{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## MNIST Data" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "from keras.datasets import mnist\n", "import numpy as np\n", "(x_train, y_train), (x_test, y_test) = mnist.load_data()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(60000, 784) (60000,)\n", "(10000, 784) (10000,)\n" ] } ], "source": [ "x_train = x_train.astype('float32') / 255.\n", "x_test = x_test.astype('float32') / 255.\n", "x_train = x_train.reshape((len(x_train), np.prod(x_train.shape[1:])))\n", "x_test = x_test.reshape((len(x_test), np.prod(x_test.shape[1:])))\n", "print(x_train.shape, y_train.shape)\n", "print(x_test.shape, y_test.shape)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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C\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# pick a sample to plot\n", "sample = 1\n", "image = x_train[sample] # plot the sample\n", "fig = plt.figure\n", "plt.imshow(image.reshape(28,28), cmap='gray')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "def plot_digits(images, labels, num_row, num_col):\n", " fig, axes = plt.subplots(num_row, num_col, figsize=(1.5*num_col,2*num_row))\n", " for i in range(num):\n", " ax = axes[i//num_col, i%num_col]\n", " ax.imshow(images[i].reshape(28,28), cmap='gray')\n", " ax.set_title('Label: {}'.format(labels[i]))\n", " plt.tight_layout()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "num_row = 2\n", "num_col = 5\n", "num = num_row * num_col\n", "images = x_train[:num]\n", "labels = y_train[:num]\n", "plot_digits(images, labels, num_row, num_col)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Autoencoder" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# https://towardsdatascience.com/what-is-a-variational-autoencoder-9b41bd63f65e" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"encoder\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " encoder_input (InputLayer) [(None, 784)] 0 \n", " \n", " intermediate_layer_1 (Dense (None, 32) 25120 \n", " ) \n", " \n", " intermediate_layer_2 (Dense (None, 32) 1056 \n", " ) \n", " \n", " latent_space (Dense) (None, 10) 330 \n", " \n", "=================================================================\n", "Total params: 26,506\n", "Trainable params: 26,506\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "from keras.layers import Dense, Input\n", "from keras.models import Model\n", "\n", "input_shape = (784,)\n", "intermediate_dim = 32\n", "latent_dim = 10\n", "\n", "encoder_inputs = Input(shape=input_shape, name='encoder_input')\n", "x = Dense(intermediate_dim, activation='relu', name='intermediate_layer_1')(encoder_inputs)\n", "x = Dense(intermediate_dim, activation='relu', name='intermediate_layer_2')(x)\n", "latent_space = Dense(latent_dim, activation='relu', name='latent_space')(x)\n", "\n", "encoder = Model(encoder_inputs, latent_space, name='encoder')\n", "encoder.summary()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"decoder\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " decoder_input (InputLayer) [(None, 10)] 0 \n", " \n", " intermediate_layer_3 (Dense (None, 32) 352 \n", " ) \n", " \n", " latent_space (Dense) (None, 784) 25872 \n", " \n", "=================================================================\n", "Total params: 26,224\n", "Trainable params: 26,224\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "from keras.layers import Dense, Input\n", "from keras.models import Model\n", "\n", "input_shape = (784,)\n", "intermediate_dim = 32\n", "latent_dim = 10\n", "\n", "decoder_inputs = Input(shape=(latent_dim,), name='decoder_input')\n", "x = Dense(intermediate_dim, activation='relu', name='intermediate_layer_3')(decoder_inputs)\n", "reconstructed_inputs = Dense(input_shape[0], activation='relu', name='latent_space')(x)\n", "\n", "decoder = Model(decoder_inputs, reconstructed_inputs, name='decoder')\n", "decoder.summary()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Model: \"autoencoder\"\n", "_________________________________________________________________\n", " Layer (type) Output Shape Param # \n", "=================================================================\n", " encoder_input (InputLayer) [(None, 784)] 0 \n", " \n", " encoder (Functional) (None, 10) 26506 \n", " \n", " decoder (Functional) (None, 784) 26224 \n", " \n", "=================================================================\n", "Total params: 52,730\n", "Trainable params: 52,730\n", "Non-trainable params: 0\n", "_________________________________________________________________\n" ] } ], "source": [ "import keras.backend as K\n", "\n", "decoder_outputs = decoder(encoder(encoder_inputs))\n", "autoencoder = Model(encoder_inputs, decoder_outputs, name='autoencoder')\n", "\n", "def recon_loss(input_vols, output_vols):\n", " return K.mean((input_vols-output_vols)**2)\n", "\n", "autoencoder.compile(optimizer='rmsprop', loss=recon_loss)\n", "\n", "autoencoder.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variational Autoencoder (1)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "# https://towardsdatascience.com/what-is-a-variational-autoencoder-9b41bd63f65e" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Couldn't find program: 'false'\n" ] } ], "source": [ "%%script false --no-raise-error\n", "\n", "import keras.backend as K\n", "from keras.layers import Dense, Input, Lambda\n", "from keras.models import Model\n", "\n", "input_shape = (784,)\n", "intermediate_dim = 32\n", "latent_dim = 10\n", "n_epoch = 10\n", "m = 50 # batch size\n", "\n", "inputs = Input(shape = input_shape, name = 'encoder_input')\n", "x = Dense(intermediate_dim, activation='relu')(inputs)\n", "mu = Dense(latent_dim, name='mu')(x)\n", "log_var = Dense(latent_dim, name='log_sigma')(x)\n", "\n", "def sample(a):\n", " mu, sigma = a\n", " epsilon = K.random_normal(shape=(1, latent_dim))\n", " return mu + K.exp(.5*log_var) * epsilon\n", "\n", "z = Lambda(sample, output_shape=(latent_dim,), name='z')([mu, log_var])\n", "\n", "encoder = Model(inputs, z, name='encoder')\n", "encoder.summary()" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Couldn't find program: 'false'\n" ] } ], "source": [ "%%script false --no-raise-error\n", "\n", "latent_inputs = Input(shape = (latent_dim,), name = 'decoder_input')\n", "x = Dense(intermediate_dim, activation='relu')(latent_inputs)\n", "outputs = Dense(input_shape[0], activation='sigmoid')(x)\n", "\n", "decoder = Model(latent_inputs, outputs, name='decoder')\n", "decoder.summary()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Couldn't find program: 'false'\n" ] } ], "source": [ "%%script false --no-raise-error\n", "\n", "import keras.backend as K\n", "\n", "outputs = decoder(encoder(inputs))\n", "vae = Model(inputs, outputs, name='VAE')\n", "\n", "def vae_loss(input_vols, output_vols):\n", " beta = 1e-7\n", " kl_loss = K.sum(-1 - K.log(K.exp(log_var)) + K.exp(log_var) + K.square(mu))/2\n", " return K.mean((input_vols-output_vols)**2) + beta*kl_loss\n", "\n", "vae.compile(optimizer='adam', loss=vae_loss) # 'rmsprop'\n", "\n", "vae.summary()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Variational Autoencoder (2)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Similar: https://agustinus.kristia.de/techblog/2016/12/10/variational-autoencoder/" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [], "source": [ "#from tensorflow.examples.tutorials.mnist import input_data\n", "from keras.layers import Input, Dense, Lambda\n", "from keras.models import Model\n", "from keras.metrics import binary_crossentropy\n", "from keras.callbacks import LearningRateScheduler\n", "\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import keras.backend as K\n", "# import tensorflow as tf\n", "\n", "input_dim = 784\n", "intermediate_dim = 64\n", "latent_dim = 16\n", "\n", "batch_size = 50\n", "n_epoch = 25" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [], "source": [ "# Q(z|X) -- encoder\n", "inputs = Input(shape=(input_dim,))\n", "# h_q = Dense(intermediate_dim, activation='relu')(inputs)\n", "h_q_1 = Dense(intermediate_dim, activation='relu')(inputs)\n", "h_q = Dense(intermediate_dim/2, activation=\"relu\")(h_q_1)\n", "# h_q = Dense(intermediate_dim/2)(h_q_1)\n", "# mu = Dense(latent_dim, activation='linear')(h_q)\n", "mu = Dense(latent_dim)(h_q)\n", "# log_sigma = Dense(latent_dim, activation='linear')(h_q)\n", "log_sigma = Dense(latent_dim)(h_q)\n", "encoder = Model(inputs, [mu, log_sigma])" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [], "source": [ "# P(X|z) -- decoder\n", "inp_z = Input(shape=(latent_dim,))\n", "h_p = Dense(intermediate_dim, activation='relu')(inp_z)\n", "# h_p = Dense(intermediate_dim)(inp_z)\n", "outputs = Dense(input_dim, activation='sigmoid')(h_p)\n", "# outputs = Dense(input_dim)(h_p)\n", "decoder = Model(inp_z, outputs)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [], "source": [ "# Sample z ~ Q(z|X)\n", "def sample_z(args):\n", " mu, log_sigma = args\n", " eps = K.random_normal(shape=(batch_size, latent_dim), mean=0., stddev=1.)\n", " return mu + K.exp(log_sigma / 2) * eps\n", "\n", "### encoder + decoder ###\n", "mu, log_sigma = encoder(inputs)\n", "z = Lambda(sample_z)([mu, log_sigma])\n", "outputs = decoder(z)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "def vae_loss(y_true, y_pred, log_sigma, mu):\n", " \"\"\" Calculate loss = reconstruction loss + KL loss for each data in minibatch \"\"\"\n", " # E[log P(X|z)]\n", " recon = K.sum(K.binary_crossentropy(y_true, y_pred), axis=1)\n", " # D_KL(Q(z|X) || P(z|X)); calculate in closed form as both dist. are Gaussian\n", " kl = 0.5 * K.sum(K.exp(log_sigma) + K.square(mu) - 1. - log_sigma, axis=1)\n", " vae_loss = K.mean(recon + kl)\n", " return vae_loss\n", "\n", "# Overall VAE model, for reconstruction and training\n", "vae = Model(inputs, outputs)\n", "vae.add_loss(vae_loss(inputs, outputs, log_sigma, mu)) # <======= add_loss\n", "vae.compile(loss=None, optimizer='adam')\n", "# vae.compile(optimizer='adam', loss=vae_loss) # doesn't work" ] }, { "cell_type": "code", "execution_count": 40, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 118.5211 - val_loss: 117.7930\n", "Epoch 2/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 117.5378 - val_loss: 115.9314\n", "Epoch 3/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 116.8389 - val_loss: 116.1239\n", "Epoch 4/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 116.2441 - val_loss: 115.4317\n", "Epoch 5/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 115.8268 - val_loss: 114.8351\n", "Epoch 6/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 115.4267 - val_loss: 114.5218\n", "Epoch 7/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 115.0681 - val_loss: 114.1444\n", "Epoch 8/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 114.8040 - val_loss: 113.6853\n", "Epoch 9/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 114.5166 - val_loss: 113.3190\n", "Epoch 10/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 114.2745 - val_loss: 113.3180\n", "Epoch 11/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 114.1547 - val_loss: 113.2763\n", "Epoch 12/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 113.8675 - val_loss: 112.8187\n", "Epoch 13/25\n", "1200/1200 [==============================] - 3s 3ms/step - loss: 113.6956 - val_loss: 112.9165\n", "Epoch 14/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 113.5767 - val_loss: 112.6093\n", "Epoch 15/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 113.3744 - val_loss: 112.7457\n", "Epoch 16/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 113.2419 - val_loss: 112.2029\n", "Epoch 17/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 113.1325 - val_loss: 112.3562\n", "Epoch 18/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.9977 - val_loss: 112.0796\n", "Epoch 19/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.8456 - val_loss: 111.8130\n", "Epoch 20/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.7402 - val_loss: 111.6716\n", "Epoch 21/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.6396 - val_loss: 111.9043\n", "Epoch 22/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.5197 - val_loss: 111.9998\n", "Epoch 23/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.4267 - val_loss: 111.5864\n", "Epoch 24/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.3463 - val_loss: 111.6101\n", "Epoch 25/25\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 112.2759 - val_loss: 111.3080\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "n_epoch = 25\n", "vae.fit(x_train, x_train,\n", " epochs=n_epoch,\n", " batch_size=batch_size,\n", " shuffle=True,\n", " validation_data=(x_test, x_test))" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# encoder-decoder plot\n", "num = batch_size\n", "num_col = 10\n", "num_row = batch_size // num_col\n", "images = x_test[:num]\n", "labels = y_test[:num]\n", "plot_digits(images, labels, num_row, num_col)" ] }, { "cell_type": "code", "execution_count": 41, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu, log_sigma = encoder(images)\n", "z = Lambda(sample_z)([mu, log_sigma])\n", "outputs = decoder(z)\n", "# outputs\n", "plot_digits(outputs.numpy(), labels, num_row, num_col)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": {}, "outputs": [], "source": [ "from sklearn.manifold import TSNE\n", "import seaborn as sns\n", "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 47, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\sjskd\\anaconda3\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "C:\\Users\\sjskd\\anaconda3\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[t-SNE] Computing 91 nearest neighbors...\n", "[t-SNE] Indexed 60000 samples in 0.040s...\n", "[t-SNE] Computed neighbors for 60000 samples in 102.114s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 8000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 9000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 10000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 11000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 12000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 13000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 14000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 15000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 16000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 17000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 18000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 19000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 20000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 21000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 22000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 23000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 24000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 25000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 26000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 27000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 28000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 29000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 30000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 31000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 32000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 33000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 34000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 35000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 36000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 37000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 38000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 39000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 40000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 41000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 42000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 43000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 44000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 45000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 46000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 47000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 48000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 49000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 50000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 51000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 52000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 53000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 54000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 55000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 56000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 57000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 58000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 59000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 60000 / 60000\n", "[t-SNE] Mean sigma: 1.644729\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 100.128616\n", "[t-SNE] KL divergence after 1000 iterations: 3.080729\n" ] }, { "data": { "image/png": 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/TDmxh9Z1n623kmQOPELrus9SmtyGUHR8zcsQeoBKcg92JQWAt2k5rmAnk/2/RFoVNG8TWqATRVGmBcMRSmMbifRdxtTGr2NX84R6L0TaBoH2dXjii5BWBccqUxx7jeiCaxCqG2kbM/oQqo6i+dB9TeQOPY23aRkdZ/4XqrnhGasJzdtEsPtsShOb0QqjdcFQu6/80DN4W1aQH36JphXvR3WFUN1BEC4ss4KquRous38ANIQDYCWT/6H9b5auri4OHz48vT08PExHR8fb6rPBbx7HyCNUncLIzFWeYxaxyin8Hesojr6Gkd7PxGtfpu3UvyA3+BTjr36JUO8ltK3/c8zSJEKoWJU0k5v+dfolXhzfSHzpQhCzJw6qOwyKhl3NEV10PYWRV3AF2hnb8H9B2sSW3Ex24AkUdxDTyNJ80sdJ7bwDq5wAwNu8HEXzkdpz9/TqJT/0DEb2EJ7YvBnXssoJhFBwReZSmtg6ayxGah9tp3weq5zAruawqwVwTMziCKo7gqIF8MbmvhOPu8F7lIZwALR4HCuZOOH+t8O6devYv38/AwMDdHZ2cuedd/KTn/zkbfXZ4DePECqK7kOorlkzc8csEuq9FH/HqThmEUVxkdz+Y8ziCAB2NcvUlm8RnncZUtokt/9gxvmuYCcIFdUdwBNbeIxqSBBbchNOtYjqjtQMzu4gxfHNIB0i869ESptw70XogTbSe3+ObWQJ9pyLK9iFVZrCLIxhG9lZaq1qdgB/++xwIonEzI/gjvRSGp9ZMkV1hyiOvIpZHKU8tYPwvMtxR+fhVPO14DutSjkN3ujct/ewG7xnaawNgdgNtyJcrhn7hMtF7IZb31a/mqbx1a9+lUsuuYQlS5Zw8803s2zZsrfVZ4PfLLZZRnWHkGhEF1w145ge6MAV6iZ74EGmNn8LzRPFKicIdJ1CbOktqJ4onkgf1dxhqvkRhObFHTmaFkVoXiLzr0B1B6jmR4guvpHmkz5BfPnttK77DELzURzfSGT+5SieMJqvFccsEu69iOLEZtJ77kWoOhOvfZlqbgjbyJLZdz9G9hBGfgSrksEVOpFNQKD7Zk50hKIjFJ1Kaj/epqVo3trx4NwLaT3l82j+dlyROQTnXkTbaV/ELIyR6X8Y1RNBSgtFUXAsg2oh945/Bg3eG/xe1JA+UbGf3bt3s2TJkjfdx2/CW+nN8h8da4N3HrtapFoYxzKyKELFscrY1TyK5qGS2ofub8MdnY+i+Ujs+CG++CKyA49hG1mg9rJtXfsp0vsfxEjvp3n1H6O6I0gcpGUADqonhlWaYmrzNzlixHbHlxBdcBV2OYmRH8HbtITcwBOYhTH87SejB9pxqgUqqX14mpag6H6caoH84ecxC2MAKK4gzav/GNssoOkBcoNPUJrcNn1vga7TcUfm4VQLFEY3oPma8bevRdE8lCY2Y5YSROZfgaL7KBx+kUp6H57oAtyRPhzbQNG8oLgQ0mZqy7fqYxc0rfww7thiXL45qO7GPPN3kV9V7KehVqoTOv3M35owaPDewSwlMMtZhKrhmHnMzEGklLijfThmGaeaQwiF3NAzxH1xsv0PoCg6IKcFA4B0TLKDTyEUtR7X0EVh7BWcohtf00qSB/4VX8tyylM7OCIYAIzkbqzOUykndhKcczYTr39lWpWVPfgozSf9CVowglIYI7Xrp/WzBLGlt5A98DC2kUV1hRCaF6cwxvjmbxLsOZ/okptxzBLucDeOWcEsjFJO7sXffjLelhU4VhUzN0So91KwDRzHIrHt+5j5mnrMzI9iZAaILLiq5vJ6+FlUT5T4sttI7/05jlUmueNHtJ36F1Qyrfh7Pb+lT6zBb4uGcGjwB0m1ksWuZJBWBTN/GNUTITvwJJ7IXKRjkdj2Q2KLrsMsTaAH2ok3L2f81S+BdNC8cVR3YFafdiVNZP5VGNlBpG2h2hcz8sMKQhF03vLf8MTS5IeerTVWNMK9F6HoPlRXAG/zcqq5odk2DiOL7vJTGH7xmL2STP8DBOecTfbAw0QXXk3+8PMUh18kuvBaFJcfxzJwBTuwjALSzJM9+EjtvrMDZPofpOWkT6B6YlRSe0jt/Anx5bdPC4bpZ5Qbwq7mUN1hyondgKQ0sZnI/CtI7bkH6ZhIq4RdmOl11eD3g4ZwaPB7j1XJYxkpcBw0XxPVwjjlyW1ongjZgcdRXH5Cc85BCIX03vsQqovwvMuwzQLpffejusP429ZMu55a5SSu4GyvM1/rSSS2/wBPfBF2NUXVeJT5XzwXc2oOg/+Wx92qE73kdEpTLxBfchPZg49hlWsecd6mpYR6LwRqto3IwmtQhIYUYBuz9fpOtYA7Mpf40ltQXSFc3jih076IkTmAY5YRqov0nnuJLb2F5IGHZp4sHexqAVekh/See2q7bPOEz07V/ZTGN+OOzsNI9+OYJWR95aPofhR3BK2lUYvk95GGcGjwe4t0LMqZQczsIKWJzSi6n0DnqVQyQ6jeGJongic6HykdqrlDlMY31s6zDTL77iO29FaQ9qx4BIDi2Ebiy24ne/BRHLtCqOd8pLQJzT0fd6SP5M6fYJWmKE1upXnVp0E0UdxvET31YoI9TZjFiXpAXY1yYhf+zlOIr/oYqubGSB9AD3biVPNovhYQam0sdVzBLiqpfjR3iHK6H2/zUqY2fxurVE/pIVSalt9Oeu/PCXScQvbAg7PuIb3rbgKdp6D529C8Tfja1lIaP2q787WvxbHNWiJB+2gckECgusM0r/ojpNOEp7UhHH4faQiHBr+3VDKHqKb7SWz7/vQ+s5jA17IczRVg/NUvIe0qgTlnUhjdjjs8F1/bmlq7whhWaQrVFcI2Muj+FlA0cKxa36l9BLpOI778/VSSu6lmDyE0N9X8KKoriFWaQg+0E5xzFqrXQ/eHdarpKoGlFlK2Us0ZxJbchJE5QHGsJpTsSgZFDzC59dvT43WF5hBZdAPxZbeS2f8AtpHFFeohtvQWHKtCcscPUVZ+AL00hb99DYrmQdpV8kPPkx9+CVeoG0/TwhnCQfPGcao5Kqm9KC4/iitEIfEcmq+JplUfpZoZwBXuRkpJYtv3aVr+PoqjrwE147c7Op/WpmWgteKLxn7TH2ODd4mGcGjwe4l0LKSU5Ieem7Hf17oCxzaopPZNz4atUoJA1xk4Rpb0vvtAOrgjfUQWXo1t5HFHepBS0rbuc5TGN2ObRTyx+eQOPUOgYz3Zg4/OuIZjVQh0nYW3eSnV7GDN7dXXTGzdDSR3/RTjmLQX4XmX07T6jxGKiuoOM/nal2f0Vc0dRlYL5Aafxr/idvK6j1fIM2mNcLF/HmLRVezT4CzbReHwi9jVHIruJ7roWvKHX8LXehK5gadoOflPMTKDKK4AqitIYtv30QMdBDtPI3PwERyzhL9jHUb2MN7YAoz8MNI2aV37GSQSd9M6HK0dfGsZ39xE81w3oSWNjK2/zzT8z36DfOQjH6GlpYXly2cnT2vwm8Usp0HayGNUMVDTrQuhwTEu3JXkXvRAG7lDT0+rkIzMQUrjW1A8EVK77ya16w4mXvsyntgCzOI4yR0/xhXsopycmd8IajYDb+sqKsk9ZA8+ilWapJLYSSWxe4ZggJpHkuYOMbXl2wgEjnWimueS8JIbuV8p8P8UNvCzwi5eqAzxvzMvYTUvYZHiJbHte9jVmm3CMYukdt9NdMGVIATlya0YqX6KUztwh+eS2PY9kDahnnOZ2Ph1jPSBWhzDvl+gubwkdv4YzR3GE1+EUFTM4iTBRR/B33k9sXA3c04JNgTDHwAN4fAb5MMf/jCPPPLIuz2MP0iklFjFcQKdp0/v8zYtxRXsQHWHUd1BhFLTlSu6j2r64Kw+SpNbwTmqa5eOSXr/L4nMu5zYkptRXSE8sfkzzokuez9SOjjVPPkZHkbMElS1nTZmaYqmFR9COib+jvUzDgu1lg026wnydHlwxrGiY5AsT+C2qjhm8bhuqyAEia3fAaHgbVlB8/L3Y1fS6P5WFN1fN4bPjHMqjL5KsPtcjOwQqitINTeM5g4TCLtp6vYQnOvBFWvYGP4QaKiV6uQOv0Bq551Y5SSaN05s2a2E5ry9uIezzz6bwcHBd2aADd40dj0+IbnzJ+iBDuLLbqM0uRN/x8lYlTRGbgRXoJXY0lsw0gewzRKucM+sfjyRvulAsyOYhVHM4gTpvT8jvOwGxgMJomtvwW17cbtiVHPDWMVxPLFFKJq3lm6ijnSsmg2jetT7yNuyEndkHuXELnIDj+NrWUmw5zxKE1vQ/a2E513K1Jbv4GpZii40DHnUq6hZDbDIVtGNPNXjk/AJBdso4I0vwd+xHtssISsZElu/S3ThNTiOjaLNzAoAoGhePNF5WOU05aKJL74Id7gX1fXrixM1+P2isXKgJhimNn+znsBMYpUTTG3+JrnDL7zbQ2vwFrCrBWwjj21kqSR3k9x1F5onQiV9CKuUoDD0DIWRV5COha99LZEFV6O4gvhaV0/3obrDBHvOpZLcO6Nvb/MKPE3LaD/zv6I0zWWk9Cw7jXvQtADjG75EavddpPf+jMT2HxBbdP2Mc4sTm2le9RF8bSej+ZoJdp+DJ9LH6PP/Hc0VwDZyZPofoJLYha91FULRqWaHcKp5wpUS14dXzujvk+75ZDf8M5k9PyO68JqaRxMAgtjim5DSwtu+ltSuu8j2P4hjFgBJet995IeeQdEDKK5j4zUEkQVXAwrbd63AEMvwNS9tCIY/UBorByC1884ZrnpQW5andt75tlcPDd55pHTIGYOUzHFUxY1f78Lvap0+bhk5kFYt1YRZJDz3AlRvDNUTJVc3Hlezh0hlDwHg71hHNT+KK9hBfOltCN2L6omQ2f8Q0UXXkznwMNIq447MI7roWmyzhBAqblunw3s6quIlt/cRjlXRmIVRhO6j5eQ/xcyPoLjD2EaG8de/TPOqj9bSciT3YhbHAUjuuoNQ70Vk9t2PWZzArFeZ8zYtIdhzHk41z1m+ObQETmI3ZXq1KPHR7eSljVVOkB96jtii6xCqC1ewi/zoBox0P4HO0/G1raKaG0HVjwoCp5ontetOmld9BLuaxzFLtbxMiof+PRH8kTAtXbNXFg3+cGgIB5gORHqz+xu8u6TLu9k++XUMq/b5tPjXMz92c61Gci6NXU5Mq0/M4iSV1D6M7CC6vxVPfPExZTxr6P42ypM7KOZH8EQXYeSGKO25l8j8K7DNEk0rP1RLUYGgNLGN8tR2NF8TwTlnMVc7j2plnHx1x6xxmvkRKsn9uGO9WNmhWgZW6WCVE8dFPFNLdXFc0rzgnLPRfK1UknuYOvRvIBRWnv5f6Tn4Ev62k6mYpaPXKo6T2nMPnqZllCa3U57aXntWe+4m3HsxkYXXYKT7cYfnYmQHAdA8ERyzSP7wC7Su+xyVso9sRmfOEo14m96oPfIHTkM4UPP7PpIT//j9Dd5bGFaOwcwD04IBYLL4Ki3+tSiZKqk9P8ITn49tZCmMbyLUfQ65wScAMIsTBLvPQfO1YJUmAXBH5qH7W3CFe/A1L0d1BdDsCL62NaT23Is73Ivuaya9/5eEus8ms//+2jgyBylPbqfl5D+lMroJf8c6MvsfOGakAk9sIZ74IsZf/RICQXzZ+0ju/ilCqLOC2jR/K5qvhbb1f45l1NxRhaoxseGfjnYpHYzkLozkPjRPtDbTFzOLBoV6zmZy0zdnPLP84efxd55KZv8vCHafjb99LRKJ7m8jvf+XNC1/H+5gO+4ghBtlohvUadgcgNiyWxHqcSm7VRexZW8vZfdtt93Gaaedxt69e+nq6uI73/nO2+qvAVh2kZxxYPYB2yG158dYpUl8rWtoXfc5XIE2pFWe0Sy15178bSfRfNIniC2+EXe0D+k4CKFg5EYoTW4hvecevC2raT35U4T6LgZFI77kphnBdACOVcaqpEGCdGxii29C8zXjCvfQcvInEaqb0sRWVN2PdExSe39GpO9S0Ly0nvxJVFcIAD3QTsuqjyIdKIxvBMfGMUs4RuEET0DWc6IKsgcfo2n57fg71uFrXU3zSX+MEPoMoQMgNA8IBUXzkh96jtSee8gNPInqDhNf9j60QKP0Z4PZNFYOMG1XeKe9le64445f36jBfwhF6kQ9S5kovjJjv182kSocpmXdZzGyB0lu/3cA9CU3IRQd6dS9fKSNVcmCGAZp429fSyV9AG/zMirJfRQna1XRZDVLpZygOLaR2IoPgRAIoXB8gnvVE8XTtBQj04/qjtBy0icwMgPkDj2Lv+0kJILo4htIbP0uTjVPet996IEOWtZ8ktjy96EoWi1deDlRS6k99BwFnkfztxDqOW/m2AHbLBGYczqe+GIUV4Di+BZsI4dQNBTNSzU7hOqJYleOFu8J917E1KZ/I77iQ0i7gtB86P5mHNOopSL3vzsrZMsuI4SCqrjfles3+NU06jm8B/hdGuu7Taa0j7Sxl9HcsxTNYUDQETyLNv1UPBUHq5KhOPYa3vhCpGMjdD+aK0D24GOYxXF8rasJdp9DNTtIbuhZpF3F376O7DHJ6VRPjOCcM8js/yWBrtPxtq7GKiUQQGr3XdPtvG1rCXWdQXr//VSzg8QW30im/0GcY1YrkYXXYJYSeELd2FYJ1RXEsQ0EYkZfCIWWkz6BVU4gHateiKefYPc5ZPofwCyM4m9fS6j3Iqq5IVK778aupPG1rCLcdwmoLnKHnqY0+iqRhVcjLQO7mscd6cPIDpE/9CQAesulvPTaeVxwQwjd7SHa8uY9kYykSflwFelIvF1uPMcl3LMsSXrCwLJqMYaxZh2PX53VT9UukixtYTD9S1TFTV/0OqLeZahKI37it02jnkOD3xuEUEmX99EaOAVYT0jMwV0CxTJBc9dSYbSfzNS2H0yrV7ytq4ksvIZKah/liS0YqX1kB54guvBqUrvvxipN0LTqI5Qnt6P5W/HGFmAZeXxL/4ZCQUGTGrpXpTS5iebVH6WcqNVFqCT3kNp9J65wD8Gu03Hs6gzBAJA9+Bjh3gtJ7roDoXlrXnHSJnqcmyvSqcVBuCM4ZgmEQnDOGdjVPMHuszDzI5STe7GrOaY2Hym4UwvUk9JG6AEC7WsoDr9