{ "cells": [ { "cell_type": "markdown", "id": "bb741928-561f-4f8a-878b-4f8690a58a31", "metadata": {}, "source": [ "# Estimation of tree height using GEDI dataset - Perceptron tree prediction - 2023" ] }, { "cell_type": "markdown", "id": "db10d58a", "metadata": {}, "source": [ " jupyter-notebook Tree_Height_06Perceptron_pred_2023.ipynb" ] }, { "cell_type": "code", "execution_count": 12, "id": "58b12f60-2a68-458c-a85a-5c3127d7d9fc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Using device: cuda\n" ] } ], "source": [ "# Ref: https://medium.com/biaslyai/pytorch-introduction-to-neural-network-feedforward-neural-network-model-e7231cff47cb\n", "\n", "'''\n", "Packages (Installation from scratch)\n", "conda create -n geo_comp2 python=3.8\n", "conda activate geo_comp2\n", "conda install pytorch==1.12.0 torchvision==0.13.0 cudatoolkit=11.3 -c pytorch\n", "conda install -c conda-forge jupyterlab\n", "conda install -c conda-forge matplotlib\n", "conda install -c anaconda scikit-learn\n", "conda install -c anaconda pandas\n", "conda install -c anaconda scipy\n", "\n", "\n", "\n", "if you have gpus: conda install pytorch torchvision torchaudio pytorch-cuda=11.8 -c pytorch -c nvidia\n", "for cpu only: conda install pytorch torchvision torchaudio cpuonly -c pytorch\n", "conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch\n", "conda install -c anaconda scikit-learn\n", "conda install pandas\n", "'''\n", "import os\n", "import torch\n", "import torch.nn as nn\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import scipy\n", "import pandas as pd\n", "from sklearn.metrics import r2_score\n", "from sklearn.model_selection import train_test_split\n", "from scipy import stats\n", "\n", "\"\"\"\n", "Fix random seeds.\n", "\"\"\"\n", "seed=31\n", "torch.manual_seed(seed)\n", "torch.cuda.manual_seed_all(seed)\n", "np.random.seed(seed)\n", "\n", "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n", "print('Using device:', device)" ] }, { "cell_type": "markdown", "id": "98cc51df-d28e-4e78-bd12-305e89193fec", "metadata": {}, "source": [ "We already have seen how to design a simple Perceptron to perform a regression. Also, we observed that the normalization of the data and target should match the structure of our model. However, just guaranteeing the data is in the correct range is not enough. Let's see how it works." ] }, { "cell_type": "code", "execution_count": 4, "id": "89bdd302-7bd6-433a-95fd-583122e04545", "metadata": {}, "outputs": [], "source": [ "# #What are we trying to beat\n", "# data = pd.read_csv('./tree_height/txt/eu_x_y_height_predictors.txt', sep=\" \")\n", "# # data = pd.read_csv('./tree_height/txt/eu_x_y_height.txt', sep=\" \")\n", "# print(data.shape)\n", "# print(data.head())\n", "\n", "# y_true = data['h']\n", "# y_pred = data['forest_height']\n", "\n", "# slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_true)\n", "\n", "# fig,ax=plt.subplots(1,1,figsize=(5,5))\n", "# ax.scatter(y_pred, y_true)\n", "# ax.set_xlabel('Prediction')\n", "# ax.set_ylabel('True')\n", "# ax.set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n", "# plt.show()" ] }, { "cell_type": "markdown", "id": "37de5bb1-782c-4658-b5bf-7aca8fd5bd1a", "metadata": {}, "source": [ "Let's start by loading the data we used in the previous class" ] }, { "cell_type": "code", "execution_count": 5, "id": "d4baf219-69cf-43cb-931c-cfdfef792bdb", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1267239, 23)\n", " ID X Y h BLDFIE_WeigAver CECSOL_WeigAver \\\n", "0 1 6.050001 49.727499 3139.00 1540 13 \n", "1 2 6.050002 49.922155 1454.75 1491 12 \n", "2 3 6.050002 48.602377 853.50 1521 17 \n", "3 4 6.050009 48.151979 3141.00 1526 16 \n", "4 5 6.050010 49.588410 2065.25 1547 14 \n", "\n", " CHELSA_bio18 CHELSA_bio4 convergence cti ... forestheight \\\n", "0 2113 5893 -10.486560 -238043120 ... 23 \n", "1 1993 5912 33.274361 -208915344 ... 19 \n", "2 2124 5983 0.045293 -137479792 ... 21 \n", "3 2569 6130 -33.654274 -267223072 ... 27 \n", "4 2108 5923 27.493824 -107809368 ... 25 \n", "\n", " glad_ard_SVVI_max glad_ard_SVVI_med glad_ard_SVVI_min northness \\\n", "0 276.871094 46.444092 347.665405 0.042500 \n", "1 -49.526367 19.552734 -130.541748 0.182780 \n", "2 93.257324 50.743652 384.522461 0.036253 \n", "3 542.401367 202.264160 386.156738 0.005139 \n", "4 136.048340 146.835205 198.127441 0.028847 \n", "\n", " ORCDRC_WeigAver outlet_dist_dw_basin SBIO3_Isothermality_5_15cm \\\n", "0 9 780403 19.798992 \n", "1 16 772777 20.889412 \n", "2 14 898820 20.695877 \n", "3 15 831824 19.375000 \n", "4 17 796962 18.777500 \n", "\n", " SBIO4_Temperature_Seasonality_5_15cm treecover \n", "0 440.672211 85 \n", "1 457.756195 85 \n", "2 481.879700 62 \n", "3 479.410278 85 \n", "4 457.880066 85 \n", "\n", "[5 rows x 23 columns]\n" ] } ], "source": [ "### Try the the tree height with Perceptron \n", "# data = pd.read_csv('./tree_height/txt/eu_x_y_height_predictors.txt', sep=\" \")\n", "# data = pd.read_csv('./tree_height/txt/eu_x_y_height.txt', sep=\" \")\n", "data = pd.read_csv(\"./tree_height_2/txt/eu_x_y_height_predictors_select.txt\", sep=\" \", index_col=False)\n", "print(data.shape)\n", "print(data.head())" ] }, { "cell_type": "code", "execution_count": 6, "id": "4db488e7-6b55-45e7-8d89-a430c6173fdc", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(1267239, 3)\n", " X Y h\n", "0 6.050001 49.727499 3139.00\n", "1 6.050002 49.922155 1454.75\n", "2 6.050002 48.602377 853.50\n", "3 6.050009 48.151979 3141.00\n", "4 6.050010 49.588410 2065.25\n" ] } ], "source": [ "#Keep just few columns\n", "data = data.iloc[:,1:4]\n", "print(data.shape)\n", "print(data.head())" ] }, { "cell_type": "markdown", "id": "c3d173eb-8974-463e-9e81-bd124ef722d6", "metadata": {}, "source": [ "Once again, let's take a look at the distributions and range of our data" ] }, { "cell_type": "code", "execution_count": 7, "id": "a313e14d-7aa0-4e0e-bad7-661503e3340c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([8.96640e+04, 5.91560e+04, 6.27730e+04, 7.68820e+04, 9.90510e+04,\n", " 1.20582e+05, 1.36417e+05, 1.50469e+05, 1.55594e+05, 1.31737e+05,\n", " 9.07160e+04, 4.94050e+04, 2.35680e+04, 1.03910e+04, 4.47900e+03,\n", " 1.93800e+03, 9.18000e+02, 5.20000e+02, 3.57000e+02, 2.92000e+02,\n", " 2.79000e+02, 1.95000e+02, 2.02000e+02, 1.98000e+02, 1.64000e+02,\n", " 1.59000e+02, 1.41000e+02, 1.14000e+02, 1.22000e+02, 9.30000e+01,\n", " 1.02000e+02, 9.70000e+01, 6.80000e+01, 6.90000e+01, 5.20000e+01,\n", " 3.40000e+01, 3.30000e+01, 3.80000e+01, 2.40000e+01, 2.20000e+01,\n", " 2.40000e+01, 1.80000e+01, 1.40000e+01, 1.60000e+01, 1.00000e+01,\n", " 9.00000e+00, 1.40000e+01, 5.00000e+00, 6.00000e+00, 8.00000e+00]),\n", " array([ 84.75 , 372.675, 660.6 , 948.525, 1236.45 , 1524.375,\n", " 