZPAeOG5fMYiBlxybExaM/QEMrh/fR8hqjeVtZHWwfahMucGgfm2EG2pgQjJGB/XlEtPVh/jL1zksr+GW3YU0ZNXgWDU+Wgzg7URCSojULwKAVhWezxKOBUF8iaynDjKRUedG2VwNXD2Rse1czlnr7c0uaHNhCZX8qkmEzbnkflUsCYiTuhEg45dZiEGgo1UY8NZk1E+ch97H9xjVBWEM+egnTH5prdTPXlC+/HnAUd0jrCzSSUZXnKq3DN76FHsH32c+/0LhJDR1Zb4kx9n+d3/N/KP/Afcb/8W5JrtYjIFY4iTKeI72ne/D/fJ34IsgwjPf+CPce6F/8ivbzzH4kxGMTk7JA9bHykyg19jog1p7Ot+CkeypDNd0p5L5ExieNEfDRkdT8CKUCSyCit9VhJKMsYmYxFJO4eew4UWY53uhSgTHbbExIYtDCEbs4HlXdxFm+3w4OQRZc7NN2hNybI8xyf3BWLNRpmRGQ1OlSGyTM8SI3Qh3LJ+bDUu9iEGmtF5qtjSRD8EdQzCy14xNC7tywvfUjpH7lvqUOHEUJgci9dgshhGvkGw2OiZ2JzKBHWshRRqWAml30k7CAumUgxz1KKommthTrG2nmVJlwwRSnHMUAiupCzfCEsIYGJgTKQVPVcWKrJgqY2uZwblCOiZk60IzuTYsCQzOV+7+R6Ot97NPdd+m538jTzdbPPS5nvZMNc4KB6gm0UeG8c70il94WBB3QW6oMZb4RzGGMpMXSaLJfC7mMl6tTYY0L/DAs87ad/1Xd/1qvDAX/iFX3jFZ9/0Td/EN33TN/2Or9tHTvr/nBiIHoPhvJkwkzlTMwI34W3ZFifHN5g5YctNwFiN4CYo3I3Ndyq9pzOMJVfhSYTnWHBf3DxFQ2yQAXbyau2SP8JHz44ZEYNiRJ71+0gUjZZHxRkrqYVG9p24NERWm3VEsAKZs4zEshRLgaNgRVGuE+v2Dcun/Q3aPqK6FrXtJ3eWtsCSjDbRi5rYMQ5wZNUJcCkV7sXReN3sR2TM6EtwVatFoknvyYDJEW+w4sjEIDbHmMAje1/G24+PmVvHO7begN3/HEdn3sLH2gfZ2xhxkJ/BzWqKzFA1nnObt18zIigBwdVZxfnNkqIo6Of17S5mdey47GfMY41y4aXFH5vwzivjLcOSh5p+yXSIbh7D5qJsYWqfaX5ogqMMM5yokb0MJq2UOeIXKfobibbA+lzFV/NtJjvvY1q/zIXRfczbGRv57jDvR67P5AhiYCke7wMxkQcdhCVt7DhnX6kuH2IcaldM2gBWW1HvVms02iYms8zXqg4/GKmCwWNCO/wmEsm8AlyNGJwIhW/oxGLEErMRsY34bItNuYq3IzrRedqWZwgm4/oDX8f2y78Mi6sgFp+NOd54iJ1xDpklzpevW9u03poucFy1nJ0WWGPYHKXCbdEs6/ZkzGIZWRqX3kPfCwk+FSJFgg+KwIvNEcugxfntWl2PAmjBpyyYxSVqZ4sNgRmBY7/PRQyb5EovP5CuJBILV2LbOYOpK4IJLcGOOBHBSoQgeAOI6uiIbwjGYaKuJXWxCzEMIvXL8hxFeReIYXzwxCmynldrB2HJjbBgJBlvcK8M7ERiIl+LWKNQ0lwMV/0cGw0XU8VkB4ywg9kSxCAmEjB0EonGkrf7QCIkeg32uNNhsNOtShmY8RqksGOlubRaB3sIsU13pPVPMfgUJJBVqkVWLodE1SJcnS1lslJtXLRlyljFQThZELbzs8ybmjZWxCAJ9qd7d9e25O60MySLOawZhXWnNTNR/RFULWG9F9TJGjKvEawP5EtPM1pF4l2rc73X+gpre0kfJPA3Od8b80Dn0jWMHlOgzKxBYNREukJWfYasUfYLk6XWqmTR0+ZQ1oGNedBzCQObrSCYIJy5MuP6mYLRdINcINoW8hFuWTGtarI24ILCzuqxQKPkV3mnbJwz59mp46ma5HzpmR41RJI2ZAgEUYd+mUW6iSEawXmYF4L1gbPXdSx1mYZO61LnWXTQFAobDFboRoboRTXpjGGjLJiFhjxX92PyR96GoUWKqEKroYGpw73rHPH972DxY79MzAvixiZX7n+cs7/1qxy/471c+xN/mtIsOOc3OLr4ZToO3/8XAPD3PYB94rehLCHLiday+N7/jvF/+9eJklH/ue/k+M942nnFpF1wFEq2X3ia5+rrXItzHioE65XN1ibW1H4/6Xyk8Z6ajjo2tMZzGBcDLFbni6T90WNTRqffG5V2W+n6HUKTHOv17FZ/pszXZLHGhhZTTskSbN6J5bvtI8zH5yB4QnNCNDnzM29FQsvo6EkuLyqe5E2UzlK1ntypuDli2YhCla4VAtTB44rXCBKldfc4VLzgD7Xmcg0KexSWgwxIYTIWaa8rQsciOV4jHE4CIYAVlXvw2KF+01pB0pxXqLbO1S4G5rFhy7y+rRNj5LI/ppCea1PPMY+NZqXSStdr+7l0lJJ1yECy07+BDs26574Bl1F0JwQ6XLKteyfLiEMkYCSwKTn3ZGc58icUbosolpBPeePoAZ41d/PSPX+IIstYhHOID1h5rSe6datazzh3dF5oQ8R4yyR3CRmhGc/bc7G+SCfrH//jf8wP/uAP8oUvfAGAhx9+mO/5nu/hL/7Fv/jFnO4PRJNk8Pa5oVF9RAdM7CbfPn43L9a/xTmzC6K02m2AqvZMpxNCNmax8yY+Kw/iA2TlGOYNmRGcZHpuMcyjRhfWm1mbbLe8r9DifI3YQnUcEvwoN5ZoNPLROzcZkMqpGeM4iqQNWTUC2mApbCCzGRItxliNIMgKH3+7Rd+HYcl+WAwYaEkbr8CK+hSSvpBqwUjs9aQ0Emy7BbkJNAgOhcFh1ClwoVGDXBgW397ANqK4ZCOGaDMmsUBMiWQ5hdug2nwDfrTHaOuNdLOXWWw/QnkIm6OMqg1cm1WAQmFu18kKIeJDwJmMPBkED57b5ref6Rf1129VbHkqZXTy5JA7X2PFkTtlkyqM0jxL6rve5SL2/XAaflSkn7pQSXJkDM7XYLX+ivQZpkAkKO3z1htxNw5BBGcydkf38Ifv/jMYMdw7eSMPTN803Pf61heTk2dFWHTKcfhiOMSK3NLJ6muwQDfHTpKWTRorpWR0eN0wE+lHGTw+VtjkeCp8KmLbBTa2YDM1VEOjz43hbfYMb2oafjUXCjvG2ynRZARXgAjB5kSxHF/4AFuX/mcAuvIM1x/8k3yhuEFh1dEzIqugUqpRud325NWZRlWdZomNCM4YnDEDe9uxePZlAaHlDBPOGa0V6kk6nRHGuRqtV7oTXYsko01itQM8KmrR86aUCOCRZEC0SXxWeImGl2gZecsDbhfXHKWRqutcFIsJnQp+R9UHiWJ4Js4hVBRRCFE4Ci1TyfG+Ypmfw/sOYwxNtk0Ins14Qr8ZY3qD+/WzUrL2Xz0EmlYuTusDnU8OuihD4HVmxG5BtCWdCE+Fa0x6Eon+DMnBcCJcc54bfsHDbCXCAqWmz1rIYoBijfVzuKtXd7O0kkdSYKm//9NrwLq7RXIsJDmLfbMIHX2ERE5dWpLRqLM6IKKEMzUtuSmZ7s+5vhHZGe1x1NwABO8dI1swEdVzERF8CGRNTX75EvGee6FcY56M8RRUUBAyKwO0S0Szqd2ao9wRsDHqWDWCN8L0qGF/dJrRUuGBfV1Nr8Kkc3hjHpiPW/rolARwHdQjpejXGjB1jMo60FnYOtba40Up9DuVEQPeU3SR6Ym6bQaPzJSqvskNwQnSBTy6LpZVYFQ1BGcYVZ5io2S02CdmU8gLZH7CuO44mWSEEHFeJU5MoiTv4X0+ehY5bO3Xr9DxM0HlUcbLgDcqjdBmQl0YyiZiQ6QuDU0TGS0DbQZtafjU28a8/ZNLDEJX6PoaLNSFwjbbQmk9cmfJzYizrZC/7QIxK1WAHAu+oRmfJ4rFNcdEMey/4U9iP+hw//nXWfxfvo/L+w0HX/WnyK2htIIPJTc2L+JuWufaL/9jhIv3Uv4/fxiMZfF//l7idIP53/6/I0cHLBvPszdO0tEFW2PHOM8ogsN1kvSpCm6F8ehCwIjwYjzABGFk+lBbnzGNaU9LaxoKO+vtACdCl1A8JYYGhu/rfpD2xBSYtaEhisFGr9kVHHtiMMZRSKaOiHEEkylJQvAsdh7j2WsLWjumsAItFM4qSYzJKNOe1gc/bqdFIi/6Q2AFs+ufNRNLE4KSg4hJQX4o6LNDKcODIXRLCmlpxVGhWfFR5lZ75Rori0F40R+yiA2bcv4197OX/BHtmm6fBvN62YBOg3iotVmI1axhgij3NkKBYclq9YsmQ2JItknARo9Yg3hF1JgEdTaiNBMilu8sHicfXcQ1Mx4aP8qN+79Gg6Pj87yYPc7FnSkxRvbnDa0Ha+QWo+zVW+u1ttVaIbMW6wOmM2QpWIgIO1KykMVtne+Onazv+77v4wd+4Af47u/+7oFA4ld/9Vf5K3/lr/D888/z3/w3/82dnvIPRNOYkAw47yJaMHZg1HrYbOBtSWNMCkpYIoZoMpabD3F09t3Mrs4IIbJnNGKfWaMMYW6Xw+bWA2GAPdzU6thxGJbc3bUQOnWygh8iNTaqro0zRgOmHnIEh6UFNiRj3s1AMjoPYg3GmGRIWkScwsaMQ2Kn5rOsBB8BTkLNc/6AR925wWnq20v+CFD2rCbVFIFOro6gRlmaqCLqVPQZwnUjZBo8cyOMotBhEtSoIfcLjF1BBKPJ1FnAYFDImUF4211fx+7+Z/h0e4WD8Q6lmfCFM3+EnXFOFyKfvPhNmAqs8WTWMCks86ZTXYw7SC/fmNdYI7hkXIjAuMwHUo915/QoLBlLnjaIVWuTzkyAFClpMTGQJ/rxpbQUOAIpipWYsEJADTKTWLNkdcVRTEJr0kcLU7BAlJxYRCFjKk1giTZDYosRo+cXQ2ZycluQJ7z42ewxPn95zpvu2uT6Sc2zh7Ok1+KGyLwTw5PdtQESktlbG9WL2A7zKu0B2ASTkzR+TmJIdWfZsHHOgRFGn7vPE5gMfK3br1FFMB1fhg+N3sSofYb78ruott5IPH6WLlOnT6FtBVEMbb5NtNnpOWdzTKp/GhyefjzfYRa/cJbDZcM4tzy0N+FXLmt0bKscpXOvsg83wpw9o/eYWUMI+vMoVGtRW2FkHPOQatnE4KIlUKuB0K8HYhhLRoUnF4PBMRPt+0UyCFQXqxm0sKKxuHqf56TlEM/bZKovyI0HBxbgme6QTTPmHrG00VJlG8QYKUVYFHvk5QVdN5tVhqIXE3+tJqDrq8mIYmiqBZM4oyvPKiogxGRYab90IWC6SItC7HQNjixixwiDCR213+cGNXsyYimBmRGcOOjsoNEXJbK3HxAJnGwb2tIO9wO9fs7qvfcQwfVsdbtGZ35q5K8SLCmApuupRD8IXjLMYbS/+2Rigr8Nq4kImJxxtkOZbXO1ukTRCVnVMjGCmVosOTG2yVBRg8MkaJ/3keLKJYKAtA0xOVkyO6KHF/fNh4Akc6HPepohw9Y7nUJFR5meKRo4vcKlo2XlPEcYHFLrhY2TgPOGoy0N2ORdTBmbdAKbvpOB80IwWuPlrTCqNAup3SfsXdfe9ZmSVhmErNF+6zIhWIOJRgN3SdcRawl5xnhekdUvpWs6/XznDOHqXO8HobMmablFPvaHz7F31OGawNHiiDc+07A9V31A0FqsNk8agFbIvDpbsw3DE4+PGC8CDz7XDLqOy5GOsNZp/don3rnB5965w0ZX88f/6RWiEX7+QxO+/N/NiWPDpcdK7v94x+f+zEOc/aWWfNriPvAmjfKj8DZXH7HcepjF9mPsvPiR9D4M9Td9K/U3fWvq4AYjkDtha5Szv2j4/JUZj1/cOv0iRfCPvAnyAv/wY8S9BA0vCuK5C9SLhtKpHEDTerZGGWcmJaZJ2SRRXbdIpPOR3GoY1YfkdKfxnhmToPLr4sYrR0mri0hGuAzwNZvstDxy6nuWfv6kOWwyRUCIo6gP+MPuXjZG97O9vEEQy9VZzdhC00Q2i74GVjiRLXyRQxewmtZlo3SMlyvdLb2ezrsnwzXezkWa2NFEz/Qm0e5LNFynReIosYH2u1qCTWIhweUdqfY6REosblhFVBC8iQGsoyTSJEKznpjGpNr2XslLc4Fh6DthZbtdtKff+UFQZMhYMkVOiOCiSc6W2nQqH0GCACcHMOo6DjDGUrFyeqOo0Irq7YEYVeeTFBbB5Olzraa0GLbNiP3z7+ND3ZKrZz/Isdnk2etzss2vwRmh7PfqZcs6XPh227L1TAqHFZjkjuO6w2CHvV6dXsftnvmOnawf+ZEf4R/9o3/Et3zLtwyfff3Xfz1ve9vb+O7v/u7/FTtZvT6E/v+XyRk+KnMeJodUJB6N42DpaduOXFSMLxrLcSj57OXjYTIa0bS+CNx3Zox9WhPffbvu52yYgmKNbQlIVLT6/Uv+iDZ2FDEyD54ywIvxkKnNiV4jc1GSE4OACNarKCm9gGBivNNzWpxxWBOwRqtYjFgtOCRgUmHRurNwEmsMiqO3Uc/zrN/nEbc3mL7qJOp3spSJmEim7HDpvxZPmSomHCbh/oW+wDvRNqTnsIk5S0FSajQYoi0QLyn6QSpaNmxl2+w+9n/g7e0BD8SGq7OO46rlyqweoHwhRPY2lNZ6lFl1lG5RLrJoOpousD1+JelHiJoJG+V2iPYiPZxR/1vGFhcV3pmL42GzlWpY0vtllblUynJ1pnKd4rjkOPZQshxLEyWJZApNF7CmSdEq0XFJH/MjLTiqjxJjhohPx9kEMdTaQRMMW/kZus03sunO4pqXErwwjc9ZjTFC6yPXT2pKZ1k0Hh8MpbF0qDHXR7Bupr0OMTKLFZtSEujr8hJqMeHJM7HUsWVicxa+UTKT2LOOrW2S/bhA0jtPnySnvY9Y+mxDnclil6MHvpbJp/8RwTiiyQkm00yWK/H5Jlcf/rOIb6laz9PXTnQzsUIIkcKZU47V6/nhR8uWSwcL7ttNelHOcLxs2R5n7E5yypTR2sgnDDVwsKpXSDCtEPXJnRWeXR7QrVFRD3M8zZO+wqUXq035DgwGK6JECiJMohto5iW0kJyr0004pgOxXI0tL/sFMTtHkBwR/bbBcEDHRdGsYF9vKalzMucoMstJU5067+00iQEJLcEUEGr1y2Kg8ZqtO5T5kCX3cUUCYdZ+9lezfskl8YSg2fGldJRMyBL6IBij4s+tOg7q/GiGpndqQaFupfTYfDNABNf8p5XbEcNa3ZsGXySuju2Vq1b1sz0me+XI9LqH/TfigE5A57gpMGI5U5wnqzuMPWEjm4JkFGYL56ZDBtYa7ZcAmLpaOXFr/q4cH0OWEY2SPAQY6kmM3DTm153B1OrQ0klIwaK1lurMgpz++mpOc9q/BM4ceLpsJVCPqPPWZtqXnRVsWPubwOZRYH/HaOYIoXNClem4z9pWhd+dGZwl4yURCwomH1FMNmn8AfXOBcrFDEDhpePJoDsZoySYKbS5YbZXcPQGDYh8ru3wBs4e1ZBZgvdYoMoithW8hdZCXShd+m+8b4O8Dtx7aZ9WhJ/50DZf/e8POLEqhfyrH9rReWAEG2pEDNHAfNvyb/83u/wJM+VrijN89vGKD2y8EffNFygOP08nCqOPYti/949z5rl/T1ueIZpeoy6eem99MyKYZKwabnnI0Ob/7Q+e+r0LgYO5sv5OCkfuDAfzhtIZtscFcqDnb8RTS8WL4Yg3iNabt9Fjo2EhDS+HIwTIQqOZhGyMuoTwhfpGyvxrUMqnAEe/d2akmnRROY79tbVG126H9c0QbOxrsaZieGssWdoNcpnRYAHDsmsxpsCnkMHT104IREbJmHdGnbrMGnLbG+M6nvssk0H4dHtZ+xd4k7lAiKrfVohjn1YdxlCr3uDghug+myOURlehTWlYhJrOZGoXDCghIQtQp96YZJaZ73BG16DeGpABjRGTq0UKvOg6cxi0muxmJ6ufglYsTfCKxEjO7SjZdAbBC4ncTNE21le4LqDIQOlfxLDGCQYbW4RMg9JGML7R2lKxQx2aFTs4ycuth+jyLT596PDX52qPhMC5zRF7GwWTwnLleDlc6k5aCPpujYBNJFNVOEmEatAT49zuie/YyWrblve85z2v+Pzd7343Xfd7qZTx/9t2t5Q8hccnw//97jxvMxl5ltGkhSxIxjIWWmAXGyJKb7zsAqaUVG+iC1hmhcJapoVLAV2TdpfIQVxwo5vzaHbulJP1cjjmMCy4N+YspWEsOZfRlHwIkbFRRGxMaeMowiTLaENLF6GMhmaAlelgDSmCoE6fobCGKjlYuShc0IoSCHgiEqGh49PtZcaSYTC84PeJMXLWbpCLHaA9K7MkYn2LMXnKWul0NDGSEamEYWGywUJQ2uI++9IXS/YLBJAcCEPmMsQ3dOUe0l5T4zrhqo1xZKEjZBOm2YQp8JnjI6wo7GV7nHNSqwJ8mVm+5IEdfuWp60yLjJO65eYp9Oz1OQi3dLJuzGvu2R7ppHQm+Yjm1KLyYjjAdYoT70JN1u7TFrsc0HHJ66biJAldpvPq82tkyKT0uYkr8KoQGUfHYb/RrEHYVv3VGzFpmRSDiOuPAISuPIOtr6Iwy4zd4jz/1bmvpvILXnzxf2Qj0wV3f97QhpAc0cgo1+xFCiAPYqaFZCzo6CFBRmQQTzwICw7Cgs6opobm1PR965jTn7V05GlZdRhMaGilH79xeEbWxrM+86qWrV+gSU7nfPdxoi0Se57l+Pz7KI+fIaYarGj13UaTMT+pcdbQJZa6Fjgzzqk6Pxilr5fJ2p83OCtcO1HHdJxbTupOnXlreOT8Jr98zWETJMZID2lRg6GNngLH5/w1ppJzhnNkYomDoS7DYt/3wNp2OpxrtdmnNxW1P2wM2G5J3V0HkzE5NfLWzwpX0ULqxkMRVRIAiWTiqFMfD8kWUrQ5OV2vaLe1QekxMWhNzRfkmDdT0naBJkZOaDhGHbe+tqCfmaso8GqkgIr1GjF46WuZ0OACsBCtk4lrj95GTx0iLmY6SpOH0dcUjSVP0XOtNYisZhVRI8x9xL436NZGrgrGs+YlrN3rmmnIaS/IMMLgsymtXwxdmZkCiR0Ygxib6qO0YNwk56p/F32ATaxF1iNKdYU0NRTl4OlXXVBGS2dofHjVdycoU9/eQaAuZHCmZFYhVpCeFk6U8KHLZfDvTIxszsLQ9/0TR0k9IWo0G1Ejrs10TWmtnisaSWSYmtnau9bSOeisoRqphldnM0ZLT11YuswRnMP5hmAMxgR1yooCU4yRqdBmOZQlbVUP46YuHF60zsNb9Th/84+cpx47rvpDTkKDiPDkAxmPPdWw1QgtkcJCZ6ExUenYgSY3/MxXbStpQ2H48W/dY1tKZrHhX/z5C2R+QW069mKLa1ukKFf7ttUxvpzmRJ8Tsw0ejWMqOyZEr8G7ZJcglnZ8niuPfusQ1Lvy6LeSL6/g883T71BIiAzDQ+cmXJtVt52tn1Utx1XHrGoJIfKGvSmj3KbgnyRUh67L1/0cH7VuqJWOWfA8Ew44z5Rr8YRcHC0ek4x5Kysve2QyWt9neNQR7WuyWjyT5oQlntb0dUPQOzoCikCKfSbLkgeLlYwLkuOzDfo9MhoHRohe8NmYeRt56toJIWr9p01rgU3z6/xmyaVKVyAbWyQaMuN0HqaZHyGt3woNPIk1I8kIKNKol9wAIGjwNksQwYDu/xNSGUioAUOOoU1olRhCun2FoZfW4dpINzhZgHEQGxT8osLbq7vTtm539rae8xXEiM1HtARG9Fk7SQkBFQlaX8VGkhFDUAjeGppFy1T6UhKLiK6VzliMSbaNGGI2YVwfcreZMi9HPFS36QJCM70bTo6VsTQFkMrMct/umP15c6quuXcgb6fVXWCSW/JMIZmZVSc2T4zaigqwt+1k3WkmjW/7tm/jR37kR17x+Y/92I/x5//8n7/T0/2BaX1q2qRS/GBySuOI2VgNfhF8pgQAy/IcXTZhUZ4DMZxMHhgiibrRQZFZMtdHWw1Nl5D5UY1lT+CF7vDUsJiFmiwENchTXZMb0uhCmXIafYFn3h4ziVDg6LMq+iwDpoKIUQfLlSk6pIvGti05l23gTM5DbHIPBaMQyLr5UIC5jK2m5X1FltLBPYQNVs6cELGhw6ViTUsyprsFRTsbJmrn4xrGf4jprxYH1t0CVlkYIGSjNPcMjM6ljE02TIy+2cSkJQJnpwXjwmmNTGZw1jBO7DE3T6Aq6XXcaloptNAMzvOkcMP92RSJXpmqurCFGPgEc274+aAy30Md+qfP+6JP1ghX0lZhidhuMVxHSFEj1MFcPULK8IhgjMGlSFswbjAyRQzRjhRqJo5QnsGKZbs4y4XxffzJ+/+33DN5I6AF8DZlYi8fV0xyx84kx1qTaoF0scsGmCTDz8O45KnuOjfCgkIcl8NM2ZwiBK/HTCSjTAxJgjrkvaG+0VW49mQYL+sb6KkInRhGknGWjDGOR802iArfGl+zaDqUjVoIVrNYiKXLt0+/V9ICm8aNFSiz00vm7SygmTEsm44yM4xyx0bhBmO3F5e2xq7Nl1Xm4Jl4g0vxEIOKCXsCee+QrfWtiGhfpXFS0l9D3/8AI07zz6K02SatXU9JzVNxDiIsCdzwc+0DGSgXlA8wQs/EFY2Oc2vGIMIVlkq2wdqNEThsrw9Z+Dtp63NNoqcIgSux4TPhGlc54Uo8RlIEeWrzlREFFMHjumpYQ1ZBJYWj9o54BCRTo+Fps2CJHwz9QGTrqOPuK57dazVnb6zqrPo77EkaTruk6y6Trn/D3+NgI5x+xtWixspxTvc9BJZW4zsfX2TkNodVcmgx0mewuxBXDq8IJnjyZ58i891wvn7vkmtXqI5PFHvsMnUmzWqE9fuWnZ8g4VaskHqhvYNA54Q2T/uLCJvzwMaRVyIIlCnw7P46nFLYu+HVWRr6SP8XpN+nREkf0u/BCJ0zeKeZqv6/YIQ21/vunBCc0GWGk6mhyxzVKKfNDd45grXDc4Ye+pc5yDNiXqih7TKCsRjnqDuv1zOBpfUsrefGxRFXHphwEmsOg7KNGoSXLub8j39qSxk2bfrPQJ0L3ql2lbfC1fP5gOgYHF9EM2BWx4BJY0AN5Iyf/oY9PvbVe1jUuHXG4V2R5BF0v+vyraSNpjDYZeOpwtpYEaEZK6311eOKed3xxEtHGNE9zIiuW/3e8nrtpO544WDB0aIZHBBnhIf2pjgrXNgaDeN4hQqSYQ42aKnDZa/2gB3WRx0LWcpoiCizbj8+NLthcJgBopbLem5/fWbq+qcGvmanx1LwQXb4zvxx/hhn6cqdNMYMnZsSxOHtiOu77+YzO3+ELgUkTI8GEmWKtcnIN6mmXGu82iHjrcGz9RUhIVswg1zBIDnAykHpSazK2ClzojUDHNIGnUN5yrhFcbiEfnFGnQBjsrT/p9IK6SH9q3ehCBpzimjDiLAIDTfCnJFkytzYBxbTeyuG/UYhhLBCUegQS28h9t9iGN+RxC0r6WxicEEDkQMixWREN+bPmfv4o8Ub+LrH/hpfPnqUVTZfM019YGCcpQBtsu8G3cM1W+5w0TCvXz0Z1PnA/rwehLH7umkRYZSNhue32Feuva/Svmjii5/92Z/l/e9/PwC//uu/zvPPP8+3f/u38+EPf3g47gd+4Ae+mNP/L7JtkVFgUhSgJbgxEjuCK9PCZunciGfO/SHa8gy5dCy9ZXJxi+ZwiW29UvImg3Gc2yHdvM6aA6uBP4sVE5MPQUwHKeovNCESBc1qiG6mDkMQzfgUWDoE62sUtGEQWWHnddwlCIjR7M8kR9lYNi7yBpnyJee/lH9y+Wm+8uVniVzhY/EKmt/pMb3JFUownaNQsYEBGxmgWunJRhh6hZjIqvaqYGWMy/D8a7+kRSYEiLY/Lg4kBLHPVKRYUSaOsZ0w2bqP2cFvkcspwAo2TZ7cmkFvqBzbVyjNrxtCAE9f14zhraLyIUU7+vMKgdaDJDpX5ytwG8MiqxBJfc+X4xyDqtBDomiNvcORg1Tpd+2HXCxZtGS+SWx6qxstxeKiXlNEVep7Z9qgNKSFcUjXG2899E3Hdcy3kOAQc3oR2i5Oywc4a8iscFJ17E4yxDolcLAGevai3rhbe+Ym+pTp9JSSUaeNow0RJY+PbISORahwZnwqI9cHDtafd/Wm1p0uXRi/cfJOLlRPUNkRZbZNxNCWu3TFLs9en7OxaNnbKpMRojDJ9RqU/swuRbmtAR+Fh85N+fhzB6tjXmedDTHq2Go9m2VG6RRGMzxbMhotVufuGsQUVONlSUth9O+eSI5ljtJfG9E+zjFsmRH7YZ7GibrjWXOIsROCK5PTr4j3CFQxsCs5i1Tjp1kF4UkW+ODZM9uAWYOxrjkrxiHeAh1NsYNvD7huWjZixZZMBuNs1l2h80ds3hQxBxXPfbFT3bxtUw4Cyuv932/ONgVoDqTDkNPQrSBwctqVAsHGgBiG+j1ECD6qT4HgnNHMCmDGZ3hy/gWcsepU9sk+BvtAAyA3sSEaVhmt/vpxMFRWtavDaE3MgCbC6lSnQwWvaMKw/q/3iCBkNmeSbVHam4S/E2Nl64PW8qFkFKatEYFseUI92Vod65WGYnT9MvHi3fqZSc7XcoFkJXY2g2yT/PoV/OYWbO0QC4t/7jlcMULG6VYFgk01fcmjXDlO2rxVbaj1gJn1UeGJ63m+REKCMLAARhLkPSpVujL0QXDgrcHVHmxywCyYTJ2nf/bnLvKd/699lpMc0zREY2gLh7SWrbCBzS1tdwPjSqJ1YFPUx2WEsRI217vniLNn8ZlFOk8Q+I2vusgi1FwKh4jovtbX2i6mgs8MrVHHKhJpM4UbBit89P1TvQQKE7PdAhJRTSEO3/dDgr5bXyMxMN8uuMfew5cubvC5bItHWkuwZXLSDCdn385k/wlMe6L7vxieSfvXK2qrULHV6ydaU9zbJ1YUmtxna16vhVTD3PmoBCnp+30doBucktU1+uBjJJ5i4OzXNGeUgdCgwaiQ7AyFzfX0/xYfW4pEKa5N1yXp977Q6vVSYBFxCDVWDPe7Xb7MRxo3wdoFjVXIczQZ862H+UL+DtpoKPNcGQQTgkPtD4ZAauEMmTXUXgM7fahpVTXe311f164rhUvPpSjo1B8x0donh8pJZNzVVNGkbKCjwNIqVeAQkFFheIcxvZaYIK5AWoWYissInUmHGyRA0VXMYs3ITdfWK73fZ/0+FmFscuqkbaWKeJqBVOdrRSuCqJ13wirwP9DyrwUQQWM5PqT90+SK3okri1HHiu76d9kxtSnZyLbJ3JjoWxDLoumwAqNRjjMwKZzaIPSOYlpV14bwS0dLiLeeB4eLhpcOl4xyizXCO+/b4ePPHZA5HaVjN+4fRdff23Sf7tjJ+tSnPsW73vUuAJ566ikAzp49y9mzZ/nUpz41HPf7Sev++9HezQ6PmSn/2cJbYiTYAusDweS05VlaN+LZaoNqcxcn6MBJWhkRfeFaF6EO0XaZ8cDZCT4JY/bW2jP1JSQV5OvSqp8/2V2n6JZYhDoANon4JfifZm4MGQZjDUU0xGggBly3SINcd7o+bY8knQJrmWQK37PGaT3QA19KefdX8cHqtymuvEgT+kVDmxEZmGZUYUZYxJbCe170J1g30kUw4fAnWFoSVCf2FJ6QrU28U9GnRANN2rhi9LpwyOoYQSBF9WOKiPxX+f0UF/8UC7/k+ZPLjE3BeiWIES2S73VhNkpHFyLvun9nOCaegupoc0ZhY7ca1iFGigT/etNdm3zm5RnOrNUZoHAYQTC+JjOgxOtQ4liyskCyCGVal8okLjhAn0IHpq9tA071HIzS4js06TfoFH3LR5iQRpaoNSn9Ii0OZ0ua6f2YxdOnnq/1qj/SR++ckYHIonCWh+/axHxesekOheYM7rSoZTSSLG2kBnqxyKSjUcdALoYOz8RaFoE1hyotmGtvRG7+T+RU9FswnLcbFOUFiujxdkwrgndjTs68Ba7MdRMUST8ty62HX/li0Yhlv1hbMUwLl8YIyX997XUuxjhkw0aZ5Z337fDLT147VdciaJaRuKrL6zkhjBhyI+rkYXihORpq2DKT4mnJaJmQs88iCXkrRDDDYEJNlAkxOWh1vxag809HhBZAI1pvYoD9UHEjwZGHcZzGTh+v6TdGEKIZDZF8SetcnxmP8XRdXkSZqY6jbvLzWHO/233Vfuw3tp69sqEbAjW230yHMdffl2BDL1TBsJ70K4gRo3VDJr1To4KdQRI1ffpiJGX9br4n1l2plQvU/61vBo3a3pzJizAYWKfWlRRpX78SQBTHSilL+30j235FX0VjMEeHMN5KzFoGUy8pnVXnaZ1wxEiK3IsGy3zSyDAWsgxz5WXczlncwXUiHViLeI+59Dw1EZzDHdyAcQ+z0v7rYX7eCcELdjC2WCOnWPVjXPtOWQfmMXLuakebmWQtKR16DHpMlDhcJ6Q6KS8W02rtR5sLXS5IbsEV+Hybf/a/f4Bv+7HfSs8Mn37//bz9//M5ZdHMxpRVQ8xyjr7iqyn/409DjCy8PqPEDj8a0+UGYyM+CP/pSwueaa9y1k6G920xFF1FIOJtzg/+uRFv/YIjOssHPzojRVS4dF/JU28c6x5gHJVfpFkUhvVuBSLVddx1C81EuAkXs7M8sqy4p3gjebhGk22k+j9LM7rA/OG3ceEz/wPeCl2+1b/eV46VBH0DVg6VgAwO1+3ZcgZJwsGB7VGekB+6LvWGbw9iNqzsCEG4FI/IQiL9SdTd48ySRRlqp5xYuqQclYsd7IC8a2i6GabIGXZcMWn+6/ltV+FoyFmmmkKBGLDiEnyyTeRHeQqiR7p8g8O9L4G5IXZhGKx9hs0k612NeWF7kmMMHDcHQ+YRTqMNSHuhoOtJIODE4WNHl7CxQoAQKPwJud1N4XF1xF0MGN9pQH2N9VnPnRgYxWJTrXWf9e6dSzM5R5VtIvMXkVTXWYQO8BgxvOSPhmxWH+h3/XnRUL1gyNo51pUMEjMimNBiw4qynbSH1d4Pvw/zfagVT+/IZBAaTAwDgYnuNL1TGemF66PJCEnYvvUawMydMM4dpTNc3C6HDjdr72cYpyKD1t/N7XDZDpD+nkDjLfds8YnnD3VfE8Pe6Nwwim9Xt/GOnayf//mfv9Ov/K+ilWK4YKbcPbqXcn6JRizBZCmLFandJle235GOXu0gT7x0RO4smZUhk+Ws4QMPaXbg2qzmuLs+DMGOSJ4mY09bCVob0OLZxZGRtB9QCs+OFPlBsNYSNJin6f7Q0xefNk2rztMCRRrwzhiMDxhXMM6nFPmGLjjGJPOiH/p6XZfos3udK9cbVggmYXxNhKKb0+CZUnJEpBDLMvYbifaVBA9mDVIjST8pRrDaByWG47VoSB8f6uscesr2zE3YdNuMNt7IYzc+x/XpfafeozUaYRunaEXh1GjIemiMnPpx6nudf+WGU3eep6/N2Z1kjHPL9jjXejtnErZYF7u8W+BtgRAxocWlZ1FWRp/6LVB2qk0ktmTcNTQkmGC7wHZzxE5WF0+bCYAJHZmxfEW8wD+Vq/QRuyAGSZkKI1ZrMIZ+7DdS7bc81pR2RGZOZ/++cEWLvx+/uIWzgrNu2JytgUmRpUXdUDjVX1s3oBwqJHvDnzAWh/EVlpzMGFwiq84wdOKZiuW6iEJc15bnVXyr/6Q3PvrN7KZxAQRXYrpKsfXAyd67wbjhHKRMaLwpg3XqvQvKumkSRHPNO7odjSzNcq4gDWWmEc/1qCGkjLDulqfOK/QQF7ARqtCSJyrZQhwhBqzX+abBFnXc5xiKVCgcUbx/Ezp6J1R1UlaR1t4ZHvrF5Fz28xRvNcPf5ZSD38/ifjMzg8PQj7FxYVkmj+XU1jYES9Jz3OSCGF8nTSjUoWPlZFkxA1lCZtObl/U527tUuvn3BdcaiNGAQUzvL5SbuDTeBZNYFRWOJiHSWTC9jRVhtAzMSwavSB3iRCCTrkv/57XsjRrNr8htDf39ys/MaZhNBGxGEJ0vr+rcx6gq3t5j05DKjGBfugRFntbz9buQ/oXph0GL5HumwYAg3iPWEg8PyfKcdn4CeQG+TYrhaqwTVYx3PfvUSKQHCUwWif1veJtgehZIgSjqVkSEzSO/ctZSlOPn/viYL/21lvJIha9funfM+RfnA4wwGsE7EGMImcG7gHFOjf9EAgHqlAnCpYf3eNsvfgEkIxYFYgyxKDl865dg3vQO/K99lHMf/U+KSIjqoP5P3/oOdm+8zPlPv8Rz9zuMhct+NrzfTCwmeByBYAtym/HZxxxZdHz2Xsc7v9BxvOOY3zVGCCsjPAbKIUAmZNUNAn1muw+3anTVSYbNt0Eug1gl7TGOYEcqkjs+B0C1cS8SPAf3fCVydT7omq63EDnlZIW4yiIZIUGlbj3U1tuy7cebMvSKwOMXN08FmdZX73XonK5xCTadoM3KbruqIxpJxjxGZfZMwWSLwcRkCUXNz1tfsQLd95t5v0651Id6jSkZ92V7UL2sY96NiGLVoZac1k0QqVanYBhCa5ksdbjObhTsjJVNeLWy9etr/5z92iA82V0bAmp9ylxQNuA66YrmIhTtAmctuSvYABb9zYhmoNO0Q0TwKXAoCEXWC3UIYnOtyxRDMBl2dBHpDhKr8GodO4mtOrDDiNPgcN+NGSqWbWNMpQUGFxWq6drj5AJrB3kf8T6u1mUROh9oY4RUH9rvEfq+VcLEJHFvIxZrckQsPiuGF3B87r2Us2eHcae2nGOcqV1z3+4qqz+8Mxg2H0123LrFNBdyZ1PAADbLLGV4lfDDGbVL+n3zdtrvSIz4//9ab5hZxWmTg8By8w2Mj1+kzRQSM0RL0JfWdJ4yywYP+mZqcDVydDJOsMSuAmPIh1iBRtF7lytjZXQWWJaidTKlZDSmwYkwsZa2ShHnfikbojArc9WkBaiH2j1e7PHo49/GY7uPsajBGsXo2bXFAjSatIztQN3uhjvSCTvqGiR6+ho2rT3RIv7lIOOWFthuQRbWwWBrBnWKZPyRuMtPMNMIRegwGQrDMhqp6Z0tI45oM4IbceXRbzvVz50PaRIZcmd52z1bvHxUcfloOaiBDxvKmt0B65G30+1w0ZIlhriHz2sG8vGLm8xrD6FmP+kXqdMZk3PFoISuVVca7Sl9g8PpgtMuKKIavxaQboEPSnCirG1rb2PAgev0V9hbN8D2+v+MzWDrAeTl/bQYG6rpvcwXObvlBfZGd3Pv5I28vHyOfE2YUNntIocL3dAKZ5iWjmXrT70rYTXu19ygYWQoQ2KCf0SPkzzBJOtEntCt+krWIl/pHIgMm8I6nUFvQA3fE1E2QXMjFX4bmvFFZue/JL1joTM5zeg8Whx+6yLWiM5fm54ryiqSCQyb7Gu1ECJFZgZmURF1wM9Oi+Fe9Fwp2yMKdukx5/3TGtRo7WGA6pxYlu0C6wOS91pEaczE1RwHyJqZFkrnO/o2oiczTp8nrmcKE2wwGxP9EhG7qjoanIHVO27dNG0iqd+D58Xl5zmbPYA1jpG11NWtt6MYlQY4E5My+qtmmwP+v+z9ebBlyXnYB/6+zHPOXd7+at+6qquX6n1BN7qxklgIgAQIkBDADZBEkBguEinLQYrWxpkRwyGLI8sTDlN/zIzMsewY24oJKSRTClEWZZGWuEiUSEuiTAEEQey9Vtfyqupt956T88eXX2ae++6req+6NRJkZsWrd9+55+TJ5ctvXxw7STstEs9g0P3oEk7JjFoJh3Fxo3Y4jj++oyyrEJCI4xQHqyWLWAPYmHzis4GlGx2dODbj8TArle1VqtOE2STMJYoiXsqseoUUNqcpzna0vqHrdmmcp4v43OYwZ1GT4GMcjnQB5x1hMkEGg7QOujwSBS+BrsW/+jJhaVnjsroWvKe+fhWaWkssmDLKOV0opy7Ja199DZZViOokuwtOHUjQVOuWBdBc/469PKFzgcvRG7nzAi20FVTTQOe0/hQCX7kw4LVjNf/rBxe4IlO6MGWxOsq5zwTe8is3wVmcluC8QOcIdQ1Vw9ceOZrw0m+8+yJv+gefxYljOh7ypUtHOf67kWmN6ybLK3gHV55+C+u//b/R3LiKeI/znq3lAV9ZX+V/P36DZqqueJZ9cpeWksVWuhczbQahqms+8+gQ74T1ZgBbW5owoJ2oSxs+e7sUcGRu3aY9r8TTdBaq4GOJA09bj7i1lusXXjv73gKW9gOXXIi8qRy7E63FVMXkF8Pa3Q5EU3v1xjYr4wZXEWv/BYa1lp1ovHoA6BnuK2ttvSqRKEK6VP8xC2PqIrgTpgRCcq3PTcMipN3G0yLO3LoECXlHgqu0riie4wz4juoBpvU6wb0aE5d5No4/x9Krv8FXN1u+/NqtnA7cxlvwdSYoDGrPE2dX4/extpMSpjQPH2JK8jjnodRshxyj3qG0pcFsOB1D8WyKaA1I56i7LvbtDEExmapiXpywOw2pXpgT9WLSeCyPWzqNEDg5vpcHF97GL938U731sz3WN7c0UrHbTajaLVxM5DXEMaFToQhVtNdS+JwkfCsQpuoOKgWtFrNEl/yBEOojVN1LOOdofIWbqh/hqFrkwYUH6CavqJUR2F65yPbKRT7z4gYIHF8aUHvhuXvXk8XUmteX94i0JQKb10II6rEj8OyFtXRd+buAc45Xt15BgBvsTYy2Xzu0kLW9vc3P/MzP8Iu/+Iu88sordDNBsL/5m7952C6/TlrcMJQpC35AF32vt1cucm10Dq5sEX3a0r766MObGF6kJ2RtTyyYWpFBDUy7KeIaGvFUrRbdrZOOXlN2WyDlICJycxc07a4xnFZwqItMUumEQETag8qzJcK3LT/A46NTuGOPA7A0DAwH0WCdNLfaavrIpyYmZZAOCbAUAjfFURWF+AQ0FW16e77uul0k1o7I7F4kMLSsMARupGuDylOJak5cJEs+IjgL6J1tu21HEwWiYa01yi4cGWcT8x22HzJTXF72ooKHMeDjpmLcVLDheKXbyeKnQENmnmtckX6VqJ0TrU3WTdIKWRxetjbkt1uS/mDILoCp20qLVYVqiWjGyGgVbqpA01YLeOdp3JB3nPwg027K0+vv5MGVJ9JbXCQYL17fYmGgaepBWGiqrC2K73JiRDRQtVuIHzNJTk4SCajBjE+as9plrVre/czMu+Jv9Sc3BtWYkKyBs8QfAUdXDeikouxagM+e/Tgbq2OWKmFz7SFurj+6Z8vN8uy9JCHLiKx9N++Z61uTlIFyYVBRe5fOJMDz9x5J6zbpJrHgtwbTpv1yjrbL1jzNzpgTilTiI+PRUUt2S+m6wLFqiU12yQy+4LtptGfmOdSu1uLUdi3Al8KtuEZm2bVsl7b2ddoJTbVfJ9h24tlub4BM2Oo2WJPM7Ni6pz3opki3jYjG43XkOMCb3Q5LcS6dFAKggbdYnIYg3S6Dasy03WVxusWWG6Q1dOU7RZCYsdSLMibWrzcFDcJf+cQyf+y/va61o0wgUGDC4oF8159LfoWkdOv2/i6ABPCTjvVrHVePuFzzKWHCUqEQhXlidj5xELPUrjZH2Z7usNXduK2QFXyVBi0os+W9I0xbFZLaFnZ3cgkPceDUJSdUtQobdQ27GiclXhU3AuouWFe42iOdRI2i4t/V6y27dZ5WEJjWQhVU+Koiq5BQmGjo08It/aL1kmpeNVuBaQOI1sz5F0+PoaRdUeD/3KUxz//qTbVieSF0gjhNxx+c8It/7K3sDAS58goAX3j0OG/6X36HgR9xfHgaqn9jeUJiTBjROiG41VW+9CN/mrUv/y5n/r8/S3XmNMjnYnIIx6BzTEW12jU+1UbLtidNRrUVGbKhK+JuI4w0eFyYsUxGrZi65HosJmuICumNa1jA09YL6uZmcURSs7N4Zi5Y7KcM6gJJwVg5YeJgWHsGtaepHEeXBnz12tb8h2fauMm16+oqxio1jmcvrFN7xxbZ5dzFdRCEkTRaC4uYzCvOtw7qcmi77kUTK1kpmGwNl1SHqWT4k4BauJJ7hPcO7uOJyWU6VzNF3XCRKtHNV+7/Tn7vpY3eutnvpESUrAgsFW9iynBRFY5Dixy7dovgRmxFHnAgnp1uGwkwCjVt7K8J6tFitGyApxNT3ZiPtikF4++ixIOLcY25NEtMSEV03XQ1C9UKXqqEfWzdBA1FmEZBqorzkejGZ7yL1SBLc57pIwDN9hUGsoNngO2SKQ/attPsrlFQbasx3+ke4r/Z/nVEhAVpOC8j3jV6iq2V5wjX/15K6AJaFkVEw2UsE+asgAWaFKPcO9u3ea3tAtuTllHj4zrl+546t8pv3RjyheueaafurCrj/ltyF/z0pz/N3//7f5+Pf/zjPPfcc/sO+j+01vohEF0pxCcXpNSKBc8ONIUpXkgHqXQHurU7jVqRGHCK1i1QjXWgbrfxElhqFrkV4yO82YcEhhoy39P8g2oP9JgqogKUEbXYiHjYnROausJN1SrlCtcp54Qz60u85Cqki8wY0Z0gaZFV815jQl4XBUEVfUofXddNqHeuQBOZr2KdtMhwKK6YZjwwJai2mSyoSvxekVnMpCMe8fsLTLd22j3rr5aFGXexQHoPkCwMtrezzYkwavyezHNxkZNgrMKOupVIaGP68qxVryOja5otu94gTOJ9ze41JqNVRGDaQqtcqAookmwK2G7pEgnjukqMmasXMIHViUv1HwAqV/H00XfumV8Igaby3NyZcGxpwKWTS/z6F3aT5Wh11LDdtjCJle5jUPNCCBiJVmWBZxhtssPJTVytyH5BGjaCEUpmfiu8PcsK/4BXEoOV482UaCFQd8J4Gq064ggyiOmMNZXw1yLDEMTzwsYOK8MGf/ob5uyqMiCNtyxD7EkvPc9d8PrWhBeiZVTQtMYnVgYsNFXCBa5A4Dd2bzCoBjE+qIuMQFQExOQgdg2JRFuU0VjxIzYQlqh4JSpxnDguuHW+3F4poVChJ7nfKLlzrkba7JIEwg0skUM6tZg7q2DKIz13tQmFYkRUgOxXb+e7j5nimIKGULswzUJU6PDtNl8KGyywnaE4dLRivWWBvQoB6SY41LVQVS7Z7VjPVsB1U4If4iSAqJvwpLAWePGYGN85dShSv5KQhaySI6GHpdJljWOIWtsucOTlKbuNMIhZ84JA1QZ2/V4GZc/6WAmLaKEG8K5iXA1YkEVkLiYCQmC7g2EIpDCoWzeVPkkHztFev0599RoyHKE+XipoSdeqBauuCV6z0uE1W2xwghto8pR6MEAqT7erVuLgHF10b5x6CDHdum5ejJ9y8dQUApgETYKxeDNoYohotWordfsL0SomCLshCoyFAJLgUQAR/tH7T/ONf/eLeqGpCdLRNqW1U/8FEfyRk7zr1EfZGn8ZX30JEHaC0E7axLOOaq8ZGh9+hK0/+uNw8jTu8/+3JPTUomz0QNQl2oQG0/T7SGuqyTaDtsUPjzAJExZrj9u6jA8NWlbWYNH+z5Dh0nyF75KTLPsjXDv2ARY3fo+2WmRn6R6GG5/n1vqj3Dz2pgIMAp9/9RbrC010EzSstbcZJBltHBaW9nHdr9U5r23uapxQ4x3BBU6vDnnh2lbCdxa/q4JDVBaLxNpzkVeQ0uVb76pwWsOp3MHpJrhh7zjaZz2nuR/iXruQ1S4eR1WNEVcnN/HgarpqgGu31UXZVeodU2TnTD0mPEsSxnsu5GQHQXvOvjVHdeMHqnYXHzxVGCV4aXAMJMS/YVx5NsM07ZK+3yf6quda3ZWdq5DgGXrj8VyyaqkFLOJOEYZu0IMH2+NFGbAVNKq6goTLlTfNgmq57qByXgdMph2t62iDuv9ZTGxvDctPYpkZ41gRfmTxzVxvN2jXHsGLenVsnHxL6udrVzdZGFTc2lVaZbDaa0HdpG2ceZ4zF2J7Ndb+tBpxpVxTR/pvcdPqdSI9nv927dBC1t/5O3+Hv/t3/y5vf/vbD/vo13Vr/QjY1IV1jmmzQrVztXdPPpD5szFiPTNzsclLwzqZgF0kGhJyFJSihhYXOtXgRNeeOrSK2EQYJMk6IunQwnS3x9yYG5mkuAxFZ148+IaKqWb3mgGcMFymdU1iqBBJgffWcxUtMnm8mmVmg45Rj93Sw1jtbiCDqOEQExCEwfQmAzELgSDiaDuiZjf244eUGYoQQbzWBPFSwUwabtBaRUvDitdu7XB8aZgzE89pJWPf04DEsc5r5n65R+EQ5+HZG2cjoaOWmsHkFo20iJeUtKLBx8QYEtdXmEZCm9zIQhFCE9/VuUrN9UYIEJCK2rWMfLYgibiZ1OG3RxbW37jxcb764wtk5F0kZmLlAhWhDdAKQjZzF+fTtS0jgTDZiunRI0RKRsYl0/F4c5ond67wv4RXMOGR5DbheF91nmNukWu3XiHU96pWvlCItH7ElVu7bE2myY1ANaPzGY+uC1oPJc6TeL56+z7nuUmrCo9pG7hyS9MZO4SFYcX5owt77u9SsK+6ZFSiUWpBVNM7iWuWUuKLumkYccr7EwmhnUMxtkPXcID67LfxO0FLHEjM+ZncdnBMiUxyPO9En/+yqEIQTyWVulrafotn0t1i5AfGC0e+ev7B2SlwFkA1uamMjg9sdZ0qJtI4YvYxEcau5kY3jUW1BXoqieyCpHCtrifTTl1BvLeIjVgqI3SxRlnGt0J2aUuDcxJTAmYLmBQ/9nZVSICfKlxZWnLIQnrayBmrdMaTRckH22MbV1zn/ZpcfhV39ITixcku0oxotm8hTUOYag0tUKuN39qEpSW1RIkQQkXwHqomjTFUFeIdlYAbDAgWyB7poFmytFy9MKkCzkUHIaN1ou6CtlAisc7TVNO9J4trXMzO6f0q3GX8NulKYSRtDFZA22KzxAnOO/6nH36MZe+hK92ahZ//2CXecemTnPMDRs9+EP73/6d25bV+UYgC3bD2Sbv91Duf4je/dA2LPXWhQ9oJ3g/URT1kl/pMByO+C9MoeAXqyQajaoUWtS4nG4RknF7SS0f2YlikYugaGm9MpXDt9DcwXDzH9vKFHhwEYLdteen6Fgh7sufm+2bS/Itw77EFTi4PE5jeqX3ptVvUlZZ/QTQu5tTKaA++FKx8gs6uRpMkebH8wJKEJCeayOkWMSW70bnJNtJdxcpcG2zo2s1gGhEIcU8iQqqiUjE4S2WuCredxXO4yabGcKKKMMsiWK6D0T3z2PdOUsyZraGQhcp6uokPHS1C3W7r8XPDJLCEmErerEMDcYxEaLFYeuNFCqjwFUyj8OJ8TpIjFbWv6aIbNikm3CWB39pRv8Tn8goqvJo7dYQMMxZYcrMmjmMY9uKftoM2da80WXCxeHbk0wq3QeXvYGdwhNp5wkSvOeNNXM3u6DjS7sSERH34XRnVbE9UaX7p5NKe8SwONdNg8jzJI5tLjboQ0v2W3KpsGgvsaQMEP4Lp3kRI+7WD3pfamTNnWFraO6n/0JtqIhVYQmSG22aFrZX70z0JqQg9xAWRJokeztK8fHxpkJie9E8crusSkvYhUO/e0Ldq3CBVmFJ3ExBHI65ABgJb15DppACozDzkcepP7TyMj1Cv30/tY3adsonWYChb1ixFxFkQPvtnFhoCTDslXF0XmLRGRkKBiuLvQHInRIzJiG+T+Nm5ciaA0FBRuwaWLjI9/Z49e/fSxhZfvbrFwDQSc4+Z9Shci+bo3nVD8nMeddmbcuYhsxuY0NFnEZqoWWuCatttXJWtXWRCz4dchLJkSpHMmBFXVOIgXYSjlHmSHMehLpWn2B4cj/Ue9mfa9H6d39JQk3vYXJtkjpcotHhS4G8AH/3hLXamjjP0kbh0nabmb7odhFhEcbqd5ufIAmwIHWYrSf49hc7w4fEDnPQLnGHEogwRtFZJV424cfxZfn16H1du7fTm5V2f8FjrusBnX97g6q3drN1C9u7znD1/9YamQn7pumaysjoeToQzq6M993eh03Vzjipm9lTliZ7DWtRtZ8E1SavYiwub+S3AYPea+uMX7/mD4QR/yN1D3cYYQRFW/BiDxuQ6V5zhQNaIku5RmOpcw+bojAZSx7or4ypmRRUNHO6i+5SIcGt6ky9t/mte236Zr9z8XW51u/weW1psNLr6bIeWFsUVSF7e4LLgLsCg1SQwHkGc13zAcfK+s7yd9MYuqJa4cjWNeHUXjGepkkpxruQ0/illuOQsp2ad0SKaSrYHWx31bhxb12oGUOhnB5QsACxfb1NMVN6xYrJSzhRVINlXbYu/fm0PDPWaoDGbTY1rp2qFdQ5pGsUXKaYqx21p0givboK+gsrTPvYUwTnCcExoBup64z1S11iKd8PJwflUnyo4TRwSXKxrRUjJK8zSALA7UOmp81rPKq+33jOp9b5UHLpXsyn/TvuCROubvuulB4/QNlYLsCDICNdPLMKSxk+3Dz/GrZ/+Gd3zSv0NtiaqwBw1nlGj5T0GlefJcyusjgZRKDBXsIJOdy0SphjFtIjqXKMOGu81Q1yx+7OKCCngoCd44Oj8QOv6kfmR7ZWLlMrRWztTrt7andPf3hbs3ZIVwJqoZ38aOdtq7xhWihy91/W27L1la8Qnd/GSLljdJ1urymXXaonrVswkfupzAcQ59gXUSO/sflEcUIsWGu4ijtWMjMfoqhG7o+OxqxlIiy+xeHv7N258z1VNMGWUYtBhUUPUicd3U/x0m2b3htKe6YRBrBFm7zWlbCkYJGWLzM48jzO4GlfWW1y7iLhKa4n5Jq2HxhpXlFDnQ8uw3cF1u1qTbHKTQasprBpRmC3j7uesfl6DQkEXIm0IEgsVF+fQIbRuqG6DfpCUhcT4OEJgd3yKzbWH2Vk8m/qvvGPU+MR3zGvjpuLC0fFesBfmwnZALV/OzVdIPH386eyi7ce0bjB37vPaoYWs/+K/+C/4k3/yT/KlL33psI9+fbdIrANaU0dCx+WL387GybfmW+x3sZFmSTYNjneO3aLeijPNTnF47Jgak2nOPHZISndBQZGcFxjsXMZFrZ0CU2ZCS2bcDoB3jooKBouM6wWOPPad8OhHZ+atROzmTpv68VEr0bQT9dctxkocqxHEEM3aOYRGEjKsi1GlmCOgSmmX1c9ccMnUXrW76hbolKF/bHCC5+oH+PC5T/GOMx9jODyyZ+ssbaf3mZjs13amXS8L09Zuy795cSMT65m2n9tYXLy4XzpL+90UGs8qIp96cgPzte6jzvwZcZpNCNW8pKD+6O5EEYxr8Wm5EHGNROLsxDEZrNO5Id7dvqje5u40EV0nas0yJr8q3ECMuFh2KD+5UQTIRlfHiHD7KU50v6vJDU3h2iOfJNj37XZmJJJPfnG35JUCTVuMeL5y3yf4vL+X4LPm086Nnb3Z1oWg6a4hWj8kBoMXQiX7w9Gg0kQX25MW4zX8PiCihb1Vu+rFM6q1iLBZi6uoQBm5OsFM35JsM44/ARa2X6GZ3urB0rLUHHUjHui0volHGEoT9y2uaSRypq3PO6S4pKuXmFRL8SyQXKa905M89EMQTYl+ffIKv7fx20xifatrO1cQhNd2XmK73eLVcAsBfOhiLT/hc+EG/5rNngwSyC5GxgQmpqmLeSxDF4UbFRbELD0mjEsWHX2xJh6h8Q3eebpqTDs4ovEtqHDQeUlufmmR0zoHQuhYvj5l/WqHdIGFGxPjWntCVkBjkzpFdCzc6lKNrr2thGPDpvqpeuUVTZe+j/U1bpQKUi4WoBdw4zFSVUm7rYTIJ1xsP2rF8kw7ePWD34FZskKjmffEOcRrlj3xHqoqPdd5KxYMVitrEq1Utp7lOk4jLrZsjuYqmApBu0LwcraXtp+G5wAcX7g45J994zqXTwz5lXeu8Pe//wL/4iOX0p6bUsHstU68ej3MNl/x0h/+I2xsqYKyipnGHjuzAijjtjCokyLJiaTaboJQtdv4ya1klRGylcaUoyWm7bPKs3jfBIVIOyI+7/yALtbrmdXuW/vSa7d4+UZWVvUUc/NBJuJDox0zd895eHvScuXWbrL2jGp/ZwWmWMF0krI50SoslMIxqFyxrvn1Zd/lWwqRu1jHDNe6Vwo7H6/u4cjwrKp4k1XXa6Ksh/4wuwuncl9CQR90kcw9XhVnGnO725ZnPaTU3mq89ZEP038VMeaqiCEetts9K7plBRz4jJPpzctWol9qZmd4JM1XxIGvkWaRt9z/rXz4oe/q8ZheqoSjHFCFoHQ5BBWmQhstV0q/fbcdE2vp+DT04yph5yY7E0uNVMCwSMTDicJQRTzvbG3jd14EqqFmQdTeU828rh5z/fQ7CT67BFpNslm3vj3wVqxp//re5ohJrkSzT8+2p44/xU++5Sf1+RnaeKd2aHfBZ599lu3tbS5evMh4PKau++mer1y5ss+TX+ctajTbZolqsoGf3Oh9rW7Puui9zGguXzNkVDaXALfwPBYLfszaf0MjoQua9Sdm/dJXCm66rU+3uxHAjVEyVC3pkHUdyUXwW5cv8dZHvpfhsYf2mbcSZUujbOyKCzAIHdV0KzE9s766PVZajILm2QxwMQW8qO97svkYcxVd4DpwKUsQ6i/tPIJmSHu0vodQjbm4vE/yAmBn0tL4OgkM86wKec5ZMNuatEbX9as558rLPoddyp21GJE2xqll17kqsZElSQm9vyXyK10Hu5OOwWST4M2inBNf2L6b5UoMcYiL2isl/BaH4sTjnGdSEIqy7U47FgcVk+kuIhIL9TmWhzWr45r7ji0yDRrn5KI1IAlhkOap5MaUBDmdtRHX2jmGFci0zWtNZLCTZqzImgaFEmEvyblx/Fm2li/y4saOVnhP+zefUJctgArkE3UbqTrhibMrPWG6jB7sJcEQVaQ419EGPavOJIM5raOLwcraX+000NnH2ai2N1AX7sQW+G018sxvNLlcMsuqx4GJ44PuFF/gVQTHJAkc0Z+/K58zYg0hxjSEaonQgaMCsjZe97zGRQaqdhXBbTGqRmxPt9WHnRAxRKCOQplD4w1TopbYX91u00Yi3ErAcil4Y8iCwnjd7TL1Uf1igjfqlkW8RkwWEGcAEQ+7oG5IA9+o+1C9gLhFpN1ARAguEILi2+Tul5ZSaHY62srwWmDxZsdwM7A5lJzYIp7Ztoop4QMggdFmYLg15fLxOt2TTr1vFG8Hyw6qN9h+h/2A1p4XUXiy/O2gxCkWKJYoZAUTliC61Ub2SRy7bcdXb+xwzISxoFas5CMlgjQNsrubhK6ASlgmGO0MPddHwulXOs046PrulxpvJSmluymPQPGucyZoaSKMyspnJKtPPvm/8g0rrMgCoWr46r1jTsdEHKWmWxntCu8qfNjrIt12muSjeuBBuL6NKSFHLrDQZDbJYlhTDJE4dsnKUMGUoIEp0f22KAFQnss9JEPKmemoHarkHAZPIxUTl11098dg1p0k+if73G7hWlbPqnbdXhfqOUL9Fy5rqZHtSYtzmixDPUfvAKAmBES8LxJxnAR8jDkVrBZWN0MTi12Pi5ezzZqiNioRIpzEQg5cZJFH6jPc0zquDtd1WngmwyO46SbV9lVYVuFxa5It8LZHyYIlppTS/4a13+NeVlOzJkOuhU0yq1+KG6Y8FBDNODxIikPBhSmDuqYKZo3MvFxf6IrXQ+TxxCd66UXjJEWEo0cf5tTCKU0/Hhm5l3dfieUTNG2/L0ZpStcGz3ZUcBuGbrugSfCnmyADXLtL6xZ6gG3rThKyMl1K+MP2UvRMbZz7EP6zv4z4Wi3ohRA428y7ZFhFC+rtwU33OuS/58plohkuvZfb6rBAjR3Gnx6kHVrI+p7v+R6+9rWv8Z/9Z/8ZJ06cuK0k+R9SCwi4ihvHnsZPbnDj+JvTd9Oui9XIc0sMiP0d8f3CwLMyKlxAIjKXhF7U5993O1RTlxjwttXiixVaP2