YqxineVF1H7ZVrtlZ/F2UzRZefDLC9ldMmjscivk8l97uxu359drl8miV/f93jMqoieIWhK+PYHe6UV0Ct0ehVLLwelVSkxaP35UiM2Uxf4WXi2+N0dHrYXK4SnLCJBBSUVu2sCv5Fbx6Kyputo5/iSXhv8BtLyTe2vCQeq/QEA4NfqcIenpoC6zjQOoeun3nw8RBHE8Ys1pE84RxhefUZuTH6N3LE1sIdp5Ktv8BfC0rMbKD2EaG9L77iS29BaF5KI6+VktzkdxLfuhZrPb/wcRQnu7W1yjseQnN106w+yySO39EoOMUMv0PYqT7gZqh20gfILLgylnjFULBFewCmLZ/CEVH0Y4Wx1E9MULdZ6O6Ahi5w+QGn8SupBGKTnzZbeQOPUOw51wC7jBmfpTjo5rLUzuILrqOanYI3d+GWRxHWmUs2yDSvBzHKJA3V/Kt/1lGSokQIBTBa0/mOOmsIN0Lf/3qIbOpSGXUBAWin2rhwEEDc1eZjj436UmTctGha77Kgz+YolSQROIqJ50dZHzIJDluEQgr5FMWO19PM/fKJ2mvfp4DzzeTGNZZfpqLYrvDRKqMdKCpvSEg3gu868JBCKECrwMjUsorhRAx4KfAXGAQuFlKmX7jHhr8IaEIjYh7Ed3hK2ix52KFp5ja/gPCvRci7SqaO4RVjxE4Fseu0rTqj9B8zaR23wuAbWRxLAOsKu7oAqziBK5IL3r79Txyt8E5ZzyBOf4MAFZpCiO9l9Y1n0TikBt4bEb/VjmJ6o7MioAOzb0Ax7GILr6BwuEX0fwtBDrW4TgSobpRXQHCfReT2vMzpG0gVDexxdeTOfAodiVFaWoHerATq5Qge+AhYktumnVvqieGbeQwC+M0r/oopantOGYR3d9KZv8vsUpTRFd9ESlrcQ6rzwyyb2sJxwHbenNq5eLBWvR19OYYP/9xitTEUTvIuddG6d9ewuVWuPT2Jl56OMt5N8R4+EcJMlO1LLbRZo1Lb4+z+KQALuNK7v7HCOWiDdgc3Fnh9MvCTA7nCUY1Ik06mt5wo323edeFA/A5YDcQqm9/EXhSSvn3Qogv1rf/6t0aXIN3nnLRYuRglUzCJNKs0zFXxxd48/pm1VKJ5r1M7vsmODbh3otwRfoQioZZTuNrXU1pYsuMcxyzOF1mM778/WSNDLZZwjELqJ4oLn8bntiHEYrO2GCZBcsUzMTMjK7SNjByQ/WoYsHxM3jHLNO85k8oT+3AKk3gjsyreSyNvoqRHcTbtBTcYUrhLuyRzbSu+wygMPHaP08HYUrbILXnZ0TmXUp63/3YlQzBnnNJbPsBANX8KN6mZZQTO+tXFUTmX0Z6788J915MdvBJ7GoeMz+CbWSmx2bntnLlh67GqEiG+w0O76/Qt9RD83GBbuWCSWqsiu2A5lFQEPgjKpE1flIvFci7lBmCAeCVx7OsOTvIjg0FTrsszGXvj7Pz1eK0YABIT1mMDlRpalexxudQLmZn9PH6Uzk+8BftpCZMXO4yqUkL3aXQs8hLIDTbbtHgN8+7KhyEEF3AFcD/BD5f330NcG79/z8AnqEhHN5zONICBIr4j/1wi8U0uzYIHvphCqPsIARcdnucdReGcHveXF/V7EEmN359ers0uRV3ZC7VzADuaB+RBVfj2FUqiV0orgCxpbcgzQrBnvMojLxCavfdhPsuRfM1UZ7aiSvUjVmcxLHKuENz8LjKSBlE0Tw1/f8xaL4mjMwhgt1nHy35CXialqJ4IiBtfC0ryRx4iHT/Q4R7z68l8AMKIy/XGusuPHNOIbXlu/hbVs6IzneF5+JvW4MeaCfQdQa6r6U2hrqarDD8IoGuM4gtuQnFFcCpFskNPI2/fS1WJY1tZBCaZ4ZgAFBcEXoWe3nuFxkmR6qcdmmYk88JIh3J1pfyZKdMFi518dqLJdp73FQrEs0laJujs/eZIkuX+2i+3E8CyfoLg3T2ebCqEpdX4dn7UuguhcP9Bud6VQoZi+T47Mpywwcq9C6NYFZOYOMQ0L+9xLP3Z3B7Fa7942Ys02b8kEE2ZeH2CFweQbxVJ97mxrYkiQmDXNJG1QTBqEpze8Pr6Z3k3V45/DPwl0DwmH2tUsoxACnlmBDidzYs5/Dhw3zwgx9kfHwcRVH4+Mc/zuc+97l3e1hvC8PKkSnvpmKl8ehN6EqQoHsOuuqb1dYxay80qZpUrBymXaBojdK1VuHja1XKeRjcFOepn6XpWuBh7qJfr/s2zNx04RkAd3QenugCxo8EiwmV+LJbiS64lkp8MZ74YvKHnqYw+iqaJ0ps0XXkhp7FFZ6DqgcoKwqZfffj7zwVV6QPkHjUEZo7OtHkzVQPf3/6Wnqwi2r2ELmBRwl0nkZsyU21cpvBLhTdT3Lrd7HKCfRgN00r3l8vuvPMrHvwTO0hGJnHVPoA/paV0+6qvrY1aJ7IdE0JV3gugc5TEaoHf/t6imOvAjUBobpCNK/5BFXLINC5nuLEZqrZQ4AgcurnKU9unxYoiiuIHlpOU5eHG/+0hUrRJhDWyGcNpop5Yr0ZujwR9u436V3i4+6vT2AatVVRMKJyy2dayZQqlC+4l5biR9ixpcSrT0wBoKpwy2fbeOHBNF3z3QhF4vEqdM3zcGDHTOP8vOVefvKlca7/RAvhmEo2ddQutO78EFtfqsV1GGWHjU9nmbPAyzM/n0JK8PgVLrwpRqUksWyHUg6mRqtYVUm8XaeYtbHMMu3djTxQ7xTvmnAQQlwJTEopNwohzn0L538c+DhAd3f3Ozu4dwhN0/jHf/xH1qxZQz6f5+STT+aiiy5i6dKl7/bQ3hIFY5SSOYam+BgvPEjW2IdbjbGg6TZi7hUIRcFySlTMJLrppfpyBmeBxSH3o7QE1mPLCpriZTj/PNnKfgBcyyNc2fZZSvkTpLM+AYYxheYOT2/729aQ2n330QbSJr33PppXf4zi+EascnJ6xm6VEyR33kF8xftBSiZe/8p0quvqnnsIdJ1Ry2uUHyG+wIXjW40v+mc4pUF0by19RqIeP1EYeRlGFYLd5yJUF1Nbv1PPwCrQ3AHyQ8/ijvThCvdQHJvpZu2Kzscp1CK080PPE118A+k99+KJLZhWfQFUs4MUhl9GC7YTmHMmqidMJbEbPdiBJ7aAyY3/Suu6TzO58Ru1lYKi4em6nbynHfuUz+HJj+JRfXh883CFallndV1BjyiMjBbIjsLwAYkQYXoXuxF6lc3P56YFA0A+Y3NoX4V5K3RyGGSmLPZvO/rSt2147M4kp18WxuNT+OV3E5x8TpBgRGHVGQG2v1x74a85J0Q2aVKtSJ69L80tn21l8/MFskmLxSf56N9RnqGG6l3q4/GfHi2jWik6vPxolqs+3EQpK/npVyfI1YWLrsPtX2gnl7aZGs0TCCo0dboIRRqusW+Hd3PlcAZwtRDicsADhIQQPwImhBDt9VVDOzB5opOllN8Evgm1OIe3O5jR3Av0p+6kYiXxaHHmx26lI/T2guDa29tpb28HIBgMsmTJEkZGRn4nhEOxOoZll5FIBCq56gH2JX6ELcsEXN10BM8ma+zHsFPsnPgGK9s+BygkS9tQFZ1UaQe+1e20BU5H5BQURWM48wJtwVOnBQNA1c6gdT1Fu/dmpqZ2ogkvXk8nmteHps6eBZaNYQLNK8gOPoG0KkjHmtXGMYs4Vhl/+/rpdBdHkbWiOvbsGgiFkZeJLryGdGYAx66gmftwrDKepgWgeCiNvkKg63TMwihGZqDmfmqVyQ08QWTBNRTHNxPsWEtx7PVaDehAG57oAtzxxRjJPQBo4R5UzVsLbBMqVjlRO3/RtSe8l9LUdlq6Tq/XuN6EO9qHWZykOPoqmq8ZR2iET/oCo/sKVE0viaEgar9Fx5pFBIILEapOqOVoYZ6pUQPTdJg85HD/d6aoGhJ/UMEXVOhd5GHjk7OjslPjJhOHqzS1fxBfYHY97eS4SbxN50f/d5yl6/y8+mSOFaf6WXt+kFVnBhHApuezbH+6pqIrlxzMqiTWpjE6YJDP2uzbMlN9p7tg9ZkBEuMmw/01Y3hyzGRoXwWhMC0YAM65LsaDP0gwNVpTZfUt83LSWQF6ewWxnhAN3hrvmnCQUv418NcA9ZXDF6SU7xdC/APwIeDv6/8e/+t+xxnNvcCuqW/iyJrut2Il2DVVy0/zdgXEEQYHB9m8eTOnnHLKO9Lfb4qKmaFiJTHsDKnydnx6KwKFPYnvTbcpVIeYKL5Kk+8kEqVNSGwqVoKpwmY8epThTM2TJ189RLK8jcXNH2HHxFdxq1HK5tSsa2ar+2kNDCE0lZw5zmDuMaLVJXhdzYTdC/Do0em2wh2gmNhP2ylfoJodRPM2zc5T5I1jZAbxNi1G88Zn1WRQXIHpF7HiCiJtA2lXEYqGdGyiC64kf/iF6Wj5YO+FeONLEEJQSe3HHe4h0HU6qd334I7OQ9H9qO4AgbbVqJ4o4fmX45glMv0PYpdTeMK9BLvPouDykXZ5kK99GyEETctvJzf4FGY5gVVK4IkvnPVs3JFeKplBPOFuXMGuoyo1odK04oP8v5kg86SL5ckQc5U09oPP4BQM7C1xlGtX4p5Te3aW6TA1ajAxZBJp1hjYU6FqSFwewWUfjOOYcOdXJlm6zs/ooDFjDLE2nSfuSiEl3PZnrccPkQWrfYwOGvhDKoGIypI1ftp7POx+vcTrT+fQXQrrLwzRt0xycGeZUy4M8fS9KS6+LY6mCKbGqlz+gSYe/MEUtg3nXR8lPWlzaG+F1jkuLnt/nCfuThGJaxQyFkI56snU1K6THDOnBQPAwZ1luhd4CHsFyughwqd2N5IIvgXebZvDifh74C4hxEeBIWC27947TH/qzmnBcARHVulP3fmOCIdCocANN9zAP//zPxMKvfdmMnljBNsuIoRG1c4wmn+eipWkI3Q2B1J3s6jpw/RFr0cIlbI5xWj+GbKVffRGryNR2gSAroQIe/sYTD8wo2+3FiNR3AyAYWfw6bNNSFHPUgQqEpuIZz4hVy8lexTTLlC20qSrw3jUZqKeNkKeXqaiYzjpbfiDi1DdYZqWv5/UnntwzCKaN05k/pUkd91JfugZ4stur+dEqi0uXZE+ECpSWjSt+CDVwhiK7p1OhlcYfplA1+l4YgtxR+cjnSpGbpRSfTUAYJUmMTIHaV37KYoT27BLU+QGnyC29FZyA49RTuxCdYeJLr6RSuYAmqqS2Pwt4id/kjFvkNiyGylv/DeSO+/A334yga4zcEf7KIy8MsPTSnWH8bfWBM74q18i0H02saW3oaguXOEeflAK8762MLmpAqtCaRLfeWnagao6kCTzwA5cV59M/xaHrS8VaOnQWXN2EEVIjHJtBbDqjCBev8qmp/OE4xr5tM2pF4fZ9FwOXRece0MU76IK16/xYR/yYFuSKz5YsxOVCw69S72ccVmYXNJi4Sof+zaX6FnsIZuyeOnhmkdStWLz9M/SXP7+OF3z3CQnTBae5GdyxKS120VHnxuJ5JbPtqK7BYlRE1UVRJo09mwqMXzA4KwrI/gCKpufz3HONTH8QZXBPRU8foVc2mLt+UFCUY1M0mT3ayVSkyY9830kv/YsMnoFvoVRRg2TvG3Tomu0uWd6aSXGqhgVh2BUbaij6rwnhIOU8hlqXklIKZPABb/N61esE6fmfqP9/xFM0+SGG27g9ttv5/rrr//1J7wJykYSw8kAEssp4VLD6EoQRXHh1gJveF7ezGLaGVxKmIArgpSSdHkXhzIP0xW6EIcqOya+hi0NYt4VjOdfoDd6LTsnv45Tr0AWds9nbvgahFCIeZczWXiVoLsbXfGj4EIROvaRyGStmTb/aXj0JgSC8cLLONKiM3gBo/mnkThEPUto8a+lUB2ibI5TqB6myb8av96N4SQw7QyFygGGK/fRG7+NkKuN1th5VEITYEuE5cIVXUjb+j/DNkuo3ibM3OHaykDaZA88Suu6z2Dmx9D8zVilJImt3yWy4CpSu+6cfjaat4nm1R+lWpxC9zVRHHsNf/s6Jl7/MtFF11Mcfn7Gs7TKScziON7YAiYHn6i5l07tpJzYBdRiKBJbv0vrus9SSffjjs7HkZJoegjbqhI75c+xS0k03YfuClFJ9aN74+iBdkJzL8SqllE1H1ZlktzQ87Ss+RMc20Iqfsq+DgazYa5Mgphy6I35sJOjx3vWYpdNNu5SeeHh2vd4uN9g98YSH/xsnL6lXra/XKBnoZvkmEli3MTrV2jvdbP79TyX3BYnvszhX+2HGDMzCBsunbOGyl3t9Mzxc9uft2EUHcpFm3v/bZJYi073Ag9ToyaxNp2Rg3mOZ2yoysSwwejB2kTsxj9tIT1psWNDgb5lPpo6NO7/ztHYiJWnBVh+ip8dG4rE23T2by3R1uPmzi+P49iweI2PFaf6GR+qsvn5PIGwxtrzQvQt8RKO6/hDCvzN9ZQk7BjL883MFGFF4zI7RI+pEwpoOHYtkWFitMovv5dk2Xo/p10SflOBgb/vvCeEw7uNR4tTsWan7PZoby8hmZSSj370oyxZsoTPf/7zv/6EX0OpOkHFSpMsbcWlhTiUeZCKlUCg0BW+GL/Wjt/diVs0EfC2zTg3UdpNf/JH5IwD+PVOFjZ9AI8SJW8M0xW6kKJ5GEfa2LKmUnCkScSziLH889OCAcDv6gQhGc49znjhBXqj16MrPhCCoN7LnPCFDGYeIOSeR9y3goHM/TiySsDVxYL4bYwVXiLiWURv9FoAXGqYdGUPk4UNlK2aeSlr9NPsPxnbqVIyx+iLXoemrmQ89xTZwqVYgY20h1cT9Ped8DnZwQ50fwt2JQNCIT/yCoG2NdhGjtTunxLsOZfcwBMzzrHKCaq5ESK9F5LY/gPCcy+gUo+ArnE0rsHfvhZ3pBdFDyBUF4oriCe+kEz/QwS6zkDRfZTGN2OVE9iVNIrmQ9G8yMIYYdske+AhUoBYfD2+aB+5Td/CLIwA4I4uwLPiA+SzQYLNITa9ECXaspgn79TZs7kCwOf/axPKd6YYq6tSgks9dF54gu/q6Ut4+We5GbvKRYfxMZvO+R5u/GQLpYLNQz88Ogka2lfholvjNC+EZ50ddMtmUqKIIU0etjfxoQsv5eUv59DdCk/efTQ2NZe0ae1yEYqqFLM24ZjG2ODM1bjXr5CeqL34dZfArDr4gyprzgmSSVpsfCY/wyi97eUCF90cY8eGIqom6JrvQVUFZsVh28tFJkeqDB80ePHB2goll7J54NAUF94cIzVp4QsqjB6ssn1DgXibzkdvbiLoEvhMlR0vFxnYXaZ3mZe15wYJRDU+/b86eepnaV56JEu0WSMY/cNeQTRSdgPzY7eiiJnLTEW4mB97eym7X3zxRX74wx/y1FNPsXr1alavXs1DDz306088AbnyIVKlPZh2Hq/ewkT+5WmBJnE4nH0ESxYZzT1DxZmiXD3q6ZGujLJ78uvTqa6L5gjbJ/6FipMGKUlXdrAv+WMk9WhW71KC7rlEvYsomePT/bjUMLoaoGxO0BW+iKh3GXsT38fGZMvYP2CRp9V3Bie1/RU9kcsZSN83ra4rVIeZKm6iO3QJzb5VHMo8yMH0zzDsDKpwTQuGI0wVNxLxLKRiJchXh0iV9tIeOhdP8wB+T4SKlZlxj8ei6l58zUsJdK7HHV9MbPGNaN4Y0qq9XBXNO8sYDSBUnUq6n0DHeqa2fX86xUVpchvBeobe0NwL8TYtQzoWhcMvMrnpG8QW34hEEFtyE0bmIIWRV/C3rSHYcy6K7ie95x7KU9vJ7Ksl6PO31/Oc7X8QXzExLRgAjPR+jORemtp0nMJhdmwU3PNNe1owLDnJS/7lQi2VRZ38rgqmDOI/5Zg62KrAO78ZVZ2ta/eENBLjFoGIyiuPzRQejgPlgk1hUlD6Rg/i64t43+HLWSnmAlD2lok167Ne/ADDBwxau90MHzDoW+5Ddx+9djCi4vWrlIsO3Qs9XPOxJqLNOh6vQjCiMXeRh8E9lVl9losO85Z72LOpxAPfT3D/d6bQ3QpnXhlm4Wo/m56ZuUJxHKhWJNm0yf4tZTY9l8c0JOOHqjz5pQR+U+OhHybZ/Hwel0ehbY6LFx7IsOnpPIf2GXiDKotP9lPIvTnvud9nGisHjhqd32lvpTPPPJO3kvW2lv+m9sMqGCOUzHFS5R24tRhGdQqJQ8bYT9A1F5Dkq7Vyl5rioz14Fo4jZ9hQTGuCsjUFCKLeJehKgHR5F3njIGH3QvaP/4SQuw+v1sKylk8xln+OsfyzqHjoCV+FEGBLA4/WhK4ESJV3MlHcgFdrZn78FsrGJKvaPo8QOmPFZ5kovMqc8MWz7itd2VVTRRU3sCB+O1U7S8DVOUMAHaU2Uw+75xPQu2jzn8bB1M9IlrcAoAovq9s+T8kaI+yZh6Z4ZvegaLi8EfBGqBZdVIeewxNfQnF8E4GuM6aLANUaqyiuAJo7hJEbRtHcOFYZV7gHI92P7muiadVHAUlq91041QK+lpVEFlxJbvApoguvYuL1r053lx14jMiCq+uf/9HvQDmxi9jiGymOvY60DZzqzJczQCVzAG/raozJl7n+w5fyr393NDhw0XIfhWdnq2wym6t0XreKwGm9yIqJ1hRAbdU588oIT917dIbfu9hDNmHz6B1Jlqz14/bNFh7+kMrPv5bArNbGPfkNk3M+vZJdbUN4Sz4ySZNFa2bHtbT1uDhYj23YvbHA1R9pJj1pIoSgY66Lu742gRBw1pURtr2cZ8crRdw+hTMuDdOz2EPPAg97j/Naau12YVuSlx89GlG98Zk8H/yrNsoFh/1bS5SLMz2oVE3Q3u3hwadnagNsC7Ipi5WnBshnbFrnuHjw34+22fVakUtvj3P3Vyf4wBfaaO/hD5qGcKjTETrzHfNMequYdolEaQvp8h68WhMRzyIK5jC7p7413catxljR+ll8ejtTxdcBwdzoVQymH8ZySmwe+z/MjVyJrvrIZJ9BVwOoihe32szc6GVMFTdSNEfpDJ2PT29HCI35sVvIVPbQn/opEc9iYt4lpMo7SFW2EfMuYzD9y+nrd4UuRBfhulpIYDsGIU8vZWsKTXEzVdqMYaeA2S6PPq0TqcYQQidbOUCuegCPdjlBdy8B1xwK1cPTbTuCZxNwz6VkjrM78V0EgrbgGXQEz2Y0/xy2LDOce5KguxckxP3LfuWzdflb8LevoZLch0eZh6IHiC66nvzwi2ieKJH5V1JK7CI/+CSqK0BkwdUURzfgic4n0LEeobrRvDHGX/mH6T5Lk9sQmgdF92MWZ3tcF4Zfwtv8xm7L/raTEcrRn6AaXkNJu4REqpX0Xp3Wtqshf5hr/mgFm18s0jHXRe9JPkoJi/LQzJl7YJEXz9ww7p4oxeooDpJS2sWcBQoX3RIjM2XS0eemtcvFd/5uFClhcrjKOddGufdfj47d61fwBpRpwXCEQ0/Bh/7oPPY/rGKUTboXeJgz383huptpc6fOotV+VFXQ1K6TTdoz+p2zwM11H29BUST9O0psf7m2cqsUHZ68N83Ft8ZYe0GIqbEqqQkLIWD1WQGaOzQEkps/3cqeTUW2vVTgsvfHKBccqobDeddHuefrR68TadJo73GhaAKPX6FcmPk9tKoOT/88zcJVPirlmasDKWFwT4W2bhebX8izYLUPVf3DVa40hMN7iFRpJ1JK3GqIjLGPkHseB9M/m9HGsNOYdpYdk1/nyIx0oriBVW1/zlRhMytaP4Np5ylZw7i1GDljEJcaZmHTreyY+DqS2g+iWB2mL3oDEbeXw9lHKFtTCFQMK4kjbdqDZ+LTWzmQunfG9ccLr7C46UPsnvp23T4h6IteT6q0i+bASXQGz6M/dSc5Y4AW/3omi7WoXlW4aY5+FF1YdAUvwMFEFAW7p75LzLucRfEPkqnsI189RMjdh19vJ1s5wHjhJaBW/2ws/zy90etQhRtbGhTNUfyuOeSrA8R8SxDiV/+QAx3rUd1hrHIazRvDrhaIh+YgJZQmt5MbeBQAq2yQ2nUn8aW3ktx1JwiV1rWfns7CeiyliS3El96O4xizjqmeKOK4yHFPfAnVUoLQ3AtRXX6s0iTe5hVo/k52HbiAx+8xgFqswcrTfZx3dS/z+2DthZ3TKqLCmUEK+ysU6y/m6Ho/waUe8pXDJMpbOJR5AClteqr/h7u+kuGkc4JoLoUXHszS0uniktubeOqeFIvW+MinTC59X5zEuInbo9C7xMPACdQ7/pBKy0g7vpMlF1ypk01ZNHXoLFztR0pJPmPz0I+mOO+6GMWczetPz1wRLV8foJSzaO50seOV2Sq9Ys5BSoP5y30EzlARiiCbNpkaMXnhgSzlks1JZwW5/S9akabgrq9NYJmStm4XN/5pC5kpE9sGx4a7vzbBRbfFOfPyCI/fdVT12L3QzdihmlDNZyyirtk2BSFqQkIRguSYSUvXH25KjoZweI9QtUpUrCTF6ihBdxdx7woyxj5s5+gyWxE6bYEzGCu8xEzXlNqLsy96I5vG/j+qdgYAr9bCgvjtWE6RUrW2fI54FiNQSVd2MZx7HE+sibI1RdS7lLh3JcnyNqQ0afatp2wmOd4Fpj14BvuTP5k2XIPkYPpe5sdupmRO4NNrhvDJ4ms0+VazvOVT2LKKrnUxmn2EodKr+PR2+qLXkixtpTWwnibfatKV3SjChWGlOFjaQsA1h6j36GrAq7US9syjXJ3A7+okZxykxb+eQnWIkHsuNTXUr0YIBZdnIfmtKUZ/lmfeF8KYla1Y5QSliW2z2jtWhciCq9H9LeQPv4AnOm9WG93fijs2j2ruUL0Wed24KxSiC6/GyBwi3Hcp1dwQrvBcNG8M1R0lvfc+zMJh3JE+gt1nk8lEeOq+mQJm20sl1p0bor1jkmo+j8sXQ3UFCMzzsODP2iiNVFE0gbfbjfCZTBQPsD/54+nzrYqgqcNFLmmxY0PthZwcMzm4s8xFt0QJhlXu/UYtEC4YVTENyatPZnnfn7Xx6uPZ6dWDokLPQh87XiqxdL2fqdEqz/0iw9lXR3nhwTS5lE28XeeqDzXz069MoKiCc6+Nkpo0KeVsVp7pR1UVnr43TaxNo6ldp3icTt/jU5AStr1SwBdQUVW47ANx7vvW1HTA27P3Z/jI/9PO3d+exDJrYxsfqnLP1ye58sNxJodNXn2iJpRUBboXubniQ3FKOYdwXGNkwOC1J2vHxw5VWX9hiN2vFzmi+RUClq33kxgz6VvqJZ+18fgtQtE/zNfkH+Zdv8dwpEXJHMOlhVAVnWyln6I5SkfwXNqD53I4+zDN/pMJuXsxrPSMgvLHUqgeJuyex1RpIwBla5JC9RB+vYOAq4sVrZ+hbE3hUkP0RK6matXUP4pwEfcupz911LUzUdrC8tZP4lajGPZRnbVLCc3YPoItq1hOCVUcnWlV7QLpyi5afOs4lLmbVHkHAEVzmB2T32BZyycYzj3BVGkTAdccDCtFZ+g80pU9jOWfZ074IkCwovXTFKsjZCr7iXmXEvOtIFPZR9SzGI8WRdeafmWQky0lh8rjpO1hTGnQeVI3yv0Ke/7aYdmXFpDNDtVWEpXjDNyKSu7gU2jeGLqvGaucwBNbQCVVj/BWNGKLb2Ls1X/CMfJEF1yFovsAge5vwaykqeYGam6qgTbyh5/HqeZpXfsZzMJhQBDoPJXEtu/jtHwae3aANEZZUhx9FV/LSqpOFUX14g534mrScTUdnfmWzCRTxU2EXAuZF7+OsjmF8OZYtDrAk/cc/by8AYXzrosx3F8hNWlxxhURpkaq08IDagFzN32qlcP9FZCS7kVe0lNVlq7zMzlcpZCxKWRtnrwnxeozA/gCKrYlkQKqRs3G8ugdScJxDY9PQSC440vj2DaMHTK46iNNjA4Y08KnvcdFuEklGNE45cIQLV0uBndXeOyOFCtODaIo8PwDmdp95h3y6dnG4kLGIRA+aptRVMF3/q4W/CgEnHJRmN2vH71Ht1eAhEtvjzO0r4KqCZac7EcISWrCpH9biYtuiVM1bP5QX5N/mHf9HsF2qtiyiiNNtk98mbJVq0MQ9Swh6OpmT+J7rG77Am41jC0rHEjdAwgWxm9nsvQ6R2f1gph3BYpQaQ2cRlvwDBxpogoXFSsNqCTL2xnOPVFvrbEwfhuK4gYJPZErmCi8OmNsEpuCMcKylk/W1UQHCbn7iHgW4tWa6wZupq+vChcRzyLcWpS5kavwaM241SjjhRcw7Ny0YDjav4XllACBQOVA6mh+pBb/etoCZ6ApAVa2/jmDmfunPa1S5e3Evavoi16PLQ1C7vk40sa0KujabKM0QH9piIfT/86+Si3NtV8J8Im/+ws6d8UAjVDPOThmkclNA9OR1pq/FenYONUc1WqOcO+F2EYOT3wxwZ7zkValFn1dyRBsX1cr/2mVQHNTnNiKN7aQ9L77iC+9FbOUoJLcC0IlPP8KULRpG4aRGQDAzW465nYxOnhUQnj8CpFIBn/TqdiVFEZiCG/z8hkOC8c8UDxaGx3Bs9ky9o9ILHQlyJyF/4TmEtP5ks64PMITdyXrL/Ga6+oZl0cIxVRyKZvOXhcjA1We+Xm69mJX4OVHc1x0S4z7vz3FhTfHcblr6juj7LDh8dpM/Nxro2SmTBQVvH4Vo+yQTVpEmz3kMzZ2/X3u9deExWXvjyMlaLog2qxRLjrc960plq3389idKbLJ2nMYH6qyYKWXhat9jA0aBMIqzR36jIhoIUB3C5z6NaItGs3ttZoQlimREra/kuey9zdx779OIiUsWx/guV9myKUsbviTFl58OMtPv1L7/c1d7KGly8VT9yS58fYAhmJQHUhhHEygNwVw9cXwzvudzQf6pmkIh3eJIzEFpl1ASmtaMACkK7uJ+1YyP3oLDiYBVze7pr5RPyoZyT3NwvjtZCv9SGxaA6ehKX7Gcs8S96/mYOqeugeQoCt0AUHX3GnBUOvBYjDzAAua3ofjWLjVSC1C+DiO2Cf8Whdx30qK1RG2jP8Ty1o+zp7E96naWRThoi96PSH3PGzH4HD2USpWgjmhS5HYNPvXkjMG0BQ/ljNT1yyESrP/JPYn75ixf7L4Kqvb/oKqnUNVXNOC4QjJ8lbaQ2exY+KrtPpPpSWwHomJx2lGVwNo6lG35IxpMW4enBYMAEWnwOOF+7gu1MX460/gDs8luvgm2k75PFY5gaJ5UfUg0qkSW3Iz0rFRXEES235Qy4kEuEJzCHafgyvYSf7QU1Szg9P9N5/8aVTVRXz5B1BUN/7O04ktuQWkjeIKY1dStKz5EzL7H6ivNMCceporbljOi8+0sX+7Q8dcjYtv0vDr/VTTtZrS+cMvoOvt5A5CYFEHauDoKs2jx2kPnMauxDenXZJNJ89U6O8577rP89idtdWDY8tpwXCETc/lWH1GkL1bilz+wSZ++b0pvIGZxlxFEdz6uTZ2vlogn7E555ooLz2SwTYly04J4PYKQhGNmz7VyuDuMl6/ij+k4PYqM1ZEa88P8/CPExjlo2MIhFXOuz5KNmnh8SnTguEI+7eVufLDTXT2ubnzyxNc8r44T96dIpOwcLkFZ10VJTVWpXO+hwtujGGZksE9FS64KUYha6GqtdVJIWdz4c2xaVvFzlcLnH1NlBceyjA6cNTAP7inwvwVPjY+kyeRCnCgv0rAVvDsTWDfvx1Xd5TmT56Ft/ftxUG912kIh98glUqFs88+G8MwsCyLG2+8kb/5m78BwHGqSGnjViM4cmDGeXHfKnQ1iOWUKRiH0ZUgx+rUi+YI+5I/YknzRzmcfRzDSuEoFjHfciYKLx3jGiqZKm6kxb+ensiVTBZemxZChp1GoCCEgkCjO3wpOya/Nn0NRejoqp+t4//IspZPsm3inwFwq1FyxiCtgVPRFB81YfUkhCTjhZfx6i30hC9H4rAn8V26w1dQrI7QF72Wfcfow6OexXi1Fkx7tisnQM44wHDuSRY1ffiEx488jYniKwTcc+hP3sWi5g9yaPKX+F2dtAfPJOpdTMWxSFuz8zkdqg5QtiNIq0wluZuJV/+RjjP/G6o7jFkYIzvwOMHus0jv/wXe+GLKU9unBQNANXcYhIJVTs0QDMGe8zFzQ0zt/8X0vlDfJeQyBzBzhwl0nUF6788Rqk5wztn429aQP/wC0jawh/+Fs9at5KLrb0QjQXbvd5gyas/nSMnQxK5vEtY+Qj5ZIXLxkmM+L7WW+8mc6b5ZMA+w6LSDvK99CQO7SviCsycBmiaYs8CN2yco5R265nnoXaoQjKg8e38Go+ygapCeNClkbZaf4icUV3HsMJpLYNsSy5SMD1V56mdHVVgtXTrrLwoRbdZp6dKZHDZRFGYIBoBC1ubIQuhE6kEhINai8cD3a/f2i+9McfkH4nh8KtVKzWvJ7VOJNus88uNxqobk0vfFsW2J7lLw+hVA4cUHU2QSNqoGXX1uzr0uSiCkMTUyu/aEZUpCMZWRUQezKkhYPprXn0SLcKjunsAcyzaEQ4O3jtvt5qmnniIQCGCaJmeeeSaXXXYZp556KhKJInQcaSLE0Y8h6JqLV2tm99S3p/e1Bc5gQew2dk6vHmoxDVU7T9izAK/egu1UcatNZCr7pts0+VYTcHWzbeJfkNKiI3Qupl1gvPAiAVf3tFZq99S3CLsXsKrt84znX0RVPARcXQxmHsCWBiVznPmxWxBCw6WGGM4+TtaY6bmTrfSzuOkjlKojpCq7mCy+iiNNfHobquJmNP8c82O3YksDReiUzQkEChljP369k6J5NBDMozVjOgWqdhZHmgRdc8lXB6ePx7zLUISnnu9Jwa1Ga+2tDOnKHtKV3UwUNrCm46+JqJ30uedxve8qEJId1iAnuZcRVEKIgcen+9R9zRjpfeRHX0VzBQh0n01y1x019ZEnSjEzyPHY5RRS98/Y52tdycRrX56xL3fwUZpWfhgn1E1q78/q2VxtcgOPURrfROv6P8PIDCAAd3gu1dIgdiWJYxwVnNIxKSf24IotQItIEv+4mcDabrTY0ev79A5aAutrwvrId1BpwpiYRyimsOyUAIf2VvAFFUr52qpAUeCqP2oiOWYSb3Px4386GnPi8SmcfVWElx7J0tylougV3F4/lbJkYshkzkI3liF5+udplpzsZ8MTMwX95LCJrilsei7H5e9vopivCYEjHkFHUDWIt7lwewXpKZOOue4Zyf/WnhdicvSYuJ2q5P7vJGju0Ln8A3GG9pv0LfPy+tNZTrkohC+oMme+m2fuT3NgRxnHrqmdLryp5tLbs9hLIWsTa9F56t4U81f6ZtgjAFwewYU3xhjYU2bPxhJnXxMhmYOJuWvpO6mCqQqG9pVJTZpYlqS1y4VZrdXnbu7UCYR+96OrG8Khzqu5F/hF6k5SVpKYFufq2K2sf5txD0IIAoFariPTNDFNc3pmpCou7Lr7oyJ0wu4FZI39NPvXMJC+b0Y/44UXiXgWsSB+O5nKXrxaE1HPMkynyHDuSUZyTxL3rqIzdD7z47cymnuGvDFIxLOQ/tRd0/0czj5Kb/Ramn2nMCd8HlU7j674WNL0senU3FU7T8U4yGj+aJUzVbgx7DSa4uFA8h6a/atnCYeIZxEVK4VLi2BYKUKu+XRHLiZT2UvMsxTDSswweAM0+09mOPs48+I3k6scIFvpJ+TupSN0DtvGvwLA3qkfsqr9cyRLW8kaB4h6lhD1LGbT2N9Pq72Crh46gmfiyCp90es5mL4X08nXVl1Vg/bJffgPPEps2W2cZLjI73wCxRUgOv9KUv0PYmYHCcw5E2lXUYSCUNw4ZmG6FnU5sRtf20nkDz09Y/yu0BysShqhumrV3ISKY1VO6DCguiOo7jB6oB0zf1QQWuUERvoAmf4HEEIh2HMhiubGKs+O/rYqSSLzr4S8B9fcKJZTQeOocNBUF53Bc7HsEpPFDehqgB7+CiIp0vJFqt5DdK4/kytbVnNoj0UhY7P2/BAP/TBBU7uLbHLmC7JSctB0uOz9Uba9lKdvuc6eTaVp47UQcPVHmikXHRRVYBqz7zsU17BN+OE/jBFv0zn7miinXRqeTsoHcOHNMSQOF9wYZ2h/meWn+Fl+aoDJYYM58z0UcxZmZXYwaTCi4fIqtHW7GR+q0rfMhy+kUMo5PHlPGseRXHxLnB0bCgwfMJgaNVm4ysv9356imK/FSAwfMLjwJj9GyeHgrjJur8IFN8XonKvTv73M5ucKXHRLjGd+nplOVvgicPuftfDyT5Mc3FnhjMvDTI2YeHwK1Ypk4rBJZ5+LOfN/t/MzNYQDNcHwk6lvUq1HFaesBD+pp+x+uwLCtm1OPvlk+vv7+dSnPjWdsruWr0gghIrllPDocVoDp+LTW5A4eLQ4flcnBeMwhp2mamcomeOE3fMZzj2JSw1zIHU3sh5slixvxcFEQaM1cBogyBmDs8aTKu2gO3wFm8b+N7Wlg2Bh/P1IbPZMfZeO0DkcTO8i6O4l7l2OZZewnBKj+WfpjVxDT/QybMck6O4lb9TUYXHvSgQK44XnEOj0RK5ACI1t41+mPXgGBXOEvuj17El8f3ocftccVOHCq7fQn7yzdj3fKorVYYrVESQWTb7VhD0LOJC8m5B7PoviH6JipchXh2jyrZ72yspXD9ESWA/U0q379HZK5hgqGkbmANl99+NpWoJTyZHe9/PaAMpJJjZ+nda1n2bi9a+g+ZqZ2vxvaJ4Yga7TKY1vwhXqppobwiyO428/GX/HKRTHXkPRfYR7L0YikfklhDu+QDn3c6zyCKoeRPM1Y5WOqrIUVxC7WsAqjhHsOp3i+GY8sQVIu0ppcjvSKiOtCoG5F+CJ9iKtCq5gO4XDM5P9+VpWUUnswe1djjhnM6l92wlWzgZ9PsHWJgAi3gV49Q/THbkMVejkk7C/+n+o2jkwIc0u5vRdQ4+4nGiTiw2P55gaNWulQY95uetuwdlXRbEsmBq1WLAiSDFvs2PD0Ze6lLVCPyefG2T/thLLTjla3Adg8RovLz+cZd/Wmjv25IjJz785yYe+2MG85bXZeziu4Q8pHNpTYceGIpYpWXV6gEzCorXbxUuPZkiOWZx9dYSmdp3EWE0FpLsE510f5am7UxzYWYvLUDW46U9befhHyWlX18E9FS69Pc7IQQNVhR0bihTrqyaj7BCMqDx5T4oFq3ycd30URC0N+KtP5jncX8HlEZSLzrRgOMKzv8zS1KFz3cebCUZVBndVZhQnWnVGgFMuksxdPDuS/HeFhnAAfpG6c1owHKEqq/widefbFg6qqrJlyxYymQzXXXcdO3bsYPny5diOiUBQsaaQ0mai8AoThVeYG7maBfHbKZnj5I0BWvxrcalhLFnG7+qcnn070pwWDEdIl3fRG72O4ewTLG7+CJny7lnj8entDGTu46ink2R/8g6Wtnycip0kU9nHqrbPM5F/mUOZh/HqzcwJX4Qq3OSqA+SNQyyI34ZHi6MqHlShU6yOYcsSpl1AUVxU7SxIjcXNH+BA6l4qVoJm33qWt/wp+eohNMWLaZeoWGl6wpczkPkleWOAUnWcBfFbGco+gio8tPhPASQhTy8uNUiytJWD6Z9hywpx36rpaGmo5cIaSP8SVXERdPdgOSUCaifZ8ZqKJdh9Lunddx33NCRmcYLmkz+FY5ZwhXpwR+ZiFsYpjL5G0/LbyRx4BKs0SfbgY8SXvQ9PbCHWkfoLsVM4dIekMqYSWfMhXK026ZcVYutuITfwKJXUflzhXuJLbyE78DjucA9mcQpv8zJyA08gVBfRhddQnNxOqPdSVHeQidf+BagFyzWt/CMy/Q8g7SrB7rOo5kfwxBZhy1E8sT4KoxuYeO1faFnzeTL9OpH5tQp5bi2MW6v9P+N6hWp5prpnpPQQqxaeQ3JI5eCO2ot737YSp10c5umf12wG51xdMzgfUT8JATd9qgVFZdorCGq5j3S3wshBg9MuDRGKqux6vZZFde15YX70jzNTo9gWTB6ukpyoEmnS6d+eRzqSRWv8XHxLjAM7y2QStWSAx6qenv9lhps/3UJizMLjE4RiGsMHKtOC4UjfT96TYtl6P1tfPCqkBnaVufaPmwlGVB7+0dEkg68/lePiW+Nsfj7Pvi0lijmb866P8sKDGVo6dNrnujm4o4xtzl61GGWnpu4aqTK83+CFhzIzjm99scCydX4mRwxaOn83A+kawgFIvUFq7jfa/1aIRCKce+65PPLIIyxdtqSeOchGHhdkVrXzJEvbpnXsOeMgEfciOoLnka0etSecyLvIpUaw7AKWU8J2Knj1VlxquPayppaPqD14JmNj/9/0ti0rSGw0xYuuBLClwWj+uXpqDiiZY+xL/Ih5sRuZKm2mJ3wFB1L3EPUuIVcZZF7sejTVg2nmiHqXogidQnWEbGUfQfdcOkPnczB1L35XG7umvgUIHGkS9S6hUB0iU9lPe/BMXGoIKU1U4WVB/HZcip+KlWT75Nc4Isg0xc/c6NUcSN1FsrSVebGbOZKDSWJj2Em6/BfTFjiNnvBVKGUHPdBRS6MtLRRXAMozP1OhunEFOrDNEv72tSR3/JDoousRikZy5x0Eu89CdUdwR/uopA5QmtiMv20t/rZTsQsalZFaLqHSIYm7DaqToIh2QnMvJrbkFkpTOxl/7V/wRPpwR+chHYvMvnr9KrNIYtv3aT7pE2ieCIntP5weVyW5G7MwSsuaT1Ice4380AuE511KYeRljPR+hKIT7rsII3OISnIz5Z3deNvduP0z3Xl114mixgXG7goR6ad3iYetLxWpFB3Gh6pcdHOMvVuK2JacFgxQWyVseDzHgpU+9m4+GpjZ1uMiOVZL963rClMjVXoWefAFVBzJLK8nAM0tiDTpjA4YtUyusdp3OZ2waOnSAcmy9f4ZsReaLkiMWbz6VJZbPtXKt/9ulPOui3I8yXGTpetmpq1XVMErj2XpXuBm4WofU6P1OhOG5KEfJbj1s614AyrJcYPEuEkwrDI+VGX5qQHcHkE4rs2yk5xyUZhXHsvi9igsW+/H61dnBfZZliSTsBrC4XeZmBYndYKU3bG3mbJ7amoKXdeJRCKUy2WeeOIJ/uqv/gqQ2LKKqsz+0ni1JkbzM3XbGWMv3ZHLCLn7GOEpAIrVEWLe5VhOiWb/GhxpE3L3sjfxI7rC57M/+RMWNr2f+bHbkJiYdhEhVBxp0ew7hSbfCgBUpZaKYqr4Op2h8wm5e9kx+a8zri9x6uedjFuL0+Jfj09vJe5dgRAqE4UNJEqbiXtXoSj6tGDJGv14tRa6wheiCG1G6u9W/3psaRD2LMSvt2E7BlUnB0LiUgKM5p+jYA5zbIS25RSxnGJdqJUx7RxerbmmxkJhcdNHkDhsHf8nHFllTugi2vrOpDC6gcz+B4kuvJrJTf823afqa8YV6qIw/CJG5gD+9rW0rv9zbCNXD1QbJX/4eTRvHNUdwduyCt3fQmrPvaT33kvH6f8b/yIN/zwT78LXKSUfR20JIuXtgMPExq9hV2oz8XJiJ5q/9YQpOCqJXZSTewj3XUJq10+nvaJsI4t0LNx1weJYFYz0fjRvE6HeC5C2SWDOGYDC1P4q1XR1lnAI+3pwq7F6vqsaXeIKkj8XGKNTrP1sK0P9BulJi90biwQiKusvCDF6gqyrxZzN+ddHGRs0yKVtuua7ufR9cbIpi9MuDdG/o0zLHDfbX67Vhh4fMrjghhgP/ODob2veMi8ej8C2BNmkhaoJBveU6d9eE7L+kMr1n2hm1RlBdLfCvi0lmtp1Tr8sTCZp8oH/1IZhSDw+ZUbW1yMsWetncO/RGtdCwPzlXn75/SJjg1Xe9+etpKcsdr9eRFFrxu6xQYOh/QZnXhnhka9MUKkn8hvcU+GsqyJ4AnDzp1t57akc5aLNmrOD9G8vsWdTTUhue6nAJbfFeeAHCdxegW2B2yMol2qR2b+r/O6O/B3k6titM2wOAC7h4uq3mbJ7bGyMD33oQ9i2jeM43HzzzVx55ZVIKVGFCxDoanDGOd4TVEqDmi7dq7US864gVd7OeOElFsTeh+kU6/mPJJriZUnzx1DQ0cJ+poqbaAmsp2gMYTkVgu5upHRoD57GeOFFDCtDS2DtjDgDlxqhN3rNjKC02v4wflcXuya+xaLmD2DYKSYKG1AVnUSpVukt7JmdC6psTaIrATKVvfRFr6/fYyuThdeYKr0+3a47fDmJ0hbcWoTO0Pk1QWDPzsFjO5WaMd8uE3D14NM7au611QNU7TweLUqTbxVjhRcYzD6AHgvRuu7PMQvDqO4Irev/nGrmIIruwx3pZXLTN6ZTXlSSewnMOQvNGyOx9bsgFMJ9F+NvXw/SITf4BIXhF2oDESq2OUbXbR0Y+Y3khus5qKo5Jjb+A61rPzMtGI5g5ofRfM1Uc0Mz9qvuII5ZIj/0LL62NRRHNwC1cqZC0UjuuhOnmscV7iGy8Go0d4TEjh9PB+y5In30fOqjCDH7hW7aJZY0f4xMeS8FY5hIcS3WM3MwRmvnGq8VuPKDTRQLNqoi2PxCnlBUI9o8e7a85pwgv/juFOsuCKHptQR7A7vLNLXplAoOvqCKlDanXhJmz8YiB3dWWLrWz7Ufa6ZSdvAHFRwHinmHWKtOJmExf6WPTcdkmS3mbDY8nmXF6UFGDlRYts5PJmlx579McPplYUoFG0UVnHF5hB2vFLnwphgvPpShXHToW+6lZ5EHKaGpTUdK6FnkYffGo9+jgzvLLFrjZcVpASxTomnw4kNZNJegUnIIxzQqxaPP8ZXHspx/fZSn701w/g0xvH7B0z/PzEhZblYlliW54RPNjB+uEghrdPS6KeUsbFsyNValuX1mSYDfBRrCgaNG53faW2nlypVs3rx5etuRNpZTQUiBInQMO4MidFxqsJ5QzkXOOEjUs5R0Zdf0eTVD7QjF6hia4mVe7EY0ESTg7iBZ2o5Pb6NkjmE5ZfpTd9ETvpz9yZ+wtPkTVK0splMk4OpiqrCRlsDa6QC2OeGLZ5X1rNoZXOqRuIram6E2u+8GbBY1f4i8cZCJ4gZC7l6Spe3H3fXR86b3CEHUu5SKmcTnakFKe4ZgABjOPU5P5AoG0vfTETyXZHkHc8IXMZAemdG3V2/FtPN0hs5jqvQ6LiXEhPnKjOfVFjiNiGcRmcpexgov0BJYhF3JIm0DhIbqawPHxKpkj+ZCqlM4/ALRRdfV7kHaZA88jDvUjeZrpjRRK4kqVDdtp3wBu5zE0XeghVRCcy8gN/hU/d4lUs5O8VBJ7ad13ecoT26bXh2o7giK5sMxi9iKhrd5ZW2/J0p0wVVMbv4msUXXk9j+71Szhwj3XUK2/6EZNbOrmYOYud3Y+iLUnIInFAMgXd7HlrF/wHTyuNUoi9Jf5PCXLOQxOnRttZ/Xns3Tv6PMuvND9G8rc3BnmQtvjHLDn7Tw8iO1pHcnnxsiOWGSnLB48p40K0/34wuoDO4uIx146eEslZJDz2IPp14U5ozLI4wOTGCakkrZ5vD+Ci6PMm2wVtVa6op8ZvZzGjlYpa27ytoLwmx5Pk8ha3HqJWGMiuQHfz/O+7/QRjCqcs51UZCS2/6sFcOQICU/+acJpKxlZ0VAtLlWQe4IvoBKatzC7bPx+jTu/dejjgODuytc87Fm7v/2Mc4ECrTPdTF/pQ/LdBg5aE9Hmx+LdCS//H5iOsDQG1A447IIz9yfYeVpAboXeghGFeJt7hPW2Hgv0hAOddaHznzbwuBX4UgbyyqiVAV2vvYDcYW8GGoeicNQ5qHpZHYrWj5L2DOPojlKwNWFaZfw6s0Mpn+B6RRQhIamBNif+hEAncFzCbnnMl54mbI5gVFPvDdeeBEpLdKVPUBtdm45lWkbxPGqnmmkwuq2L5AzBhBCYFgpxgvPE3D14NKCSBwK1SF0xY/f1YFRd7tMlXfQGjiVicLL010FXD2EXAuZLL6CR29if/KO6RXEzOdjIlAAiUeLoSt+itVReqPXMlF4BVXx0he5DlBZ2fZn6EqAgjGMomiMHKeGGy+8Ql/0ejKVvfi0FlLbf4iRqqlzNF8rkZPej2LaSLM0axy1aKyZP/7S5HYCc87CHe6lnNhJbPFN2JU0U9t/gLTK9c+ym/C8y8geeAih6KieGMG555MffGq6n1DvBZjlNG2nfB6zNIVj5JCORbpugwh0nY6neTmK5sKuFkjuvhtplSmOb8TbtIRyYhfSMTHLs1WgSIlRLPLaC0HOudbGF1BJlrZgOrVZuWGnKQb2oQXmYaaPUdV5FfZvK3HWVVGa2vV6hTbJYz9No2pw+xeaUP0JykmTbS8ejT1YuMrPc7/MsPrMAI/deVRldWhPBZdLIRRTuPojzbg8sPm5AnMWeHjimAyptl0zMl/+waZZt9K7xEP/tjIThw0WrvYzb5kH05S8/lTNsL7h8SzrLwzz7H1pDvcbCAGnXRpm5en+eiqMNKkJi7OuipJLWdMR2vNX1JLpvfZkjj/5204evTPJ2vNrRnQhBONDBiMHKsTbdJLjtd/FWVdFkY5g49N5fFdFCERUzrwywn3fOipAdJfA7VNmRJ6XCw6VkkMmYZJLW2x4PMvZ10TY9FyOzl434ZiGP/Tefv2+t0f3e4TjVFFMgTV5TN7/chl3awzLOcTSlk9g2nkcaaMIjaCrl2R5B+nSHjpCZxN2z6fVfwpjhRfw6W0z1DeHc4/TF70eReh49TZEPX5YERqmPPqDPpx9lBWtn53eniy8TkfoHA5nH53epwo3QigMZu6fEVAHsKz5T0gUNxF096KJADljgPnxm8kZB7GcEpnKPvoi17Ok+aMkitsIe/oQKFSdNIpwMZytBZ3VDOC+em6lGkHX3OnI7nzlMEta/pjJwqvkKgfoi96AV2th99R3aA2eyoHU3bQGTqUjeDbZyv4TPG05fS/tymryqaMBhVZpArM4jhJtw+d0o/lbp+MZoObVVBrfPKM33d8CSMILrqSaH8EV7iGz//5pwQBQzQ3hb1+L4grRvPojGOn94NjEl7+/ngNaqQXNVTOMvfJD9EAb4bkXkh18CqF5CHaei691DeWpbWT2/3LG9c3SFJ7o/NpnqvsJdJxKfuiZGW1UTxgj7/D8AwV6Fvto7XJTEceqtQROLEnXF/qo7HJjTmm45vmpeARnXhFhw+NZpIQLbooxcbiKZdksPCVLKvgVCnIngdb5nHPdX3D3V6dqt6PW6kGcaBbdv73E2ddEMasOgYhOU4d+Qo+fXNqmXLBZf0GI15/J4djQOc9N+1z3tDF698YiC1b5qFaOGrW9AYU9G0vTtSRCMY1os84vvpsgPWWx+owgV/2Rn3u+PsmKU/3c8tlWkmMmwwcrvPZkDkWFatVh1RlBXnwwM52nqXepl0VrfPhDKhOHq3TN8xCJa1hWzXbQs9CDqgs0DS6+Ncbgngpev8L8lV5ef2p2AaZqxUF3KYwPVXF7BZWiQyiiMTlsUMrb6K4q4SadSPy9GTDXEA6/NQROrnDcPoksGvVMphaHs49NRwpHvctYHP8QplOiP3UnQ9lHaPKtYmnzx2fNlKEWoRzzriDuW4HtVAFBW/BMdkx87Zir2WjCQ9g9n6zRT9maxLKLzI/dykRxAx4tTsy7lIqVJFcZoNm3Bo8WJ13ZQ6F6GNMpMlF8lfbgOfTFrqFipZHSpjd6PQKBIjRUxYOuBIl6FqGrPixZIVHcSsjTi+XUXqaHs48zL3YT4/kXyVeHiHmXE/Uu5lD6QebFbmas8CxxZyWa8DMnfCmZyj52T30XW5ZpkWsByUThZcLuediyOisRYMSziKB7Lmva/orsS9/ieIRtk7EO4ZV+mlZ8ACMzgJEZwB3uwRXsojS+cbqt7m/FE1+EXckxte27tK79NEJ1YxZmV6+TjknL2s9QTe8nNcNtVhBfdhuKK0Bq108BMPOjJHfeQbjvEjRvE2Ylg5E5iOoKzerX37KK4vhGAp2ngePgb1+LlBaF4ZdQXSHC8y7FqmQ5dLALcMgmqjz7iyxXf3Ydo9S+K3PCFzFRfJUBeR/aMj+dygcZ3LiCmApun0IhW1PvPPLjJKdf7qHrgnuZLL8ybXQo2P00d/Zz2+cWMjFcJdam09LlQtVnq0ia2nUyUyatXS58AYW+pV4mh81ZNozOPje+gMqyU/x09LnJJS3CcY2XHzkaS+H2Kixc5ZtRsW3JmgCP3HFUHbj+ghCP/Dgxndzv5UezGIbDZbfHGdhdoVJ0iLdrlAo6Z1wepnWOi+EDBrmkNSOB38CuMsvW+9n2cgGPV2H/1hTv/0I7mi647o+bmRiu8sx9aZac7MO2JeWCTWrCZO+WEmdcGubQ3pl1MGKtOoWszcrTAxSyNukpi2iLTrxVQyIwypKJwwbjhwzibS6aO95bdomGcPgtIYRy4pIDQqAIN+ny1hkpJNLlneT8axlI3UfVqf1YUuWdBPQeAq7uWVlO/a5OVMVLf/JO+mI3sKjpg1SqCY5VkQRdczGcLGHPAtoCteA0v96G5ZRZ2vTHHEzfx97Ev9MaOI3FzR9hJPckmco+4r5VNPvX4tFiLGv5JDsmvzqtmgLB8pY/JVXaQdDTQ3/yTgw7jVuNsqL1Mwyk76/3sZL24JkM557AckrsS/yQuZFr6I1ej0Ri2XnagqdxOPsIVTtHzLeCscLTDGbvm/0c6yRKW3CkSWf4AgrGEHljkKh3KboaxLBSuFwxvO2rye8fO7YH1GAzXtUhf/BZ8kPPonmbajN8HKSElpM/jZE5gECgh7pAcZHe93OkXaWS3Ic7vhR/x3qyB2bWA/dE5yMQ5IdfBKEAom4bkJjFcVRPbEZ76Zhk+h+g7dS/rAXr7X8eb9NSoguvJT/8EggFX/Ny/J2n4WlailmaxCyOT+efaFrxQfRAG8mdd+PrvZUn76vNrsMxwUi/we5n21hy3p8wkLsXtxqlZI4CNa+vlPIE0dZV0+ksjkXzGqSMbRyvXsMzyYM/ilHKO8xf5eWsqyIc3ldh/grvtLeRpgvWXxhm3+YioWgtid5rT+ZYuMrHNR9t5pE7klSKDq1dLi6+NcbYoQph6eKRHyeplByEgHUXhFh2SoBQXCUYUTErkvnLvZimZPEaP/3bS7R3u8lM1fRFtiWnBcMRtjyfJxjRpiOxTzorSKlgEYyqKApEYirbXjx+sgajAwaqKpg4XOW6jzez9aU8W18o4PIonHZJmAtvjGGUHZKTJmvOCTE1WkXVBH3LPShajNefzuHxKqw6M8iW5/P0LvXiCypEmjRyqZqX1NlXR9j+SpFXH89C/X47czaW6dDec+LMwu8GDeHwW0IRGoRCOKUy0z86IVD8PiTWrHQUANnKAXTVT9XJ0uw7maB7LunyLjpD5+FSQ7WoV2qeRC41PB0gpwgXHjWGrRjEvMvrL80lRDyLcal+Qu4+DmUeoOoUGLXS9TxPLrojF5E19uLXO9mT+N50Herxwov1VUQLFWviGMEAIDmUfZDO4IX0p+6YzryqqwEsp4xXbyHgnoMtK/XrhxkvvEhX6EJS5d0MZGoRy82+kwm551G1cwTdvTR519DkXUnFTqMIncPZR+tV8I5RRbl7Gc+/QH/yTvyuLvqi13Eg9XMq9hS90evJVHYgmvwEuZTioRdR3WF8iy4kpYzT5ixlbKgWQGeVE0y89s+o7jDRRdcxufFr+NvX4gq0Uxp7HVekD8vI0XLyn2KVk1TTe/G3r8WqpCiObEBobiLzr8Ayy+h6gPiSmzFLCRzbQPe3YRbH0f0tqNrMPEwArlAPCIV8PRq6ku7H23oSga7TccwCnvhiUrt/SqBjfT36TJLeU1MpFupCqO2Uv+Qrf+vHsR3WX+CnOTLOX/5tiXzRjZM8hTWdC8mYMzPbCieIpinc8c+T3P75thnBbXs2qFxw2lmMVR6ZOVa7C7db4fRLIuSStYyoLo/g1EvCnHxeaPrlXshaLFzjw+1V2L+9TCiukRg3Gdpf4eRzQrjcgtSkyR1fGufKP2pm20t5Lrktxi++m0BKePWJHKdeHCLarDI2WCXaorPqjABbXizwxN1JbKtmzB4ZqJBL1byXjscXUKkUj0qMzc/n+fAX29n0XJ6XHs5x6qUh5q/0MX5cudWmdp0FK70U8hZjQ1W2PF8TIEbZwTIlLzyYIV0XShufznPedVEWnuRlcsQkHNe45TOtuFxQyDvE22JUKw65lIWiCGJtOq88liU9Zc1YHb3yaI4rP9zEgZ1lygWHvmXvjajqhnD4LSGEguL2ore14RQLIJSaYNAVbKdC2D2f/HHpLiLehUwWXyXmXUlb4HSK5ghCaOya+jZzI1fi1dsAm4qZ5GD6XmolO68D6XAw/XO6I5cS8y4n7JmP41gIagKnZE4AAqMe5Bf8/9n7zzi5rutKH35urpyrcze6GzkHIoMBJMGccxBFSpREyZIVLdvj8fw8wfMf2bItWbYiZYmKFEUxZ1IMIAEwAiRyDg2gc1fON78fqlGNZlO2xzYpeV6tLySq+t46t+res87Ze+21tR4K+mFUKcTM2IdwsRrEcApjlXdoC61Hk2YgII3XTNTDVx6pCY+cwHXrD40oKLQFz2H78N+Q9J1RT64bAwTUDqLeediuieVUSFW2nXb+bUS8c1je9t8RUSmZJziQ+gm2W60rbRK3Y9k19qXqYSKv3EzCt4iKMYxuZ2gOrGag+DLgsLDpDymbg5hOCc2T4GBgE9NWXIoqJxG1CD67CLWpnXXUUBelgTdILPgQhROvUB58A9mXxBOfQ9OyT5Pa8X1sPY8gKiihDuxajujsq3EdE9usIqq18f8vI2lhZEkms/eXmKUhBNlLfN5NxObdSmbvLwAXUQ0S7r0Iu5pGDU/DyB8nMuNy8ocexzbqxF849jyxuTdgVsYQJI3y4OS+G7gOeu4wN396LaIgEPTsBjOPZUMgUED2qeh7Q0gtXZNs04Plq9gx3sc5O2ZyyYcS7H2rRLlQ1/HHhA24Pp2RyssoUpAuz20M7GyhudNm56tFzrk6ymCfTmu3xmi/QVOHyu7XK+hVh3irgl51eeyeFBfeXG+m47ouQ33GJAko1AvR9KrD2y8XuOz2OCDUE7xegWrFRRTrsfumdgXHcRvJ5Rd+leHGP2xm+IROsl2hdZraaAEKsOai8JSq5ZOHdXa+Wp/sixmbzuka7b0aA0fruYs5Z/hIj5i0dKnIisKWJyZXlmtesUEMp7Dl6RyCQMON1hcUufEPm3Fxef7+NC1dGr6gRClvUMhabLghNiX8BHBwe5n5KwM8ds8YH/mztt+JPMTvyeEDgG3bLF++nPb2dh5//DFcTcRxTCxMbLtKvd4hQNgzi/x4ErjZvxpVjNAbvY6KOcyu0W8CLnHfYjrDGziafYjZiY/gOi4hbTqz47fjU1soGyPIoorlVkhXdhLSZow7oWrYmPSN9xfujl5O0ehDEYO0Bc/mYOqnxLwLxvMfU1disughXzuMT2mmN3YdtlPBIycAgbHyOxzN3k9P9BoMO0/NSjNU3ERA7UKTI5PM/6Ke+US9c8jWplp7pCs7kcUAPiXJvrHvN+xBdDs7blH+CeY3fZqaNYoL5GqHaQudhSKEcLCwnCrtofM4nP0VZaMfSfAwI34jsuhhf+GXzIrfxt6Re+gIbSDMUvxtKxs1BVCXqPqaF5M/+lw9fANYlTHGdvyApjM+g63XV3uuY2KVhqml91NL78fbtLhOElaNka3/iGOWCXSsxSgMYJbqIS3XqpLa+WOazvg0zSu/UF8sqAFwwcj3EWhfgzr3Jmyj0CCGUyj0vYi/bSWyvwlRnlo4KQgSzR0memoX2QOP4Bj1CVBUgzQv+yy5cjf3/x+Hiz/xJczo81jiEIWjEdTxCEZm1OLo7grnXhdj71slXn4sxzP3OkybfRFXfupycBWGDnnQKxbFnI4vVM8LHNtXI5KUmbnYN15f4BKMyBzaUSUzUo/lF7MWlZJFe68HRas3HVI0gXWXRJBkAVmutxTdu7VEU0c9F6BqIv6wjCBaWKbIiw9mcF046/IIay8OM9Jv0tatYhkugbBEPm1xzjVRaiWHzKhJsk1h95ulSZXZ0SaZYm588SLVaxPGhkzizQqzl/oQhHoxXt/+GnOX+djxarFRi3EKrjs1qW6bk0NalaLDrtdKLD4zwIKVAV54sE4aG26McWR3haYOlXBcpv+IzuCxOin1zveyaG2QWsVh1QVhyjkLr1+knLexTJdYi4Is//P90d8P/J4cPgB84xvfYO7cuRQKBQRBRBY8WK5L2axPHJKooUkRop45JLyLUeUQfrmdd4b/mpnxWydVTKcrO/ApLahSBMcx8attjJa3IYoqQ6VXydX2IQka0yJXENJ6qBgjqGIISdQ4nLkPxzXGE8ZzEaIStlvjcPp+JNGLLPoYLL6CR44T0nop6Ecbn9sZvghFDHEofV9DHjkzfiuH079suKMW9KPMit9G3LuE/sILBLR2+rKPcTqytT0k/UsIqJ1kq3snvRfxzCRX24coiFN8o2pWGtd1GC5tQRJUZMnPQOElwMWntDIn8REMK8fxynbKRj8AtlvjQOonzG/6FPvH7kEUFCynjChIOLofT3Q6ir8ZPXsUJdiK7Ik2wkCnw7UNnHfJXquZwwSnnYfsjWGVx8gdehJbz+GY42E1fzOl/lffdSe4mKVBsgceIbHwNpxCP7nDTzSOQZBoXv5Z3l0r4tgG/rZVCKIM085Dz/2g8Z4oewEXp5bGKJwYJwYBJbYc17uAcqFEVXUpZGzu/2uNyz98Kz1dCoOWy9wzZHa+WuLwrgrXfjLJG88V2PXaRMHY8QMWmx/ycvxghUVrJHZsKbJgVYBARGTjwzkAcmMWR3ZVmL/Cz76tFd49f1YrDtlRiznLJC75UJzH70lx3rUxNj+RbRjgBSMSN3ymiXLBIhCW6rUPooWmiTz54wkl2VM/TbPhhhjBqESl6PDCgxmyoxMT/tUfT1Ip2jz6Tzk23BRHQODkoRrT5nhZenaQ+75R/11PfbvDx3Usy+XF8QlcVgSu/kQSy4I9b1S47PYE/YdrDYmqxyvi8YnUKhP35tJzQhx4Z3KxZmbExHUh3jKx+rdNl9lLfLgOpIZMVm0IEWmSeemhLPFmhQe+PaFivOIj9aLElx7OkU9ZLD4zwLzlPjpnfLDhpt+Twzg2Fw5yX+Y10laJuBzg5tgazgzN+neft7+/nyeffJI///M/52tf+1rj9Xp9Qf2mc12HI5kHMJ2JBFlAncYZbf+dk/mnp5wzVzsw3pIzwkjpNRzXJuGdycl8PUHq4iKKMtuH/6ZxjCio9Mau5XD6PqbHrkdAw3Ed0pXdxH0LiHrnUTYHyFTrRW0dobpHke1aiIJMurKToNbZIAZZ9KJbuQYxNK638AIJ3zKaA8sx7NKU9wEsp4osegmonZSMk0A9WR72zCTCHGDyKklAZHrsRvL6AWynRsQ3i5qVaXx/FXOIE/ln6ApfxsDQi7wbupVlTvKjjXyFJkUploqEIrOoZXbia1mK65jU0vsQ1SCCpNUL5k6D7I0SmXU1pZOb0SLTUIOdOK6AY5Qonny5Hg4a3VEfr6QhqgE8iQXUUpOFA0qglWDnmVRSB1D9zRPEAODaFPpewJOYP+m4yPSLscpjZI88iT+5mJZVX6Y6tgtR9qJFp5Peex9+wNZLIEgIHV/k+acTHNlj0TpN5qJbZGYs8XDGlV6G3nH4yVM5zrwkjGLDtZ9M4vWJbHwog21P3THWKg6aR+TVp3OsvqhutX3z55qYudjXCNEsWBXAsV3mnOFj39YJEhVFiDcrBMJBBo8aHN5d4ebPN9O3v8bKC8KIYv3zHMfl4I4KsgIbH67vzgQBLrsjgT802bPo2L4qi9YFSA+bDWKAer7kjV8XmHuGj3Ovi+EPSnTN8hCOy7T3avQfrhEIy+TTFrYNqipwcHuF6Qt8bLgxhm25NHeqPH9/mnOuiqJ5RV54MDNe5+AiiALRJpkbPtPEji0lxgYMFqwK0NylNuovTmHWEh+lnNUIcwlCXW7bPdfDD/73YINAo00yV30syY++MjTp+GfuTbPusgjH99fDTy8/kqNWcUi2Snj8H5xP0we/V/kdxObCQe4ee4mUVcIFUlaJu8deYnPh4L947L+EL3zhC3z1q19FFN814b3LOO8UMQTVbmbEbqbJfwb52mGC2rQp5wypvbQFzyGvH2G49BoR7+xJ78d9ixgpvjbpNcc1sB2DOYmPoclxRsuvokh+usKXUDOzDBU3U6jVdwox73w8coxUZQdl/SSK6Me0ig0pKtQJTXwP87963+pRDmd+ScjTS8QzZ9L7qhQi6p3PWPkdwtpsFjZ/noXNf0jUO59dI9/k7aGvUDJOnGaqBx3hCxkobuRY9lGytX0czvwSw84R9Ux0QstW9+K6Jh45OWVMLi6mXcZySjT7VxPxzsZIDlAbDmPVSliVMSy9SKBjHVYtS2TGZZOOD3afh6WXkdQA4emXoUVnkj34CK5dqSuTAD13FE9iLv62lURmXEZ54A1kT4jEwtsR1bpFSnDauRRPbqaWPUygbRXOaXUSp2AbBcK9F+JrXoIa7iY66yrM8ihG8QTB1uWUBl+tq6QEkVr2CMNv/SPBjnUUVfC3LkdpuoDHf1EnBoCh4xa/+MYw66+NsmdzhVcez5NPWxw7UGXgiE4+Y3Jsf40ju2tMXzC1/0DXbA/DJwwM3UWS6z2ZLaseCumaVY9LqZrI4FGdFeeFmL/SjyjWJ74b/7CZlx/LMHLCYN+2Ekf3VNGrNs0dKq8/l+eFBzK88ECG15/L09SucmjHRCzedesOq0vOnGyiF4rLHN5VQa9N3llCPYSleusr+2hSrhPEbA+xZpmWLpUV54dYd2mEhWsCxFoUrv5EEs0rcHx/lURSIlTJsWxJvf/1OVdH0asOLzyQGc8n1HtR791apmu2xkW3xOiaqVGr2Ky/JoqiCciKwNqLw0SbFUJRhVefyhMIS1z3qSaaOmSe/tlkp9nsqEUhMzX3ZRrulMDutpeKFEYtqgdHp/z9+4Xf7xyA+zKvYbiTfyTDtbgv89q/a/fwxBNP0NTUxBlnnMHGjRsnvScKMpoUQbfzDS3h9Oj1VMxRjmYfxCPH6Y1dj0fsJKh0UzT7ANDkOAG1g+3DX6U9dF696Y9doGqO4JHj1Kw0AlPDMlD3JUJy2DH8t43XNClKW+gcBvIbSYaXkasdIOqdP6kxz0j5DWYnP4IsesdDOWC7OrLoRRa9k0ijNXgWAiIRbQ5VY4QZsZsYLm1hrPIOQbWTmG8hO4f/gflNdzV6aJt2HkWqO8ZqUphsdTfNgbUsbfljanYGWfByMj9ZOTNa3kpv9JpG7iKkzaBsDjA7cTu7Rv6hUfndHFg93kSol4hnNq3B9fjVJoJaF7WAgZ2+EKvahytUKQ+/TaB1BbljzxObd1O9+Y/sRY30YOZP4NoGSqCNwrFfE5tzPaInhuI7hG4Uqab2klh8J1YlTfbAeIFi5iDloW00n/EZbKuCa+mNhkGpXfeQWHg7hb7nJ11XqGs9o29/By3UgeyNkT/2axyzQnT2NWQPPUZ05lUIkoJZHkUQRGKzr0byxDioHMcj2nT6z2F0YPK9rFddsjkDy6rPTJpXYPkVWSrD7WgemeMHq9g2HN5ZZcONMXa9VkIUYeGaIPu2lnFdaOlSyYyYLFg9EdpYf00Eo+aQT9s8/bMMay4KseaSEGsvieC6Lg99d4TMqM3x/Trrr44yctJEUUWOH6hNygdUSw5DfQa1yuRdZrXk4PFNLKpUj0DXDA+Hd1YIRqZOXfNW+NnyZJ38dr1WYsHqAP2Ha6y9NMyTP0mz7JwgvQs0QhE/hu6QS9msWOfBc6CP8j89j2U7TOuIwvVncajP5ZbPt5AdqzvOyorIvV+fCHF5AyJ3/GkLHp+EJBvc+V/bsG0Xx3aQVZHBYzqX3BYnGJF59IdjbLg+1qglOR2aV2zkYk4hkpSnOLx6fCJOpsToTzaR/NSZ+Oa2TDnXfzR+a+QgCEIn8BOgBXCAu13X/YYgCDHgl0A30Afc6Lpu9jed5z8CaWuq3vmfe/1fiy1btvDYY4/x1FNPUavVKBQK3HbbbfzsZz9DEjVcXCTRg0iBaZErqZjDDJXqxm4Vc5jdI99iUcsXmC1cR62pSsUcqdcIpO8FYLi4hWWtf0audpCgt5ekfzmDhZcpGidoD53PgdOa6whIRDwzJyWHoZ7s9cgJemPXo0lhOkIXTLK/gHrxnGkVMIXqeA7kFWyniuOaLGz+HLnqIXQ7Q0BtRxaDOG6VodIrFPRjhD0zmBm9Bce1672vU3Vb6qPZh+gInYdHjjFafp1MdU/j8zpCG7CdGgIikuBBECTaQ+cyVNz8nnYfQbWH7shl6HYe17VZ3PwlalYaw8lTqPVRs1J0hS9Gwj/eTOgkmhRFMIJkjv6cYGImnsRcZH+Cse3/RPOyP6CWOYAoeZA8MVI7f4xVTeNaVUI9FxKeeQWj276FY1ZILPgQev44uDZGoX9SghvAtXUsPUfh6POoofbG645RwjbKxBfeTvH4RhyrRrhnA0qoo15PkTmt8lsQEQSpTk7BNsbeubux66iM7iC+8HYMvwdZ9iH6k8jKSKPZzSkMqWOcvOQgy5KLCIkmZflVho9fyatPpbjolrr78NG9VfqP1FiwOsCSMwM8/bMUQ8dNuud4mLvcT7FgISJz/z+O4DgQa5a58s4kriMgCPDaswU8fomXHpr8uDp2Pf5+1hVRdmwpNUjqdKSGDPwhifTwBLE1tSsk2xTOvz6KxyeheQWe/lmac6+NsfuNIhfdEueN5/NUS3XvJ9tyyafrx+dSFppHpG9/jVmLfdiWyyuP5eCxuq/TtZ9qwq85yNuPUHvtINh1srL7swTKeUQxhD8kcniXiVFzOX5w8i6vWnIo5x0e+f4Yi9cFOLi9giDCnjfLzFvuZ/OTOW76XDO/+tYIetVlx6tFFq8LsOWpCQmrINSbKl1wU5xXn8rVGxx1qFx2R5wnfjzZ82vDDTEqdz+Nk69SOzT6/zY5ABbwR67rvi0IQhDYJgjCr4GPAC+4rvtXgiD8F+C/AH/6fg4kLgdIvQcRxOXAe/z1vx5f+cpX+MpX6r0TNm7cyN/+7d/ys5/V/ZAcx8J2dEy7iO3UaPevYOvA/3jXGVzKxklKXhfBEsflqhOQRR+52iFEUWXn8NfoDF+I67rMjN+EhI95ybsYLr2GKtUVSSVjuCFlPB2Glav7ManTCGvTpxTY1UficjL/JI5TI+FfhiSo9BdexKWeJJ8Rv5E9o99jRvwmjmYeatRg5GuH2D32LRK+ZQ0lFkDZ6Mcrt2C5lUnEADBQeIklrX9CUT/Kseyj2G4Nr9zMzPitHEz9HBeLlsBaNDnGjNgteOQY24f/rpHf6AidP656asWv1l1ca9YYun2YI+PkmPQtY1rkCtxSH9lU3S6j5cz/TtOqLzC27buYxQGSS+/CqoyihbsIdqxFCbRiFPrHW73Wjflyh58kNuc6ECS0cCflocmGggC2USLUfS6pPT8/7VUByRfDsE2SS+8Cx2bk7e8Q7DyTyMzLJ3o+UM85lAbfRFLDWNX0lHBU7tDjXLj2v6KFO6l5LdZfE53kYzT3XJVdoV3sso8zf+k0wmMubmoVW56s54+2by5y8YfibN9UpFZ1SLbIKO8c4MrOKu4ZUXzT/Yw5Ml6/yEPfm6hEz4xYbH4ix/prIlz18QSbHs/jOu6UHg7JNgV/SOJX3xpFVgTOvjLC4Z2Tr2H+GhHJUyU9JFIuOjR1KKw4L8yvvj3aqL+45hNJ1l0aIRQVWHdZhNSgyUU3x/EFRZ7+WYrhE5MXDqfURScO1Vh/TYSnf5Yh3qJw0S1RDB2eeaBArRpn9Tln0zl2DPv1OiHLtoWhuwwdN5i+wMfxAxVMYyqhWWZdLXX6hA+wcE0A03AZ7TfQq+NjOKiz/LwQay4K8c7mEv6QxPqro5i6w6tPZbn4QwlwXRRVxDRsrvhogsGjOqWCTddMD9HBPir5+ndmjZZwLBtRnhrW/Y/Eb40cXNcdAobG/78oCMI+oB24Clg//mc/BjbyPpPDzbE13D320qTQkirI3Bxb8759puVWqY33kLBdg8HiRjQ52njtFEQUSk4/mhDBIyepnWYT0RG+gL7co3iUJNNjN3E4cx/TY9dxKP0LZsU/hCpF6AhtwHTK7Bn9HtNjN9AaPIvjuScb5xCQ8KsdHBl5gJbAWpoDZ9EZvmC8Mc/4GASFoDYNTQpTsvOTdhYeKUbBOMresX9iXvKT1OxUgxhOoWalx51eJxD3LWak9CqB98ipuNjg2uO7nPrDVbVG6M8/X/eQEmU0Kcbu0W/SFb6E47knJiW++wsvMD12I6ZTpC9X9ykaLm2hK3wJPZGr6S+8wFjlbQJaN7HFt5B949v4Zl3AgPUaXjuKWRxACbZjFAfJH55wrVWCbXgT8xl+8+vE599Kasc9WNU0mX3342teglEeJtx9Ppn9E3bnohpAC03DdW2iM69AECRKg2/gTcwjv/9h9HwflfA0ojOvxCoPkz/yNImFtxGb/yEk2YNjVSkNvoltlGhadhdm5T1M96jngAA8HplFa/209qicSOdxQgb74wfY4fQBMBIcY7E0k5MHDVafLbJ2aQahkIZAhOglbcSaI1g/ehHzRH31r01PoIam06KWOKBPNck7trfKwjUBho4ZrLkoRDFnc9HNcd56qcDQMZ3e+V7OvyHCsT063XM89Mz1EgjLrLsszFsvFBAEOOtqL/7eNxm1n+CyP70En7OQ49v9PHNvqlHXAHBwR4W1F4fJZywe+OZoY3fU3KnS3uuZRA4en9gQfCXbVZo7VC79cJzEeA3GA9+eCBE987jFZVf10Oo/jlMzGSx72PxkfcKfu9zHmosjBMIyz/4iQ6xZoXuOh2LOolq2ueTDCbZvKnBsX43cmMW02R6yo/VxqJrArCU+Dm6vJ+kf+u4Yi9b6ue1LLWg+kQe+PcK6SyPMWxHgiR+lKOXrpPDrX2bonqNxxcfjyAcHGfna45yulfPMaX7fiQF+R3IOgiB0A0uBN4DmceLAdd0hQRDes8GBIAh3AXcBdHV1/bs+/1Re4f1QK53C+vXrWb9+PVBf0Zj2ZKOu4eKrzE1+dLzRTv2uDqrT8KltDBRfpGqm6I5egSz6qJqjeJQEY+VtmE4JUy8xLXwZTf6V+JV2usIXMVJ+k8HCS8S9i0AQ0O0s+8b+iemxG+mNXstQaQuaFKE5sIqKOUZLYB0+pRnHrScFZyfuIFvdiyz6CGo9GHaR7sgV7Bn9Hi71JzaszUAQZWTRj0dKguCiSVO7c4GAT2lDFBQc1ySkTacteA57R/+JqG/BpGrv+nln4uA0vodTKJsDSKLGcOk1pkUuRZNihD0zOfEeii5nvNDu1GdC3dOpN3YtHeHzKep95GsHaYmsQPY3U4g6nCi/QJO2jFh8Fv74XLKHn5x0TrM4SLB9La5Vozz4FoGOtfUqZcDbtAjF1wQIJBZ9hGpqL5IWRvE1YVZGyey9b9wyXCQ29waM0jB6vg8AI38cZ1wd5Zhl0nvvJzRtPbbr4InNQvbGqeWOUc0cwpuYiyB7J5n+hXsvRgtPPAOJFg00g7faj/FUYcekrzEq+zlZculoDzKv8gq57z3QeK95w0V4YusZHScGpTWEd34rqR/VQ2XeT16DJEPHdI1a2WWk36CtR0MA3ni+wPqrI+zbWqalS+OKjyTIpy2OH6hy4pBBa4/G8UM1Nj6SRfOKnHtNlI/8hYeCuxUtVMRya3RKFyIIDlXzRbLpiyYRA9Srnu/7xxGu/nhyUths5KRB5wwPG66PsmdrmVhSYcnZQR749igzFnqxDJdi3iI5rYqjKxzdO1UI8NY2mxvOmYM6vYm9BzQkyWDOMj+KR+CH/3uQBav83Pz5Zo7sqnBge4Vku0okofDWC3kGjuosXBWgd4EXy3DoP2Jw9ceTZNMmKzeE8PhEDu2oEG9V6JrpZc/WEgIwNmCST9u8+nQeUYSzr4gQbZK59YstxJsltJCEEA8QXD+T4qbDCKpM9MqFKB2RKeN/P/BbJwdBEALAg8AXXNctCO82evkNcF33buBugOXLl0/d8/1f4szQrP9QMviXIDCZ+W23Ss3IsbT5TylZJxGR8CrNlI1B2kLncjj9S45lH2F2/HZGy29OmkwlQcOw83jlJnaO1HsQ+5RWpsduZKDwAlHvAqDe0e1w5j5UKUxP5Bo0OUamupukbxnDpU2kKztoD51LzLsQx7Xw+JN41Di2o2PZZU4Wn6c3di2ua6FKYSTRi+3oJHxLaQ6s5J2hr9LkX0Fn6EJOFp5rjG9a+HKGS68zLXIpAhKaFCNd3ktzYBWaFGN67HpGy1sp6seJeucR8cx+TxsqTYpSNYeRxXrBVW/sOoq1PrxKM1VzYiUoICIKMn6lFVn0YtinVpQOjmtyLPsIM2I3YjkmguElOPMujtbqMuNR/R2aZt6GWHQmN0sex6m2rkZxgGTPBejZI4RnXomAQ2rnPVjVDP7WlXiTc8keeJRAxxqKJzdPSGNdh8ze+4nNvX7SeR2ziqgGcYwidi1L9sDDhGdcxujb38a1zXqo6fCTyJ4o8Tk3YJQGMcsj+FuX42maR7UySt42kAQB2Ynw6PfTrPxED3u1Afr0+m7jDF83GauMIhaZZ5TJPfHwpDEUXngO34KleOY2U9s3QmB1D9nHJ/p1NAd0/uBDLvbWPbgdPvTzeygFwux7a9xBdWuFFRtCvL2xyMtPZph5MTR1+hAFkb1vlTkw3jmtVnF4+udpPvyncVLhR+gUL2IgOzkxP/eslex9PTTRH2Hc/TSSVBgdqFdkj/bXpaI987xEkjJt3Qq+kMRbLxY48HaZC2+KcXBnhdeezfORP2vlredcFq1x0TxTRZqBkMhg0zQe+06OZJvL9Z9uRlJg28Yi0aTMjIU+dr9RYvfr9WstZKqcPFjjzMvrTYc2PZEjPWJSytv0H6lx+R1JXn44x3WfSiIpsHhdkGzK5LXnclxxR5Kf/s0Ql96eIDNav4aLbomz9aUC/SMlWi6tsls/StNYkNWJWUy/ZQmh82eBKCAlAqjhqaqy9wO/VXIQBEGhTgw/d133lAf1iCAIreO7hlbgg9NufUAQBAFVCmI55cZkIwkaQW8n/sIslFwvUtxiT/HvKRgH6QhtYHHzlxAEcTyxPIfR8oSNQlfkEqpmikxt4kGumEOUjBNIooZfbZ1kke24BqocZM/ot5BEL14lSUDtpDN8IZZTZV/qB1h2hc7wBZStfk7mnyXqnUdP5Aq2Dv4lM+I3MVB4iaLRh4DErPjtDBTqjW5Gy2+S8C1hduIOXNdBlcKkym8T9nTjuBaCIONXO/EqCcrGEGXzBPvGfkjUM4ekbxl5/QgjpddY3PxFusKXcmK8dkMUlPFmQI/RG7saQRDxiHEkzYNfa+No5kGq1hiy6KM7ciWWXaHijjI7/hGq1ihHMvfTHFhFurITgGx1P9NjN5B62sTK+VDPC43nY1z2lO9lRuiaSTsDqFccn2rSE+g6G0H2kFz6ibo1xJb/j1NL9PLQGyA4yN4YouzBMd5t5+ziOqcviwVcxyQ64zKM8ghWNYs3Pgs934dVqYcRM3t/SWTmFVRGdxKdeQWe5qUgy2TtwxzK/xDLNfD6z2ZjVWeBp50Zi1ooHBOZ1dHCGb4eBAEOVIfYWNzHHbVu7EqGKW51rotTLRM6Zya++a3IzSGw6uEq0a+i9Q+T/eXbE9/H2320fvZCHhzvtBaKy+x6rczQcQPbUsh4DrKkayZtlSTP3Du1H/vQMYdo9x/jeo4R8y4iU93ZeG/M901u/tJXyAyq1KoOjuXywHdGmbXYh2E4nLE+yP5tZSJJBctwGjmWjhka6y6NsG1jkdRQvZfCjX/YRHrYZMZCP8GoRCAs4guKjR7ZoghrLo5w79eHEURYcmaQt18p0revSkuXymW3Jxg+obPnjcn5OkN3J+3K9m0ts/7qKCcO1tixpcj510d55PtjnH9DjEhSoWeeh1BM5ujuCtd+qokXH8oSikp8/C/a2LaxQKlgM+3KEj9jE+iADq9U9vPfktcwY+Z7d4h8P/HbVCsJwA+Afa7rfu20tx4D7gD+avy/j77H4f/pIYlefEortltDkXIsbf0Tot654IN9zl+RLx2mM3wRLcFV1Kw0VWuEI5kHsN0aC5o+Q0jrxXbrdt+p8g46Ixs4WZgcXinoRwlqPYyW3mB24sPoVh5VCiIKHvaN/QDb1bFtnUPpn7Og6dPodo5D40ooqCuKuiNX4lKvTC4Z/Sxp+TIDhRcoGn1APT8wVnmzEfMGAdOpMFJ6A7/aiWHn8KutDBZewae00RO9CtupYDll8rXDJALLAMjW9jeaEoGAKCrEvAsIqJ1IooooqFSMIabHrkOT4ojI6HaGvWN3Iwoq85N1aawkeqmZaTK13RT148yM34zlVFnc8mVSlXco6PV8iVdpoi//JC3nnkn/F6J0nXkD+8V/pL43sOmvbWJp713I3jiVke2ooS60aG991T/vZmw9x9DrX0VAINR7IYH21ZQG6ucOdKxFDXbgTcxHCbQheTa+q2WogOxLIogKsjdOqGcDhWPPY5aHkX1JkovvZPiNrzWICBj/fxc12IGtFym8E8JduZc9YxP9vov6Ec6JfZS/y7zJl1adyzN/pnLuVzr4buZ5dNfCKyj8uedCem0fQgAq0Rh2diJxLfr9IPixKjpqTxxBFpFiPuxMBf+yToovTa77cQ0b/fAYouhDkmDmYh9PjVtrT1sn8qzbj6XYXK82EWtWqBQnFxYGwzIP/I1KtGk+l3x8FpGIRU7fiyz6aXZu4/Vnq4QiNIrMghGJ5k6NUKxeRT19gZdgRObh0xrv9B/W6Z+us+qCIJkRi0hS4YFv1dVV4bjEhhtiNHeqXHNXE7mxelgnFJMwajauC4vXBnnnlSIj47uSk4d1HvzuKFfcmUD1CI0Ec+OXFCf2uIoqEGtViLUonHOhF79VZfanvGRsOLynyvZNRS64KYbikXj47jEs0yU9ZDJwVGewT2fWWSovydvhtHVDzTU5Zowyg6n1O+83fps7h3XAh4FdgiBsH3/tv1InhfsFQfgYcAK44bczvPcXgiAgS15k6rYVMd9EQVdn+ALSwzs5ln2YeclPIggZjmYfxh7PB+wb+yemRS5Dk8KYTpXe2DVTEtkAYc9MyvowPdErKRr9xL0LGK1sY6z81qRGOwAlYwDbmRyLDWo96FaOOfE7kSQPAgKyGGwQwylkqweYm7wTwynSHlxPurITF4eIZzolYwBNTtAVvgKvEuNI5n5ytQMEtW6mRS6jpJ+kyb+C0fJbjfO1BNZyLPsoJeMkM2M3cyj9EKoYpjtyFarkp2icBAQGivVQhOMaVMZ3B6fDr7RT0PsYLm2hM3xxw65DEjxEvfM4kPopIaUbiFK8r425V/4Xah19KHKIsNSOnRlBi85ADnYgijJG7hiRmVeA65I/Uq+7cIH84SeJzr4WQVTwtSzBMSuNfg6i7CW55OOM7fwRjlFEkFRic2+imj5EdO4NiJJGes+9jbCTrRdwrNq45fdkiLK3buVhVXEDNdKnrbRPwai8xhzvYvYaQ2ieHrZ/Q+Rzd12O6akwe0BDyQuMfOdFXNul5bOfJP3wvRgnjqO0tRO/9hZsPYBxbJDMT95C0GTit5xB4cWDuK7Le4V8vUGZKz8aR/NKPPPzNKII89ZrFBYOkrMr6IpJaszkvGtj/OLvhxuqn7ZuDUGA7rle+vZVEWotpDffSailRLzJz6Pfski2S6QG65N0XeUU5dlfpBv5hpmLvcxaMtXp9ujuCkvODCBJIn37q0iywFmXRGjrUXn2F2kyI1bDGryQtdj8ZIVZS3x0zfIQS8ps3zR5p1ctOxSzNmsuCrPxkdzEfdqlNvyaAM68PEKtZPPJT3nJ/WQL+tH6bik0v51Ix1wc2yUQknjgO6OTiuFOHq4xZ6mfnFl9t0k6MBHK/KDx21Qrbea9OxwAnP9BjuV3DTHvAha3fJFj2cdRRD+ioE6SoNquztHsQ8xv+hSqHOVA+meEtZ5Jk2xAnUZLYC0l5QSDxVeI+eaj2xlsu4xHjlExJ5fsK2Kg8fCrUoie6NVkqnsomwOEnRmUarvpLzxPwreEucm72DP6XYzxdqQuFrLopzd6LbtG6qtvqLcNnZe8iyOZXzG/6Q/Yn/pBo9tbQT/K/rEfMSf5MRQpQEibTs1KEdJ6yFR3k6sdAGB/6icsbvkjTDvPycLTyKKH1uDZgDipyrxqjhLxzCE3vvsQkJgeu4Hdo/VmRwOFF1jQ9GlqVhrbNUiXd6KIPjQxxrTrJOyxNNI+lVrvav6yv0TZcbky1MkG8zhC4ThauAdvcj4I4iSZ6Sno2aOo4S60cM+kRj+OVSW1+2ckFt2BWRxADbbjCirkj9W/d38zTUs/SXHgdVzTITTtPAonXiE66+rx84z38Z5xBUqoi7F3vk+k64u4Zr0afQpED4Zjk5QCzD9XoSNYQzvpoCajOLKFo+tELp0HCFgZjdg1n0CQTYz+CpkHB4hcGkUOe4leuxj9aJrUz98itH4mgXN6Mec3M/a9CaWa4JHReuMEx3Qih45z1RenscseZqvyDsfsejR4gzudgF/mkR+McfaVdSsKWRWIJBTu/+YId/55K+XzQ+x8rYyqqfj9zWzcWOLiD8UZGzQRRYG+/TXmrfDz1gv5SYnoQzvqSql3o2u2l0d+MMpwn0msWeGGzzRxaGeV158rkBmpT+anrMEvuDHG/m0VRk4aTF/gxaVeB/HuiJupu0QSChfeEqOQtvEFRGItCvmUxeoLQ8SbFUoFh1efzjNz1ViDGACsPQNMn91O9NOdlPLWFP+pnrl1f6xjr8J5a5dwP5sa72mCwnSteerv/AHgt56Q/j2mQpa8NAdWEfcupmwMUDROTLJbhnrS1bALaMiUjROUxzuqTY/dQEDpQpH81MwsUc8CIt551MwxNClByDsTv9NOrnawoeLxyAkCWidVcxRNitEZ3sCh9H0N2+6CfoSeyNVoUpRU5R0c12RG/Gb2jn4XgKR/BTUrTV4/yOlBWL/aSckYYF7TH2A7FSrmMAISneELUaT6ik8WNXJWmtFxj6h6v4fTJiBBwLAzk6S1Y5V3mJv4GJ2hC9g7djcAg8WNtAXX0xZaj2VX0OQIuFLjGkVBIVc7hCL5OZL5FTPiN1Oxhgho7djn1vDILcgVjT01g7JTv4bHChbPCh3cGp/PSkMj/4qB5LNQO7uopibXZiihDnyBdoT3qkyvZTGLg2QPPExi0Z2kdn+XQOsKrPJInQBcl2DnBuz0Oez/c5foiquxWwSSi2eBMohtFLHNCnYtT9PSz7H3jwXabw6PN0SaKAyURT+t3MCFRZPZWhLROoGCH7dqk3tiN+V3+lHbw4TW14UXqZ/U81bNnz8H1zCJXrMY17LJv3AAt2rinddC4o5VVPcMgSNTfvMksZuXoR9N45mZRG4O4ozkaG8OIrV3I+wdpHMW7BUl5kgtXFTtpeOoywtbc+TTFi88MBHCWndpmEhCIjVk8tgPJ3a9mlfgmruaGtLOlRtCLFjlJ5pU2P361Foko+rSM8/LsXEFUqJVIZqU2fpi/TvJjNQ9mDw+kRMHpqqUTu1keud5WLDKTyFrcc7V0YYZH8CitQFSQwa2rfDSQ1m8fhG95uDY9R3NhTfHEESBTY9nmbnAg753apdAdXgM6cIImmtwtuDnlZ/Un+XZS32092ggQLRJQXCDfDpyAa8aB0iIQdZ6ZzM9+MGHlOD35PC+o7u7m2AwiCRJyLLM1q1Ti6R+E2TJg09tJeJU0OQwB1M/x3ZriILCjNjNaFIUTY7REljLcOk1SsYJmvzLUcQAe0a/z8z4Dbw5+Oe0h87Dr7QjCOK4o6mHOYk7sZwKkuhBlSJsH/obWgNnMzf5carm8JR+Dv2FF1jU8gV2Dv8DmepuusKX0Bu9Fr/aSbayj5qVaiiwwtocuiIXjNtme7GdSiOZ3hO9mqHiJqpWfWXpkRPMTdzZMBjU5CjTYzfiuCaiIFExRukvvLstqkvBOIJPaWdB02dIVd5BEUP41FZMu0hJP0F/4QgRz0ymx67nSOZBuiNXcDL/azrDFzA3eReqGCYU7WGwvAlNjjCWe5uwZzYLAov4W0+ML5+ocrbPx812BDEL+oCBEpRQExqethWUBl5tWHhLnije+Bxq6QN4EnOnGPdpkV6MYj9quLvelwEBJdhGdv9EUWPxxLOEOloQldlkXrXwtIuEF3vI972AVU3RsuLzCGoC42SYef9TxNOucsjUmNP0aSr6MQTXQ+TkOfR/v4CalRlqLzLtwz2UN23HTleo7R8hdNEcPLOaEBAQfAqxaxdTOzxGddcQ+ef2ge3imdNM5OJ5lHf2E7lqIU7ZQIn5yd6/Ff/yLtSeONq0GLln91P9+VYERSJ04RykmI9AdxOJr7/M7V0RBFHAPLyP8n9ZTO6pqaqvcsFmwaoAm5/MTXpdr9arnKul+jF73yqz4cYYkYTM6MBkYz8AQ3dYvDbAqgtCmLqDxy/xi78fftffuIwOGLT1ejh5aHIvBW9A5KJb44RiMtWMzkwhTdEnot0Wp1pyUDSBWsWhd54HvTZec1OeWABIskAgLPHoD1I4DugGeOa1oB+dHOatzArwtfST1FyTWQtbuP3vz8bp9xJrVmjpnGymN5sIZ/PBKSd/E35PDh8AXnrpJRKJqQVE/xookg+PHAdcFjZ/Hssp4ZWTiHgQJIGQNg1NjtEeOg/XdZAFL5ajIwoCjuswv+lTnMg9gyR4GCm9Tl4/BAgE1S78aietwbM4mX0GF5vB0kt4lfh7BvtEQWastJU5yY9wIHUPtmtwNPsQUe98cG2S/jPwygkyld20BteMh5fq8Clt9EavYXbiDspmf4MYAGpWinR1Nx45gU9uQ7cyHM3WhWsCEvOa7sIsTV0xCsiMlt5kWvhSFDFEprqLsKeXo9lnG+0wK+YgQbWbhc2fo2oM42LjVZrZZQzRqQaxipsJaB0czz01TlqbGSy+SLN/Jd+KXEf5Feh/aww1IZM4O0jxYA09ZaIle2ha/JfYzhFwdJRAGwYGoi+OVUmRXHwnucNPYBQH8DUtJtx7EXr2MP7WFYy+/V3UUCd67tiUazIqr9H7xcXYZQtvu4rNUcI9F6IEW1H83SheL94IVIxhRvU+vE4JWWwmZbfRmZ1H39dzuONhl9qARd89Obqv7WTsO68Qu2kZle39FJ6th938q6bhW9yOb3EHY/80YS1e2z+C2hEhfttKKttOUHnrBOZIPQZf3T1E8KI5CKZNdXvdFt01bfJP7qHpU+sovdVH65fPpzyQIudkSF3l8oT8Xdau/xxDP558U7X1aESSCrvfmFqxDyDJ9dDPBTfFOLyzQmbUYv7KAOWiw4kDNTSvyFmXR9jzZpmBozq987wk2mU6Z3imKJBLBQu9YrN4bZDsqNnwOFq5IYggwcYHswQjEuddE6GycwjjtWO0X7OGQyU/Rw7C3HkyqlnDW03Ru9jL0R0TQoENN8R4+5UiRs2hZ56HuWcEUKZ1oe0daoSW1KWtbJ1epTa+wzuoD3PAf5IrzliC+B65pd8V/J4cxrE5V+C+kQxp0yKuyNzcHOPMyNRm778NBLQ2/GorllMdV+5M/tn8ahMikNMPU7JOElA7mRn/EH25xwhrM4h65xLQOhuyUHApGscpGsdpCaymO3oV7e65dT8jQaFiDKCIwYY9N0B76DxO5p/Fr3XQG71uXLoKqhikYg5zJPMgvdHrWNjy2UnEAPVJumaNEfXMJ1V5m3ejqB+jJ3IVqhRix8jXG6+72BxM/ZS5ybsmHScKCl4liekUUaUwiuSnbA5QMUcaxNA4t9GHAOhOjq7wxdhOjT3V3TiuTtzKottZOsMXcCj9i8ZuKV85ivflKqln6qv/2pBJ6WCNGV9ooXiwxoGvDONaLi1XzCa5PkBGeoedI18nri2gRVpEROsisfAOHFvHLA0z/Mbf4TomWqSX6IzrMEtjSN6p1stKoAW8O5C9MCIE2e3VuEDvwhNuRVAkbMOmZmbYl/0hmVo9GS0JHhbGv4hP0gh+VmBss0n2zfrqWh+xIB7Ct64Hp6xTOzBBypXtAwTO7MWtmCQ+thqnbODqNoIqUd0/jFOoInmUBjE0ULWo7JmcrwIwhos4ukVp81Hk1S18X/0GRScPFozO3MzqG85hx1N1L6H1V8eolCyevTfFqgtDPHvvRLhJVurupr3zffTO9zI2YDLSb9LUrhBvUWjvVVl3SRjLcnEtl7ln+Fm0NkC8WaH/SI09b5RZelaQd8aTyooqEG9R8XjFesjoqgiKJhKKyQwe03lq3MNIrzr86jtjfORjMxE2H8V54FVmxXzMTwYQys2UrR7Epw+w4cNLGT3XT7VYd56Nxl2658bIb7AY6NNRPQIvvykw77K1NHtrCB6RRwMHecKYLB4YNLNYjoMq/Z4cfqexOVfg7oExjPFMUcq0uHugLo/79xKEIAhceOGFCILAJz/5Se66665/83kU6Tc3+/CqTXjVCS2067qoUoialUEWNex3hYlOoWj04bou2dp+mv2rcNwiihRkYfNnGatsw7DzBNVuMtVdmE6pLp2t7iVT3YWARFvwHLK1fZRyJzmU+TkzY7dg2lNX+q7rUDYGCGszSVW2T3qvyb8Cv9pFrrZ3ynGmU6JqDTO/6dNkKjsRBQW/2sZgcQuzE7exc+TrtAbPJqj1vKeaBuq7nnrCXaQIHK7tJyQFaJWjOE4Z13UmhdGarPWkfz1ZdumYLkbOYujhiVj0wH0ZlKCEcUZdapnWd5NmN3LNy7LAZ6CSJr3nXnBtRDWIL3QHmeeD6MMWnR+pInu3YVXr95mkhVEDbcieCKI3zr3lHYhVhfWYqG4b+bdKjDyTx9FtEnfcSS1SpuyatIkmvsMhck9twc7ViK3ppmV9G/u+WkL0CBhRh8CyTnKPTNTACF6F5EdWYY0UwXZBlTH6MpRe7wMg/uEVuNbU3AmAOVZE6YxgpSev+JWmAOZIgfzL+xBeOMgX/uwLHHf6EDwSFjatC3Ksm92GMVRma79eN+nziciywIYb6l3S/CGJrtle3n6lnijesbnEO+M9nEf7DQ7vqnL5HQkqRQfVIxCIyuiGiyRBLm01lEQ987xsuCGGPyQRikk88v0xijkbb0Ak1qTQ3KUye6mPTY/nJl2D60La0EjIIlgOdqaCU9JJXH8Gh47Cgo+ciX14hK5MEe+aXjzNAQaHIT2k4/WLLFoXwNRdOqZrNLWryIqI67q4qaPwrsdvttaKKv1uT7+/26P7gHDfSKZBDKdguC73jWT+3eSwZcsW2traGB0d5YILLmDOnDmcffbZ/65z/msgCAIR74zGvyvGKCFtOgV9otF81LsQ25VQRIlsdQ/Z6h58SivNgdWE1RkoQpC0vouR0huAS0jrRZPDaHKYaZHLCKrdWI6BR0owI34TtlNDk+O0h86lvzBR8Sog4VNaOZ5/humx62gPnsdgcSMAbcH19RS2oBL2zJpiN+6Rk1TMEQ6l76UrfClhrRdRUJmb+CiHM/dj2AWO556gNXgWmpwg4VtKqvJO4/hm/1pqZpaaU0UXPTyeewwXl+P6CS5L3IZujU2yHAdwxCqiR8Q+LbbsbVMp7Jqa0ExtLNKaXMkSeRbD/mcYNl/CcqocMX/N3PDVJBbchm0UkVjJ4b+2cfT6qv7gX0pM/+MvgXcHrmPiOmbdMrxjLboWZLcxyh9FVzIoCxRzr+MxI1hpD75Lw/yECntHXEDmu06Q4a8/33AVzT64g8iVNq1Xd0FTEbvWR/bxYXxL2wis7UFQJORkAKM/R/ZXE9+Tb1kH/uVdlLeeIPvwTlq+dC764RRKSwhz+LRq/LAX/+J29INjOJX6jKf1xrHGSoTOnYVTNqjuGkTeVqT9qIt/QRO5J/fgVIapzBwk9uFVdAc9vPZsgVrFwTLh5UezdMzwkBoy2f1GmTMvjzBw1GDHlsmLjFql3gbUF5TIjlo89L1RVl8Yob1XZe9bE397bG+VY3ur9M7zcublYXrne9mxpd42VA85zFvuZ/iETjBS791wOhSfQvCzF8DRESxHIOuP8c1/rOI4FcQrI4QTHXSu8xBO1JViPdFTaqP3hiAIrA/O47ieZnetHwGB80PzmaO1/cZjflfwe3IA0ubUhhv/3Ov/N2hrq98ETU1NXHPNNbz55psfCDm8Gz61iemJjzFQ3oqhH0DSZnOSGBWljaWKjxHtdQr6USrmEMeyD1PRR5gWvRSPEqOgH8OrJAmqXRRqx3DdOlGoUpialcKjJCgZJxgtb8WntNDuuxQprDFU2oxHTtAduYKalSWgtnEs+yjd4Sto8q/AcU3KRj+2U2XAOEou9xizEx/lcOZeLKeKR44zI3Y9upWnJ3o1kqBR0I/jkWP0F1/AcSdW90PFTQwVNzE3+QkivqXUjHp4TRGDyJKPMVHj56kfUXOrROU4H07ehSZqeKwmbE+RsDZzPB8Dg+JzzLp5Hf0/mAipiF4BLTn1cVGbZfJv6+S3Q2jx1YTPnM9x5Zf0hK6hOhLDF9NwzDLlfUEcfWLX4dpw9OsOM/6sh9LYQ2jhbrxNi5DUICesPJ+IrmC/uZXXsi+joDCtazpXf/Z2hpHYW61ftwC4J3MNYjiFwkuHaPnTLt4R72ameQOYDmoySOonb+GaNk2fX0/uicnOu5W3+4ndsJTy1hM4pfr5fQtaUdojmP05jP4cvmUd2IUqqZ+8SeSaRchhH7gOrihSeGYfok8lcOYMwhfMQT+ZJbC0k/S9EwIM/dAY2V+8TefNa7nxs01seTJP374K19zVxJancuhVh7Muj1DI1ivpJUXA0Scv2gSh3sGtZ64H24ItT+W49YvNtHSqDYO7U4g110NH7b0azZ0qoahM3/4ag8dqNHdqnH99jPu/OdKQliY6JJpmimhaglwkTHbU5vDOCovXSTR1qHj9ItEmmVjiPSTE/ww6PTG+1HoJ/XoaAYFuTwJF/N2fen/3R/gBIK7IpN6DCOLKv+/rKZfLOI5DMBikXC7z3HPP8Rd/8ReT/sZybCzX5kBpGL8s0+H5tyWu/zXos+HuQpFWdR5DhRxFZ4yQdIJFnTcxK34b6couCsYxop45xL2LCHm6KRkn630nBB9j5W2oUpSW4JkoYoCCfgTHNRCAqGcuEW0WpmkyeDJHJHgOi5tXUDaHKeoniHrnEFQ7kESNqpmiZubQ7VS97WdgNa8WN9IreBgpv8aM2C3I475NhlXkSPYBHNfEr7QyJ/kxDDuPiEwysJy8fvi0KxQQxShe4sRDM9DtPAIC/YUXaPYt4YvNf0IlDfIxH9LLPuRVfuyaQ/o5hc4zP0ZbxwA1M0tQ7cQ/z0/rJz1YJwy0uIy3V0MC9DGT0EI/kgaW7iIHRAZ/mUUfNSnudmluW8C8yELEgowgQf5NFTXRVGeDd0HURJRgM+HAJTiGA1Yz+rCPjg4ZyennwdLL3MInWWgsxy0I2IZDX5sN4xsYFxDUqe6colfBEss0iyvwlhP4bkwy/PcbkeM+Aqt7EDUZtzq1L4Y7TjKeec0giRjDBZSOCFLUi+hTEDQZz/w2tJ44drZKZfcgSiJAZccAcsKP0hJCkEVc08YzMzkpx3EKtX2DiDsLdM0P0XtXEF1UeOynWS6+Ncb2zSXe2VSklLeJNcusvTjMy4/mGsfGWxUqRZvmToXXn5uwyR7qM4i3KgTCUiPZ7A9JLFwdYOvGPE3tHl54IMN510bZ+lKBM9YHeWdTGkUVuONPW+kfK6H5BNp7NTpb63UTmlfCdQyWrg8RTUqIooDigtFnMHIkj6dFwT9Dw1AsDtVGEASBolPFKyiERR9dngSKWP9txowi+2uDHNNHCUheVFEkZ9cwXQu/6KFNiRBWPtj+0P8a/J4cgJubY5NyDgCqIHBzc+zfdd6RkRGuueYaACzL4tZbb+Xiiy9uvG84FoZrUXVMtteO0CyFKJk2c4L/vqKXqpmipI8xVn4Ln5JAFRYDAkHHjyiIHKxNSP3Kto7l2mDMIJvqJFd2cAISclRAN/ciOfOJq/NxxMMkfMvwKW34x4tyPHIU3cqAIOGRopSNNLquISee4kDp75GGfMyI3UhA7UQzWglG63ptv9pF2ezHdafjlZtJWVneKL1Ob+xGBP0YplNipPw6mhSlZmaY3/RJXNdBEYPsH/sxsuShPbgeTYqxsPmzdamroKD4FnB3+sd4RC+X+1fSkluKlE3QXuhBa5KxbJeQJFIzDIQOASkoUe4zyL1doXRQpO36+QTbFKwRC6FV4jvfGyYYkahVHD76ySQhv0BkqZ+xFwuU+3SCM700Xxym6+MJrKKNmbIpHKjiSShkXs8iekVaLo1gpiy0VgUlKmFmJ0ii9aoIleMCgjCHwk6d2oBJ6WCZyBk+Etd28Cdjf0NIjjK6sYiRNoks97M47EEVhMa9WuuqT952diLkFb16EQXxJIkD8xm5ZyNNn1qHd24z2owk+ef2YY6V0KbH0Y9MFGoJioQgCngXteGb18rwV58ndssZjH13C3a2viIXPDItXzoXR7fJPrqL4Noesg/vQIr6kMIe0vdtI3z+bDKP7MC3oA3/yql27HJzED3lUjhkErCHEQ8NcNMlc8jHq0ybU5ealgs20aRC73wvLV0aB7dXCEbrE+2OzUXOvDzC6jUqpbLL1tcNJEXg8XtSXP/pJsYGTFzXxbbhufsyXHpHnHv+vyFkRUAQBSJJmViTwu43Slx5Z5JQTOK8JVOfN69fmhQu0jMmJ36cIjuurvLMUYj+oZ8xb4msXUYVZI7rKSRBpFOLY+sOXkHBFQR2Vk7ys3Tdo+vyyBJ+mn6N3dV+BOBs/xw2mPMxFItk6++GAOYUBPfd5Xr/CbF8+XL33fUD+/btY+7cub/hiKn4oNVKtutQsmukrBIDB/v4tu8tYpKfy8JLWKr20haY+tkDKZ1jwwam5dCRVJne6mk0aT+FijFCvppmb+qrTAt8hj3Hmnlxm0PID5evkfEG4Pv6i4yNK5EuDi/kGv8afv58hld2TYRRbt+QYEa7QrboUNEd2hMKoiBwaLBGqeows81DZ0LG55GxbIexgk2uZKObDpIoEPaLDBhfIiRNo1u5kWiiB0mbrMwwrBKZ6i7GqrvZ6ZhsKb3CNK2XK8KXIpv9lPV+wp7pdbM+qRlZ8pOqvsNgcTOaHGNm4MOouU62+Tfxlr6F4/qRhtXA/xK+Q3mLxcipRiwCTPtoguHncuj99V1idJUf/wwPuW0lkueGGbg/g1Wyia0J4O1UGXbghV/nufrGGMKOKvGzgxz71ghmzp44vlfDSFt4WhSMnI0gCgw9MrkTWtdHEhR2VWi5NELxYI1av4G3U6Wwp0rLFRHGXihQOljDN00jtMCLY7iM/jpP84VhBh7KNuSpAC1XRLDXe/nr4ih5y2aNz8edNQnj0Ah2vopnVhNuh4fanpOIYwJ2vopveRfWUIH0fdvqJxEF4jefQWXXINVdgyitIeK3rUAfyFHbPkB1vIhL0GQil8wj+8iE0ib58TUIsoSgiKR+8ibBs2fg1Cz0Q2OoXVH8K7qo7h1GCnqQmgJUt52k9Nq4bFcWSXxiPYd/aCFdFUVxC0QPHEDrjuNd2Maw5Gf7K1UCEYWTh2pUijY3fb6JweMGlmNiY9Ke8OG+sg9zy0GkoIZ2+TLeGQ6y+Zki514bbXShUzQBf0Dkmk81sfGhLKsvCpNLmTS1a4gieAIiiRYFr/9ftz7Obitx6G+GEWQIfdlHX+cYriTwo1S9mnmR1sGVsWWkrBKaKPNG8TDnheejCjJfHXqS9eG5xKUABbvKo7nJir1PxNfTsj9Ma0uYaHfgNwor3g8IgrDNdd3l7/Xev/jNCIIwh3oTnjdc1y2d9vrFrus+85uP/M+FMyOh94UMLMfBGvelUQQBcfyHNx2LrD1Z8ZGxy5jYpPUalbxCb5un8ffHhmp87cFhxvL1iS3gFfn8Nc0s7JnsLVOupcnXBvAqLew52sYvXqyvKEdy8PcPWnz5xgAfdq9izDeE6DXosjs4NmRMIgaAN/YXEYQg97+Soao7zO30cO6SEPmyg98jcnhQR7ccwj4by3aJ+EW8moCAwMs7i8zu8jK95Wu0aw6+uB9BmnrDZ2t7Ghbjs4Jn0R69loAUpVLaQs0cosm/EkUKEpZ7GX3uvwKg+JLM7TkPiQT2my1ki2XeWLWJE/rRxnlnqnNRCipmVkf0CDi1unvmyZ+l6bo9Tt8/pVAiEv5eDX+3iqclyuG/m9hNpTYWaboghD9ncft1UTBcxMVe7JLdIAZft4bkFen/xYQM0z9TIzh7anLSSFmUj+jURgxqQzqlwzrpV0vM/HIL/b9IUzk2LqHNVqgc1+n8UBw1JqM1K7ReHiG3vULlWD0PkHq5yPRFXr6cCmOI0Kp6MKsOdnwaQlSgVjFxLQ/2vhLK7Bbskk7uiT34FrRODMhxSf9iK/6V3TR95iwEj4x+LE32ge2Txu3qU0OtgkfBOJHBLur4lnSgH0k1yETvS1M9MELijlU4JR1rrIR/TQ++Je2YI0UEUcAaStH9mW52HDZYudiDKbVgDuUxTmZoitQ477wIx0cl2npCxFsUIjGFY3tqPPbDLNEmiZsWncR4sa5qs3QL60eb6Ln5XLb6RBynbn2x+iNRSh0uVc2hEHZZdH6Alx/NMm+5H80n0D17cggna5U4rqdRkFBFGVEQaFbClC0d3TVRkdDn2fi/70ERJIpujQ4pzleHniIhB1mktTPb38bfDD+N7ppogsIdiXU8n9vN6tBM1ofn8k75OM1KiII9VdSwVx8gO7OMk3HZmTrJ/EgHSeW3v4v4Z8lBEITPAZ8B9gE/EATh867rnjKW+T/A/zPk8H5AdxyqpoNrgWU7BDwiAgKO6yKI4hSPFQBZ9yKbQTIVm8HdRVpjComgxM5jlQYxAJSqDi9uLzKtWSXkUzjYX+XtQ2VEoYk5M04QVTdw79Z3t02EwZTNzDYZtdaJWwVHgkptajx8yQw/P/71RJXnvpM1NFWkZjjIsoBHEXlgU4b2hMJZC4KNa/F5RM5aGOTIcBXLUUm5Mm66RtArEQ9OTuQNFSfssLPFTWhSlEjoPI6Oq436co8BMDv2YZRQJ2bhJHZljOKeh4hP/yv6fp5Ba1VYvHolJ6iTwxJhFRsOXk/f4ykECVqvjJLfWaG0v4ZjuKhxmVn/tRV9xERrU3AMtzHxno7s1jJdtyVwBSgdrSGqAnJoIr4fWeZj8F07hPIhndjqesw6OM9LaJ4X13XRWhSEN6E6bFIbtNBHLOSQiF11GsQgegW87SpGygIXtGaFI/84AgLE1wXxdaqkXikiagKCJhBsyaPYIUYeyKKPmESW+nFtl9FfFwif5Sc5sxkpqFHcdARcF/8ZnZMv0AU7X8UcLmJnK0ghD4Ii4Zqn3QuSCKftTNWuKFLIQ+6x3Yh+leSdqxn5x1dQu2MEVkzDtRwEVcIcK5G+5/WJ47pjeKYnKLxQd3Vt/nyMOUcPMPLYEHLcT/TqRWQf24Vd0vHObWbGBXPwL+5oOJ52LVS48KYYTrGG/doR5AsWUggncFyBsFXEaxa56XM9jPabrL49ytMdRVK2BRV4plLgk3OS3NDThKZKRJIKQ0aOY/oYJbtGkxLC56r0m1lyVplONYYsSpRtnSez73BJZDFFRydvV0hIAVrkMDXT4EQtxRXRpWSsEku8XXxrtO58C6C7Jj9KbeZTTechAHEpwJCZw8FljqeVo/qEiyxAhxqjQ42xzz+Iv6rxiPM2H206C1mYmk/6IPEv7Rw+AZzhum5pvFvbA4IgdLuu+w1+s2ne7wE4rottuYgWmLaLVxHRDZdsycRxwaOIJEMRRpyJCUYTZFqMZgbSBpmihSgKjGVNls3yEfBKXL0uytaDZfrH6hPKcMbENGEko/Odx0cZypg0RxXmT+/BdN7B751BanLHTqa3RnhtX4UX3skjiQKXr44wf5qX+dM87Dk+YS3gOFOZa+fRClesifLoq1muPyvG1oNlBlImAymTI0M1zloY5Mk3cly+KkLQq/DDZ1L4PCKXrAhTDTjkyxY9zd7GttkjNzEtcimmXWKk9CY+pZnsu/pJA6RqO5m/9JMMbP5fuHb92h0jgNJURljuZZ69lpNKH7utbZw5cCmpf5qY7Afuz9BxS5zSgRpKRAJFIL+9SniRF2PI4viPxmi9cmr3OjUh47oukk/E26Hg1FzyOytEV/rJvV3G06rQdnUUXMi8UaI2OO5v5BdJnBPErjgMjHsJBWZqzPhCC0bOxj9dQ1Il7LKN5BORQyLTPppEUAQc3cGuOihxmczrpXrG2YX0piJt10QRNYG2q6NUAkeo5Yuc+GunEXIaeSZP00UhZv2XFk7+PI28NomTzZ26GbGzFbSeOPqxep5B0GTCl8yjuOkwctSPFPYSu3FpPfRkuyAKJO5YCaJA+MI5iEEP2swkxniXODnqA0FAm5nAM7OJzAPbwXXrTq43LUP0qQ2pq9GXIbBiIv9gnMhS3VffbVjpMmP3vE7TH5yJ2Z+jdjhFdccAokfBzlWxm73c73mHC2Z30VSLUYmewaMvKwyPhwb9QR+3/UEU23Rp69Zwkxapsck7nvvGMvz1jE4iisyIkef7oy+xt1YvlhSATyTXExFUQpqHn6a2EJcDrApM5/rYSg7ow9ybfo0boyuxJIeD+ghNSoiFcph/HHueETPPTK25QQyNa3Qtao5BixIhZ9dzNiNmngtC82mWw4xY9XBnj5YkIvl4o3SEhcFOPCiUzRr7q0P0akl80tRiyQ8K/xI5SKdCSa7r9gmCsJ46QUzj9+QA1IvNnPqzNClWaNkupYpDsVpficWCApnixA1UMx3EkkhTMMSIILLc08siYx5OVePHz40gywJXrYmSKVo89WaejoTGgRNV5nZ6aI4qbDtYZtVcP5t2FTkwUGPNvAAjWZOtB8tYRjtINtefHeBrv8o1rPAuXB7iyKDOs1vzjTE+uCmLJAosnu7l3CUhhjMWxapFU0SZcq1tcZWxXH0SjIckrjurPqkqkoDtOBimy2jOQlUEth2ssHa+H9OCQwM687o8bD1YwStLJL0SFWkQ1zUYKLyMKkWYHruOsdI7RHxzTuvrUEdYm4kWnU7nuX+FWR7BkUVyyGz7lIctRpFETeaW6Me4rvhRRjcWgcn+OeXDNcKLfTRtCDH6VJ7E+QEcw2XkuTyuBa7lojXL9YpiQJCg+aIwtUGTsZcK4EDzZRFEVUCQBGZ8sYUTP02jD5sIMjRfFKEUrNV3I60Kjg3Hx3sMCIpAdFWAgfszlA7phOZ7CS3wcuLHKUJLvHR+KMHxe1JYBRtPu0LT+WFGnsjRdXuCEz+a2LmV+3Sm3ZmkelJHdpJoUhLXnFwHMPZCATUm03ZtDMswkCQInT+TwnMHyD+7j+C5M/Gv6kaOehE8MmPff7UhWxW9CvGPrKL5D8/GKRnITQFS920jes0iPEs6EIIaZtFCDHto/sJ6ym+doPjKYSKXL2Tk6xPeV65ukX1sF8Eze8k/N/E7uqfJbQVFqhPQOLTuGNW9wxRfqkuJq3uGKL91Av+qaRS+fYDbPruWF5NDxI6JDNDEcP/EgqpcdHjzNZ3zrvPh8UsMvIfqsOo42ONb2z491SAGqPPv/Zk3+VzzhXxl8DHuSJxVz63VRtjuOnhEhWsjK4jJAcasYkNA0q5GiYheRsijijKKIGGepkhTBImEHKLmGHhFFQHwixpNcoiro/XchCDAqFnge2Mv8eHEOp7J7eSKyBIeym7jkezbfCx5DueG5jVCyx80/iVyGBYEYYnrutsBxncQlwM/BBa+34P7XUdVtynX6pOiRxPxaSIetZ50tWy3QQxQD+lIgoDfKyIKUNUdVFlAsBQ8jpf5Q6tpjis89GYO03a5el2Ux17LUtFPPVQlbjwnxuOvZblqbZRYQEISBH7+cn0l+M7hCucuCXHJijD3PJtiTlecM2ao/NmtSQ7210hEZGxL4sXt7+5KBoMpAxe498X6Q/fRixJkihYLur3s7qvHSBVZ4OIVYX7yXIrOpMqJUYOn36qTTNgvcdelSXTT5YrVYco1B1EEw4Ri1ebN/SXmTvPQO0ul2lfj+DtV9Is20m/UW4lWrREOpu9lScsfo0kRRstvUTZOAhBUu0n6l5KrHcAUShCOkbLGeCVfYmOtTgJlx+BvRkf4UyuB1z91K64mZHw9Kkf+cQQ5JGEXoXS4glWs/z5DT+RouSSC5BWRfAKIArbuMPjQxCTUf2+ajptjqE0yQ4/l0IfrJOlaMPxkju5PJNGaFSoDOtWjp1Vbnxdi5Ok8Rro+aWXfLFM9aTDzj1txdIcj/zDSULnWBkxGf50nMNOD5J2cvPd2qYy9mKd0QKf9xhhM5W4kr4iZsUlvLtF1rczYd7YQPGs68TtWUtl2sh6mcVxqfSkqb51sEAOAUzWxs1XGfvk2giISuXwBkYvmou8bobpvhMjlC8h8bwuxG5Yy9su3G7UVWs9U6bWdqyL6J1a8gio1QkSBdb0YI5O3s77FHWQfnWwvYaXLSD4V17Qp3rON5J/MwFrUTv+jk2sZAAaPGUiygz+oMa2qoQgC5mkx20viYaLjsvSyU5tyfN6uUHNMPtV0HkVH50djE5bZflHji80X8UJxL6+VJmTTF4YWcEVkGQdGnuLxzDvckTiLH6c2Ybo2iiBxR+IsXssfZE14JiN6ns81X8iQkeNQdZiYGsDBQUGmYNfHc0JPc35oHl6pHnp1cPlxajPdWoLpnt9Ny+7bmdSXCFzXtYDbBUH43vs2qv8E0E2HVN7CGF8BiSIoUj1MKwgClj05LCOL9Um0ULGxHZdkWCFTtMiXbWzbRTdcxnI2y2f6yRRMTMs9jRjqeGVnkU9c2kQqbzKUNUmEFSRxogZq864Cn7+mhcdfz+GeqLGox4fqSExr8mFaLo9uzdGWUDkyODnGnojIvPB2/YH1aiLpgsVjr+VYPTfArefF8KkSsiyw/0SFj12aJOgVOTpkNHYOkiiw61gFnyZxZEhn7/FTGvQyS2f46Gn1cO8LaT5/aQxzcwalx2bY2viub9SlbPbjU5pY2vrHlPQTCAj4lXZOFp7neP4JOuIfRhQ8uEIbm3KTH3IbGFFtFs71ktteaYRbRE1Ajcoc+3Z9Jd9xU4xj3x1FDknEVgUYeSYPTn2CR4COm+NkXi/WQ1DvQn53ldjqAKUDUycYM28x8ECG7ruSyHNllLCMWbCRAmKDGE6hNmRSOa6De1r5gwD+Hg3E8ZDWaQolNSkjqSKh+T6q/SZKREJPWZN2OwBNF4YZ/XUBq2Bjja8B7JJO5Z1+ItcsIv3TtzBeOEjo3Jm47xE2dHULhHqHt+xDO0jcvpL80/vwr5hG/ok9CB4ZK1WaVHQnKOJ4Nd7EeeRkACniQQxqKG1holcsxBjIEbt+CbW+NJ7OZOMYpS2MNuO9a3vkRIDo9UvAdllaSPB69AhtPd1s3zx5xzRvpZdAuE5G07wa/62njUfGsgzrJudGgyzwy/UCNEGgSQkjIuCMDzgm+VkVmIEqypQcnRcKk8OaZUen4hqTiAHg+cIelvq7AegzU7yQ38MXmi+i6hjIgsQTue2MmnkWBrs4YaY5ao6xPjCHQSHHj1ObG+dZF5jFAm8HvVoTW8vHOD80jz9qvpjvjL5IxTXIWmV+nd1FkxpmjrcN7QMsnvtnP8l13f53vyYIwl2u697tuu6W9zrm/19gWi6G7RLxS3hUsb6DsFwEwUUUXFwXVFkglc7yZ1/+A44e2ofrwje++X2Wr1xN1XAQBEiEZEb6Xe7bWI9PyxLcdn5iUgjqFCzbZcfRCi0xhXzRYtexCjPaPBzor7F2np/ZnV4ODda47fw47QmVk2MGhYrAyTGdNfOCnBgzOGthkJ1HK5Rr9Qc8HpQJ+WSK4zYCrTGF4yP1le/r+0rMaIvzw2fHODWXbNxZ4rNXN/Ps1lzjGI8qcPuGBJIk8NCWyUnadw5XuP6sGDuPVhipQPgygYiiowmxKd3oZMGLIEj4lCZGrRBbixV2lyrM9l3I4uQ6bDnLPSN/z2L/+YTk1WStyYl01RIYeixL+3Wx+iRnOUgBiYH7M5P+zrXAzNjYVYfmS8Jk3ywjRyQS64KM/jqPY7n4pk2tglWjErXBugy1evLdXlUCwbleMq+WSI/7AWlNMp0fik+9eQTQEgqIIPlFlLBE8rwQxb1VXAe0FqUeHrouWl9olG0GH8rQ9dEkyXNDpDcV8XaqTPtUhMpxE/2ki9akkHu7jFWwUSIS4rhsWGkKUjswQvGlQ/gWtRM6ewaiT0VuCZH5xbaJIWlyvaDuNNIwR4qIfhU54aeyexBBFuFdIY7Sa33EblhK9uGduKaNFPYQv3U5VqFG8s7VuIKIOZCb9FnmUIHER1YjBlTsbJXsIzuIf2g51miJ6v4RjOMZ5GTdq8kx6q6vAGdcNh/pTJHMhSHeerGAY8P8VX7mL9dw3ArFYpGarDDDG+MPWmOM2RWGzDEOGwYx2U9A9GBYJp9rvpD7M29yVnAWBbvKoJGlTYnQoUY5JzgXn6SSMUsc08fwiiqqIHN2cDavlQ43QkcOLq7rckl4EUNmnm4twdbyMbZXjrPEPw2fpHJTaDUZq0SzEuawPoJXUnlsbLKMdUvpIJ9vvpAjtVEsHI4ZKeZ4Wvlo8mzeKfeRtkr4RQ9fGXqcTybP5dzwvKn30/uEfwsNfQq4+z96IP8Z4ddEVEVkODuhCpJFh+aogiJA0CvxR//zjzn//At54FcPkC3UyOZLiEI9TCMgUqjYSJLAtWdGeXhzFsuGLXuKnLs4hCIJmKftQNYtCPLKrgL7TwqcOT9ItmTRFle5aDyXcM+z9Rj1RcvD7DhaZfuR+uS7ZLqXctXmzAVBHtiU4ZIVEUQRQj6JaEDincMTk/RYzmR2h4cdRyEZljk5ZvDuReZL2wt0JFX2naivoGuGy6GBGrM6PO/5Pbm4NEcV3j5coTkaoKZLrF90B7vz/4dTS06f0oZPbcGntDBmmPxsOM3ucj2kFTB0Fo6UaKuW+XLkLjIxnY6kwneHJshhmqwS221TzdkMPJBm5p+2MPhohtBsP4n1QUr7awTneZEDEoJcJ4jUy0WUqER4qY/oigAnfjTWWIl72lQkn4hdGW9C7xEIzvYy9nKB9htjjP46T2FnfXzxMwOUD9cIzPLQf98EEdkVB9d2ia7yN4qnABLnBhl5No+akJj2sSSCC0e+OdJYfee3V5j28UQ9rDX+muQXcS2X4SdyABT31Sjslem4I4Q5atP/i/FEswQtl0eQEjXkthC1Q6PIrSGURIDc03uJXDaf1E/eJHrjMpIfX0Pp1WNIUR/e+a2kfzG5VkhpC+FUTap7h/Evbqf0eh9y3F/fBo8b8xkns8jXLqLlj87HOJFBaQkyevd4LkOA6LVL8MxIIIW92Pn692UOFZACGoImkn58N9GrF1HccgRzsIBvaQeRyxdgjRTIPLyD6FWLGuPJP7mH5hlJzluusnRdM5YjkGiVca1jnCxYPKefYK+ZZrG3nbODczhQG6HiGrQrUdJmiZpkUnVNnsvs5K6m9fzDyHNkxuXkO6onOC80l4O1ERzX5aLwQtYEZvBI9m02lw7SqoS5Nb6GBzJvUXZ0WsZ3IK8WD3NJZCEqMpoic1ZwNoNGjjmeum3OjsoJdlXra+yjtbEpiWuAITPHE/ntAOyu9rMhNJ+V/l7ODc7lW6PPc1viTLyCwr3p11js6yKmTO1+937g30IO/08mojfvLnDfSxnSBYt4SObmc2OcueA3a41VWSASkEkXJoghMh7vzpUs/B6JwZEsb7y2mR/84B6KFRvDkfAHw7hAsWKjW+NVrobDtkNlzlwYZNOuIqmCRTwo8Zmrmnhtb4lM0WZRr5egR+KcRSEyBYtkRKGrSaVYtfGoEiPjiWKfJqLIQoMYALYfqTKj3cOaOT4W93jZfbyKRxUoVR3ueTbFjefEaI8rtCUUVs4OIAhw2/lxUgWL6rtCW1BfXArvug1GshbJsEVHQqU/NbGqntXuYTRncvHyML94Kc28aV7yZYeFHQEWyX+OER5BVAR8Sit+tRVBEBjQjQYxrJUFLn/tRZyXX6C8fBXVm2+nhEq7avE/pwUoOTKKCeLrVSoP5hEkaLsuhuiRaL3Ky9G/zyN5RDztClbRwqratF8fY+DBenGZXXHwtKikNuZpvjTCiXvqBDv0cLauEPIIuDbIEQklIKKEZPq+P4Z/usaML7WABOUjNbKvl/F2Td5txNcFOf7jNKG5XtpvjGGXHKSAiBKXMNM2uAJDD2XxdCiTwjIA+bcrxM8JkN5YQk3ITPtokqPfHpn0N7V+i+oBqJ4w6PmDJhzTRQ67VL397Pb+nOSnF+LPTkPzNmEdzhHaMJvKznoyVvIrIIv1tp0RLzhOY8IH0HoTSEEPgiRiHM/gP6MT35IOck/vJXHrcvTjGeySTmBND27FZOSHr5P82BpGv7uloVLChexD24l/aAXJj6/B6M/h6hZqVxR9KI8S9RHaMJv0L7biGnWiL205il2s1W8y223kKhr3Xlln7Bsbafr0WfhXTqOkD1IyCvyDcYCR8Vja88X9HNZTTNeaKNo1Ko7JdC1J1qqwqXSAk1aWA7WhBjGcwiuFA1weXcoj2W0YrslD6a3kx5VGQ2aeBzJvcX5oHsf1FGcH5/BycT9faLmIlFXkiD5CkxJmmppgpqeFglVBRGgQA8CIladViTBk5hqvqYKM5U5+xl4q7CMoeZAQuSq6DHBxcCk5eqMnxAeBfws5XP4fPorfMjbvLnD3k2MY45N1qmBx95Pjlt2/gSAc18WywatJ+DRAgErNoWbWf+iQT2J4sI9INMGdd36UA/t2MW/BUv7b//pbmiIRCpXJIZHjIwbLZ9UL2lbPDWA7Lg9vybJ+UZDdfVUyRYvtRyqNfMEru4qctzTI0SGDvmGdBd1erlkX5cDJKsdHpur29/bVCHgkfvRcivOXhljQ7eO7T4yiyAJPvpHjYxcnKes2922sEyTArHaNG86JsWlXcdLu4bwlQb7z+GTfnHnTvDzyWpYrVkeYVfTQN6KzuNdHZ1Ll6JDOA5syGJZLNCDRP2aQ1VWmaUGao/Pfs0DuFM4uZ3FefgH1zHM4ed2H+NlImqJtc2drkleyBeZYGjOKMm29Xlr+UMWu1CeUw18bZsaXmpjxRzZG2kRUg6RfLtH3nTG6P52sr9gFkHz15LM0JJHeVKT7riS1IRPZLyIFRVzTpdRXIzDDw9BD2UY4Kf9OBbNk0XppFNeq7x583R7kYAGrWL8HJJ+IlbfJvlWifEzGrjhYRYe2a6IEZnsYuD+Dp01BVN77+pvOC6NFFcyCjW3Yk1xiT0H0ChR2Vykf0+n4HzW2G19FkQLoVpYSxyAK81r+lEhsOpJhYaXL6IfHkIIeChsPIQU07KJOZdd+whfPAwEEScQcLWIOFYhcswizPweOS+iSueiHx1A6IqjdMTIPbMd1HKxshfityxE1meDZ0yluOoJTniAIp2ww/LWX8K3oJHLJPCo7BvH0JhC8Cla63CCGU6juHCR67WKkkKdRYHcKUsSHFPGSf24/amcUx5dlxKk2iOEU+owUt0RX4ZE0cnaF/dVBFvu6UASJNYEZ7xm7P52fw5KvQQynUHZ0urQEFVtn2MqTd6ocrA3xi8xETUezEmaZbxppq8QFofkT40bEcV1uia/m0ezbHNFHaZJD3JpYyz1jr7xrHPWRPJzdxh+3XkrBqqK7Fqv90xE/QEOLfxU5CIIQB/4HsA5wBUHYDPwv13XT/+yB/0lw30uZBjGcgmG53PdS5j3JoWY45MsOpdOKx8I+qVEI5h3PQRTKBnt2vcNf/O+/Y+mylfzNX/4xP/jO3/E//uf/es9xiILA2QuDLJ3uY9uhMsdHDB7cnOW6M2OYtstL71Iabdxe5Op1UUI+ibXz/QiuQGdSJeQXmdPpxXZcTMvl12/n6WpSyZfqk/72IxVWzvazfnEIUYBpzRovvJMj7FcaxABwcECnb8Tgz25pYyBlYNkuLVEFSXC567ImnngjS77kcNHyMMeGdYIeCcsDyaTM7NkabV6Fbz06wup5IS48I4wqCwS8Iht3FElEvbj+CoI0NRnZriosCfjYXqqgFYvITc2Ub7qdx4dSnBkJMk1TeXAsy/VmCN/decwRi34gsi6Ar1lpqIyqJy0yW2yaLwojBWRKh+qFcEf/fhT/DI22a6Oc/Fm6UaMg+UVEVcAs2BR2V0mcFUBtkgnYHlzdxa45RJb5qPYbOJZL8sxQvVBtfM4WNYHujyU5+u06cZpFm5YrIkiaSHXQQEvIuE5d3tro2DZo0n59jPTm0sTsJEBovo/CjgqDD2dBrNdKRJb7yW2dWO16O1X8PRrddyURFQHRKjOz788xTygo06sU2t5gkGcQTshktxsoMYnQ+tlUtp3ESpep7hwksK4XtTOC0hoi88vT4uGSSMuXzsU4mUWdFkPwypgDeURVxhjI47ousVuWYQ0XyT68s5GkDl84h+h1SzBOZCluPASSgDotSvSaRWA71CwT0SPjVA3Krx/Dv7Rj6nPgVVC742g98Uafa0GViF6/BNe08c5pxhjM4xoWbqAuI303Fvk6OWameXh0K4ZrsczfQ8oucXZwNkWnRtoqE5V8ZE8jgLOCs9lWrlt9+EUNCRH7NPt4AQHdMThsjLJA0rgwtIC7xya3sB0x8/glD0/nd7ImMINrI8t5IredmxKreKmwjy3DB1kXmMmVkaV4BRVZFJHf1Q1uXXAm2ysnsHHI2xU2Fw9xbnAu64NzKDo6LVOu9v3Bv3bncB/wCnDd+L8/BPwS2PB+DOqDxukT4r/0umU71IzJxABQqNhEAjJ6ycGniWSKFi2t7bS0trNk2Upc4IqrruMbX/8qVd3Bp4pUDAe/JuLXJG7fEKclpnCov4rrwq5j4/HskEzNdIi+h0TTcaEzqdCZVHlpR5GdRytIIpy3JEShYvPG/jJBr8iHNyTwqCI/fT6FAFy2KsJX7x9qiE58msidFyd45NXcpPNrikBbTOHnL6boG66vBINekY9dkuTZt3KsmRukt1UjU7DYktbZcEWIRypZdNvF64rc5o3zofOTfPPREXTTRRLh6nVR/uDaAAnrEE/WpnONbeOVJl9bUlO5sSnGfL8XraOJY4uWEXAdlkeCPJHKcktTHB8i4ZdqVE5T6+S2lAjelUT+iwQpr4PjE4goXhxT4OhXh+i6LUHpcI3qSYOWyyNYBQd/j0ZtyAQX2q6N0veDMTwt9QI3q+iAVY/jqzGZ8AIfpSM1Ikv9BOd7GX0pz2lzB47uUjqiM/NPWykfqiF6Bcys3SiGA/B1q4QW+ZA8IoiAA3rKpPPDccqHdFzHJTDTw9imPJGlAbRmmaYLwgw+nKPlsgi+TpXSkRreNhXRIzLwYLaeN1ngxe7345X9VEaKpJ+1iJ57Lq0Xm1Q3+8k8kyMwy4O93EPLH5+PlSrjmd9KactRSq8exb+mh+iNS6lsPYkU0vAtaif14zeIXrMYx3aQNIXR725q1Cf41/YgBzXSP31rknop/9x+Yjcuq98/MxKEzp9N+t6tWKP1JH08uhIjVaaya5DQWdNxDQttRhL98ETVcPSaxVT3DuGd2UT81jPqu4+KSfaJXSRuW4HgVwms7cHxKDjeOM1WjVVaO2/oA41zrPD18IPUxIp8W/kYEcnLGv8MXizu5a3yMa6NLmfMKjJi5lnk7WTAzHLSyCAhogoyV0fP4MHsW41zXBCeT0D0cFxPM9vTOk4WU+eIU351g0aO3bUB/qD5PDYXDtJv1O+DTaWDbC4d5Pb4mTiuy3mheZRtnRNGmhmeZrJWmWP6GAFRo2BXuTA0n0dy2/iF+QY3xFZQsQ180v+dbfi/Bf9acoi5rvuXp/37fwuCcPX7MJ7fCuIhmdR7EEE8NPXrMUx3SoIW6ou+U+FR03aRRIFkUwutbR0cPXyQ3hmzeHnji8ydOxfLdtFUkSavQrlmU9ZtfvJCmrBf4uOXJPn5iylmttd9lRb3+rh/Y4ZLV0WIBiSypQlSWtTjxbJdDvbX2Hm0QleTytp5AXTTZXqbhigIvLavxBv7S0xr0siVbGZ3eNh+uDypBUBFdxhMm8zp9DCYMjh/WYiQT6ItpjCQNhrEAFCsOmzZXeLMBUGODOmUqjZzOjzceX2SvxoZ4tQGrOo43JtPc2EpjD6+SrYdeGhzlv9xW4Cyp4fHRsusjZp0e6cSX5dXQ8PluGGRMk0CssYDo/WHSxUFZqNi7ZvqU1MZM/lOa4Fi2YEyLOrwctMxcGouff80hqdNwTetTggDv8wQmO2h/boYrlOvhsat5yyKe6tImoieAm9bvbahfKQerqueMCjsqxJd4afwzuQx2CWb2qDB4EP1nMXos/nJ4+szaL0qChL0fqqJEz9PM/J0ntYro9RGDFwD8jsrdH+iCatiEZzjZeBXGRzdxSxYDD+Tw9umkn61hFWo3wvTv9CMkbYo7K5SOlhPjHfdkeDkL9L0rLiW45vyeNoVykdrhBf5EDweCq/swDe3GSUZoHZgBGwH75xmrFQJ82SO1M/ewruoDaU5iF3USf/kzUmFa+VXjxFY3oVdqIsSfMs68UxP4NoOSkuQ3NN7aP3y+TiGRfzW5ZS2HKO89ThKMogU9KI2BbGyVTK/fJvQ+bPxL+3A0S2UZABXFin88m2UuJ/q3mGqe4fRpsVI3LaCytv92LkK3jnNkKsQFHwUIk3c6MaY4XQxaOZoU6L0G5NVcwA7KyeZ42mlU43zaukwv8y8QUIO0q0m6FBjtKsxFno7UASZo7VRpilxPtt8ASNmAa+oEJF8vF46CrjE5bolxtrgTDYVDzQ+QxOURjFsixrihOHjmyPP88mmc9lere8G5nhaWeKfxrCVJyL5sFyb3ZV+ro6dwUOZt+g3szTJIS6JLGLAyBCXgqSsEnmnyteHn+EPmy9giX+q4+1/NP615PCSIAg3A/eP//t64Mn3Z0gfPG4+NzYp5wD1hPPN50627NbH8wmqLNAcURorhHLNqROCJBDySZiWSywoM5o3+Yv//TW+9IcfxTINenp6+O7dPyASkCmUbWTRpXxawjdftnluW56AR6a7WaMzqXLvi2lc4LlteW48O8ahgRonxwzmdHmZ0abRFFV45NUc0YDEqjmBhiQWYOkMHytm+9l3osrqOQEUSSDkE0kVpnop5UoWC3u8zO7wkCnaDKYNNm4vsqh3qpFcf8pAkgRiQZm9JyookkB3UuNdkTlUsb7zWDbTx44jFWynXgyYKvj4SSWNAIinJbZrZpp0dR95/Qg+dToFcSnfHRglqcokVJmwJJG3bV7I5Dk/FkJe6GJsnKx5r7SJlE5jvp3lKhu6JswJa4Mm/h6N1Mv1EF3pQK1Rt9D9iSQdH4qP5wnKGGMWgiLQ/YlkgxhOoXqivvt4NyJn+JF8Ij2fbsKpOe/VxoFqv4HkEVETMt0fT+JaLnJYIlLyN3YiUlBE9CiIc0XCS3zUhk20pEzizCCjzxcmBcidmsPY84X6Doh6PqR6wqDp3BCCrpI8N4Q+YhJbFUBLyhgll9i1i0n/7C0c3cIzqwnf4nbsYpXA8mk481sJiwKFFw+RfWgH4UvnT2kLCvXCOaUlhNYbx6lZZMY7y4l+lfhtK3BNG+NYhtyTu0ncvhL/yi7SP99K6PxZ5J7eQ/DM6QAUXhifXCUR0asQu2kprX9yPqkfv4k5WCfX2sFRxu5+leDZM6i8eLDenOjGZeQP7yN23RJ2NxfZmNtPydF51TnEpZHFzPK0sMzXTUjyoIoyrgvtSpSiXaNFCTNs5pEFkZmeZv5x5NdcElnEi4V9jVxDlxrnxthKerUkMhK/LuwiY5X5QsvFDNTSjNklzgrOIiBqbK8cp0kOs9jfxdO5HdwQW8njue0ICNwcX81RfZQ/brmEX6bfYL63g/vSE3mKhBxkdWAG3xt9kbXBmdwaX0vVMRgwsqwJ/P/Y++8wuc7rzhP/3Fw5V1fnRs45gwlgzjmLSrRysmXJssfj2d0JP489s7bHGgXLlkTJkihSFHPOEYkACIBIRE6dQ+V48++P26hGs+Fd7Ui0d8dzngcPWdU3VdW973nfc75hNqNmmT9pu54Xi/t4u3KYASPPXF9bkzD3UcVvmhy+AHwD+MX4axGoCoLwDcB1XfdfXkLwt4izfYX/K7RSw/Ckq1XZE87LlqzmCiLil4gGJaoNB0US0BQBWYJUWOaCtSt4a9O7OI5Lpe4QDIgMF0xSEfnDBl4AnBrWWTM3hGW7hANS8xym5fLg61mmZVRuviDO45tyvLGnxJdvSDMtoxENyjz3bmHSsXYfq3HnJV6C23uixueuSxP0CQwXLE4OeYOdJMKK2UEuXhTmyS053j/hDZQ9GZWNS8PEwzJvvD+517FidoB82WbrwTI3rouhqSKyISDhkdEANvjCBAdFHnk/Rzggcd9lKV56r8howSQZFqAGl8UjtGoe1de0awxUz6DLS9G1ZSAIvJIrckdLgtMNnZeyJS6IhXBceLtQIqbKpK6JMHLcoDHeJI5fHuatlDFlQDajIso5RC2r6qBEpSbLGSB5YQhBFQgkFE7/ZAxjXJ/HNV2MkfOXHe26Q8edCXLvVhBVgdbrYhQP1Mi+WcbfpdFxZ3xKn0CJSTi6i1WxGHmtSGxZkOEXi/i7VFKXhOn9ZZZZ32glv6lC+XCD9tvinH5gtNnk9nUotN4QY2jc/zi2KoioCsRWBT0i3/g9ZWQt1JTXZzkrW57fUSV9VYTMtRHckQrJj68CF8yRCoVXPiC0tJPco3tI3ruS7IMTsFZBk9HmtqCfa94jgF1ukLhrOdZYdZLjm1M1KL9xlODaHqSoDykRpPDCB0SvmY/rOKg9CdKfvwCn/CHghO2gTUtQ3XoK37xMMzE0/1xqTDI3qmw5QeTqeTSOj9FIi6wITuOZwm5CokaPkkJEJGuV2V/vY/84amiGmmZ5sIelgW4uknx0KHG+M/wKDi6SIE5qQp8xsvzj2CY2RuZTs3VEQSQk+fjO0Ct8rmUjYcfPXw0+z2WRBXw2vZEDtX7Scpg1oZm8WjzQVF32iyprgzN5q3KYO5Jr+OHom5M+15hVxicq+ESFbjXFG6UDTPdlODHOjVCQ+M7Iq7QrcT6b3kBMDP6zyHr/RsnBdd3wR30h/9Jx0aLIP4lMsm2XYtWDp9YNh7ruTCotleo2QZ9IXXeajGlFFEhFZapVh4Zho8oC8bBEflyyIV+2SUanfv1LZ3hw0yMDOjXdQVOEZlkGPCRV76jBSMFq8iAuWxbhSF9jCqMavMF/RpvGr97M8e6hKl+5OcPRPp3PXJNGN216MioDYybPbMsTDsjcfIEnrHd62GDd/BBHeutcuTLCG3tK2DasnhtkWkZjZpuA4zhoisgPnx+lLalwy9Vxnqzlicky/n6R5zd5D/do0eLUkM7dG5MEVAj+6jv85yVLUNZcgCp6zbjBhs5OvZtn+kcQBfhka4r1kRC665JSZN4tVTjV0Lk6FuFLHRkeG81TtW3u/XqcnpJMUbCx0iIj5SKcs5iQBQj5JPS/y5A8YuNs8nwZcOHY0SFwvJ6Cr1P11Fkdl3rfZIJb5ViD2OoghR0Tg3x4oZ/SvjqlfTVmf6sNUYPTD4w1VVZrp3SOf3eYOX/ShpaWKe2v4+/0Gsh9v86RuSqKWbSbMhn1XsMT1rstxvBLBcr7GwSmqRR2VJuJATyJDXmDSHxtkEC3ilmwOf7fR9BaFTLXRCf8KwB/p0rvLydjRkZfLdF6dRTf4jb00SJWf42xn24jfsMi8k/tQ+2K0zg0GYlW29VHyxcvpGg56MfHEEMasesXUn7nOFa+TuL2pVPuO/10Dm1Wivyje4jdsoTcI7uQYn6Sd6/A7C9ijZSR2yKELppBZZOnqCvF/QSXdzL28x345rd6ddoP1XAF6ZzmrSCgn8gSWNxOxBHpVBPcHV+LKsr0mlleLh7g8ugC9p/Dej5hjDLP384ZfYwPGoPcGl+Jg4uAh0D8cDQck6Qc4te57ZPe/9nYJm6Lr+JjyQuISQF2V0/zbHEPt8ZX8lxhz6RtD9b7uSa6mIP1AaarKTqVRFOM72zEpQDrQrN4LLediqOzo3aKexLreDi7jTsTaxg0CwyaBQ7U+/h669X4xPPop/yO4zeGsgqCsASYdu4+rus+/hFc0//rwrC8QdC0XBRJoPQhaQxJFGiYbjMxAJiOJ38RD0k4rkSlbpMtWc1qgO16DdqIX+KsDNi0jMoF88M88NIIa+aFeX1fiXs2Jnlic55SzSYekvj4FSmyJYsLFgbpSGpsPVglGdW5aGGYxdN97Ds5Ie0gSxAJSvzwea/Z5wK9IzqXLA7z3I4Ch87UmZbRuHRZhJltfjrSCjsOV5nT4eNIf4NjAzojeRPHdblhbRxRhO4Wjb99fAhBgH97bxvfedIbSAazJptfrHDz2jiz4xo/eGGyLLH3jLvMbhxHP7gX/eBekq5LIZZAL5foX3MRj48Oc2k8TFSWCUsS75WrbC9VyagKX+vMsCVXYlkkyPf6hrkmFUMRoCELHAnYhCWJN/JF5gX8yILA++UarZrCnS0JGpbNM7kiMzt93PLFBOJxi/KhOnO+1UbttI4claid1JFDEpWjOmpabq4cwCOlzf6jVkKzfVhFCyUh4+guxT01uj+ZwtYdnAbNxND8zHWXRr9JcLaGPmJR7zPIba0g+gXkkIiWVNBHvNVLZIkfURUxSw7BaT5Cs/w0Bg0a/VNx7fVeg8S6ELU+HbVFQVAE9CETOTAxq06sC+LY7qTyk5qWsesOZtmmdLBO9aSB1uIn+fs34fSf8eQzbMeTxDg3XJfqnn5iNy/GOJXDqZsUXzyIXfTuNTk+1eLSPz+DfnwMp27i1k18C9owTueRoj7Km47jlHUiV8xFEAUS96xAivgw+gpkxxFT1Z1niFwxj9LLHzSPGVzTQ/3wMEp7lNCaHtTOGNV9A5TfPkZP61IOR4dZ7Ovkz4ee4cbYcsKSj4EP9R4ikp8hs8BF4bmA0EQ6uXicgw8L6F0UnkPWnKpHVnV0Kk6DvbVebooubw7250NOtSsxdldPM1NL02cUWB7sYX9jfCWjpVka6CEph3kst4OKM7Ga2lM7zVx/G3m7SkBUqTkGDdckZ00t8X0U8ZtCWR8AlgAHmMBnuMD/1MnBcdymzIXtuPhVkUrDSxRn+w8AsihgmFNn7YbpYlh2s+R0bkrxKSLlmo1puYT8El+5sYXRkkm+YjEtoxHyi1i2y6Pv5PjstWkGswaFqsOPXhgl7Be5bHmEh9+Y6C9sP1ThizdmcJwiB07XycRkblgX59G3c5N8IzrSKj9/bYyBrDfoHBvQGcxluWxZhHc/qLJoup/RmMWR/gbdaZV9J2oYlkv/mPeQ3Xqhp6fkutA7ak4SFxzKmTz+Qp5v3N5K0CdSrE6u74T8EmfMThL3fYPA0z+k+NrL+OfMo2FZ9C1dw4ZYCMN2GbENehs675W9B+5UQ+e7fSN8s7uVMcPiE20p3sgVmRsM8MjwCDbgEwXubEnw+GieDlXl+lSMLk3Fclz+cWiMOQEfSUXmhGkyNyGjpRXyu6u4poNUltAyCuWDDeyGQ+t1MfoezjbN7TPXRdFHLVzTwSzYSEEJx3AQfQKnHxil9aY4oTm+SRDVsyFqAoNPFui4K0FpX43wQj9qTCK/s0r6sgi9D46hJCSC0zRO/mBixq61yCQuCqPE5CkrGV+7ij5i4tRcqsdqnoz3GR0pLNJxTwI1IaEPWRhZE1+nQmKDh3oqv98gsjBAbmt1UqM8PM9H1109SPFDGH0FIpfOprL99MSsXRDwz06jHxuj9PqRSYJ9vjkt6KdzxG5YSOGFD8B2ULvj+Be0TZSaRIHYtfOwc3XKbx9DSYUI3rCIsQe2NVnTyY+tovjSB82mt3E6R/Sa+STuWYlbN1B6EsjxAE6lgX4iS/6Z/WB55wpvmIViwTVn2jiYLGC6Nr1GlrgUoF2NQ9Ur7dwU8wZxw7HQHZM742tQBAkhIfBI7l1eKu7lY8n17K31MmaVWR7oIWtVCUpTYa1tSpSAoHFHfDXgsjzYw6bKEU7rWVYEethVOw14yeKK6CJeLe7nssgCDNcmIQe5LroUv6gwbJZ4Kv8emqhwVXQROatKSg4hICAjsad2mqCoTUJF/XOsGuA3Xzmsc133n0/U4184XNfTRtJNB9f16v0+1YOn+jWReEgiW3IxbRcRiIUkLNvFdjz9I2v8odJUgXLNIV+2yMQ8oT3TdvFrItGAxEjBIh6WOKM7/HzTGDddGCcakrh8eYRizeb6tTFcx+X0sMGTWyZmQBctDPHC9sn12LrhcmZERxLhzkvitCcVilVnEropEZbApZkYzka14aDIAu8eqnDhohC9IwaXLA5TbdiTmvSiALIkNFf7h87UWD0nyPbDEzMZSYTBnMGlSyM8+PpESSMelgj7JZ7eY7Fqzixm3fIFIm8/hnHr3fRJMt2STEKR+dHAKF/pzPC9vslsYNN1GR6X1bg5FWNxOMijI7lmwm04Lk+NFrgkFuaFbJEj9QarI0Hm+f00HJf3yjUGdZNPtCY5ebKG+EqV5MVhtJRE9YSBIIJtOGSujDK2uUzrdTEEBQI9GqJP4NSPxtAHJ763zNVRjFEL1/Y0l/ofz9Fxe4K+hyc+c2xNkMaASf2MQe2EjqgIxNcFsSsu4cV+spvKiD6RlquiDD1VmPR59RHPz8MRIbE2SG57FUEWyFwdJTTXx/H/NtQsN5Xer5O5JooUEJD9MqNvlcGF9LUh5G+VeVZ/lLpQ5ZLpVxE4PZORlyffO+VDDfRilPTvrWfsp+9SfOsoma9cTP3wCK5uEVzTw9jD72GPVkjetYLqrl6M3gKB5Z0EV3bhmhZi1I9vTgZHt6jt6WtakgqqhG9OC+ZwibGfvDtxz713hvitS5vciuIrh0jdt5ra/kHsUp3gqm5PE+rNY6izksTaogz/7RtEr13g8SrGwziTp35gEGFNCyNjeQohAXKeyultiVVUbJ1l/h7m+DM8U9hNzZlItPenLubB7FbmaK38Uet11ByDuBRE8ou0qlF+ldvGcX2UjBzhs+kNPJzbRtGu06nE+b30BsasMk8VdhESfdwQW8Y9iXW8XjrIfH87X2q5DNN1aJHDDBoF1odmoQoK09U0dcdgVXAae+t9bKp4Bkh1x+Cp/C6+2nIl++q9vFU+RI+a4srIArJWlauii9BEhUE9T0aOsK18jIjkp1NNEJGngkZ+F/GbJoetgiAscF334EdyFecJQRCuAb4NSMCPXNf9y4/6nI7r0tA9Dwbb8TD9jusNhNWGg265SKKLpni6Q+c2lB3X0yQL+UU0xdvPtl1s10VGwHI8+GpQEmgYDrrpNlcUPlXkE1em+OnLY1QbDn5N5N6NCTpTCsWaxZE+/UPXOUX/DPBq6/GwzKNv57nlwjjbPqjwtZsznBjSxxvpHh/jXCXXsyGKAtL4wB8PSwzlDVbMjrL5QKWZPO69NEnEL3Dj+jiaIhALSrQlFII+ka0fVGiJKWxcGuG5bQWCfpHPXZtmpGAS8Ik0DBfTdjg2oJMIy6jJDKtvu5dNjkCXKnOirjMroHFrOk5UEglIIgFRRBNF+nVjfNkvIAsCVcfBJ4ofVpygZNtM92msj4bYUaow3aeRtyzUcQnnAcP0EFWKi3lcp3pCZ9Y3WgnO1Dj+7WGmfTHt6S6dnb2O2gw+PUzbDfFJiQFg5PUSrddGKR2oo6RkUuvDFPdV6bwngaN7/hBSUOLYXw/ha1Mw8zajb5Twdaic+vtRWm/yOAuB+5JoaRnHOA/7OSDgi6pElvnxdai4DuhjBtXjjUl9CIDRN0rMWtnGkT+f8Cowbhrjh+X/gjM+4z2qH+T+7t9HkDNTVjiu5VJuk0n//iXYQ2XGfrYDdVqC8CWzqGw7RXh1D/nH32fsZ9vxL2gldOF0pEQARIHSm8eo7x1AivpI3b8ObUbSk9yO+vDPaaH63hnqewcmn8+wcepm033OGq1QeP4AmW9cjjVS8vgP3QnCG2fj1gwG/+trnphi4zx+DfsG8dcW82bXCKKl8Cet1/Ne7RQDep7pvgz3Jtfyfq13UmKAcWXVQA/vVo9zYKiPL2euoNfMkZQCOLjM0jIsDfTQpSYomTW+0HIpRave9H9/JLedsXFm9v56H19puYJ5/jZEBH4xtoW4HOTC0GxmaRn6jBzPFXYzYpVYG5zJVdHFbC0fnfJZPmj0k7eq3BBbxrOFPQybZVKK1/OoOQYXhudgujZ/N/IaIgL3JNezKjCNpPq7bwv/psnhH/ESxBCgMy6467rukv/r3f7HQhAECfgecCXQB+wQBOHpjzo5NQyHobzZHHTqhkNrXMF2XGRJIOKXEASPHCeKEA/JiII34J6FpNYNUGVvwFdlgaAmEvJLGOP9irrhUDe8v2uKgCR5tPqfvDTWbCjXdYdfvp7ls9eliQcVFnSLvLNvosu643CVG9fFJs3MA5rHyj45pHPjOk9YbzBn8vTWPIun+3lqSwHbgdVzAly3JsYz2wrNfdfMDXKkt85lyyKossBDb+RYOy9IXbe5dGmEjpSCIou8+X6RoE9iZruPX7+dY8l0P+vmhxgtmly2LEJrXEaSBJbNChAPyfRnDWZ3+BjOG9THuRQAB8/UWTYjQXlGkjbHpmCazAn6OFJrIAsC20sVvtjews5ylbrjcEksTG9DR8DjT8RlGdN1P6wUTUyWOF7X6W0Y3N+WJixJDBkmVcf7XgXgjG4wL6Zgju9cPdFAbVWY82dt1E4YDG8pEJ4T8JjJZ0M4j7y17RKYrnnSFlWHoRcKGKMWxXN4D92fShJdFiCy0N9cUTgNhzn/to38tir9j+Sxaw6BmRqpSyOMvjrhcyD6BFwTBl/MkbwwQnl/ndiqIGbOQeg5P1JFP4ePosQkjocP4nxIt+f1xnN84nNfp+/7E6sHJSGhpUSyPpdQzmDkB5vAhfr7/dT3DhC7eRH+pe3IySCNQ0PILWH8czO4rkvptSPNgd8uNhj+9psk7l2JIAqYgyWq754mdOGM885mBOWc+rwAqU+vo7r9FHLUT/md45iDRQIrughfOGP8SwdBnTpkqdOTjPp1VgVn02/kyNtVLgjN4khjiD3VUwRDM5uSFOeG4VjNHoEsSChIyIjE5RCbq0d4qbS/ue2nUxfzfw6+0DyOhMi9yfX8IuuJUzdck0GzwNJANwWrRqeaGC8HmdRdg1PmGEsCXaSVCM8V3mdlcDrtapxha7K3RVjy83b5MHN9bQRFjZDk4ydjE/4S75QPExJ9fDl1Gf9t9GUeym6lVYn+iyaHB4BPAPuYxAn9yGINcMx13RMAgiA8DNwMfKTJQTcm30Ihn4RhulTqtgdRVUXy4xIUfskbjFVZmMRVAE96I+gT2Ln7A/7wy5/Asl0EAc6cOcmf/bv/g9/7/Ne8/Roe21oQhClIo5svjPPkljx9oyaLpvm5e2OCF3cUMSyXDUvCxEMSn78+zc4j1XHCmsoTW/LUdYd180PsPe6Vek4NG4iiwO9dncZxPTjt9FaVaDCJLAn4VJFS1cKnioQCEod7G1y3Jsq8Lh+lmkNXi8LmAxX2npgY9A73Nbh6ZZRn3y2wfkGIg6cb7D/lNSfv3pAgE5NpmF5D/vvPjDCn08e91yQYyBtosifx0dmj8ePhMeqOw32tSf76zFDToOXLHS18p28YY/z19lKVL3W08JNBr8m9vVjhlnScu1sSPDaax3RdgpLITak4j47kqDkOPx8a4w86W9lU8GZ2CVnmyx1pz7WvDbL/IU6oIeDICn5ZonKw4SWLowYtl0e9HsGBOv4OheAsH3JIxKpM/EbJ9SHKR+qMvVlGSUxuYJ8NQfZ8onsfnEjioiZiVWy0FpnY8iBqRkaJSNTOGGSujVLaV0drU4gs9MhvdtVB8gnE1gQZfr6AWbQJz/Uhh8VJq4f0ZZFJMuKuA/J5Hm/ZVWj0mUz7QprBJ/OEZmsk11rkH/nPRDt7sDsunpxxXZfC0/vxL2xj9MdbafniRciZMPlHduObnaa648zkE7iAaU/SRKrt7iN570pGf7x14rvRZHxzW0jcuRzXsFDaIri2jRTWyD78ntccxxPicyo6gSXt1PYOYPTlCazopLbLa+iKAZXEXcvZ66/y/aHXms3kBf4Oro4sRhMV/n70LT7fcumUvsH68GxeLe6nRY5wTWwxT+TfI2dV+GbrtZOavjO0NHtrvZMSjI3DSX2ENiXKoOklWt21+NHIm4iCSLsaY9gocmtiFX899GJzX0WQuDOxhtP6GBvD8zlYH0AfF9NrU2LYroPp2pzUR1nk66ByHnOiLZWjXNA6C/CSUt7+aBrUv2lyOOO67tMfyRWcPzqA3nNe9wFrz91AEITPA58H6O7u/q1P6LreAO5XRHyaR80SBG+g1xQBURAonyOW59O8RBEP/dNf4bSZs3lz805c10U3bJYumMaGy28k5PcgrT7VazpLokesO1vf70qr9I4Y9I16N83+U3XOjBh8+qoUggD9Ywalus3e4zUiQYkDp+q8eQ4X4fSwzt0bkvz01TFGChbTWzUCPq9n8qu3ckzLqNx6UZyjvQ3aUwqRkIRpuoR9IolpPgZzFt9+Yhjbgdsvjk9KDACFio2mejNBw3T5zLVpsiWLTFzBdVxOjRh0plTSUZlURGHrB2Xez9d4T6jx5c+0EKqK/Cg7yhnD4O50nJ8OjjUTQ0AUOdXQm4nhbLyQLbAqFKRk21yVjLKlUGGuX+OPulup2A4nGzqPj3qJAbweRNWxuSweRh4vRz06mickSawIB2hr1fhB/yhz/T4+7UQZeq6Av1sjc02UUz8apeXqCK03xbArNvqIyfQvZchtK1M7bRBZ6B/vNchM/0IaKSChJuUppj5yUMQZT/qCIpC5Jkrx/RrBGVpT2rv9tjinfzKGa3pEuPAcH1bDRtQ83gRAaI6P6nGd6NIAWkqhMWrQekMcfdREHzKJLPZTO2UQnKmBBJH5fpSohFpZgBJ6GvMcJc9LGteSfa6GeKXCjK+1UN/+DGPfe8L7LU+ewP/JDVPuYyU9LhHtuFi5Km7DpH5gEDkVRG4JYQ1PRvPI6XCzXATgX9KO3B4hee9K6kdGkMclws3+AlJbhPp7vTROZYleMc8zQNInf4+19/tJfWottb0DVLacJLCqi8zXN2L05vHNzdA3w+WxsZ2TUEYH6/1cEprLk/n3uCA0mzGrwv3pi9lROUnZqbMhPJ999V4qjs71sWX8YmxL0wBoX62Xef52tlfHIbaCiHUeNqPlOkjjKw9NkOlWk9RdT4rlaGOYOb5W3q+dmZRUTNdm0CwwW2vlh6NvcH/6InTHouzoVOwGz47DYLu0BIZj0qpEp5y3VYk0YbeqIJOSPxoJ7980ORwSBOGXwDN4ZSXgI4Wynm/dPGm0cF33Hxj3lVi1atVvrVW4440ibzyWp5i1iSQkLr0jztw1ofGZPcRDErrpnKtqDIBueFpK5878VVnAtl1kUcCvClR1l5dfeZXunum0tHdTrtlef8NwCPpE8uO2oI+9k8N2oLtF5Wj/5BlDqWaz72SNrrRKvmIxUnA5OWxwwYIQo8XJD1N7UmXLB2XWLwgS8sl8cKZG/5hBw3DpTKl0plV+/XaOj12aJF+xKJZtTg3r/PjFMe66JM6ru0vNnoTjcN4ehSAIBDSRSEDibx4bYn63n/4xg3cPTcxiLlgQIl+2WDU7iF8SOVHV+X5jhG+2tXKmbCAAc4N+fjWaP+e4U6DtgAdimRnQCEsSf3VmiLAkklJlCrUGiwJ+XsoWJ1lDgqdAnZBlirbNDwYmoLV7KlXubkny5c4W/s8zQ9wVjeLaUD5QxyrZdH0siRyRMHIWalJG8otUjtaJLA5g1xyyWyok14Uo7KxSOdJADAhM/0wLp340il13QIS2G2PIEZG222JIPgnXcun9eZbY8iCD5zafXZr1/7PMbIDYkgD9v84RWxGgcqRB8f0JXHxiXYjiniqhOT7kORqCIqAmZUqHa8z6/QzDLxWpHG2Q7GrlK6v/jL3ODupWnWXGOtyHwjRsm8rhBtH5BqVXnpz8u8pVfHNaaBwZR06JAvE7lmGOlD1DIEXCHGdLV7adInnXcsZ+ubOJMvItaAVJIHX/WhAEXNOhtq+f2vYzSAk/rmFT2zdA6dXDCIpE69c3ErliDnZZZ+ivXyd+y9RKteBXEDSZli9ehGNYSDE/giLD/BR/EdrCx1jPoFGYsl/V0YlIfnyiQsGuMmQWWROcTkaJkjeqXBFZyBJ/F+64JPbZeLKwiz9tu4E74qt5sbiXfj3PJ1IXsrfeO+n4a0Iz2FE9yVxfG8sC3Tiuw2fTG3gkt52yXWeBr4NDjcHz3MsOH9T7MV2bnFWj6uic1Ec5WPe0odYGZ6IJMnEliF9U6FIT9I7rMimCxIbwfPbXe1EEiY+nLqBHTU85x+8iftPk4MdLCled895HCWXtA7rOed0JDPwT2/7WsfOtIs/9NItpeDdIKWfz7E+y2A60L/Jjuy7lmk0i7JVLqnUby3ZRZYGa4RANSMSCXglKkcdXGXWbWEhitGiRCMu88MyvueGWuwCo6y6pqIxhucgiSJLA1gOewqrjeOgnQYCRwmRpiOltGpm4Qk23Gcp7FqOCILBkup+9J+sIwNr5QQoVi3f2l7l+bZxESCATV1k8zU9/1qQ9GSUalDgxqHO0X+eJDzm3vbm3zMrZQV4Ztw3ddazKJYvDk1jS01o1XNfhyze28My2PI4L83v8PPr2ZMe1LQcr3HFxgsfeyXFft+eIprsuZdHGLwp8rbOFQV1npk/jeMObc1Rth4QiIwmTpHy4OhGlQ5V5KlvELwrcmk7w65Esdcdli1rhtnScX41MnH9tJMjuSpWYLBEUJ+P2LReKls2YaXJNMsqwaZG5NsrAY3kaQyaOBSe+O+LZbj5fpN5rEFnkR4nJFN6rIaoCol+kcqSBIEHbTXGMgkXLlREESUCQBHLbK0gBEdEn0qhbaEmZxqCJsFZoriYAT678Q80TUROwKuMCdzN8k4T7AHLbKnTckcDXqWDXHAYey2OVbXo+k+b4d0eayWbg4TzpbIKNc2/GyFk0+kyUeTLODAfXcBGEhudva0/Mikd/8W1av/b/wxyq4dZN5HQQq6SjzU7R8qWLsHFRYx46xtUtCi968hWCIiP4ZJRMiNJLh/AtbKP4wkGsUe8eVlrDhC6aSX3fxGPsmjbF1494suC9eVzTxhwqTU5OQOzq+eQf20NgWQe19/sR/SqR6xcwOF9msFqk4ZisCPawY1xR9Wwk5RCaIKMKMnXH4O3yYd4uH+auxBryVpX3Cqe4MDSbDnWyTI6NwwNjb/GHmWtZGuzmQK2f9yqnuD91MdurJxARuCQ8j5DoY56vjbxV5dtDL2HhsCIwjTvja9BEGVnwUE+HGpOHrhWBaeysnmRRoIt3K8c5bYyxIjCN2+OrveqFoOATVR7L7WB1aAbzfO2sDc0ig7a5QgAA7QBJREFUKvpxcEjJIYKixp/Gb2RWsAVV/migrb8pQ/r+j+Ts/3TsAGYLgjAd6AfuAT72UZ3stUfyzcRwNmzT5c3H8nx+dRBB8OCsg3kTAc/UR1XEZhO41nAIByTiYYm67s1BguNlHMeFSk3n1Zee4xv/xpPqDgVEChWrafZTqTtcsTLadHITgG/e2crxAZ3BnFcSWDE7gGW5/PSlMdoSChctCrNpf4XntxdYOiPA7RfH6UqpvLizyLbeKoos0JlSKFRsHt+U5/3jNe7emGDbBxWWzQxwyZLweY18wn6JBT1+Nu0vUzc8GG1nWuHz16U5eKZOa1ylp0WlYdoIInS1qBzp03HON93HQ4C5QKXiNO82AYFvdGYo2A6aKHFLOs4vh7MMGiaaKKAJ8Nm2NO+Va9Qch3WRIEEJGq4HHb4wGua5bIH6+DmHDZPd5Rp/NM6DaDgOfkmkaNmIgkBQFGhTFQaNifJKQBIREWhXFSINAeb7aP9MCmfEIrvJS4RKVGrW8UVVoHKkQfvtcQq7qujD3rF6PpOmsKuGXXcoH5hcfitG6gRnaIRmaZhFGy0jU9xTJbEuRHazN2jmtlVouynG4NMFr+EqQdfHkt5rOK/XM4C/W0XPmfT+dKKfoQ+bU1BIlSMNZL/YPB5AoEel874kohYgduX1FF6cqBjLqQzVHcepbh/GN78VH2AOlbBzVViU4qHIYWaSYPWNiyg+fwBrtEJtdx+BpR1kH9yBGNbIfPlizOFyMzGA18A/nz6TNVpBPzzqLU+B8jvHiVw2h8CyDlzTRk6FKL99DCtbRY4HsPJ1GKsiqTKnnTwbIvOQkbk2upSabXCg0U9AVLkjvhrTtVkZnI5f0Hi8OCHv0SJHsFyXe5PrCYoatmvTocTpNycmShsjC/hvwy9yb3I9s7QWQpJGr5HjgtBsIqIfW3AYtcr89JxmMcCu2ikuDs9lR/k4l0YX4OByT2IdO6snkQWJq6OLGDPLzPW3sbfa25Tr3lU7xa7aKQBuja/i/doZPpW6mMONQUwM2pQoJbvOiFlCFWQ6H4uRWRtDTXx0nIfflATXCXyHcT8HYBPwB+fzmP5dhOu6liAIXwVewoOyPuC67oH/m93+h6OYPb92TiVvI0seDPVs09kF8lWbTMwjwskSiD4RVRGoNmxKNXtKWeTVV15kydLldLa3ERqXSyiewx9wXE9Z9as3pRkt2QgIvPJekU9ckSRXtghoEnXdJuiXKNVsBnMmYyWLT1yRZPexGqbt4FdFnn23wLFxM6CrV0Y42lenPaXREpM5Pqjzyq4SFy8K0zdq0BKXGciaRINSk6wmCHDDuhijRZPbLorz4Os5gj6RxdMCbD5QYuPSKKeGdF7bU2TPcW8gnNmu8cf3tTE4ZpKOypNKXK1xLzkJAqhBAXRYEPDhE0UkUaBimOwp17g4FmZlOMD8oJ+8abO1WGJpOMgV8RAuAqfrOrojEhDhwliYPt0ga07+zY7UGxyv615iFkWeHM03PaYXBP3cmIrxD+OlJU0U6NRUDlRrdPs09mgm7zxfolCxuWtNjK6d3m/jnrN0KR2oN5VT2++IYxUdKocbmDmLypEGyQtDU5JDZKGf6rEGouR5W3d9IoUxZiJHZVpTMvltVbS0jK9dpfvTKVzTxWm4uLjN/oVV9pKKfo40uX+aSulgbYq+zodd0wASa0IMPD555VE7bVA9ojP0fIE537qSRCiNcfoIcrINtXUGtX1FnIaFb1pikmaS+IrK8m/N47vKNt69qJU/WnEVxr4hjN4Cucf2ePdyWcccLmMX66jTEhinvHNbxTqBZZ2U35gM3wxfMovqe2eIXjUPwa/g1k1Kr3vY/8THVnrigHWT4NoezOFys77pmjYzfGnO6EcZtgqEJB9XRxezITIPy7UJi35qrk5MCvJO5TCma+MTFG6Or+DV0gEONQa5KDSHOb5W+o0c96cv5lBjCMOxCEoqeyqnuSA8G1kQeaN8iM3jfASAdcGZzPJlzmv5GRQ1RswSaSWM7lo8md/JmuBMLg8vICEH2VU7TYsSwXVdZvrSrJSncXzk9eb+qiAzS2uhVY5QdRqsCkxj1Crz49G3mlDcb7VeR/qiCKHziGL+LuM3LSv9BPglcOf464+Pv3flR3FRAK7rPg88/1Ed/9yIpmSKY1N/6FBcQsBzeDs3YkFvhVBp2MiiZxdq2S7VhkPYL1Gu24T9EqIoIAjw5GO/4u577kESPXtQ7cPyBMCJQR2/IpCKy0T8EhuXRsiXbfpHDXQLdhyuENBErl0dxad6VqB+TeTyFRFSEZlixWbRdD+JsMSGxRFOjxjUdJeAT+TeSxN8+4kRDp6uc9HCELLkEvKJPL+9wHVrYjiuZwscDkg88laOobzJlSsjfP66NANZky0HKoT8Cr94bYw7Lk7yzLYJGOTxAZ2dx6uUZ1jcf32aN3eVONzbYFa7xtwuP4+/k+PTVybRwiL3xZOMGSYxSaTiOFQdFxt4u1hhpl/je30j1ByHC6Mhhg2LR8ZJbpdEwwQkiYjPg/1O86mkFZnRDyUIRRAISyJ7KvVmYgA4WK1zYSTEukiQgCTRqiqoIuwu11gZDvJqrsia5SGeeb3A4+8V+eaGKDycR5AFBAlc2/NqUJISStzvWXe2ykz7chp9yKTligiSXyQwTaN2ykvOwVkaoixQeK9GoFsDAc78dIzOuxPUT+lUTjYIzvThmJ4IoFGwcHWXgcfzhGb7aL8tzvBLRUbfKDHtsy2UP6hT/qBOaK4PX5vKwOM52m6KT/r8dt1Ba5HRzxEK9LUr51WGdV3PIjW/Q0CQFyK7foovncKt7yZy5Twyf3oluR9umbSPUzPInLJR5kgcNoc4LGeJPb2PDzfiBFWi8PxBwhfPJLS6BzGkonTFqbx9jMSdyz2WdcMkcvkcXAEaB4fwz2kh9ck16Cez2PkavllpxESQxL0rkSJ+nKqOlasRvWY+5c0nkNsiPFx+h/mBTvJ2jV9kt2K6FnN8nhWOiIBPVNhVO82yQDdfabmCsKjxwNjbjFhl5vvasVyHB8Y9H/ySxrP53ePS+wL3JtfzZvEgGTk6KTEAbKsep1NL0m/kWOTvbIr6AVwXW8oLxfdJS2Fm+FvIKFGCksZ71VP4RIWZvhYs1yYkBSnYNbaXj/Hp1MWcbIwQlDTicojXSwdZEOjAdV32N/p5ofA+N8dX8nRhF9fHlhETg8gzZET5oxXf+02TQ9p13Z+c8/qngiB8/SO4nn+RuOqeBE/+w+ik0pKsCFx+ZxwEr8Fsjs8iNVnAsmma/Ri2y2jRJBNXMG0X23FJRxXGSha249Ko1Xj99Vf5P/7zd6jqDgIQ9E39UVfOCXKsv0F7SuPJLXk60yrTMxpbD3kloo9fkULEK0kd6dPRTZfNB8qsnRdiIKuzeHoAvyqycUmEv39+lGLVJhOT2Xmkyp2XxLlxXYxTwzqqLNKe1Aj5Be7ZmORnr4zRk1HpSms8+s7EsvrlnSXu2pBoKr1+7ZYMXWmVoZzJPRuTHB+ok4rKBH0yqgJdosozdp5lnQFmtftQJG8m+0f3tuITXUYdmyMNg0UEUO0GUVklLol0aCrvFMosCPioOQ6qIJBRFR4/p0n9RqHMJ1uTnKrplByHWT6VezJJfjo4Stl2kAW4qyXB5mKFqxNRzjSm2qT26jrLQ0FGTZOAJGLYLlfEwvzNmUHWxyJ0tnnyx9WGw+m0wNy/aKVYsOj+N62MPpRDScjYNZehp/OYRZvZ32zlzANjnouc6EFJ42uDxFYG0FoUpIDAsb/2WN7ZLRXabvIGe6vqNEtK+oD3X8knUT3WIHlJGF+nQuVoA33MJHN1lOAsjaFni1h1m+5Ppxh5o0j/IznvvkzJk1YVI68UmP2tNur9Jmbewteu4uISWxGgsGuioS2P258COKZD7p0GHdd14m46CrJIYGknjbAfx5yaVUTLRUQEbJ7XjvHlGxdTeOL95t+1GSkEScTVLUqvHSawpof4NQuwSw3Kbx5DDKqE1vQgqDKVLSdJ3O0ZA+Wf3U/i9mWeGmt/gcILB4lcPhdBkSi+/AHWcAUp6gNJJPO1DTSOjbJ21Ux+VdzO9bFlTTjouQ3g2+Kr2FU7zZ7aGWRBYm1wJiPjpLWFgQ4ezU0Y+eypnWb9uDfDuuBsXi0eYH1oFkPn+D2fGxICXWqCpBTiwtBsyk6DhBzk2fwerogsJGdXeTy3k8siCyapsL5bPc4didWMWCXKdoNrY8vQXQtbc3ipuI+Rcd5Dn5HjwvAcREGk7ppYrs110WV0KQnEukRFaqBULJyhCoIkoXREkQK/Wwnv3zQ5jAmC8HHgofHX9wL/U1iEAiy/yFNjffmhHMWsRSQhccHNMdLzfRONaMNjO/u1qZpBLmBZLvGghCwL5MteYgDwBQIcOzXc5Ee4eLIckYBEuWZ7zF9ZxK+KXLUyyveeHvbsQpf4ePTtHJGAxHWrYzy/vcCGJREe3ZRnOG8S9InctD7O67uLXLIkQrHqoCkwUrRIR2WuXxvj9LBO0Of5S/S0KCydGeCFd/NcsybOiztLVOs2X705g08V+PELY1O+l3zZE/hbPivoKbWOTODo//C2Vh7blOPM+HvRoMT1N8bonqby8LM5rr88ymYq/LToDUrrIkFuSPgo2vsZEQT66qexXZcZ/oU07CQR2YMEdvlUjtWnDu47yzU2xsI8ny0wy+/jxwOjbIyH0UQPdpxWJFaGgzRshyWhAK/lJ5OLWlSFHwyMNPu+t6fjdGkKn23PcLhWp+K3uWljjHBQotrm8h+yw+iKy/yAj49/K0V0v01j0MAs2LTeGGXk1VLTXhTHUzvtvDeBnrPwtSlUDuuIfgGn7qIPm+R3eOzp8qGpuPV6n4GWURh5uUjHnQlERcCxXOq9Bsf+eqg58z/xvRFmf6uV5LowVtmmfLBOfE0ILeX5UwM0hkyssoWvU8VpOIiCSKBHQ4nLlA/WCUxTCc310/dQFgTQ0orHl9AiJO9bjdQSo/d5l9ar6kSvmDtJuhtJJD9dbQ7EF1hdSHEfLV++GONUDjkVROmIUn7nOFIyQPKuFZTePkb/f3qR5H2rEPwKTsOi9MZUZjCWQ+5Xu1B74kSuW0jkqnko7RHM/hKBxR2Iq2SsbBUlE8YcLFJ68QNWzl7LryURSZi6EtcEZRK0dZqWRhFk0nKYUas8RYH1lD5Gj5ri48kLkAWJrZVjODgU7BrtSoyBc5JEhxKnS03y34ZebPImZmhprogsYlVwOntqZzimD7M6OIPXSpOpWaZrU7TrmI5Fr5FjRaAHwYWjuvfcn41hq4QiSFTHS0k116BNjvJUfhfTtBTzTkXo+tFprF5vFR9c00PqU2tRkkF+V/GbJoffA74L/De88W0L8M/dpP5IY9mFYRas9XwUzr1vRMH7wJm4jG56TGlZcporieZ2oodQCgrSJHXW80V13BeiJabgOC7ZQfj12zm+clMLtgOzOjU+OO3Vr69YEeHhN7OsXxDipZ1FhvPeg1ltOPzqzSy3X5zAsl1My2kyuFfNCfHLD7Gn/+jOVgoVmxvXx/n+MyOMFLxktft4nRvWRpjdoZE9NLlM09Wisu1ghaG8NSkx+FSBE4ONZmIAz6jo5EGdxas17rokxjG/wZ7RidnqtlKVuUGVoFTh0ZGfYY0PMCJP85nWf4tuhWlTFfKmxQyfNuU7a1UVXs+V+HRrisfH8tQch+ez3oOxLhKiaju8li/iuPCFjhb6dJ3DNY9VfWUiwuFao5kYVoeDmK7Lz4dzqILAFYkI7YpM1xIVy4Xv9Q2zQlEp4PJBrcEzcolPJEOIOe/hDU73MfJyaco1CrJAeIGPUz8cRQqKtF4XY+AxbwVU7zUoH64Tmu0nt3kyCi08z4fWonjS3gfqxJYFEARhkvw2gF11MHIWRtbCKnu6X742hfIHdbLveMeMrw5SHzBoDBSY/Y1Wjn9/GKfuoqZkQrN82LaNmpDpvCeJFBA92Q4R5JjGyZ8EsMpe8hIEl/ZL/MRvW0ptTz9S3I//mjmcSmS5yp7PwnKc9NOD5A6OkfnqBsqbj2NXjaYYXvr+dYz9fAfWcBlxbpLh1WHG1q/E58gkjjZwvvOex3UY865b7YwRXNmF2pMg/+IBQsu7KTyxj9AF02kcHkE/MTF5iVw+B/+idoxclRtnL6PPyLPA387B+gQq6ObYCvqNPHfG19CmRBmzKvxo9E2+mrmCX+e24xvXOTppTECcD9UHSMlB8lada6JLCIoa/XqeT6UvZlPpCIcaA8z2tXJZZAFbSkdRRQ8FBXBCH6Uxzks4pg+P39vCeZnZuJCSI6TlML1mlj49z2l9jLm+Ni4IzeaJ/E4EBFqUCN8ffg1VkJjva+OnY5uYoaUxLJMZx0WMysTzV91+muCaHpRxA6XfRfymyeE/AZ9yXTcPIAhCAvgrvKTx/+nwPKHHG5Cu29QfMiwXTRaIh2VyJYt4WEYWBUQRz+WtMCGzoclCU6TPpwqokjApQRim5xV9LpNaUzxuhCILTS7F2V5EuW6zclaAjpRKQBPRTZd4SG4mhrPhuJ5yrONCS0xh17Eq92xM8A/PT5bLrukOh3obPLEpz+evTzcTw9l49t0Sf3RnK4f7G02/iRWzArguHDzTYF63H78qsH5BmEhQYiirT+FWAPQNGhhPl2m9NsyTlakWnr11k5jW30wMAA4O75ZeZH3oi9zdkqDhuiRliZ3larNvEJUllocDbCtWsFyXtKIA3vFlATp9atNCFOAH/SN8uSPNjSkJ3XEQEPjv40J+PlGgy6dOKlsdqTXwhwK8V6iwUVT4T2caWK/vxUmHqFw5hx/W61QSEaIzNIIzNayyTWC6RuVDqwAlIlHaX8fRXRzdpvBelc67EwiygKgJGDmL2mmd9BURRl/33NxiKwKEZnsJxa5790duc4XZf9Ta7Hc0j5+QUGIyZx4Ya7K1c5srtN8WbzKmfR0qxb01cKExbOLUx3WixixyuQrdH09x/NsTqxEtozD7j1qxSk7z/AClAwYdN4QoHumj9gcLKWsW+/OHuOqnNrOGKlijp3FcUGalMPoLTflu8MTw9FM5LzEEVUp/sIhfVrZyxsgiILBhxlyu+S+XEjI0FMNF++MrqO8fwKo0kE2HxC3LMPsLmINF5IhvUmIAKL1xlMQdyxmImCxUugGBGUKaC4KzabgWSSlISg5x2hjh13nPh2F9cAa/33Ipx/QR7oqvZXf9FCtD0+k04xxtDDNXa2VFcDq9+hgLAh28WzlG1dFZG5rJtsoxThve4J2SQxys99PA5KrIIlJKmK2VY3xQ70cUBIp2vYlMfr92hpviy+k9xwtCRiQlh7FxGLMq7KqeYnS81DVoFpilZVgTnElaDjNsFLgvdQGGY2HaNuuCs9hoTkM5WsDZ00dwVQ9SWPOECF0X/cgI/AskhyVnEwOA67o5QRCW/86u4l8oTMshW7LQTZd0TMayPBMeTREIjiutZksWybBMsWYT0EQKZU+4Lh1VcMZZ1aIgUKzahAISw3mTeFgmX7axx/V/FFlAEAQ0RcR2xhnXokClbjcH40uXRjjUW2fZzAAz2jSyJYudR6rcfpHXdIwGJUJ+kUp9cvNvWkajajg4jsvly6MM5kwMc+pspdZwEKeuvgEPOmvbLhcuCNGZ1vApAtmyybPj+kthv8jtFyd4YUeRXNli1ZwgVyyLsONwddIKak2nn9pzFZJrg8wNqRxh8uA5za8yaE42OZGQWBS4mrLj8o+DoyiCwMpwkAtjYU9cz3UxXZd3ixXuSMdpuA4Lg36SisxbhTKK4KGZzg0XeDFX4ottafoNg7AkEZEkSrbNvICfPZWJa2hTFaKyzD8MjJJUZJIHhqg9ssf745k8/r0DfObfXM5hocGMgEznfUn0YZO2G2OcHBht+jgn1gcRNJfEBSFy2ys4dZfaKQN9uMD0L7SQf69C7ZRBvdcgc32UmV/J4NguZt6idkqfNDADDL1coPv+NL0PjuHUXZSYROc9SRp9xiQZD4DRN0vEV4cwChbB2RrdmRRW0UaJSZMSTHRpgOyW8qSEow+b1PtMXMdBiZ7D8hbBlUOcuCXBj4ovsN6dRb+UZ9rt05nxfoTggIG2uhPBdJBkGf+iNur7J+r9YkAFUUC+az5v6kc4Y2THfxuXN8uHWNDSgWvIpI6ZOKU6ancCt2FSfG4/dkUncddyDz53PoVJx0XuihFOBslXTWzFxhUkKo6OT5TpM3OcMXO8ew7vYWv1BDO0NBEkKm6Dl4r7AZf1wVlcFJpDuxJn0CogChJDZoG0HGHYLOLgIiPRcExGrBI2Dlsrx5rHna6lWRecyergdCKiHwubi0NzebtymLDkY8gocn/qYnZXTxOWfKwITkcGvj38CrfGV6GJCn5Rba5AjunDXBNdjOHY9Jk5HslP9EUuDM1mNGQwNt/A15mmbU8DdfNJIlfMofTKYXxzWqZ+V79F/KbJQRQEIf6hlcNvbBT0/8awbdcjoUkCsiw0mbmxkESt4ZCvWKiSQDQo4bguAU0kW/YeHNuBkaJJNOAN2IbpNuUpwEsw4YAH15QlD+JaadieZ7IgUKq5JCPyuPieSF6TyJUt9hyvcftFcU4O6ew65g1g+0/V2bg0TLlmc+O6OI+8lW2ylS9fHmGsZDK3y8fTWwvsOe75OV+xIjqJ3CaNI5F002U4b7Kgx8fB0xMD90WLQvhUgZBf4sRAg8uWRwgHJKZlvBWC5eB5WY/ngR2HqziOyx/e3soPnh2mXHNYMyPAvCL4Z/sZeijHkquC7G5X6LO8VcIMn0pKbRBTFvNu5e3muTdG72NIb+eF3ChV26HHp5KzLN7LT04iCwI+LotH+EH/CCOmhSII3NESJypKSKJAj1/DcV0Mx+XlXJEOVeGZbIF5QT8vjGX5vfYUb+W9WnNMmhB8Wx0J8sJ4eWqjIMMLH0w6r2vatA5X8PUksA7U6X25QGi+j8S6EDO+2oKZt5F8Ao7jYuYcqsU6M7+aQR+1wAU5KtEYMVFiEvE1Qeq9BsPPFcmGy0SXBEhdGaF6eGofwhi2UGIic/6kDavkIAVEaqd1zlulsDyzIBzIvlPGzNtEFwcw8hZdH0+R3VzGl1GQExK5zVP7OVbZJrzAx7TPaxz9r0OoKZnW62LUQ3Wequ4BYG+1ly8lNvJD+22S60J86cR8qt/d1LyeyGVzcOc7iJqC2hVDnpsieuMiyh0hDjfen3LOQaPAjB+dpmS5BJZ2gGGTfXBH83i1vQOkP7sec6iEFPNjFyZWooFlHfT1uPTlTFo6TQ4W+jmuj3JXYnVTfVUSPCOfTjVBwaqSt2vsrfdzU2w5ZUenRQ5zdWwxe6pnOKoPE5MDk3ydO5Q49yXX83j+PUatMiuD01jo6+C7I680t7koNId2NYaNS8MxmaYG+Pbwy6wKTOfrrVezv9ZHxW4QlfwsC/QQETX21s7g4HJXYg1+SaNNibEs4K1+ni3sRgAGzSLTtBQBR+O2+CoM1+Ll4n42V46yMjid4+TQIjLW5Smm5wzkqJ/QhdM9dvrvMH7TAf6vgS2CIDyK9/PdBfz57/RK/hnDdV0apsNw3iSgiQR8IrVxqexcaYKcJooCdd1rHoNX2jHMs17SIookkC15TGj7nNm67boUxpvW8ZCMX/NMgtzxv3mStpAte9pMVd1mz3FvMHShmRjAswW9amWEbz85Qtgv8rVbWjk9rKPIAntP1Hhtd4kb18dYPy/I7mM1ynWH7haF2y+Os/tYjZBfYtWcINW6l7gefSfP12/LsHpOkN5Rg5ntPizb5S8e9oTS7toQ588fHGDj8gjXrolypL/hEfs+NCjtOlZjWqvG129rxT1p4LxTpX6gSPzWOLltFfihwadvjFCe5RmXtPpEDhqvEZai3JP+DNvL72C7Fml5LYOGx4wG6G0YrI2EmkY/Z+PaZIyfD40xMg5fNV2Xh4ZzfLOrlVdyRfZWvcEjKkt8LJPEcF1+OZxlc7HCnZkkf9s7zF0tCUzHZYZf4/1qDdv1kvVZ6YQGIGryFG9jXRQ4oetI80XmV4LYizXerzaQNZGU5JL/drYpRxlbEaB+wvA4EiKU9o7zQb6Rod5v0HpjjNyWCmpaIr4mhDHqoYo+XEJquSJK/bSJmnaxKjaj4w3wjrsSiJrQNCICSF0SxixY9D6Ya6KQKocbtN8RJ9Alo8Q9L+nYqiCd9yQ5+f3JNqCBaRr6oIk+ZpH48zAlo87YvgrqARFpsbfc/LK+msS/e49vXTkf/8wWGv+4dVKiKr1+hLY/voL80/sovvQBUn8W4bY5xJQAM5UMO2uT2cttSgznY+1Ej9ZxHRdzsDjpeIIokH9iL9ZohcRdy2kcHcXozRNc0YU6I8mWej8hejimD3NcH+WrLVfg4jJdM6k7Oq1yjPm+Do7rI8zSWojLQRQkdtZOUrY9PaWfjL2Di8uVkUX8+hzkEkC/meekMdbsH7xeOoiIQOe4lMWKQA81R+eRc0pG10aXEJMCpJQwfzf8WpMHsa16nM+nN6JKChHJT0oKcdIY5fXcxESkR02xMTwfF5e5vjaeKexi3zhENioFuCuxll9kNzNiFnmrfMj73USVP7zxUmK9IunrFyL5f7dopX+i0DA5XNf9GXA7MAyMAre5rvvz3+mV/DOG7bjopkMy7ElM1xoOsuQtXwM+iURYJhNTPGUBx1tRFKo2+YqFZUMyIhPyi4yVLRqmw1jRQj0P5liVBK+sJAmkIjIBVSSoiV6Z6hzE07koBcN08Y+L2l26NMz0Vo39pxq4rlfiOjHY4InNeR55K8ehXm/G+eb7JbJlm09emWL1nABvvF/m2W0FIgGJhu7wwIujmDZoinfcp7cUaE+qrJsXZMuBUpOZPb/bR7nmUG44PLO1QNV0uOfSOKnI1DlEYrx0litbpDSJxhHvWmzdQQqK4ELt6RLS3+QR/yZHtnicZ/O/ZlP5VQRX4Ib4nVwVuxvTkXABbfw7cIDDtQa3pONEZYmwJHJbOk7dcTjZMKZcR86ymokBPFmMA9U6u0oeG9cGqraNKgg8MZonLIv8YnCUL7Sn+WRrkg5V4Yq4h1Z70zIwb5us7SNFfdg9cXaUquzWaxQv8fHnjVG+R45vm2P8XbKE79MTfIPi3hrJi8KEZvtIXRxGHP8trbJDoEMjt61CbE2A1EURTv5ghJPfG8EomnR/MkV0WYDgLI2ujycpH6rT/+scJ78/gigLTWTU8AsFOu9KEl8TJDTH40PoWRMz70xhRwuih3Aq7Kiij1gMP18kt6VM570JBEVAiUt03p1ADgv0/jLLyCslDpuD/BfxOX6w/HX0Tps7wiuZKadJvD6Gna3Bw4fwHSzi1qfalzZOjKGfyhLeMJtwd5rg+0X2yiPcqC0iLk2gaNb4p9PRK/CEeICGY6C0hhE/JMWtpMOYA0Vc0yb74E7MkTJqdwJlWoLRv9/MukobUrTO/novn0tt4KQxyndHXuXx/E721HqJKoHx/z/NK6UDvFI8QIeW4OXifg7W+xkxS81mcUBSqdhTV2/2h+TO3yof4vLIQgBm+jJNt7ez8VJxH6uDM6g4+hSC3PPFvWyuHOWpwi58ksIb5ckr1NPGGIv8HSzxd3K0MdRMDABFu8b+eh/L/T20KjE+kbyANiVKzTHok8uMdom/88QA/w9KQ+NeCv9sZj8fdSiSyGjRHCe9eDP5oN+TtYiHJhrOsaDEWNHCHp8665aDXXGJhSQkQSAcEBEEj0WdDMvN0pMoQCwk83ff+1seeOABRFFgwcJFfP8HP0KS/IQDXk9DwKvpX78mynDBIhWVue2iBE9uyRPySzyzrUA6KnPp0ggv7iiiylPzeTQo4zjeNV25IsoDL42hm25zNQJeU/pz16Up1RzGCiZ/8fAgd1ycoC2hMb87SFtS4d0PKrywYwIhc6KgE+oUUQdgXpevmYwEAa5ZFeXxTTmWzvRTzJm03xzHdTyTm+5PpjzLy/GxKrrRxzuxF7yEYTVwmcmrORXLFdkYV3guW+CeTMJjlgsCpxo6PkHg0liEuuPgF0UOVOtkVIVhY/KgpJynJn2iobMg6OdQ3bteSRCwcUnIMilF5qpUjBHDYrpfo6+hsygYIKUobC9VOTInzNo/uZzKnn7seABnUSuHQxIHhut8ozPD5kqF0jlaRAO2yclul86giGu5dN6TZPDpPPVeD57aeW+SgcdzaGmZ6jGdzNVR/F0qx/5mCEd3CfSolPc1yL9bJThLo+XqKP2/zmGcQ2QzCxPns8oOZ34+hr9HpedTKY7810Fc06X1xvMMDoIwxRSouKdOZGGAzDVR7JpD7YyO47pElwQIzfXRfjTGf43fzZbMMZ6M7eJz+ZVkouuRTu3k7FVYhZoHKT1XjVUWEWSJ5N0ryT+zDztXQ4r4WDb3IqrPHuRbyxaRnetD1SH8+CBy+SSjn6hSbFcwn9lPdOMcpLgfO+8lertQQ06HmhIcxqkcxqkc/vkZQhfOwHHgKX0LF4fnokkKT4y+17yUQbPAs/k9rAj08N64JEXerlKzPQa95dqI58Bf36+eYW1oJlsqExBbCRH5Q37QIdFHWg5zdXTxeb2iHc56jEyt/dmuB4wAzzvifHjGmmMQl4PnleDuNbJ8MnUh3xt+jdviq1gS6KbbquFIYAY/mgr//6f7Bv+jIYkClu0VE6IBD/6pyAK5ssc7OPsPPPVR+0M1FcvxGtHxsNRsPANEAp4zmuOALMHpM/1897vfYdee/TiCxqc/eQ8//dlD3HH3J0hGZETB83Qo1x3iYZls2eZnr4xx/zUp7r8qxQs7vYF6tGiRr9jcelGcgE+gJSY3EUcCcPP6GEG/yOOb8mRLFmvnhXjxnEEevIb263vKLJrmJxGR+eYdrWw5WKZcc5jV7uOdfaWmJAbAwh4/nQGVU4d1WmMK912W4PSISa5socgCr+8psX5BmERQIt/q4DbAjQgYHQpxUWT2v8+gjxro4Ro7om/SEemgW/g4CWktf3OmyAURiasTESQ8/4ZTDZMHR7LUHYdOTWF1OMh/7x1CE0U+257msZEcd2WS/Gokiz7OIdkQC59Xvnd+wMeJ8cQQlkRkQcB24b5Mkh8NjDUH90tiYQqmxUMjeQKiyCy/RiiosV2TCXYv4KRuEJUlXskWkYCGe/7VS59kMj0qEVkcYPDpPGbeO74+bNL/6xyz/jBD74NZaqe8fdtvjTfLQlqrQr3X8Or818cwchbxVUF8rQr57VVK++sgeOY/TmPiPgx0qwy9VKDj9kSTECf5xUmNbTU+9fEWZI8El3u3QmiWj+gFYeyaR87se2gC8bV6wzTkawQqlon8v28nsHE2Rl8BgMqmE8S/eQnFB3dh9xaR4n7Cn1qFc7pI8fkD2KXxVWSpQf67m4jesIj6T3dydn3lAI1PL2TY7McXDxG/cTGCIpH69DqssQpO3UKO+/DNb2X0ga2e+5sAkSvnUXn3FKE1PRiJAMVGnWlqiqI9uQQJXmP31vjKZnIAEAWRqBSgW03QrsTQBBndtThleAila6NL2FQ+QlqJcFt8Jc/nJ/dKro8tZcQqcaQxxIbwPKKSn5pjsCIwjZgcYMwoowgyYVFEEaRJPIsro4t4reCZB+2pnmGZv4c99YmVR1oOk1bC1B2ThDyVq7As0INpO2wMz0N3LV4q7uOO+Gq6tAQx4V/WJvR/qhAEwdPg0c6ih0Rymyvknshj5WyKCQnt2gi+VUHkqROEZqlorGRNShylmo1fFZFErxQlieDYNrVanboDjXqdlkwbLlCs2PjH+x2O6/KL17Lcd3nSE/WTBQ6eqZGJKRwf10ra9kEFTRH4zNVJPnttmjMjBnXDoTOl4lcFHnozx+lhb/BxHK/JvPVgBU0RuXJllAOn6hw87f27Z2MCWXS5ckWUnUeq/OiFEe67PMXxAZ1y3SEdlZnf7eM7T0z4OE9vVVk5O4giC+imyyVLwhw60yBfdfClZZ4w8ywkyPG3qxzt1VkyU+XiFRL92h42514lUW5hju+rnDQdrktFWR4KkDUtTjd05gT9/HhwtJmQ+3STJ0fzfLYjzZmGwTuFEuujIZ4YzXFtMoYI9Pg0Xs8VUUSBq+IRXs2XcIB5AR8XjsttXByVaNcUTjZ0PpZJ0qsbk2b9GVXh7XEzoJrjsLdaZ8S0mB/wMTvgY5pP5WTDIGfZ3NWSoGTaLA0FOPkhBvYSxQ+CQaBLZeSlyQRJu+ZgZK1mYjh7Awmy10iuntCJrQh6bnEPZWmM25HKYZHu+9OEF/pwLZj+pRbG3izT6DeILAmgRCUkn4igQm5TlXqfQdstcayihZ61CM7wYYyZBGdoVE9MXG/60ghjm8pIfpHs1gqNYROrbBNfNXlAyr5V4bL1C9ETdaqFOm7VILRxFpW3j4MAR6MV9n05zGLmYEVlSlRZkEnhvnxo8ucvNJDjAYIXTqe6xes7+C+ezvuzHa7TFqK90sfgy4eRU0HiNyyi9PoRrLEqrm4hRXy0fMkj2AmySHV3L/qxMSKXz0U5UuTOJWvwWRLIgSnPaJsSY9QsN1cAquD5p98SX4GLy4PZLdyeWM2wWUJ3TBJSkIjoZ3oqzYF6PwICM/wtzAu003BNIpKfoKjxq7GtfCx9IQ3H5CvpKxi1y7xY3Mv+eh+XhOfSpkTpN/J8ueVytlWOU3EaXBKeh+GYXBKdT86q8FJxH/+u/Sa6tQT76n10qQlW+Kfh2A6SIDBgFLkssoA3Sx/g4DLH10pcDvDd0VdoU2J8KnURt8VXkbUqOG4G8yPyX/tXmRwAfIoAiEgC9L9RpPJIAc7q6udsrEcKSKKAsyFCxC9Rqk889LGQjOvSNOc5N2zHJV/xeBJKMMPX/uAbLJg7HVXzc/GGy7l44xUAmI5LSBKmEO42Hyzz4k6HOy6OMaPNz96TtSZ8NeSXCAdljvY1aE0oNHIOpZpNtuQws83HjFaNHUeqvPxekWkZla/dnCE47oN9crDBjDaNCxeGiAclBrIWJ4erRIMyly2PsvVgmY9dnkRVPHGEHzw7uWl5cshg5ZwQv3pzYnbp10Q2LAnzrFWgTdB48bki2ZKFLEHF0Nh7QkKepnNN4lbCwiyeGXOZ6RdYEQpQdVz+YWCUHp9GSJanLLNPNHTCksSphsHBap2NsTD3t6U5Xm8QkCT6dJ1VkSA/Hhgjo8rckvbmpXFZomZbzPZrBESRp8fyJGQZn2STUCbf7ucm9qAosiQUQHcd4orMmGmRVmSSksifdLfRpxtYuGRUmYtjITYVKkgCXB+M0pMXsBf4sevOlMYyAshhifbb4wiCQGPYJLu5TPutCQYez2GMWgRnqjQGjGZiUFMymaujnHlgFKvioKZkpn0+jZqSkQMixT01jHEtsI47EgRnaVSONuh7KEvnfUmKe+vkt1fBhcw1UaJLA9iGg69Fobi3Rnn/RH3daTiIqohzjnSMEpdIXxrBytmouo/gv7uN8rZ91O+bSfCqafgOlzBzDiOtdXbLI7w53lgNiCp/8M31hP5iV9PoB0GggcXe2yL4Ll8EwDuBXi6IzGHZDofyC145yBouM/rANpKfXE32H7eDJBK5ch6NYyMUn5nQ3BSDqlcDNh0uP9NC/qm9mGszXLZiPq+P1/F9gsInUxdhuzbtahzLtelSE2wtHWVeoIO0EqHsNPhlditxKYAqyGyqHOH2+GocHIbNIturJ3irfAgRAUWQ0V2TRf5Obk6sQkKgYNVIyCF+PPpWE9DwQnEv5vi5fpHdwprgDG4MLuMvBp+h6nqTg1laC9/IXEPerrFY6GGZNJvhoybbn7XoWScy4wKJHi2B4zp8vfVqLNeDzj423jAfNAu8XjpI1qywMTKPnFVB+s1ax/+P419tcpAkAb/guZrVni81E0MzTJfa80WKq4KoskAi5A1gAp4EPgL4FJGGOTlrn5s0srkcTz71FPs/OEbDDfK1z3+MJx97iFtuvxdNFjAtd1IjWzddyuMyCI++U2DlHJM7Lk5QrntKrYrsmQsFAxKv7iqRLVtcuDBMZ1rhue1FREHgqpVRjvU32HuyzkDORDccNh8os2xWgMUxBR2bXsdhzjSNQs3mma0F4mGJ6a0au45WWD47xFjBOi9XQvnQKuqmdTHiIZlLolGkMZeXSkXakgpXXB3lHbPECVdng3ARg/qrmEoBSYhwQSTIiZrBiGViuOOSJOdTE5UljtZ02lUFw3EYMS1ez5dYEgrwcq7ImGnxufY0dcfhVMPg1Hi5RxEEvtLZQn/DoGF7ftMbExF+OZylTVMR8FYdQUlsnnd1OEiHT+XdYgW/KJIOy5yoN6hYNrMDPv7rmcFm8ro0FmZZKMClsQjqGYtUQ+bY3w7QcnUMX5dK2y3xJisaoPWmGKNvFCns9Ep2wZkasZVBzJJF58eSWGUHNamgD030GFIbwvT9KotreQ5y4fl+qsd1Igv8nPzByCSkklm2PfbzbI3KUR2rYHulpfFN8rsrhD/vQsjBKUco/mxyCSa+NkTtlI6vS0HyiyBA2w1xeh/ONhvc6Ssi+G9exKA7yHv+U3yifTm+Z97j0i/P5du5V5vHqjkGPw/s5cuX9uC+7Lmoxa5fyOgMhZ9Ut8LZtogFJwpZ/tRa4j1PYQ2tO4E5VALbpeWrFyOGfdi5Gq5p0/Kliyi8+AFKMoB/QRtjP9tOyxcvZOSHW/DPbcFfErhpfwvr5ndRDrmYro3hWPx07J1m/X5FYBrLQz3srJxkdWg63WqSM0aW/HhJql2JERBVtlWPsSY4k+Fx608HtykXIgkiObtK1q4wbJSQRWmSSRB4Tes/a7uJP8xcg+M4/KfBp5v7AxzTRzhj5hg2Csz5YAFv/P1E+XfoFCRSEYKL/Jwwh0grEQ7U+9kx7kh3No7rIyzwd/Dz7Baujy3DwGa+2z6lR/Lbxr/a5CAKHlzOccHJn0e2ErCyHuGtZjjUDG/Q9qsiIZ9HhouFJLIlF3O8sRwLyZMUXDe/8zqdXdNIpdLYtss1193Crp3buPOujxELyVTqNsb4mLBiVoD+scn17F1Hqsxq03jsnTyzO3xctyaKYbn84tUxzoqOPrE5z+XLI2iyyFDe5PFNee7emCAcEDna32D9ghCFis0be8p8/PYULzhFcpaNlIWvzsqQPujJbOfLNYI+kQ2Lo7x9uszyWYFJkFqfKpAMy3zmmhQ13aE9qRLQBGIBAVGr8IHrPYSXbozQCNjc4UuQsyyisoTM9eyuPUib2o0JbC6V6RmXyDjR0LlOjHFBNMSWotd8lAW4N5PigcFRGo7DXS0JgpLITwbHOFpvcHUiytNjBcrW1N9NFQRCkujN/l2TKxNR3sgXWRYK4rou3+pu4818iaJtE5Ak/rCzhTO6yWPnMKb/YWCUezNJ0oo8qdwFnghgu6YSlWVaWzT0ozrtt3vOcad/OIoSl+i4K4FjuCgRCSksMHSO81v1uE5sZRDH9JzhACLL/QSma7TfHvdIda5XchJ9Ap13Jxl5pUj2nTJaRqbzbq/BbVUcRE0gstAPIrTeHMcxXCSfSHCORmlfHbHD4fiK3fyk8hCmadAZ7uGev/wCjR+puKZLyzVRrKJNab+n+Np+WxxXdBl8Nj8J+TT6aolZa1tpdJm0KFG2hkdZeddKGs5kJj5An5VHvn4DsZntiH4VVAm7UuFO33LeFwZRXYm6Y3DcHMVIqrRcuwAE0I+NEVjWgdIWobavHztXp7rdq8kLmkzr1y8l//Q+xn62HUQB13CI37CQ0htHqWw9iZQI0H39QkozAhxsa1CxGs3EEJMCdKpxfjz6FgICe+u93JNYyxyrlQP1PmZpGVYEp5GzKiwP9HCw3s/60CzeKH3Q1E4SgGX+HspOncfzO1kW6Gl6MZwbUSlA1TEYMgtklAiGOxXV5bgOQcnH6c1TJ2AntpisWB7ipCEQEn0kzmMBOkvL0KtnMVwLcPn52GYW+Nvp1lJTtv1t4l9lcnAcl9I44znkFxHj0nkThJKUiIZkRseRSwKeTtFoySLk83wQ/JpIqDnzdScZnLZ3dLFn13bq9Ro1Q2HHtjdZtnwlPlXEsBxCfgnDcgn5JK5aFeUvH55sKZiOySye7mdmexs+RaBUsynXHD48Jm4+UOayZVGe314A4MSATltSJqC7JMMSlyyJUHMc3qREbnxn24Xvlob541vbyI3Z4LrkyhaH++rMbNeQRIFIUGLviRodKZVrVkcJ+jyIqj8AyAJtAZW6qPNf+l6jQ02zcv58UnGJnAR/1TthMH9tIsrK0NU4NDAdl5MNg+uSMd4cr/c/NprjtpY4i4N+6o5LSpF5ajRHfdwPOq0qPDQ05okWOi7SOEKp5jjEZakpsyEAX+po4cGhLCcbBn5RIKHIJBSZZ8fy+CWRqxNRSrbN4VqDw7UGX+pI825pMjrEBbKmRZemUvmwP+r4ed8plNmPxEUdfga+PULHnXGMrKd7VD2mk1gfQlQFXFeg854ExfdrlD/wyjm1Mzr1MwYIMO0LaYo7aww9VwAH1LRM98e9hzy9IcLgU/kmWkkftuj/dY7u+1NUjzXGRfNs+h/NYeZtBAmCc3x03BUneWmIXvUYj5b/sXndfeZpnlcf4boFn8Tq8yQ1+h+ZKBP2PphlxldaJqGjzoY5ZtM9K8nThd0U3BoLwjejy1O/m5laC/5Ri+Jrh1G7EoRWdxN//AyrhspsXD8dQZGonc5SvXwRLZkE9Tf2Unvfs8dsHBmh/sEQiTtXMPztNyd+D90i++AO1C6vdBjeOAcxrJH71S5vtQHYuRrZh3eR+reXc6xxjFYl1tx/TWgGuyunuCexDt01kcaVTrvVBD5RwXJsXisd5MrIQsJ1iZX9QeptKn/adgNFu4EoeD4Nb5cOkXO8e+VAvY8rIwtpV+IMnGMSdHtiFaeNMbrVJANGnqWBbvbUzjT/rgmeOc+e2mk2ds3mxP7J31+qU0FAR0LgqfwuNoTnsSY4o+ln3a7EmO5L8271OJrgVTNsHApWje6pkmS/VfyrTA6m7WJaLjUcDMslfVuc4Z9lJ5eWFIGW2+NUxlVZHcdFVSYUWRVZoFKxqU/uM9ISU2gY3mJz2Yo13HzLbVy4bjWIEgsWLeWmO++nXPd8IMIBj9cgiTCcN1k6I8D7J7zZuiTCXRsS/OLVLIf6vEHlyze1UG1MfSCDmkTdmHg/HZNZ0e6gyCK7zzS4eFGYrGvx3cpkwTcbOFRroFYEXtpZ5PLlERRZZG6Xj6GsSTQosrAnSTQoEo/K7LKq5G2H9f4QM1wL49ARzN6TfDGWJNnegzHPJB+Q+fszk2eUL+SKLA23U7F60Z1dtCjdPJMt8JXOFl7NljDGmc1dqsLPhrOTVFn9otcXyp7VWZIkJOC6ZJSZfo0FQT8fVOtkTYt1kSAv5ApNRFHdcfnJ4Bh3tySwgYrt8NhonnsySQ7VvO90f6VOUDrPDHDcXrRb8xjbs/w+cqZFv24gCwL9ukFOFAmqIouvjYA7MSuIrQjgGM6kgbf1+hhmwaYxaBKZ58epOx6ctOow9EyhuZ0xalF4v0rbrXEEmDJQ23UHR3eIrQiS31FBDkqYeZvwPB/RZUGK+2oMv1Ci5dII5ehUccAPjPe5PFqDw35K+6aifAq7a8SWT5b4RgC30+WMnuXSyAJeLO7l7/Q3uUddxQ2x5bxQeB8bh6Qc4j7/GoTNY4TXTQdZZOhvXsc1vM+Qf/x9whtm4fQVkf6yF/Vbl5MdTwxnwxwo4ZpTdbuM/gLhy2ajdsc9trTjNBPD2XBNG0ZrrOiYTsM1J7mvXh5bxM/HNjdXAjEpwKdTF/PAuJPbTbEV/DK7FdEV+NrhHoRgih/bWxgcLy/N97VzU2wFO6onOMgApmvzdP49Ppm6kD4jh+5YdKhxLNehv5HlpD7KjuoJbo6vICL52VvrpVOJc0V0ET8afZOKoxNeU8P/tki96l1TICySXmXxvZHXuCa6mGWBaZTtOpeFF7A+NAsX+KA+wK+z29EEhbsSa3i2sAcZ8bwrjN82/lUmB9f1EEuW7VLTHcTFfpIfT1B4qoCds5GTErGbYwTWhMiVLWqGR5ir1O3zQiebx8XjAGTiCrbjIokC/+Hf/wf+9//93zNamnzDy5KAXxUJaHC87lAxbGa2qczp9GE7nqxHQ3eaiQGgoTvolksqIjN2zvGuWBlp6iD5NZGV4mmU7UcprbiCrrRKsWYSDkt0qAr9H+YJWAIHTtW5eFGYx9/J4+LxLr55XQsUbIJhhWBCJhFR6MKHadWoD52muG03hWef8j4LYMxfiBQKU7/vM+gfplPjkdMeGlb5eGuK32sP8lrO4sHBMa5PxVgcDGC5DqcbOrel4zw0nKNXN8ioCp9sTfFqtsBViSiG47A+EqJgWfxyOMdLuSIXRcNsjIXABUcQOFA9jxTFh64na5qEJZGy7XC8rnNTOsaRc1Rbz3pOby2VuSeT5HCtzt5KnXZN4c6WBL8azrIkHOCdQpmSbbNuZQLFgtiqAIWdNYIzfYy9XabjzgSu5SIoAsW9NVquitIYNPB1qsQVAdEnYvZNhcaOvVFm7v/Whl0+f4PbNeHIXw4SWuAjNFNCUASiy4L0PTyhxFvYWaXnj+fCh8aMDqUbBhUiS3zU+6aWPJSYRGCNSu20gZG1EDWBtvvj/FR9hz1jZ0hIQT6X3ojuWFiCwBpxGrOVtKdcXPcTfGkQ0a9QeOEg0WsXNBPD2ShvPkH85iX4yw0c3SL58VXkHtk9aTvhw80tIH7bMgRZQj+RRUmHEGQJwS/j1ic/V6IiM2RlKZs1vtByGS8U9mLaNu8ZJ5uJAaBg1xi1ytwZX40oiOyunWZ43EuhsTDK1sQwg5WJfsAHjQGWGF0s9HfwbvU4VUcnroQ5pY/RIkeIa0H21E7zcnEfn0pfzN+Pu7s9ld9FuxLnwvBsVvh7sIG4FCQuBYlk4Pb/LcpYr4UkiKS6JU6Ee/m4tJ6CU6fhmgxbJSzBpWjVkASRdjXGHYnVdChxfjL2NjXH5P7UJcT0MPyvlcNvH4osYDsukYBEpeF42u5L/MSW+EmGZVRFQDdcZFEgoIrUDAfH9YhkibBMw/T2kUWP/HY2/KpIuWZPUl9NhmU0RUCRJgyDBCDk99RWVVkg5Bdp7/JzetSiP2uA6zGQH3tnYuapygKZmMeNuPWiOIWKjWE5zO/yEZFMwstdcFw6zX4kW+Dvquvoe6oIFJnd4WNup8aV06P8WsxRHS/XXB2J4A64XLcmRijmsnRmO4WKRdIvEREF9A6Rrq7JGOpa32HsfacovPDspPfrHxwgccsdJKslUuNon+a1CwJRSaJgOfx9v8Z/nB7m2oTDheEgcVmmYlmMWDZv5Mvclk5wezqOi7dq6GvoJFWFzcUyKUVmTSTIgGFybTIGgrfi6NNN5vg0+kyTVlVh6P+GKBeUJBrjv9tFsTAvjBW4N5OkZttYrucv/cxYnhZVwXTh1XFviJMNnX3VOl/qaKFqO7zsFOnUVLKvlCm9U2Xun7UTmuVDiUqkLw3T90iuKavRclUUMSAgyAKu5ZLfXiV9eRgtM/URDM7UEGSRvl+NkbkuNmll0XJlpOlxXTnYIL4iSGSRn/z2yatCHND3u1x08VVsMl8GQBM0bo98isySAGgakk8i/2612V8Q/QK+VgUzaHLyG9vIVDqJROL8vfwGR/QhutUkt8ZXclIfRRJESnadU/oYd8RXk7PK7FdKrLmyDelwDWu0gnAewqboU9C644w+sI3iy4fwzc/Q+vVLGfrOm7h1C7UngdwSJnHXcvJP7cPVLYLrp+HUDfLjVqQA1d19ZL5yCUN/NWGxGb1qHmLMh2JCpy/JT0ffYXGgiy