1812.3 , 2100.225, 2388.15 , 2676.075, 2964. , 3251.925,\n", " 3539.85 , 3827.775, 4115.7 , 4403.625, 4691.55 , 4979.475,\n", " 5267.4 , 5555.325, 5843.25 , 6131.175, 6419.1 , 6707.025,\n", " 6994.95 , 7282.875, 7570.8 , 7858.725, 8146.65 , 8434.575,\n", " 8722.5 , 9010.425, 9298.35 , 9586.275, 9874.2 , 10162.125,\n", " 10450.05 , 10737.975, 11025.9 , 11313.825, 11601.75 , 11889.675,\n", " 12177.6 , 12465.525, 12753.45 , 13041.375, 13329.3 , 13617.225,\n", " 13905.15 , 14193.075, 14481. ]),\n", " )" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Explore the raw data\n", "data = data.to_numpy()\n", "fig,ax = plt.subplots(1,3,figsize=(15,5))\n", "ax[0].hist(data[:,0],50)\n", "ax[1].hist(data[:,1],50)\n", "ax[2].hist(data[:,2],50)" ] }, { "cell_type": "markdown", "id": "529abc5e-a14e-43dd-8293-015ff32c2198", "metadata": {}, "source": [ "Now we normalize the data" ] }, { "cell_type": "code", "execution_count": 8, "id": "ecd43499-e880-437e-8cc0-ba24d237e21f", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([8.96640e+04, 5.91560e+04, 6.27730e+04, 7.68820e+04, 9.90510e+04,\n", " 1.20582e+05, 1.36417e+05, 1.50469e+05, 1.55594e+05, 1.31886e+05,\n", " 9.05670e+04, 4.94050e+04, 2.35680e+04, 1.03910e+04, 4.47900e+03,\n", " 1.93800e+03, 9.18000e+02, 5.20000e+02, 3.57000e+02, 2.92000e+02,\n", " 2.79000e+02, 1.95000e+02, 2.02000e+02, 1.98000e+02, 1.64000e+02,\n", " 1.59000e+02, 1.41000e+02, 1.14000e+02, 1.22000e+02, 9.30000e+01,\n", " 1.02000e+02, 9.70000e+01, 6.80000e+01, 6.90000e+01, 5.20000e+01,\n", " 3.40000e+01, 3.30000e+01, 3.80000e+01, 2.40000e+01, 2.20000e+01,\n", " 2.40000e+01, 1.80000e+01, 1.40000e+01, 1.60000e+01, 1.00000e+01,\n", " 9.00000e+00, 1.40000e+01, 5.00000e+00, 6.00000e+00, 8.00000e+00]),\n", " array([0. , 0.02, 0.04, 0.06, 0.08, 0.1 , 0.12, 0.14, 0.16, 0.18, 0.2 ,\n", " 0.22, 0.24, 0.26, 0.28, 0.3 , 0.32, 0.34, 0.36, 0.38, 0.4 , 0.42,\n", " 0.44, 0.46, 0.48, 0.5 , 0.52, 0.54, 0.56, 0.58, 0.6 , 0.62, 0.64,\n", " 0.66, 0.68, 0.7 , 0.72, 0.74, 0.76, 0.78, 0.8 , 0.82, 0.84, 0.86,\n", " 0.88, 0.9 , 0.92, 0.94, 0.96, 0.98, 1. ]),\n", " )" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Normalize the data\n", "from sklearn.preprocessing import MinMaxScaler\n", "scaler = MinMaxScaler()\n", "data = scaler.fit_transform(data)\n", "\n", "fig,ax = plt.subplots(1,3,figsize=(15,5))\n", "ax[0].hist(data[:,0],50)\n", "ax[1].hist(data[:,1],50)\n", "ax[2].hist(data[:,2],50)" ] }, { "cell_type": "code", "execution_count": 9, "id": "f1da2209-96f9-4cc8-a8e4-729d88c828ba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape: torch.Size([887067, 2]), X_test.shape: torch.Size([380172, 2]), y_train.shape: torch.Size([887067]), y_test.shape: torch.Size([380172])\n" ] } ], "source": [ "#Split the data\n", "X_train, X_test, y_train, y_test = train_test_split(data[:,:2], data[:,2], test_size=0.30, random_state=0)\n", "X_train = torch.FloatTensor(X_train)\n", "y_train = torch.FloatTensor(y_train)\n", "X_test = torch.FloatTensor(X_test)\n", "y_test = torch.FloatTensor(y_test)\n", "print('X_train.shape: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.shape, X_test.shape, y_train.shape, y_test.shape))" ] }, { "cell_type": "markdown", "id": "b053babe-bd08-4c7c-86d2-706b334c74da", "metadata": {}, "source": [ "Finally, let's create and initialize our Perceptron" ] }, { "cell_type": "code", "execution_count": 10, "id": "d8e30e1b-2105-4bbc-8c40-cbc1eccd58c4", "metadata": {}, "outputs": [], "source": [ "# Create the model\n", "class Perceptron(torch.nn.Module):\n", " def __init__(self,input_size, output_size,use_activation_fn=None):\n", " super(Perceptron, self).__init__()\n", " self.fc = nn.Linear(input_size,output_size)\n", " self.relu = torch.nn.ReLU() # instead of Heaviside step fn\n", " self.sigmoid = torch.nn.Sigmoid()\n", " self.tanh = torch.nn.Tanh()\n", " self.use_activation_fn=use_activation_fn\n", " def forward(self, x):\n", " output = self.fc(x)\n", " if self.use_activation_fn=='sigmoid':\n", " output = self.sigmoid(output) # To add the non-linearity. Try training you Perceptron with and without the non-linearity\n", " elif self.use_activation_fn=='tanh':\n", " output = self.tanh(output) \n", " elif self.use_activation_fn=='relu':\n", " output = self.relu(output) \n", "\n", " return output" ] }, { "cell_type": "code", "execution_count": 13, "id": "c1d87a63-2583-45a6-a238-15ffa0084819", "metadata": {}, "outputs": [], "source": [ "#Just in case, remember to always delete previously existent models before starting a new session\n", "if 'model' in globals():\n", " print('Deleting previous model')\n", " del model, criterion, optimizer\n", "model = Perceptron(input_size=2, output_size=1, use_activation_fn='sigmoid')\n", "criterion = torch.nn.MSELoss()\n", "optimizer = torch.optim.SGD(model.parameters(), lr = 0.01)" ] }, { "cell_type": "markdown", "id": "444740be-be4e-4559-9fd9-ba3f9ff0ca44", "metadata": {}, "source": [ "Let's train and check our model's performance" ] }, { "cell_type": "code", "execution_count": 14, "id": "614ac3c7-45cf-4007-b3c2-fdaff34608d2", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Test loss after Training 0.005871600937098265\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.train()\n", "epoch = 5000\n", "all_loss=[]\n", "for epoch in range(epoch):\n", " optimizer.zero_grad()\n", " # Forward pass\n", " y_pred = model(X_train)\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_train)\n", " \n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", " \n", " all_loss.append(loss.item())\n", " \n", "model.eval()\n", "with torch.no_grad():\n", " y_pred = model(X_test)\n", " after_train = criterion(y_pred.squeeze(), y_test) \n", " print('Test loss after Training' , after_train.item())\n", "\n", " y_pred = y_pred.detach().