GXrBl1oL7EMky+x+DUlcZ5QvCxCG0We5yv8J3j4sI6Q58zt8w2sXgxiUGM5rJEZp7t75p4b8hIoNdX+uDxsU7Pt3CU/0f4sqa5xVxKMtPl0NQdLiLPrhrj253IKKnOcKdZo94n25utfVN7nIOFpuKt9+21ds2OU0QRuKW43cu0auu6QFPtd9wiESmIL8y6DUpKu5pIiBEJoVjDgsEpVrMUzUIk/kkziNN4JxdT/0Yhy4lj4EZUMmBcLTLwA7z0lSXWAmqFUWuOChC2fo/Gqum3JjoWdXnzCY4rspsL5HUYBsdWTMjyWFjl12UrItsc12ciU9bwSSqqmDSDkl0jiEg9RMIyHawyHazCa7f0K0wwyvsyb9O+ckWDan2yWqnL39Kwvz6x3AezBgkBmkrYnQitaJaiQe15+NR8F2tzF0zKlchAue3r4BazYF4IlLV4ZLKF391NlnK3vYGrRqkf3+2qGBTPRBB18XPdlI8393Fz+lX+JqU7qSvWOiRmKASYBsd0eDSS2o5KaqaY4GqYKwvDg2rItL1J5TyTaJW2Yo5OAo0fMimKrgpwM+xQExMw0BZnWWJB3T6zUnlXZGOMKy8O1+2Cq5GZ+1WYJ8KkY+SqGEtapdonlTQ5CYwJHS5Ap+sQ4nwFWLtm8UQFFY/n1U1DEs4EizGKMDiNLEiAwXbHZOR7gGj0IHpastwscyPs0oZNZZrnQlEJgKKKPedwu7uEmzdTvyBgrmAxpso5zcjXi8GT6D4oej+ATF3Gy06QaMWiaQg7E2o3ZjrZJhVzroXrq55Tr05VYEUFJsRc70O0YGnm29CR0r5rmepo4RKh88L2uAImfSa92OXdwTptPca7V7XeE4IF/Ku12LPenMJXu0y67DZsdPu3P/EjjCfbLMT5jmrFc7NZRCX2a+dMrcpdooGC1a7UaEeHemx0CK6bJMGvxOEZqvJniTc14jjvlrnfr+J2pjFde8WN7Sm7WzmpwB4wKHovZM1e29ydcmvHCteq5W5xWB+IpwsxhqULgdo56soK1N/pWX1XUsyKucfBVLRsjWxdxfkB0ixkxn26mxTWNj9btZLTKF1KLWZXxPGu6hSrfo3QbsQFUXi+cu4DrH3tH7K5dgnIwmNOhpV3SoheK3bOBZ44u6KZhGfaKgNVIJFpmFk4jWcq3RgHotabGkcVzFsq4y4bcxLTEi6SxPMpvCvPVomDaBkSEcb1mHE1ZkBULofSRTHzWpLGmEsFNV2bFDwhxJIETuktgAs55lHPp6lLVMmVaW72wDCFoYueGjI8mj00RDQjsJ+T0EIHr+PzwsmV/ROd7SdQzYNvJ1paBWHfOG171omn6Wou+KP73le2QwtZv/qrv8qv/dqv8eSTTx720a/rpkhfs5TN1l/6nZdvQCBZqZIbkhTZBaP0/diZlT0Mm4sbV5IOh8SivnXSoHvQw0RM8YwdUqKmQ59Vo5rL8THp/8xo7iycxt34nJq2l8+yf4vMRnSvKA+iT5/17+HkFricpDzDsiEb4sHsqHY3Ut7DfDgNoyr66SG0+O1kfBI/0WxZbrjKzulneGXneeYnriWllB1WjsY7Tt3mUOpeZI1V1q2S+I9Z18AOLYh3O7qk6ZhDcnn04rQifRSmqt4ezZDbcg3F6f3dbm/NbHWCi26m4hjgaVzDUiPcmO5EmDEhy7NUrfHA4jnee+atDPg1Hl19du7YX7y2xfmjCxoUGgnLbLMRZ7c3QSQmCJBCyBSf1tSeuy8s8s+SZi6ktbE7ck03gzRbl1L3pm0rMqZByjWMMBa1ur1xz5nL1mTKje0JawtNYoZmXbSFiIhF9mh5laBVbO60SAvDxrM2rucSYtA06rXLjE0VfeqdpacNjpZOg+rjvJwItBOkGkA3TdbwZucK4oe9dRFQjaAIwTfQbbPuRpySBaJpBUHjkvrYQtc3dLBbr9CJj8qTLKpas7ow5jI8rgbcasnMKEKImRNtTLvBLLq6osaeWTHUxFxATJ2SmQ0jxOlMxH4C5dAKyAguEvOOkavwoWOEWUkN3zp8T8jSXx0SqxflLm0Wbp+qlkdfneiM8+vVkoUKF7aESzdaroyqvKai8F4KWYv1ItLCQFaAl+a/sGgBwXtHJ0Jz5VXCdU9YXUEqcw90xi1iQpPWyvJRYxARnfdsPflmhv/yn2vH0WKla+Oy26Fz6lUQKzZr4glwbd6GzkvM1Chpp6wGlgpRgbaooQUx02CATgIvnh/Q1ooXyrppCgb6d1srjloY1NSjFbp4jiqpVCgUx72Lj/PA+gV+4/IvsT7Q2JvPvLTBqK7YPXmGqvGsOBXgjy3169hZs4KpdlaqqHgwizyF5cierHFMCLjpJqEqsbvBU/67pwhC+KH6YapqUcfhXqWrhlyujrG4M8XfRuTuj1t677H2xcuqgDqxNEy0dlQ51hdmla79J3emurmVE7YnHUtDxfnPnF/fdzxlc+SU4sPas+hqrblZ4DixBBSGI7av48ZrMwLvnlkXOCxiFQnRwpN5C7MEaukCz9Vz76PrAp954TpQ1MCCHr1zMeGF8gFaP0nrf+WblpvVSOvUQ6X0eDBBy7Brwa2p94fTjK2+c0zFaXxkZJJM2Z3j9zNdM59mzdCnFq23PPwdNOOj/PXf+esIwspghY8+8FFefW2dzahjMBfK5Fkjdt1ogrk9TosZFLAt+uRguoFmNnZxPpbgwoG0uFC8rxAcK6ByA41FdhW1OFb9iFun384LG54j0XWzbK9sbLMbkwpVztF4v+eeEj7KvQlRkT+P7l/bnHDP+ogu7FWclk1rS6rC573D+/a/sWi3t7XNaQ899BBbWwerm/AfVBPoXJUyGYEWt315Yzv7MCfEXxys+J2LxGdeHMegdjSF1kGQXioCDaSV6OsbGQ/R4NJRTLFaVVU02RsTYu5FReYsY9LQYGUnHjn/DTmb1Nx5C+JcdEfTsdiBdHEcWT8R51oyQ2TiAeZHXooGedGSUVqsAHLhgiHxW+cZuobz9TIyXCU0C4qM9mkvb+zoWnlHXbnbCkNxGHEO+nlzN7uvWRa8rgv8zss3uLa5Gyva76PBS8KxrUu26JR++znbjqRn8toVie2jNaNutxKTaRohQRmlKgrXtTgeH93DWxfvwYmw4GpGfsjjRx9PltN7x8+y0Czy6OrbGVV7M99ZG3jHYqOpr63g8rym9bbqlAkyMSIRWQ+K2JjkyCrRocNluM+ilPq1O6s9ZLV6ovYrJ8DQ1bq2ncrmzmxDAYvFlzJzZ9uFIt2w/cyPUVALp/Y3m8agqdSCJQK1uQvu054/9TwDb+mSx4W1UwNwx3Um4vZ/vXkNZwIpURwqlBTmRuna3eJNEq0JHnPjuDQ8n4obDyWHNSvD6OiaRSa1Wiu3Ji2TacZttja99RbTCA4xwUWzl5lF2GFuL4OiTougCT6kI7lAplhVsjInv9vOS3SBk4xvev/buQh5DxvxNM5Ti4vxiETrUa2ZHcWEoZzowtzcbJ/HG22fM47NGOTZGC6zZKWYpRhvlCPbS0jMwmWJG1Pc5G1gadpZ6nTDI4IMh3SbMSsuqHtfZC6zoKoKmqTSjr+vf/QTvPJT/3e9xRJPuKL/+BN6PzrHf/Xm5TTWYPOWvDbBQVvrM20ldFV+nriGXbR0vXJ62INvswZASPBkMOvWLuBW79EacDjOLp3lwvIFLGh9uVnj3ac/ysCrRt+LsBVTQY9qj/e5huK85kQtqGVsjp2ZgpWf2VNSRtMkNBiMmhtTgcdsC4jnUkxBgqetl/jKVeWSb5ffLPeRBYV5GnyLFXcirAxr3nKx7+UxD9zamNrcOZi0rcaEO0dTubkJL1I7/XScoiSFTCUScaQyzXZ6e68tzvbssZPeT//JFDuLJJ7CLFhtNU7C1qs3tvli9HiAPo9mn5LiVfJeVXNigh5ee5L3Dp/nYbdOE+NEBwk/9YWsrg29BVYab/TKQUw8YbFNFjdr95ZzFpS/kMGSWlrGRxn4QXJvBXji2BOaICz2YPCqsVjZNbOMIS/XNo3RipnPjKTchTAj7iLmyaNr8HQ4xjdUZ3jnkY/zyUs/wONn13jf4r18y9ID7Kzez3ZUgsy2yzd3UjbHOym39bxp25lqbD3sFXo2d6fqURIzRc4qY8tWSU3lGh6vLt4WF5ft0ELWT//0T/PjP/7j/NIv/RKvvfYaGxsbvZ//cJsQ/CAWm9T20sY2r93aSYcv3kYGv+zGrgXO3Fwh66mjz0Wtqj5lblOAJsloDVzjVVEGw9uhjMfXOYdMzA9YLSaJ2MZDCuriEPyQ6eJZqqMXbz/rREx9GoEgDHauJ+LSR4ACnXnPZORSsAxxSCoEdmUhPUNBUUMyxIJfNcW1E0ftPT9x7N28fXxOA9aj3+5+x+L61q4i/9opUuTOB0MkI9ob25OE2GqvrkvTLtB2HS9c22Jja8K48dxzZLxvZ6Ypst99y05JckmfbcUcKtRl8cFFlyolsuZeJnGPkvupCB9YeZp7B0dwOBpX8Wee+XGeOfEMXipCzOaXLUXz29Kwxjlh2HgeOrU8vyYFEcEjDP0gBf6acFnhcd0uro3MgblWSXQXMaY6zT2vyWB3g8Huda0tJp4QNJN28j0nI9pQrOf+zRijvTgyEFJyi5KJmj2zQpHIZd5aiMLJoPLUdyAE55fPJwvjt9//7dmyIqrIGHg78xkepBdAnM9kthvpp2pyIz4bXb0EgtQpO9k7lp7kAb+aLM9WkNgSlYRqRBuVP4q/zAqcz7NgzEwkzM6x0AwUtlzWXMY3pBFaQVbrbSA1OVJL7x07c3/Ns0pKiChkC8aERNixWyI81ejcndM6ZbX4pDH34vBxLbxk10mQZH0CC6hRoOlbyzLeGW3txUBJseSI2fYkCVihB1MFzIsK29RDdfeZAzyyG1XRIcD2Vvo4baPFUhdfGeFBTN0+IxjhYjkIE5R8zALmcvKdQOGVYZYscVHgIgtczhGVy5qkAuFr9y6oAkLynoWkExGur/kUuxYkJsKALNgWa7bbZNHElHEGOaZgqJxEi7DjzOIZnjj2BE4cl9Yu8fixxxUnzSESuWCpKi0r56LQMP/QVq5SOhvfX1pbe0rD+L39X/e+mxWp6P2dfxtfoZ4kScHbI6S3a3nNbve14cSmcvPhbc7jFmNeV55RU82xfs1pZ5+F9ft6tK1ck4GryDFHRu3mDDc+P21DdPcs2fksght9tayGuo4Z7kM8+6/e2GF72iZlmFn1yrmLmItj7wjNWSthTZY55RYL2IhYz3B10PITNS6X4Sj2GluD6U7s06d12cMnxD6nrZZOGKzdg1u/iAo6IVley6au7jlARWt2bWGeJ2UiLEGQbtKDXLEFKfleIj42fCIu8QEiwhK1lgGK873ICs9WJzgyOMFDx06xPKx598J57plTgqe/vpkeV9Hded97i7XannS2tGlPf/eVG1zfmvDFy7eoYhbg6g6ZNS3j7jl/goMWIz60kPXN3/zN/Nqv/Rrvfe97OX78OGtra6ytrbG6usra2tphu/u6am21wO7oWPq7BPmyDkGmZZl5dPFQVm7vkh8bnYQI9BTMR+hycoB8qO3AAlNLDWqAE/3F4wA08UEFYloEfXeFp64cR5ZXGNd3Ro6qMTZLlo0lZj8rtHeJ2Qqw04Y9AYSGXA0VVghbu5bSWCIi1G/fJuf4COcwL+QK1XaNm4qTqwt4V1G5OjGo89qN7QmVV1/b2ikBvRNdsgyJZtFA8rXy0BrzUVeOI4uDfRNpXKiWGSTrRBSujAlO7G1JaEuyowhvt4O2jVcKSwRR+LSnnFQ4NDHFoPYcX13An3+7FnIWR+UbFutFxtUoJiqY7/432ySOfXk4f60TAYhwZ0U5rQhkJY5qcotqcjPNtKet7xHVgsgKjCaK/GVyA8HRdoHdaWCNhvvqkwyDY9Cp+62m24adaonXbua4ix5xvt18Q+ERFemHd26uq19X1FApm2U88l5ibJdwfOn2LqqVq5I1KxM60tr1WbPsjlTW5enrDbO/v91pFuTODxLDFiQXAbV3tx24zvV6atyoWMdSDJ6dhzBuKhYbjQ2rXZ0IfYhWB3tySF30ZJrtqmftrESovWdUxSLbIr1npCDimU3VH9PGqpCluNDcgEzx5HA4Z67bGTLN4SU4tbIYXPUgaR84CmTGI2XaKwSraSWpyG5ezRjoH/+tDlYZVKMUg9h/n1C98FX9dOsm/oWv4l55ia3JVBVWLqZZT/FTTrPlzApZ4mKGwdhtFK62g/Dit3wHAC9d11jJ1Xe/C/GFe6Ctd5HGvUvMVewOuLFa5S1J6xNnEfK6AL3MhOr9JHQiXFureOV0UzDkkpjQTIeE0aDi6MIiTtR69eiRRzPcIenzbLNEYk40XtdFgW0+hMNCvZBjKJFkoRoEcL1nZC649NjXPRaBAgeS3bmsTYskD3Fz+e0XrjPt5vutljKZ9IdTXJfEuNazftGxzVPs2zPDyjGqPUcXDyBkxVZ6X5RjHNWehaZfgzPzDPn854GhwkVxX+mHUKMFtZ/1Rxmnc65eORvbLS/emPbXovhsc+wJNXENh5WP878d+6yjGiXan4U0g2UrxpxcJBPMGI/nEh8p0fqcPKPsPIhoIhaEteYoz554Vt1ZzdVPjEfYO7ochpL7BKU5dsYzrOWzl9err2LXoUcFuVQMqaMXi+dRVvmgnMWRk8Yg6pqbrJ8Rh9hbr23usrmb9yiEQF3lxFp1Jang8Lym+CF/X35Wy6Xw4jVVUg0r5ZseOrnEo6eX9+3z5PikZmZEcjmMO7RDx2T94i/+4r7f/dZv/dZhu/s6ao7Ltya8fCtw3PZAMrNtIRqzh1XE6k6wr4bMwFTrCLhkui1dCVx0o0GYAWv7pAOoXU0bAxEr0Qwz0PKknOTzcgUB/mD9HF888VZ+59Y/1rTLd2qSSVwiAJjmF7DMUKUmCHUryGxERpldgI9wijE7XI16nqMM6BCWAlyRLepQcVpqhKtYCmZ1+1OBwUU/XpkhbWX7ypVNhrWPNRUsJe+dD0ap7dD5xN/RBcwq3AtKkPc95yJ8fPF+/uXVrwA5FssE7/N+mS92rzEHatLfGuwuSIyf6TmzifBEOIJ3NZe7V6JQr9atYeVZqB0b6/dRuVpDPERYaVb4yH0f4eVXj3H5Rk7qMY+Qbk/aaMkbJWQ/d5qRUBgyr9Dyw4mBSUi+QNBiMB9jt6ZbSLeL84tFlkoNGvficTtXkPFJjCh9qrqfjZPv4+Jn/gYNx6MftUJm60e8vLHNYiEUlkNPDM88IUnyuovAsaWG+44t9ucrwtXNXU6uDJm0JD+xEDRTlGVLtPi+UXP7OmSffuzTLDaLXN66THZ/0j5r8Ug7QboOaXdwO7cQN0CIih3zOIl4QfGQY5mK6zGHY67vF3+nWBxnNmKEQE2FFfbtAkymyqA2bsg0FHV3pIDVYg29i3X3Ymtc02NsjdkFYukCxVsJi4lDYqIBFcjUJbKSEvdEHBitc5aBKq1BtDDWEYrMUpuUXQkCtB/nHJfWL/GvXvq8CtlizEKMpeoKd0FbYxGSuBCn38uclxcKjT8qhAkvhFbonIOpBS7BigzZYJeYIxZLm5FiQ0OAnVjGwF7QqoVKbt2E1aN6vymSso8YWSiRpAgJToUsY9SwjITOs/Hkm5EuMPCqaT//R3+IL/ziP0j9ZNdCB05rY9GZkCT86rvHCMLnHhpx9YTn0c/ucvYzm7p+opvkumjZ6nSuIdLQrhLEkmA4+PL5JjN2RmdxKZy+oWLLe9528R08c+Jp/vL/9pdpQ5vcpLoEH26OiJVxvWXXUzieL5Ap3FaJqRVAdrfwbcdw9yZb3qB8Bq7J7GrJtPvOGMisFBGIJT4cIhV2xramHZOtDtfmRBwm0E+mAXzHzrRjYWAKiQLPzbzXWnbJVQ3+PKvAvjhflB4HgTOrI47s4+GwX8vx3AUXI6WgOrtupaul3Reouh1CVWPlTBSH6JxrcbynOsejspSUJEoHPdvTjuur97A6b57lR+l/b2tm7o77NhH+cDgNDPh/y5cSVKSKf7b2YnPN847HAmIMc1KiFTHNqd6YCDUVTjqOj87w4NqD/OOv/mOFwFgeZDZxi62/4f2c7RgkBOquY5JEwuIpozd79kcvpmL1Iix0Nc/XF2mnX+PvyGUGOC7IMh1XleLErutSyJqhJy9c34IAj8QEW1rwm+TSC+zrWRN7UweOqIMoY87aTp1tu+hVszBQBcud4PhbL34bsvUw8rV/gXS32f+iHdqS9Y3f+I29nze96U189rOf5Sd+4if443/8jx+2u6+bFoBJ13F5RkM+e85S/Eexod7FmlT7FMtpwxQLbDTrRHln9v0urBYRwdovA9BGVAgREd6/eJ8eZuBNcjoxcACPrD/Jn3n+z1D7+Vnlynb1+HPpOYf0mJGq3abtAmqNLe5Js7ABZsZx2gWqHc+JrtHieahW/ts4zxJ1PIT67Hm3zklR/34nqtlGHKNqyMAPOBaLBxpN7LrA1c3MEI4an9K2q1XhzsRAoFdPJ1mtoobzhetbaZ+HtZ9rnbTWuCq5dfpQZFQT4aiMEvLSW6RYLolrJjHFcpWvJeuG453+LA/IukJFN0FiYdsQOZLGN1TiVdiOcPHMiWepnQV274Vha9c2J0kpUMY17VkvMc1bZHwsJqggkPZ7e9KlwFIjrAUEYy6ABqkreE7KkEdZyDVnUGZexHOCMUOpefmGuu22vqZpbypTbO+ZeUca98w8ihCZwl0wz2v2uVkLVyCmfod05m/nemDt1OIplpolLBsaFBpQEdi9hWxdVWFLMtNk2shoNywCmIUPTNf5GMcwJjqQXcO0EK3C0rTtEuGsJGtKtyddSt1uqdlnV7Eci534Mh29d55pNyVleBPPwI9poztxI30857tpgiVnabIL2EqMQPqnzfBMOrERl5Z39VxgJPfnxXN+6XwSPjRY3jZ0Ggvq9j3NzNriu/61WYgqCxrrHhDrSal1rJKasTTpvGdck9c3MUVbm9pn7wVghYHt7UKANz2X5xPrW6W9t/5drEUjuY8wHIEr1tVJZrzTc5KsWVIIW10c8z9/04BXTze6tyLcWC0UDJLXzlK49+LeAOgIIkwG6lr5uUvDxHzb/lZR6bbanOb5s3+Q3fEpiFk6vfgU/2fWq9OLpxn5BZbrvdnA7LyUKHwfg46uieQU7gL4dhc/3UzxeP3zvvfsCyBWELy4ZidMz6FCtHd1VF46TQziBCuxOXUDKM7PFy7f4kuv3eJ6yjhYIPbboCBT3Jpy6CDNzqO6RO/P1+zXvAh++waC1RkrRYxsH5kdev9zKbZmISAXfnb88NLbebg6kgSszd2WK7emhOkuc+yOfUWcnWdjAshuhFII5HvWJh8elqRhiE9BD5qB2fYlY7Eq1mEsJDpdAx+LoBjtJjPsg2jlulgd5VuqBxIcm+eAFJ/7AyStT3bn13tqHH56i2Z3I+2JELNnp+zUhk9J99i4jc+xlb3gjmrfxtsmzwn07SIMB03hNRTXpRBoy2Z6VC+OUysj3nrfkdu7C0pfBZ9pSUEKI77zDpb28dQp26gasTY4iXD7mMiyHVrIsvaP/tE/4nu/93s5deoUf+kv/SXe85738E/+yT+52+7+vW9lgvbffuE6n4uJD5KpV0oQzGjDgMC02/Na203xVppXXCzamvsRhEGh8zGCnP8X48x55+Ak5j7zjsXzeTyS+xIk0sk7I0cBOjfIzxFrJVjKdSnM8Ja9Lo0xo8EgZS0GCK7ixs5Umal0sIRWlJDVETTfWd3PR6qHAcfQeWpfwcnHOVov8kee/CM8vP5Ib7wvb2zz4rUtdqfKAY3qaNqXmDXoIISkx+hI9gH2mRCa8Dxq/G1SfuqcnkJNn/X0ZrEiM/uXvsksY15D+3E8F47zTk5iBL31wxTfImGC8zG7owiEjsVmkdVqzGPD4/kdCZdnwjo7gxACV27tMKijZaWgAXtnWbipohrE/E25Fj2alRCy7b397+N13+4yxPGHq4ucpsFYbEc+j1YPR+IcOqmTNaM3xt5BEMPnc+ZCYrpuJ1gC7DnOgeTKoEKWzLVc79dOLpxk4IqiyfYeBJdiD/IemiXZGPMmEs5OhKPUXJSFTBKTH6TPdXbEsTGZJt+1Ej+oIJILglJ86q2KnRUR9UAr4qMsa6Iyux1eaho3YGfaMpkGch5Sm+N0Dy6V3qfi7XlD1Y2m+AeOsrC3Q2JK5oLoJqbFLPKFUBtbJyYImAtbsQzxc07oU2xkdEFIgpfE+C4njKXWWmgxWFe6ji4qUNp6IXU88ANK90pCrpsXELVe2TokQIys/tFjGl9UxdpWVnjYhCqRIlugqCVABKroZhjXra6yxhkTsMTlWKzoQmhJLzov3FqOtfhKNkxMuDL6BS+ea9L1X/rAElePWF967TfescTv3T+mrUoxXhhQ8bQ7i9Eit3gfThwtrcZLiaMNLeNqTO1rVgYrnFw4ySfv/+OsNnuD6W27nQinV9Wro/Ju31o5z55Ud6w6WZz7zP7saSl/KK0KUrD5YvUw9d/3DB/ne+sH+Gh1SRncmKwgGMMKfOH4+/jysXcnZnrSaszJ165u9uZVzrO8pqnp89h8IVz3noO5Vj1Hzph8O2vCvOYQrfUnpN89StFDLyXOy5MwumHnO5563lWfBZHkoh8izQjOMekCnavo2kkvVjCvzyx9LC1t+R7hDkkXBE1BLn0bYh0VYXpPZv9r79Pu9/CbWFZUHWsdlQsnqwWeHZzCJXiwuphCF7TuoohE93fHvJ0tPQTMKdmnd9va6ZhMKZZgNna302acVHUTvpFzPM+xOK4oHMbd6lxDEB1pQ4xFk4qqKpT8Ry/BsQfju8OeUU/aLvJd82Fyzjb0+L0UX4rxghGlyZzkVgdqB3vmUO6CL730En/1r/5VfvZnf5aNjQ2+8zu/k52dHf7W3/pbPPLII3fu4Ou5iR1jQKDt+VPrp56HRvxtsVpn10YcX56PjC6tPYbI/5SEExeIhC67BvjCZU/fsdcf9kQ15t2j0/z8zguYr3yJ/INIDPBmr4bjtlPPiMYjdF2nblKemIRBRxU6jbtQIzS4oNY/iW4UFqMTZxbN4JbVTA9mGwJePFXwIFrDw0UXmG9dvo+T930bHHkYTj7OCTTbDJKZHctCbFXYE5Mr8PxM5qTbzbXkjY2Z9U5ShXsTZMa1Z1/BLV5/nCX+F14rUah+isizRMYC7Ey76H7kkvYlRGb2giyxJAP+MV9O7/AM8KLVZaiG1K5SDWHoGPgBf/L5Pw1f/edQ1EPLMQ361pvb015RxVdu6LpaIc7zRxb2nacx5T6m529ivJ4kOO6zHyVDbAHjRGS3IJ4BnvHuFjfCFshQmVBAXLZkEdent5bsp10qV70UKPvzyZYv07Yxd86JGMf/euhe4OzaiM+9chPnuG2motk28AO+78IH+fOv/BaWrDp3G+KY+gJ6thYKQxEaPANxGMPdEzzQ7IJdNUpwd4EVPs9lLZhqE4rPVFIndyudd55zmdCC2LtDkpAFmsChkqpwEaxjdqs8ZlANr48pmyW61Da1h+kUl5gwIm7pomtQfxVsgBKsZ0dXL0CMAzQGRVwFXQtBc4ab5c0lpjnDTyjnK5ndDCKZyJeAZc8Vz6faWqJxRy44tWRhQseY4HYIC8epJjfouimCsD5cZ7lZnm9dEHAvv6jvqJs+LRIQr/Gn0yJRhQrB0T5stME5zHJ0+SPfTfPQw3yNQXRb1+yWqV6c1/gqcS4mx0AzFYJawVCO5ZWTFYtxLG520BLyegS4vupZvNpxY9WzteAIr1mJcuHq8Zovn1oEdiGo++dEHENqzvtj/Eb7WULoqHyFF0fbtdSupvENa4M1Ti2e4oef+GFOLpw00NjTrkWPB/vOMgrWXvZVnD1z4hn+9uf/NhUquFp2VJtjj0YXvyXCgLm5lTTVGN3d+HndDaldw43tIdfaTVZGkdEtGPNpNWbL9TPCJnwUcr/z5v7i9S2ubu5S+wztxnQetCXaIX1aeYAnEw/SXy2K9YhrZCdbQScLAZQKJ2GAJzBBEJ6qjnEvQ66HK9qp87HOndLu1jVR6TMrfPR3EXuPFLH2aAzQTjwbt7N8BKcl1LsQ+NZwlL/Ky+Qdz4oMU0KUgqYpEEAVVOaFsiA1m6HjmB/xiDvKz/MFpKgNKSIsNUs0Ts9AFzpqV2sinf7oAIvp7dS6lmyx6jCupFvYbdviqbguUetkFCaIIKHjAVljlwrHy3EhNe7MI0wlEKTi7XIvV9svqju3m8lG+eD79bGvXbfHE0y+srHN5Zs7LI9qrYN3ALIqMsvHUZxBUgKQ7jY1VvdrV5cvsX711QPde2BO+8Mf/jCXLl3iX/2rf8V/+V/+l7zwwgv8zM/8zKEG9vXcAhkJCRQCVQEJ6Ve+14kisKZyRYG7fvOu4vToAfLT2pUhehFhVYrMO6bdsc+JGXCIN014aWKOz41OUCficPC5m1bb5lXF1NACTIwHE59Suw5wvIOTPaSx2FY0If/tUY2oMc5mzVin0RpPvYxh+vOO5Ys8fOTh/tjKhS+uffnKLV1/l7VdB55vGo9+NiuYuQWKSORR9ncb6K9d6XNcjtt225zjJCGyrtNaItNpYElqQvKihk6sBhogDu8GVHgWpGHsFxmNjrLoBxkuj9wHT37XHtOLRDhwAldu7fS+m7RdLxvm6X0Se4CmbvfiqV3NB8+9K2mxjZD01zafF8Gp1aogYmPxfGpwL2+ZNog4upTog0RMTNAqdV1Gls39qOeHXiLaciT7gIRVlBeZhaw9nfSaMYhNtADUbn4cyO1aSktevMYIsEM1tL3YhBjX4UR4ggXe6S5yRkYY5VZc5XqlJ3YWzqTe72UFQTPTZb28MgGVWanTo5kF2sMcRVyUlDeiNcCcOBrX0IVAJSpgZQYzn00/2UpXqkj+S9VDct8s8EGOnyp7KjbN3KMllxGQ8RFk+UzvuZxaPs8xCPzdjy3zD963kIWlpBTJ+2VxMSk5RuRwUwp4YFEawoPHY2ZBPXChMA0LmhDp5OJR1ofrVK4i7OzibmzOAkef87DxGBa06yb8FPRCuYvsNhhcVu4gwuaTzxJWVrOSybkYb6p9jp9/jmTlskLElgZeNIHI7zy5kvC4n26ltSetEem36OKppdDczeIaZ9dLpTsNjo/XT2AMnRcXa6dNqcXjRb1AjoyO8KlHP8XbTr8NUDfcjMdlj3XqhWtbUYiM8UXx+8rtb8kqtwJKulKcCIPLYKK00du+asDcewF+yN+LAPXudQY3v4LCoMLkyxs7bE5bEK3Y1tv+3piysslWsD8y/X1tc0Ll1JKRcM0ByKN5sHzl6may0pe08kCth++BnQ24+YrpMCC6Us5gFwAWYywqXacWsHjH91cXOcGAexgBjjUZcr9oHG3nKgLC1a0p07aLnjd7XR2koBnpyBSfIfNyIsLDp5a5NKecSYYBUxrDSWnSNHr0p6ciy5tqvBYSLX0ITw1P8ImVR9SSQ7Zw3TjxJh0bjuNLI84tneNHnvoRHlh7gIfWH+KPPvlHObs4vw5qhSq4GjLOBpi00MbCdSUMdZ3REv37hCxwMlhdRlUDegqrXMS7AyqGeFo/5rSs8G45AeIYDxvedM/a3LHpUmT8c/nmTuEd4ugOIGXlMBvtIycwy9+lrMYHBGG779b4LK/e/90HeubAQtbP//zP8+lPf5qf+qmf4kMf+hD+NkXA/sNsxfGQQgOaruk9+VDmU2WM/p16zu5JUZdjyS7iFUlIMTMqOY2xiwe7CGY2pgQVEN59/x/jff5ietdhp54PXJcsUW0oxmGMBsKKjJK1xyE8Gdb4xO5REEvbbesnuJAz4Dwma3xk4c0syzChV2OCwnDvgbTDMms+Tm5bYj73B59v5IPShA2x2jVLaGBMyNm1/QQQA4YsOJf7mylc3DuMaOv76q7iGznHU90KQYSt4XEgJv4oehy4mnf7B3jb0tM0dcMnH/puvnX9cVjaW8zP1gx7eh+BWxCa6mB++jlOwfHI6oMc88Meci4Jy2hyrQfvQyzVa4R5hLPViGEsINu6Es8IVfCccit5bSX3pWutdtTyHfFDnrONe5/5+Pjcfu5+2Tja/64zF5z0o8T4ME2KFStJnAsdXrTmyhmXCVupPKhw3CvrCD4y2qWCoeAW0qKp8FVAI6WWNeEa8joXAy2UO3Yve8YuIqwOVwHwkl0hy+YQrZEFiDh1nBadXUqrnGZbCGgGN4YXS/xZzIsAK7EukoiD4VJaacsUl7Nx5dGFSvsxYSm5DAr5mistVsy5T69dfUrddS1Gq4tANHBDahmmhAorAw3y3v3iF5m88ALtzZs0X/hd5nL9FnuZQFyzoCwvaAp9KeO1CiErxVI527SStuiPF00UZG3pPe9BRFh6//vBx31IbojCzU//BJefOp6ELOnaHlSltYl/ug42YryWuIqvXlAB/MrR2kzINGQY9hEeAtDgk2VycbDEhaVLvPf8ewG4sHJhX9oWCOxM28SgiRCVPCBOrZPPXlhjZVTv63VizWCwVHh0QbPd6Zlz1LvXqbevxPuF0kUMYlr3eGEQ69Q5BNm8ys400MaMo0FI1permxP2ayVuS2cYO6f5XVYPyHtJeMrvk1GxXMqvXLnF51+9ybRTXFQW7T1o+6az70pqIkFimvLYz+4tZPt6Hnc3yfwV8EdGFzDe5n5ZS3htUWq+hxN81J0pkvoI02aVzo9BhGksdt26ip3x6eh6Wc5zPo9m6yPFRAWNx729gjXjDBcmvauahEX7rH12yU7Z/nydzpHBOUDjPE2MM/TRTTC4hoVuwFE35vFj6k12bHwsue+fWDjRF7x7QrjQBKHas/OZXpRqgWmnCoOuC7Rd4B2c5ePdWTIUqBrYPLLAcS8LvF3u4aKoAmanWtJ5ugqR/RPB2VhzTKi68VZOqNx8dDjbZul3chcUScpd4+0Oa8k6zP0HFrJ++Zd/mRs3bvDMM8/w/PPP85f/8l/m8uXLhxrY13Ur3OsUfPIfBmKmrYLMaGH33mFPetomYyxcdhczQliwGImx1O9jGVdXArnVmNGA/NNLJzjv1tS//xAwpVqKNLM0nrwaeQ1sdJ0bpzlFdoll6mSmN3IzwNMgnJBxvNdxzC1EgS1xD8oYzCk6nKZRHDoRSfVPzHhzOJeGPnFJWnPJ6+5jULgT9k19OzPCCCvGFOX1kyQc6ItN5Agi3C9HGEYNXoipQ0OM4FthCHGd7nVHuHX+Q3SPfJSHTj3N+OnvhbNv3ndUlVn4ZJ9UtJEAHBROqphuelgN+eGlR/bMu/9R0lxrYi0jTMjS76sIM21k+gE2dlq+iwd4m7svdmRMNompCHMG3Gc+4q+Z2168vhVr3pGYj3qfjFuzIdOBwMbWhC9f2ewRy8VBxcrozollemMtrA3986OzPSEDzruogJBs1TNmb7zzKgiEmL54iGNVyvpW/YUQKVwQe/ERe5muvI6zZ1/SvLM2OOIwikQBszhDROMGyAW6DS76wlRx/uzsSKEHNitVGoskHGhzSMlWio0vk5v0GD/7HqGrXEovjuTEDXZbmaIdEaqYMM6LYyRV3It+AgnvvAUDUEnF6uD4nlo2MdKc7vp1nW7XFgg29uWzME0IyT13aWGo15IwpXRBLCbLnpEMa1lZqPjJu4xDAerTp0GEhbc8r+utByWugWN65BgrrlSuzJw7bNzxfQH+9XML/M8fOQF4Xj3d8D998iS/8q4V/ucPrRLE8V3u8SR41FGwItY5q/Cc98dYHAz43sc+wdHR3qQWvVfHqXz+1Zt8LaZtVjrRn3/tHY+dWdnX60TnliFtXDDBXRcy3U04zqe7kxAVe/nh9mwP5v6AnORbpuvc2m3Z2Om4vPxo6k9E44rM8pZGMoOe7O+SxJiAZbeaRUf7ApQAAL9VSURBVEY/ZyH29vNVF3w7i+rZUZ7Jg7W3nMw0Kc3Czqm58NoK7d4q4EfwV7+MACPxvK+5j1XGPBoW9HyJ1zlZ0WGE6WCVzfWHSZAYldDTZrnnemljkWK94sASnk3jFKGuXCqIO7+Z0lRps8+YTWkUguYxMZzYVx8ZLT3mh7xveDpZYIZS00jFih8wkooBnnsWH6CWmu8cvYnzK/MtVrdrxyZNIbBIMUr7W9J65sRT9rUqPVyEryBCIxU16oYuEUff745qxk6R5I1ioRC3ayUt1c9ay632LmUXvF2zGpzWnIteSZLhvop8XJXZjAO1AwtOh7n3LW95C3/lr/wVXnzxRX7oh36Iv/bX/hqnT5+m6zp+4Rd+gRs3bhzitV9/LRSajhJhlc0OajZTRppWuF3s23/qoWQU7H3CiCqmJY7MQ8Gw2GENEiAyStaeHhznPrcKaKa9UDxzoHnHCfeQDRFRdNBblDjj4DziqmjajpYkNLV2kBikGR8ciOd7pmd4VI5hBLgk1JU3TbLQzBFmbJ0LPIEAjdcPLr5/NKfW0bxme1jWPFOBKmY4jgTZDvBtNRo9ZrlcuxLBx51OSD/DgGWW6mIcS+1qresjju/rzvNB/1iEBV2X1aUlHrlfLZUsHlN3nn2apbXfr1bW9c1dGn/wxA1OHG+KrgtlvEGeJZiVtRQeRiK8tT7OtzcnCk2Ti0KWp5MsOG1PAgtugYFUmMXFgulbP6b1g+wChVqWQqytsGcs9K0W1zZ3uXpL3WBHtU+wN4/5EFfAhig//NVrm+xM2kQY1J52WGdBcoTxzHhH4hnheapaVKZQHKfdiCGO41InQWG4exVEYukG4QfkHr6ruV+7tt6kjAkyXDMb7SV7/rbR5JMerxTCirXK4uiMMXFNOvVlz20XYiZzybgT1+szMagSa8sYY1IQ7DwPgzUBtJSAI7AztcyeBZtrsQzkM5S/0+s3l11KUgHZEmUWGS2Ym4WvxRutLUqCT/vO8FSNZ71eo0wsMveUFespvTtj33Wjiie7z9zLLZjc8E9075NBk+OzTPgyF8C09obzHN7BhaOq/KqOHOH8f/ffMrj/fk7+uf+rdh8Fxc0HHqFbXC5wsCQ8bH/nTIvR0tcGOu+4sdqk4tCCEBrPzZU6zVMkWoXwClOuYmP5Ub6/foxL1RnOro04t75PIfhyKdHFdyJsTdp0rYru6t7tdSfct6+CHq5J3aPaKcbJ3iCq+ReBhbpKyQYU9/YZ/fMy5tRkkJjRG+NzsQ+9r3VDbiycz8KApJnlZS9odHm9/KBKwgLeRRVL+yXJtWXRwuDad+1VYLe6gAdvxf0FjPTOXcLXuRC5QEriYJF7f6B6gre3a5jwBNBW2VV6lmvuEDYW7qVz6n7vwpTPv3pz7nrZO70UfBjZi2W/OZd8WXbjzXMv52+0In+jTc+DY9UNuFAtprVZqQZ87+qjvG10hqGr+P76TZxfvJSid/tUbn6bpSzf2K7xjslaujKZdjP7AnYOh1qtFMW9FRYPRlyvgMaCfp9c4mGOpE4CpqTPuCspE/dpISrfjP0wwV55QOH48p1LD9W+X/vNPJq88TUikcYrPN+pnmWvHQLkDyOQAbCwsMD3f//388u//Mv81m/9Fj/+4z/OT//0T3P8+HE+8pGPHLa7r6PW1yCVzYh6KViVyMPMnPs1YyxNgKI4MmbJerus84H6AiKW2ca0DI6hKEvapqDvDMwfXrzIt9T3IiJsT1qCuOjsd/AmKGPhkYRwAxKD+qX4F5VRCKuywFvDMR7uFpJWOYhQS9XT7ICw5AZURVrp0vJXzmX+2OJ7ZwikCWSGaw9VLHEGiVp8TeUcMdlVqnl2exlkDsEj1pkpv5eMcL7Rn+F5OakBmbZuCMdkiVoGCJq1aBCTW1gMjxHKgzYL8gbmm+yFGFt0sD7/7PN/lm+591vKaZF2r5SA46/MaAgfXr6HNWlyWllxrErNE26NZ9wRAsK0CxpHEvsIwLWtSWISf+/MR/j8qW/tEbYvvnaLWzvT/nnMQ+iBVBkXNozJTMqYtLIlRiq6I0y7Lru1RaH1UHxHr8ncsTqEn3THebNfTszihWqB/3NzgVNuGIuEi8aw2fkSjW0cuCYJVPk1GdeoJUnrq8mef/SfK8aZ9rH3o/dakXDrZVSNcOJ772XmmcRMFW+08z+I7qiN09/ivGpWRbDC6Iio9cieK9xQO4vDkP57LVFHyooYkfgQxzgyO//748NsyTIXu9iCxNpX5lIcmYfgbI31vtMsUOMZWMbFIiPggWGlBAwXswO6Yu3i/KQyN7wY91qr0OUWFwuLVoz5ifuR0+UrbNXR0n1qZa8r9ODiRU7/5/85q9/xHYgI0/WjOWkMEZ+lFZbMpdsaCtzXjtOlD8hZ3t0d481ykveE01gksRefE2A74Zn6HBdP/yAbi/dSu5zi/2BLF5MxSZngJrpF+sMKCnk6feVePgVlpjYBVqmonecpv1LcV5z2+MvOaRBHF91rQ/zppOLa0oN9etIbdqkKmcF1M2P3cbwu/m686yU+2tujno1kxfKq+GgOmb69nGxPcSMwW/JbBD5WnwCitVuUc+jiyh+/9i/TjaGAOVu/EHFBhnXHi0eeJ7iaznl8mMZanrM0uli7IiGIjfp2ND89K0WiiN48ozLBlD3OYuQl8QGVV98OdSl06VyD43y9EuNLJRXDNavcYUDYzsBAHA92Gr+WU7jo70kXyM73wsOs8g5OM0SFWhfT71fEbNACoLyJc5HLi/gl0RKXhbLbDfjmzhS7xTJhejlYnVNrlXdcOLqQSE4dEwLVMeGGefEo3AvHDlDex1bnMGt9aCGrbJcuXeIv/sW/yFe/+lX+x//xf3w9Xf17314+80184bQykQWPMIPIJF1TrY+ZIm9vEciEKPciWAy1/j2Smnv8KiDRjUuvL/iGH1t5QoMBUUvW/CQPwtZui3NWR+RgUBKSZl3oVcsxIa+P1qO/u1qzngzrLOALoHR8q7vEu+VsRKeKLDqp1FpTDKlHfAohZM609jTnVINhDMOoqQ6dZrYgLartdMLCQP2wtV6X+fPeoR8pj1ifnbQMkWWx3kfkOJdYRdB09paK+p3uft595GN0Lmqui2QQivgPznBA1sg1lSLx8QyBNQHiwEyM9OGgXJhmqjVRpq2RlnxvNbmRBBNHTFAgngrhvf4My27MzZ2WzZ0plsLYnr1yazemI49MkqhTnenNzArVJ6DG/Ajp2EGsU6Kfa68IuIpnd+9cbQ31vZbNK3d7d0ybji/rJcuwaJLgH7M5mU3GCZWoK8c0nn8bYJlFcRrdzzLxz/d8JFwkLFxiMjqeMdA8zixta0mKJa2FN3c0spCVMwtWPLz8drqQ8z/uye+VFEeZGTFXlDriNdOkmiuKx8FgEXOdtDgXxZ+S7h3UNWbHAmDlLLJ2noEf0PgmWtpy/wMcJ7umh4cGUiVrzCDFfgQ6B60XxGt8YYq7igMRhEVqjrlFHa8NUCTG4B8UXop98dmiZ/25SSxOXGtKdmkaEJf+Tg9bthuhsGbF4uGRman87O70W33iOCsf/jALf+onufLuD5KKJ5eY086CjZvsdnm0qxP83CtLPMgKT8gxLsgqxnR68dQ4JqjLxMnzn2Y4vpD2NMnrB1m54syGIqGU0QqtMXS4ljBNMQhBEz89JIvpigCf4BT/yfITfLQ5sWdVs7NrHmjrGlpX5T7M4ljcM3tEdT0yvPZpaL43Gvf1JyoKn75njdXxforISK3jMwk+ZL4QfpAmlG7K2aXOzryN/km/nObtYvIvSzAjEqKlOJePMZweiNdCFy0pBc5zNZeXH+Pl9Wd72YdLEiZpjBnnpaW9DczlPox22lzsi0y/VMjN+FFEOOXH/PCxtyCo9bdHL43GpXeUNegOzviHADd3JrRdhuEQNOaqZG4142xelIFUPCJHNLWFKXiBj4XzfCyc1TUvz1FBkw3fWUp97z03d1r2a8aj5iQ00QrlHOfWDw5zq+Psru+dpCRmpULpTsnL5rVD8VqH7n1O897z7d/+7fzcz/3cG9Hdv5dtMlhjWmsQ+2zwYPos6b/EwJrm57ZC1szhNqTiQ2QmxBG8Zlszq5C5Dqovsse5JglZTzfrvH98T+zT0VUDQDi7PgZXR6HhEJOPA3wfR3hMlgkxY0/fwY1E+IhaJNMRRTaMIMKSjHhA1knFUeM9CUmariolgohuAuL2jXZUXiV/13jHoM4uR0+eXelZbu7USl9p698LHF0apPoY3lsNmTthXCn+MWfNrLCluk7d2I1V2kN0XxF9qpKKJb9CEK+umkljb8T3Tla1fqtiWnzvhMVBvccV09bAOQ7k/9yfd1o5BKjb3YhgYZmaEwzTGtg6e/FU0cc7+bOLJ+AsPCX6smeCE3CxjpEhcUfrB9xYOA/MWOjmEMje2U1zVjcDEfrFWGfWhjR2EqNVV1FLF4dziOztvXHswd+9QUc/eEksAGMqhuJZlKpgJjLXMA2wsTVlc9Ky23aa8juth7DGgIX6BF2zPAOtUjAcBSwXDBuS160kPNklxp4RFquVnMxHiM4nEmMNizNhuCVdFLxUyVonSbGg9VbEN4xcFCxMCI9cpM1kMFpAfJWEN/E1UmsKbCtiW7lBsmgVdYYB3eNGvGbWEqGSHKtViaP1OWOgJaOoY79DqZPLc0pUMYNf9qXZe4FB+0kZBPWewZVXqV/6KknIcgKWBXA2SVVhwZKqynhJyvput2cmrVUXLmj/ZUysMVLTLZzAC/fFGLF0XgTpYI0GAmxNOrR+mx6eBDkCb3an+QBa+2gyOqa4XjImPbgSKJ/TZFiLsKCxl3CYcgsSabyJljmpuHCEmnMxXtYHFdgbcQxi5t9sX4Unp2f41skwrYviNYHIxCqen7XxFJMS4YuXb6Vv3czXFM/lp0MRi6XrsB99nF1eJ6KZdSN9WD5kzOm80Vi/BkQDKcUsEv7w0YptZzOk+KtCyLK+xSteCQpbRh9sPq+uPM6kXuqNolT+2f9mvSu/n6/EzvOweHKJbsaW6l6RZRXH1serjatw8QxYse2AsOhq1tyQR4axxlv0+Jm0AZeK+GbX/4O2CS0uRLdWUQVoNyMAIlH4lTzOjFNj4g2EdRmx4hd7OC3FvBmuizQixIQdzsm+Qr1Nw3BRG4JaneIXZ9fu7B6c+4rjiSSvqXyKpVcaz229zN6I9oYIWf9HaDe2pulzibsSzcSQdiaaxuTdySJgwllmCbTViZlzWt+l0Fx8//JDSdvnnaeuhik9+8cWLvLc6GQaoyEjL8q4Sj1M6cjv1EqHwEdZZIU6jTChIhEe4ij3soyJElbosoluH+JG5BTb+SCm1TRE6OL74imYVuPIlO1PBATh86/c1IKM8ZpZso4tNT2h+CCtJ0QX+HGxqRJhF9TUfPuuba55xRKyiu854kY0kckMkOp4uCAMZRGzZCGOSbNKikVKzGT875C+8d4Xgp/0eKQ0cUNqj59ZOXC/eb59ktUG1cl9sj3Jt8s5TR+MqEuMwLo0XHQjnqvWwKkgOWkDl7cmTBNXlLW5SYMZsy3aev6bMx/n8trTPaKzZ1XinvZwqxS6RrE4wr1Mhn1vUxVQ9z0nDKoisknkQBXk9wzNtHYEZOcGhJnxl8HGcS5P+iU+tXA/J2WIZQzMiy/J2jft4OqtCS9f3yZjLW3BGC/JECp7V653zdYmxzX1GaP0ncRsovEBi0WxItp94h0TQ8RVsMKWmgQo3u98WuMKpzV0xDOuK0Z1zrvZuCZpk4NzaEarotD7jFC4WK1qcgWy0ibjev3U2VXR4ruVdwwLN8jgoqtgfGYYs8alzsrzUaDg25/ctNA6NhFanGZMM2boVoyJdjEZhriUXdDciuz9SYEUuYyv/uifwSyDJnQctjjnjKNXYrIqHNePNQQHi8RYKwHp4N3hBN/gHlAaFQtKd2g85hS1UjzhT3IsJkVK51W5/EMxlumcFrjOntRze/DWg/EShmAPU/42OcanpicSDrenbX2f2Wl5hHHqQQUsl+7tfJ3ORnILK99HMYR91kKkHHX/Yef2j8XqP28gnq0Ah4OQsrOssrFeKrJg9Z+M7u/1nvig6CJfOwtckIIOlO6CEJwjOIeEaeIzgvQnOoP+e/Ms0FJOEjLze7/mMGHLFRtkP07pm9UMFceyq/k/LT8c6Z7hTH1u7Cr+xNE3c3GwFgdpbs25hh0LR9lZf+RAZ8HuWJFRSrbe/zYraz1CjeNMpzxYG+nIMlXKJtwTrAqFr5W2yJTE+pZ0FqrbJJeBmJRCYikjma/wPHhTQmoJS5Lrq8z3Vnkj2+8LWQdsGzu76RT2EFtsMvsjQhOByFyz9mtG7KeD9UQABXiuW2GImWWVWDoRGnGcqMz1xOGlonYVDw7WyNl1ipFFoBaBr57/Nl658JED+7aaa0GfCU+6yviX8KQc45vlAmXuwIBwiSXexz2clMXE7OVu4qEsDiNGauMZvXLqG3jl3LfEAMa9mkbbC+eEja1JGo+95bWbuweaZ9n2uJlL1qwLkjPzHeRwSonGDIFlRPStzUW+Z/wUxmDeHJ9FRPhmzvFu/3AiEK8tPqjr5CKiThQhMqFy8PgpiIGlUiD0YmktxbFzyswfpt88U/ut89fgb01J68Tl+mUxSL8Sx/cP7+GkH2IJOyZBMymGEGilKogpIMJOvcy0WqCEKS0CWZJb0hGYHd+sm49PcXxRyHLzxIzcsZ2gEEdVJkJ5+p5VLhxZmPf0HZuIUCNUoYPQFuM0ZkHyvqG45XxlfvWQBPM40NaPaH1mcKfJTJNnt1SvpXpDLuKVzLuVeC+frlJItxi2WSGrjvvhiiQsdsq9OefFc4VoXyasZoZMz99YdA7iPBI6nDgqcYivE/wnVk3U+mU0fauqVciKBbmF7KpTjtd21RJWmBY9LoR+F/8MYjFaKvh2ziHeXO8i01cIvN3bHsncnLO53SY+VoSeL6pdE6EtNPo9HOMdUsUU0M6l3z1lT1X1+1pb7yUitMypB1Xa2F2hsKP6qWaGs9x6IcTPEte1g1UZca87GtdSLTYijgdY5RvkTK/vNNzEvJkl60BDVG+QGfrh4gsGtTKsh7U8e3G9Wlc5z2D+34tT11IxvA0nXcNxp9Y9R5v2Jnhdg9bVyaplHgs3x+e4uXCuWIz8y4QAKa/bWrEfv6IXRpWnvoOUlePtJFkUzBJweMpQjKGYQ3XzFSzr8WDGMrMqDedkAL6iQXi+WoMQikyyegaLyXH11oQXrm8jXRvphuzhP0oaITPX+3soSdhqqvlxutaMJ7D9A3Ps7ve924akgBKEZTeIliyNsR+I55HmSB6h4RNXnl2d8+V7PsiNE88cKEmVLdm73IN8NNybZ59oSUxLJir4fopHuT8sxILCqsB7rjvC2/15vItWVoPf0saX4sQkvVStkYq/TRi73Ri9j9bimATjoEm45rXybNt5MOOH98LggN46JX2zpEB3aodXtf4ftFkqdKD3W5F+UEHZNDxCzFiid1bO3ZYYCEqgumoEuzfS1XvCkBel5QpbypR4A1xHE92rOkCc58fOvI/hxosFNi0Zg0ww22qBYVMdWMhaGHj1v3bqG2MRWpqCtGTmHEEC94YlVqu1NAQvjgtujdbYCbtfgCC0foBMd3qaKAkB57QieF15ptREf469axfn5UR4+cY2K6Mmv0IOVhl8b5/FZ/KhtOtV9KXx7vapb/Paq/ufIhZXTF8YugFVke7+2uL9HL/1O5yTZW5KTScdQYSdeiXCScwiiXBjdIYlLnNj6X5C6Fg9xByvbU7ShJw4uhB49cYOo9rz0sZW0vLMrsfBWiZQme0294GYuQ9YHNSsN7MZfSLxkAwvIcC0GkEiksLVzV3CslPLnzFPhTCwr1Y3ruLsLSXDds+RMa9sbDPZnnUa05bXxQiqbbUkgeMw7qn98SmjOsBRRTbaUj8bIGZLVoLO4oc+wxGv9RiMkuGOv+8bPcO50X386qv/Omo4bX4y01d/XUXUmrMybGLGpnwdVMgSJNZ1CTkGKc7B4jx72aeQJKRkpUThtiIeGa7AZJtKPKFZ7AlMNlYXBXqPIM0CcvSSjisEBn7APUv3cGHlAmeXzlL7hlP1fXxl57NpqqX4EwrU1auVZcgBaH2N0LLcaTbQLsKCBbBPn3yIycsNi5/9532EIrOruk/rAayAy6nj0zibIW5hTJKYnLNsRPldTUMkHFBlt2xvgl9iQA4yqPjeNI9SOLNYG1J6+UBct8rFdM56X+vqGM/h+CZ3hgk1O9Lvy6YaxLTQB1R02XOhv4QISTnSOVIShDv3la1RqWy2CCfCiBfYxJQCqi40yzgJwfxAfYrtZp1Xb77KaPc1wkgFrhCZ7E4sY6RaX7aaNV4+/namXUDZ2jT8iLeMMpRTkxK8+h8SvClzuTTc3+Wv16eBezznZ9fGh451LoG97Pt5v8yvhluFBSS/9D9eeADZugLVkD+78DChm/K7EzClk55FD6i3UUCTgG3vtuyunWC48XvAzswbjU6Uc8v0Ix1PIcWf1d7x9LnV29JDAV458gwnL/982hENdRBMsBA0BOJ0GHFFtLyEfWNJrf4vJ74BdjdhsjkzSKOPOWFO5fcTV/ZvjVSMGSLcwKiOQEo0UyI8F2PHO3EEqVnxy1xyJ9NzRtuT0BvHqX9G6+3Mdykz7G2aqqBCL4bw0KELsRnfWlphzW1wNtX7QdtBH/l9S9YBmxXeA+ZTxOJQlpqPlVHNmbXRbYPryhpMZbC7oMHsXtSne1hFvZl4xGlyAIlueWPfFIxGQcDNhCtmvZD+XO7Qxk3F0aUhlROub03Ymmi2tmOMqCRbsoj+ue+Ve3jan+H64sXUh7orGuOcU0UHEVoXNcvR/cMYF9WKo2P30VUy7A2UNESpQY0FkuTuNB+2bKdXh4lxhuJwSv+gVnfKriSSGJCAZlcERUtdyAG5lubedNu5RlgWLDJV0D2/NT7Dly9+N9eOPcP148/NsfPdvpVDv7E94fLNbb585Ra7005Tm96V5qi/B99RX+Db2yP5G1HGr0Etrs6ySkr8ruAESnfSYJasuB87DHChjQriGbdNmflNhFGjUZLHl+Sz4tnVUc3auNn3jMzQi6hgMYvOIZZqbotJO1BXWxu7Sy90rElNg/rr9+crkVEV+pOPMFMy472FUCFgZ3sNRy4UPruQ6TgIhRZWm1r9snayiee6inFQKQMghQUpMTZC/qRjscyZ2VpmQlfEjPUIhzB0sX/DmL1zmjMG5v3X37Wv+Y5L38E3nP0GFuoFPnH/j7Lg19J9uhO6sRLMepUmH9eaPCYRnK9VaClqGYX00ToNzFrGpIevb9OkeH+0oPUID8BwSH1WY5jM5brMQCpIUYJAqH/wRzCGA3KK7jvGm862kBkZE5wF4Tur85yVBf1e8lqFN53M2d+IWTFnPR3yxBEJBbzljGyHcRdMgnyhrDM4rmLGvMM0T6Q5zrEeGt4VTmRYw5QjStuWBpp4JdGTmQyzJXx1Mb7QXDDNzW12S+zvvqXZ5tVfydnPdvxr73rJAeY1IScL8S6nND+3Pr4rF67ZEw/CByqjEREOKXghwxd+gJVd8O2WCuwJsF2xhqTF2Vx9kK4a53g/KeK3Z4Y+u3aGS4aVS4z4nSy8ToSuWoixVwVOQxLt2p4EquD5uL+AiNBGV+16sMTQF0KrlDi7OOPVCPVsirjWH9yLZWfacXVzUqAb6b1jnSFnwkJcPv2ulRg/K1pOZtcvJFqksWflAua+Ei4t3PmtqDbOR8F4b9uIoTmzM7ob0rqnjwT8pP28U86E19t+X8g6YCsZCjBmQChh2xCXj6kiKy80lXD+Dm5DKgB1BOe5VB+nFq/uVc4xpaMSTZEpRA22aHzBtwxP8T1rTyb3qsxBFsBugk28xzSUh2EGRTSdZwBi2BOPcoQ/GO7P7oEi6TAFhO3mSHq3JcroYoFUXLTIUKZZNVDUeR5dHiVEKb7Suj/dXiFLkb70iwMmAnzwOfbmO3M0JRIyK1BpS3xnxBYROySk9VZ/gnc36lbZRV+pIMI9fpXTslC8UNfj6vIlgviYmjsTJcSxuP1i3EeNBzqsNsYSFhjiSdkSxQoUZ6boUK1A2ufcIqdDQxL0YxKT76lP80PLD88QEdLiWoYovZYZkhBdGUKUbr5w4gO8cOwdCLPnc85w+kNDUH/vadv1aI0SYvadu12x/U/3HmaN9mkSsvXv2XqVjy49WDCTuicP+UX+48VLnPXjPBpjpOMEysyCNka7trT51f5zibHxGcekFTWhxRi5PMvkBh0MF+Z7LK7K6mX56K6luCLvZ3rCno37UEVmynz4cxyRnT09V00MEp+17KnA5ZMARvFGQYsAl4kOBOFIc4Y6JamA1VBpBKqZrmy/45/5smNdRtTVCEtRjBSTgWTNKtdSz9c+gNBrcWapb0n7HQJYUE0YL9A++gTJRSfGLuHyjtqeb/7Yn2XjUz+Me/KpuJfCsHbJheawLsLXt3ZjNkf45uoc94QBiMJSqeFecgOWRkvUdZMSntiYggidy/Boc0cKaIxMbhBlMg+K85TGhoTfppGQpXA1gTOrB89aJiI8VK/yDfV6CcVp5AFJroQBq8tTKJEMLpxPQlSq+efq7Nkx55lydSg/ywzt6j9WXM79XDi6wNm1O887xWYbbX2d2E4Q3jw+W9DG/pi/vznFH2pO05upy54zCze+QMqwi2SGvQc6un6dUwH3KyfevXcctkbFys1+1oRXd4q/jkO0oxcnpbGgpH08I4t6JJFoCVWPpAbHNz38XfyB5Ut5IdLCFBv56B+Ah781vsBx//HFSLcPvh+tWbYN7kwYFOFj4Txvd+cKzA+rYUCN47hbpnU1Uz/Ok4w8HmI4TtIeJZ7QqWLHOUut79g69gS7D37r3PHFBNW9OYnAwWc40yTrVdYXshDrIv64cHSB+48v7vPwPl0eYjC/L2Qdtkl/gXvnGQXMlVHN+aMLB04uIRC14Z6Hjryds34ZRNOFv9uf4unxMY4vjfBR2NoOmqr3zc1RjtaL6bCUzGjGHpmwD2uXGKPDsIQ5y132uweopVbri5jLhCNp6xJTpNnDkFyrIvXgDAH2CaoTWFkYpXH7qqZjH0tWPIylpVCE162dKAnRsPK89b4jycUy8wx36N8Y4yT0Cs/5YyyJzq0N+fqHBg/yEXdvwRzru3yY0voBu9Vi1sI4TZEvISSea2HgOXKIWmCQXW0E48VcEhZ8muOhuiwemFFA2OmI8HihWuaYH9O3sNhvhZPdFkqBYbda6HMUwG6zyq3x2d7T9rlHQIvnkqZZhBvbE37n5RvFN7mX/RjNArSByLxxd8zpnr6Ljj/YnOBsrcUonTFcEd5XreRBnqTNuhBOc79mFRQR6nZTY9c6jWG04+2dBjQPqNK9/dnYtb7wLWQ3k6zFj/BrwparUBcX17O4l3nEBGFcV8k9BTSLKkgKss7FMKN6J8V1xt+Y4kAYN3Vye03JOeIcvPMpXszabut41+rb0t9vbld4b3cyCvX010NiNsH4WYgWrFlm2pikyFwQAnXtEgzVlWdxUDEPamT2gwg4iy+JDCSRSRKQtsXXFVSVxoZZVtZZgiVCOH6C6QMPp0tOhC6ExLAdFnfqGuk5OOFGjFM0VkmL1HK9cO60rkcUqAKimu3CZTx1KtC6Qfrs4nxxFePB4MBu7yJZUHCiGcvScrC/QmXf/oDvXLyfdTdIfyNZmA0EPC7WpszJi4j3GX4P4tnqKq5uTtQFWmIcalRO7LFKzwxilvkscZ59UyrTfvuF6+y2XfpuFGsC3m6iIiRrfeXlthVV7tiMAQe+baBnK9vr8//3uBHnfaF0LH6Lc4lZz8LqPEdKbZPxcVpXszU6iQAvb+z0umXmd7mGS8OKp+9ZozmgS16pGLKWocLx0fre5LHicFTOp2Lc7zj1FpZmLVkz68bCEVg9l1xtS8XIQZvdOS/CPYinlUG0wiquOSJDvo8HWZMFbixe1BCPiNMs+2XGc7puwdUx7FR46ejbqZxjUHk8gfGwpjl+PwtHzuw7RoNZir14PYkvjG998MRiGq2V4Tm1MjqUe/9hR/H7MVkHbH0GLjMXGdFJAowzqyNOLA+Ytt3B6kgIBFHEt3nsTXSv/EMqcQylZtkv8Oa1+2DnBgThueoYTy/fG5+Lh9AsWc7vtfZE5C7Bgjb151CuEUkom0X4BWJMmBj61inTMimxkSR0UXxn47SDJRCFLwGcr1gcDaCbMts0QQFaPDMOzZB2fRf1D2woeYZZ21leU8KcYeF2nSljV7q+lURdaAOpvpjCkqaHBpDQRV99jW4o3QglrrcEeOb8+qEK9UFfiBA0jUknAr06aneH2PqQkpnclPWsRzgzgs7airhWZHdLZchKK0jp9rP/QEo5pLe3RrRn74nE9SWZsZDGZlaUvkDW7+duW1oNG08oNMfJPSwzaXufJqUOhhR9Fj/nEXe+QboWPYOOTjyVq3h/9TBdJ3yJy3GGpYASrwgMvGNt3PDadl4T0Cx/gewSly1ZXq10qfQAactLxssSXjhRLXDVswSTBJ2BH2QBTVTYsiLrJogtDWqW3SJXw/W8QiIaH4m6DFrb3J2yM2nZmbb84287xjOThqfEcZ8s84Wcbzm5vVl8ahALcs+bpkJP6PEeidGO7t+JYYyCzXxgKOBruos4ZcDbLpa4iONJ9+3usL4w0DlWFVb7IFnAEu7QQZlrIJh8GPda4IETS4wOwHjYq73L8boywzYflYWEA7v1JXjbw7D5NQBujU4y3HqpoAMuxW9Zb8EscVH4myI0TcO50+spzunO49TYTjPuWfxVYuYO2cqzb9zAWCpqPGM8o2gXbjqfx5gOdV+xtDUJRfFqPd/XF+9VgVocm4Mjenk2LSKGBefEmM7gosSzFHt+kGnbubezVTmh614nkrOxvvLbFrET6WT5ZX8U+ivjPLWeeDLP4fP18hng+sm38dn2kjK7ImztmjtasYfF+ZB4fvcbxu2a0QETMIgClP7p2NnR89+hnkqVOC41S/kFpSCeamLO2TErRg48eHIpedkcpN3OOyOIFqVPngFCnIO+b2PhAqPrv5vwSZd4OQr6BJ2r2BmfZHzzBRBhadTgmppXb9zEjxZ46Py5257dkgZm+D483NkjV2/tsjgY96413vHE2dVD95nHeLDx/L4l66At4nzb/LzfWftd8o0i6iZ4EMZXEPXVR3BS0RGiv3elQlrEjEuDirf649w7WIuDEVg8roexncCMwGK9Twdr7I6OUWoDDiuA2Bw7wAWt5YRoocgKTdOOqFbyxuLF9Nk0luoKEhFhjNcoVRWFHUr/r+qErd563xFWFxfmJr4wy8ugSug6tdeTmrNPjEpkLAW/Ihxduo31KHSU2k1DWrsh0OCoXUMQ4bflfl67tZvXq0T4UYVoLjcWrxVSmmv9726mWgqPkbYnn3PnhDOrI958Ye2QveY9FYTm1gvpul1NEQYlJi2fj4PpxKyj2T7SO2Shz1yk/Sr2bu7o7HjEm8yyK6IZjSovHF0c8Ny963OJl4KlpT42IdAY1IOi3n3GJxmfgDCIriQrUvcHnWCkmEwiSrax+UyWa/fCkbfEQp3TlNWNqADZPf+9fPX4B8huduWPYTu1HFcuw7QJWVrYt04E0SxZXhxHh2d4z4lPUCpsBBNSzHqmEGLvNmE/xWQhyPIZBn6ACIxjYo1azGW5SLYQz55Fg1nbmyQjXneaKOfGas10oYpuW7rDaY/RZAZeBHESYwt7iF9/fGnNit+ZI6hlIKv6Os5ua2vfWk3+5g3EOaTW2MTIxUVXH8HSAw5jUfHjf+JPMHz4EcbPP9eHGzKz0leywMLAsjEKq6OahcHBdbDO5XOaT7r+fnNzjmMMcCJsffitmkUvMZPlYcyuR71lizAuxDhbV9HVS3D66QOPz863nd2XN3aSUHlkcdBzIzp4pxq/6BGOM6TC8QfkPG+XY1xgxEf9Ge5hoaDLhZIk4jgXaWMS1om1AOP3nz/1YS4vPx7nsBdd9lFCwYvky0lwNkHVnrO9vsMUgSivS7bW3w3Dm0fZhxGDw08NzvF9w3vSfXliGR9mXBdh3u5zJZ6WAu+htMTlGNuUjVH662mfTXkqxcWDWorS+hg8p2x9eq3FylJo33/i6Ft5z/BUnms1gIVjWD2sPGd6gw1P/UEu3/cxau84vjRk5YD1ykq4yD5JeS+COLzUVAhtvG4JadJY4tn98pkPFnHT0n9DTEgE2XNBRHChJfgGqtt73cxm9rVzezfNaJRg9FWvvfW+o4fCcXfbft+S9TpbCf+JWbuLPoJ0EeE4diZacrXytRIvEXA1o9pzZi0GHZpaDv1OGfryMGYEc/neD7PbBu4n0v67mqj22xGoux18pf1fkFW+LK8kpg2Eq8sPU0+ukeIGItPUGbsTGY5ZV7rkDoUgrqKnAzj7ZhUo5w2LGAeXaiDod7V3nFyZzV53F9OeWTM77G+978gBOjCClBO5nqlWecQt83BzCqY7XB+f5+TV30jJCHppT8mJkcUGI6Bh16k0710hoFlQcCJ4Am3R391UQy+boMr2+8MyJ6Igni1ZBgf04aAgLmW9jVDC9bxTVjAb5rpkCNWsK/np/NkVVlAv2QK6n4XBkLXxw5YOX33tX18zVxJLdDZwFZ8aX+R422bmjIKBL5mOkiiLBtC7Nlq2i9TCk2pR42G6qbrrukYtpSJ0bkzrrXisMWh95oyQtqRgTFz6fWR0hMtbl+N6+nR94MdUQYnrbrNG6Db4ZHuS/6baVLgIkAsNF9azKCw9Oz7DP7j5RajH1L4ma8AlWso6jrkhXxTNJJbHrL/vWb6HxjV8aeNLc9e+ZP4AdqtFPF16D6KWiYYGaFkVFRymSBGgFRcpKdR1HGbJ2rn/UeTyl5kuHIXrv5feFdqW3S9+kerIEarjs3guzsN7Va64LiKlrninUxoQmc3Rk08yevJJffxHfoRucxOA7c98BtqWF+jDd8mc+7tgaLyYtUPQxOQh7otQuZq6qQkTonIor6etehAf3dI1lXq/qHbBpMX4jusPfhyWVw88PiWZmpfTidB2HXWtMP/giaU7Pr+nvzi2gav5Dn8PC1O1AhyTMbXsIAjn3AKvIuB8ISyS5wXRAltapuPZjWdwWo2TArZ08JqNB7c59uSR/JHSCCbxO+/cXEv9nMny0sY2TUypXfvbZ0s+UIfxd1n04bwf9a03Qj5XQCmY59ADbZ3cmZVNb5VicSh3I19RS7T0njlIHJp1bTQ8FDwNCJ0f4NscQTr0TabpIvDQh1TI+s3/ruispJHajq2tsLq8dFfeOmVMaPlb6aSejwrhhF/TzD3iNHaQHOqR6rmhdQHFHKicI7Rm0dMM0SXd3R2sg9s40Bhn8bGXeS6OB5wzM2fjdcHvXO5j3/Z1Y8m6cuUKn/zkJ1leXmZ1dZVPf/rT3Lx587b3/7E/9se4dOkSo9GIe+65h//oP/qPuH79+l29v3dAZ7+T/J3GthxuByO6VWZCHE93Z3lTe4SBa6COcSvVMB66nN4VBG6+DOffCpe+hUy8ynTNyW6QzK7Hbmd9mdNCsHmrkGUoIojwNs7xh8KDdIV1KuHHgkiGeFBfW3t6z8JleqsfXEQsIRalBeDsM7Ba1Anpd4GQLVd2MOvKHcjlZb9mu9gPkNe1OFDAdT2C1fNUIqlGDEDtKt7vTjB0TdYEiaEUtYx0PX9sn777nXMfh+gqcXX5IcwH/G6Qhp/xg1TtvH4eVId0KS1b0uSBwel7OcNzHNmL4AvXNnvW1kOReq6NlQJpE6yYM9ztVRsljEjvVZJ+J1vZQaYs6s99Y7tfoLwURu62VU4DoVOnwIVqgXHMOKYMfFk6YZZgApFhDfE+qxNjk99mQOs08cCkXmbqNWFDyYAVIk7+X/r4ryi9zGzNKUEYVaOeFhOBSawPs9usElzFMlXa1/QmyVY0KdKwPzY6lXjUxjXI+kVYPY+IcKZeTqvgYzZT56pY8FjH8H2Pfh9/6JE/hIiwOljds/Yi5vKWEHpaY7NkLVFTi6ctFEQaI1RYYBKTmNfK4kc2v+lDnP0rf5UQi8x2Ro+ia1+3W9T1k/JX3Hcfi6yW58beD/sCsBuPceMx4ze9ifGb38xDJ5e4dHKpN1wrySWHpWFSLBXKVDwmCyxSsYxa67v3P8j03Q9hxWMNSnIf2RKZ5ovBW66JZUXM74bGplTQwO60wzlhYXCXpRbSQnnucQuMxGoGZSFy0kXPgyomqJHo4mbzF+K+uSiEZ6vBleWH585hHp6bj3Kk+F4KUMkbdZC4ZduLzZ1pEq7qagZn30Wzfj9SH+XbmpMFkp7nm7/3PPaBTjBr4ZVbu7x6c3fv+O40XFuiotuZI3wgGtunI2aZzQWE2yA8X53nffWl4iXFnFfOqjUrT74YfH8AdxsOkbJLz3ZvZ1OEPxgu8OTomeL63rhCDWPQ89lPIaRCalVXVJVXEI9zevXkN3LroY/fcYzqPXvIPZzTEjZ5A2iz9nP4Z75uLFmf/OQnefHFF/mFX/gFJpMJ3/d938cP/uAP8j/8D//D3PtfeOEFXnjhBf7SX/pLPPLII3zpS1/ih3/4h3nhhRf463/9rx/6/SVyy5rxEvwji3DIIEQgMhU+BXOPpeaJsI5YAVHnwGntFXwR4Gkm8pOPW0fxd+nC4npfOe4C2Aps41CBIcS+HS7XVihfFO+2352rCUy4tXAGrhQZp9Jz6T/tY2eDzjRbdxyePheAa5u7HFvSAz3wewtQHqivcmgC27vdzD17BZR927EHlUkM6oedEFkBOckFsHxpEo6DaocsTXl0FZIg7DYrBWE4/Ol3ooJpYrCc4IL+PWo8J5fvwgpYSDQ2NrNAlW4UmUAWQhNxfnGeuk4B6Pb2j/RWbM8QUumsve4pKjCExI+69MzBz27jHceXB1zd3OWl69usL9R7iPLdtFo8lSkaEOhlgirO9z6EFyzJhX6nPvNR44jOf1qN+dLaWxmun+erch/VzRdmesrUd+6/YqLeCYuDip2uEKYg4bLMdOjf1zZ3c79BY8J0fJERiefKkZU1uIrvWn4Yv34vsv1FBE1c0dUjHjn5LP/rV/7XJCiLQDdYY+IXePeF9zN9+ef4/O5NPYMRX/7YMz+miThmWmbci98iljGhx311zuPbllSnylyX6hgXayBbwLUTQbzHLy+DjwLwZEKYTPr37tnP+LV3aOrjNuPkkL/zuLR+d2prC6oU29iepj0ya+9dWcVLhYU47mHMD7s1JlZvZ3FIt6ruQ/2m34eIhLJizpZcv0+a/9pzc2d6V+cswZPoXjvunlE1bFIyyMliie7LxnY7Y7UHfA3tbgEXknFddC9X+dnvVdvvIZm2KqWyKd/XExYiXncGMqI7cafkXGYx60Kg9taHHFpRW3SYcDLAU35ZGfB2MvfeaN7Mf6fzWHrCQAu0AXbbwJDimbK7md/6eR7Ws7Xsb8BBk8GIKFylOlmuIibzJwThkfq0Km7DFtk7oYCR1FHhXmodvwHNQL7vLmif9Z0Daq4vPcjK5lcJiCricOwOVrm89DBLdRuVUkqjM1lWy5cDlkYN40GDiENiKQ98Q9cs33Z8S8NcRL437ruc/+zq3hUPPK/fA3bxdWHJ+jf/5t/w9/7e3+O//q//a55//nne8Y538DM/8zP8tb/213jhhRfmPvPYY4/xN/7G3+DDH/4w9913H+95z3v483/+z/O3//bfZjrdm0DhTq3gHfvaDUjEXSLiOqwpXVCfdo+ni4hWMy5ZAgkPvkkIOQ1obp0B6fsnzyC1u4EtjUNWlKNaZRd5CCkIi80kIpZUkd1x+cibiuQNcxBgYoRJzBL3vYdbK/cTqtunvy9mzWTapSHUMbbmoBke9/QXhzhrJTIi8+S5lYP2hIhE5z67VDLM5p+v9wbJtbJEYHN4AnC0RbKQnWY9EknJ63WXk1wdK7FsO3Va8WIQfXiLbNk8wiBlnLN5xj6Vc05j6CH4whddyw6UmjPHXscZ5iLk3t+y9z47s+n67FBu08yqY1bSEBOFmLA2bu7eelqJZpva+1KXGfmeldP+i8xqvDfsWZRicgIby5eYNstM60WuL93fZ84MnyW2LbMdvSsiLA4rhrXPFqviHQ8feZiFWs9vjrIqGcEYsyBofFMVA65XL/TuFuDS4CjuwjtxgyUE4djoGD/5lp/kqWNPIQiTI/fjmwWG4hFpmA5WefuZt3NkcYGFpuKRI4+klRjXYxrfZxIl7l+IGTvLJCFtrTEz028ulVn5zPYByQiBpPXMeLtIA23CQ3U7JdIMMBrDXuxtEP2pamViQmkJO0Qr3UHvXsiyM6CwcGu34+rWblYiRRzQSalky2e/TNKSYTnSubjk64tN1MQffoxdaambgzMO08T2PeKr5EblKrqggfY5f0dJsx0lYy3JIlDivWxVTu+Tmd/F9aytp1y+fJ3Mk2SlUyzCeiBLlra6UvdK7+R1xbJUZgGfnWRvEjOTAZKbtK2ny2LQ5Rs7XNu0bKmK/1zoexqk37N4rli4HL/Wn/tT51Z5/IBJEpLSInbknM64FdW9eFcqQwwm5gGknfU3lk2vemUScjIpIWb8lDIbLens/t69300Qz6urj3P5yJtzdscS8OLBKvGJT7B4sJIVVrdt9pS/HsFo9my87naIPr4uhKxf+7VfY3V1lWeffTZd+6Zv+iacc/zTf/pPD9zP9evXWV5eproNYdvZ2WFjY6P3M9uM/M+utMChaxaAbvp6fQIRH7Nx6fPOR2bN11Hgcn2fZTeHmUsuCXEMj/6BPmK5CwgLIbNWp8IIDyzLIAlR5g9dFovN4ykYL+eYNMsp/XC6AcO3kos0HrmP1868544HIieiiIcbFT6OLA547MxKsmodpvW0W3Per4z0AYlMPN2VOC7JKjbflMhCCuZCCgEirs+NpQf4/D0fhxjgn1sWzu4WaZSEGjT+qoxPuvtehe+oz/It3UkAOizdbvTPFou1miEgM0oEcT4GhZdjyuRSCklrD1NCJpYzJDbzqfGqs3U85DzL9ynz0bfm3E1TV1TPc26pP27xhctw1uAmy5/z6YxmQX1mbZFkFbnNrEilQONeJVeLyJDkYtySYq4Azi+fTzDqcKwN1/ixZ38sDrMv1HqpOetXYhFa7c1LFKp8nd5VCiUuuZTtGTQnjjzI+46+ibcPtCDsseEpABZHA+qqZm2wdoC1L1chC/Kfe3iBf/ncKhxdSjdq3Jp+7taXCKOorHjr/RE3G0Ootxm8J9jwDg4JJ2YV2Ru7Gd9XeW792j85VJ95xtkt/MjiXeBMER6tT1DHJEhBHNOsVYqM70wCCGC4e4WE+2RmTQqAMbx+dnV8V+7RIhY7qTD2esstVMbwpzIAug+dVJoeXmyeIFnCSXNNHIRJfMwoRgomdT98koQBe2Tm/3RUij5KqisH4Hitj8oLTUx53VT+YFmT92nvX7yXd1fraazpRcktX+b/tsE4i/P0SZCZFdBbN6Cebu4/r6K72bnq574AOmq01MIdW0mPDd59Qy0V91XHAOHG+uPZKmP4vBpCM6NQLnE8wHM/cOf3H2B8fsZiL6JuuKowNwF4RhGMQXiGr+wuWC6k0iqF2yioxbIWBt538i7qxf9ibsx3rUruzXX+X/9229eFu+BLL73E8Zlg4KqqWF9f56WXXjpQH5cvX+Y//U//U37wB3/wtvf9hb/wF/ipn/qpud/tx3CXyO5u6jMJwoWFx3noyCVG1SLBqR9rXUcEXmrCkpuLMFfDYcKX3bdwBJHXMhE91Mi0Xd2cMI5n6QRDfmh6mpvNAKvX0hVjShFbUsZk6Vv7NT/i+BOu0QNee8fyyDQZB2w9XK3++k5gaXiwjDvzukvZ0UrGKH576N0V4YcHT3Brc2vvoMVFhs6sV7peOQ5J06GKtJmgigppPmo877Ye2Cw8115ouwzLr6fd7xZ5mV0Cm3Rei0Emgl8i5T4nkAkTgnOersvIXspBS1y1cu/TfUIpgaUzWoCf8jb6bpe+CAdivAKBXG9Om7uLc79f+8ljb4GXfivNMU+iz7gX1Bxiwe/s20baSD2LLmvWizZvut75KDwZWZ35VwheJmQJoi4w5fGOf3z6sU/z5Y0XuHyZdK+I54Ojx2hvfCb+XexzYgj1fWbRMCHLFRmr0pjF847xGb7ivoAjcGyoNVjC+bfi5MYd19zOUXahISkDKldz64EVPZeisW4TN6aZ3MS96342Tz3A4s/9sn5/dl0fdhJNJ3FO0T0weacVCSDCZILU9fzNiHPX7Xdqtkr4NC004j3i7iJDHsXZiOtw/sj40H04gQeq41ziPipRN/esSInzFMfVpQc5uf15bO5Vu1kI2nk89r3ENTfm0LJ/7pOE8bYtufinM3937RMPfYIbO/+fuBdR8I1DDtH6bueEJMyVtLBc8ByzQzALapx7mM+O7jv0ghfJf5eWY/steH/wcsJ6NrT0y/kjY9YX7tJVMPb2/Pg03LweE2WVb7FB06cL6RaBpNBV5l0QNrbaXhddTOKz32RmyHnuuqAzxsvddUY70UyCADtd4PuaN+HrRabdLSaxCG5XmTt+QZhSBw6kIynMR2t3NY55zUIEylf+4elprg4vqscqfVfCWa+R1FyMl45ZL/Q79bgwj5ggjspF5e0hz6y9KonesmeV7txHb3/t8+tTJPeVGndu/04tWX/qT/2pHsGe9/OZz3zmdb9nY2ODD33oQzzyyCP8uT/3525775/+03+a69evp5+vfOUrQHEAZxi1JGELyZR+aN/RiAwXqmUCMKmW8E6o6+giePSB/ELnE2Lf15LlvFq/jj4IwOnVIesLg5R69W5SmzdF0UKJbmCda5SBc9GVTVwsCthPrR0ShEeGT4x505sUqSn2O7k6SuZiI7J3XD6R5J0j3F12rPn9FpPofXGITmLyAZnZL4ubCeI1NqVgmIW9MWvlUAxZGbzdLW9fIh0gI8PXi4GMCbT9J7v6WQxWXc1qteN3hUuUlLCe2O0DEs9586Q4r0U/VkPWzuGBpjkzEotve2Na0U+Y+Xv27TZe5zNTEte6FBj6gcl2bTahS0QrUuHEU0m9R6gScdHNSOE3Z/mLwicWU5Xzhp1aPMWTx55KbzfGb/PoEyDC2WpFiw5HfJpcCw03xCe9+CRglcJdmlE3pfMD8IO8jyvnEH8w4aPxjrbLhVpDHMd3uof5gFwsXLryuodTK4ShxssmS0Qp/CLIyhjB4b2b0WDrWux++cu0V6/eeYDe955LlixBLZnNABncnaC1NKyLBEeHb05sv4S+SxyktcEx9SO2B8cT3ifRD8MPtn7FGjqX+q+cZrfr7kLKsvAeH5nMu53rxdWLPDk6tfeLNO/4vhibEvCqgOkxD6ZEc5SWgpCuU6wf+dptmzADeen82HVTDFUHxPMltjy7NuL06uEKtx6+9WegH0tYiLwNQMx2tz1t9zybFU5zut7nTQmVRia88e7QtSetbU+6xBe1nQprV059A5u7mhHYO1haXCq8E+Z0Ig7qoSY1e/jDdzWOeW2PMlCEERWLfly4AM54S5DHmMhMSuKScb09a3XzIHrIxDV1cmcFySxfUn5zIGvi7FMzZ32W/v/bbv9OLVk//uM/zqc+9anb3nPx4kVOnjzJK6+80rs+nU65cuUKJ0+evO3zN27c4Ju/+ZtZWlrib/7Nv5mtQ/u0wWDAYA6h6u+3IBJ6BxOyKf1uNNoixvQIrdNgweQ6d/FdcPlzGANFRN1zY7LsQBSm5fNHshn6vuMLHD1kTRAnatGZFgdJCUJFCB2hqJKYXZRSCblycBnAe8xIDMg1rYfkY3CQlZylR965AxCk2/RX4LyyYGf5voN35mPcie5LydZOB+sEESZ+TCIMqfNMePO4MmMiCDhlOl6vQHlrR4mUpiA3bfvr6XOGSYIUZxDEc2Z1BJOd4j5jFBW+jVHbGp2gmXx5pmvrJ6cRzqxEIdyHfnKazGToH04ysXFRSO+CxKLQB5jhDHB6UQvqQZ/fv80KkkW+9D0MaLzeI4jZFbXn8rFnP/sCVtk8Hif6Y5ajbMdS1yEv6p7YuIbGN8hEep01vmF9uD53hna6g9OSDh8aPsxf2fx1FWnE4Lx4Y3SRHtWjlLBifq0roRNBpErWcJhHrOc8KTCoPa9uTZh2gVgWCIIwdiPartV09zYBUcEhxPTcV55+Fwv/27/AJWG3mOx3vgu6lqVhzenTGssZzPURkLqm24pW7uk0ZxicZbKbBrYmxf5G6yGCeIdUFcd//MfuONd57cTykFdubB86VimfK+Hqybdz5LXPxbWxzKBZwAoFfbDrm4MTLE63uL7+FGuv/LNICCXSGEGc49ryoyyunYgua45BdTf4XdfKoUpQO/N3YxHbM/uCAHUpbsh+mIEHo+GoYBxjsdu2690oJT7rvVGvl3KHFdcuwwB7rxNLuyAQ+RZ1zT3A5PdO8fW1OUqItF6hxHX0vwNmBfdykIG+C/7edZhdW3rvSnTV8E8IDOq7S1WfEnFFHJlgPsYWWuHvwXAElvxndsTnnocv/5peH64WGQdff2vMnN5TcFJkxiyTJ/WtWrOr2IknpAh96zOwPKpYWxjgBhVHFhqaiWN3OqfA8z6tp6+KDgFn10bKO9xFE3KMuXsDeKbD8Ef/ToWsY8eOcezYsTve99a3vpVr167xG7/xGzzzjKaV/If/8B/SdR3PP//8vs9tbGzwgQ98gMFgwM/93M8xHN59zSQFxfi/IWeJLkKizDgI9x49WAHiXt9SgG/IBz0JWQCnnoKNr8HGi3pKu7DXknXfe+Dz//C22PD40uHXoKpKhj8yF/GvrhrCdKfgA0tTrGn1MlMgacK51KldV5eE4hgfkOBL+SN6iO5G47G3X6GpHbNM2qEOqMXQYVkFA7fWH2e48SWmgxWun3oHvHCdkrCEyKTcGPVT1ieGBkV8XoTjy0NO3W0tsNjh7jT7CDp398lC9nTfo4NO3WGcFb8tCGdq5jojSYgKSakgtH7EbgM7w2MsbfzuHg6pRwLmMVCSIaUqUmCb65+TQxCBJHLYNMq/3qDWX8D+9YyEeiPSKybQ959J2a7mMBxSfK5cjZOKi4tP8S+u/BLeeaRVxrb2nmNLQ65tb6f714ZrXN2+mvp79OijvOPMO7hv9b7ZCaXhB2BnGhghVN5HAcv2w8HavXD5s6r5XD0H938TjWuoXEXbtSlToL2zo8MUO8eXh5xZVZe3s0tneWj9IZ479dwdl9vFMzDtMhwICoOdc+BHBQzldb22cJHrH3ie5oOf4MLv/CzTT7yT+p/9LnzmRWK2IDye1QtPsxJdrYLhd+eQAlC7rS12P//5PWMLVRVjsuKMpUwMAZbCvT579o7znNcSjyuv3wtAlUUar9G6EdMux6QZE2ba71uj0yze+iKdHyWhtpAhEeDa2hOcO7vKmdURzmldq+UDFl/dO0+l2eX5v6t27zfCb/+tPjwUApTRdOURSzqYz2DnYmSXE2hLnCh7jBt9bEP/G+kLY73kDdIv8eEi1+qdEA6gEEo0WPp443U3QwK9FmL2xWmB42aeMYEgwlPoPa3fta5BuvkJYDLznnk5az5NVNfp3qOLHF8+nHBj56es6Rgi7dPv1XK5cfQpBvJZzURaZoy2dvIxuPZluPJ78z2WXkfL+1j+Ni8jU6iV8a8l3NL7rfFXk9Svwf3plRE0FVQVj5xagg0HtAdWeJW/TV0/rP1dJ+NaHHjqiCPffGG+8u/fVvt36i540Pbwww/zzd/8zfzAD/wAv/7rv86v/Mqv8KM/+qN893d/N6dPnwbga1/7Gg899BC//uu/DqiA9f73v59bt27xsz/7s2xsbPDSSy/x0ksv0VqBzsO0YuN7Dk7xMHkvLA0r7j16sGx481rJFDrRArvpxefeDI9+e3SnKky6ZZasI5GpeYOz0YQgpEQLFJqivScuPWPor8Mx2nlVn4vfdW5A6wf95wSOLQ/vDpFLDsYH1VBa1ry7axmhDCvHufW7D/LFeY4vjxnU/biDva807W9uV5ceiksjiTgoAdYf7x3rC81dx571hhnX7w1xe4vj7LmrJUHTMmaWjEmi4sV1r8jJLICxzy+e/iAbyw+AE3aatV4XJWOchlIwGMaLipAUIXotu9EeWMgqhg05du8NYUPKQZgglRi4PmHU69mNLTifsriVLbsP6hev3tihnWGyMmPm+NDpH+HM6EEEwUuVmIcUL5WKTPZfpPd7Lq1f6gtzku+wMWzvtpgLYtmXIOomg1rRvB/A+r2ICD/2zI/13AUHfoB3nkk7SQjUSc52WLuajz/48ZTl8DaLnphSWy8io9GJj6nwCyDLFICN8T0qZMeCndQ14lxPCHrhgU/i1s+nty2Pai30XfS5P+4TZDotueiECzoLtCvdkg/RwkygbgHSd99EcvFS59jc1ULavcRIQsyMGNeZQKkxV6ZP17+KReVHMWvn8eXhXbusmQX7dSf4OfbgnIslUtDzavtkf/fxXR33rE9b9/RZ/iUJUveZn/R+myt9riFJgvODCtOJ/hzo7oP1mD8WdCCEzM/ssVpFHsT+Tkjf9/rYbI7y4tG3xfsDVzd32Z7sz+8VRwqQlNpfBM6tjxlUh4czzXlT7HVxLo12O5EYY9lBjxcqWsw0PT+L9Otos+BTbG5PcWMMqcvxvPaYrdG1xfuKueq8k3HA5l8oAw8Dc9Z6FTTuqgmj2nNuXRVvd5M3YX63B+vj6yLxBcB//9//9/zoj/4o733ve3HO8bGPfYz/6r/6r9L3k8mEz372s2zGyva/+Zu/mTIP3n///b2+vvCFL3DhwoVDjmAvw1BufO3cHqbl8D0XAIUV+JxBEOMjah25+fIM0d+vx9ffrCyFWNchIztBBSnBCESX3x6Jrd1pyOWrpz/A6S/8DaTL5GJUV6yOnWp28uMHmkvJHO27JIdsGW8LR2eybR3OkuWpK0/V5kQC5QBfur6dPu9OLTbLmOnQ+90jCCJUlX9dApHMfBY5WFrf23eaMXiCCREg1gUqLHt5rvZsdGpxyjQ6CSm7YBoj0A7X+dw938207XrIWIoP5sEqWIKL0FOOlJZOb9p1cQeKp7RzXt6Z6MobevZmmJGSYetdLwlSUah4NnPjTLu1087Tj6TXWMxP5WoEhxeHl1Dgpvga/U/Tnx9g/RxCi6UzjtkjAUv9nQsYK3RUhSJp4AcMqyHPn1IPhmE1pJIqPhMU+4i7q31wrs++GkObFAM6uPJLJCbLyFtj+2QPqPC4NKx7hdFHgwqainZzDsJKjMnMtdhx8iQouB7xkWG7Cyt0srgEs+gedu30/r5SxRNcoEMTQXRlzFU8a2k+s3sVa0QlPOfvLo54XjNrpZfXKWQBefHNJcwKqBfKh9mzWPwdfIVIiNY7WxvXw3e9t80ZrxRkQkqQiJ89WrPJ4tBK2DwIns/o4Y1Yr9mee6eNDBf04ANxMFiaA9vCrh/3/gbYao6kc/ritS2QHLdceiCUQoNd8xKZ8NeBx0tqJfaiELdJFJa3RseQnd/VeXVT/ZltSch6Y5XmadV7knMx3vSd8XeF8sboAoorNgfHYfszGCX33rFYu9k3pf4Oc4xtHV/Z2GF5WN11fBwQC4+/ceLOYc7C142Qtb6+vm/hYYALFy5E/3Rt73rXu3p/v95WIjAzuQskZD0e+IN4ON+23die4J1jCWLKY9lrUn88Vsv+p/8v9qLhYrBvYNPaMVFTnzIq6dAy67pPS8VQgVgnZlovEAoNlGp3snh52CZSJC54A7a8XL5ZvO6dZuA7bCsTEZS5DK7c2gFgY3yBtev/mpzSF3brJRakrGsqGRWKMG6qNywIOfX9hmp58n6GSPlDj9mARFyLa14cIl7jpKDHtAjzwVvSO/IFsUxshuedxSLA42dWeeWGCrjeQdtpdsWDFJm+tdPiRJi0Ou6qSGjwhhy92bUxrikxHVIsm2CZRM3NNCVV