4tyeHS0JRrKVpVNleOEpUCrAvNYqG/A0WQCMfTfFCd6krca+RY4Gvn6uhiutUkr5UO8HDO02OKSgHuSayl7pqeC52gUB/vN6SVMLIg8bfDL2O5NlfHltClJPj+6GuERI2bF68kpYT4RW4Hg/kC60OzsHHZoh9ljq+VR0cmpD1uj69imb+HATPPxsh8gqKGsT3KQbHGmiuiU675t4l/lclBEj05C9P2ZuFnfY4TYRnDcqnUPb+FYtXCr4n4NRnH9VYG5brd3C4ZkanpDg3DIaCJyJLQZEifDXNc3C/kl5rLXGEcJRUJSogilOsOQVegkRqGlhzzpA6CNR9zOzTeO1anIylx78Ywu3uz6DUfC7r9rJsXoCPtA6AymqMlXqDw0nNYlTKb1n+NvtzEjPRof4P53T6efi7PZWsiBBMi0xIa9axNuFUiJ1joisiyNpVcWaJas7F8Et0pD15ijI2CZeFG/TSOHkE2BTiHLyCoKrFPfgx53gz8zz7PF269hweGcwwaJglZ4lNtaR4a9iQ6enwqWt3Fd9AkMmIhR2zUORpOAuaFAjw04q0aAH6vLcVpw+CdgjfwtakCJxsGx2sN5gb9PD9WoO64zPJrdGZUGrbDVYkoDw1nMcdXCxdFQ5Oc4dpUhbkBH0PhAMvCQY7VGkRlry+xvVihzzCaiWNZKMiz2Yl6MngaUFnTomw7/EFnK1nLxLhAQHy3hj5s0vdIjtl/1MqZn03oLQGMvFxk+ufTDD9fpLinRvryCMf+Zpj4uiDpy8OMvuYN+HJEov32BGbWouczaVzHITS3FatoIwVERl4qTuItZDdX6LgrzuDjhSn3uSiIXHDkWuYnV2AGGrRG2wjuAt2SEUSbgSfydNwW99BNooAUENDHTEw09snv8Wboee5N/RFHhocIihobwvP49rCXaOb62lgXmklGiaK7HtJelRSGfQ5drT4EVcIuNpAzIazhicQVv3kxoz/Zhl300FuND4YpCALpz16AcTwLikht5xmkZJDo1fMRZBEpEWTsJ1tBEPAvakNOBWkcGsapmbR87RKcso5TM7CyVZyKzkVqBwNBG9012VE9QUBQWRuawRP59yZ9P/P9Hd4kRNJ4OLeNoKjx+ZZLeaq8n9m+DH3GZO/tLjVB1qqiiTJlpzFF4mJ37RT3JNayt9bLzfEVPJx7FxGBeb42fpV7t7ntk/n3uDW+krXBGfhElQdzW1AEicsjC9AaCq+UDnB1dDFrQzN5KLt10jU8md/FdK2FmBzAZ/g49ZzE+883SGQsFq4NEgz/7ob0f5XJAUBVRBTZxbJdfKqI47gM5a1JDlHJsEy+YhELyfhUb/ZvWC7ZsifjXarZOI7nw+DCpLr/2RBFTxpckURGihMzWkUSkEWo1B3Pz9eBh403aLgmz+C5b/3HK2/h5gsD7LG38KPG46SntzNDXIkRSNGWuKx5rFA6AekEcksG0xE48PLU6xjMmfg1kWde8+Q4vnVPhuG4wzGnQZtfY45fw6/KdGgTt4RVLlN6fxe5px7DqdWIXH4lvo52Gv2HSN79cXBdHMHFubibvspb1GpvkrpxOR3mSb4Va6Po9yO78N3BMYZNi6AocnMqhrrfoj5oEZqtUT9jUH6rSsccH4kOHweFGn/W044guLiOS0AM0qIqiAhkVJnv9o1wTybBw8MTD+6xus5jo3luTsV4diTPTakY4CWC3eUaXT6Ndk1FFgTaVIUPqnUWhvyIQEz2VHdd12VFJMh0S+PNfBnTdYnKIjKe9Ma5UbYdHh3JERRF7skkaHRJdN2ZwCrZBGdomGfhpB8KfdSbODQGTOyaQ+a6KILkabfM+sMMrgOu7XL820M4Da8c1XlPArvmYFUclKhI8rIQ7bcnMHIWStyzF5X8Iplro1SOTpTUBEVACUuU9hh0rJyGjIxYczn60xFcK0v7rXGsok3fr3IIMuCCFBDp/nSav9ZzfKL1m/jFUcr1AYKixvrQLJ4t7AY8tEy3muQfxzZ55wLuTKzljdJBGo7Jn7ZfQ/wTq8j9dDup+9fh6hbWWBVtetK71wuTvT7qB4eIXrOA0tvHEBSJ4IouzLEqxukcRn+R+M2LEQMqiduWUXn3FLU9fQSWdCAoEsPffpPYdQup7e3H6CsgJ4JoWpoRu8TywDR21U6RUsKMWEWuiS5hc/kIflHlssgCGo7FiuA0vj3kJby7E2vZXT3NpuoRbo2vZI7WCgJYrkNKDtGhxjlSH6JDSzBgTJ40ABzXR7k0spAeNUVI1Phiy2WUrcYkQ6Gzsb/ex8bw/KaFaB14Iv8edyfWevDVygluia+cwv+xcZAQiD1V4MG3IlSK3kRK1UTE80DCf5v4V5scwOs7KLJATbfRDXeKdWCl7uBXRY9zY3naRbYzYbBzNhnoHrufdEzxFEzH95dFr6+gW97g0xJVMCwHQRCQRG8FU6xZqIqIpro09InkEZX8RPxB3jGe4o3qCwAMWb0M0UvSSbMiupy4mJx0vb6OTnJZndkdRU4OTWbxdqRU3h/XWrpmdZTulJ9Wx2GhGyAgTa7xmtkxrGwWu15l5Ed/13y/8PQTpD/7JeR4ktxTj+JaFtErrqIwPMaw681wauYgcamL8NgJgtUqSiLBf/T52dmeoUtSyVgC1WyDwDSNU/8w2pSaGH6+yLTPpfnSshSHDINHR3LclE7wy6GxpqbP0lCAm5IxYpJEVJIonrN62V+tMzvg45qWOEdrDcKiyImGTtay2DwyMXO9KRXjULXBNF+EnaUqS8NBsqbN9/s9C9G0IvOp1iQnGgam43J10oPNno2UIiOM3ydVx2FAN+mJalQCFnFVIbY8SO2kjpo8xxsBECTwd6u03xbHzNsoUYnSgTrhOT4ERaR8qEF4ro/j350gH7qmy9AzBeJrQ8hBEf90FXPM4chfDnh9CAE6701QO9lACstM/0Ka4t4aoiLi71IZfqlA9yfTOJZDfmsFfdhqlpAEWUBUBRzD5axGXObqKNV2gZNVE8WIcab4fVwcvpj+YyRB5LQ+RsMxWR7s4dfnqJFeEJrtOe5FFnnbmUWsdAvKZy5HEOrgk5HSQaxcFSUT4cMhJQI4hoVT0Uneu5L8U/vwLciQ/NRqHN1G1GTkZJCxn23H1b2LLb91DEe3CF82m8JLB4nfvASjr4BrO1gNA7+oklEiXBNdQkBUead8hKQcYl1oFoZr8VRhF9fHlvJIbhtrQzPYXDmKJIgcGF8N7Kv1sSEyjx2VE2iSzEXhObiuS1QOkLMqBMWpWlbzfe38YmwzCwMdJKUQLXIEVQ5SOI9WUoscYV+tb8r7p40srUoUv+ihmoKiRtWZeJbjUoBMQWVnPkGlOPH+FXcl8Af/F8/hdx4N48P52QvXdVFkEdNycUSPOFeseGZAgjB5Hxeo1G1SUbnJenYcr09RqtlEAhKq7EFhwSPKDedNwn6Jqiriig5/2nYju2unScthlga7aVVjtChtU66rQ+0hIJ7fK7Y9qbF8dpDTwwaHx5vZFywIEfaLTMtobFgaZlGP10dQRbHJS3Iti8ZAP04hj2PoSNEojSOTpRAQRexikfwTjzTfKr74PKnofQSWfI6jxqPMsm9E3DvEyLNP4hoGYjBEy/2fY0Ulw9CzY9TXhSkfqiP5hGZiOBuDTxfomdbCPzbGuDAa5sVsgXO3eL9SY3kowHPZIhfEQliuyyu5EnMDPlaGg4QkkaxhMs+vcaSus6tco0WV+WRrisdHc1RsB9uFWX6NgYbB0nAQy3V5ozCBeimP9x26NIWq49KtqXyyNcmpukFalQlLUlOO47HR3Pj2LixVMN81URISg0/n6bwnydDzBYxRCzkk0vWJFL2/zHoS3W0K8XVBkheEsOsuTsOhdKCO5JtaozcLNnJAxLEcJFnkxC9GJhrUrqeHNPuP2zj2V4NM/0ILobl+BAkETaTncy2c+v4IZtEmfVkEfXhi8jH8YpHOu5OUj9YxxiySF4axZsr8+/ow830+4oLJSTtPOLCSmmNwxszRrabYEJk/CZSxItBD3TEnlU1ujq1AnC4gThcQRlUCbw5RevUwALEbFhJY3klt9/jAKAok716BXdVJ3LOC8qYTOLpF7LqFWKMV7JKOY1rIiWAzMZyN6runyPz+RmrveccSNBlEgZGEzd5aLwcb/diuwx3x1awMTOO92ileKXnY0Tm+VvqNPMNWiYwSRUKkYjfoVBPkrCprQjP48ehbzXPtrJ7iSy2XUbHrSILEKSPLpZH5vFU6hIPLLC1DqxplU+UIg8UC32i9hiGzyOO5ndwYX05E8lOyvRWTT1BYGZzGlnNMg85GVPJTs3WujC5ka/koX2q5jIey79Jv5uhWk3wydSHtgXZW36AT7axSKdnMWx6ke7ZvyrF+2/hfyQEvCWiKOAn6BhAKeH2CYtUiHVWaZaGG4RINyZMaz+A1jXMlm5BfRFM9F7NSzStKFGveE90SVfAp3qytLakiCjAswLRUEEEIsTTYPemYs3xz6dFmclo/DkBQDHN5/Ho06Z++GRZ0+YleKVKsWoiSSFtSIeFzuXJ5GFU9/0/eOH2SytZNFF97GVwXbfpM4jfdNmkbJdOKfubklH0r27YQjd/A0sINaN3dDDz5n73MCDjVCqM//wmh6/+Y8gEHs1AisjgwSa7hbNg1GxwXy4W4IjN6Hkhj8f/P3n+HyVWmZ/7458TKuas6t3LOQhIoIQESICGEECKnIQ1MDvYEj3f3t15/d9fe4PHYM4wneoacc84gUEIJ5Zy61bFyPvn3RzXVNI296+/azHyv5bkuXZe66tR7Tp2qeu/3fZ77vh/LolPT6dR0Fof8XJOIcrKq8XBfClkQuCwWQhQELODcoJ8XkhmypsX6eJQH+5I0KBIJVeHvu/qQEOq2Gx/HNYmPJ/3a9U/zeVgdC2E4Ds8ns3Xdg18SWR0LE1Mk/vJUN20ulVvOjdFy2AYB+l7J0n5jDGtQ8S66BD7WTFV7DPSMSXprkcL+KoIEDcuDuBoVPv0ldDUpeEe7KBypYBbsYepoqB2rGxpKVKJ4rEq11yA824dVNTFSJkau9r0rHKwQmuMl+U6ttmHmLc7cn2T8dxuxwxJ71CpPVZOcK/tY3KlS6QZ3ewOB0FU8lNrOosAEjhp9vJXfz7m+cVwYmMpbhQOMdTfyxCd2EQAvZHdzY2wR96Xe56LgVG44bxLFTSexyzrZF/YTvno2gfPHYxeryA1+jFwFUZbIf1hLKzX/cAX9P9+IOVBbcSstIaJXj2w8KboVtNNpAssnIHoUYtefgxGQ+bm4hYFika8mLqLXyLGpdIzzfOOY7m1jb7mLVjWC5di8lPuI8a5GmpUwa8KzaVACzJc8SAjsLJ361G12OFrtZbK7BUEQeDt/kJDk4U+aVnFc66dLT9ctLmwcTMfmlJYkJHt5OrOD1eFZyEItC9GmRujSM1wUmMreclddQR2SPEzztDHB1YhHULkgNJX380cZ42rg1oYl+CQXrYP6jeZRLppH/SvTkz4VX4ADQyyjRFip1xECXhHTqhWnYwF5GCvJBkzLIeCRKA56LnldNQ8jy6kpptFtRFHgH3/9Ux598B9xHIcbbrqdP/vBd1GU4StEWaq1Ef2saHWP4rbGr3NWP4Nh6zS72ml3jf7MY61yGaO/D1vXaHJsPG++juececjVIKVUCrtYQItEUZpacI8eA4CZz6P3dqOfOknujVfrY2knj1P8cAvuKdOoHqwxN2zDwD9nHmqiETOVovjhFhzDQI4nwDKxymWqJ47VgaF+XbkskloCPFTPGrRcpSL7pBE0zYblQcoRAbEXjpWrzPJ5+Kg0PD+tfuI+HSpVaFIVPhwUsRmOwzPJLHc0x3l+IMNkr5t72hLsLpTp1XS+297MqXKFnw9kWB+P8lBfapjf0hSvm12FUh0YAPaXKiwM+XmqPzOMolu0bGKyRESWWR+P0Ksb3Nvfx/eiccZ8OYGRtzjx0756ygYBOm5q4Mz9SdzNCsWDVQr7azs7x4KBN/O4mxRaN0TpeS6DrTmoMZm2a6J0PprCzFqE5/rqvaI/DkEROBbch/btMpEDcyhv1ijsrzD26411ryaoAVL4HB/Rc32kt5WQvCKNl4TofTFHaI6X9ozBPaoXa0+VyukidKiM+cGfctKqMts3iqczO+rpjRPaAJeGZjDF1YLtjKytWNgEpNrE9Xb+IKvjk4nfsxj9dAbRLaN0RMBxcCoSPX/9xuD7kPAtGoN3RgvlHZ11YAAwunMYPTnc05upfqIVaXjdTERZxDUhgVWsIsgST8eP0V3K0apE2Fc5y5v52nf3o/IZFvnGM8YV56XcR1RsnXY1yjRPG/+996X6mNdHz+OC4FRezo3sXmc6Ng+lN5O3KlwXPY+nMtvJ2xXezh+o23AAjHUl8Ioqk9zNHKr2oDsmzwwWw32DtYjpZ724f76VH921iO6YgeiWifnCFJwqP+1/Y8S5zw9MokUJ45b+9fs2/FPxBThAbZUPg70VJMqaRaFcUz/73CKKLFD9lNdQoWIR9kk0RhQ0w6Gi2ZS0IaCo6g4H9u/lyYd/xxtvb8LrcXH1+su46bormDBhwr/o+hJqMwl1eHpJ6+vFyqRxRBEpGATDpLxvD9kXnsbWNIJLlxO6cAVWPo/V30/yoftw9NqP2zNtBtGrb6g1JT91AqWlFbMwUjBVObCP+E1fwlm+Atu2kFQXyYfvw0wOoLS0krjjHtLPPol7/ATKu3fhnjodORgisvYq5Hgcq1yhtG0zRl8PatSFIEHHTSJ0vUj+4AHGffv79L6Yx8xZRBf5Cc72MuBxuLEphkOtD4PmOBwqVwkMrtQ/ttgAmOB1j1A3AxwuV1gXj+CRJO7t6q8vxN/M5rkuEaNo2XRrOlfFwzQoMheEA7ydLdDkUthdGCkMS+oGXklE+4Q0PSpLNKgKx8pVLGC8x80Uj5uUBDGXTOFghWH9XhzI7y/jG+vC3aqSP1AZcZ5qr4EUFhj37Ua0HgMjX+sNrg02+ikcqzDq9jinf5essZd8Ir47TO5XHyNjJ/nm7FGYD9Zy1dUeg9KxKolLgvS/lgcHUh8UaL8xRmShHzkg1dqDTnZTTWoYOyrE5whwTgV1bQhbszDzbohVERCG5b0B3sjt58uJCwhLXgKim4I9VAzvUGNU7dqbt3Hw91v0/fgdfAtHEzx/HIWNx6ke7MM1voHYdeeQe/co7rENmD15nClNaMeTI+/NsQEiV8xAm9yIY9mIfhflHZ1UDvTimd6MOiqKdipFw11xAOb5x/BSdvgEv6l0jB8ELmNdeC59Zp453lH8uPeV+vMJOYBfdKMKMiuC09lXGRLoSYi0qpF6k57ns7u4IbqQncVTfCVxEa/k9nBKSzLJ08wi/wQGjAJB2c0tDYt5LLWVLiNDsxLmuui5PJbexlcHJmNlyig/+4jYj+bSpeocLh9jtNpAXA4wYA71ypjibiYm+ihYFTxfgMPnG5IoYG0/ReqRHVjJEmLMh+/K2SgLx4JQU1S7FQGXLNRbiErCx/2hB4vSRs0TP+CVsG0I+UROnzzC/AULiEX8iAIsX76Mp59+mu9///v/4mu0HZOy3gsDRYwDx9G7unBPmITk85N7/13006fwzp5L/JY7yDz3FHrnGcyJk2sUVMNAbW1FO1mT4Ff278VamWHgd78ieuXVDPzqXsJr1444p2vcOCpHDyO6PXimTqfnx3+NU61NAkb3WZKPPED8S3eRfe1lAucupHJgL6VdOwlfsgrJ58NIJXFPmED0ivVkXnuSST+8BbJH6X/0OQDSP7+HxNqbcE85B/foALJLpa9UwXYcDpaq7CqWmeX3sj4eoVFVeC2drdNcASZ63CiCSJc2XEgWUWTiqszGbHFYmtByoEvTaVBkMqZJ1rR4LpljQyLK9zua6NNrqtq3MoVh47W7XFwYEnhykNbaPCjOO1quIgkCR0sVjpSr3NQUw6tIfODXmKSNXFHbeo2BZOk23jEu9IHhaTNPq4ISlTn2P3rrO6qWqyL1VFP3wxliy3x0/CjEkewBst4sj8vPk7dqYq3+Si9u2gdPBsXjGhPWBXAllJqSOm9g9BYwSw7JTQajbo9QfH4TnvOmEp+eI/f4TmI3zqfw7Fb0MxkEl0zHv19CJjqy0CkJEmf0NCedAa6PLeS9wiFOa0kme1q4KDiNXw6KwMZIMUiWCV8xA9f4BpK/21ZXNpupEnpnhvCqqWSf34faGkIKuHBPbqR6dDjDxzUqxsAvNxG9cR6VPd0Unt6D79xRRK6aDYA6OoJ3ZguLUhYfBVuQEIcRTERq7WBLRpVpnjZCeoqqrdeN85YHphCQ3Dyc3oxPcrMmPJuvJi5iT7kTlyjTrISHgU3WKlOyNQp2ldNaisX+iSz2T6xrHN4pH2RH+RQdaoyVoRlkrRJJs8gZPUWXniYbsgkA9j2zOBOt8nh6G5pjIiFydWwBfXqOw9VeZnvbment4C96nq2BsexDFT+fafsLcADy7x9n4Jcf1FWadqpE8b4tSJKAb9FYUoN9paMBmbAk1AVwfdka9dUlC4T9tVvpUWspIrcqMm/uTP7yL/49lWIGr9fLKy+/zLx58/7F12dYZTrTr2DnioR2SoiKihKtMZUG7vsNVrY2aWmnT+I/bzENt9xOZf8++n/x0/oY4dVrsatVjJ5u5FgDlX17ED0eqseP4mgaWquAa84MtF17AZBCYQIrLyL39HNUDx8EhDowfBxWNoN2/CjhFRdjV6tUT5wgetU15N98jcxLz+ObMw+1uZnee39CbN0GJDFNYf/eoQFsm+wz9+Ha9R7xr/wZcpNKwbTQbIeD5QoOsLtYZnexjAh8rS3BqapO2jBpdalEFZl2t4vdxaFUUItLQaDWT8P8DKW27Ti0qArnh4N0azrjvW6OV6oYto0iCMz2++jRDA6Wq4xzu1jdEMIqOMRKEne1xDlcqjDR5xnm1LosHMDxumsqalWhYFn4FrlJvTdcmBZd7EdPmpgFC88MGdtlUtik4VgQmOxG9IhUz+rDUm25XTVNxMAbtQk19W4JaarNq6OeYMDs5ZMVe185gAW4mxXkgMi4rzaQ/vlr+C9fWKNLHTlAaccpRJ+LMVefg3boCIJXwZ2Q6P71LjwzWijv7EQ/U/s+OZqJ+R/eZdLPVxCT/aTMofdzSWg6H5ZO0EyQDinCmtBsTGy8osKHpZM4wBL3OC7tbkVpDCC6ZPQTqRGWF0Z3HitbwRwoYg4UqR4dIHH3EvwLR1PccgoEAf+iMZipEuZAkfKuTrSjSUKrpqKdSJLZWjPnc41rILx2Bi5R5CvHxsHcRjSlQoPmYmyPilRxKLWqxMsBtjqdjHc1UrI1AqIbWRDxiS6eH6TqFm2N3wy8yw2xhSwJTERw4LDWi1dykR5kHjUqIc4aGQ5VezhU7aFdjXKebzy6bXJQ62ZZYBLj3Y0YjoVPcnFf8n0sbK6JLgDAH/CDJJAZo5IyM/W2ohY2j6S2sNA3nlXBGYRkL+8WDpG3K+wf7P3QqP7rit3+qfgCHID0IztGyPwd3aLwxC7c543F55HwOjUfpMxgJ7SwT66vTDTTQSuaCIA7otTHmDJlCj/4wQ+4+OKL8fv9zJo1C1n+l9/yfOEo3aX3mGncTHb3w+jdNXaGOmo0gcVLyb74XP3Y0ke7CCxdDo5D+LK1FDd/gJlOkX31RSKXXUHujVcILFoKbjfhS9dg5fNE1m2gSzmIdbmL2PINCIaNE/VQeO3tQWCoOdgiDPZTHQxBqb1X7cRxEESC519A6tEH6zWH0vatCAsWoba0Yhs6SCLeGbMwM+kaE2pwLLWlnYH3KsTOc+OJiKiiyFiPm/2fqDfYQNa0eCOdIyBJKAiEZBHLsbmhMUbSMBEEgZxp8kG2wMXREBdFgnUPJagtwKf7vQjAE/01kR7AVJ+HdrfKr7oHKFk2cwM+vtKa4GRF42dd/djAdJ+by+QIF0ZC/PfOnmE7knezBa5JRNldKGM5UNQN7LEuRn0/RvrFIrYJ8QsDJN8sYKo6pWt62Oh+BWmtyIVXr6G9fwJ2j8Dp3yVpv344Pbl0QsPdpjDqzjhmzkSJyuR2V1iXuIXfqz9Bd2rpniXelSSybbjv8eBpU5GCAoVXDmD05NEOH0USJbwzmvDNbcGxHeSgC0cMIE9soHpsAKUliH/hGDJP7B7+5bMdGjbnuGfJBRzX++nSM4xzJZhMgou6Y+gvH0VQOxFXj+e+2EEuiE6jUQrx72NrCHYbMJCl5943CK+eVvsOfUZ88nG7pGNXDcxMhcZvLcdMlqgc7ae8tbbrFWQR3zlt4AhUDw/RfrXjSbRjSQRFRGrwYbzfyeoxbeQf2YXVWwM1nyAQ+OYyFrY0c1bWaJD93J24kAOVs2wrHR9xXQ2yn0fTW2uKcERWhKbRMAiSV0Tm8ov+t+vHduppfGInkiBiOBYps8SL2Y/QHIO53lH8ML6aM/k++qwKV4jTiA4IaJdPoUeysMyRu8yzRgZJEJkvj2XzIKupahuowuc3ZX8BDtS2t58VVrqEzy1S0W1600Z9QrCsmgWHRxWHCd9CPqmWglKHvux33HEHd9xxBwA/+tGPaGtr+19ej63rCLKMls9j9XSj5ktMOj4Xzd5LYMn55N58DbV9FGpjI1IgiDpqDIIoovf3Elu3gf5f/gwrl0VQXUQuW0thywcYPd2IPh/hSy6juPNDgksvIPng73B0HQSB2H+6k732r+jz1QR4450rsLdtr19TafdOQitXkXttqHgXvng1xW1bCCxaUgMOnBHF6OL2LcS/9GUEVaF66CDFzR8gNzTQcP3NZJ5/BgcH/6IlaNksme0qjWv8FG2bYDhAj6bXXWSXhf2ogsiNjQ00qDIDusGvupNIAvy7Ua3kTItdxTJj3C6+3Jqgs6rzRjrPTU0xdhXKKALM9PvYlC0QVOQ6MAAcKFWY4/ei2w5hWaJ5kLK6JV+si5z3larE1SLtqkLpM5xaDcdhUciPz3SYEvCx3+zkjfBPaLtlFCIiTU4r81ZewEDbAPdbfw+DmbDj2mG+7P8+re7xNK8NI3lFlLA0zHDP06LS/1qOxktDdD2SwszZBCuNfPfO/0Q3ZwhIQcJSFG2/gCPr+Kd4cEVkxIsn4RodQW3yop/NkX12b33lLvpdNH79fKxiFaUpiGt0jNzLB/DO60BUJbLPD9mFippFS1Gljz7O9bZxWk+jaSB82IN5dKDGrtrXy20/WsafGK/xXX0R/kO9yKMjDDy/D6dqIsgilYN9+OZ1UNo+5FLqXziGysGhjoNQ6+/gmz8Ku6wjehWkgJvYLQuwyzruiQkEl0zuxU/ZmQLVI334l4xFsB3UpgCSrBCYO4rKkT60Y0lwHDLP7CH61UX8IvUqd8WWoYoyC3zjOF7tH5bnH+dKsK14gpNaLb1lYVOxdc7zj+esnsa0bc73T+KdwqG6Z9Mc3ygeS21jQ3Q+j6a30qHGOD8wiRPaAFurJ1gktLOwR6G4q5P8ph10//k00maZKe4W3sjtx8bBJ7pY5J/ALG87siCyqTBEd53jG0VE+WwK+79F/EHAQRCE/w5cTu0nchy4zXGc7OBzfwbcQW3D/E3HcV79p8b51wo55sNMjgQIOeZDEGog0BytFZ4BVKUmYqvZaNiYZs2xVRBqfSI+2cCnv7+fRCLBmTNneOqpp9i8efOI83wcWlcXpe1bKO7cjm/eAlyjRoFp0/fLnw3ZVUgSTV/5JpmXnid3YB+eadOJrl1P/t03SVyymtTjD2PlsgA4ukb6mSeIrttA7o1XUVta6fmff0XwghVkXny2BgwAjoP14kcsuOC76D2dOKqIu2UM2ZYdGF21XYp28jiCx0PT17+DdvoUgqpS2r4NQZGxCgXKB/YSufzKkfcwHEHy+ynv30P+zZoS1ejroXr0MI33fAMkGa33LK720ajBTsTTbpoaW9FUha+0JijbNUWoLNTsut2iwEfFMlFFptWlcFYzeD+Xx3EcNsQj/Kp7gFfSQ4Zpk3xuLokGSRom9/cmmRfwcbKijbjOzqrO4rAfvyTxTibPu9kCF0SCdGk6OweL1IdKVdpdKs2qMgxcJGCMS8X/dpXAJJl/VFOM9r1Nwc5y0K59FvvZRXx6Ix+VP6zJYT8Ru1wf0JAchV210VMG477VSOFABbNk426XSbafZe/8LZxWQ7TNGoPRVyYZMYl54ki2yIHqbgJOkEkbpqEJFnvMQ3g0L8FQmMB5QdQeAStXHZbSsYsa+bePEl43g77/8VZ9gaSfyeCZ3ox3dhvl3V34zunAaJHpcXWyp/Qh4/Q87+de4S1HY/zaSaydcwn8rKZhMLaf4S/WXITwVx+R7i/R9O0L6mpoo6+AY1qIYQ/Rq+dgpsu4xjeAIDDwD+/Xryt40STKu7rIf9xuVBaJXX8OoiKR/+AEmSd2Izf4iN0wj8rBPuzC0GfpGh9HdMkUPjiBb0476dc+wujOEbl8BuHLplE9OkBlTzeaJmNKVs1+264tai4ITeFYf199op/uaeON/JC/0hzvKApWlX/oH/JyujAwlS8nltNv5PFLbjYXj2Fhow/WDs4PTOaB1Af1498XjvK90asQOtpRxvppPqyjLfCwKX+ErzeuZG+pk1HuBp7O7OD1/D4muBrZEF3AdG8rqiAzxTVS8/RvGX+oncPrwJ85jmMKgvDXwJ8BPxAEYSpwHTANaAHeEARhouM41j8z1v9xRK87Z1jNAUBQJaLXnVP7vyDgcUl4PkUrVgC3KmJZNWM+URSQPrV1vuqqq0ilUiiKws9+9jMikeG8+o/DqlTIvPA0xS0fELvuZuR4HEfTKe3aMczHCMuiuG0LdrWCo2uUd+3ASqeREwn0s12YqU8xPQZTN4kvf5Xcm68DIPkDWJlP+MZIEv6xk0n+t5/Uz1VtaiZ+8+30/O1/wzGM+n2wbRu1tQ2jrxf/wsW4Ro+j994fE7l0DY5u4Bo7rpZmqr2A0IpLENwu8u8O/agAHF3HzOXAtnG3jSLz7JNUDu4HSSK8chW+5Ss45vFx79n+Wg8H4PJ4hB35Ep2ajk8Uuaul1ovBth1a3C5OVDSujEd4JZ2jYFosj9RA4TfdSZaG/TjA6arGNL9nRBF7otdFxXZ4sG/I2fS5ZJarE1H2FMuYDox1u3g/W2BVLMSrqRxndYOgJPElfxT3f8tQPKHj/6pCdBT0GyP1IGkriSqO5KarogvnohKuAz6kZoF0sIdyU5m4u4G9lQ95In0fQkWgxWonoyaZN2oxRbtQs/S2dQJSENuxSdkD3Nf/D5iOgYDAyvDljHFPYpzQhtGTG3FeoyeHXdRH7Jwr+3po/N6FuBe3U4hqvOR7nlHGBKZ6Z/Fc+tH6ccfMw2xsi3DBxLGYR1IYLps92mbmuALYZk3vIUW9WOkyhXeP4V88FqUpiBT2oI6KMPDbrUTXzyR67VzMgSJqWxjRp9L/8yGwwLTJvrAf/+IxGD2Dhexkif5fbSJ6zZxaS1HANb4B7/Rm9M4swaXj6f/lBziGRez6eRS3nkJ7IonoU4lsmMPrL5b43uWX0V8uQY8XqagSaIUfNq2hy0gjCiItSpij1V4OVLsBGPcZeo63CweIyD6yZpnpnjbOqhkGjAKKIDHF08L2T3RwExG4JraA32Q20m1kcLco3BReyGgpQjDkJm2WmOcfw//sfbleJD+q9fFoeguXBmcyxp0goIzslf1vGX8QcHAc57VP/LkF2DD4/yuARxzH0YCTgiAcAxYA//Ry+18hgkvGAbXag5kqIcd8RK87p/74/yokSeSfEq5v3Ljxf2sMvasTs5Cn5d//J3IvvUDpkftxjR6LFBpZfLJ1DVEZqm1op0/inTUHW6siBYJYn6KlSpEojm0jemrKaDOVRGluweipffF9M2dT2PT+MBAyenuoHD9K9JobEAQB0eenvHsn/ff+ZNjYzX/6I+I3fon+3/wDjq4TvGAFvllzET0ebF2ntG8PUiCE6PZgF4ezgOxcluL2rTTccgfVM6eRIhGsfJ7sKy+QaG9nxqix/Nex7fTqOmc1g7czebp1g4UhH0tCASq2zUSvm0ZV5q10nu3FMoogMCdQYzi9ny3w4eCqv8mlIgL9hskSWWacx8XxwR3E/ICPkCKxNTWSznu4XGW020XKMFkQ8vPjzl7GVDRujUZxjppIPSb6yymqg9oDJSoz1hMkKH+LlLmdjfnHsQerxg1KglHucewt7aw/JiPTqLZwxjlK88x2slaafqOXvJVhlDGOE9pRWtUOFgaWIyAgCTK/6P2fXBG7jgf7f1mvOczzL6p9toOCKgeH17LPcVfjd3ie57hs6nIK7w5X5Hpnt+JYI4WGrrEN9Cdy/Nz4CWW7xArvGhrkBD1O54hj99i7WD5nDsLJLIWZIm9rrzFryd2I/WV0WSR2+0KSP9+IXdIp7z2Lf8lYHM0k88werHQJq6iRfmxnLb10uA/PtJGrYytTRvxU/2+nYiD53TR+eznYDmLAReHtoxQ3naz5OekW3lmtlHZ21qmxdkkn9futzLtjBZQD9LwCe94v8/FW7qK7fTTM8/NUZgen9AFubljCGT1F0dY+U8/hAEHJgygI3Nv/JrpjckloJhNdjQDsLJ2uHzvPN4b3C0fqjYGqjsGvM+/xjcaVpIwCW4rHWRyYMKLt6AltgH4zT8jwfm6F6I/jj6HmcDvw8XKklRpYfBxdg4+NCEEQvgx8GaCjo+OzDvkXRXDJuP9tMPhXD8fBkSUCCxdjpVKUdtRWKNrpk8SuuYHyR7uGHe6ZNIXUYw/V/xYUBQQBtamFyNorST32UG21LwiEVq6icugArrHj8S84j9L2rRQ/3ELs6htqLq6pJFIkSvXEyIIclkX68UeI33I7jq5R3Lpp+POyDLaD3tNdT1Hl364JeFxjx+Obfx7eKdNIPfUooRWXkHnmiaGXNsSxqxX0rk5KOz4kfvNt6Ge7UJuasSsVtNOnkPwBmlvbsGybZweydOsGblFgacjPsYrGU59o7bkyGqxP+NvyJQ6XqywIDuVnT1eqfL+jmdfSOXySyIKAj9l+L5IgEJYlPIJIWBn5c2hSZBp9HkKyxFMDKWb5PcwIeMlZNmOCCn2/zmCVaqvk+PowT6p53u+vAVJCmcnFsTBv5H7D6shV+EQfRb3AdfHbOaOdQEAkpsR5J/sqF0euQBAENuXf5kBliDK5NLiSy3wb6DW7OVDejSKqXBu/ne35D+rAALC9uIlrG25jtm8Bu0tDK1zD0fF5Q5gTvUSunEn2xf04po1n+Wj0pWEKrhLyhCjm0TRSk4/SXS28E/oQTdjPFbHr8Qo+3IaPUDVKwTNy99GqdCDFfeS/38HDvocJihEU1UXo1nN52S0wQw3QtG4mkr+2Y8o8uwff3A5Cq6YNpnOLxO9chKNbiD61ZoHxKZW4OiqC0T98YYEAolch9eB2jO7h1/Vxgds1JkbmmT0jrjlUypB3gvjHmyyaKZPdJ3Fwo8YH91dYMVbm2tgC+s08giPw9caVJM0CAdEzgrHVoUaRBGGYz9Rj6a3cFFtE0dRYHpzCsYFaPaVVjdS7uX0y+o08zUqYVjVC2ipxQ2whz2Z21nUlQclD0dYwHIuKZeGR/nX9k/65+DcDB0EQ3gCaPuOpP3cc59nBY/4cMIEHP37ZZxz/mcZHjuP8EvglwLx58z7bHOn/I+FYFtZAP4W33ySw+PxPPOFQ3FabyEu7awrLwOKlaF2dw1hDoYsuBkki995bBBYvo+mbf4qZTiF6vIh+P7lXX8LoPAOCQOPdX0fr6kSKNdBw653YxQKC348gisMU0lCzy0AAK59DaW3HPW4i1eNH6s+HL11D5eRRZH8A/8LFFDcP5Vcd08QzaQo9/+M/Y5fLuCdMIn773WinTiC6PQiiSObl5wGoHtqPoLrIPv80ANGrrsM7YzZGcoDC7l24Wtq5OBbiSFeVSyNBFFPk7czwVf4b6TwbEtH6bqBq26iDfhUS0Oxy8UIqy3WJCBtzRV5ND3/9PS0J2l0qXlGkPFhU94kiM/xe+gyDrGlxTsBPr6bjEkTeyRfwtAUo/jCCN+PgeAUORB3eTw+J6PoNG92exjea/5xu7TSiIOFTfOTNLOPck9mUe4uIHOWGxJ2crB6jz+gZBgwAH+TfYpp3Fs+lH6k/dqi8l3Wx6zlYHT7x5awsba7RdXAQEfGIPiZ7pnHK1YmwChoXL6S7coZnlDc4oR1jnf8GErfHaDk+htR4jX8wf4w9qN3ZX9nNzYl70GQNTS0zVp7IJM90DldqxWCX4GZx+CL+wfotWSuNYAtcG72d/XO6SYijebo7zylJ4Kpogka5Qu6l/YQvmUL1ZAqzN4fSGkHtiCAFVayKSfKXm/DMaCF+23mkHtmJXdZr1hkb5mAkSxQ/GJpcQxdPIff6ISKXz6D/F+8Puw+CW8Y9rQkzV0GO+zEzZdzj49glHb0zg+CS2J84yeP+rWiOydiORi6YfS5v/51GsWJxqNRNQHbzZGaIkDHR1cgN0YVsKR3jWLWPie5mpnvaOFjp5tPxQfEol4Zm8nb+AHc0LOOD4hE8gjpC3AbQIAf4276h351bUFgbmctj6a0ICKwJz2ZfuYs53g5+2z3AknCAaT4v8r+yA+tnxb8ZODiOs+Kfe14QhFuBNcBFjlOf6brgYxUPAG3AyLv/v38N/6QtxR9LWLoOOFQOHURwuxE83mGUUe3kcQRFxT1pCkYqieOArWlEr7oWQZJR4gn03h6kaAzfnHk4pSI9f/NXH7e7I7ruaszUAOWPdiK4XCRuvxtBUUgNKp0BQhevRvD5CSxZRnHbZiR/gNCFK9HPdhG6eDVyNIadzxG4cCW+c+Zj5jKoiSZKez+iPAhavnkL8EyZTuVgbeIIXrCC8oG9NH/3h1i5LGYmhXbmFHIsRubZp+tqbQD3hEl88mPKvvI8zd/8U8SWDkpeFVf+GK3NM/gbdzPFF4roJ9N87bwAeyfYPGvVJnmH4bqGS6MhwrLEJdEQMUXmxVSWlGFypOJl+2eooM/qOtvyBVYP2n0DuASBPcUyr38CiMKyxLyAD1GoWXe/LhTwxSU2xKO81J8aMW7R0DijHSdtJnkydT8AC4JLMTWDZeFLEBHp1E6xtfAeS4IXcV5gGRW7zP7SLkxMbCwGjOFsHgeHpDFASIqQs4Z2T6rgQnc0BARUQWVl5AoKZo5Xi29zonqkfswtTV+hkq7d/yPl/STiKzgZzXJGP4GdG54+2ZR/G1lQOFzZR7s6hvUNN7IgsBTHcZAEEQeH5eFL0ewqiqBiYfFS9glubRwLeNlllREbvXxpUx/BdTMY+GktxfRxNNx6LuV0Ce1wP5F1M3EsGytdJnbzfESPiuhX6/0gotfMxTGsWh/q3V1Uj/QTvGAinunNVPb1gCQSWT8LpS1MaMUkzFQZ37x29NMZKvt7UVpChNZMJzvWwwOlZ+rXcMLsI9S8l7krZhOJGoQ9bfQbeb6ZWMlpPUVU9tFj5Pj7/teZ6GriSw1LOa2leLdwiGmekYmNkORFtw0OVXs4Vu3njvj5lC2NtZG53Jd8H2OwhLosMJlD1eHT28ftTTdE5tOiRthTOs3ayFz2lHrZU4rxfq7IfxzTyiSfZ8R5/7XjD8VWuhT4AbDMcZxP/lKfAx4SBOFvqBWkJwDbPmOI/2W43W5SqRSxWOyPFiAcxyGVTKI6ILrdWIaBFI0S/9JdpJ98FCufwz1hEtH1V2MMDIDtIIgiGAaVA/tqYCDLqBMn4aTToOtkXn1xaFfhOKSfeZzoFVeR7urE0bSa/9LZrjowABQ/3EJg4RKqJ44RuvBi7HKJzIvP0nDz7WReeIbs808jhUKEL70cubkF17jxZJ9/GiOVInLFVWDbCIqCnGjCMQ0Ci5ZS3LGN6rGjqPFGsq+/jGv0GNxjxlI9cQLPlKn1VJlr/ASU1nYK771N8IIVSMEQgiBgZDKkH3+I0Prr6W5XaEqXOf3XxSFfoRMaM1f42Xe+i+O6hkuspYfaXCqz/F4aVQmvWOtI93o6hyoIXNcYxSWKte5tnzL1c4siKyNhnk9myVkWLarCbc0NPJcc7tt/USRIWJEY56mJ3tbHo4RkiV+e7WNeyM/hchUBWBISaXHnmeQ1OFEt83bu5foYm/Jvc2nkSt7Jvcp8/xJKdoGxnonoTpUjlf14RR9rY9exKf8WHtFHwRqZzvGKXqZ6ZhFT41iOTbPaypbcu8wJnMslkXXYjsW2/EbWNlxbBwYA3dF4M/si6xtu5FBlL63KaMpWkYKVx/wM3oeIiDPI4OnUT3KovI+AFGJj/nUcHBYFL6BRaeHZ1EP0Gt3M9s0nrjZRsVOsjjXzairHfr2CnAhQ6csOAwaA3DtHCF82HaMzQ/6NQwQumIRrXAOZJ3dTPTpA4IIJVPZ0E1g+gcxTu+t5BNGnElk/C7tiELxoIuG1M2rf5c0n0U+lGfjFB4g+lfCqqaQ/od0o7+xE/uH5I1pq7rFOs2HtAu6tvINLk1kbmsum/FEWh8aTNEu8kqvt0o5ovRzp6+V7TauRBJGJ7ibeyh+o24cogsQsbzsR2cdotYFOPc2W4nGWBCayp3Sa7zReStIs4BJlqpbBK/m9fDoKdpW3cwf4SuIiJnta+WX/2yzzLSNn1u7d4cFmV//W8YeqOfyU2sfz+uDEvcVxnHscx9kvCMJjwAFq6aav/b9lKrW1tdHV1cXAwMhGG38s4VgWcrFASyKOEYkQXn4hPX/9l4geL4HzFqOOGoVj2WhnToFlI7pd5Dd/QGTVZVRPHKfw4VbCl67GyefRznYiCEKdWfRxBM+/ECkcIbJ2PYIoIrq9tbTUJ8LKpJFjMVwdo8m++iKCLBO6eDWVg/vrrCYrlyP91KM0feNPyL/1Ola5THDZhWinTlDcUksnhS9dQ3DFJVSOHKKyr/ZjSj32IN4Zs/FOnobe3YmrrR21tQ3/goWIbg9mtYydTuOdOZvi1k0YvTVjNXXUGPwLFpL69U9JfO9HlPLCMMM5gPLbRZYujpBVLK5JRNiaK7E45MctCnglmZ35EruKZZaEA7S7aiI3gJubGjhSrlAZNFMc41ZpVGVShsndrXFOVTXGuF1UbYc7W+LsKpTpN0ym+jycrFSZ6K054p4bUkBIsbPgcGtznE35EsvCPhJqgcPV37E/d4ywcisnq0dHfPYnqkcISEE8kgdN1/BLAV7KPAVAmiRnU2e4KXE3eTOHJAzPMyuCQoPSiCKqvJh+AgcHVXBxXfx2NKvK1sJ7NCiNXBhe/Zl52l6jm33lXWSMFBM90/iw8AHHKge5LLoBCQnrE7Lr6b65PJt6uP53v9HDvvJO+ozaiveZ1EOsi97AecFlvJF5gagS50jlAHElwdx4lAVBP4Zt40QqlLeNrGs5VRM54sExbESviuiWMfPVun2G6FawKwaVvd34F42tpZYEiG6YQ+qxnTiV2vddHR3Dd0471cP9ddahb247+Y3Dz+kYFuqpPMpkqb6CBxilRAl25/l3A3MG63deJo5ayFkxT4uq8OlwCTK9Ro6Xc3tYG5mDS1Ao2hVUQSEq+zFti2tj59JjZLEchwdTm2qWG46OJEi1DnWiyqWhmTz1ifSVhEhU8hGSvYQkL5rmcJHvQh7vH+I/e8WR1u7/FvGHYiuN/2ee+8/Af/4/PYeiKIwZM+b/dJh/0yhsfh+9+ywE/LhHj6X37/8GbBu7VCT35qt4Z8xCCkcobHyn9gJBIHHnV3BMm+L77xK74RasbBa7kMfVMYrqyROI/kCdFRRacQmVI4fJv/tm7eWKQuLur+OeMBH9zKnhF+M4WKUS0auuQ47HEf0B9GNHCCxehhQMUj1xnPLuHVSPHa0XprUTx+ppJzOdIvvKC0SvuhbZ56+lxkQRM5XEv3AxlaOHcY8eh5nPIdg2oj+Akc3gbhuFbjtoJ0/UgQFAP30S7+QpiF4vdrIby9Uw8gaKAtP9bsZEPfzX0z1ck4iyPV/iwKAqem7Ay4Kgn7xp8XwhWy9ePdmfZlUsTEKRcah1kvtpVz8CcG0iSpOi8vdd/ZRtm4gscVUiSiZX5NmBDAI1G29VHGBz4SmOVj8iLEXp8NzGgJ7gmoTM/spOuvQaM2h7YRNj3RM5WBleH2hQEnSoY3g1/QxrY9fyaPIfh38cOAzofXQbXaSMPtbHbqJTO4lfChKWo5SsIi+kHx+6X47GM6mHWRRYzrroDWwqvM2jyd+yLnY9K0JrkEUFw9EpWUXGuiZiYzHaNZ5X089wQqvtLF7KPMn6hpvo0s5gODpTvbN4K/si9if6nba7xrCvPJwgcaiyFwmJ5aHVINgsDl5Iu2s0Xklislxb4XZlNfJjPfhEoeZtMhjuVROpHulHbQvXCtQlDdlT2xU4ukVpTxf+xWPIv34Yf8xXs+6WRcq7u+rAAKCfSuGb24ZdNZDCtXM6tvOZqmxVEJkjj2GbUfuMXILCTYHzsF8/S3rTCZyygWt0jOhN85gxvYOcUebO+DIeT2+jYFW5LDSbTcWjbCwexie6yFtVVMFgnDuBF5WfD7xFv1lLRV4cnM5C33imulvpcMVIKEH+brDVatnWOaH1c030XPaUz+ATXcz2duBG4cvxC3j9vxj0nYQNfxLEUmvgEJBEJn8Ouwb442Ar/V8bjmUhyDJm91loasHKD08fuCdMIv3UY594gUPy4ftp+taf0nDjrfT9/O/qOwUpGCKybgPRtVeSeen5mk12MDQMBBzDIPvKC8SuurZGVd2/FwSBwNLlaKdO4pkwEaO/F7tURO/prtcTAILLLkLtGI0gD1/FFj54l8DCJfVitmPoKC3tRK+4CtvQcXWMAQSMs11knnoM0eMhuu5qih9uRjtxHOGiS3CNm0DhUzoIAL23BzkWx/TInIkdINQ4Dr1vKB0UvDxIIQyC7fDd9ib2lyp1YADYWSizLh7B6wjs+ERv75Jt89RAhm+2NfLzs/31ftMO8Hh/mivjkXpROmNaPNmfZkHQz0elCtckopyuFKkKNWAAyFppHhz4MV9p+guS5mkOVnbXz3VSO8qy0CXD6gNBKcx07xxOVo9x1jjDgNGHXwqQNodrVLySj+WeS/h9/894KvUAcaWJxYELCUhB8la2flxEjjHbV/PsGeueiCCIjHVPxCN6CUhh3sy+SN7KcUnkSlLGAFsKtSY207yzWRlZS8Uuc7p6jPfyr3Og9BGXRtdRsSuIiMz1LaJLP01ADHJZ9GoiSow10avZkn+XHqMmkIwrjZzjW0jFKVOyS8TkBrrKJ2lw4ni6QXTJ+EwX+wMOHX96Dt6XOhFyOvrKNowWL8X/p0b3brj9PKoH+0gNFp7FgIvo+tloZ9JErpxJccspzFyZ8Opp5F//VCMqwCpUcQwLyedCCrop7ewksmY66ceHwExwyQhVi5vNGaxwjaHqdmjtlfHsz2HYDpF1s2pU26c/Qj+VxjOpkZDi5aLgNCa6mqgOUoX/svtZFEFiQ3Q+T6Q/pGRrg93wZtCgBEiaBWZ42ynaGp1GmmXByfQbeVRBRkDAwWGyu5nx7kYcx2FdeC6PZrbxZv4AX4tfxO9T73PuknPpPqaz/aU83/1qIznHZrLPQ5v783Fm/QIc/oDh6hhN5uXniW24DjsnobaPQu8c4kZ/OkUEoLa0Ut6zG/3M6WHPW/kcZjqFFAgQv/l2kET0rpG8dKOvF6tcIbJ6bY0ZJYqIbjfVY0fIv/MmZjpFdN2GYcAAkN/4Nom7vlpXOX8cgqzgmIMTryCgdowh/eQjdQ0FgkD81jsp7fxwcFdUIvng74htuI7i+++RvP+3NNz4Jbyz5lA9dmTY2K62DmzdwGqN8Xj5v3PnN35Aw6EmjE4Lzyw3THBxWNeJKTJ7ihWOVoYbAwJ0azqtqsLSUGBYYVmgpmY3PmXOZ1HLZ34yMqbFGI/KN9sShCWJ8S6HR9Nnhx1jY5OzzhIQA4x2jadTOwWAR/SRNdNcH7+DqlMFxyEiN5AxUrhFNy7BzTOph7i64Ut0ar/BGdzfBKUwFbvMyeoxro/fyWntOKIgclY/gySMJizFEBCY7VtARI6xufAOAgIhKcKp6jE69ZMsC12CLMgYjkFACqHbVY5WD9SveX95NxPcU4hIDeA43Jr4Ggoqv+j5nxTtAoqgsDZ6HV9u/BPKdpFnUg9RtAuMdk1gVfQq0uZArY84NkeqB1BFF+/mXqVsFbkufic5K0vzozn880djpKqMH9PK4cZeem7zkHDijBejiH852EFOFhEUaRgjyS5oFN4/jmdmC+rUZsLNQUSXglnQ8C3oIPfSwWGfgdoWwS4cJvPMR0SunIUUdCP6VBJfW0ppy2lEv4raGibz7B6ClUmMnZwg+9J+3FOahtUl5MYAoUungCjUiRKCINDhru1eX8/uJSL5mORp4vXcvjrt1AFey+/lptgi5vlGs6V4nH4jR4caZVPhKO8WDzHe1chif82y38TmicEGQeNdjczxjiIkecjZFfJ2FWWwn1chYzLd7cXj/fxorPAFOPxBw9UxivjNtyNIfvp/9j6N37qR1CP3o5/tRPQHUDtGgSgO8yvyzZ1fqwVk0yPGM5MDFLdtJrJmHfm3X8c/79wRx/hmzCb95CNY2QyRtetJPfIAgqrScOOXMNM1to1jjxT8YNuILjd6X8+wh4MXrCD3xqsIbg/RtetxtOoQMAA4DtmXn8d/zgIKm4YEgWY+h+D24FQrFLdvJbTiEjyz5lL5aGftOs9ZgGviZNxTp1F2u1muXMqvcv8Vz1QvM+fNY45vHUldIKbISILAyUqVUe4hYdvHMcrlomxZKKLA+eEA2/JFIrLMRdEgPZqBTxQpfeL9uj4jDRGUJDyiyOP9abo0g4gscUfo/0df5U1etJ+pH+eRPBSsPAEpRKs6irP6aVaGL+flzFNoTg24BATWN9zEO9lXWBJcwfmhlTSr7fTqZ7mz8Tscrx5CEVVERN7IPo+IxJ1N3+a93GuU7BprZ4ZvLgUzz2WRq3GweTEzpB95Jv0QVzfcSkSJ8Urmadyil0sjVzKg93BGG6naPlI9wBjXBMZ7p/JA/y+4PHYNRbuWljQcg6dSD3BP0/d4cOCXdeA6pR3lnezLrI6u51e9P0Yb1FtISKxruJEnk/fxaPK3fLnxu8jXJUj+x01IYTeBWVHOrY7B0EZjBCTU1/ZTyNTui+hRsPIjwV07lcK+/VwU06HyUTfFzSeRQm5i188j8a3l9P/dO4h+N6FVU1FaQzTcei5msYoUcpO8/0M8E+LYuoljO4imRXHbaZyKgeiWwLIJXTSJgV8N1++YfQUkr4o4KsRnset12+Ka6ALOGhk2GkdGPC8JEvcn368L2h5Jb+Xa6LncFV+O7TjojokqysPakB7T+hjrinOi2k/Fo7PCP52tT9TuxznLg587MMAX4PAHD8/4iZSPnMGuGtgVB/fkKUSvvh7HNMm//w6xDdeRfeVFrHwOtb0Dta2dzHNPErpgJdrpU8PHmjIV38zZCB4vvllzEdweYtfdROa5p7ErZbyz5iJHohiDk7R2+iRqWwd615lh6mhH15CCoWFpLteYcdiGQWzDdehnzmDms3gmTkEMhmi866vYmoYY8KMdH9kX18rnEP3+YY+JHu9Q86Ep0zBTKdwdo/DPOQdkieIHG9FPHkf0epG9M1jiu5yF7cswHYO03sDJiskEr4qDgyKK3NrUQLducqhcoVur7agmelwkVBkTmV7NYECvcmEkyHiPi1+eHUARBa5KRHl2IEPOsghIItckYlQts67DkoC7W+P8vidJ/yDDKWNa/CSd599Ji2lyb6PX7GaSZzrNchuHzf28nHmKmxNfIWdm0JxKHRigVkvYU9zBDfG7EBwRR3BwsPC4vOTMFDkzg1fycaD8EYZjIGBSscusjV3H08kHqToVnk0+zLXx29mcf5eS81mq7n1krDRlu0TZLvF06kHWx25CFT0crx4iKIUY555M3srSrLbxdu5lFgUvYI5/AZpdZZpnLqPcY1AFFwfLe8hYqTowfBwntCMUrEIdGAAsLI6U9zHKNZbT2gnyVo5Kk4zrb2Yg+V28Xnyakl3kYu8aXsk1smpmE+prtdW/XdCQIyPtIdyTm5DdEtXnDtR3FVamQv+9G2n85jJa/sOlNVM9AYyBArglPO1N9PzV62DalPf20Pjt5WgnkuidWUIrJiGoMkprGKusI4U82PpnsLSCbsyqTiGVIdg43Cl3nDuO6dgogkS7GqNTH05h9ouuEUrnN/L7meFp553CQS4ITB5BMgDYV+miXY1xUkuyrP8cLKPIhVdFmLrg8zPb+2R8AQ5/4BBkGaXBT2jlRHIvnyF0yWSqxw6T3/gO0cvWkXnpOfznLsI9djyCLOHYFu4JkzBSSUIrV1H44D0EVSW8ei1SKIyZSpF77ql6cdc9fiJN3/0BTrWKmUqSfeXF+rmN3h5i115P79/9DYgicqIRs7+P3FtvEFt/DaUDe9FPncQzfQb+uQvIb3y7NqlbNnpXJ9UjhwlfthbR3Yxt6gimWaPafsraO7BkOeUDQy6aansHkj+AIEmoo8dgV8rD1NO+ufMQZBnHcRDdHnp0F36PQqurA8t22JZLM8PnoWTbvJTKcbKiMd3nYXVDiOVBHxoCPkmizaXw484+KraNWxS4Mh7ltXQOzXZQRZG8VasnnB8JMMbt4lRV47H+FOeHA3y7vZEzVR1BEOis6nVgqN87xyFdtrjJdw9d4U6a1GYMWycqN6CgogoqmwvvMMEzZcRnXrErCIjsKm0mqsap2lUa5DhBJUp/sYdcNcss3zxAoGDlUASVlJXk9qZvotlVXKZK6JkCgQsDKNLIn3BIjtCpnxr2WMZMMcM3h5jcQNLs50D5I6JynImeaWzJv8fe0k7OCywjIsfoEk/zUuZJBATm+xcTlxtHnkOKULFH6kXKdgmX6MEtelBFlfv6f45mV4loDVwcvpxyn4vOMyILxvl5yJ/h5m+dj/vFAwhVE0JuwmtnkH1hH9gOSmOA6NWzsc7k6N96asS59M4sQm+e3KsHsXJVBEWi8RvnY2crMGiD7Z3bRv71QzUdBDUqq2dGM45hkXv5AEpLiMDScRTeGWKUCW4ZRzeRdBW9VMJ2QoifsMqe5GnhSKWXql3g+ti5/Kr/HTJWGQmRS8MzsD6jj4hHVKnYNSrq+8Wj3BxbPOKY0a44Z/QUFwenM6YlxN1/ESLW9Pl1fvt0fAEOfwShJhKEL/NQ3HqK4rYkoZXzqJ44jqVXCV2wAqWllYH7foNdqG33G7/+XapHDmEk+4ldexOiy4VdLmF0n8UqFuvAIKguQpeuobxrB3rXGdSWNqLrrsKuVMi9/jLe6bPQz54lsmYdtqETu+paqkcOYwz04VgWkUvWDOoVjtC76X18c+fhmCaujlGUPtxMYPkK1NHjsTNJ9OPHkaNRhGCQhutuIr/xHcxsFv8583FPmYpn0hSsYh5BkjEG+sl/8B7xm29HSjTS89d/Oex+lHZuJ3bNDdjVKmK8if/8TIEN58tEPRq6YRGRJKqOwy/ODpAf3PFsK5To0Q2+1hLn9WyBZpfCjzt763TVqu3wRH+aNQ1hPKJI2a69rmTbbMwWEMICL6VqO6WdhTIly6bD7eL5ZIal4QAuUUCzh//o/abNsaqf9sgYHk/+grJd4s7Et/hK8/d5Nv0IC4PLEJHqBciPY0V4NQfKu0m4Wngq+QAODlfEruPhgd/UmUEb829wfvBiLgyu5on0fWh2FT2vUbaK3DNwF9oLx5nvHUvxIj97yzvrE7VP9NPmGs3G/PA+xLIg82zyETrc49iYrxkw9hndHK8e4uLIWk5XTxCSImTMFLtKtTqAg8O24vs0q+2cF1hWL2SLiFwSuQJVGDlx1RhOL3Ftw+18kHuLyyIb8EsBJEGmVzuLvuMctj9nM2FhiaVXB/h7Ic/02+ZyriBjvnOchvPH0zylEcewMIs61VNJPOMbURr86F1ZpKiX0EWTcCwbJRGgeqwf7+w2Cu8ewzEs8rs68S8fVyso2Q7uMbFh9QSAyt4efHM7iFwxg+qJFIIiEVk3k+K20ygJf80Zdl837pgPmwHKuoDfNaTNFQSBSd5mvFWFnFXhO02r6DdydBtZtpVO4PIptdqBNUQ/XRaYzGPp2n01HIuI7GOGp429lVpRPyEH6VBjKILERFcTkfAfDhQ+ji/A4Y8klIYA3jlR1LEyqUd/R2DRYuxKhfzGd/BMnloHBoCBf/wljV/5JkZyACM5gJpoxLZtBNWFmT5VPy66/hryb75aczsFyh/twj1xMsFlF9bcUlU3xmANobJrB56Zs1FHjcLSKuQ/2IivVMSpVuqMp9LO7UTXX4NjGLjGTcQ//zyMMydJPjBEw5TCEYIXXITa3Ip74mTscpnKvj3Y1QqeydPo/80/1I/t/+0vaPr6d4btMj4OOdaAFI7w7DEPXpfNFPM0fX91P06lQsd/+m+cNcw6MHwcnZpO3rZpUCQKpl0Hho/DcBzcgshot1qfql2iwLp4hFdSWS6LhfFKAlFZ5q1Mnm35Ene3xunXDG6Nx/hVX7L+ujWqG3+uihLxYtLLWb1GJHgu/RjLw5dQsHL4xAAuwc2XGr/GxtybVOwS5wXOxyV4aHeP5vXMC3XQ0G19GGUUYFthI/MDi1keuhTd1ujWOxmnTMDd58b59nS0GDTqCe5p+h6nteO4RDdROYbpWMjImIOl9ZAUQRYUJnmn81b2pWHn0B0Nx3GY7J3O5uI7n2kwd6x6iEvCa2lQGrEcE0mQkZDwin5uSXyVt7IvYjoGF4RW06AkuCxyDSExzPmhlSTNfp5PP4blWCwJXcTMi0RcRT/lqsHU+3cyoSMMoojw9lGsbAUj6EVz+ZHdNkqDF8f2YCk2katm0f/LD4ismU7yoe31nYFneguemS31a3UyFTZF+lhwwzmkH9zxWV8tAKyiRubJ3YTXzqDwzlFCl03D1RFBCLjQu7K4JySQQx4sVy+WM5IYAtDubqAdOFbpI2kW63qFPiPH2vBcBMB0LKKynzfy++u6CgkRwzG5IDiFS0IzERzwSbVU1MrgNHyy+7Mv+nOOL8DhDxiObaOdPYOtGVCtonXV/I9i11yPmc8jhcLI4QhmanhO0zNpSq1P9NkuBFnGymWR4wkSd30VBIHillqBTQoG68DwcVSPHCK47EIyLz5HZN2GWpOgnm7MVBLBthn43a/rBfBsdyehi1chRaJ1MZxjGHhmzsYzbSZ2tUL2peeGjW9lM8ihCKLiQgoGMXM5rFwGz5TpFD54b8Q9KO3ZjWfmbCp7dtcfk0JhUFSK/Wme/6iRbyxzCGhHsNech3OoB/HUCVwdY0eMJQ7+cwvQ5jJwCQLaJ2YHSYCoInGoVOUbrY14JAHDduipatzc1ECvphNTVWQB1jSEEYAnBzIsDQUQRIE/b06QLWsEKyYB3SY5JoIl1HLtETmGhExYCaPbGjfE7yJrpbGwyBtZmpU2ZvsXYGPxZPJ+xnkmDaOjisJIYZNPCrAp/xabC+/SorYz37+YVwrPcs7khbyeeR7NqRIvN7JSvYKnUg9wcXgtr6afYWV4LWti1yAiojlVTMfk9cxzLA2tRBVdmPbwFFlQDvNc6lFUUWWadzbHq8NpogmlibdzrzLWM5HnUg9jOAYdrjGMVicSU2LElSbm+M9lf/kj3sg9z3z/YvZVevFLwWGeUC+mnyAci9G6bwzBhX5UqwHt2d3DzoVt454UovTOEVK/PQo4+JaOJnTJdFp+sJL+X3xQBwaAyr5u/IvHIKgSjm7hmdzIghM+tO5eotfNRWkJ4ZrShGdsDMGt1DKegDlo5FfYeAzfglG42iNg2ghuGbO/SO61g0hBN5F1M1HdMfhn5uvRrgYyVpFro+fyQnY3JVvjo/IZrokuQBYk+ow8Aak2QFwOcHV0AU1yGNexAhFceGe0/NOD/wHjC3D4A4WZy5J78zWUphZEr5e+e/+27mwquD1EL7+y1g5UknBPmFj3LIJazj7z7JPDxxvox8ykwbIILr+I/PvvfiYVtnYCoQYooRDpxx8ifMkaijs/xCoVR3Zy27oZ3+y55N99CykcwT12PJknH8VMp/AvWop37jzynzLsc0wTq5An9diD9cfkaIzw6supHjow7FjR48U3agyCIFA9egTX6DGEV11O771/i3TeBcyb3Epi3F72lV7EdnQCraMZ23+auDKBeYHhPkmXxkJ4JBGvrBCQFG5qUrmvN4nhOHgGaw5V20YVHQzHYVeuRLNLZbLPy+uZHG5R4rGBPiwHzgn4WBUNcUNjjBeTWfaXKnS4Va5vjFHy2zyTyWGUy1zhDWPak5no+g8YtsVcr4VbKvCbvp+QH7S9mO9bRExpZHdpG/vKO8mYKXRHY67/XN7J1e6dZldpkBtJmkM+SivCl/HMoDq5W+9Es6usj93EvT1/Xd9xDBh99fTOrtI21sau4+GBX6E5GjO8cynahbpCe0dxM+eHVvJK5pn6ORrkBP1GDyW7QMmu1SviSmPdz6lJacUluthV2sIp7SiLghfybu5VDMdgpn8uWwrvMN+/mCdT95MyBwa/XiJHKvuJKiOFi9tK73H5rIkkn83ivq4d0XdgyFJDEPDOaaN8NkPxrSEWUOm9UyhBP74Fo0b0oIZaf4fo1XNwLJvKvh70V7P45o0i/XCNjt38/RX0/3oT1qApotIaxj+/5uQsiCK+BaMwM2Xybx3BN6+D3Ku1IrmVqdD3d+/S9KcX4Yr903bZsigx2zuKBjnIRFcToiDQVPWipyuUYhKmY7LIP5GVwRn0GzkEQLIcGtubkcOfb4+Gf0l8AQ5/oCjt3oGZHEAdPYbilg+GurJBLZXT10Pl8EG8M2ejtncQXn05uTdqGgMl0Tii6Atg9vchhcNUjxwmftNtyLE4rvET0I4NFdtcY8ahd5/Fv2gp6ZdfILh8BUgSkcGC9qdD9PmwqxUERSF+02303vu3ddDJPPMEoZWrUJqah9TNsozS3EL6yUeGjWOmUwiyApJUZ0YJLhfuUaPp++XPcI+fSGDhYvTus9iVMqLqwoq3s2h8huPFIZApmKfoSgRpfvgUl19/J3MCPlKGSatLJS5L3NvVx1ndZLRbZW1DmO+0NyIKAt2aTsawiLtVMqbAz84O9R9uVBXuaYnzF6eGKLg7CiVGuRQSZYkLBtycr3rYolT5cWcf97TGOVrRuKc1QY9h8lh/Gr8kcmuziSiU2FLYUgcGgCZXG8+nH+PSyJVkzNouMG0msR2Hi0KXsaXwLvtKu7my4QZ69bMYjkG7WvM8albbOKXVGGAntCNElfgI5tDR6kHm+RexvbiJvJWtM4j2lXexoeEW0kaSnJWppbqEALc1foNT1WNE5BgdrrH8uvdv62O9nH6K80MrGeOaSL/ZQ87M8Grm2drnbabwijXmzHmBZewobmZ7cTNxpbkODAC2Y1Oyi3RII3d3fimINNeA1yH1fplR37iA3BM7kfwq4ctn0NPkR3p2L3Lcj+M4WIMdGqtH+vEtGYt3bjvlHcP1O4IiggN6Tx7vjBYqB3vrFuFKU5DSzjN1YAAwzmaxZ7Ug+lRCq6Yy8OtNBC+chHdmC8Vtp4ZfsAPaqTT+c/75tgCKKDPGHR96wAuG7MHfW0BONJEUSuTMMqNdDYREL6M8n6H4/yOLL8DhDxTFD7eitrSCIGJlMyOet0olwqsuH0wb5VDHTiB2fQI7l8euVggsWjosTeMeNwH9bBfWgX34lywj9fhDCKqL+G1fRjt+lMq+PbgnT62pps92Eli0lNJHu7CrFbAtat7cFlI4Mux6wpeuQQqE8J2zoOYK+6ndSP7dt0jc9RUyTz+BFIkQuugStDOnhoRxgyGoLqxSkcSX7sJI1fr5usdNoO+XPyOwaClqWzuCouAaOx5Hkknc/XVwe5HDp8h/StKRNvcx9sL/grXfZIoDzhgPGcviP3Z117P2p6o6u4oV5vg9PNiXrhvtrW0I83JquBK9TzfoM0xUAdrcLuYFfBiOw2TBhfD7NJXDOhJwyRIf0RVeFEHgS80N9Oo6cUVhjFtmUaSTx5K/4YbEXXTrZ4aNb3yiAY8iqBhObSHwXv411kSu5oLQKnqNbn7fdy8uwcWtjV/njezzHKsc5NbGr2M6OpZjoYouqtZIhtC+0k7Wx27kHP9CRCQUQcFwDBwcnk09wpLgClrUNjJWihPVQyx2reBo5QADRi+KoLKu4QaeSN5H1a4gCTJNaiteycdL/U+OACK/FGB97CYOVfYyx3cuJ6pHRqTEynZtQk8ozXhEb71YrggqY90TqTaXABdyVORkrJeJ/+4CFFklZTnsSCeZdGec00YRjxikVZ+L62/24pqYwDEswqumYZd0qof6asZ6q6dR3HIK74wWzHQJV0uIxq+dT2l3rdArJ/xoJz9LE1QkftciKgf7MPuLOBW9Rl0OuLEyw/u4Sr7/d8VhJehGCbrxAR3E/5fH/7HFF+DwBwpXWwfFHdtwjR6Db/65VD6VbvGMm0D6qUcJr1xFepDm6RozDqW1jcCkKcixBpTGJvSebpRoDFvXyb0+6PwpSTTe/Q0cx8HO56gc3I+caEROJJAjMeREE5ah4xo1mtzrr6CdPE7DDbeSevQBwqsuB8vC1qrI0RhyNEbfz3+CXSoRXbfh028D0esFBCIbrkXy+ake3I/g8xG68GKyr76I/7zFqC2tWKUiciRK5eABHMvEN3cBxR018Vvl4IEhgZws0/jlr1E9dhRBkpAWjaRRtimX0/+MSm7z0Oo/ek2YlmkKXZ8AryPlKmMHu7h9HJIgfCbVULdtpvk8NLlUHuuvTSbPAXfdECP04yxG1qLyfokL5sX5GyHJwOCYIvDVthhPpH6N7lTR7CrjPVM4rQ0pfT9O+2wvfMCK8BpeHjTYA8hZGWb65uES3TSpLUSkGFW7zPHqIdY13EDZLvB29hV6jbPIgsLK8OVcFtnA3vJOZvjm4jgObeooRER+3fu3zPMv5uqGL/HowG+xsLAcE6/k5eXM06TM2v2KKA0UrDyao6ENejLd2fhtTlWP4eBQMkuIpFgQWMrWwtACZGFgOe3qWH7W81/RnCqjXOOY6ZuLgovprjns02o2FZvyb3Fz/Cv198ughbgsyHilACVyhJa1Ez3fx/FQkZ3aVsyqQVCcQqu3k38Y+Pv6OeNyC9d97xs0VUMIuomtCvgXj8UztQm7apB77RBWsUpk7Qz0zgypR3YgBWuiOLUjgnYqTfjiKfVucB+Ha2wDolcl/0atvpJ5cT/xuxbimdpM/73v1d1f5ZgP1+jhOof/W+ILcPgDhW/+eRQ/3IKgupFDEaIbrif/1msgioQuXEl570d4p8+isGWogY528jjayeOoTS0oiQTZt18nvHwFmRefG9YfQZBl0k8/gX/efFKPDzlqFje/T+yaGyh+uIXgsotwLAsl0Yhv1hwEVcUxDDLPPYWgKAiqil0q0fj172CXSoheH1IkghxrGNanOnTBCgZ+9yuCS86nevI41SO1ZvPhy64g8eWvUtr+4TB/qMDS5Rg9Zxn4x1+QuO3LWOUS1cOfAEbTJPPMk0SvuR4zkyaY8xPyLCRXqXWKlQQXscJKTm3ODrufmaey3DGrkR0hjQ+yhZrlhduF/ikg+KhY5ryQn025oY5efkmkUVWY4fdyX+9Q8d8C7rMyfGdNEOOB2vmcPpN8cIglZQOvpApM8MziQHkbpmMwxjWBOb5z2V3aNmh57XB55BpezDzJntJ2rozdgEvwYDg6o1zj+FnPXw0Tyk3zzmZD7FaOVQ+TNZP0GjWrDtMxeDnzFF9t+gFVp8JL6drKPibHuSF+FxYWfVo3kinzpcQ3KNkFHGzeyr1UBwaAs3onUaWh7vVUtPIcqx4cVou4KnYzuqWzNnotVbuCS3TjFr08n3m0fq2KoPBy5il+5PoLxm3zM3vaDLrVHtrNdrRyGQOThNJMzspi2Bq9xlk25d8GYN66xczyzscluHgz/wYnqkf4etN/4LGBB3AJbmZI8zAFg33mTjrlbkKJFhImZPNZ3O2hWtvRradQmoNEl86hvLeb8u7afbJyVdKP7KTxG8uwNRMp4MI3fxSl7adBFAgsGYfgURBcMqFV0yhuPI6Vq2Aly9AeoOlPLkLvyiB6VFyjo3gmjVyg/N8QX4DDHygMX4SGO77CwC9/iqPrNH7t24QvW4uVz9dy8ZOnYpztRI41IHo8aGdOD6mYBdB7evDNmA2CUJvYB8FBUBS8U6aTe/8dqp9SUAOUdu1AdHsZ+N2viK7bQGnnh5jtowgsOb/ef9oxjBoraeo0HNMkuv5qBFkhv/FdIldchVMp19hUXi+lXTvAsUFWasAgSXinTscxDARZrXkqfSIK779LZO16Ms8+idZ5GulTymkAvb8Xp1qh8N67BKyljJ69gWpwKYZmcux0iM6+kZYGjgn9BZ03tTyXN4Q5UCwz1uOiw60iCWANYsSJisYl0SBxReajYpkmVWV+0IcK+D+jBWPZttGCnzhfszxC75AxbRao45jlm8Hhyn48go/5gSVM981FERSyRhqX7Oa6+O1IgoSMwuHqfpqVVs7qZ4YBA9Q8jy4MrSZtJdleHN7lDKBg5XgzOyRmTJkDvJ59nm+Jf4HxpIpsqoQvcbGr/T2qdmVEs6AJ7qm8kX1+2GOqMJyOs6O4mXbXaJ5LP4qIRIOSYHnoUo5WDuAWPayKrGdHsQbYWrmE8/gpEk+LNAf8yAtUutYVONceh2301UxYRYEP8kPmih+W3qfF1U6j2FLvNyELEmOdSSw5sxrjFRVBhqVrVpMKFhBw+MgymZZoQFBKpFd48C5uR/jgDOZAgcJ7I5X5eneW8u6zxG6ej3/pWFzjG3B0C8d2wLTJPreX6qE+wqum4gDamTTOxABK2cI9rQnvhP87QeHj+AIcPudwHIcDp0q8ur3K+txW7FKR+K130ffTv8GuDOU6I1dchWfWHLQTxzAHBmreR6kkuddfAdumtH0LwQtWYlfKxG+5HatUwqlWUBKN5DdtJHj+hVifaOjzcUihEOZgj4vSru14pkzD1TGa5MMPEL1yA5VDB9C7OvFMmoL/3IUIXj/aiWPkXqulrAaOHUEKhUnc803sQg61YzSBpcspfbQTta2D4LILKG7dTOXQflwdoz7rBtQL6UpDHNE3Ehx8M2ZhlcpoZ06inTxGXL0bXzjMEaWR371icPM5Dk0+sda7eTBcY1R2ew0qus3j/Wm+19GE40BQFPhGWyOvpnKkTYul4QAnKhpuUWBDPIpu27ycyrI8HEQUGAYkAFFZwtNrUxIgcmmQfJsIn0phXxr1EpF9FK08492TKdoFilYex7FJWQOAw6bMWywJr+CtzEuM90xBs6tU5QpxKTji/bsEF5IgkzFStKjtnP1UDeNjj6VPxrHKQazDEoqp4mpU6PybLB1/P44j+l7m+s9jV3ErMjKXx65ljGsCe8vbOa2dQEDggtCqYYZ8ADE5jk8McFl0A47jYDoGvdpZ7mr8DpIg8+jAb8lYtV1WOWwQbA9hdOaw8lW8S92U07/DGgS91tBqNunJEdf8UelDrm24vf53n97Piu4NDPyiSt3+8CcS4/9sLK825Jnq99CZqmL8Is/p27z8Ppdm1eQoV1YFlC2nRzCZBElEO54kdd82YjcvQD+dBsvBNkxETaS8sxMcSD+xm4ZbF1Ce6MdolAin3HjG/n+vRvCvHZ9P14gvoh6d/Tr/9dFeLMPC5xaJ3/ZlHFMfBgxQSw2lHvwd+Tdfo7xnF8n7foOoqjR97VtkX30Jo78PM5VEP3Oa4q7tKPEEmRefQ+/twT1qDNrJ47gnT0Vwf8L7XZbxzZ2PVa4VCAWXG0erFUcdXSP1yANYhTyeiZOpnjiGduI4jlYl//Zwta2Vy2L2dpN741UCi8+nsn8P7o7RBBYvJfng76keO4J+5jTamVNI4ciw16qt7cihMOqoMVRPHEP0emn61p8QvfIaIldcRfCiS3BPmlpLXQ3ulAofvEfutZcZX+gh4BV5Yl+e2LfiuKe4Ed0C3nO9FG4O8I5emzQd4GhFQ3Mc/rqzj8f60iwJBbijOcZ4jwsbsBE4pek80p9mUSjA+7kC72by3NOSIDK4g4jKErc1NpCbKFL+UYQHztPoUU2+0dZIs6oQkETWNnhpdJ2i4pR5KfMUjyb/kZfTT5E10xSsPJIgEpTDnBNcxMvppxjjnkCDnKBil3kx/QSmYzDKNW7YPbo0ciUfZN9iomcqi4IX4BaGPsNzfAtRhJHNZ8aoE7GOSPjGu+l7OYetOeTPFjAdi9neBXyt6Yfc2vg1thXe57f9f8dU72y+3vxnfLnpT2hTR9FVPTX0GQkuFgUvYH95F316N7Igk7MyxNVG/FKQ3/ffWweG8e4pHBGPot49HXliBM/SFo7LT9eBAaC/8B7trpELhTHuCZysHmZD9BYalRZcTgOVN0YcRnarwQyvl6bdFsqLJeLnBxlv1O7By6bGNxUN66Zzasg+GO6JCcyB2vfBGCiinUzhGhPDPaUR7VAf6cd2DetOr8k2780p0xxuwDulCUH6Ymr8YufwOcfZlI5pQV/RQZ3UQfXoYdTW9hHHObaNXR7OTMm99RrRq64jctkVWPksWBb+8xahdXWRfuox7GKhRikVasyj/l/dS2T15djVKoKqIvn9FLZuQonHMZP9+OfOJ/nYgziGjv+8xRQ3v492/Bja8WPI8UasQgG7VARJhk9rJkQRJZ6gtGs7/oVL0brODGvWA7VmRo13fpXsay+jnT5Zo6suWkJx53bCq9Zg53Jox49R2rW9Ztc92FtCdLlIvfLC0Km8PkSXi/TjD/EXX/0hf/2SzoeGTvcNIkvUOK+aBT6sDBcKRmSZ19M5YorMdJ+HN9JZbmtqwBSgoJu8XiwTlCRub2ngp119zPB5meB1s69U4bKGMB1ulaJl89PufjR5cBYx4HS/zjdaG7mtuYF+3aDV1UnJMXkl8zTmICvJxq7VBpp/SM5M81b2ZVRRJaokGDPYaOdIpSZOfHDgV9wY/zKLWE7WzBBXmjhY2sMU/wyOlg/S5GrjhsSX0e0qATlEzsgiigLn+ZexpVizswhKYS4OX0Hpih7crw/1vwwebWSv+3Heyr3EFbHreC71aJ199HLmKa6IXo8iKOiOzuroVfikAHkzh0t08Vz6UWb4ziEsR3lo4FcAbGUj49yTuKvx2/QYXZTtEmk9yQTPZApeC/EHk0laSXzCOoJmhr70Y1hOFcMuMlppoVFpqXeQi8gxJnqmcbi0n6TZwyTPdDySD8c/clI2fQKPp9Lc2O+h/FoeyNN6fZSvzIpxXzlD2bZ5NeHm5j+/BKsnX1Na9xfIv12jcPvmtlM9laYyvYkByyJU/bQpO4ghD+sTCwjJf7y6g887vgCHzzncau3Lv6DVwsplyb/3Nonb70YMBIZZZIiez+j25IDkC5B65P4h4HjtJZq+8Sdknq0xmqx8Hs+06aQeug+A9FOPISgKyArhlZfiHjMOu1wmdPEqSh/tQm1qwT1xEkpjM0pjUw2smpoR/QEyzz+N3ttN+OJVZJ4bYthI4Qii11un0opeL4k77sH5FJj5z1nAwO9/jRxP4J9/LtrpU/Td+xOi66+heuwIjm4AzlAfB8eh8N7bKLEG6kb6kkRgwXmknnwUMzlA2EzzjRvDhEQ/+3WZ3yfTrG+MsrO7Uk8HLQsHaJQlLowEsQCPUOve9mGpwpmqziSvm5WxMP/lTDdpwyKhKDS5lDpLCaDNpbAuHhlRX6jaDv2myVjVxTiPC0UIoVvaCBM6B4ce/QyjXOOZ4p1Jj97JDN9cokoDW/LvDTvugYFf0K6OZpZvAQ8N/IqE3EyTq4XNxXfgExmk5aFL2FXcRs7KcFnkKm6I34kkyOA4vJZ/hi5Oc0fLn/GxzXTxEbh54Vc4Iu7FtI1htFSfGAAcnkjdV3+sWW1jvn8x3dXTzPDNxXRMREQmu6dzqFoTYR6vHiZtJXkp/SSzfPOJKXH6tV7CapSHB35NxS4jInJR+DImNdxC18AvASibSSZ6pjEvsAjHcajaFXr1s0z3z+Zk1UfVqWAI/YRXTqS8q4xjgXumG/NCL7kxMtMdEbN5CDh6n80yvSnOf2pvphQCnyQixUREjwynMuReOwSSgH/B6Frjn+lN/N6ocKKq8efXz0X+23eHLDhmtxIa34z6BTAMiy/A4XOO0Y0uprS7mNamQKcIlkXyoftI3HE3lQP7MFNJ3JOmoLZ11PsdfByB85ejne0cvqOwbSoH9uKZNIXK/r1UDuzFf878Yed0DAMMAykcxujrRTtxDNHvxztzDr6Zcxj4/a+xshkEn5+Ga28k/dRjda1DZf9eQqvWEP/SXZT37UFJJPBMnEL/b38xdAnlMnpPN+7JUxDefK1eHJcCQcx0CjOdonr44LDr0U4cxztjNsVtw730AcxMiugV63EME9fY8SArmMkB3FOmYbtkmgIhrAMW0Yey3PnNBu4bSLGuIYINBCWR8R4Xb2QKvJutge2PRjXzSF+aE9XadX1ULDPH7+We5jgp02JB0Fc33fs4ujQDx4GFQR+b8yX8ksiiUIC4IpPWDaJI6IJNm8dLUAzjl4IUraGct4iE5micqB7mzVxtF3Sg8hEXBlfTonbUze0+jjHuCZzWjrEmejVNSgubC++MuC9ntJM0qi3kKhlezDzJnY3fJmdkydhJpvlmc7R6kP6Jpwk1jcPotcCGrJDmzexLXBBePWyscwILeSv38rDHevQuPKKXmNLIe7lXmR9YQspMcmF4NQPJvrrQzXIszg9dzJbCu1iOxdUNt/JU6oE6QNrYvJ59nqb43fjVDgLeOaSR6oZ/UGM63d74Te7t+WtsbAJSiOZoG8FJLnz/sYl8VOTdapE3MmkYqDHKZoyKI0jgWGBrNqIsEPcptPpq01jptMb+P8vRcnWEph+swM5VMHMV7JCHh/0CTS6Fw5UqP/HZ3PDDC4kmy4R8LmItYdToH8YW+485vkisfc4RCch8a2kc9R0HOZHAM2UadqlI79//DWa+gHv6TATVTea5J2n6xnfwLz4fz9TpRK+8GrtcwS4VRoxZOXyQwJLzUZpbcAwDS6viO28R7vET68cozS1I/iCSz094zTrKez5CkEQKmzfWgcApFSnt2EZw2YVIoRBSMETs6huoHtiH3NZOYMkyhECI5MP3j2hpauVzJO//R5q+/h0ia9cTWrkK1/iJyPGRjA9BUfDOmIUjOJ9ZtFbbOtB6e3BPmY5TrWKcOYlr3ARCyy/C5Quh5tyc+Gkfglfi5UKOLt3gyYEMTw9k+H1vij7DrAODBOQsuw4MH8euYpmgItOoKjQo8oiOcAC67jBd8LK+IczqWJit+SKP9KVIGhayJNBrGHQbRf6f3ne4IX7X4Gq8VlBeE93A7sKHFKzhRdL38q8RU+JM886uP9buGoNXqrmrPpN6CN3RGe8eafXd5hpNnz6k4u7Wz/BE+vccKu0lJEVJKM08If2W3q/voeOrUVquiiApEhWnjI1JSBqq/3hELyVr5HdJEEQ25d9ieXgVH+Tf4uXMkzw08GuuiF2PS3ATlqL4RD8vZ54iY6bIW1nSRrKu/P5k5O087bEvsdcsgiBxbcPtjHaNZ4b3HG5v/CZJvb9uNliwcnyQfxNZrNDdJHDArvLGJzr3FS2bhysZPItqk3hscQB3i4waGlrfSm4R0S3Q/XiOvX+exagomANFXF6FubZIk6oQlSUyls3P0Ph1ixt9QgPu1vCIa/8ivtg5fO5hmw6Z13JkNpdoXdVA5PIrkRviVA7ux9GqSB4f5d07cE+YgplK4Z87H8HjpnrsKKJLRQqGR4zpm30OAw/8nvgtt+NoGnaphNnTjRQK03DDrZSPHcY/cw7Jh+9DEAQiV16Nd9p0tOPH8M2eR2X/XuxSTdVa/mgXSqKRhpvvQPR4cASQdR3j9CmS9/8WcVDglnn+6aELkCTkUAQzOUDuzddwHIfAeYvIvPAs4ZWXknnhmRqYyDKRS9eg9/UiB0OYmRS+BQtBUbFSKSqHD+CZPBXJH8A9agyZl54htu4aHMchvGYdoqriizVTOlHFyFko53k549R2VpIAq2NhXKJI2RpiMdmA+E9YcwpAyjAY53EzP+hjW740dE9FER8ir7+fZ92lYf7z2aF6yuZ8kaAs0qgoeEQ3FVvHtD2silxJ0S5gOxYb82+wMryestXA4oCbzYVnsbFwcOgzunGAqxtuBeBk9RivfkJjsK+4g4uNS5nomcqRSo1FNNo1Ho/oqWsTALyinytjN9KlneJA+SPWxW5gR2EzJ53DzJw9FzNvIggCY90TeSPzAisilwPgODbt6hjm+M+t01Gh1snNJ/o5L7iMF1KPYVEjBGStNE8lH+CK2HW0qB1szA2vGifNPqJyvNY29BMRlxvpszKc1I+yq7yNC0OrCEtR0laNuVRxhqfiTmsnyFkSD/QmWRAcyWI7qevI0/00RRWi8314mofTb10JmY5bGjj1ywFw4MjfFWm9oQMx7OLcqk6n4XBrIoZGrZ9HXJUZ4/njcED9Y4wvwOFzDqtkkd1dxjdWRus6TnHTu9iFAu4JEzH6+0i++Qba+nsYyBr4y0nCW1/HZVUJrriEgd/+Au/sc0jc/XVyr76IXakSvHAlUihI+MKVIIiY6TSZZx6vn698YB+Nd3+d7EvP4Z93Lu5x4+n71b1D/kZuN7H115J86PdALRUkh6M4lRJ6qYSIg5JoxHIcwpeuobB1E1IwRPTKayjt3Ibo9eObPZfsoDq7vHc3zd/8Uwqb30c7egij6zSBJcsR3W7U1jasahW95yzZD97DO2M2VjqN0Xkaweuj8Z5vYiT7scplRK+X8PIVWMUCYjiE5PPhbh8NgBySUUIS9oEq81Z6eTWb54qGCO9mC6QMk2sT0XonN4AGRaHDpXJGG/KvmunzoAAP9KW5JhElpshcEg2xt1SmWVWY6vPSnTTYf6LCivxIuummXJGvtTUSk1z8ZeslZM1+2l1jGDD6KNklLgx9mVeTAU5WbRLKfFY1tPJi5u9ZFLyAVqWD7YVN4DiooovdpW3DxvZZfoy/3cvl/+5qkoEkul2lSW3l9/0/r31mCJwfWokkyFhOlTPaSXqNs2wvfsAN8buIynHypNnv+oiDmb1saLiDU9oBzlRPMs4zkQ51HCW7wBzfuXhEH7uKW4kqDZwbWIqMjOXYdWD4OLJWGr8U4JR2DI80vB62rbCRmxL38MjAbyjZRSQkrohdDzjkrBwxOV6j4wowwTsF3dFIGynETyUuxrunULUlzmoGijBSyzLJ48Y320vbUhfCZ7RzFQSB2OIAnlaVaq+BEpbwjXahhGqNowzDxLIdGlQZVfwiafK/ii/A4XMOySsSmOrBkyhgpfrQTh4Hy8Lo60FsauXAhV/lgWc+rkIGuHzGBhbueYDq0cOEVq5CdLswU0miV11HYcv7ZJ59ErtSRvB4aLrnm6Te+RQX0DTRu86gNLdilUsUNn8wvCVotYqRThH/0p2YmQyOadRZUXayB9txwLbJvPAMjlYlcvmVCJJE5uXnaLjhFgrbtpB85P66dkEKBBA8PszBVNXHjYUAvHPnYSaT6GdO1YR+48aTfPB39WupHjpA4va70Xu6sfI5yvv2EFi8FNHrwzNpCo5pIqgqrpjM2K81cnZTjriqMD/gQ7eduk3GxmyBaxujPD+QpWzbHKtUubW5gT3FMofLVWb6vUzwuMgM7jBOVTUyhkXKMJjgdZM0TF4cyHBu0o8ggCqPnIjiikLFsrDlJBvzr7CtsJE10WtoV0aRNSZwX28FBlMm/YbFmUo762O3cFY/xcb861zdcAu6Y1C0cuwp7cAenIwVQWFGehL2hAIv5Z7koFUrBMuCwq2JryAiYWORMpI8lXoA0zG4MnYjz6YexsJiT2kHFbvEivDlvJd/nZvid5G3ZD7Mf0CLu4NX0s+wPHwp7+Re4Rz/QuJyI5dFNxAQg5TtMjY2o10jDfNqaagSTUoLCbmJHcXN9RqDQ01lfU/z98mZaTS7yoDeQ1iOYNoG8wKLKVoFDNvAdkQEx0ZRFHRHrjdCislxLo1cSUiSaHep7CtVuDQa4vV0DgtIKDJXN0Zp8CifCQz135dLJDDJQ2DScAATBIFGdSQF+Iv4p+MLcPicQ1REWq6IkNlSRu/txT1pCtXBFpr64st4ZOfwFMjze21mzVuJ+OYjhC9ZTf69t/BOm4HgcqO2tFHatgUcB9/sczCzaQRlpEmY6PZQPXYU/4KFVPt7RzxvFwsYSRnJ56O0/yix626i/5c/GzLZk2UaNlxP8pH7ST/9OM3f/SHhlauoHj+Gf+ZczO6zmOkUcryRhhtvJffWqwSXr8AzeSrVI4fqPSW802eSfLC2Q/FOnU7xU+ppHAet6wxytIHits2EV1xC+oVncKpVRJ+fxB334Js9F0EUsacoBJpDvJkZYI7fg/6JJjXCoJDtrtY4OFC1bf7HmR7m+r2cF/TxQa6I7TjYjsO6eISuqs6ahhAHihV2l8p0SC7Os/089kGaC+cEcfsFOspDOw9JgIujIY6U87ikfrYVNiIjM9o1joPlj0hqiRH3+FjFYYxHqHsVne9cwkelbZysHuWK2HVUrDJVp0Kr0o73hSK5hWodGABm++azvbiZj0q1exaSIqyNXceTyfvYUdzMFO9M9pV3YWFhOiZFq0CDnKDX6KFdbSBp9tFbPDt4fwTKdomN+TdoVts4N3A+J7WjxOQEPilAr36WLzV+HcdxSJp97Chs4dzgUl7JPM3KyOW8kH6cyyIbcHAo2yVkQeHF9JPckLiT3/T9pM6KEnMS18Zv41B5LxeHb2N30eZQWWW8R6TdJXC0/DSXRq5EFCQmumfTKjSjmgK3JqL8tGeAgmmxLh4hoSiMLRm0+79gE32e8QU4/AHC2+FCDrRT3jUHpTmBMf88sCx61SjmyF7nlByV2Jix2I5D+LJ1yMEQgixRPX2SyJXX1NxdHYf+X/6U8KrLh3kZif4AdrWK2d9L7rUXiVx+JdWjR4aN7x4/EbtaIfP8M8RvvZPy7p3D3VdNk8qxI7jGTySwYCEDv/s1Rl8PaksbrvZR+M5ZgNrWjjEwgKNr2MUC/b+omad5Z59TaxjkD6C2dNTsvc92YesGouri0yG63Fj5PIHF55N65gkYdHe1S0X6f/MPtHzvR0gdo3mqP8OmXJEr4xEe7Evx9bZGXkvnmRfw0agqPD2QxnLg3KCPiV436+NRujSd3cUycwI+jpSr7C6WGe9xsTDk58edfTSrCpcHI5B2OH5K45bLYugRh5xjcVdLA6eqBkXLwgEeH0hzW/OQA+mVsZvYXtzEh4X3uSC0gE//tCZ5LWShBmA+MYBATZ+QNpM8nXqQ8wMXE1MSPJb8HXdfdA+2PryA3qS28UL6MdyCh+XhSxAQEYC10WvZWthIg1IDpMme6TydepAV4houj17Db/r+jtsSo1kWuow3czXrbdux8Yl+DEdnSfAinkjeh4PDVQ238Ive/1HfEbSqHUzyzGBRcDlu0UNUbqBHP0vVrvBk6n7WRK/m1cwzODiMco1jS+G9YXRZG4vjlUPM8C3k5ZTMrqIGaJyowO6CxJ2tl3GicpYwzfi3RjnxWopR1yk0H+3hexNipGJefJqD/+EdmEf6Mf5iNUo8MPIH8kX8m8QX4PAHCjWiYI0bg9nbQ+GdNzHzORoWn893li/gx+8MrYI9qkDUzuGffx6OrpF56jGMvh5c4ycQvng1gsuF4HJj9fdjVyqU9+wmdvUNaF1nUJqaEQSBzIu1ScHRdapHD9Nw05fIvfEqgqwQWLiY/Ltvofd0E7n0MvLvvoX6GQwiu1LGf+4i0k8/jl2uTYh6dxeZ558muv5q9LOdKC1taGdOUdm/t/668u4dNNx4K47LjZXP4p93LsL882p9HxqbqB4/Wk9JCW43rjFj0c+crll+f8r22y4VMbNZUk0mb2TyONQKxzc0xohIIrc0xfCJEj/vHjKZ25Iv0agqjHKpNCpetuSLPDkIHADHKhqzBlekPbrBr5MDuESB686L0asbNKsKTw1kuTga5GipwsZPFK1ThkKbO0ZEiuGRPOwt7cDCImtuZWFwGZvzteuf6FHpcHdRtHMICKyJbuBY5RBhJUpIihCTmpjmm89Z/QSXx66lIksk9FE0FprpM3tQBIXq4IR9WexqXko/SWUQlNrVMVwW3cD2wibWx27iw+L7tKujiVtx+qU+mtVWdpQ+QETgqtgtnNFOAnBH47cwHJ1n0g/j4DDOPYkD5d3D9Bpn9TPM8J3D86lHuSS6jqWhFbyYHmoyZTlWHQwScjMleyT7ycJCITEIDEPRb1j0aBaHSqO59oCHzvuShGZ5sVIFMG2c//om0cFjDUAdFUHPOeSO5vG0qPhGf1FI/reOL8DhDxRmNoPZ10PfL/5+qC3nC88wdrXF3LFL2XlCpzkic/sSlSYziN55muxLz+EYBqLXi3bsKOni40TWXYWdHEBpbgVJonrsCHIkinvCJJS2Nnr+518NqzGU9+wmsOzCWt8ErUr62SfrjYYcx8HRqvhmzESU5VrL0Q+3YPR0450yjf9/e+8dJVd15ft/Tt1QOVdXZ6mVE0IClEDBQhIIEEiAAJFhAGNjbGOP7Rl7POvN7/d+P683b+aN03IOPGNMtAFLZGQQIgskIaEcUOhuhU7VleO997w/qmmpaYEDBqF+97OWFlXnhjq7qL773rP3/m4rk+53DO9hppKgqLhGjKJ4qJ3Szh28n8L2bXinz6D7gd/2txsF0FpGUPfFf6SwZxcOXcfh9pB8+nFCF16CmU6DwzGgM51wuRGhaiqjADQh6DQMnu5JcnbAy4JwkJeSgy9Q6zM5mpw6DgGvp3O8P3dJvC/4WbIkGcNkc7ZAS1RnRTxCd8VgSSxEwjDZli8ywqXS6DRxCTfXxz/H4VJV6TRXyrIl/wLX1IxntEdSkRY9xjacShO1jjHc1fCvpI0kLc5R1OoNxCK16IrOz47+e3/cwePwsiL2Wa6uuZ3t+Y1sK2wirtUz0jWWHfnN/Y4BoK28n7yZ4wzvdPaX3mV2YCFZI4MDB6rQCKsxclaWPYXtbMqtZ5hzBIdLB/E4vNUqZ7N6rogaY19xD+8nY6ZwKR4MafBI9+9YGLqIVYmHcAoXw5wjONs/H4/iZbLnLFpL+9he2Dzg+DO8M7H6nnLe/72HRZib/H46nuygZmGAcsKgnKjgagyhhD2YvX2OSkDo0jPY9R/dBKd4Sa7PUb8sgnf44CdPm78ftnM4SZjpVFVu4n1tOTNr1/DZG0bR6c2idR9C/uh5yhdcDIB/9jzUQBAzk0GNRpHCAdKi98mVBOadS+2dX6G0ZzfFvbvpvv8e9OEtBBctJvXssabyzjHjkMUi+U0bBslzCCHwzzuXzl//vKpt1NchTm8ejpnNoNecoAOdoqB4PBz94X+hRqJ4Tp96rOK5Dy0erzYt6h2oWFc5sB8zl60WuI0ZR88D1Wrd8tRpVA63E73ymqrkuGVV4x5XX08lKKnVNRZFAmzJFjhcKlO0JGuSWUa6nES0wT/pJl2nXlNRu3NM1nXeOa7r3jS/l47jspgAoppKs1OnuUZja67I2mQal8PB8poIS2MhrnQ4qLCfF1MrCaoR3sisZWlkBbP8n+FwqY3p/jmsStxLwjgmNrcxJ7i97h85Uj7EO7n17CxsIa7Vc1XsZlYnn+h3DFBdqjpaPsiLha3EtTqWR2+kYOaZ4ZvL6mS1Z7dTOFGFRs7K0m100KA3M8kzhf1duzitewy76rdieWGSZwolq0R3pYP5wcWkjF404cQhHLQV9nOmbxZrUk+zr7ib8Z7JA5RTAaJqnLyZQxEKOStDVIsz0T2FOcGFdJQPM9o1gZgWJ2X2siH7OpdFr2VbfjMKChM8pyPw0lnZy6zAMF5PH7OxxeUgZWylVjThrPeg+hW0sIKINnLktSyxFZ/BUUpR6S6CP0T7c4LILD+dz6VoWhEhuSFnO4ePmZPqHIQQXwf+E6iRUnb3jX0LuJWqnP6XpZTPfsgpTlmEoiJOsOau+PwY7+5CWf10NddFVRGqiloTJ/+nZzE8XpwtIzASCYTHS2rjWwTnLSC/fSvOUWNQIxGKe6o9FcoHD6BFa6i59XOUDx1Cr6tHCYdBSoLnXdQvuQFVSQx9WAvZt9441q/BNOl9/DFqv/Q11EgUWSoSXLyE1HG6R6HFS8j3LSMZiR6UYAitvoHKkWqxlj58BHrzcPLvvIPe2ET5UPtAewNBchvexNUyEofPj1ZTg+JykXhlLVp9A5GllyNNA4QDq1xCqYDqEFxaE2GUK0fCMFnXt9TTaZjU6xpNTp32vgu+X3Fwht+Dt1Ah980nuOKqqZw5oYa9Koz3uvG6NfJSkjJM9hRKjHI7OcPv5b6OHmYHfTzfV4iVNS3uOdrNHY1x9mULhLW9jHKP5/FENb6zu7Cd0a7xXBy9iphawyvp5wfYKZF0VzrZmHujv6dzR+UwL6X+RNYcWFAIUJAFFgQv4kilnccTD9LkbCFV6eUM70xcipuiVaAsy0TUGHG1noe6f02UGq58ZQGlmYJHiw8wTT2HGq0ORWhcEbuRu4/+sD9FVUVlafRqDpVbuTJ2E4Y0iGlxCmaet3PrUIXG3MAi9hf3cGHkMtZlXqZGqyWohJnln89TiUc5Um7DxKRWa+DK2E0cKh2krXSAka4xGFRY2fMg5wa+za58MzOCXZzuHcXb2Sz1zjKasovHUvcQVeJ86eZvYm4WgGD/z6u1Eqm3QfGotNwxinf/q5pEEZhQfWo0SxIzd4LgnM3flZPmHIQQzcB5QOtxYxOBq4FJQAPwJyHEWCnlkPslqLEa9MYm1FgNxnHS2uFll1PY+g7C5UKrqSV88TK6f/8A4fMvxDv1LPJbN9P7+GM4/H5C51+E98xpJB66j9j1N1Npb6P47kBd+9zGt6j0dBNesgwpLRwuD0Y6jd7URGT5CsqH21GDYbTaOkptrWRfH9w/oHxgH6XWA6jBEJXODiKXX4W0LJwtIyns2YWZOnZx6131KIHPLCC44HykYVA+1EbpwH6UYBDfOXNI/P5Yb+nQkmXV+ghZXbn2zZiFkUhg5rIgBJUjh/u74OnDWvAtnI8z3ABARFP5TCRId7nCu4US6zM5nupJ8rXmesZ7XMwK+vqkpsGvKph9zeYdD29ijEtlQtSL0hAk97lZtOeKTA94OTPgxZLwQEcPZ/o9vJUeuIQG1X4Qb6az3FA3k27zxf7xHYV3OFxuY4Z/Dh59BAElOKCPNECNVtfvGN5jV3ELF4WX095zcMB4WI2wOvU4M/1zmemfR9bM8Er6eaYH5vBQ1939st0Cwe11X+P64GeJFiMcmLWHRLSVlvxo/GqQt3PrmBNYxNvZNwfULhgYtJb24VMC7Cns6K+1mOKZzpfqv43EomgVcTncvJZeg8DBlbEbKVhZuo2jzAksQBM6m/Nv8U5uA1JKLohcxpOJP7C3uBOBYGHwBl5JOjlcsjgv0IIvu59XxIOszyf6Yxs9ZicJdwcNI8dx5PEkjVdFkBWJ0AS967KUj1ZQvA6sktW/LuXQBb6xdubSx83JfHL4HvBPwMrjxpYBD0opS8B+IcReYAbw+gmOP6VxOJ04W0YSv/UOyu0HMfN5nM3Dye/ZhXPMOALzF5Jc/TTdDz9AbMW1YElyL7/Yr1FkZTIkHnmI2s9/CRSFUutBSq0H8c88h9z6gbo9nomnYSS6EQ4HyZdfxDV+Ir2rHkUaBuGll1Pat5fkM0/gn3fuIGcFVbmL/Oa3CS+9nPRrL/e3NA0vW4571GgYPZbchjf7ezWk175AbMX19Dz0OwC02jpqbv08mddeJnrNjSCq9qOopJ5/FjVei5XLkH6hqr1jlYrEb/083Q/8FiuXQ29qJrTkEpSmWpzawIK0mK7xhaY4u/NFDNNCE3B20MfbmRwpw2Rm0Mc7qSyL3cdSfGXRoHIohToyStaCp3qSFPoE9sKqwqU1YbZk88R0lcPlgWq0YU0hb1kUTB1N6P15+lBt+Zk1sxwqHeKy2PXc3/lLKrLc3zNhZ34LY12T2F3c1n++olXA5/CzOLyM9ZnX0B1OZvrnsSH7Bq2lfRStAheFl+NTAiyNrKCn0sXc4CIEDhShcLR8iOd6V3Jh+HLWy/W43G50qTPZcyYrEw8y1TsDXegD4hTvUbEq1LrqeTH1TP/Y5vxbVGQJA4NEpYdram4lqEYIKiH2FXbyXOpYk6CZvnlMcp1BW+kAR8rtjHFN5HN1/8reQhIHQV5LeThcqi6bFlsLhAIKR6z2QfPQVRdm2cJdr3Ho4WNLj/WXhnG4q99v3UUhEm9kic33427WCUy0ncPHzUlxDkKIpcAhKeXm9wUDG4E3jnvf3jd2onPcDtwOMGzYsI9pph8vqt+POmEingkTATBSSZS6OoSEwo5taDW15LdsruodnbuIwvZjWUBC0whdcDFmJk34wkvQhw3HPXkqlEvErrkBM50m9eLz6I2NuCeehlXI0/WbX2Ll8zhHjOoPQvf+8Q/4zp5D5NIrUOO1eM84i85f/LjaX0KIasvSre9U59fdVZW9SFR1dIQQ5N/ZhHf6OdR9+evkNryJtCxcw1pIHVeMp9XWgQTX8BHgUOh9aiVGx1HUmjg1N96KLJWQVIvknMNG4D3jLJyNTejNw7DyBRw+H876BoR64p+rR1HwOhy8kMryUjKD7nBwYTSIQ1j8r9aj1RTV2SMorNmDrPTdPSsOxOJxvJJM9zsGgF7DJGOYHCqVuTIeYVeuSKkvxhLXVKKqStmSxHWdzqTC0sgKnks+TsHKcbrnbMa4ruD1VJFhrpdYGFpS/SihsDm7HhOD80NLBziHCe7TcTqc7Cvs4eLIVWzJb+CpxCOUZTW7Z5rvHFYnHyeohhjjmkhcr+fejp9S7JMNGe0az2j3eDbm3sCvBGgr7GeCZwoaOmNcE1CFyv1dv+SS6Aq25TcN+N5GuyeQNpODvs8DpXeZ5jsHt8PLs70rSZoJLgovZ3XqiQH7rcu+xFTfDM7ynUONXsf3D/93zvItYF/uPPYWDN4rAtSFIJYo4HwjwZyLz+WV4pr+c8x2zafW00ypAkefGvikdfTJJOO+Wc+oL9QiLYl/ohu9XsVTa8caPgk+NucghPgTUHeCTd8G/gU4/0SHnWDshMI4UspfAL8AmDZt2onFc04x1GAINRiqLvs0NGB4PMSuuxnF40V4/dW7+q6+JvFLlpFas7p/ScczeSquSZOxUr2UjxymuGcX8VvvAFWlsO0dHB7fsQC0ZSFcLmSx2pAl+/orCF2n9vNfxuEPELp4GQ6nCyubJbdpI6UD+6rzq4ljrKuqqDqHt1Dp7kLxesm89CLucXNwhELodY30rnwEo6sDJRhCjdUQmL+QI9/9d2SpiMPjIXLpFfQ8+jBmKkm5rZXk04/jPn0qwfMuIPX8avxnz0aoatWZ/AVYUrIhk2NNX6ZSwbJ4tKuXq2uryZAXxzx8pyvLbd9aSChXQS0YlGMeDkY8dPQOXu/vNQymBbwIBMtqwhhS4nI4aHRq/Ky9g1vqY9TuLVF3eBLlswoMi15HwUhgOWayLZ9khDtHg3Mkv+n83oDzXhy5iqJV5Kb4neStLGWrxKFyGxkzQ1StQQAbs8fujaJqnKSZQPS93lPcwdb8xn7HALC3uJMZ/rm0lQ7wRmYtF0euYk9hB9N95zDWM4knE9VlucOlVm6r/QodlSM4hU5Ui7Mx8wb1zqZB9o90jcWUJuf4z2VvcQef0RdTlIUBNQzv0V3pZKJnKs/3Po5EsiH7AkvCk/Aq9WzJmjQ4Fa6N+XH+cDWOMXUsLC1hYvgMOipHiDvqabRaUMo6QpQH/aXLiqScMul4KkngNA/1l4RQvYNbudp8PHxszkFKuehE40KIycAI4L2nhiZgoxBiBtUnheM73zQBhwedZIijBgLkk0ny72zG4fWgBUPII4eIrbiOoz/9IULTsErFY2v9ikLg3IWk/vRstR9D83Aiy64gsfIRnI1N5LZsoubGWxGahqxUSL+ylsiy5SRWPoosFhBOJ5FlyxFuN5l1r1Jpa8czfgLZDW9SbquGhLwzz8E5fAS+GWejRWNY5TKZV9YSumAJsidFek0bwUWNJFY9gm/adJwjR1Pa/y6VjqMYiQTeM84i+8arWPk8yWeexD9rNrJcJr9lEwAOTSPxyMP4pp5J+chh9NoT3VecmKOlcn9Q+nh6Kya3N5qYZjdjvRG2airrVINwzM3MgAdFWpzp87CvMDAHf5rfy75CkV8f6UIBxnhcXBwL0Vs2+H+1OtwdAqRF6zMqzaN87M/fjab5MANj2FH8KWkzyWmeM1kevZ5nev9IWZaYE1iEx+Hl8cRDWFhcU3MrBaEyzXcOAgddagcHSu8OaOJTrzfRWtzHZO9ZPNv7R+YEFrI+O1jivNfoIaLWcLr3LA4W9xJRazhQere/MC6sRGnQm/lVx/f7j5nincYI5zjq9AbmBy9gberZ6vKN1sg5gXNZl3mJjJni7cw6JsankCr3Etfq6awcEyAMKCFyVoasmeqPgUgkT/T+kNGuyXyheQntxR3ErRkEv3wBR54q4NvqhtVxotkolZKke1wZsaCIrEgcboFVOOYh1KCCM6bSclscV72G4rT1kD5JPvFlJSnlFqBfX0AIcQCYJqXsFkKsAu4XQnyXakB6DPDmCU80xNEbm+i8++f