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n", "\n", " # Fit line\n", " # x = np.arange(-150,150)\n", "\n", " fig,ax=plt.subplots(1,2,figsize=(10,5))\n", " ax[1].plot(all_loss)\n", " ax[0].scatter(y_pred, y_test)\n", " # ax[0].plot(x, intercept + slope*x, 'r', label='fitted line')\n", " ax[0].set_xlabel('Prediction')\n", " ax[0].set_ylabel('True')\n", " ax[0].set_title('slope: {:.3f}, r_value: {:.3f}'.format(slope, r_value))" ] }, { "cell_type": "markdown", "id": "d5565db0-9b80-4c74-a112-a50c1fb647b7", "metadata": {}, "source": [ "Well, they all performed badly. What can we do to make this model better? One thing that immediatly jumps to our eyes is the fact that this data is very skewed. There are many ways to normalized sweked data. Check out this great post about normalization and popular power transformations [power transformations](https://www.baeldung.com/cs/normalizing-inputs-artificial-neural-network). Here I will introduce another one: the Quantile Transformation. Also, if you would like to see a great comparison between transformations, check out this skelarn [post](https://scikit-learn.org/stable/auto_examples/preprocessing/plot_all_scaling.html) " ] }, { "cell_type": "markdown", "id": "6f5adcff-956a-4948-90d7-7b9d69b93f7e", "metadata": {}, "source": [ "For now, let's use the power transformation just for our target variable (ie, tree height)." ] }, { "cell_type": "code", "execution_count": 15, "id": "25b00290-4e88-415d-8076-7c9cb42b1280", "metadata": {}, "outputs": [], "source": [ "from sklearn.preprocessing import QuantileTransformer\n", "qt = QuantileTransformer(\n", " n_quantiles=500, output_distribution=\"normal\", random_state=0\n", ")\n", "\n", "# X_train, X_test = train_test_split(data, test_size=0.5)\n", "# data = qt.fit_transform(data)\n", "data[:,2] = qt.fit_transform(data[:,2].reshape(-1,1)).squeeze()" ] }, { "cell_type": "code", "execution_count": 16, "id": "28b39994-e920-4aad-a50f-61adabce41f7", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(array([6.40000e+01, 0.00000e+00, 0.00000e+00, 0.00000e+00, 8.00000e+00,\n", " 5.00000e+00, 1.60000e+01, 4.10000e+01, 1.04000e+02, 4.76000e+02,\n", " 1.75900e+03, 2.88100e+03, 4.45900e+03, 6.93700e+03, 9.86300e+03,\n", " 1.22210e+04, 2.18220e+04, 3.01310e+04, 4.54470e+04, 5.62710e+04,\n", " 6.77220e+04, 7.39930e+04, 8.85820e+04, 1.03028e+05, 1.08294e+05,\n", " 1.03491e+05, 9.61700e+04, 9.32570e+04, 8.00070e+04, 6.65440e+04,\n", " 5.62140e+04, 4.55490e+04, 3.18110e+04, 1.88250e+04, 1.54770e+04,\n", " 1.08020e+04, 6.05500e+03, 4.45700e+03, 2.01500e+03, 1.54800e+03,\n", " 4.38000e+02, 1.48000e+02, 4.60000e+01, 1.80000e+01, 3.00000e+00,\n", " 5.00000e+00, 0.00000e+00, 0.00000e+00, 0.00000e+00, 2.35000e+02]),\n", " array([-1. , -0.96, -0.92, -0.88, -0.84, -0.8 , -0.76, -0.72, -0.68,\n", " -0.64, -0.6 , -0.56, -0.52, -0.48, -0.44, -0.4 , -0.36, -0.32,\n", " -0.28, -0.24, -0.2 , -0.16, -0.12, -0.08, -0.04, 0. , 0.04,\n", " 0.08, 0.12, 0.16, 0.2 , 0.24, 0.28, 0.32, 0.36, 0.4 ,\n", " 0.44, 0.48, 0.52, 0.56, 0.6 , 0.64, 0.68, 0.72, 0.76,\n", " 0.8 , 0.84, 0.88, 0.92, 0.96, 1. ]),\n", " )" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Normalize the data\n", "from sklearn.preprocessing import MinMaxScaler\n", "scaler = MinMaxScaler()\n", "data = scaler.fit_transform(data)\n", "data[:,2] = ((data[:,2]-data[:,2].min())/(data[:,2].max()-data[:,2].min()))*2-1\n", "# data[:,2] = data[:,2]/np.quantile(np.abs(data[:,2]),0.99)\n", "data[:,2] = data[:,2]/data[:,2].max()\n", "# data = data/np.quantile(np.abs(data),0.99)\n", "# data = data/data.max()\n", "# print(data.shape)\n", "fig,ax = plt.subplots(1,3,figsize=(15,5))\n", "ax[0].hist(data[:,0],50)\n", "ax[1].hist(data[:,1],50)\n", "ax[2].hist(data[:,2],50)" ] }, { "cell_type": "code", "execution_count": 17, "id": "e3634506-7f15-40ed-ad11-846b3a3cecf3", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape: torch.Size([887067, 2]), X_test.shape: torch.Size([380172, 2]), y_train.shape: torch.Size([887067]), y_test.shape: torch.Size([380172])\n", "X_train.min: 0.0, X_test.shape: 0.0, y_train.shape: -1.0, y_test.shape: -1.0\n", "X_train.max: 1.0, X_test.shape: 1.0, y_train.shape: 1.0, y_test.shape: 1.0\n" ] } ], "source": [ "# Let's use all the data as one big minibatch\n", "\n", "#Split the data\n", "X_train, X_test, y_train, y_test = train_test_split(data[:,:2], data[:,2], test_size=0.30, random_state=0)\n", "X_train = torch.FloatTensor(X_train)\n", "y_train = torch.FloatTensor(y_train)\n", "X_test = torch.FloatTensor(X_test)\n", "y_test = torch.FloatTensor(y_test)\n", "print('X_train.shape: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.shape, X_test.shape, y_train.shape, y_test.shape))\n", "print('X_train.min: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.min(), X_test.min(), y_train.min(), y_test.min()))\n", "print('X_train.max: {}, X_test.shape: {}, y_train.shape: {}, y_test.shape: {}'.format(X_train.max(), X_test.max(), y_train.max(), y_test.max()))" ] }, { "cell_type": "code", "execution_count": 23, "id": "36f33413-e85f-48af-8cdf-5989575c0bf1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 1, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.2698, val_loss: 0.0818, r_value: -0.0894\n", "Epoch 100, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 200, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 300, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 500, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 700, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 900, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1100, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1200, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1300, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1500, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1700, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1900, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 1, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.6674, val_loss: 0.6119, r_value: 0.0545\n", "Epoch 100, train_loss: 0.0375, val_loss: 0.0375, r_value: 0.0678\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0834\n", "Epoch 300, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0876\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0887\n", "Epoch 500, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0890\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0891\n", "Epoch 700, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 900, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1100, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1200, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1300, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1500, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1700, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n", "Epoch 1900, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0892\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 1, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.2034, val_loss: 0.1965, r_value: -0.0886\n", "Epoch 100, train_loss: 0.0656, val_loss: 0.0652, r_value: -0.0892\n", "Epoch 200, train_loss: 0.0594, val_loss: 0.0590, r_value: -0.0890\n", "Epoch 300, train_loss: 0.0546, val_loss: 0.0543, r_value: -0.0889\n", "Epoch 400, train_loss: 0.0509, val_loss: 0.0506, r_value: -0.0888\n", "Epoch 500, train_loss: 0.0479, val_loss: 0.0476, r_value: -0.0887\n", "Epoch 600, train_loss: 0.0455, val_loss: 0.0453, r_value: -0.0886\n", "Epoch 700, train_loss: 0.0437, val_loss: 0.0435, r_value: -0.0885\n", "Epoch 800, train_loss: 0.0423, val_loss: 0.0421, r_value: -0.0883\n", "Epoch 900, train_loss: 0.0412, val_loss: 0.0410, r_value: -0.0881\n", "Epoch 1000, train_loss: 