6UlOBjmSu7tNs1PtEAZuqLguMmo+pot3hTCjropldan505IiQ40x0VvLF9mcfp7VnS26Xr/Ct689xqVnfzz14Z3nJ978E+nvYTXkow98lIsrF+G3fy7FdA6rw7vQJsZbzA4fYdey+tkk7Ku0pnbJsqt2mUmJNOht9x3pCaD1yVNs/6vfQkyJcDtaZe8qxpdGl4Q6Fy0Bh8cHNiorRvx6YTggdNWIwDY5oYUyi5roJ6Q6PAoIpPqJKrQ66MxbwjGufY4jucv26o0dRFTgmLRdn7983S3DRr/EgERrvOQfu98JnR9CtzMDU0CM5bldzFT5SAJN8rstKkmcWv6WhhVfu7aVYPD06pATByg2n1zApMeCv452G+TdaqHyiCj697pcVL1c387VuMg76GqFfr8CFMqfErZLWmJzdCKMB9VdZdi0Pr1YpmDLHOzS2AR1E27HJ+Dx74fP/QJsb8wnHCZkvYHugr0i7z2aop+6pATQkZvrr92dXc4pFjAr3FbGA46MZixZaU8OhlsMzirvEGnZnbZUvrmrYsT2SJkJ+P/f7evCXfDfhyazfyRY1M27eHSRx07fvpL1bfsXJQQvbajmxYSafSGjh7SLdulb4NSTdz2OeW11oLE0UmIk2Du+9H1GdCG6N7669iauLj+Y7t9YvK+H+LaOPgHn396b00GTzBYsB4gc+Ln9+8oH3Us/G86b7lnl2Qtrh+zRGCGZuZ4/WmYyQ2K79QqdG+TxFNutv4Vnzh95XUJWzwoUh2kZC19/s8GaW54RyOLwpO+L6zZJ7wsmI6dILtiUHqPR/5T7VxKgf5fubhlcCjfTQ8zbe2HaqdV22nYMarPCvFGofPbsl5s/A0fJOqgWA/s+lJ/nnIlZJVSPSUvvMfcPoXKVZj11NQ6nCS/Ia7rdbuOdZ+j3Z97E3gORCRGCH3BseIZGfE6xEft8bHyK2t3eHfaxo48xrscQAuerFb79vo/wzIlnbvvMvOacUFPjcUyS4K///d7pD3NzfK5w5yrPb8ZjYeZattL113/9+z6V79sLyL0+7MtZ9JGzC0pSzNwt9EnEc5bF7/Ad6K/kEi5Vqotlae8DqGslISUBMLiVpEwAc39t/ZBX7/12nrmw/roKo5eD9F5SQXRjI19Hd/Zf34oXDN/rjzKqhufUsu/ExVgckuuiRJf8Nrrnlkd+PxDpDUcyzXQu47xhraVRyudr7w5FO+6mNtltB5p+9+lE73cplM6+fJaO6Cjz/ezPVEuxPeW87O+Ty8O7il3P/Ut/buV3ZS1F52G4vO+9HLm/v/lvQEss2zwC2ltT1xMNZ1kYQfms7XqNUA0JCFfW38T05Js0+Q9kIZH8noPORISY1Ev/bvzdr4EJz2/gMh6q/b6QdcCW9meGiTegXRpW6mP/hrwnIsrbAcVjH2MuyK6chXN3DvI+TLuw2uSEBRQZBBMjkS1VqcUo6iAVAcf15Qd5df2ZtHbbo2OFkCVMRifg7DM9hHLgQ1ESo8M8d/vuQPa6VFQ+E6zD9hrKgc5+K0YY+muc+agc8+OixnnxdcZi9bR6kmHu9cFxn2DktNbQc5mxYq2+KOZZCFonVxdxQW14nSkdEpbeS0Bl5kPSYBVzswyAs3SrDBQ/aKtmhO+t3ZamOnxMzPxWMBe3LpPWJq1PcY+QmDWcJ+AJvmYvA2Ipxvtv2HcELhJSidkFRVgfDxnXFauDVWbjsQRhXI2pXc2R0ZE5M8pnPWsX8/ffdPwDIFq0+8TCiXjvHQa5pwXECY8deWyf7IO3byIg9QIOYRpdVUH42sl3M60XePnIcwmGywx/aX4G4+aFIETL3d6JuKbJAYIidJtF4dQ995dM2wzjmYQsV5yrgzeLtQB48MQSZ9fuToM/b7w506wWrFewtfUz97ry4EnvnrZeQIZLb0gSI9B5psyCEbYPXFR+fo/pdy+eTLJgJT0By87v/6+9dw+27Kju+7+r9z6v+zj3/Zg7D81D0mgkZqSRRhIjbIMlUBCEQIKNsRUeMgjHkRwEVPKTqhJInFTkVHCBH/wMCYUdJ+ZnV0Fhu6iysGIBKoiMhCglQEA8DAhkjQZppBnNjGbm3nP274/e3b16733OPY997tnn3vWZunPO2c/u3r271+q1erVZ6DtetsAoXfF5kSr7cm9GPnhvkXybmc4dr6Xojuq2f3TpyCMiW8bNzc+wDGPt1NuddcSWW1i1x0fQ75nnuJ24dqoFbNf2mTYpB4lYxe2zt2h44ka27dt5vZ84zvJL8lmAmN89bn9PT+yzedZRUxNl6KXHnyvO69BaeRLN0hhAhNXqPFaXrnLXaqzpAUDWx3dSh3T91u+mUY76tbArhb7cDRMpZP93cO+c7rql4JFp+ATT/q4H2+Dqbch+8Qxjs71IIT2hpneiWZoAEemFZRMCjBH+jc+x6Uj0y6lHKZ0C5Jr8KJ5roZRCw06ydIpDt426Hl3p71nEF7IvOkB2wnX/xMJDE1hNzN8zs66iIMTz01fg2PxRv37BvdRnx7ennkG/2BljpN3m+oISP2IzFHFhw0zmDcq+AGlGMIMyVLTmRgVZI+srSO5+XMnmfbPt0EiHp0+6DnBBoqPsxe/pwqSeq6fiRTGv3DGNay6a6egaHdxFf5w5DiYeJTIcl6exZJG2HJ+dvQKeItb2Lu4YXr4B6YAXCgqI52FVwpJto/gAiUnuFXNX4J0H34mViZV2OQJAWDM+t3GWykEJt9Uvxz+dvQrvOqQXjA+67Z4iHbWu13ZRgdCcuAygErZFYzZ9OhQzbAj3ZlCKi9fWHP2u8rfUKKFtlpMgE13QXqtNuvlgRZwu8ywi8zyIenIXNLWgVnaTw3shCkL9XscvHw9yYQQ5s8mfIandxdeCOMAQKTSCMppBFdSuTLqEzyUx3y/qI78cE5hHf09ax/l7q+uESUOlFMRuuC6n5yvJNsRcjTKriK0Wtql0EQVDp8ezY7sXWAPejuaJKZegbIO36O3sPSboerV2DrYMvTl+9mIgcMe8jNslytAb3KScLB5EmKyF5m72zmZUbqISunnexuqTc3/eMmk6eXhm4Xo0Yo+DptLr/CUqkT0+YpqnV9qmrkU6GmRoovOaAgxKum8yrtukOpbpTJh1pVwE797y607sb0Aled3OGZk5WcOGv++msTFrbeRlijRNhjHsu2re6oR15kPlhVI4PXcIU089iiZKAFZdConwd9tuQaBKuOTpv/TidESxgGKTCz5vnIB4jRmlArs6OpauAOrb42M6S56VO0i7ceVVIoqAeq3PV4QJRkboeOrkOQQvriKM+DhcLCxFEZ6dvw6rFxoAi/yl4OrZC7MHsbZwBfb3lzJPqTCWCwL6c82JO610yGY9KbZpbqYyJvbz6CphGReqC6AzJxGoAHyNHcSHZNX9LEXJ9Bl2nlEs4HjCSebVslHxicbKafqVPCzZaVg5JrVLE3PbvmNm4j1XZo3gF6DRdA0+EeHUuTUbUdEvNl0+oSqDKEAz0pHt5mvz+MnpM+ALDfNPIsLyePt1C/ltdAARwt6FSbxQncDis3WgMgsAeNehd+HEhY/3UFzdPEkfpQhj5Rr+0dQ/we7jD+A8zDCLa1Ne2HYpwueeA8yixWYAwN7azobR2199pHVqgsAqSZmNHet0IhCoWkHzhRft/Yxl0kSn48rvRmGVbZAOdmHff9c3/XDHG7D8d59i4+EswIE9G/jRjjdgz4/+P4ACHF/4GTTqK0jbRPtIa5xepSJbTXJxQ9SSKKslyhco+ftr31fCrtkx4NwqXjijjzXzYZ5aermtWq3v6Ynv8Wf8LMhYDCJ/OQ4y76kvfHaSvyCXtYVMain9PSgn5l0peGtIBcl+2PMnAsCsy3ab9vhIz8035cRlOffZ7ztE0HNHXR13+YwImKyVsLA0mThpg5QsNjh2oTSj25ZU1FoAcEtLRNDeDHyv+UJECKM1RKRQaZzWG6/4J/p5lSeB2ow2CBz8RdCFVdAzhLHK+gNBWi6MZWxlhq96ey699wj5IJasDvFUHmJClWk387oPUdzOkLtRm1RtFBGpeJ0Wcg1CnLa1Uh1r4RiMGMtET9gwtnBlp08lm8dqpYLdi1q4wt6XA/M6GuSBbXUc3DG1btq4oGejKPWBeymp5xc7C7NeigmYwDkxeRlOj+3Eask1vgQ4cdb0RaazC/oP284J4uekOx7C7vl+RniJBWPgcxFYp2MCn2S5hZB2pXlu8TpmLEhH3UrqHN4+tt3/TqiEyotW5kYxu8qh645UzsJtSlgwmWBCG3jGeLmadd20otuMIpw5vwZAr/8Uwb0fL15Y88uQ/096vaxQBZgo1WHXTTG3Mf+I0IzWjwSTVOJ4CdZKARbrVU/QWBxbxGXVBWDpJeteO3WjHgQWs/BorRToOWisfeIhhH9w+/+DCwvbkH4mrk2jOB3naovA+ATWypOZ96QgsPcx59grJutTGCA6d56fDTPI5f11idXTc6i+kSrp6JbmfY/LphHWwOurDnzBlh0gpafxknbjoyDA6YmLgLCW01wsjR1kMYpGbu+sXmLCXC2CC0Jj3kO/nePz0YyroKtHyWBSXFdL9vle+8bzGW8PA/KiHvvX6iBnrL/Ob74pkMwHX09S/9ZRKe2xKvROi+w7mnFNO/iQcVfiRa3vR6TnqBHcwHm/nNv+MpiBD0sU6QXvs4LcbJCSBRiXWWAtHIvbmqT137VJvO7yQ+zcv/h3RCWUqaHr2vgcUJ3SWtJMvGxFbRrVqQUc3jW97nw3ghtUVuS7/PdKnnKcvWaHlxQlq0OMgMaFq4B0ZQtUesHarq5t76FfeD+KSptHRKRDum8AQaDiRfbitWASAq/57iL8kH15bRwMYuIVOQVmZrKG+kR6LarpsXJH/vimuEoBuQUFe8RNXM9L+DACsbtQae00QITwwim7bbU0iScWb7QuSfZs3m+Q9rHXa3n032h4tcyshk6EfYvj2DbVx9pgQNxJ8nzr776Fi4sHvvsQSIFU6ClZeuHD1nng23hHaueyxe9XrRz48+rMO9dFkfJDzTyPXDGZILiyIraTK1ZmfltcvhGFsZVD4cyFBr47cR2OzR7B01NX4uTkJS79xG/HhOD4a0ABXjb/Czgy/wrb6RkFS5EOiKGg0IganXViTo60bQXxnckyvO52PU+zU4Kydjfu4Vkc3D4FQCvgOn+Il58gT/YjFejt8fMxArGpY08s36z7gqp2wTl5yetQuvKXsm9qhmuTSlJW+s1IPhfczEM0CexxQkleNVdbsly99Ny54rQSELuG6+0vVpcAAs6NbXPpifuNQCFbIO0RMx/ThOrvX/hxJRfFkUzP1RYA6LUgvXkkVsliSyzEz84o+Lw+6au7tyrZq3ltHHFvGmahBzBeDlEpsd6Cum+v9PvQXfvY/oLJnLBtiQAhtn5bS5ZOhx85lZ1vrS98wNflg5eje+1ceXQSXbaT7DXGF/08EvBMo4YgUHiOZjJO2hhR3ATtCog8V0XnXklstDFCsi1KKvymWkQqQFhfXDdMeqfBVmzXR3FUW6SS0hV5dc9e09shomR1Cmvtkgv+hSo/f2XuT71uzXjJG4FLXpXPjddh3+IkTPSjyKtpTjh4vr4ftmEzDSHFo5KA1/irSLuMEJkpO/1XxSDoPzJeFEV2rZh8lCxG3IGMn38aTQoRnj+hN7PO2POXZwIVXyw4nzVe/LwF5NLRT2Ql12kGNnRzZJ4xnJXFjuZ6naWyLSvF3/XRRnkwsef8umS6T73dF1C8Zxh/XrVrJq4nrpPoRUky9wr7ncPW/i5MiOAWK/I/zXYoNEs1NKkUd57AWlDDqcl9OFHfj2MLN9jjW4W1dSIgYa6qo/sZ33hb0gQbEGO+No9yUEYtXF8xJ9IWsoXqbi7lxH99zn1cvExbeHt4lqVAYf/yZBx5ztS3NtbiOM1NVQJRZB/R+fKsrutX7cWz//hXcNFVB3Bx0jWIX4Yv3MnbLk9oJH+ulX1ArJ8gctfqAluNcpOg2YW5rAYnGJ+/sGaVy7VwDN/d9WY0KvX4NFM3tadIjjpW/J46QbtvK5l97dxirWaHXaLE/sXPxhtE0ymZjBVys8ad1wew28C7h9nHWkHT9sVtOQi4fKWOZRuqPb52F8t0mOu3iN/SPd6IRaJx9gYalHlIsP3F9C52nYA9Sb+BtwpAi8iRyWwEcLcNVfvVFDqBkj/iV+F8WMdPdv8i1pIu1S95I3Dpq/u7aYeU4sHyMIj7WJh+JU61Ipwev8h7f/nab4oyypp03/ySS/bZecp9QcylH+jLO8kphYPso9sjSlaHKFapnJYdW54U98fukfia5oV3wmib647N5u421oowMEJx0u3LHZNMqbFaXIhH9wAmzBIXhPubW+aix6l+LgPARdvigmYeEICGKiEihVPV7WhSiEbJF76yFIK4v/ACYJjgDfmkSmNGiyYqOdQnihehJrculhs0YAKHSQIXRkzJK3KNk7mON7+PddT+rZ1OYreRPYcICetoLER0ax0k18XnMfqZuLj7IyBl9eNCmz1Of0ZE2m1LmblZKjFXwb+L+eaNTBIb2Y2vqwceXDunSCFUehHgpbEl/PqVv44Dswfa5sh8+8U9/xyHpl6FyDNl5SDFLR/sKxqX6dCh9FpjTWKj54BVLl/cuQem3JsqhLecLun2jAKFcwc7sMJ5LoOJMiDouV9KIQqdu1RSuDz9mn+st5d7e3f7bUncO6frZDMCzjf0Z+YjpYgtUs6uQe4HIYcAPAlKyrVF+a2bo6/CrXZm0JAHs3BKluk/iT9CPdgYt5leG9ZC20qm3a5zaPIWX2OqVoIXqAZa6OtmzSHbRHd8RocX9TLE55ECZt6a186FVZMa6/bM9aHIexZ+08Lvm+xjQa6PKIX5rUnl7snqeVhO7x+bBaZ35n/fFsxPVmDKNjJ9hn2+vG1xq1wnlRTz07lXEiqlHEM8EGDClxjZpJ9r5duSdIcoWR1iOgFlOkO4gUc9KtDfte1362o8zGqRgTdx142gnh7b6bWX7fScpEtSZMuyPwHLnKkU+naj03MUKBcTtU6c60kbQQ1rTeBMdRkAxWHxfQFU/+8LH/wygSLtP95nwq7cOYVLlibsb31N4MC21qPuHRGna7Wp88E7PjMnLaVQJf/saC7ZEVmv3iXuxb8mO1aCXaHLdgbJ5BK04tpNkfJDA0Kfc9ha3YBLA5TIJKsY9rC44yTmqpmoxF59SmTETv6GEzqMZWdmrGzf3yaaUFAIVABFCs2oiYWxhY7qpCKgEtQQUggvBpinOA4PIv2eRlRu6X73zI2vjQ+OcxBFtm8w1zBW+nXb8Sx3QbiWoHn2rD6mVHZ7vNfFWLAIc+/6tV6znasUcuLsKp47uwqA7EK5P52+Es9OXQGjQHF3LtdCmi9aqS8HCpPV/AQ3F5iG3KLYfV3QvPPE5ovyd1S3096cLCjnpsXrPgBQ6F3LkqoX6V2K/J3uPffffesp0+GrZs5JXitXPIU7bq2tBSv7/eBeD15i9RfveP8wJr9ZOU4rCgTo+bq5Rdcldjd3r2EzUQndc2V9sZFHLlRmkKxpz84cdGOkvEv2ZJV88hZFekDkmdMXQKTXy+pTRBxI3e1URh9+rzYipBortq0cKFRyisGv1/Aw0Y+6lPwGSvwiAjAN4Q8veiOOz7E1uZhC4QQ+5e12TY6O/OOy2Hs+TREFGSMu3RPZZ6sU5equEpmRI9ORsIu7RgveNvONLxWwfXoMV1803VdaxsosjCwQz1HKayFi4NwaEoIzxYInG7EE4LXYhvgcZRX2lCiWVqrMEVzYISN8uM43M3fUnRXLRKviWRhI52nfC9cR2h2eoqrLqxFRvBCk3t4khQhBS8EsmWTFLm9uoUgvBFktmQEBil1qlXYjJJURvatddkw91pYOS2Vy6G3dWCWI5yqEiFjobWMBtckLgth9z9RvNqOBZaGTqLNk5vMqcg/ADCiY70oBYYj5f/7r8W7+oAAq62UQKOxNIcm71BsRvHYfAJ6bOoBnpw/G94tSlmmTDpNnUsC+hQkc2FbPLV2BAuYnytgxU8tpzSf3NR1OXCXW042/GEsWe7dtoJr4M3kldy/XtvmtgXOtAnyvh2Rzbtz+usm9UUByqSeUvJJJEHObBZAKjOS1g2ZZBf86XDnlgx/esjhwTaenLMTHvWT7FBYmcnB5Y6m2U9JJzzMsAro6ub4CpHChNIXvXvRmNOKlFCjKXsQecO2a6zM6D8++HlGkDRfbp3U6+pFJcqu3fVCQR158XKVyr7bZdmT3bN/CvenIAyJUVk+haI/GuHfYkTkAoPSaWfb4pFBsz3EfOjQoQH0rk/pcpfqPDMQtWfmE5k9IrlDs0WZFGUoLavwqgdITpSs5uzUQAVdsr+egpLoMGCtISkkg7caWKhvyj1MgnJ7cHU+69gVeAC2a/8Q+Jrsm5xXYThbdhyh2HfYggl4kywqsbAAn3PvbmiAbmdQEvgAREGV1lU64M5i2jYjN/iJCNRhDOSjbRYKbUROKFHZN7sINKzfg6MrRzrIFv1V7PrZ2AASEFWQ/0Y3Df6eMAGx+sbaMtBV+rTRuf/Pj7Ej5OnMJlj/w/tj8rmwb6CK4spvF+2qHDgF2F9nvF666FvVbb8XYddf2lO/cRnnZdQgUr69DuNDwo08em7lW11Hlytu8Q08vvRwnl67X/WAY5DboA+i+1Uy8D7pUNFpiXyEm4EdgboHmOP4+k7+NKfNJqTCZxlZp9lpSgl1smbsJmn361p3nPo+w5pmJhUmQKRNKlxOLQsnrV6RUqv2Ka53dluoLvEuwfoac0mrcK3ODdAAv09MrIkyPbcwUj1bY+YPKeJe4skgqonYDE1XsWFD8n/E46WVOaCsIZt4Y8yrq8Y3Na4klm7Yur1UsSb7guIbKvcSKKMeVpOHcGJRf+YcNWX8E5bnREKv6xDobs82s5cKP1Zu0w77zF+89n1dsr+Pqi6aTfV1PNCMXXGIgwrNRUpPCA6WbEOVOsXJXHl4umUkbwBVVPLfFro5j5i7yDHnKty/IBorw3NINeHLpFdA1Jp1K2w/wy4ALBeR1HKmcEsWvWncNsd9x5116meIBvyF8C2G8T4WghHWgCeXHU+DvK7uc/nRCh9lIpN373n31u3Fk6QgUlFWyQhXixl03ohquHyjFdsT8WRSnefNwLuFp4Y7ShWYFEFMXL5SncKE6H7+rrTNoQ7jHipZbiNsJls7Kpa1Z9p4UzzEiQJUC1G68qWchh8tSvZISXk07B9JLBbC9L1YXQXDWLl4NXhxbwdmpS+IBmv7SlCQIlA12Qes8m+5gUVPNxUEoBdraMlUro2XQmvhZ6vIgcJHMdzRL3dL75GVo37Nkk2E2dVm0YeCW98gXVl5JhZQvF2P380ZDedeJ4AI0rAU1vDC2M7ac+ok2v/iAm75iHl4wyYip+rqVUHsTRLFlzVhohoUJ7oXYfd/0yeadMHXRvKNkB/rYsfG1nEt/vpWDPxsTcKmfaw3O02R9ZDHiDlFEep3d5MuZw7MjuMmDCmzuSAHmKBgisJctiseLiJCyxtjyMelnC5eSE+T0mYRQJdYJ6YF6tWSv2e/jaFoXA+6u1gesAdITTAkuWk/Ggrxc0VC8o2UC8ADIV1EwaTUWK/2sp8YqqJTLLosRdxFhPT8RaGonjMtmE27BVtcRZJRffGve5vPPrLIjuAnxO2bGOp8DEtdlQp6T6DMS5wn6CakpkVkTctwPna3d2eCfbUcpXVvmW4H5/CwAmKpMoRyUMVmexNGVo/jcDz+HsVJ389C852KFmmSeCgDpRUOTI7y8q7+wsA2VHz8P7Wjq18Nju/4hyqF2PYxaRDgDgKjZdCPA8ch8FP+2CxTbtkPF7oBstD6uH/2WWh7Lj5iURF7Y56RDl7kfcGzp51CO9KL2pdDMr3EKrusH8yNQwHg5wAvn1sAt4v2T1FpM5NyMus1dtOK/RgRdB5ruelzGiBKXaJkEMr1qWjDl/YexcnWUM9JzYlYbedQ0llj24W827ZqZm8X6Bi4PqQAwb1fiOqQIfz//Mh04pRG1HFxzt0srpf2QLCc9R1bX9XymNPSHWxtPty8R0gOYJg9NClItmHIHsZ4mX1mV4GZThKp3Jd94muTdlnSTFlGyOiTdXBmhLb+GRxFrHFPuQMMlMkJRpNNGERc+DLw89PesdtS6RgYKC9M1qOZp5FKO1L/1KYpc5KVuIjCte107H6sDy128i0dLNEJeruuVMHIbOFahXq8Ixl3QjYKFpRJqpQAwi9dywSNZ3y+5GfjBcwiI0DC9oTeCZi8bf8YCBvH9sRIUi8dJ1yPzqxQqXLFSx1i5h+aQchYGvZB7cfmx/NvtPIiI2afCuOM0kQWBc2vGzOLeV219iTK6ReeWYW7J36daWMO/uu5fIYoijJfGcdnsZV1ljbvSmfocRVEiX8OFiGzZgVla/GOAY29+B6InH8YU/T2UiVEOXV5RUEIUBAjWm6vWaOiLBSr2FICzavHQ7maAQfFnrlP2/Ot/GRVqFay6g/zG/+VX8rzusvY/rnM6+YQXx7ZjNSDg3Br4molkiyFfTwLTbE6PlbWSZYTM/q6KVH9H8ZpZzAXUSfNIP1twIdK848Ytmg+OsF6WFzHSirw53suebRep60BdvInJBZNPK+0r/yZEcAs2swFYlgBtBW34UoaNZKv7AnNKFLGy45+8bx3IQBmBFIHidfXcwPRwiSLureBbomz/YOoPBcxS72oisfcZg1AcbXr6n8emckxfL7WkOKaSgmOinHkyTY7Sle5ryY7eJycOD5uSnf3qhJBW9ZZAODO2Yo83760nH6gQpEKMl5OhWnuH0N8kSUNyHbRcMJ0Je0nPrTbcLiTKB9kTjvMekXHpy+k6pSpw1S/rS5JCU/FFJJNrx7A/8D8ASmHnbM0OZGQJYllJznKxMbcoBekRLQIwO17uTcGK75eM7JUPifIw23i0LbM/rleRXXvMnKYVNsoQ9pNX5yOFfAwgq3MiIlw+d3lsqewiN/weXKAqGAoNOAssPAHEJLdZG0NzaVEfF8WBL8h/WkFACNu48EXNpm4fVTzIYMJ+cxO6FUL1zxfu/g/ewzt3+FoQEcY6XOQzi9zEj5RU7wokucc709Y3tyevtQATKUz8zuvCxl0wvirBe2Zu3ou5qx/MoVqpwAxvRF70wXS5ZZWJbUYTx/AoeeYYpYhFWewMbf0aIN78Nb9NSzRoNnNZ6TGBL1IzK7PKjP3ZO+UliHvtHKxSHUXeTIuhEZmgY2aDad/s7/gvivCTpZ/Xiqpi/SOra3ku4sxRZIJxxUsk9fFslMpHLuz5/kO784jBXxrzuPJ6cE4IVGxNAC5IDR/TMHPhiI94A6aR0j+ioITv7fgF/GT3G91FyDV6EZWcAJ5jb1oJFXbN9R5Oe2W6inKoUA4UauUA2/r2nzaFo6zAZty5nj193nu8rjtxlY03fERacBuEy2CuV6zUsTxVjddwY/MVFJvErELwsnEapWuSbPRDgnNp4J1XxjuphQ0mXLBk7Z6bwJU7p72k9ppvfr9SmIx01SdcMvAyxioED4gRr5WnI26ZffrApgqQtHOkhNyMT37bvOBBQpQCaqvP6R2nn87vJjkQrr2IRliJ37nWBbBa0hERGwGbk8YEkJesTGGm3ST3RsPNtzJzUHggDAAgQhAoK3CgXvfrdyws9TPg16+AmXkmZexhWrwuIyfcZbVzeQtGPIvdzsHs8A4w7Z2LFEhoVurwlAT7bGNFLCiz91vZtGW9l8m8eH2GaVqJsDBZxqHt04mUEQLqbr6xCQSVf2Ex+Sa5CDmx+YlW3oDf5tk2kvxrwt+UaaEipLZRxra+sXqj/tJoRigXILzg9FgZgdfH+OVIUWT77BerS3h69jqcnLw09Z6aUyerIXbOjeeaRnOfo/vmvMCrvVynpFQ8mJ8fijpvn4b/xEcEP0qP/lcOFMphPq+m6eiCuE2ZGs8vjGg+xB1I3BFEZryIZT+KhTvz7kZBiGZQZe2za8nOjy1irTLrtucwEhLEIxb9TCy9aG4cR3bPQinC4V0ziYVr+4DNT7KFwKK+UfKPSblcIBlIQA7kb7Urx5PMjXL+/NTl8MSFsTnWaQawcxUqk8DunzWXYVWmhZtli2R7ZQj9bs1NlG10MX5gLzl3VjVCqY8V6Vtd3X1N1BlTQ6xUYIQ2QoQAJ2YPxwppxrW8W5C3lxI/zNyYPN1AuDBPRKg0TusR0rMn2qd1A3HvYLJ80sLa2YndeHL7a3C+MsdFFJvHuYlK2/KLGk0rwHpr1rC1s4gIlXLoWVpP3/w6nbLb3tW3gqSTnLMyw+uo3eY+s+5m3ldTyqFSba2A/ZK1Zl7XMOuUN6clApwLNFDZ8zJ3bH3FPWevPYutHUnrcKq58zd4bRxTMiphgJnxMjvOzTuarIZdBetiTiw5kWzLuEJlXGK510fcd3oWeb0vYgmL4nNTwq9VWok/MpY/fe9wANYOHoDpwlqjayviIJiqmTns6cKgWOltBhWslqdABJya3As++OkNZJJZuzPnRZwp+aO3Z6MU4cC2OvYuTKx/cDfXJep4Osnwn/iI4EXoir9fvDSBg2y0qB8IOqxsEEdgq5ZL/s0KAhGhSW5les7JqQM4MXsI5yvzybPic1nzGpTx3N5/BLsjB3bOjmP7dM6LwvYL6zwiEM6uRtYdhBAhOa8v0YWmmsFAqfwUPy+Z+dez7dNjGIuDkqwFY7hw4I2wOdl5HfyRybhTvfLNwKKb66P70HRwlZTwYfWObCEkq//MY5HNXtadWRevTnClipByq/GlBURmVJzNK1oNxqww7pVPSoBLf+t2keZ2WdJRO+OkAloQDcqsHvR/n7zgi2jbhGUItKvlaU+fMPWhE3lNjY85AVPF87KI3KeJJphY/4pXDyJ4i4r3Qm7zMeM66lvs4138sKxPPohJhD3z4wNz8VGxf+9ly30uvA7YTESsDkeAtdrP1yuYrJXYS8QqC5tvZNcNo4wV+9gp5pbE6yX8/Vlr/vEtR3bPpva3IozLar1ImX2RsRyFa/fgtj/7vdgDwrTZriTMefYKCWtg8ghrDIu/z02UcdWu6Xyyk2ow3e8La00UBk/ZB1S0BgA4O74TT63cjBdr21KHA36JK64oD4gju2dwydKEs+Z3ycx4Ofe2RCnq2C4ggS86xHQB3MJaKwW5hW+3azPFo+JKcWGqALCGoxlUgOZ5swNEepApUiU8P3U5KkRIRh10zSclL5cbe+bzNVnnCilcaER2HhbiMvLKgdUt/mm+ExGO7psbTPKg63P+12WZqE3rG0Vwk56BWNhoc+8oso24ZxXNuh+5snLbyI3kJug18hB/RnlOrE3dxKsMXOFKCCYEAGxBSCv8EdbKk6l5CpmZ8W6rn9zOmTHMT+ZkVafEfEcKQFYpLA7eYFC8IUvAMO2e/W1F3860lsrevVCTk4hWL2jrVRPu2RKBymVEq6s61Lu9ZzxnK5bmCUhbZ7ugGUWxO05/z8BUz0YzQoMihHHdzboq8XPYNi5Pr+Qc5tq6vQHYVq+CgPzWKyKgocqwqnkEREEVwBqqIZuTCrj31kaIZK6DSiFq8PUAMm6VpYHxNQSQJeS759PtUw4DhctX6jh28lyuS9W4hAHWPRBg9R/pilKZAC5MAmefNd2np5h5YfT55flv9h4TkV1IfawcYLKaT33wlD7bF5HtK4qCToqe/x+pEkqrp2yXc762AFptIjOwCitU66acc774QEEpUG7qQAEw7ZRYsvIm8XIO4vKBcpFUcje/5oJuACNyroLGepBuxJ0yxeU+c5w3sblADc9g0QKS7oqdEt3OEsKVikHO3STCYFwZWAcTb2D72P1arAtnt8SdsRVi4dcr/38mtHkjl9nCRz8jtLpOE8Zy9vn2R3Xtndi8tmTnZlx542PJCOGJ8kxk1Rtgj78qOEvMynTNLpHQLwTXKZMCEISIVAmY38