4Z82uBmwzaazGZuq/+s8YiR4qx2X9+M+eQ88fHqRyuCqPUNq3l0rHUQLzzkWoSjU+8cc/EL/tC3Tf9xvMVJLkM09Qc+MtWPk8Do8Xq1yi4yc/IH7zZzGbWzATPYSWLMPo7kYJBqkcOUTP7x8guuJ6Cju2IBQHoQuW0PvMk0Qv+Qe6X9mDOdON/5y56I1NdP+u+jkAuQ1vETzvwuqTR1cnRqIHZ8tIKkcOUW5vA0XBPWY8uQ33Ik+fWo1H/DXflQU1usqR98UHQqpCWC3TK0s4HTEe66rqPR0uV9iVL7C8JsJwt86yWIine1KoQrAoEuDVVJaQ6uC/1dQReNci92QWd0uR4XU6ZrZMb2sZHDD8lhqS61KMvfhOss4CP+/6EZm+IPTW/EYOlQ6yInYLhqzQVekYoEeEFCgoZM00HsVL3syQNlPM9i9gim8aGTNDSAmzq1BdSrSw2F/awzj3aYN6QdTqDbyZeYXZgXPpNXoY7Z6AJQ3iaj2LHcuZIE7n58n/OeCYzbn1NDtH8rOj/8ks7zxur/saraV99Bo9/OroD7AwiapxFkcuZXVyFSE1yjU1t9FRPkzK7KWjdJgRnrEgJfd3/pJF4Us4UDqWDLG3uIXTvafTqNag74rQs9Og1Gng0EuUu48VN2Z3FvGPd9PzcpqmK6McfTJJuceoKqz+Qw3+sSdoemXzifCpqnOQUm4TQjwMbKfaYfzOoZip9JfgHNZCwze+TeLR31PYsQ3/ZxbiHjGS0rt76V35CMEFx1bl1EiUyitrBxxv5bIoPh/F/dUlocqhdoxUktj1N2MkkyheH7m33iD39gZiN9xSFfO7dDnlQ20gJcnnn8XK56n74j/S+9QqSn3psT0P3EPw/AspH2rHzOaJ33wH0lSIf2UapcO70aMRyu1t/Y7hPdIvvUBwwXkkn34CNVaD1thM+VA7wYWLUSNRks9VazGUYBBn8+AK7Q/l7RIXjA+yK1/s79xWp2uMdDsxrBYiaoX7kgPnY0ioSMmfEmnmBf2cHw3iEg4cAhqcGoE8hDaUaX+gGiD1j3VhZEza7u95bymd7rUZxnytjs6KRkLN9TuG9+g1eyjLMjkrw9bCRvyOAMtjN6Cg8GzvSg5XWrk6diu/PS6GsC2/iUsiKxjmHMHa1HPM9M+lvXyQOq2RttIBpninkzaTvFvchSZ05gXP4/X0i8wNLiJnZpninY5TuMjLHBiC056fS35sgkLjwJoWqOoz3VZ7F4ZloAmd8a7JPJn4PRYmMbUWieS+vk5uAO/k1jM7uJA1yadZHF7G9twmYlotRVng3eJOlkSuYFP2TXShMz94AX4lSHvxIKWjBr1vZfGNdZFvLQ2aR7m7Ag5B++97iJ8fJDDRTXprgeKhEpxhN+E5WZx05yClbHnf++8A3zk5s/n0IITAM24Czq/+E7JcQg0EkVKST6fwnzMHoarEbriF1LNPVgO1ijKgEhpAjcXJPfowetMwAvMXUOlNoHi95DdtxCrk8E49CylB8fpIPrnyWKBZ14mtuJ6ue++m94k/Epg7n64+51DpOEqprRXfrNnIXJ5y2wGy69chNJ3IZVfS8YsfE1x4gnCSZYFw4PD5iV55Lbm3N+BsHkb3w/djZauxAvfkKThbRqH4Bmv5fxDlpEHrb3vQxjj5xxtraRMVFIcgoqr8pL0TlyK4oz6OS3GQe1/BoUMIAqpK2jTJGSYFYfFSMoMmBN8hTueaYw1sHG4HmR2FfsdQtQkSb2RRb3ZSLHtwChclWezf3KA1k7eyPNZzX//YzsI2bqu7i8OVVhaFLqZg5QfEEADWpp5lincagqoaarM+gvGx03gh9RR/6n2c2YFFLAhdRNbMsK+wm12FrdTrjYxxTaK1uI9nkn/EkBXuML9N7gULr+lm2LCRtJr7jv02UImoUTJmml4zwfPpp9CExoLQhUw1ZpAwu3kptXrAvLJWBgWFsizxeOJhLoteR3elA4Ad+XfYV9jFeM/pVTkR4eVgaR9+RxDfKDdmRhKc4iG9qUDx0EAn6qrTSbyeRZrQ83KGwHg3qc15Gi4NY3PyOOnOwebDUVwucFV1ZIQQ6I3NJFY+gpXL4ggG8YydgGv8JIKZTL80NoD/nLmkX38ZgMC8+XT/7jdEr7qWzl/9tL/CubR/H7GbbqPS3dnvGIC+WMBm3FPPotJ2EKtUJHrVdeAQqDVx0i+tgXKZcvvB/joEgOKeXdULvWXh8PqwcscaIAcWnId74mQwDbru+SVWqUT81s8RveraahZUvBbhcMAJKpw/DGlIzLyFsT4PG/KMnuEhc5WPuzNdpE2TkW4PLhOuUAL8vHIsTTKsKlhSMtfjQ3+3THmYxgNd1e1BVaFcGRgddegCaQ4OyJoFi/qki3XCwxWxm3mg65dYmAgEV8dv4Z6Onw7Y38LkSPkQdVojRauAJgar6AqqBWGTPGfwVOJROiqHmB+6gLyV5+zAuRyutPJC6kkkkiWRKwBwO7xoQmVV70P950mXkyiyltxLJkvPvJFnah5mr7mdqFLDeeGl5I0cCbOLVYljx+wr7ubW2ruI63WDnMPgeVbbm76aXoOFSUmW2Jx7i2tqbmN3cRsSiUNxcPSlBPVzohz8TTeRmT78E91kthdAQHSOn8KhMu+tD8TmBXC4QGjgG2PrJ51MbOdwiuEaM5a6L9xFYdcOjERPNU01l8Hh8xG95kasbBqh6ZiZDIEzp+E7YzqZV9agBENUOjoGSl8AuY3r0WI1gz6n0tVBcPFFVBoaST7zZL/0RfiyK1H9fqxyuT/F9T3KRw/jbBlBcvXTRJZeTqmtFaO7C++0GbhaRlI41E5y9TNosRpiN9xCufMouddfJXj+RUjDQBveguuvXFLSIyrxRQE6nk6BhPS6POrOEt/+f2rJ+Kt9cNXtFUZ1w1ebo+wJGfg1hUaHRsAQuF4tktlX4vVLTcapTi7N+NDeKmPN6cW11KDUt6rS/XKGuotCJNcPXJ7xj3Nz4IedzL82SI/vNL7Y8C16Kz0E1CBZI4vuGHzx14XOMOcIdhW2MdM/F5dwD3h6OCcwnxH6WEqUOMM3naC6GFMavFvcybvFnQPOZUkLl3Az2jWeI+V2lkZWsDn3FgdL+9jp28T0SUvIbzPIfk9l8YwbuWh6Be9EHcNZJlHpYkt+46D57SpsZYRzLPODi3muT64DwOfwD5D5cDk8vJT8E5fFrmVfYTclWeR0z1nUqnX8vvsezg8tRUHBP8JDvq1E6WiFIyt7CZ3poWF5GIcq8I530fF0Cu9oJ9HZfrwjdIySZOzXG9DD9uXpZGJ/+6cYQgjcY8fjHju+f6zc2UG59WC/NtF75LduJnLZVchyudooRxvc7EQWi7hGjyG9ZuBdomfyFISiVLu3HaeJlHn5RSLLV5B8ehWusRP6pTqgGniu/cJdJJ9aRc/D9+MaM47wpVeghkKUEwnyr79M5IprULw+Mm+twzNmLPHP3onQNJRoFM37ly8n9X8fDkHdkhCK20H3yxmcUZXwTB/Gq3nGXBSmUzFIbs3gwUF0r4m+s4CUkppFQfwTXVijdPSQwnBRZF6nk9xPeqgA+Sk9rG9Zy/wvL4VXPRCpoLgFI+6I0702A1ISOtNLz2tZCgcryH0WypN5kp9PkCWNA0FRFpjhn8vKngf65+t2eKnVG/A6vBSsPM8nn+LCyOUcLreRNpNM8UwjrMTYUXyHNanqk6AmdG6t/RJ1WhNHK8cSESJqDXGtnhtrv8CvO37QLx++IHQRhjR4q/wyU687m9i6OnIbDFQ/1NU28G+JOzg3vITx7knoYnDw3ymc+NUAh0oHuTRyDbsK26jVGwipEZ7qU2U9238uWSPNgfIeDnTvoUFvRhM62/KbwSMY55qEJjQaHSOQJYHQj2WpJzfmSW6sOtmx366naUUEoYBQBa7YYGdqc3KwncMQQI/X4mwZXBNQOXIYFAX/vHPpvvd/o4ZCCKcTWeoLCgqBb/pMhMtNeOnlpNasRpZK+M+Zi1WuYPT2YhUG3ikrwRDZN15FqBqeSZNJPftkv3ig0DSwLJyjxhK68BIUjw+zVOToj39A/Ze/RmjxUrru/RVmKoneMgbpGQeeYbjqP9oFwRnTaFweITzLh5k2ELoDT7Mfxa3QgIJruo+93zmCd6ST2LwA0pB4hun4W1woboVce4ElhkbvY8eE8lRDZ6u1ke3xzTRf3ULByvOVwv9PqavS/921P9jTvxwiDUnpkIlX9ZMwungscT+LQheTN3NcFr2Ow+U23A4PY92TWJN4hkZ3MzMCc9lX3M1jPfdRo9UywjkGl8ONQaXfMQBUZJmHu+7h2vjtvJFZy57Cdka7xjEnUK2U/tHR/4Ehj2VqrUk+zUWR5SSSPYi4ye9n/5jY2XVMj5xNyanT1NXCm5mXGO+axCz/Z9hd2NZfw6AJnWbnSA4XWznDN5Muo4PTvWfRXjpA2SpxRexGVKHRW+khqIX7K8QPl9sAuDx6PS7FzXjPZBqVkTz3P1zMm+ugOa7haXGSP3AsIB2d4wPDwsyb+Ea7B6nj2pxchPyA5uunEtOmTZPr168/2dM4qWQ2vkX2tZfJrT+W+euZehYIgSyXcI+bQGH3DnzTZlHp6sTMpNHrGykeeBehqLjHjqN85AjCIcjv2E5g1myE00lq7QuU+4rgcDiIrbie7ofvI3rlNRjpNK4RIyntfxehaqg1caS0cDYOw8ymyby8Fr2+Ad+Ms3E2V6vYy909GIkcOIPoMd8nUtRkli3SW/IcerQXq2hRvzRM6Cwvmk+hkjNJb8lR6jbofDpNuaeaZumeLXhtySo2W8fSRr/g+xbxnS0k1+dJrj9WV6H6HdScG8ARg53T1/F44mHKssR5oaUYsoJP8aMKDZ/ip9dI8Eb6ReYGz+OpxB+4Pv55jpTbEUKQNBL4hJ+wHuPBrl8PsuOOun9iZ34rcb0WnyPIgfIeWpyj+XXHDwbte1P8CwSUMH/s+h1dZicLQ0uwsOiudDI7cC5vZF6iq3SUZdGrycsce4o70YVOi2s0CgqmNLi36+dkzarw4Cz/fCZ6TudQqZWMmSZjJpkbOA8Lizezr2DKCuPck1GFgiktairDefjrKuWSpK5Z57J5XvxNLrJ7ihTaywRO8+Cf7MRTb8cVTiZCiA1Symkn3GY7h6FBqfUA6VdfRg2FqBw5jN7UjFZXz5HvVvPbhaYRvfYmCju2Udy5HaFpGMle6r74Vbru/d9gWYSWLEOLRJCWxOjpIvPaK3inTK1mGbncKOEwpbaD/dLdDrebzl//HOHU0YePJLr0coTPi15Ti+MES1gnG7NgIiWonmMOKftukf2/6GTYjTFSm/IcfTzZv82zBMoLE3QVOojm63A+H6F+Vg2aVyG9vUhyfQ7PCCeeZp3M7iKNNwdZ53iRR3vu61+bP8M7k4meKbgdHgpWHq/DR8LoJmOmeCe/gTN9s/qrmAFCSoQrYzfyy+MK1gDiWj1LwleStVKs6nmYz9d/DQ2d7koHf0jc238Rh+qy0B31/0S93kzBzNFZOcKD3Xf3S4hrQuOL9f/CvuJuFKHidrhJlLvwayECjiAI+FPyiQF1CwA3x7+IJjRKssSa1DOYssJngovpKh/FrXg4Uj5ESRaZJGbw1v8cRs+R6ncQjKrc9vU4LlXBWaegqIr9lPAp4cOcg72sNERwDmvBLyXF/fvQh7Wg1dYidCf6sBbKrQeQlQrd995N6MJL8EyYhJnLotc1YFQq1N5+J1axiNB1Crt34R4xkuSTqzAzacqtB/DP+Qz+BechHArOpmFU0mmMzg4cNXHqv/EvYBjoTc2o/sCfn+hJRHEPfkpx6IJyl0HpaIXQmR70qEr3mjRqQCFU40XsiOHf1ET+YJngDC96SMWoL+AaZzD24lpkTmCVJPHzAiguhdpsI9N8Z/Nmtqpua8gK2/Kb+lVPBYLram7nmd4/coZvJjVaHcP1kRwsV5/OkmYCVThZHr2BVYmHqMgyYTXKVbGb2ZHfwuuZNSyJXI5lWewub0cTOlfFbuaPPfeTMLoJKCGuiN1AU2kE1mGBaFB4pOd3A3pLVGSF3YWttDjH8kTvw5SsAjMD83i691HGuifSqA+nra9j3PEUrDw43Py28yf9Yw90/Yob43dQtiqMc4cIiRrW3+PpdwwAZ1yoEBiuop0gOG/z6cV2DkMI1/ARA/SIKpk0sRXXknz+OYo7t+McPgKtto7C9q2YmTSyUKDSm8CM15J67mmsfI74N7+FHm+m7qv/jNHTjcPlwhGOYKWS6A2NqOEIToBJp500O/+eeJqdNCyPcPDuLkZ9oxazYjLsH2ooHilTaCuj+RWcDRo1l/r5jf49dpe283X9vzNSHws60FejZUrJm6kMa5IhLonOJ643sCm7jkmeqTzYfXf/50kkKxMPMs1/Ni+mnuXl9GouCi9nRmAeHZXDhJQIa1JPcZb3bG6tvQtDVnAKF6a00B06F0WW06y1kLFSNOrD2JR7k7WpZzg/tIyYVkuYKL6jEVofTpDeXKDpO94T/5ULB26Hh6PldhaHL2VVz0NIJBVZJlHpZqRrLHuKA7v6eRQv7+QGP6G/mn6BC0OXM9o9AQUNMb+XQiJLPimZcp7KxJke2zGcgtjOYQij+QNok05HaxqGlcmAqpHfvBEtXosWjZHdsongnPl0P/Q7ME20EcNRYgG0SAQtEoGRozCLRWSljNrU/Oc/8BQlNteHq1bFKkqKbQY9L3ZSMz+AcELBUSA59TDfFz+hWKqmmyaMbkYydsA5DhZKfL+tg5imkjR62JB5jetqbmfXcQqs75ExU7gcxySn12Ve4tLIdYRcEdJmktmBBWTNDK2lfQghyBgpFKHyWnoNt9Xdxb2dP+WCyOXc1/MrZvrnMs0/m5GMx7MlTO/bWXKVFOnN1bl2/qDIwv9vCfd3/bL/8zShM9I1BkU4OCewgLIs9wekt+ff4eqaW6h11pM0e+mqHMWBg/NCS9mV24rLMVjOwuvw4RAKulJ1ABMnRxg+2kOpUiHo96AIWyzvVMR2Dv8XoAVDEAxV38ipVXmLbIaa626iUszgu2Aham0NrrHj8MYGZj0dX4Q3VNECKuFp1TRaxeUg8WqGtvt6CF6m8djUn9Fa2T+gMjqsRged41CpjAV4FQWDMkcq7byT30BEjQ7o+QAw3DmKjnJVT1IVGksjK6jTGjhUbuW1zBraSweY6Z/HaNd4PIoPUzNIGN3cXPtFVvY8RMbKEFLDFKwcL6aeIaLGmJNYwt4fHKX2/CDdbx3ro13uNKnfMYqbJ36R9dnX8CtBzvTNJCprua/35ywOLSNp9Pbvb8gKLydXsyh8CeeHluIQDsJKlD35nbyWXcNl0evQhbNfUtyBwjmBBTQ7WwZ8H163C697aP9uhjq2c/i/DGd9A876hgFjgdOnI4SteAngn+hmzD/Xk9qUR1TgMt8N/Cr1XXJWFoHgksgKmvTBhXp+tXp33FosEXbUEdfqWZ1cxV31/8qVsZt4uvcxMmaK4c5RLI/ewJHKIVpco4moMdanX8PyWwx3jWYe53GguJeoFsdT8aPeHSEwX5Co6+bB5K+o0eq4MX4Hu/LVhkuN+jCurfkc2VeLIKHUY+Cq08jtO5Yy2vN9g5FfPp2pM2YgHALNofFW+hUSlS5+cuQ/uCX+ZSZ7zmJLvtotr618gKSRoLvcgdPhZouxsT9m8lzvKi6MXIYpTUxpMto1nnGe03DYv58hh52tZGPzZ+iudNJT6cKr+KjVGtAcgzOxUobBz9o7eTubZ0FAY1a4m9/3/IakkeCm+J2E1AgWJm7hpafShV8NkLMyZMx0NSjtHIlTcWFJi7SRBATujI/cuyVMy0SOLNHtOYpTuPA4fKTNXkxMfI4odc56Oh/t5fAfehEKNF8fo+3+HmSfBIhvrJORd9biqj227r8nv4P12dd4OV0tflwUXMJoZSI5JUNErWFt8jk2FappvBdHrmRXfit7ijvQhZOLI1cy2X0mUb0G9QTfhc2pg53KamPzCZCsGOzJF0kbJsN1Bx6ZIU0Sj/Di07x0mx2YmGhCp05vwKf+/bK7Ulvz7P3eUcychRpUiC8KoEdVFI8D70gXrvjAi3jJKrI7v50N2ddYn30dl8PFnY5/Jf19gXBD4BsW+8UuWsv7GekaS1iJIAEFBwE1RJOr5e82d5uTh+0cbGyGOJZlkdleJLuzgJG3CEzy4JvgQvN8eDC4t9JD2kzhER5qnHWUuivkW8tIQ+IepqPXKiQrPeTMPAZlwmqEsBb7hKyy+bix6xxsbIY4DoeD4Gkegqd5/vzOxxHWooS1YwF2Z0zDGRv4lBHV4wwOwdsMdewoko2NjY3NIGznYGNjY2MzCNs52NjY2NgMwnYONjY2NjaDsJ2DjY2Njc0gbOdgY2NjYzOIIVHnIIToAg4eNxQDuj9g96HAULbPtu3UZSjbN1RtGy6lHNxEniHiHN6PEGL9BxV2DAWGsn22bacuQ9m+oWzbB2EvK9nY2NjYDMJ2DjY2NjY2gxiqzuEXJ3sCHzND2T7btlOXoWzfULbthAzJmIONjY2NzUdjqD452NjY2Nh8BGznYGNjY2MziCHnHIQQXxJC7BJCbBNC/Mdx498SQuzt27b4ZM7xoyCE+LoQQgohYseNnfK2CSH+UwixUwjxjhDiMSFE6LhtQ8G+C/rmv1cI8c2TPZ+PghCiWQixRgixo+/v7K6+8YgQYrUQYk/ff8Mne65/K0IIRQjxthDiib73Q8a2v5Qh5RyEEOcCy4DTpZSTgP/VNz4RuBqYBFwA/EQI8eFdUD6FCCGagfOA1uPGhoRtwGrgNCnl6cBu4FswNOzrm++PgQuBicA1fXadqhjA16SUE4BZwJ199nwTeF5KOQZ4vu/9qcpdwI7j3g8l2/4ihpRzAO4A/l1KWQKQUnb2jS8DHpRSlqSU+4G9wIyTNMePwveAfwKOzyIYErZJKZ+TUhp9b98AmvpeDwX7ZgB7pZT7pJRl4EGqdp2SSCmPSCk39r3OUL2INlK16Z6+3e4BLj0pE/yICCGagCXAr44bHhK2/TUMNecwFpgrhFgnhFgrhJjeN94ItB23X3vf2CmDEGIpcEhKufl9m055207ALcDTfa+Hgn1DwYYTIoRoAc4A1gG1UsojUHUgQPwkTu2j8H2qN2HWcWNDxba/mFOuTagQ4k9A3Qk2fZuqPWGqj7rTgYeFECMBcYL9P3U5vH/Gtn8Bzj/RYScY+9TZBh9un5RyZd8+36a6bHHfe4edYP9PpX0fwlCwYRBCCB/wCPAVKWVaiBOZeWohhLgY6JRSbhBCzD/J0zmpnHLOQUq56IO2CSHuAB6V1eKNN4UQFlXBrHag+bhdm4DDH+tE/wY+yDYhxGRgBLC57w+wCdgohJjBKWIbfPj/OwAhxE3AxcBCeawA55Sx70MYCjYMQAihUXUM90kpH+0b7hBC1Espjwgh6oHODz7Dp5bZwFIhxEWACwgIIX7H0LDtr2KoLSv9EVgAIIQYC+hUlRRXAVcLIZxCiBHAGODNkzXJvxYp5RYpZVxK2SKlbKF6sTlTSnmUU9y29xBCXAD8M7BUSpk/btNQsO8tYIwQYoQQQqcaYF91kuf0NyOqdyi/BnZIKb973KZVwE19r28CVn7Sc/uoSCm/JaVs6vs7uxp4QUp5PUPAtr+WU+7J4c9wN3C3EGIrUAZu6rsD3SaEeBjYTnXJ4k4ppXkS5/l3Q0o5VGz7EeAEVvc9Hb0hpfz8ULBPSmkIIb4IPAsowN1Sym0neVofhdnADcAWIcSmvrF/Af6d6lLurVQz6q48OdP7WBjKtp0QWz7DxsbGxmYQQ21ZycbGxsbm74DtHGxsbGxsBmE7BxsbGxubQdjOwcbGxsZmELZzsLGxsbEZhO0cbGw+hQgh7hZCdPalZdvYfOLYzsHG5tPJb6iq0NrYnBRs52Bj8yEIIW7s6zGxWQhxrxBiuBDi+b6x54UQw/r2+40Q4qd9fQ72CSE+03f3v0MI8ZvjzpcVQvyXEGJj3/E1J/pcKeVLQOKTsdLGZjC2c7Cx+QCEEJOoih4ukFJOoarx/yPgt319J+4DfnjcIWGq8i1fBR6nKrE+CZgshJjat48X2CilPBNYC/zbJ2CKjc1fje0cbGw+mAXAH6SU3QBSygRwNnB/3/Z7gTnH7f94n1zLFqCjTxPLArYBLX37WMBDfa9/977jbWw+NdjOwcbmgxH8eWnt47eX+v5rHff6vfcfpGMm+9pubur79/m/bao2Nn9fbOdgY/PBPA9cJYSIQrWPMPAaVbVOgOuAV/7KczqAK/peXwu8IqVsk1JO7fv3s7/DvG1sPjJDTZXVxubvRp8i7HeAtUIIE3gb+DJV5d9vAF3AP/yVp80Bk4QQG4AUsOJEOwkhHgDmAzEhRDvwb1LKX/9tltjY/PXYqqw2Np8gQoislNJ3sudhY/PnsJeVbGxsbGwGYT852NjY2NgMwn5ysLGxsbEZhO0cbGxsbGwGYTsHGxsbG5tB2M7BxsbGxmYQtnOwsbGxsRnE/wEsk/BET4VczgAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "def tsne_plot(x_train, y_train):\n", " tsne = TSNE(n_components=2, verbose=1, random_state=123)\n", " z = tsne.fit_transform(x_train)\n", " df = pd.DataFrame()\n", " df[\"y\"] = y_train\n", " df[\"comp-1\"] = z[:,0]\n", " df[\"comp-2\"] = z[:,1]\n", "\n", " sns.scatterplot(x=\"comp-1\", y=\"comp-2\", hue=df.y.tolist(),\n", " palette=sns.color_palette(\"hls\", 10),\n", " data=df).set(title=\"MNIST data T-SNE projection\")\n", "tsne_plot(x_train, y_train)" ] }, { "cell_type": "code", "execution_count": 49, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\sjskd\\anaconda3\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:780: FutureWarning: The default initialization in TSNE will change from 'random' to 'pca' in 1.2.\n", " warnings.warn(\n", "C:\\Users\\sjskd\\anaconda3\\lib\\site-packages\\sklearn\\manifold\\_t_sne.py:790: FutureWarning: The default learning rate in TSNE will change from 200.0 to 'auto' in 1.2.\n", " warnings.warn(\n" ] }, { "name": "stdout", "output_type": "stream", "text": [ "[t-SNE] Computing 91 nearest neighbors...\n", "[t-SNE] Indexed 60000 samples in 0.002s...\n", "[t-SNE] Computed neighbors for 60000 samples in 70.951s...\n", "[t-SNE] Computed conditional probabilities for sample 1000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 2000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 3000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 4000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 5000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 6000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 7000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 8000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 9000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 10000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 11000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 12000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 13000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 14000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 15000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 16000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 17000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 18000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 19000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 20000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 21000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 22000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 23000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 24000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 25000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 26000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 27000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 28000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 29000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 30000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 31000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 32000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 33000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 34000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 35000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 36000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 37000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 38000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 39000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 40000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 41000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 42000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 43000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 44000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 45000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 46000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 47000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 48000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 49000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 50000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 51000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 52000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 53000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 54000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 55000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 56000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 57000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 58000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 59000 / 60000\n", "[t-SNE] Computed conditional probabilities for sample 60000 / 60000\n", "[t-SNE] Mean sigma: 0.748601\n", "[t-SNE] KL divergence after 250 iterations with early exaggeration: 99.768318\n", "[t-SNE] KL divergence after 1000 iterations: 3.126159\n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "mu, log_sigma = encoder(x_train)\n", "z = np.concatenate((mu.numpy(), log_sigma.numpy()), axis = 1)\n", "tsne_plot(z, y_train)" ] }, { "cell_type": "code", "execution_count": 50, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "eps = K.random_normal(shape=(batch_size, latent_dim), mean=0., stddev=1.)\n", "outputs = decoder(eps)\n", "labels = y_test[:batch_size]\n", "plot_digits(outputs.numpy(), labels, num_row, num_col)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "import tensorflow as tf\n", "n_features = 784\n", "latent_dim = 10\n", "m = 50 # batch size\n", "n_z = 10\n", "n_epoch = 10" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [ "\n", "def sampling(args):\n", " z_mean, z_log_sigma = args\n", " batch_size = tf.shape(z_mean)[0]\n", " epsilon = K.random_normal(shape=(batch_size, latent_dim), mean=0., stddev=1.)\n", " \n", " return z_mean + K.exp(0.5 * z_log_sigma) * epsilon\n", "\n", "def vae_loss(x, x_decoded_mean, z_log_var, z_mean):\n", " xent_loss = K.binary_crossentropy(x, x_decoded_mean)\n", " kl_loss = - 0.5 * K.sum(1 + z_log_var - K.square(z_mean) - K.exp(z_log_var))\n", " vae_loss = K.mean(xent_loss + kl_loss)\n", "\n", " return vae_loss\n", "\n", "def get_model():\n", " ### encoder ###\n", " \n", " inp = Input(shape=(n_features,))\n", " enc = Dense(64)(inp)\n", " \n", " z = Dense(32, activation=\"relu\")(enc)\n", " z_mean = Dense(latent_dim)(z)\n", " z_log_var = Dense(latent_dim)(z)\n", " \n", " encoder = Model(inp, [z_mean, z_log_var])\n", " \n", " ### decoder ###\n", " \n", " inp_z = Input(shape=(latent_dim,))\n", " dec = Dense(64)(inp_z)\n", "\n", " out = Dense(n_features)(dec)\n", " \n", " decoder = Model(inp_z, out) \n", " \n", " ### encoder + decoder ###\n", " \n", " z_mean, z_log_sigma = encoder(inp)\n", " z = Lambda(sampling)([z_mean, z_log_var])\n", " pred = decoder(z)\n", " \n", " vae = Model(inp, pred)\n", " vae.add_loss(vae_loss(inp, pred, z_log_var, z_mean)) # <======= add_loss\n", " vae.compile(loss=None, optimizer='adam')\n", " \n", " return vae, encoder, decoder" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "vae, encoder, decoder = get_model()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Epoch 1/10\n", "1200/1200 [==============================] - 4s 3ms/step - loss: 0.6473 - val_loss: 0.2993\n", "Epoch 2/10\n", "1200/1200 [==============================] - 3s 3ms/step - loss: 0.2874 - val_loss: 0.2818\n", "Epoch 3/10\n", "1200/1200 [==============================] - 3s 3ms/step - loss: 0.2821 - val_loss: 0.2810\n", "Epoch 4/10\n", " 840/1200 [====================>.........] - ETA: 0s - loss: 0.2823" ] }, { "ename": "KeyboardInterrupt", "evalue": "", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m vae.fit(x_train, x_train,\n\u001b[0m\u001b[0;32m 2\u001b[0m \u001b[0mepochs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mn_epoch\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 3\u001b[0m \u001b[0mbatch_size\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mm\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 4\u001b[0m \u001b[0mshuffle\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 5\u001b[0m validation_data=(x_test, x_test))\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\keras\\utils\\traceback_utils.py\u001b[0m in \u001b[0;36merror_handler\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m 62\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 63\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 64\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 65\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m \u001b[1;31m# pylint: disable=broad-except\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 66\u001b[0m \u001b[0mfiltered_tb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_process_traceback_frames\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0me\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m__traceback__\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\keras\\engine\\training.py\u001b[0m in \u001b[0;36mfit\u001b[1;34m(self, x, y, batch_size, epochs, verbose, callbacks, validation_split, validation_data, shuffle, class_weight, sample_weight, initial_epoch, steps_per_epoch, validation_steps, validation_batch_size, validation_freq, max_queue_size, workers, use_multiprocessing)\u001b[0m\n\u001b[0;32m 1382\u001b[0m _r=1):\n\u001b[0;32m 1383\u001b[0m \u001b[0mcallbacks\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mon_train_batch_begin\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstep\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1384\u001b[1;33m \u001b[0mtmp_logs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mtrain_function\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0miterator\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 1385\u001b[0m \u001b[1;32mif\u001b[0m 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"\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\def_function.py\u001b[0m in \u001b[0;36m_call\u001b[1;34m(self, *args, **kwds)\u001b[0m\n\u001b[0;32m 945\u001b[0m \u001b[1;31m# In this case we have created variables on the first call, so we run the\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 946\u001b[0m \u001b[1;31m# defunned version which is guaranteed to never create variables.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 947\u001b[1;33m \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_stateless_fn\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;31m# pylint: disable=not-callable\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m 948\u001b[0m \u001b[1;32melif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_stateful_fn\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 949\u001b[0m \u001b[1;31m# Release the lock early so that multiple threads can perform the call\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36m__call__\u001b[1;34m(self, *args, **kwargs)\u001b[0m\n\u001b[0;32m 2954\u001b[0m (graph_function,\n\u001b[0;32m 2955\u001b[0m filtered_flat_args) = self._maybe_define_function(args, kwargs)\n\u001b[1;32m-> 2956\u001b[1;33m return graph_function._call_flat(\n\u001b[0m\u001b[0;32m 2957\u001b[0m filtered_flat_args, captured_inputs=graph_function.captured_inputs) # pylint: disable=protected-access\n\u001b[0;32m 2958\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36m_call_flat\u001b[1;34m(self, args, captured_inputs, cancellation_manager)\u001b[0m\n\u001b[0;32m 1851\u001b[0m and executing_eagerly):\n\u001b[0;32m 1852\u001b[0m \u001b[1;31m# No tape is watching; skip to running the function.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1853\u001b[1;33m return self._build_call_outputs(self._inference_function.call(\n\u001b[0m\u001b[0;32m 1854\u001b[0m ctx, args, cancellation_manager=cancellation_manager))\n\u001b[0;32m 1855\u001b[0m forward_backward = self._select_forward_and_backward_functions(\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\function.py\u001b[0m in \u001b[0;36mcall\u001b[1;34m(self, ctx, args, cancellation_manager)\u001b[0m\n\u001b[0;32m 497\u001b[0m \u001b[1;32mwith\u001b[0m \u001b[0m_InterpolateFunctionError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 498\u001b[0m \u001b[1;32mif\u001b[0m \u001b[0mcancellation_manager\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 499\u001b[1;33m outputs = execute.execute(\n\u001b[0m\u001b[0;32m 500\u001b[0m \u001b[0mstr\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msignature\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 501\u001b[0m \u001b[0mnum_outputs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_num_outputs\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;32m~\\anaconda3\\lib\\site-packages\\tensorflow\\python\\eager\\execute.py\u001b[0m in \u001b[0;36mquick_execute\u001b[1;34m(op_name, num_outputs, inputs, attrs, ctx, name)\u001b[0m\n\u001b[0;32m 52\u001b[0m \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m 53\u001b[0m \u001b[0mctx\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mensure_initialized\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 54\u001b[1;33m tensors = pywrap_tfe.TFE_Py_Execute(ctx._handle, device_name, op_name,\n\u001b[0m\u001b[0;32m 55\u001b[0m inputs, attrs, num_outputs)\n\u001b[0;32m 56\u001b[0m \u001b[1;32mexcept\u001b[0m \u001b[0mcore\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_NotOkStatusException\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0me\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n", "\u001b[1;31mKeyboardInterrupt\u001b[0m: " ] } ], "source": [ "vae.fit(x_train, x_train,\n", " epochs=n_epoch,\n", " batch_size=m,\n", " shuffle=True,\n", " validation_data=(x_test, x_test))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.9.12" } }, "nbformat": 4, "nbformat_minor": 4 }