+OGC6mPkSu5rD30x9kS5yZ+XU9KhdfDBvuWymn1Kk4ZDtRvG4Wu/SiXhSaZuf0oFw3GUzQjCON5eOZR1htpF26zFf3HvvlR97vgdlLXP1WhJXpWk79uAmQ4iIJNuOb1SohUhUmOXDCXaah4gWckyn2L5H8ro90tq2sZ0nsX7dM1UrYn4fVzybGU3sSCc5o20zApH03Abteyo7T2BpH9i1tm0sjr5i2263VOQice3/ewSH6R5fT2YndaKqS/c12u6/xy2vlPTh5zrP255Wy4XcFbQlI5mTljtFaXfuY83wFohYdZlFqGxNi4xaqZVOWbCOR/GR5LU+grRVj5GGdAZGzehAARC0UJ1fWpiFLWmdGhdQCwp5ExVvxwO1PHK9DhihwV5pM2YVrCt52V47epeE63F4xHWg/1oQ0WYJGXG4qcLuDcuI47Woc2dFy/4r8ypS1j4g9nvwDA3CrYUAEpWLhaW4vy8Pwse9b/Du5TlGWsMs/06XfhmYcxt1E0DKzvONtUCphyQJw+UG8ePe/g7roorg96SmbAICJSohAtY+C2Cle38jfxdZneN94WzcIBnLdxMAQIV50FsDiZIXtS0bPI2Bym233mirAMwvX4ke7/ok38LNemv32z90pGVDUKRU95HEg8DYuI+os3x8vCYLKBLBwAIAOiqTHBFn/mnCU9PsDSj4qm4q81znkAwZmzhgRBjLnq2dY0TSDip1r73ZnFJbZl6hrjfquIlWsDYFU5/K/KFkdUopXPQcG82KCYutOKw2lCDDF0gjPtmNEOr1ZI0rm/FDFvvsH/iGw/5aBJnvoMKWC4rlZXuPPDnOP3S9PRemOMy92zNS8SdJ5Qoo33Ilvc3uBpSvMgfDcRsAEjeaa3m7nsjkFKeOO9ly+t9WoU699Qx7zuda5A6wwZn4TwQYIIaWjCiYk/nPVJWybn8Nz07pc240yeu9txjfjupxLbhIjxi7SYOv0DRf3/pH/0/sEmNARlyePorgeUaPpRxiM2wgXZVBfZ/pNb7J3JiJceWgvmlEUL+bee/ltm6rimotme56zkHVrAvT8wDbiBR/c8KzNvLBHAb6OE+u7db/I9tlP1sZNbrPfz49vx5n6JWgGFb88wKwuiUqYrezHS8BkrJxWGDl4xxH9aULVJ8O1JxUtIkCV3T4QJiohKqXs2S5cCYB/ZQtfb3KjDEyFKX+DrbZGOY1ckcM9hlQVNqfFde3FnT8DXP3WXJPW7+DRoOhFLJc5WR1SCghYgy3dQOXrX6uAFrOli1PTrFWCLdKZnWKCNyeLt5/xXzlUWJmqAZWqjii3WSG/uTeTrgECRfq5J6fCphoz5B/OmLNzdoDBQlILuppvEXDxK/XXY9+Ij3Nzr/jRCg1EKnBuqmYfUzy5opq4IYDsRjvZiXSDOWXw65YpJsHHwrfNtP8GntzzGjRfrIEU4Zn567D973/kC2JZl8+4pzknFvn7zwu7vF1zlwCVDGhSCIylOUv5tDNpvA3JeVrd1Ccql2DmWdmFmWPXWVKKhXbTxx/cMYWACNVSgGYTsRWq92dERLlEyDVKgA56kQxk4I7R90ymwewf3HpMu+fH8NTJc/lfOG6TeE1uRrBz0lIvlZFeeV960cvw3KkF0NnVTCXev1/GT9s+6ArZTi4phjdEXKftEi7MkmX2A3EDD+DyNwBBQlRl+bB5SvYdTAxJvs22vlKE9CIXvTNeDlEpBVicrOIn5k7x4Pkw12pqCZnBkPQgW9s6yOsaKSDMd85UIappG7pJnliyekCbflWuFYFIdzDc1GxvVgRMx0CswSJ/N5v23VbYIAIO75rRayltCXRBxGvQ2zVU3G5Trtne5ERF9OfuBDeanXIb5Oz52biRzq40FDUQxQsbW8XI3iFDkGP7zSXDIDvkaq9uv+aUfYsTOLhjquvzO7p4WGHvnflMhLBIaZV+BxkhoVyS++Oj5HqXX/8CpXJVIs29FuJAGk44Wle03FBMeG+/LSYn0CZeX3tI/KnraGd5mfvVX9Un8bWyrIJlrB7uWhOVELV4/p9e0y8onPDmmresgnLHWFktPlTrl4PJy7apGq7eNZPzVZOKlH7uetHZWPjMej/5guKesuA+U+WT/M7uac+BOYcy3QXTreWQMGUWhOahw6sryTIr1YBaq2fncvTM9EE8NX/Uq3Uphd7sYwflOVgeKMLVu2bsO2paVfRpcR4ELiAH2YWcufwGtsUVF2sLocsubw+b8Yr21sh9nvOQGEXJbWjw6hXk/NKoLjrmocEFMuKvXbqjyD6nOwFkc+D3nJE3ypvdOqVKh4BBBHYaKPEzJrYAMdnWO5HDxQNAWEVWGFgi4MWx7VgrTeDc2IrX3PsHOkED4J/6WzlQqcAe1PpqHbM4Wc03pH7Alm4wcxFA8VysIB34ok3qdfAtWucod7vkJVUXfuedwRYjjgeVogK2BZ6S0CZ5vluX6x9KSmG53tnIblCv25vaNbN4HHjz/DLKaXqsjOv2zA69PbXVRjmr9Q92/gJ4z5CpIGRQNEF0Xdh6WCZnETIij3kDCvFf0tJHfskk27DkdySONZcrB4TJarpNajfwubGYsjBpTLb7ifJJjRLxn67henbqCqyG2V4xTgFNbh9sQCnPIl6Mwk9DcV8YRV4dyZJDACbHQXt4ZdW1fpislnB035y3NmChyKpIbRg10W3oGJGlFOTsM2orcLJhKcqL6czK+jtXmhJHtkjyumbozQplWXMIFDVSo25ZI5cEwlg5xM7ZfMMabwy0nqwa4zliubMJaJbG8eSuNyQWtnb703dkwin0fMqj+5Jrtzk5tlvBbrFezUxrLmy7KnajMYpVfJ+w6kZ8TSPv9YhMEIu/njhzIeMG6eNaKaaBytcdcmFSK43TYyUQzFyIYrUG5VDZtby4YJa0arVKtyLgkqVJ7Fvs0gXaKFhEMG6hxB9QUQU0Q0KJaqqSk8T4YdlahP0srCDaDhWiyUSpZhSxoAwUu/eaZ2msWAqeRQvJojLbsvclFXteI4/um8dcIuS1PaYI5cstWQCz4Gatl9XmfH+j/5X1nVnlakuWgCAYzELE/H5EZNuVouCW+3BrvLHeoeV569W1zUzrlr81omR1SPId3DU73vPiaEmiKI4L1mElHxbjVR2Jyox8AH4jlqyAfgOXaAS3JNosTxQhIgUVNVodFtcF13letq2OHTMFW2i5A6KkdWrn9dnPP2pmCpIBE0CSymiL2uWO70Bo62WC7Z75cbx0b+cLenZFEAKLl+vvcVjnTJcj85mQWrlc3mhG/tGt8skFNnJtXYkL+nlBQCVUVqDmFvEiKBJXrMSWpThNEZwTZXIAJFvM623wzUYW9JQt83yTz7mYcD00KQd7/USLrCgQygFhqUMrYFEggp4vyvNlXH35+k8AsHQw/s1dQdlLyz6zDDlta4HRXTIUBm59KASeRY+tFaa/wGvI2l4DXgG1HITLKFOz64qVKSwMTFFw/VeRrLTKChmufXE1kferfp9iy61NXdvMmGfYTa5FyeoCU8nCgLBrLl+Bt+V6JwV6MafHKp5LAxc8sh0d/F9E7sgCZWuweD0bAVDQ8/0VKI7ms15RJN1IRoO4MSJnffFykXTk5osTx+iFUskpnUnBLaNQkv3uun1Aj/LrQEeETUa5JWv3z/qFUKqlCqQZ1tJpY6OU6yoATCIphwqX5rk2jr1yHGUQFK/HVUQFwggeAMjNV6BE+WW1fT3LHAT9rEygCxtpsEiS8Xooz/1Tl2ILEcMUL1O/iICXbJ/C7rkCLyqfSbrva4wtxT8JnpV+fA6or8CzZCWu4gm2LbrVZJXI7od9BrZoeteYxCaVTJX96WXcn6Nol1dIqQcZZeFe6bg51EfMT1QGNhfQpkjRAO/RPS4AF5ii5X4mHSVGpw0aLL00x6JkdQix2jaIUNqmzntuKTlHbOmL1DBudovPG7FCtOeFQDfmx2evxqn6pVgLqolFJ71DUyO+ika4LNk8Df0loSkZoiaSc7IqobICuT6VWRX4aJtX/9yIXFIoTt3SWJCL2IMkK8H0LuDSV7sdl79Bfzdlds1tiEpj9jSVfF/h/2xXLkTa135+EKO7rNNOyRzbrwH23Zj/PXuBK1bw27PUuIn5MAMCPd6PktKNsWrxGxWUDHE4vaFFFriaERRMGF2XFpKo4hWkPO6/cAELaBN3+kRkg2l57Re/VZv2zC4p06aMjbF06Hj1G7DBfIy842mYiQSrpGWfv4AtzsnIMyv9wWJvoIplyTLtW1xpzFQGvjRRq57RyXfFyc9G0c3yHIaCziwrLoNopEoBf91j/2CCFqTOPZ//DXumlXKlXeAyjtaf9oXmL/IWeUGZsNYsjePZ8WuAc2t4evY6nKQ6/CefLhOCEdxGtbzcs294occTXPZa4ORP/DNJr4fy7OnzMCXA+1KubCV1En5MqzGRCFHcaHafq8HihK9MUSBLyAhCuzYOVwg8ETahANi6RUjUw8HBc0TuP71z+9UDvHMXsDLJktecXUL/0vKi29Kb8GElFxAIkSJeSL3lYwMJAwVQk62f6KfZGHTaBW4YieBPGdi1I1UI1byABpggRqSVKp7vPT+r1whcO2+frx1kZYqUNTBEibeWuAWH10lCu2DkxVl7yGQw4UoZVt3+sArgpL/fnp4RIIm9kZ4VJkr0AMkOYYAFYlN02WvxfOmpDVuPqxMObJvEd55yPag3ME4ARe57Vhj89erapoa6qzYFeuwjwgDeyTBQOpAGgGt3z8Rzbwio1vUIdqFwnagRQpKuDVlFxAW8MFDFWv180MSdG3d0ODW5D+fK8bwerhhkKlqjS1TWLmdEhPNrLeagAcDkslukMgM3XYUyC4QLZ7wBbDfqFEVFF+ySrTl3qYwXjkz23G00pWQnmdrPzh3UwtfJ9BSx6JVWv+PE+dE/slQeXuRBr0p7bGYwC9jauWrE9hcQU49CPqs/WW1TiqrvIphpIRwFEhasC7UlnJ66BAAxPSAjR2EFmN3r7T+4Y5q9Dy3auHa/bRm2UGJ5nRo23uARqwBmcXUiOFfKFm9cfJxZbL3T18OrlgOub9YyPbkN5yd3ZS4hMix4D6DbOoVWVS85W8spscXJz0bSbb5FyeqCjegEwiBem6aIFdhapNwaYcnIRsnONWtfORgxl5AcMP0G/538TNUvMrJXUUYgu6c5uQSQdgNq9ii4JwUxt8OUGdPuudxD0OGw17l24aoiJTJiMs0tgZFZuLmFUMVHxNl1k0KGOZYfN8jmx7UFWhlJBUYZMv776BQs/kiy2jorfPQa9p6gn2cQuJvxz6LV0QQBEcLAjXHb4uqwLLKCi4wMcaKP77oFq5UZAHFgAbYvM2Mm6iD5a/j5VtTseYBW6LUWVGpbTQhAQEUp32S9jhMVzym1C9MjYekyKH+twKYqe+9mrHZ59Yn4fVhZDbI8+D0VFVTm4XUi2Zf6X1y7ljxki8F7504oVg9XcAbdERTaJYx1+Ak5N/GbrHKVfBvNS7p7ftQmNvcLwfjyWmGslXCc0VEWuFasC89z1LN5xHVUSQHEP8IvVxNcoRXG7at4750RQAgp1xjvd1pqcvUrLhNm6cpSsLzv8UkDdeclX8ApWskbnOJpZu2Rr7i2aARVcl83dyQClUqZD6d66aW9XHTDqJYC/Y5TsuawOR6s7Px+g73fha0RbbCDj+n5e/pLm3aPae/ErpG4tPc9VfXYe9Su7pkBu6FjK0BikOjAa91+E202K71cySLgQmUGP9r2GvOz/a3tJ5dTBocedNHfC1H2KVxLRyB/SRPyHwEvu2K62W8M3WZb5mR1AVGbKIA5XZ/9GtBdescbDYrNy56AhtYdiulKqiU1kqHI+6PFs4yVLT6Xxu3iLjUjaMmKK0dAOnhFQDxgTHeZIfJDuevPeB5gorpR4n+i9oFqFJdQioLt2ZLSE5+Jwb8nTjcCe3wOJY7knWZbt8Gcse6Z4KPuLQSpoULOhYYphP4RxMrP1bcgIETNHu4Y38QFv0BcNARVn0R59+5+MjQ4mABppuVG3jsV18W4zrYy7BCNaDvHUETacq74fJXk28dJR1T1gr7FvQOvf62UKaNAZc2N9vZ3l6UBYSo3s1SVamxqBCWizSYzGwBRA4iAYzPXojGzF2uRAneVsM2nnU/k+lJeDwdZINuna2iuRjYrRVsnC4j7R6US76sut1bzrmwVLWB+Nowu8i5KVpeMekfQOyzTxIW49H7eEfjR4dqO6W1qklUmOULJxnuZC0jW/tGC4vabFGGpXgWe6T4fRlkCtKWgGUW2oU/qbf7cLL1o+EQlu5mLoqiY77MKtSBhcxknkC9qGpSZMqZJ2RBYT0jUfp6Vk+tpYGViLYdMj+Aj+UWAt1XmixfUgktuGefNjlUwXglS+zu5MwDmuxq3m4WrnGlcErna7rdh3vHe9xbWwVGBnIVTERDphQliSwzav3jMXdBci6vt6eJI97FJZXa6Vm6RTCqO27nNb2zJWnqJjiwK6Plqa+fghb1PJlqFQKOBCxHh1ORejKkQaMQjG5Rd57JuP2gqoQJQ0rE3UJCyZxCaiChEpHRgFmOdyhqcI1YpiYCpsRLmxgsU/Xoj6fJBirtgN9jRosG8Lf76NgV7IwGYF5F3AkmLvvc98UWtY1XYtHiCP9KNF9yG9Ajl4ITeDSNWEnsOdkJsiQMkys0K7E7Y4TLLxYuT2N9ivacoPqZwbhxmfaxUBYkxI79XvhlJkSKpxHhKZ/JyppysQOwU2YHhJTfCcr3a6sihYUqBlAKRW5CZeF1jUjAXQA7umNKR9rq+KRM8PVNjwepmC86vNWBcsDiR196lK1+yvxiR7PqwehBBcfUAqQLxyLZkmffWDUS462crEfrYlekqrtw53TqZRJgdz1bCNhauZEG3ZWGcrsXL9X5rDs4ov72viE/XA1G2zcu6j3lnKXEM60sGSlAGEeH6PbNQRH6AmCETNFYBFSIKSnFbx/oNpMuUWwOnx8pYnipe211ExJLVBQRCSdHAosTYq07vAp5/YiD36JnkcKMn9LZxU2CfI9mBDhA+aTm9z5WXog3oDAaE51RlK0N3uTFCh4oiNJnLS9ZV+MAxAZishi1XpScUUMECAArg5ivwdWESQlklrTzyQZAfrrwW5ehcW9cY/lxMpzqoCdpR5HfeL9b3oXThuWKtBxhjrIB2joz9L0pV335La9tv/js0Tp3C8Q/+dqKdpa7flY3Gs7KzBZSTCkE8OB7/SFzDHtP9GjTFwKU7ivPvWbKA7Oc4vx84+ywwfRGo6aqYavHCplVUU/bpOpnF9XtmixF8wUrzKqNc4u1mTpbZxlm4FPjuXyOigJ3lzxFKzs3llzfbBu4dcuhNQFNH1DXlXoDSt1DUiNcdC2xpuPWz0mXW4ueWo9v8i5LVBYqAHbNjWKoPWCi4+FVAc22w9+iRRmUGuHCaTVKObAeasmgl11fwetothKcYOMWK/EPs3mT3ECpqqSgUF7+x1v0qy0OHJk0zX00poNGM5yh4p1Lqw44kryOjKiIEqp+AHANCGSULbJIGsXVkGG0yuFaeRJPqUGaujBYB9WmZNU1fLlSEtV5DQbbB3J9iofT85C5g3+Hc79MvyiwSY4TAhN5jKhgvwX7eTm++VTznN2IXLnqoZD95TphMul4m+wce5EG79qJQYa47g7w6AqK4lmfNn0wQlq1VxgjjWi9z83TNNXwnTP/2mdszKISCxcmKLGoa7si3B7a4gFenwoDQaPrz/lo17Ub/HahSX50a3LVzgEi7y4PNybKBquwxcI0Ra5MK12duMN3UGlGyuoKwMFnBWHkwxWbfd6UAVQSzvg+RggoCNPUPT8qwlY5aV8Ct65vKBVtopSupkPqHemV4+cpU4QWtdTHpN1aLoNTRaTpYgi+MgSLbQTYSjX03gm+gCKFSPYeWHxikmIDP5vfUV8wB/GD/VPMfsdFa8gOrpOZuJX7VayVcNDeYCKDcQltEiJWd/qFbLR7oIkK6zuVBMDWFxsmTvoBZ5MIyxJXu3OpavBYgq2GZSkAiT/HPo/vmi6cIdIixO0cUu5gadzfz/C57bfYgCcO0aUawpbidS5YlP55/jgxmECkzA1xhVe0bDL62k2nvTFvHCo3IH1yieGB4eqyMPRsY6bhIfXgjimCGA3SdU3H9Q1yYkS1TMz/L+ytQXjaabrO+deXeHkj6qObJ4mQVg7t6HujMT9dK0A0XG/HgCkOLDtSMXG7JARDllPK0q1FCAeP74s6jGH70/WFzN3cxsO9GYOaijs7j86ZcI8/88JkQR/BHJtU67kcr0zXsnB1DvVrksaZ1Gp0M3zVuQSBCag0evs+ew7ZfujSJqVpnSnA36ChbVPhOWpkCUSEicksvwAghyFBUKesN7o5t995rLs6UEz5sUDy0GqrTt9pgJj6YDz9Mt503yS8Qf4yetV6TnGsWZflG1leAsdn21zHKQlxApq1rdSy7eoFrSAZWwcpY589YkM13/aXNtTL6TdunJre7jUSEqVoJ4y2CIg2CIj2jZhTFCpUe0COKF6swnicZfayhOFEqh0c3JSBKVofw+QSDYNfcGI7umxvMxXPDNV6KVTM3yhv/JheEwBxPIJRDhfmJ4s2/GDgqTPcl8OuS7WDZAZumIWOCP4iAuX0dn+oiALKgFhlyJ6975sd60bQCRdg5O1Y8gZ9YBks1pDPrC3VZm7l4QsqGBUkf16IcB4WJXlVUeVoLH6ac9HwFBWdR8CMNuvIzoen7IZgYRzA7C7BnVXjTHzLasUSdzKxjGXV1JIkzZ93nSfeMjSazZHUwstiMIivk2rc/0Sf4b72vSCjqfbH3DYcC+HNNvZ1wmlAb8TSuWFwlcNasDAVrg9u5LIr0GgfkIgkSEVTsMmjnf7frY1X7fnWz023WR0bJOnHiBG699VbU63VMT0/jHe94B06fPt3RuVEU4ZZbbgER4c///M97T8QWrlj8rYqssJseZ/WUrURne2BbfQsuRAxg/6txbv/rM2RjXxH194G1dqMLxSOWvTbKEdLjne0UUSsMx2U7mhPp4d63TEGjdZ78wQ2yZaQSwi4lzuK3HVSRzU2UARgFS7teF41yYIQ/QmSil8WuX1apSpZljmW2/IH3Y+af3sqef/HrrxukcK1/KtkZ2eFqwghksyXE2ukIhKYq4UzDuPl2lrFmpOdMKSI7RcZr81g/kaxvBCDoJaLlsODuginth2/LeNncgeveJlMOYZfdeHRUviIwM17Wa2ERxYNJ/nvoKfrwi8u4BG9lummvRubNvPXWW/HNb34T999/Pz772c/iwQcfxLve9a6Ozv3whz/c92g1F962Mma2gFLKrg7ermh5eRUpfOmGMr0LUS12FclSDLI2boqaxq0nvTU1xpKlr2GEDPLfRaPwJ4pxPXfBwkIt3Ggyj209RGuEv1a6OnnHAYOO7rY4WcXRfXMgIrx07yz2LRRvwIWIUJleAilCMxxDRAohNQFmZeDHGhTyCU4TzsygeuAAv0nf1xwkfHkJboBNh/px34Ym4w4MsmMhUVjBczMH8cK2lwHLh+JCWd/EZC0L8Xcu7bYqKzdvECipEeovePTUZP1euAyY3QtMLLYfaGAWZfOT+KHs1Cxr4DDK6trdM4Vq86ZqAZRSIBXYdzOI5bosBdUUbqDS81K3FF1WniJPRrB861vfwn333YdHHnkER44cAQD83u/9Hl7zmtfggx/8IFZWVlqe+9hjj+G3f/u38dWvfhXbtm3rOQ2KBhe6fTRgYi0R6tWSZ272RniTbWeW/X6Lke4CnVLgx5GKPzdZefWan+WpGk6fe0FbQpfr+O7x03bhySxhjQu+5VAV1i2tPcn3JV13LNuvBsbmU3uTZcNDkfuChn9tFzV0sBTORZNxYXofTuyZRwUXUHvyOUTVOtRqPLhky4eLIXr9m2qpl0WIM4hYqNbiFpPFJpEI3PL65PKrUAtWmfYVZbyv2fVwpDCDGXEWnps9jJnSeFeNXq0cWDfaQBFU0wSrcT2EGWBK3Rp6AHN6LP95lAPBrFCvf/j7wgpw8U3A0/8XOH0cLV0GyQSkYXos/+SHZtwpUDoS4UbS0/p5A2R5soJTY2U8BQIpnTYdcZfQYJGhk+VXDoOBzNkdJbrpv4r11Fvw0EMPYXp62ipYAPDKV74SSil85StfaXne2bNn8Su/8iv4yEc+guXl5Y7udf78eZw6dcr7A+JR8S3uiwoCSqFCoBSqpQClQOkySR6U+LmVi4zD1FR/dI1bHBLHjzSkbEjqXnOzfbpmT12sV7F/edK6AWa5HllXGwIO7RjlqIx8KDZ7FwBg+zVeEBEjiFHiPG+UN3GN5HjIVmetEYHKNRw5sA/1l74NFJTZgFLGqDgBO2fHcOWO6XwS0EysEVTghxKxOWzgbRsB52vzODe+wx7LLV1gZ4zuOwpo5Up52VLG+2p2r95Qm+noShOVEIoIcxMVtygxv1Mrf18CjuyeLYwrWle0UqKWLo/3t6obXQxCeJqC/hJQOjLtVkMRMFY2CxHrQrp+z6xW8k39yyjf6/fMDizC9qjQTYs1EkrWsWPHsLi46G0LwxCzs7M4duxYy/Pe85734IYbbsDrX//6ju917733Ympqyv7t3LkTgG44RzX6UX4QZsbKmLnkeoxXK1iqVxEYqz+rdpmR8jZkfLzgMBcHMr8TjZkNGoIRnk9kyGleSa0UYnZcz9+phMoqWF4kpPgWe+cn7HmT1REdbUvNVei8/JIDHkkf+yzXVGInruf+uxXYPTeO+ckKlCIs1qt2gM0Et0i6JAGx9WEQ/cMIPAxnlNDCGjHh1da7hOWC17lwxPtV25bHBEabHJ8Hrrs9Dl6zPuVQIVCE6VoJQSz4ZnkDJ+c6b25aZJDI2kXJ/89amltZSQn6fW2OTKSQQRGhHAa4bs8cFm+4FSsvvw1KEbZPj2n3VbtGo2PTV7cO6ea9G6qSdffddzN3s+y/b3/72z1d+y//8i/xwAMP4MMf/nBX591zzz04efKk/fvxj38MQDecm79BawO55n1+72HQtb+KufEKSsofxfNGK5kCsZWLDtBlEGSMgoP9Tm0baeHDKQq6U+v9StfunsGlS1p5Mu4MLhQ4uyMBi/XKiI+MA1wlcr/57vZRt5KjkNnFkTUQogeTtjpTYyVctly3v/csjMeWQV+5BwYj5EZN5y5o7ltkeHlE5ILcJGtv1sg4AaiUAtTKOblaDgWygpQZHOvlke2dH8fFixOo10reQFKW52gyil6xa0gftGrrDr0Jz1/6C/zAuDwy2jVPAXPbRMeKLeakMDG9gOq4bvOqJeX6WNaH5DRmOvJkKe7tGKrN733vex/e/va3tz1m7969WF5exvHjx73ta2trOHHiREs3wAceeADf//73MT097W1/4xvfiJ/92Z/FF77whczzKpUKKpV01CtShCAiNLe4iZlTr4WolQOcOrfawqvJzV5ICidbkSwBQysjGXMVoCczjzYKtPZi3xIArzfjlRDjlRAvXmiAW1B9AWTE61qPVixzNI8qGMW/I0R2G79N9ki5wNk2VcO3/v4UVCyYEZklPeISzr3A2DVHoB7zJCoot94JEgNsXClgJ+2aHcPyVPuFegsLpetAjzF+EAYKi3VdDjtmavju8QbWGg1fcWAKVxR/KX4NSZBHna5OIQoBovPpywNM4YpcWbFb65D3IsvpCuRX2IXJCr7/0zPWsOAPZI5cbcudbj2MhqpkLSwsYGFhYd3jjh49iueffx6PPvoorrnmGgBaiWo2m7j++uszz7n77rvxzne+09t28OBBfOhDH8LrXve6rtNar5Tw4jm1hV0Gs0aICCvTNfz0hfPeYdmja1u13Bx2dDL+zcbDM74BpUChHI5wuRGBnvshmlTKdRHq2fEynjtzAdTg9zIf3Y4zFZEs68X6OYqieLHcrJFvgl57Id6TtACacht5F9UBEQSEUClciJrOIkNOqc3VGTpis/dHwA3AE7ziSZHOLTWp8KeplfX83tGEcPLcGhSZeS2RFk5zuHKogPMZ4y2b4xXt0Aa3TmbtQK55F1sNHCW2BSqfaKAjjbVkJSQ1IsxPlPHUyRfdoF1iv9A5IzF77cCBA3j1q1+N22+/HR/96EexurqKO++8E29+85ttZMEnn3wSN910E/74j/8Y1113HZaXlzOtXLt27cKePXu6TsP8ZAU7lydGuDPIgYyXi+ALZlbGM+9u3PrJe2kap1gJYJ1CxEbH9U79sTxVxcp0Z/78hcNkbuEAoh/9MNdLlwKlIzWtNlJKqxV+R7m+eT63yMhMduaMtarVwripUcmMYxTRVg7O2xIdYlsHVkmOgude1ZpNJ8iMQD3msmpSSfd/pgeTRkCHXJeJaoizDTfiY9a76gciIFQKhAZT6Mnbz1/UTSv4tjELnl9rZsw5Zb8JoMj/bdi7MIHZ8REMFJInZjAno4xLgUKoFABdr628sqEJLCbdvtsjozH8yZ/8CS677DLcdNNNeM1rXoOf+ZmfwX/5L//F7l9dXcXjjz+Os2fPDiwNW17BSrbsMYFq1VOS3+gNLnWFR1sZEgvFxhhLQlK2nh4r5xcWehiQAsZmc9d4FiYqcSjtFrcd+drWu+SphQl/YINbqrIi5PGIl5PV0sgHIhgEgSKMVwKUg4w5R4MoLnJfxg5fPYAb5IenuMdzdOMa1dbKsFlCIdVKoTdHVKH/OrFtqpZWnDIU1pEuwfU07KAMBK2DF11Ya7bwXMhW9Lm9eX6isrXlOQDazTW7r9w5O5Y573m0K1w+ZAWkacdIWLIAYHZ2Fp/85Cdb7t+9ezeidXyS1tsvtMEsHpgowwg6qEFy0TpCPAFfXkoA2spgZVf2yQW1yBuZ3MDEDQyXiTwXL1SKsDxVxenzq6nbpTqFUYR3fJn+Ly0sWZEvSOjvvsVF+a+p9xkowsEdU30nfzNy7e5ZKCJcaDTxpe8+A7vmEwGI8g2KFMzOgj//mX96a34XHwCeDJa0hHIF3x7jfoy+opVOf6BU3/kKFGFhsowXzrk2Lq5q+nuGdWs0aZP+XUeBJ7/a9uxUoJ6s5jJuB30FX2hnyQoUoV4LvfonhaY5vGsaigjnzp7u6PitrsoLnULx4h9R09usiGK3hrS53gq95vsWf0mTsrPdbj/bjceNIETORTLnAY6mWZ+H0gOiI19u6Tepo5cnig8zVr70vCuNQrqMRr/MBksYrwkYKkrVt9zvNTeHnR/7qP1NBQ/56A+wBZ7VitdDz2rqWfJHuPZlDFrkt54mpVzxU0dQ630jz8KlwFW/0vYQr3xaKFFJS8ymLKueiC1ZbVwyk8tSjL5S3z/VUoBy2HmbPDKWLGHIUJZoBsxPlHHiTAXPnb2AZGhjp2jJqwm06CT5F2aJ2BwlFgtUA8gKQa+vw4U2N1I+4mWXsl6x74feBJx/oc2pGUpAXLf45bN13hEvtw3ALvSsf/CPXFG12sCunTdEeo2nC2tNkCJcCCbRqgXblBZ7IkSqbOtFQHmtqRlZV/yUNRDpbVuRIJ4f6eoR+X2q0JqoifVGv8OWU0GETin2EJlQHEjpv4Qli4iwMKlD3ietWRKpjBHFI5zmN2vbvDlZmwxjyco7nIJdL8vex91v9OcUxW9RVoWoTgFTOzLPiqL0UgCpQAR8W/KFFdaFoIVo833wxVf8h0NEmIuDCBzf9Vo8veNmb7/KUkY3Tb0jrF70cvx0x816HovelFtb7rnim3mopnmAU/pHqu/gg0h9pts42HgRPu1H4h4ZVsctjYm4tY6SlbWEgNA5omQJnWHdvpqtDkjIhok1sgBsDutM73ij4Mh2nXHHbliyBkRGz5Yjy1NVBC3cqA7umBrtuUU9zjSerIa+lYWcAJK6rHeHERPShoix2qQHSQZ4wxEiqs4gCipeNDLTBwBgArBjtHKYpjm7D83ypP0dECHI4bkRc8UH4nKitF+IUba2IgFzdWs1fdUt3Gzawa1ZVtm0LovFyWo8v1Bkt34QJUvoHKUy/YysIsU6APM7VCqOqre1X9II/lyYdHRBu8PbPuq4sPX5WrKqpQD7FsatQm/vBx2VcaIy4p7QPYz07p2fwOFd0+4S8cAHLyLKUL6EziEiXLt71t82oHtNvPzlUBMTA7p6fvD8O/e2eB9r3Ij9yzx5FGGNNA+stXt+vO9LXzQ7hvFKmJrbBviDlyNfhj3O112eqrb0AknP0x31QhoA9e1thYyFyQq2T9dsWfYfzmVrIkqW0AWtLVlGlGYGLRDpF7VSUnaNma1KZNwF2cR5z2tiE8kdDqdSDi6wp75Hu5Duo0dinL9DbVspsiH/nRVhfcspsf+F9bGhjdnvQRTf3Dt+FTv/34/kf+GcMdWzUlIpwd/VOMpUFjYLSUtdHuHBw0BhqV611+eWQX6z0W75ek97YOafJpVP+IpX4tEIhp3XA4ff0tGh63gVCm3YwmKv0DVEQFhpszvtM65XVle5LNA4ypjJuSXlLH0+qaG3TUKcr0FoWRlWv01XxXrIUHLKg+8yY7b77rxCD2zWOtcFKrZUB4pweOe0N9hhjNhZg0lZgwCjzGBz4TxBkmVpHQW2IJ5CnygHN2XBKWJe+7eVX1qDUkCp2vYQvfSKK1wpte4ZcZ8aYUO5+CZgfDF7H+k1eJoZq9Ar0hN4t7KSpd0FiUVLZa4zprOMNpOLA8vXAJ+7u/RmU+KTeek8b1aB4iYFVrms4pWhpArrk34yWzd+6nglxL7FccyPV+ycU0UUB2FJlIytj/7abaNd99KJz1OA95QDAihKWlJHseZxjai/1BN0v9qM65TXf2YNZPZ9x62HU+rFnNULomQJnTO7N3Oz6QQqocKLq9qdkBAPlAQKtVKA00ph5IO+9UGzGVlrnj9vzXWTWa5dI48Zgc15Tpa9vHerzTj3r/v8KCvDMJeZCN66YvpxcLuW0A1cRNzqssfipBsNt3Uv8q1WYNZUzmaYG+iNZeRMFKUVUf2brHfAaJdef+j53hHIrNJs+hnvndQVcjPUtWHg3l+hF0TJEnJjeaqGHzxzRitYRNgxM4aFyQpKgcJivboJBeDuMEpmynUBiQZsE80vIiQym/8N3NfNUmhAX5khIm01Jd9u4N4/J3T0eastiSkvE/dtq7drnHKoQBeYWd4qWsyKYLSGKIKIbh3guzeASM+/bBgX7K1c/ygeXEu4o/vrJm58sjYbRrGXouwemZMl9I3vIhJvA7BrdgzVUoBAEaZqpWEmcehsm6pi+/QYSkFCKzAjbpRwokhpXqMIxQpj/utk6av77h/5LABaAPjD76EiqKSLUXwZxa0JSb13kxTdRmEXfSaCrNfp2DZVs+2YiUZm6qLKqMoj386R3wblnZ3sgBdm/SLNyDV7ubpT+oI/Ly/+22vvRq28hg0rr5GrawVALFlC3/ARczfJXkY9OGGgsGtuDD89fd6Osjn3BT6HRjNyC0y2gYC8I7h71zbFNPqLEDOSWemiMphBD3NKxAwLWZfcRKW2ISQtV6HSS1UIpg8wFj69zdVF3trlr5AUgZXpsdzbba2gUuK3259HJMOh0UdhTY2VWrrrJp0n+NxnkUy6g9e/WjkYbmJGEFGyhL4xpmTPf5zEjaYVigm3SeXKMEgPuw0jIRgM7jb66lO18gDvstHEJVabAV441v3ZqbInNycLCUFjM9S1Dca0eQBwaOc06tWtbannmLJJDhp5+8EG5Ua18s3sBs48A8C9Txcv5ruumStLMzQXQZFZf7KpozrumM71nhtD/w+9Xi3Br1WRHeAFmGKasG5JY9c9BGC8EuDg9qlhJ2XkECVL6Bs3UunMFXzhXcHheYKBjfqa/1nkqE2jpA4wH1xJPbhDOgCOIkKTz1Ug/9P8dHO2NihhmwEmuImC5YiiyA4Q2aaOKfHKRV2xjGy1u+RV+vPMhYG+O36foQtzsV7FmZ+eRsDWxhspciwv0wdEkatb6X52ILfeEpD9bxPJJBvICNuZhaJg5iboH2bb5nF3yx9XMGY+R7Lx2jRFl3Adyv/ymzV8dn954vOErEsNyBN+uYK/uRZzHjx8bpvgWKpXnWIVV7zkPEAReLvDcy+P+9rt0zUReAFdv7iV1PMS4dulrHqBYFzPpfx6RSxZQt8QCAG59WaJCIGK5MVsgXOnhCdlpOZkbXTCBgSBBrIYMWUIbZsGnqdepXlmNOCjkeaS3KawactxQFhhTgrNoxSoWJky7lu+e6CpiESxc9cmEuAGsd46bF9BCOJ5f4Sm34eMHMlE91dw3GLKr+4rXClDvtABRqmXMusdsWQJuVAKFMYqYewrPuKTcQcIb+yN9SD5B7hRy5HF89cYTEYIAKlN2AHkZCJxI+BsRBe8jjkBl8Qs0xXGBigl1hrjRu7mFDELYMymmHuKwSrbxvW+FBDKIYsqiFEuu3xUHqtcJeoRr1dk5qKa9m6kO9aNZ7O8o8NCLFlC39TKAa5YmUK9FmJuvIwgXnRXyIaXjJ03k9BJyIrIow7FLh2DuXqoaDAjyEOHWnzv4gp8ZDcpdLAr2/2bobptFHFhbZplA/KGAGKBkOxUrKQwvCnauMEJoWadwVARKmGAC40Gix66OcqunwbcRQtkJntb18jWt/5b061LcqBO6A4xNwi5MDVWApGehFsKlAgfLeBz1bgZPqlSbZoBN5vH/DWhZgQERJDo2dnYzpGytsNKH3rxYhE+usE0b8GmeEnzh9c9891T6NmBUoTtUaQDXVyyNGF/h0q3e81RHGHyzUz9XSr+z3zaBcLhh7lPeokInRMomV/fDyKeCMIGo7IEjoRn3eYZOYqlqAEIA4EiBIpQUgqT1U1mlM/j+dvAFry+JSaKG+V+M42MbwBmTbYwkDLLwqtLXKZG+vtmsGYN6tUpBwrlQGFluopqKcDiZBWlQIEIKCmFSjiCkQXzJNNN0Clabn0sSh0rrE+jGSFQhHKgMDdRGXZyRpJNJpkIwgjgWbIo5fOcdG8YaVSA6fEqluaquV96ZqyEi5cmUAkDjG+qRRL7f/oR2Ehucgg3YUkA/FFfYX2u2zOHRjPCWrM57KQUEkVAk7lqKTLrtPkVbTMo9lrRJlTC/Mesp8ZKuGb3jFWmds6OYSWOLHhwx9Rohm8H4KvaOQW+gKtP3ILvgrA45UvojKV6FSdfXMVl2yZFoe8RUbIEYYMxLg0qljkoSitWpYBG3+WSCFAhpscqwADaZyLC4mT+ylshyEH4TFoNgFiZipBQ7LWiL65vnVO2ArUIHlmYqmSUK2VcU5Gw4Eej7741WS3h8pU66gOypieFW9MvTG6W9dn60LGMFd77DW4lRVzXKN0YCutSKwe4cuf0sJMx0oi7oCBsMG60jbkKsghcIODI7tnNEaGRAkAFQNQYdkpGmB4nrjjDlXNRJVb/2HEyt03Ik6QLlxF0ef2z+zYBU7XSprDKbQz5+WpY6xTrU83lbXTL+Jam/StJQydsIGLJEoQNRjHhl4gyLVmj6waSIAgBUvpP6Iw8w6lzIcO6qaYHdQNFCEX4EHJCK/WRDZutoE32SetqGM85ErYYYVl/9hv4gllHueOhH1LKfNP/H9k909c9BaEbRMkShA3Gd6WJ5y5sqolYjNoMcNHLgPlLhp2S0aM6rT97rBfGLdVFeNTbmoi8+TEURZibqGDP/HhfyRUEA7eWGouCMhtYfb5q5zTUqLtFC91DZhCxvzlZWol35xuLfcQsWSACRdovtRwq5uorCINHapsgbDB25M0LcZzwGx91+Ajl0uVAsEnmD2wk43N9ne7WW3MLl1rXLSYEExGWp6qbwz1VKATK6ffx3FO28DXzYx2vyDjv1oS5c/SzTpa5kq1jbDvBWkn5cimCsJFIryoIGwgBbuSWmLJldmLz6FlCjnTpVrN9uuafGp/vzc0yn1LhhBzxVSmyipZirquCoOnfXdAGtgCfm6V3KGnnhCEjSpYgbDBunoI/OVf6AEGTlAi6rxk7Z8e8MMY2uhtXtqTeCQNmohLGbqtkhWGpc1uclLbTTwh3f8DSWuwB1GuhtW5JnROGhShZgrDBONctM+rmhA+AT9UdZTZDHkYbPuHbV9l0JEHK2ikIfcLbr5XpqpuDCi7wSqUTgH4bnz3z457LoPES4e6q0s4Jw0SULEHYYLhypbzQs86Va+RRMteib8xchT4qRCv3LLWZ5v8JhcJWVyLMjJX98Nrxl+QC7MIWg7vI9zEnqxwqf4CS+UJHZg02qWvCEBElSxA2GG9hThPeGJtshFeFQFgZdipGk5y07ORluCDCI7qpzVPrhILB66Bxk5a6ttVJukL34y7IByiT4dr5XaTeCcNBhpsFYaNJ9ARmgU6iaHNYsQDg8tcDlYlhp2KEyaMiOOU9SlxOUWL0VxAGhKleilsXsIkGlITuoVbqUHdEsRXMWOzjAO7WQ0SBECHuV5ONoCBsAGLJEoQNRmWMqxGcH/mmYHIJKMu6S8NkZryUmouFxG8RdIVBkVTix8ohi2pJotxvdXKoALVykKpLXptHrt2T+iYMA1GyBGGDMX7ixk3QLtZp3GmkNxA8eqsPYQut3Qu4QpD6JuRKuj7p9u2KlTrCQMXzaAQhboD6mJM1Vg7Nlbz5zG6us+tbBWEYiLugIGwwyYngFPs6BIoQRVGfHurC5iGHmhDPVbAuM94uXd82lQVVKBREhKsvmoYiQhgoXLt7FlEU4W//7tlcqrcwqvBGJ492jn2NB44CZZwHWQRfaeuEDUaULEHYYOyinAACRdg9P4658QqaUYSv/vCECB9bHhqob4s3GyI2qwaiaQk5kXQTrISBvz+ucyLwblH80cX+L5f4NOyYqeH5s6t2ZipJxyoMAXEXFIQNpFoKYLzEjSvD4mQVgSKUAr2ClggfwkZg5sdcvq1u3W4EIS/Wa8akmdvq9O8uyK7ksTBZxmS1hMV6BQTgsuVJ6VeFoSBKliBsIPsWxjE9VgLgW7QMM+Ml1GuljU+YUDDyG+VNuwkCh3ZMwSj0U2NS34T86DRwnMwF3MKYCaG5tXPO+m/c7wE9L5UICALCWDnERbNjudxPEDpFhi8FYQMJA4V6rYSnTp4DQJis+gLuZcv14SRM2NQkRZnxijT9wqBYX3A+vGs6DwOGMMqQii1Zjf4vxQYsS0qhEmr7wVK9ihfOrWG8HOLKndN930cQukV6WkEYAgRg9/wYliarw06KUHR6HvFPhDZOmBiu2F7H6XNrfSVNEJLMTZTx7OkLbY/RbtPC1sSE1w21otXsrw0iE90iZt/iBBYmKgB0PXvJ9qm+ri8I/SDugoKwwZgFFKthACUBB4QBQZTWzyarIY7umwMA1KslrEzXhpAyYTNz6dIkAJlzJayDVbKafV+Kr5W1VK9KvyoUhpFRsk6cOIFbb70V9Xod09PTeMc73oHTp0+ve95DDz2EG2+8EePj46jX6/i5n/s5vPjiixuQYkFojUxHENqTfwWRKidsJLLQtdAWFQAU9G3JAnhES6lzQrEYGSXr1ltvxTe/+U3cf//9+OxnP4sHH3wQ73rXu9qe89BDD+HVr341br75Zjz88MN45JFHcOedd0Kpkcm2sAmJouyABIKQYv6Snk/l08pF4BU2GmnfhEyMiT0oA0EJWLoin0vmkDRByJuRmJP1rW99C/fddx8eeeQRHDlyBADwe7/3e3jNa16DD37wg1hZWck87z3veQ/+xb/4F7j77rvttv3797e91/nz53H+/Hn7+9SpUznkQBAclVBBkaxNJHTAtiv1Xw8QERSRXXRYEAShMJACjtyWx4Ugi0sKRWUkTDoPPfQQpqenrYIFAK985SuhlMJXvvKVzHOOHz+Or3zlK1hcXMQNN9yApaUlvPzlL8eXvvSltve69957MTU1Zf927tyZa14EYX6igoM7plKRBQXBkoPckFThxbIgCEIxyLsxElOWUExGQsk6duwYFhcXvW1hGGJ2dhbHjh3LPOfv/u7vAAD/9t/+W9x+++247777cPXVV+Omm27Cd7/73Zb3uueee3Dy5En79+Mf/zi/jAgCAKUI02PlYSdDKCo5aUPaK4evHSMIG4fMjxE2gsO7pq1XiNQ4oWgMVcm6++6746gwrf++/e1v93TtZhyx5td+7ddw22234fDhw/jQhz6E/fv34xOf+ETL8yqVCur1uvcnCIKwsfQvLlA8E4vYFkHYKKS2Ca3Jr3ZUSwHK4UjYC4QtyFDnZL3vfe/D29/+9rbH7N27F8vLyzh+/Li3fW1tDSdOnMDy8nLmedu2bQMAXH755d72AwcO4Iknnug90YIgCCNApaRS87H2zI8PMUXCVkIMWUI2g3Htk+omFJGhKlkLCwtYWFhY97ijR4/i+eefx6OPPoprrrkGAPDAAw+g2Wzi+uuvzzxn9+7dWFlZweOPP+5t/853voNbbrml/8QLgiAMihwk1KV6FdUwwP996qSd3zVeGYlYR4IgbHryU4sksI9QVEbCxnrgwAG8+tWvxu23346HH34YX/7yl3HnnXfizW9+s40s+OSTT+Kyyy7Dww8/DED7g//Lf/kv8bu/+7v41Kc+he9973v4N//m3+Db3/423vGOdwwzO4IgCBvCRFWUKmHj2T0/hqmazDsVWjGIdQBJrKdC4RiZHvhP/uRPcOedd+Kmm26CUgpvfOMb8bu/+7t2/+rqKh5//HGcPXvWbrvrrrtw7tw5vOc978GJEydw5ZVX4v7778e+ffuGkQVBEARB2PRsm6ph21Rt2MkQiohZJ0sQtgAjo2TNzs7ik5/8ZMv9u3fvzjQZ33333d46WYIgCKNB/y4wIsoIgrDZEWdBoaiMjJIlCIKwNfBjAuZxPRk4FgShEJjB8JwbJX05aeiEYjESc7IEQRCE7lGKsHdBIgoKglAkBqMMXbY8OZDrCkKviJIlCIKwiVmqV4edBEEQhIEzMy7BVoRiIUqWIAjCJkecaARBKAYyg0rYOoiSJQiCIAiCIGwMlO+80yjSy/YIQtEQJUsQBKFoiMAgCIIgCCONKFmCIAhFJGNJCkEQhJFGlfTn4oHhpkMQNgAJ4S4IgrDJEcOYIAiFQCnguttzvmgk806FQiKWLEEQhCIRxtEAly4fbjoEQRAEQegZsWQJgiAUiYGM9AqCIGxexFovFBGxZAmCIGx6RAIRBEEQhI1ElCxBEIQtQDkURUsQhM2HxAgSioq4CwqCIGxyjuyeEVuWIAibkmopwGpDNC2heIiSJQiCsMkpBeK0IAjC5uSy5Um8uNoYdjIEIYUoWYIgCIIgCMJIEgYKkzKQJBQQqZWCIAiCIAiCIAg5IkqWIAiCIAiCIAhCjoiSJQiCIAiCIAiCkCOiZAmCIAiCIAiCIOSIKFmCIAiCIAiCIAg5IkqWIAiCIAiCIAhCjoiSJQiCIAiCIAiCkCOiZAmCIAiCIAiCIOSIKFmCIAiCIAiCIAg5IkqWIAiCIAiCIAhCjoiSJQiCIAiCIAiCkCOiZAmCIAiCIAiCIOSIKFmCIAiCIAiCIAg5IkqWIAiCIAiCIAhCjoTDTkDRiaIIAHDq1Kkhp0QQBEEQBEEQhGFidAKjI7RClKx1ePbZZwEAO3fuHHJKBEEQBEEQBEEoAi+88AKmpqZa7hclax1mZ2cBAE888UTbghQcp06dws6dO/HjH/8Y9Xp92MkZGaTcukfKrDek3HpDyq17pMx6Q8qte6TMekPKrXuiKMILL7yAlZWVtseJkrUOSulpa1NTU1L5uqRer0uZ9YCUW/dImfWGlFtvSLl1j5RZb0i5dY+UWW9IuXVHJ4YXCXwhCIIgCIIgCIKQI6JkCYIgCIIgCIIg5IgoWetQqVTwgQ98AJVKZdhJGRmkzHpDyq17pMx6Q8qtN6TcukfKrDek3LpHyqw3pNwGB0XrxR8UBEEQBEEQBEEQOkYsWYIgCIIgCIIgCDkiSpYgCIIgCIIgCEKOiJIlCIIgCIIgCIKQI6JkCYIgCIIgCIIg5IgoWW34yEc+gt27d6NareL666/Hww8/POwkFYZuyuaP/uiPQETeX7Va3cDUFpsHH3wQr3vd67CysgIiwp//+Z8PO0mFoduy+cIXvpCqa0SEY8eObUyCC869996La6+9FpOTk1hcXMQb3vAGPP7448NOViHopWykbWvNH/zBH+DQoUN2gdOjR4/ir/7qr4adrELQbdlIPeuc3/qt3wIR4a677hp2UgpHJ2UjdS1fRMlqwZ/92Z/hve99Lz7wgQ/ga1/7Gq688kr8g3/wD3D8+PFhJ23o9FI29XodTz31lP370Y9+tIEpLjZnzpzBlVdeiY985CPDTkrh6LVsHn/8ca++LS4uDiiFo8UXv/hF3HHHHfjbv/1b3H///VhdXcXNN9+MM2fODDtpQ6fXspG2LZsdO3bgt37rt/Doo4/iq1/9Km688Ua8/vWvxze/+c1hJ23o9FI2Us/W55FHHsHHPvYxHDp0aNhJKRzdlI3UtRyJhEyuu+666I477rC/G41GtLKyEt17771DTFUx6LZs/vAP/zCampraoNSNNgCiz3zmM8NORiHppGw+//nPRwCi5557bkPSNOocP348AhB98YtfHHZSCkcnZSNtW3fMzMxEH//4x4edjELSrmyknq3PCy+8EF1yySXR/fffH7385S+P3v3udw87SYWhm7KRupYvYsnK4MKFC3j00Ufxyle+0m5TSuGVr3wlHnrooSGmbPj0WjanT5/GRRddhJ07d8popjBwrrrqKmzbtg2vetWr8OUvf3nYySksJ0+eBADMzs4OOSXFo9OykbZtfRqNBv70T/8UZ86cwdGjR4ednELRadlIPWvPHXfcgde+9rWebCJoui0bqWv5IUpWBs888wwajQaWlpa87UtLS1t+bkcvZbN//3584hOfwF/8xV/gf/yP/4Fms4kbbrgBP/nJTzYiycIWYtu2bfjoRz+KT3/60/j0pz+NnTt34hWveAW+9rWvDTtphaPZbOKuu+7Cy172MrzkJS8ZdnIKRadlI21be77+9a9jYmIClUoF/+yf/TN85jOfweWXXz7sZBWCbspG6ll7/vRP/xRf+9rXcO+99w47KYWj27KRupYv4bATIGx+jh496o3Q3XDDDThw4AA+9rGP4d//+38/xJQJm439+/dj//799vcNN9yA73//+/jQhz6E//7f//sQU1Y87rjjDnzjG9/Al770pWEnpXB0WjbStrVn//79eOyxx3Dy5El86lOfwtve9jZ88YtfFEUL3ZWN1LPW/PjHP8a73/1u3H///RKgIUEvZSN1LV9Eycpgfn4eQRDg6aef9rY//fTTWF5eHlKqikEeZVMqlXD48GF873vfG0QSBcHjuuuuE0UiwZ133onPfvazePDBB7Fjx45hJ6dQ9FM20rb5lMtlXHzxxQCAa665Bo888gh+53d+Bx/72MeGnLLh00/ZSD1zPProozh+/Diuvvpqu63RaODBBx/E7//+7+P8+fMIgmCIKRweeZSN1LX+EHfBDMrlMq655hr8zd/8jd3WbDbxN3/zN1venzyPsmk0Gvj617+Obdu2DSqZgmB57LHHpK7FRFGEO++8E5/5zGfwwAMPYM+ePcNOUmHIo2ykbWtPs9nE+fPnh52MQtJN2Ug9c9x00034+te/jscee8z+HTlyBLfeeisee+yxLatgAfmUjdS1/hBLVgve+9734m1vexuOHDmC6667Dh/+8Idx5swZ3HbbbcNO2tBZr2ze+ta3Yvv27dYH+Dd/8zfx0pe+FBdffDGef/55/Of//J/xox/9CO985zuHmY3CcPr0aW+U6Ac/+AEee+wxzM7OYteuXUNM2fBZr2zuuecePPnkk/jjP/5jAMCHP/xh7NmzB1dccQXOnTuHj3/843jggQfw13/918PKQqG444478MlPfhJ/8Rd/gcnJSTuPcmpqCrVabcipGy6dlI20bZ1zzz334JZbbsGuXbvwwgsv4JOf/CS+8IUv4HOf+9ywkzZ01isbqWedMzk5mZo3OT4+jrm5uS0/17STspG6NlhEyWrBL/3SL+GnP/0p3v/+9+PYsWO46qqrcN9996UCPmxF1iubJ554Ako5I+lzzz2H22+/HceOHcPMzAyuueYa/K//9b/ELz/mq1/9Kn7+53/e/n7ve98LAHjb296GP/qjPxpSqorBemXz1FNP4YknnrD7L1y4gPe973148sknMTY2hkOHDuF//s//6V1jK/MHf/AHAIBXvOIV3vY//MM/xNvf/vaNT1CB6KRspG3rnOPHj+Otb30rnnrqKUxNTeHQoUP43Oc+h1e96lXDTtrQWa9spJ4JG4XUtcFCURRFw06EIAiCIAiCIAjCZkHmZAmCIAiCIAiCIOSIKFmCIAiCIAiCIAg5IkqWIAiCIAiCIAhCjoiSJQiCIAiCIAiCkCOiZAmCIAiCIAiCIOSIKFmCIAiCIAiCIAg5IkqWIAiCIAiCIAhCjoiSJQiCIAiCIAiCkCOiZAmCIAgCgLe//e14wxveMOxkCIIgCJuAcNgJEARBEIRBQ0Rt93/gAx/A7/zO7yCKog1KkSAIgrCZESVLEARB2PQ89dRT9vuf/dmf4f3vfz8ef/xxu21iYgITExPDSJogCIKwCRF3QUEQBGHTs7y8bP+mpqZARN62iYmJlLvgK17xCvzGb/wG7rrrLszMzGBpaQn/9b/+V5w5cwa33XYbJicncfHFF+Ov/uqvvHt94xvfwC233IKJiQksLS3hLW95C5555pkNzrEgCIIwTETJEgRBEIQW/Lf/9t8wPz+Phx9+GL/xG7+BX//1X8cv/uIv4oYbbsDXvvY13HzzzXjLW96Cs2fPAgCef/553HjjjTh8+DC++tWv4r777sPTTz+NN73pTUPOiSAIgrCRiJIlCIIgCC248sor8a//9b/GJZdcgnvuuQfVahXz8/O4/fbbcckll+D9738/nn32Wfyf//N/AAC///u/j8OHD+M//sf/iMsuuwyHDx/GJz7xCXz+85/Hd77znSHnRhAEQdgoZE6WIAiCILTg0KFD9nsQBJibm8PBgwfttqWlJQDA8ePHAQD/+3//b3z+85/PnN/1/e9/H5deeumAUywIgiAUAVGyBEEQBKEFpVLJ+01E3jYTtbDZbAIATp8+jde97nX4T//pP6WutW3btgGmVBAEQSgSomQJgiAIQk5cffXV+PSnP43du3cjDKWLFQRB2KrInCxBEARByIk77rgDJ06cwC//8i/jkUcewfe//3187nOfw2233YZGozHs5AmCIAgbhChZgiAIgpATKysr+PKXv4xGo4Gbb74ZBw8exF133YXp6WkoJV2uIAjCVoEiWd5eEARBEARBEAQhN2RYTRAEQRAEQRAEIUdEyRIEQRAEQRAEQcgRUbIEQRAEQRAEQRByRJQsQRAEQRAEQRCEHBElSxAEQRAEQRAEIUdEyRIEQRAEQRAEQcgRUbIEQRAEQRAEQRByRJQsQRAEQRAEQRCEHBElSxAEQRAEQRAEIUdEyRIEQRAEQRAEQcgRUbIEQRAEQRAEQRBy5P8HMXOoWTXnYo8AAAAASUVORK5CYII=", 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", 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Ziel Spektogram:\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Spektogram nach Model:\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "song_id = 15 # 15 20 30\n", "\n", "# STFT Parameter setzen\n", "stft_params = nussl.STFTParams(window_length=512, hop_length=128, window_type='sqrt_hann')\n", "#stft_params = nussl.STFTParams(window_length=1024, hop_length=256, window_type='sqrt_hann')\n", "\n", "# Pfad zu den Trainingsdaten festlegen\n", "fg_path = \"C:\\\\Users\\\\Lukas\\\\nussl_tutorial\\\\train\"\n", "\n", "# Trainingsdaten mit `nussl` laden\n", "train_data = data.on_the_fly(stft_params, transform=None, fg_path=fg_path, num_mixtures=2000, coherent_prob=0.1)\n", "\n", "# Testdaten laden\n", "test_path = \"C:\\\\Users\\\\Lukas\\\\nussl_tutorial\\\\test\"\n", "test_data = data.on_the_fly(stft_params, transform=None, fg_path=test_path, num_mixtures=100)\n", "\n", "#song_id = 15\n", "# 15 20 30\n", "\n", "test_item = test_data[song_id]\n", "mix = test_item['mix']\n", "mix_array = mix.audio_data[0]\n", "print(mix_array.shape)\n", "vocals = test_item['sources']['vocals']\n", "\n", "mix_mag, ph, max = preprocess(mix_array)\n", "mask = model(tf.expand_dims(mix_mag, axis=0), training=False)\n", "\n", "neu = mask[0] * mix_mag\n", "\n", "audi = postprocess(neu, max, ph)\n", "\n", "audio_vocal = nussl.AudioSignal()\n", "audio_vocal.audio_data = audi\n", "\n", "item = test_data[song_id]\n", "\n", "# Orginaldaten\n", "print('Mix:')\n", "display(Audio(data=item['mix'].audio_data, rate=item['mix'].sample_rate))\n", "#print(item.keys())\n", "show_wav(item['sources'])\n", "#show_fre(item['sources'])\n", "\n", "print('Vocals:')\n", "display(Audio(data=item['sources']['vocals'].audio_data, rate=item['mix'].sample_rate))\n", "\n", "# Audio nach Model\n", "print('nach model:')\n", "display(Audio(data=audio_vocal.audio_data, rate=item['mix'].sample_rate))\n", "\n", "print('Ziel Amplitudenverlauf:')\n", "show_1wav(data=item['sources']['vocals'])\n", "print('Amplitudenverlauf nach Model:')\n", "show_1wav(audio_vocal)\n", "\n", "print('Ziel Spektogram:')\n", "show_1fre(data=item['sources']['vocals'])\n", "print('Spektogram nach Model:')\n", "show_1fre(audio_vocal)" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.10" } }, "nbformat": 4, "nbformat_minor": 2 }