0.0403, val_loss: 0.0402, r_value: -0.0878\n", "Epoch 1100, train_loss: 0.0396, val_loss: 0.0395, r_value: -0.0875\n", "Epoch 1200, train_loss: 0.0391, val_loss: 0.0390, r_value: -0.0869\n", "Epoch 1300, train_loss: 0.0387, val_loss: 0.0386, r_value: -0.0861\n", "Epoch 1400, train_loss: 0.0384, val_loss: 0.0383, r_value: -0.0848\n", "Epoch 1500, train_loss: 0.0382, val_loss: 0.0381, r_value: -0.0824\n", "Epoch 1600, train_loss: 0.0380, val_loss: 0.0379, r_value: -0.0775\n", "Epoch 1700, train_loss: 0.0378, val_loss: 0.0378, r_value: -0.0654\n", "Epoch 1800, train_loss: 0.0377, val_loss: 0.0376, r_value: -0.0317\n", "Epoch 1900, train_loss: 0.0376, val_loss: 0.0376, r_value: 0.0292\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# model.train()\n", "epoch = 2000\n", "hid_dim_range = [1]\n", "lr_range = [0.5,0.1,0.01]#,0.05,0.001]\n", "\n", "for hid_dim in hid_dim_range:\n", " for lr in lr_range:\n", " print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n", " if 'model' in globals():\n", " print('Deleting previous model')\n", " del model, criterion, optimizer\n", " model = Perceptron(2, hid_dim,use_activation_fn='tanh').to(device)\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n", "\n", " all_loss_train=[]\n", " all_loss_val=[]\n", " for epoch in range(epoch):\n", " model.train()\n", " optimizer.zero_grad()\n", " # Forward pass\n", " y_pred = model(X_train.to(device))\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_train.to(device))\n", "\n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", "\n", " all_loss_train.append(loss.item())\n", "\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred = model(X_test.to(device))\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_test.to(device))\n", " all_loss_val.append(loss.item())\n", " \n", " if epoch%100==0:\n", " y_pred = y_pred.cpu().detach().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n", " print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n", " \n", " fig,ax=plt.subplots(1,2,figsize=(10,5))\n", " ax[0].plot(all_loss_train)\n", " ax[0].plot(all_loss_val)\n", "\n", " ax[1].scatter(y_pred.cpu(), y_test.cpu())\n", " ax[1].set_xlabel('Prediction')\n", " ax[1].set_ylabel('True')\n", " ax[1].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n", " plt.show()" ] }, { "cell_type": "markdown", "id": "8e5055b1-3131-4c17-b7fe-c0f6eb858e91", "metadata": {}, "source": [ "Feel free to try other hyperparameters, but we already have seen that there is just so much a Perceptron can do. It's time to scale up this problem. \n", "(BACK TO SLIDES)" ] }, { "cell_type": "markdown", "id": "9ec3b1fc-4c8f-4a1d-8836-b8bf1c9bf06b", "metadata": {}, "source": [ "## Feedfoward neural network" ] }, { "attachments": { "862341ce-b3ec-4283-8558-bb88a67266fc.png": { "image/png": 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4IdRfpzT358PloHm+F6ybmWLNsuGkwWZ4xhfEc6D519wuhgeg/pi8POJQN02y1xLrrpH30XgXVsDk2uNOHl8Ajbnl2AvWyTZz0kOKUFuvV61wI1ivt8DvWwBfANv9r2E9uK1hnZ0MuApmwT1wN1gWtV8Ktr1l0JxryE+DV8A2sqxq6vd4nVRL6/Y+bAcnS9zG4yWiQBSIAlEgCvS4Av7RSUSBKPBhBRwIOhivz/p8eKvmf8dsXSIKNKoC/o3TSGm2zZgWMYAnGjCN7nAoDDdPD2RrNW3SNnxPkzcfxsG9cCe0DQ3g8+D2H4HCyGvCZ8NMuBY08m9Cfbi9xtDrj/v5uggzvEtgLlhmDWZbw72J9zy+hlwzXIRaWG/LdT88C0VYTvXwmGoiPR1eU38At4DfvQOME2Ai+LnlmwSWowgnJjTgGvQWOB0006vB67Ooi5rvAo9jXdRIrTTbr8IaKNqBpweMvH3iqzAFnGSwXOo0EgaBEzVOgqjPjXA3PAPHgxMBF8AKKMqtthtB3W8Gy+V3J6JAFIgCUSAK9LgC/sFKRIEo8MsKONhzUOgAsurhILl+8Ft1PVL/xlJAQ+e5vBs0eEUUBtvHY6D+b6H7+L6PbWMYbyyAqeB+rbAP2obnjN9XTISZpfWY8+AU0AjuAQ1f29C4e+0p9q038pre6XAyWGbL4HEtl+Uttt3Pc03qdjDctqiTS9VbwXO7CD9zXw2p0V7dD37S/X/VwEkGJ04015pc62jZnOAoyqOJr28PXh5YsaCZnwGa85fgMTA8nm1gncVw/0nQAtbJ1x7XdikeeXrgO7fw+AYU13u3PQ58LNrHPlS/EsBtn65hf5gJRX1sV48prVCsAOBpIgpEgSgQBaJAzyngH6pEFIgCH1bAQa2DWwdwVY7CGFRZg9S9sRXQvGki20bRt7syWTWCgyyCUaCZ68ikFdePwhB7HdFAujRbg2mZOlpy7b71ppyX/xKaUjPHheGewnPL47GL+vD0QH3/Xx41k8YxBx8ObGN929PDTfysK3q4T2fD8jkRoQYfA6+v28HMuuHnRVv52DacmBgPnwTNsho5gaG5N1tvhrwIj6Umfp9huy0E26HQgqcHjvEjHp0IcH8nWIxCg0Lng+/+4l/bbgdcB/YD6+QkzSxwHycovgnfhlego37CR4koEAWiQBSIAt1TIEa+e7plr+ZWoBhQdjTQbu7a/3LtigHtL7+bV1GgsRRozxh2pwZeE14DjbBZ246uEYUh9fwxvKa4j/tq8orXPD0QxTXHF+7rfsW+vleERtSl+H7mPrthIwwHjXERRTn3196o/8y32jt2sW9vPToB8XlwRYJL2FthK2wHDblmWsOrES7GJpa70GMNzweBkwCTQWPeUuNOHtVBfYrQYKu18SpsOvDsoMGvPT2wvSsU1Mntvfe9M2HbjwWPfzO4WmAcjATLNhGs5ydgA/gdiSgQBaJAFIgCPapA8ceyRw+ag0WBBlfAwaDZHjM6VR+AeY1wMK1pSESBRlJAA9hR+Flbim3b7lf/2uyqpk0jaiZYY9leeP04Fjx/3N/XGnDN5nZYBEX2l6cHtvGxiIE80dC6T/33u1x/B7wMTgxoUDXA0jbMPHf2vK3/jrbH6exrj1HgPm2POYb3PgNmyX8X7oWi3NZLigkGtxE10iy7ncvf18JOGAIrYTQYe6H+Wu1xzNo70eH1XB3rM/a8/JcornHFG23LXbxf/+j3L4Xn4XFYB0X4d+Mc+I+wHP4YElEgCkSBKBAFelwBBxeJKBAFfqGAA0AHfQ7QF8MIqGpoJIaDg1aNRSIKNIoCmlyz0p7PGjPNYH342uyv22n03LYI9/G1nxn1y6I1jA+ChlJj6TViGrQNJ7+mgOePmV6PYTkeAY3fS2DG1iXZbc225ZkIY8H9vB4V8SpPHoYN4GdOCMyEtqEJ/gysqn3gMYoyeHyf14f19T0/s96a6iLalq94v+2j+3mM9jQfxvuW0zqphzpozotwHzP2Tn74fChMBidLToYibDcz85r2leBxd0B9eXl5oA5P8vgYOOkxCTTVTm60jfN4Q6004PvB7yjqYFnbC8s5ERbCUlDvIizbXbAJPJ7HSkSBKBAFokAU6HEFnIlORIEo8AsFHMi+CA44TwUHgQ66qxYOeAsjonloO1Cumh6pb+Mo4AS1S5ztvxo9TdZs0PwW5nw8z1tgHJjV1TBOhV1wErRAYSB9fxRohjVpng+3gedIC2iWPwpm6/1uQ5PuBJhG3u+eB15XPI/ug+lgttl9PwJmjn3U9FmWEWAdPM4c2AFOIlh+t70bLLdlvAg8lhln9/fvusbVzzXLfmY9fc/n1mU+bAbDSTrLozF1H7/Da5/Hs66dMaLW3+NOBk24pthybwWPZ93Uz2Nq9meCx/05uK9tpTZ+5nHU4DVQb3UrQpNt3f2O82E7PAoa5vrwuO6r6b8BLM95YF012B7HMtlGLeDnfq/7zQLb7QSYDa1gGf2Ot8FQYyceLIf9wOM9XXu0Xraf2XrrXuzD00QUiAJRIApEgZ5TwD9OiShQVgUcaDmgcnA5BhzQrQMHW70VDvQc9Pq9DsZ2goPFqoUD3BUwCV6Ch+EZSESBMivg3zTNlcb5AlgCGvPCNL7G84mwHFaAhnY8aHCPAz/3+YVwFmimvQ553DdAc/gubAZN6iLQsPqdXi+cADwXToNjYTJoip0gdN9nweuJ17GpsBjc1++RZXAGWGZN+hLwmrQfNMGaYcNzcSNowBfABNCIOnGxEqbB47AJrJd10cg6MTAAfg4aTMtlVnkFuI0G22uf+6iZ9XwPDhWF5pbjfLDMll8T62eW3fLuBfXxem77WFa/w/pOgV2ghpbHcGLEOvq+ZTU85k6wrtbzFvg22Cbthe25FtRwGbTAOBgElte2smxrwPeWgm1vGTTy1t33bcs3YB8Yttl8sLzW1TpZJr/HfT2G+zrJ8CQU5edpIgpEgSgQBaJAzyhwdM8cJkeJAk2jgAMuB3VOHDjwvR+qGGaZNCGams3wKiSiQNkVKAyqZu822AFmWzXPW0BjpxnUSGsw7wFNq6bRbZy00hR63jtxqLl+FjwH/Mx9DU3aRrgeNNyeH147NMYbwO/X7K0G/84+BbtB42q0gibUR81hkY3eyvM9MASegKLsvl9vBv0+6+DnE2ufWW7LZ1k9pibe7TyXLZNleww8ztPg97idRvk+0NBaZqOoc1Hfg++2/2+heSsf3wrq6HVjG1gWy2D4+ENYCwPBtvgoqJVleh5sB8um1lvAehf78/TABIT1bAWP476HCo/rce6E4ji+5zFeACdHLKPP1fIj8A4UZbQO6uPnr0MRTkrcDoVetp/6Wu834SGwLmrsBEAiCkSBKBAFokAUiAKVUsBB1Qy4Bv4QPg9HQW+G32km5svggPT3oIrRQqX/Bv4HXAVjIREFokD7CnjNcPJvAmhOvU6NA7O5hwsnEszmTgIzv4aTA8MOPOvcP+7XAqeCGeJGCOtoeQ+lkVpq+o8Br82i4T4DvganQ1fC4zk5YzbdturJsFznwCk9edAcKwpEgSgQBaJARwokI9+RMnm/qgqYXTKDYvbG82MwOIg0S1OlcPDsYNeMlEtDzU4mokAUaF8Bs7DvgUbzg9omZnF973BhNtfM9z4wW2y8DMVxDrxxmH/cz+yy+zVKBtistnXvqLxmt88CDffP4FZwVcO54MTJHWC2vCuhpq9AkZXvyr6H29Z6rIeq/a04nC75PApEgSgQBXpJgRj5XhI2h214BTTyDsTNdE0El3BWaYA2gvqaEdwMLrntjCFhs0QUqKQCTgC6XLs+unLOuG399p1Z0l7/XT7XnBYTAW0/K+PrtnVuW0Yz3PNgDqiH1yHHLK7SchJgMzgR0NXwWN5W0dNhH7BciSgQBaJAFIgCfaJAjHyfyJwvaUAFNPLeJ+lSTAeSZnGqYOTNKLqMfmqtzmb5qlBvqpmIAlGgRAp4e4KroRyneF1aDONqzzXM9RMfvExEgSgQBaJAFKiWAjHy1Wrv1LbzCpixaYWR4D2Pj0IVwqzSJBgPe8ClrL6XiAJRIAr0pQL+uNwD4GSitzj543ga+B3wDHRn1QK7JaJAFIgCUSAKNIcCMfLN0Y6pRc8roJHfDi6r18gPAQePzR5eE6aB96VugW2QiAJRIAr0tQIa+TthDTi5aAbelVLPQ0w8IiSiQBSIAlGg2gr09i+AV1vd1L6RFfD++IdAY3s2zAV/fKnZw/tS/TGpBXBPDR4SUSAKRIF+UUDzvhXMxPujmzHxiJCIAlEgCkSBKBAjnz4QBdpXwPvCzUj7I3cOHJeC/9WRv+berOGqgyUwC7ylYABY3ypMYFDNRBSIAiVUwFt7XCFlhr7tDwqWsLgpUhSIAlEgCkSBvlHAH/JKRIGyKuAPHA2H0TAGzMasg766Z9vv8b+V8peRV4E/Anc3+F6zhBoXcSZPvgxDwYkMbykYBWbEuvrfYbFLIgpEgSgQBaJAFIgCUSAKRIHeUCBGvjdUzTF7SoH+NvLWw1+r18ibkT8JdkHxHk+bIrwO+GvQV4ITFvfCHaD+1nk8TAYnVX4GTmT4/zEnokAUiAJRIApEgSgQBaJAFOgHBWLk+0H0fGWnFSiDkS9+YGkEpR4ErgxwmWcz/QjcydTnCvDeeJfT/zl8C54FzfsKOAOmg5l662+Wvq9WRvBViSgQBaJAFIgCUSAKRIEoEAUKBWLkCyXyWEYFymDk1UUz79Jys9OXgfdpbgAz9c1gZmdTj6+A9dLAm5F/AzTs/ujfZtgB6uBye039QvCH8dzGe1cTUSAKRIEoEAWiQBSIAlEgCvSRAjHyfSR0vqZbCpTFyFv4l+AYWAFmrV1e7j37Gt5GDfX1v5k7Gy6Ax+EvYC8YGnfr+DT4w38a/SkwFVxufyx4DHHJvZEl9wd1yL9RIApEgSgQBaJAFIgCUaDXFIiR7zVpc+AeUKBMRt7qvA0a21mwCtZDKzRyfJHCWxf/e6fbYTW0F5p4///mh+FR2AOT4UJYCRp8s/OuXHACIBEFokAUiAJRIApEgSgQBaJALykQI99LwuawPaJA2Yy8WXiXmk+DOaCZfQ5eg0aLoynwXLga/JX6H8CD0FFdvIVAM69Z9955Hw2vIXIc+DsCZuo9nuHEx/sHnuWfKBAFokAUiAJRIApEgSgQBXpMgRj5HpMyB+oFBcpm5DWz3g+uCXaZ/Sg4AZ6CRjOsCyjzZeD98dvhb8CJic6Ghn8d3APeQ6+RXwH+YN48cIm927hMvxl+R4BqJKJAFIgCUSAKRIEoEAWiQDkUiJEvRzukFO0rUDYjX5TSbLTZ5tNhEQwDs/UuPS97eH+/ZvtzcDk4AfEI3AJFqHtnw/3VQ8O+E54BtZkMauOEwRAofjyPp4koEAWiQBSIAlEgCkSBKBAFjkSBGPkjUS/79rYCZTXymlKN63zwfvnx4LnkD+JpbM1GFz/+xtNShAbeVQQa6yvBSQiXwntP+zbQhHe0rJ6PDhnFj+K5MkFctTAVvP3AxxPBbczM+2i7qk8y9YiQiAJRIApEgSgQBaJAFIgCXVUgRr6rimX7vlSgrEZeDTSk/kCcuLz+HLgGNMxm5l+B/gy1q4+ZvPgd+AyMhNvhn0CjvRg09Rrw3WC03f/gu4f/1/voneR4Ah6FXXAyrILz4BR4C5xAcNtEFIgCUSAKRIEoEAWiQBSIAl1UIEa+i4Jl8z5VoMxG3oyyhtUffvO5y+snwiAYDJbd5fbSX+G9/JPBSYaV4P3wrhhYAz+B+8HyarRnwEDwx/teBevU3XiHHc3uu8zeCQ21MCt/LBwPJ4Hf6XcfBRp6y5WIAlEgCkSBKBAFokAUiAJRoBMKxMh3QqRs0m8KaACHw2gYAy/COijTkmzvB38aNMdm50+HC2EcaE59r79MqhMLvwpfhhVwG/wd/BBaoTD13hKwArxNwMy8WXS17onw/vn1cDdsANvuXDBDvwRcweDEgRn6MrUrxUlEgSgQBaJAFIgCUSAKRIFyKhAjX852SakOKtAIRr5oKzPQBWahzT5Pg4Vg1lmzbKa6L8JJhEvhMjDTbmb+BXgDXPbvZEgRZt4tt8vqh4L30Ft2t30WjjQKc+6tCIU+lsVyuMTezPx8mAdO2jgx4naJKBAFokAUiAJRIApEgSgQBTpQIEa+A2HydikUaCQjr2Bmn58EM88uJdegLgfrsQ80qWbBXcLue5rcwujytMvhMTTpZrVFA24W/kz4LdCUO4HwIKwGzbLL2h8Fy1KEhnoNuP8imAQue98CZst7Kqy75VEfv88Jj8ngZMdsGAqFRpbJ+hlHotHBI+TfKBAFokAUiAJRIApEgSjQRArEyDdRYzZhVTRyZmlHQ1mX1rcn+5u8uRM0wmaeNdBXgib5VNC8arw1/hrW7oa/Qu+xlsJyMAv/G3AFeHzN8k1wJ2igfX8CeCvAXmi7QuA53rPMs0BzPRisyzNg2B49Fd4X/xo8BY9DKzh54LL7laBOH4Bmv37SgZeJKBAFokAUiAJRIApEgShQbQVi5Kvd/mWvvcaxEY28GWSXqmvmNdDWYSSYPdesDoFh4ATFeBhVe222/HgosuxmyAv8rNhHMz4TNNsaXpfPm4n3eJpvl7H73Rrwl0GzvAfmwsngNproVqgPTft2KL5nGs/9fo+zD1yG35PhRIJG3bK63L5ob/UptPC5/yvAUWBG37olokAUiAJRIApEgSgQBaJApRWIka9085e+8oWx06A2Uka+EFZD79L0B+AW2AoafE3qfLgEfhUuAE3zZNBoa+bdxjo7AeCjZt2M/gr4V/BrsBJawIz1blgL/wTfB7P9k+Bs0MT72bOgSf88aOTvgPZiHW96PLPjs8EyuK+rC3ornETYDHeDKwm8R38ZXAhngBMgmn4nJnp6QoFDJqJAFIgCUSAKRIEoEAWiQOMoECPfOG1VxZI2upG3zTSdZpI11ppnzajZZ42ymWgz4Ga8NfgDwQy0GXMNvdn6cbXHiTyauT8GNLnu9zg8DKthPbhkfhNouF0JYOb+IngONMe+7/7zwLBclsWJgPrwfScgzH5bllPB/ayDx/g5GLZPT4XHVCuX3O8F9XAVgM8t31CYCU4sjAC3szxFWXiaiAJRIApEgSgQBaJAFIgC1VDg6GpUM7WMAqVQQFMqT9aVRjOsYddcT4XRcCK4nLw+XFquufW/hdOwu1xeU91RdnoPn20ATbnZfs34/fAIfB+WwufAYzwIbeMV3vhb0Cz/LpwHx4HvbwOjt0y0EwjWUY4HtbkUzgbLYOZefQaAkyFub3SkxcFP828UiAJRIApEgSgQBaJAFGgSBZKRb5KGbNJqNENGvjNN47Lyl2EHaNA1+m1ZV3vPzzWvTggczrh6f/sgcDm9EwRm7V0ib7Zec6wx3lXDMrRnzJ042A6TYRGcBG+BqwgM26g3Q5PuZIKTB64qsCxOQC6D5bCw9toJBuuQiAJRIApEgSgQBaJAFIgCTa9AjHzTN3FDV7AqRl5Drgl1ObvGuSM04C7P10i3Z7p5+5fCbLwmeC6YkX8CnCxw0mAczAAz3Ib377tcvW1YLjPjw8Gl+lPACQKP49L3w00msMkRxzscwYkLTby3JFj3sXAyOEnhsn8z95bLPmOZiiw9TxNRIApEgSgQBaJAFIgCUaC5FIiRb672bLbaVMXI91a7eW+52Xuz10thC5hJd4m+Zt5JgStgFtxSe81Du7GRd1vhTJgPI8AJB5fwG7ZVX4R1aoV74DHQ4C+Ai+BcGAVOiFi/DyARBaJA1xVw1YvndGcmDLt+9OwRBaJAFIgCUSAKHLECMfJHLGEO0IsKxMgfubgOxM2++8v3/pieWXp/EE+za7ZdU2623ey677lEvb0ww605tk1OgnlwDLiPhr7IzPe2obc+1kFD7/f6w38+d3LiXfD3BVpgOjjZoJl3m6J8PE1EgShwGAU+zueLwFtxvE4kokAUiAJRIApEgZIpECNfsgZJcX5JgRj5X5Kj2y80vxraJTAI7gWXq2vevQacAH6mEX4cOoric4302TAZhsJWMDPe12G9/N4n4UFwtYHm/RxwBYLl0+Rr5F19oJm3TyWiQBToWAEn9v4AVsJm8Bzzdp5EFIgCUSAKRIEoUCIFYuRL1BgpyocU0HQ5qBwNZpTNwK4DDVyi8wp4b70D8ctgJGjW/bV6zb2aauT9zHga9oOfdRQO7HeBmf7F4OSAhtn3+iucXLDcmvkNsB2sg78N4KSD5fQ+eicvXodEFIgCH1ZgBW/9DswBJ8UWwVHwFDj5l4gCUSAKRIEoEAVKooD3wSWiQBRobgU0tGbWNNotYPZdM+sS++dgNXgv/Vjwv3m7Fty+o9D8/wiGgxMDZ4KTLh6rFfprGbt1ciJChoH1dIJiGowCDcmx4OeW1e2d4MjEECL0cngbhn9vonUvC92FwzuR73/hKP7opefIleDE15Pg+eLKlrNgD3jeOCn4Lmjq34NEORTw+ut11wnVnGPlaJOUIgpEgSjQ6wrEyPe6xPmCKFAKBRzk3QIO0i8E74XXyBtmr/8MPgu/DZr6Qxl5Pj4Q3+XfrfC/gsf0euJ7j4Dh4LK/BpUupb8XXH0wHmaDdf8KaEJ8/wZYA1k2jAi9HJM5vrdhHGqlRy8XIYevKeA56bk5GDTv48CVK5p2rwt3wDfAVTvL4Cr4I9gB68Ds/Dbwc68rGv5E/yrgpMwb4PXYx0QUiAJRIApUQIEY+Qo0cqoYBVDA7Nnd4OD9q+B/SaeRNSu9FzS9vueAfiE4UNfkvg8dhcvUH4Yfw3lwBpgR0ihvgEPty8e9GhpGB7TyIvijfL6nUdG8yCXgj/a1ggNgf9jL8ieOXIGTOYTaqrOrIzTx9ofXQPOnkUz0jwKFkT+Rr/d64KPXh7XgeXsPPAG+5/njaorCsDtmmAInwUtQHIuniX5UwFUVto0Tqm+C1zyv4a3wMiSiQBSIAlGgCRXIYKoJG7WJqmT/9NfHC3PpIPOb4KAy0T0FVrDbn4ED9T8HM2wacuNM+ASoucb2P4NL0DsTl7LRvwczQw/AX8ImKFtoSmbBSrgYNJl74DpwMmMzaPgT3VdgILtqKH4dFoNGcQvYp54BDb39JNG/CphJty2cyNsITspp+trr/247E5ycmQOF+edpoh8VKCZSNPJj4GywbXbA7XAzPAROoCWiQBSIAlGgyRRwBjcRBaJAdRQw6+wAbxRcBi9AYeTX81wT9r+Bpn4+mLGXw8UjbPDH8DE4B96EG0BTX6Z4h8JoKs28+zgJxsHpsAQ09avhUdgNic4p4KSbfcdJt8+DpuIVcOJNTV2G7es3wIk4t0/0vwKadm8teQm8FnQUttk28FrgeXMMaCIT5VDAiZYT4Cbw3BsLXr/nwjfgbnASzXZMRIEoEAWiQJMoECPfJA2ZakSBTirggP16uAY03LeDWWjDrI0G1tdnwQrQ8DoIPFy8yAbfAweTGmMzQ2ZdzehvhzKFZnJTjcE8LoQrYTZMgZPAa6P3Alt+jY4TABkEI0IHoTG33ZfC5eCE0U/A/tUKicZXwHNgV43Gr03z1sAJtWUwsva4ksf94LXsXUhEgSgQBaJAkyiQ5Y1N0pBNWg3NwXAYDWYZNIsuBU8mCBG6GZpSB+Onwblgdm0n+L66mqHT0B8Fmn2XbP4UOmtiPdbTsAA0yC5ddxBZZLfLlol9j7LZrx6DR8CslYb0AjgPZoDGfy9kEIwIHYQTHxeCWUDb/8fghJHmIREFokDfKeA13Albr+07wOvwcXA3eL1LRIEoEAWiQJMoECPfJA3ZpNWIke/Zhi1MtAM9zepk0LxrULfB+7XXGluN/FmgQXNZtEbW7Pzhwm3Mxp4AmvhZcCy4bNel1X53maKov5MNlttJDN9zAsO6W3Ynk9TL+qihmckMiBGhLtTlZHBC6GFwYsR+k4gCUaDvFfD65C0t/uaBJt5rm7+LUrbrL0VKRIEoEAWiQHcViJHvrnLZry8U0BxoopKR73m11Vbjfiqo8b2gCTN833vcNbN+ZnbdjHordCbM3q8GjftymAEjwGy9kwRljn0Ubj3cAxvBa6QrF1aAqxjU7VWwbp1dpcCmTR9OfrTC2tqjOiaiQBToXwW8Vjmx5vU4k4/92xb59igQBaJAjysQI9/jkuaAPahAjHwPitnmUA7w/OEql5CbbXZZuVnzwpyaWXebibAKzK66ZNr3NW2HC7cxu63hHQoL4XhwguAZKHs4mbEfLL/lFZfYTwDroqkfBtbHeiYO9gvbvTP9I3pFgSjQNwp4TS/OSf+mJqJAFIgCUaBJFIiRb5KGbNJqxMj3XsO6xNLl8itgLHgvs4bUpZiGgz/Nu6shloLhknKXaGrmOxNm+J8El3Z67/QkGATbQINc9tDMq8dGsB5mmVtgHkyHk8DbEtTKRyNG9qAO+TcKRIEoEAWiQBSIAlGgFxWIke9FcXPoI1YgRv6IJTzkAdRXY63RnglmoNdBfWjGNfhnwhK4B7q6PN5l+U/DbFgEZrLNbheZectR9nBZqpMP6uMv+7fCUFgJ54HmXjPf2d8SYNNEFIgCUSAKRIEoEAWiQBTongIx8t3TLXv1jQIx8r2rs/qaZXbJ+4XgUvsHoP5eSj83K70QzELvAJfga/o7G04G7ILBMAI8jpMHe8BJgkb5ASaNuuV1AsJfhTacCFE/f9zP5yPBTP1RoI71WvIyEQWiQBSIAlEgCkSBKBAFjlyBGPkj1zBH6D0FYuR7T1uP7DJws8wD4CpwifhW0KxqWg3f87XbDIS54C+5m5XuSvhda8Al/OeC2XlN/W5wCX+jhSsKNsHdYJbe2w7OglVwOjhRobZm6NUwEQWiQBSIAlEgCkSBKBAFekyBGPkekzIH6gUFYuR7QdR2Dnk077WAmWWzyWbdzcIXoQk3M2+W+QI4ETSvGvyumNRiUkATbHZ+AWh4fe2990XY7mWP4l54M+7+KKArFLzlwEkJ6zMSnPSYX3vu7wqoofslokAUiAJRIApEgSgQBaLAESkQI39E8mXnXlYgRr6XBa4dXp1d/j4eFsMG2AL1oWnXjK6AYeAyfA1sveHn5WHDY6wFJw+WQAs4eeBKADPYjRjeGqAOT8HjtecTeFwEc0BTb701/epcREx9oUQeo0AUiAJRIApEgSgQBbqkQIx8l+TKxn2sQIx83wiuyfS+b5e7uzR8O2isfb/ebGpENfCj4Aowi74auhMvsNNmmAZOHgwBTe4uMGz7Rgx/6d7Mu8vuNfXb4Bg4G1bCQjCctPC/rktEgSgQBaJAFIgCUSAKRIEuKxAj32XJskMfKhAj3/tiF4ZZkz4WXA7u/d6Fqfb9InzuD9Rp5M8DzWgrdHWJPbscMLFOFgyFMTAVXGbvhEJ3jsdupQl/X8DVCjvB3wRwMsSsvHV19YH1HAzeyuA1WPNfrzMvE1EgCkSBKBAFokAUiAJRoGMFYuQ71iaf9L8CMfJ92wYud3eZ+EwYDffDG1CEhtQsstuYZdb4a8A3gOa7O+G+Gt6zwEmEEWC23gkDo5hoOPiq8f51VYNZ+bvB1Qvq5JJ7f2vAOmvuNf17QV0TUSAKRIEoEAWiQBSIAlHgsArEyB9WomzQjwpUzcj7X5iZ7TZba+a2Ht8zk2v2trcMn8vmXRa+AqbAw1D/I3S8PBCaeQ3+ghobedSMW7auhvu8Aj4Ogvngr+L743H+cFzxY3qNauid/LC9zNJ7H70aWzfrrMm3XafDKWDbm5l3m6LePK1MOKlR0Lbv+wOLA0DNElGg2RTwmjesRn3fr3/uNcHrSCIKRIEoEAWiwAEFzMAlokAU6FsFjuLrRHMqA0GjMh5Gg+avrZFz0k0Toxk0Y+1jYeiL7dvuwyZdCs35avD4k+FU8Hu2QH2YQb4HzgO3WQZu9wh0Z4m4kwd/Dx73f4GV4KSFrzeDYR0bPWyvrTVc0eAKhIthBQyC7XADqGMrOGi3fxxpu3KI0oT1qe//FszX42rY7vb1+vZ2H7Wz/zux5O0XRd9Xm6L/1+/D24koUDoF7OvFOWDh7OtOXjmJNwLs/0Xf5umBcHu3ex52gROBXhvs70Xfb6ZrBNVKRIEoEAWiQGcUiJHvjErZJgr0rAJTONxk8HEqTAQHcQ7QvKf6FdC0OOhzoOZAzmzkSDB76z3sraAp3AHusx0c5B1pOCB0Sb1G82zQ3Lc18rx14B76G3m0bBeA2aS10B0jz24H4l7+dYD6WVgBHut68H3D71KPZgjbcBO8Buo9uYbGXnaD9XZVhAP4ZoljqcgsmAn+NkILeA74t8j+3wpO7HwUinifJ2YmJ8Fg0OjY3zfXHj0PfO1KkUQUKLMC9nmv+yeD1/LZ4LXT667n/F7wuudrr3c+ei3W7I8Gz4NnYAc4qeWj/d9zIREFokAUiAIVU8DBUyIKRIHeVcBBmEbdQZhmfHwd43g+HAbA66CZ0dzVG3kNveeqS+/dzuP4+njweGbDNUPPgdn0F2uPHqOr4Xc9AGaGvgAe70egoW8bj/KG26+CObAAVkN72/L2YeMltvgJOGBVs9Ph56CR3QYauGYK29tJEnESZAmYmXeg76P1tY39fA/YL7qrLbv2S1h+23JIDfu6fXUSaMo1NmPBfu8Elpq4EqP+b9P7vNbU+OjKFfu/EwJqNBI8hzRFngd7wf7vMZwUSkSB/lTAa7ZG3X7v3wD7enF98xyYBvZt+64/MOo53p6R93xwP4/lc4/rsSbAZPA4Gvt94Hlk/09EgSgQBaJAkyvgH5BEFCirAvZPB+inwkLYAN8EsxSNEmYWL4dPwPlgndaDpltzpkE1m6JZM6No3Qranp8eayA4KJwIGj4fze5opGeCWd6b4duwDjTC3YnF7PRXsAv+E6i9JqttaKT+NSwAB5HfAb//SMJBqu39++Dg9U74FjwChrp0t14HDlDCf4q21aCOh7mwEuz/78CjcB2sBQf8jRL2o4thFVgvTcozYH83kyitoPl4GzTf9v/6vm9bO2E0ANRnCKiP2oyClhp+1gr/DLfBdkhEgf5SwOvYPPD6fzZMhd3g9d7JSa+t9tFW8PX7YN+vv7b53HPB64PnwHHgdV/j7vFkEnid9Pp8O9wI9n+vG4koEAWiQBRoYgX845CIAmVVwAGMptVByhh4EY7EnLJ7n8UwvmkZfAoWgdlDs9trQENqPZ6sPWqS/Uwjr0nT0DgI87EeP3Ow5rYaH7M3PvpabXz0cweQDvAmgBpqsDVQXY1T2MGBo5MHz4Hf0TYsn+W2nVbBfrBuvt/dsKxmqBy4mn3VtGnSzDK9BB+AYd2aJRywO5BXN9vRzLt9wDZXj+PBSRvNq5Mnbu82hRY8LVVoLpy4ugI0M/aLrWDfeByeAPu/fV9Tb1+2Pta/bd8vXvu522l67NM+t08W2Dfcdhz4/Z5zng9+dyIK9JUCXn8Xw8fgQjgZ7IP29cfAyTifrwfPge1g3y6u/Z4DBUXf9zOvs/Z5+7n939UnPvd64fXZ147pzNR77fa5fx+cHEtEgSgQBaJAFIgCUaBPFdCozYBr4A/h86C5K3sMpoCamL8DB1e3we/AZOjtMPPz/4CDxYfhP4CDyq6GWc+r4M/B8jsoPVT4uQPT78KVMAJ6Ii7lIPfAA/BHMBOqFE6inAr/M9wMD8EP4TfBwbpZaqMskxqWZwx8CcwOPgXXw+UwHHozhnLwi+DHYP//EXwaNFaNcN2gmIkmUGApdfBatQl2wR/DCujtcKLv38B1sA3+BM4AJ7QSUSAKRIEo0IQKOGObiAJlVUBz4uB/NGgOXoR18HMoa2jgvwBXgwbip6ChuAt2Qm+X/VW+Yw9sBjMxmsAFMAnU7xXoTLjvszAFNEc7QFPm++3VwWyyOPGyDJ6A3XCkYXmfgZPBCYmTwGyVA+QqxAdU8nWwTdV/O7wDc+EsKDTZz3PpzzATfjH8LmggXobr4FuwBswe9mbYL+z/m8AM5QhQo1Wgjn6/Wc1EFOgNBaZy0K+AE89ebx+Fb4N/A54Ez9veDM9/r/Fed71uToPlMBK8NvfE9ZjDJKJAFIgCUaAsCsTIl6UlUo72FGgUIz+Awo+ChWAGWSM7BBzI/R3cA5qan0Nvh4NFTd86eAs04jIBflZDU+N2vu4oLKvbWK/TQQO0DzRI7S3VfIP3/V4nDs6ETbAdNFdHEn6vx9LAT4cWOBFaobOTEmza0PEepd8LW2EL2C5m3ybBWDgOvJYfDUUfc+DeV3EMX2R5zoVVYP+3r9wE3wFXatiOfRH2+V1g3zMTOQfmgrqI2rlNX+rD1yWaVAHPueEwFez/nwSNs9csTfwPwYlI+11vh/3biSyvEV6LPSft/8eD56h/T+33lsW/AYkoEAWiQBRocAUc/CWiQFkVKKuRt1z1MZkX/xr+D9BU3Qt/BdeBgziNWH+Eg7kHQfPtYPNqWAlGZ7PzTlJY3xYYB4/AfmgbDgw11sfWmMSjS53NxPbEoHEbx3kaFsFpYLb1NVBfwzJWIexLtudD8DCYZWuBC+E80FDYPk4cvQt9ERqYr8DHQMPwN/B1uAdeAg1GX4cTBxoa++tWOAMugFngpJPvJaLAkSqgWbbf/xvwPNgA/wx/CxuhPyaMPN+8NnrtdTLZa7KTsZ+CwbALnBgsoirXzqK+eYwCUSAKNI0CMfJN05RNWREHGBrQ0TAGNJ/roD+MAV/7oTAbeiZcDvNBk3U33AIPgtmRnjCxHKZb4Xe/Dpo6n5uhNLOtnhrho8DMqRnKjuJtPnBQuAw0QRojB4Lthe2igfoZnA1+zxOgmTvS0JS+AA5KrcMp4KSJx3ZQWujc7INSNbafqfPzYPtpFtTcz9RkFLSAbawevZGBHshxp8FV4ASCkzz2i7vgJtDQ+L2Wqa/bxO/ze+27z4H9375umb2eeN56PbF8TnoUfYeniSjQKQW8Bp0OF8FScCz1FNwKTuQ+C/3Zr/xur/2Ww+vD0TAUhoHnqtdR+7/Xj0QUiAJRIAo0qAIx8g3acBUptgPyshp5M4+XwafhEtgC/xV+DE9Dfw7i+PpfCjOQlskMrsZFk70MXKq+A1qho3AZplnf5TAHtoPGSHPfXjh58Qpo7iaBZtNtNdtHGg5IHwcHn2a/LL/9wzo4yVPFUFtNs+ZhM2hWbatzYB78HNTLNtHs90RoCmzbK+Hfw8lwJ/x3uAH8rjKFGjkB9STYXy6Ej4HngkZHfXpKGw6VqIACS6jj74Hnmdelr8PfwBqwv5Ul7NdOsK0Drw+ngH3fiSzL7d+F9yARBaJAFIgCDahAjHwDNlqFilxWI69xOQuuADMzP4TrwOyzRraM4YBO46Lh3QIaPOvh+w7k9oDvdRRuOwhGggPAtdBRvMsHXlvcfjm8BRqpngoHyk4QDIPFcCKYfXXAWtVw4sj2dYXCNmiFN2EynA6LQL2c1OnIaHi+DYBpcDbYH16GtnEcb/wunAv3wY/hNtgE9qeyhoZdfay/5TwVNDQPgP0nEQUOp4DnyMU1JvD4GHwTHgL71qGuoXzcb+GErP3eiStXqWjoR8MOeAVi5hEhEQWiQBRoNAVi5ButxapVXgdNw8EBhwNuTeg66O/B0pmU4QoYB+vhT+EpaAQzoJkxC+OgTlM+BZyMMKuryesoNOeG5s3rhhng4j2e/lJoKp0YOAE+Dhr51eBSz55oO4+n3v6I0xyYBJr57bAXqhpOsFj/zaA+6t0CM2uPtocG1vPKbQ1f17eJS9A1uPZvjYnHqg+N/lz4bfB4/zdcD5qD4tg8LV1YZ8vn7Rn2f8+Di2AiPApODNlvE1HgUAqM4sMvwkLwmvl9cBLrUNdOPi5FaOZ3gn+z5kMLeC13AnA3JKJAFIgCUaDBFIiRb7AGq1hxHXyXzcibjbwGLoPr4NugadUkNFJo0l6ES+AUcFDqex2Zc7fV/F0FJ4ITKk4GdJTJcWDr9oNhCLSAg8iXoadiFwfaBPNgEdhX/F7fN+w/VQ3bRVP/OHhLxQ7QhFwAq2AOOCHiNvUTUPZjM/Jup4l/EupjOS8+Ay6vvw9ugjehkcL6moW0HzsZ5GSW/X4LJKJARwp4fTkdPg2eJ38Cj0ExKcbThggnrJx4s+9/Djwf7oREFIgCUSAKNJgCMfIN1mAVK27ZjLyGdCWcDcfCd0CT1GgmniIfGHy+yqOmbSRouB3QbYOOQnN4GpwA1rmYDOBpu6HBMws0FRwAmzE3G9pTelleM0mWZxjMACdaXgDrVvUMq+bUrLwTTRpXdR8ImnB1Ggpja4/+LbC9NCWT4DJYA0+A4edu+3E4B+6FG8D+Up/R52VDhBM+9p9B4DltP7WuvpeIAu0psII37f9eb7zu/wA8vxotvA48D05k2ff9O+uEntdzrxmJKBAFokAUaBAFYuQbpKEqWkwHGGZBRsMYeBHWQX8Zh9l899dAM/RTuB80SI0a6vgseB34NDjA06B1lGXXALrNEFgKZtg3QEehOdoFLu3W/L0GDhjNymsYeyKsgwZM874cZoETE36vg9XEQQU0HC63vwdsMyc5zgIH8othANiX1XEauOz88Ro8/Mp4uBzOAyex/hrs//11LvLVRxxOAjmhcSl4Tttf1MAJjUQUqFfA8+NL8CnQwP8zmNX2etiI4XnrNdh6TQKv50/DM5CIAlEgCkSBBlHAAXwiCpRVgbIY+aMQaDKsgnNhNTiQ08g2ctbXQaimWoN+CvhaE+N7b0HbsK4OXsfBJeAkwFowi9ORoXOw6HVGozQPNIQPghnRngq/20kCTdhg8P5Vs2bWoX5gan+qetiG+0C9NLKiyXeibAHMgvmgfn5mls7Jl9Pg34KTPNfD3eB+RiPrqh72zQmwCDaB53UiChQKjOLJVaDZ9br1bXgYvLY1cliXPaCRXwZeP72+e33o6HrOR4koEAWiQBQoiwIx8mVpiZSjPQXKYuRPpHAfgzPAwdtNoJHRBDR6OGB7GzQzw2A6aODqDTAvD4Tbao6HwgpwIKjpd6WE2feOwm3ELO9MeAicBOjJbJZ1WA8DQEPq4PQk2A4a0cQvFLDfqommdQ04gHeCZT7MhtHghI5/H2xrt1fTq+EB+Eswc9+T7cfh+iXsz/Z3J7IuBjXZAB2tSuGjRMUUcILni+CE5Y1wF2h2Gzn82+p57bV7CMypPTqpa2be62kiCkSBKBAFStc1eBkAAEAASURBVK5AjHzJG6jixSuLkTcD/dswEv4a7oMiG8nThg8HbRprTdxlYFZGA6zJ0by3jWN441jQ8KmNZvBV6CgcADvwdaLgBNA0agK3QE+HZdeMOWGwGPxO61FkWe1TiV8o8D5PHcw/Cg/Da2A/17yo4RSYDrazkzEaGft/M5h4qnHAzDipYb90NYd1t8/EzCNCxcPxkROCK+E8uAf+FpzEaqbwb5nnvfWcAXeD14REFIgCUSAKlFyBGPmSN1DFi1cGI6+JcRB3OuyCv4c90EyhWddojwLrexx4bdgB7WVmCmN+Gp/PA02g2x4qPI77HQ/Laxs+xmN7x6993K0HTbtl0ZRZn2ngdzpR4WC1GVZRUI0eiwEcyRUng2AoqJlG1teGkzaamTfhOrgXzOA3U9j/NTP2Rfv0RFgLzWbYqFKiCwqcxLZXw1JwotJJLPuF4d+mZgmvi3IGOMnqZKj1bbbznColokAUiALNpUCMfHO1Z7PVxsHScBgNY8AswTpw4N1X8Tm+6AuwGW6GJ8AsZjOGg7fnYRVoaO6D9jIz7/C+kxoO/MzcbgNNj2boUG2zm8+95lwOhbn2OzWJPRn2G/uJtwecA3PATKsTMM02CUOVjihOZm/b8dfgGvD1y+DtD1vBtvH8c7ntn4ATIs0YGhn7sVqYlbQ/7wez9YlqKjCJav8HGAH/FR4GJwqbMayXE7hO4C0G/8Y9AokoEAWiQBQosQIx8iVunBTtQNZjODr0h5E/qva9V/E4G74Dt0AzZyk0LjIXHLyamSmyNTz9UIzhHdvHjK6Z7vVwKCPPxwcGiG5vm54KZs9boafjZxzQsmtEHZwugOPhDdDMF+Vspswa1epyuGLhXLD9NsCj8ACYeXR1xjzw/Z+CnzVzuGJkCJwAmjjNzZOQqJ4CU6jymeC1fyN8C16AZg3P/5fAv3sXgn3/wdojD4koEAWiQBQoowIx8mVslZSpUKA/M/LDKIRGcwlo+v4WzFA2e2jkR4FmZjC8DWZj2wsHf2IWU5N8D7wDhwo/3wUayI/BFngCemOVg9+1Doyl0AIaNTOvZp0TBw3rLIRw0P5D0Ky7kkF9rgTNzNfhRtDoFhMgPG268HpjBt6/i9bdvu8ERqJ6Cng71XJwBYrXNc8LJwebOfZROQ38JeD1eBP43uGu6WySiAJRIApEgf5QwAFLIgqUVYH+NPL+uNdZYDZ3O9wPr0IVYiiV1MQXP3C2uoNKm6HS7Gh63EdD/gocypRr/DVLLuN0skRj7aO3LvTWgNFyevwWcGLG77TcO8Gwn1U1XKHgBNUWqO/fTuRcAWYm/wk2QjObeKp3IDQuJ8Fn4HW4HTQ3iWopoImfD65GWQPeFlSF/u912XP+qBrP8ZhJT0RIRIEoEAXKqIAX60QUiAIfVkCzNxscxD8BGp4qhKbWiQuz5pNhEhwqWvlQI+h+Z4D7HC7MbD0G14Mm/lJw8Nhb4cTBrXAbWC+z85eDmegBUIUBOtX8UNhmmndXXListtDhRJ6rzUBwIO/kTJXiRSorR4P930mNRLUUGE91bXsz8q7gqUo4merfOye0/PvnrVOJKBAFokAUKKkCMfIlbZgUq98V0MifAmaXzUZWxchr5raDA9h5oAaHCjPsN4EaXQBmsToTrWzkcm3vY58Jp0NvmnkO/yv/DP8Z3oTz4SuwAIrQ2FYpbOv2YhRv2h5+7q0J6lWlcPLuQdDMz4GRkKiOAsdSVW/9Ea+D9oNmX1ZPFQ+EfX8TaOSdzBgEiSgQBaJAFCipAjHyJW2YFKvfFdDIt4D3BbvsuGpmxsHrC6C5dYl9R2EG5y5YDw58NT4uy+9MOEi+A/xBMTPkZuZ785r0Nsc32/Qt8DuXwidqj0fzWBjbqhl6qv5LYftNBfV6CqoyiUVVD4T1dpWJpmYydLY/s2miwRXQxNv3Ne474FWoUniue230uu6krCumElEgCkSBKFBSBXpz0FzSKqdYUeCwCnheeM/38eDApmpGhiofyJSv5tHMjJl5s7TthRn550DD5+qFFjgNOmN+3PcncB2cCmb0R0Nvhm35D/AdsLzL4VfBSYgiCkNfvG7GRycrPgrt/Q0wCzcJ1GojVG0Sy8k7b8HQzEyEzvRlNks0kAL2e/E8qA+XkjsZ+Qo8CFW79juBYd09583Ix8gjQiIKRIEoUFYF2hvElbWsKVcU6AsFzMi43HoM+ANpmtQqhiZGM+PAzuX1I+BQYXb9ZvCe8ytgJHQm3O8RuB0cVP86OJDu7XCQ/ofgaotz4TdrjzxUIrwPfhnMaqe2rkbxHHCiw+zcfqhSaGI2gOeAE0yau0TzKOAPus2AKeB54GqcInytgX0PdoKrM6oYu6n04+C1YDoMhEQUiAJRIAqUTIEY+ZI1SIrT7wo4YNFImolwMP88VDHMSm4DB7Sz4XBGXp1uADNYZ0ALdDZa2fBa2AOXwGLo7WvTy3zHjXAbWPal4ASEA3wz1c0eGpazYRG48qQ+nIRxRYqG1oksV05UKTTwreBqFLU4XN9nk0QDKXAMZZ0MTlYtBPt6EV73TwEnML3+eXtFFcNr4hPg6px5cBwkokAUiAJRoGQK9PZguWTVTXGiwGEVMKNsRsbB3iZ4AaoYDmBdLq+Zc2JDQ3OoeJUP74ZnYQy4jzp2xhT7XbeC2d8JsAQcZPfF4PF7fM9/Ak3bKvgqaOqLaLv0tni/0R8175r4M+EUsL8bZt9sPw38S1DVMBP7IrgawYz8OKjP3PIy0aAKeE3ydglXpHwOpkARo3lyRu3FBh7fKD6o2KPXw2fA64TX5GTkESERBaJAFCibAp0ZZJetzClPdRTQRDmIdnCluXBgvQ568x7mkzj+peC5cTtshioO5szCvg4t4I8e3Qsa+0OF7VK0lxMiHmP9oXao+8wVAGbBzI6NBdvbfV+D3gxXHOwGy+7EgabWRycm7G+WqRnD+pptKzKQ6vwyqLsD9xPgAThcm7NJ04bm3cxtK+wEJzZ689rD4RN9oMA7fIfn/Sgobi3xvnDbdyJcCPb9m8FJxiqGBt6/hV4fvI6bna/i30GqnYgCUSAKlFeBGPnytk1KdvCe6cIYajD6wsibqbkSzER/F16AKoaGRQ2cRPE+4cegMHWu5HGSpZ7C4Gjgfe7yeAeB94OD4fb2Kfbn4wPhdup9HiwHB9NbwX2NQx2jOFZXH4tyO0H0NqyEGeBy6h1gnzN647u7Wtae2t46vw9OUk2FX4P9YBb+xBo8/MpaUIOqhn1ANHh7wckdJ5yaqS/0VJ9qpOM4OWebeq2aBpp5r3OrwfY+De4Gr3lVDTPwTmiOBPWKkUeERBSIAlGgbApkqWDZWiTlKYMCDtQ1OvvKUJh+LoPZGAe8LsF24s9rhvq0jcIQm8lx8NcCLq3/TXgW3MdtHPC3Fw4W3WYIuJ3P3Xch7ADL4eCyN8Lv1qC5EmAXmJW/BFwd4ADWjL3ffyw0SxTt5WTLTjgdJoJt5WfiOVDlsP62u5l5TY39ojDyPE00qALF+a55tz1dmXIG/A54znudM2tf5fD8V6fiOlFlLVL3KBAFokBpFYiRL23TpGD9qICDFwfwUvXQeHud0JTXZ9bb6lIYdLP4DoTNbmvoL4VW2AOGBr29cH+Nk4NHjaXfeQ5onu4CM8Yd7ctHPRIut90IfvcCuKD2aGbOzHxh4oq68lZDhuWv7+NreH0uOGnyENhW6l31UCf7gpNTGnmXYsfYIEKDR3H+eq1yFcoEmAqXgNcYTXzV21mN1KLQiqeJKBAFokAUKJsCDlISUSAKRIGOFHAgp8HeDg+D2flDGWrNrqbnGJgNLlV1wKxB9FiHyqoXg2eXuTuwbgGPpancAq+BxzjU9/Nxt6PIQD3NER6Fa8Bs7Fiw/o+A9TczX5SVpw0Zlt929W+AEy5za49O1lQ9G4kEB8K+pk6vwgvgcuxiMoeniQZWwLZ9HWxf+/9wcOLW65bvSSIKRIEoEAWiQKkViJEvdfOkcP2kgIM8s8pilrbK4YDWAe5O8B5Sjbi6dBRuq9ndDS/D50Hja5ZXI+7x1PdQoZF8BsaDkwHzYAeYGfe7e/u6pVnbAD6eAZNrPM2j73u/tBMMTig04oC/aAPbyd8/mA+2j5Ml6mz7nAhVD3VyssN+uwu2wRtwqP7Px4kSK2Df9hrldX0UeH2xPVvBlSkTYDEcasKRj5s+7PvFxGbTVzYVjAJRIAo0qgK9PSBuVF1S7mor4ADGc+MkcIl4lcNBrnq4BFUzYzgY7igKY+sSdQfMnwZ11MxrhDVFxuGO4feZif8sfBnWgvdv10+sHOoYbNrtKIyu3+k98n8AZqzN4D0FTjIYvfX9B4/eO/8W7aNRGQcz4CL4e/gB2FazYCZU/e+DfV8NNO/2va215zw0ZNtb7sQvJt8mIsaZcAw4SfmXcBb43glQ5fDa5kRlI17jqtxuqXsUiAIVU6DqA7WKNXeq2wkFNJ+vgNnK+aCZc1lt1UITMxQmwWCoX85emEHePmTs4dM7wMzXBeDrwsgf7hhm5c1+3w9myMyUXQ0/gc4eg027HUX51nCEP4HLYAk4uXA8PADFNjxtuLBNrwHb5h/hJtgG6uxqAw2+t0NUOdRmEdjfNPPvQhGN3PZFHar6OJCKzwTbdhDcAzeDbWx47R8BfubkXRXb2hU5Y2saeGtJIgpEgSgQBUqoQP3gvITFS5GiQJ8rYMb3GdDQLwSXd1cxNHOngPV3eXF3BrNOiFwPGqHzYDp0JVwJoJG+FsyQmd23TH0Z1uGH4EDfQf3ZoAHWCDRyaOQ1Mk6YfB28//9NcNCukdHIa2SrHNbf1QkaP/tBd84BdkuUTAENuitsRoLXeiflnMQyTG44WTcEpoLXwSrGUCo9Day/1wWvxYkoEAWiQBQomQIx8iVrkBSn3xUw6+aycA2NZuZkqGK4FF4T40DuSXgRuhpqeAfsBCcEvB91DDhY7mw8y4YaeVdFOPheCpOgr69dt/Cd/xEsz0r4MpwDRTTaElSzj/7mwKOwCwqT+jzPbbfRMByqGvZ/zZztugdsdye0Eo2vgJO09nH7/4/B/l/EyzxZBwPB65UTiFWMEVTa678T216/61ej8DIRBaJAFIgCZVCgrwfDZahzyhAFDqWAAxbvgzYD50CuqkZeA38KHA8boKtGvjC2DgS3QCuY4TkDHCR3NjRPO0DD6XG8h/USOAb6MlxVcB+Ymd8MZrMvB2+/sD6FEeZpQ4RZR+uzGtoO0vfyntj2GvqPQpXCvtUCmrjd8AIkmkcBV6Fsh7WgaffcLsLnW8HJxsnghE4Vw9UoXtv2gRq9BYkoEAWiQBQomQIx8iVrkBSn3xXQ1GjUzNjMgCob+ZnUXzPnCoWXoCtRb2ydCDCrPhYuhBOhq3ErO/wDzINPgcti+zqs09fhT8B+sgp+C+ZCo4UZ+QfBtm0b9v0nQDNj3QZBlcI+Pxs0cZoYJzUSzaOApvRpcDm9E1r1Ky18bQba20smQlWNvNdX//553XcC1etdIgpEgSgQBUqmQIx8yRokxSmFAho2zcyb4KBeqhZmIyfBR0Az09WMPLv8Szgxcht4vdGITwFNYlfC5a8Pw2Pg/ZofB81WX4b9wu9Wj/8BZvSWgRMLZ0H99VTdyhzWxSXG1qdtFGbGPjALqtb/XWExAczM2+/MSiaaSwH7vXge1MfLvHDicSh4bnsOVCm8hll3z3n7vnokokAUiAJRoKQK1A88S1rEFCsK9IsCGvlWMCNjZqJqZmZYre7+wJvLi48k3mZn77N/FtTzNJgKXY0d7HAtmE27HM6B/ojX+NLvwHVgZvtMuBqmQxFtDULxfiM8Wr+tYFt5e0XVzIz1tn/6qA7eZpOohgJeq2xzx0aTYAhUKTzXnWx1EstVOVmNggiJKBAFokBZFfhoWQuWckUBFDCrORxGgz+S9iKYDe0Lk2RWYiK4xNLzZCdoaps91HwKOJibAGad74IjDY87GBwganhd3roGuhIfsPHzcBJo5H29HcyY1i+P5WWfhGXZCNNgCTj54f23O8CwzmWOjsr3HoXW0CwFjfxPwbpWJbzWfA1ckfMNeAbaW7nA24kmVMBryQLwb8B6eA48H/ri7w5f06/hxIWri06GF+BR2AOJKBAFokAUKKECyciXsFFSpFIo8CqlcInlceCgripZSQerLeAkhgZGeiru50CPgEb+VBgEXQ2XejoB4ISOEzyfBCcc+iPM1N4Jt8I2WAxOMMyFgVD2gb/l06zMhBFQhBNWT4H3xaqx21QpvD9YPTR0Tso4sZFoPgVOpEqTwNUXY9tUr5XXtr3vO7FZlXAVin/vnHT1GuD1NhEFokAUiAIlVSBGvqQNk2L1uwIaeQcyR8MsqIqRN0vbAhp5V0D0VCbWjKZm9zFwhYOD53lgdr2rsYUd/hxc1v5F8Dj9Gd/ky/8LvAXnwZfAiYpGiBkU8rNwOjh4L8JstCsdjHGgmW/2vxf2/fEwGV4CM7Ex8YjQpGG/vgCuhvOh/hpfXPuK/mDfqEKowSKIka9Ca6eOUSAKNLwCDqgTUaCsCjh4Gg5mBft6ab1LpDUzGjKXF5uZ1tSarWzmMLv9aZgGt8JDUBg6nh5xeM0xw+VvDgwCdXXQ3JV4m41fBrNlLWDm2PbaDU4Y9HX4nU78WC6zfMUKDicaNINFmcpoBjTomhXbZD7Y/g7mpQUc0HsOWvYnoZljAJX7FDgZ43Lie6HZ60wVKxtei7zVZzLMBc/bFvCccLWKrABfrwXP8WYOz337/nLYCN+HZq8zVUxEgSgQBRpXgRj5xm27KpRc89BfRt5BnKbdwc0k0NBYns3wPjRjmKE6Ay4G63sn7ATrqxlVkyMNNdTwOjFjFnhTDR66FBp3y3UUaEA93mPQXxMtTiasA8tkvSaD98xvB7O7ZQ3L+x5oZM6EiWCfV08nW/wbYX2OhfvgLWjWGE/FvgrzQBOjkX8FEs2pgBNtTiJ6K8UcWAWnwiBwEtfrnRl7/wY54aip7clJTQ5XmnBC4xOgBl4P7oK7IREFokAUiAIlViBGvsSNk6IdMM79ZeQL+R287QczFQ74NDO+bsbQwGtkHMTuhYvgbLDeDnpdkXCkoQHfDdPhQtgBTo5o7rs6UVC0jYPPqbAJNM0eq7/iZb7Y+miGl4LZPE1+K5QxbI/iR61W89x7+2eD/X0mOBmhobcOTsK8Bs1obqdQL03bArCffwPMSiaaWwH79U5YA+vB65z9fjksgi2geT8D7PdroRnDCbzfAev+p3AzNOvfOaqWiAJRIAo0hwIx8s3Rjs1aC43DcBgNY8DsyTroquFjl25HYRbP4QgaWgf5Duj6K/PLV/d4eB3QeF4EDljvBE2d5lgjdxwMrj0/hkez8+9AV9vB9jTM+JwMmiaP48SB5t5BdVfC49g+Gk/7iMvBPdZW6K8wY70NzOqNg8lwIhQZPbUrW6ibBn4IzIBZ4ESL7Wt/17yo60LQyHsONlMcRWXOh4+DE1h3wF1g/0o0twJek7z+ueJkBPh3xpUZ88Dz4h/BvztO8niteRq89pfxPKZY3YoW9nLizmu/k3p/Bs9CIgpEgSgQBUquQIx8yRuo4sVzkNXfRt4meB8c6A2FZaCZMXvTLOEEhSZG06kJ/h5cD7eCplSTfAV8AiaBxmcPHMlkxtHs72BYw6jhfRD2Q1fDYzj41Ih+FnxtuX3sz3DAbzbPrLwTFmqsSdTQG/btMoTluhC+Bl8CJ3Q08Lbv46Cp/QZ4DvwmvAFrQGPf3xpThCMOJ6amwafhEvgnsL7WL9H8Ctj/bfcvwpfB69E22Acb4a9gNzi55coU/w7shO5cq9itlGH9Pfc9r78L1rurk6rskogCUSAKRIG+ViBGvq8Vz/d1RYEyGXmz8GZWz65VwIyFhl6D08hxHIX3HujPw9twLWjgNDIOVjWfZpmtq2jiNXuLQOPvwNbt3LcroSH0eOo5Ax6BwuTytNOhmXQ5/QDQMFs+s/y+159mzH7hMntNsZm9+bVHDYIZvg/A6A9DP4zvtTwXgIP408AyalBuB/v6eLBNnNDZCupqe2tmToLtUJiZ/qgDX98jMZGj2Pc1atbpW9AKRiPX62AN8m97Cri6aCHY96+CueBYyMk3+7oTlF73NLR3gxOFXmdmwmLYAvYVz+1GDiex7Pfq4DX4u3AdeL1PRIEoEAWiQAMoECPfAI1U4SI6kB4Oo8EljxqgddDXAyi/T3PzHpwKlsVyaXw0jI0aZsUd0J4P58Bq+Huoz7RrhjfDXaCxc/CnBpeBmUwnAtze7dTHAW9nDJDb7oFzwQGyWrp0VZ27Gn6n36/ZtG00pjugFfozNPNrwUmLs2AK2G80Afblvgy1sR/bXpoR2+8LsAjMvt0O/wDXgtteCvfCbWC4je3lwN82s6+ocaPHMirwNbCtfgxeX+yHieZSwGvSQBgGTmJdCZ+AlbAP7Of/H3it83r0HDwBTth6fdPULwEnvzwPPH+9VnntadRooeCfAW8jsC43wzZIRIEoEAWiQIMoECPfIA1V0WI6+NL49LeRL+Q3U2GW9RTQzDwFZnEadTB3LGX/d2Bdfgo3gvXpKDSkDmA3wCNg1moCaAodENtOGvTnQdPYmbB9NZceRzPl4Lk78TY7WTYnF1aBA/FW0OB3tixs2ivhILkVToalMATUqRX6KpzcuAa+CufBYFgN18GP4GHYAR9AC9gnHoWiPez76jsZNPNu53sanUaNZRTcek6E8TAbbBsnLXZCojkU+AjVOBU+CV8Br1dOVtn/vwXXw0OgQff64eca+rvgVfhZDfcpjjWK5w/CO9CIYV3OgN+GobALXJlg/beDkxeJKBAFokAUKLkCMfIlb6CKF89Bk0avLEbeQZsDnlNAQ/YKONDT4GhsGik0z5q7T4OZqr8AzZwmpqPQEL8GO2ANONjT+EyHMeAxT6jhMR0Aa1h9bC9s37fB69DK2gZmgQ9VhtpmH3rwO5xYcIA9B/x+w0Gp39Gf4fdvAbWZDC1wEmgW7UO9MdFwNMd1gK4eC+AcOAvsu/bj9aCBuRWcvLEfF33Y9jRLp5HfAEW4nwZgEMwEj+9xnOBptFAXJzbsKxvhTTBba3+2nfaDfb07fZHdEv2sgP3ftpwEi8C+vwRmgPEI3ATXQivY1obnx7ng5/dD/bXL1Vdu57nkpJznhu85AdlI4fV2ISyH+bAZvPb73Pp7vXoPPCfS/xEhEQWiQBQoqwIx8mVtmZRLBTR6ZTLylslBm4NEcYA4Fh4ABz2NFA7iPg9mVW+Dm0Ez15VwELsWHBCvA42QS08/DZrBY+A52AcdhSsc1PQqOBaegiMxUPvZ33JZDtvHuvm6DLGNQmwEB9GnwUhQGw29YX/vqXBi5UL4GnwOnEDw+81A/gPcCDvA9q+fSLBfa35Gw2PQCvXhPvJJmAtPwvPgwN/4yMGHUv9rPz0T7P/HwX+Df4R7YAKcA0vBv49mbRONp8DJFPky+E34CkwGjbd9/y/Btm6Ftibcfj8RNLbboT7e5oXXM89bJwnsK15vPB8aKZxE/D3w+ngdfAPuAK8F1umzMBWehRehkc5tipuIAlEgClRHAQcqiShQVgU0BcPBwZXGxEHFOqg3Hrzs8zATvR9awIHPUNAAvQYO9soa6ml5l8MVoKEcAK1wN7Qd1PLWIeMDPnUCw6zyC+CA7x1QA7/LwfRsmAyadAeK7U14mPXSFB4P6qgx9HjdCY2x7TAPnGSxbE5Q7IX+DvWxXtbxRJgD1tkyFhMaPO22GR7Bvupo+54Pp4KDds3Hw6B5eQC2gG1ke7c9l2y3Y8B+oX6za4+jePQcnARm7dTX7/N9z1HrZh3sE2UN+6Bl/zhcApb1XrgBbAONi+/5d9G+Ow6srzr5eVfPD3ZJ9KECTtDY553Es33tu7a57Vr0//t4vhu8DrXXnl6LvLZ73ri/tIDm3b4+EzzHNPti3/d88Xxyv7bnE2+VJiy/E1ifhCXwPHwbHgH18NrpeXw8DAb7/gnwBpTh+kkxElEgCkSBKFCvQIx8vRp5XjYFNBUOlEZDmYy8A5tdoCFzMHclONDbA2U185ZVY6LB+59gCjghoVkzHgeNWHfDgewWuBM0jIZG9RMwHwaB36c+74ID5iIsmwNI2/p0aIUN0J1wIO2A1GM6iF9Ye+5AvgyhUVwDGsOzYQZoiHeCA+uuhueI4eBb7TSpvwULwDa5EcxC/gCeAs3GoUL9bCf3vRy+CPYRzz/Lal+/FF4Ez4PlMBnUW8P0EpQt1Ggg2B9d+fEp0Ix9Hf4RnOix3sZWeAKOA/W8Guyrmr/C6PA0USIFHMcMA8/1T8BnwH5pH70J/hR+DE/DW3Co8PxwuxXwZVgK02E0nAkXwCzweua57Gf2E8+ZF0BDXH9t42Upwr9Py8A6fRq8Vl8Pd8C7YHht9rr7CKin58p48PzZDp7viSgQBaJAFCiRAv4BTESBsirgAKKMRl69HMRpWjQvmjIHeitAs2xo6t2mDFFMNnyJwjiY2wXXwk9Aw+JgzcGpA9DNcKThgE9NtoGmyAHuCDgPVkGhke+rkVl8yzQJLoHdsB58/+fQ1XCfvaC51HRq6DeCA9WytInm0b7jgHkJnAQOqFuhCPv/ocLr9yK4Bn4DzoETYA3YtjeAg/KdUAzWeXrYUCMNiX3YdrAdfe2xF4AmWC3Xwo/ACSDfsyy24Ytg+xdxuHoU2/XGo31gNnwRroYJYJ2+CT8F+539vj6sq3WwfWwn67YCToR98BIk+l8B23YhfBK8tnl9MVaDE1c3w2NgG3c1bOfWGtt59Jo0BZaA13qvk38GW2EYzAPPjWPAc8P9yxADKMQV8HlwEu59uAV+CPeD18n68Fyw7Pb/HWCft/8vrj23vh4jEQWiQBSIAiVQwIFgIgqUVQENQBmNfGFMXqd8DmwcKI4EjYyGbCBoJh3waKD6Y+BjGTXpJ8MquBg08Wakvgffh7VgjAU/c9Dn4G0/HGmZHcw6AHYgrfEZCnNgGpwAmmsH4qJGb4AD4qKMDiafB818d8K2sQ5mywbXDvAyjw5QyxBvU4inQR1mgQbYcmq6LWdHYRvZx9TzVDgXNDDzQK1sU831TbAJNKLdaUvbxH79BGhs7d/TYQzYtzUAD4Nmxva1XW3fCVB8n+URt+/r8G/bEFgAK+Fj4ASSmnwfPAfamhje+pfbGl7h+UbYDU4EnAaDwLBfqknbCQA/S/SuAl4v7P/jwf5/DpxZe24/+//ZeQ8ouaozXXshFFDOOXQrZ6GcM0ggIZIQGRONPb6+njv2unfu+M54xjN3wv/Pmpl/7In/tUkmGQwIJJRAEspCOefQrZyFQAIh4n0eqY5XUXS3qrurqqu797vW0+fUqXN2+Pa39/6+U4JV8BbMgP2g/xdH0druHNwGluHapC/p49br+rUW/l/QR0zeu4Lf14JofjiHvoSyUE0qde03Ab8VBoHtfg+eg/fBdV5Ffb7y6Ur7T/JhE/iMLzD0/4bguuycdv0qq75RdVCwQLBAsECwgBYw2AkKFshWCxhgZGMin2gvk0YDOoMjg/s+cC/kwAEwYch00F+HOifAH4OJXhWYBS/CEoiSGANVE5OWYMJi4nswBoeUyGB6B8wHA2CDTAPwB0FbGSweBoPDz6Et5MJ6KG4gziO/l4H0KbC8aWBfN0A2SVtvh15g0N0ETBL1m4KkT90CPwF9zMRC3/stvADa2AT8IqRKHShoLGhDy34NHJfj4Hgeg5VgXxrBQzAMqoH3RwkDpxlTLjXdCX8Ak2A3aKOnYDMkMx+9x36ugq3QG0aASY2Jfh4EZdYC+vsd8CR8D5qDY/M0PAPLQT/8AlIh52Jn+D6YyDrmlr0HFoBrlvN3C7im6hu+WPBo0us8/hoyqeuorD/8BH4Arqm29f/AfPBfmiTj/7Z7L9g/11LXqAegDliGa2uka6KTcAwWCBYIFggWyJwFQiKfOVuHmopvAYOD8pDIGxRdAJNRf60wgbHdDcAE2V/yDIRMaJIJoLitxDLYHABTYAyYxFqvbTO5MwDbBJFsjwGZ7WsC3aF67PMJjqkIiL+kHH/VOg1HwM8GiY6v2GaD5VbgdQPGNrAWDMpLKvvkL0sG+wPBwNo2+GubbcgG2UYT4RpQH7R/bbCdtl17NAVfsphEjgVffjQC71kHi2E57AMTDwP3VEg/sN6p4K+f+vh+0H62ye9NZGyL7TZ50da2y/HW//2uJuhHts3+pEv6UlsYCxOhL1QF7VgF9Odl4DxIVrb7I9Bvq4Fjo282A/tnn/w+nf2i+Eot16XeMB5uBH2tDuhna0H/XwKOkT7qmKVC+vdgsE7nnP6j/zv2ys+2oyv0BNd650O0pun7zgf9Rj/xu3RKH8+FsXALdAF9cyHMh1WgfVzzk5W2tJ/OZ+NF9zXX6xaxz+4tfhcULBAsECwQLFAGFgiJfBkYPVSZtAUMiAwcDBoMkk7BFsjmoNmkzDbuBNt9N+SAc81fMP0lL50aQ+EPwqNgIDkLDORs12TQjn42gYxksLYLDPIMPIeDQeBG0OaplEmmCedSMLg0wO0G94DB8KfQAerBQTBpLE2iZHn2z4TOcjvCZvgQskmbaIwJ5yjoDiYLeWD/HdMH4EkwoTF4fhOegzfAsUtHMG0Sb0LwGHwNvwTtOQw6gf5lMjsVfgS3gm37I9gBo8EkqD98BOcgnXZvQ/nWaf3a0fqehddA37c/R8HrxbWX82UD7AcTmZthEjg/THTS2S+Kr5SK1v+h9N714RHwZdZhmAn/DK5ve+ASpFrtKfCnoL/rz5tB3+kLrcFEfyTYtkehFbwAq8A1J/L/mpzr//mQTrWj8ClwF+j/y+AXMAfyoTRy79oEzgFfarguNALXg13g+hAULBAsECwQLJBhC1yb4fpCdcECxbFAFMi14KGWYNC8BbI9aDBZNbA/DSYO9sPEeDzcBINjn5tyvA4ugolCceSvVP5KaiA5DqbBY2Cg6y9Aq+FtWAgbwUByEDQGE3bbdx7iZdKojW2XQWEuKAPlVMsx/ARshzbaCUegFvQCE24DRW25DYprHx75veyv/dfuBqEGntZZmjJ5POUyWD4ABv6Oq0m7SUx/cExNJt6FebAWvFf7pELXxBViXY7BozAJDOB/B/pSVfCFSD9w/3gPmoHt/Ar0lXXQDfR1fcp5oK+OBfvVE/Sv5lAdPgYTn2TlnGkPjuVAmAIPg8l6V9CnTGJmwnI4CTWgPgwA69OnSiLLtk9imweBiZ12sZ+WHVQ6CzhW2nUqPAb6luuF69gsWAD6mOtFuvaCCZStT7luuza9ANvAto2AurAV9IE60ARcZ2zjXnCNOQTnQD/3mTthGFimSX9t+BKK6zM+Zxn6snvK7XA/OFedi0fhXXCd2AK2KxVyvYz8X19vAc7lXuB39jcoWCBYIFggWCCDFjAQCwoWyFYLmFw0BgOGlnAKDEzSFbxRdMr0OSUZaK4Fg3wTDxMyExwDOwO/BmAQaPJqX6uDSZzBoslKPAZvBo8mI7lgAGWwOxAMpIaAgd0lWA2/gblwHEyYTWS1oYFeZzC42wHx8tl8sC3eNxxsj4HpeTDoTLVs136wzQag2qUe2FeDVW1wEAwUbddXMTgkLZ89ASZ+lmnwrU0MPC0vG6SPOP6nIRcmwlDoB9XABOElMJHZBSYI6RgPir3sW1M4mszom/8Or4F1OgZ1oB1owzWgX3UDg/yToE31S5N3x3U7+L20B8dYP24UOzrWjrP7kTbwPBH9UL9oBV3BsRTnwbAYlnsGZsN0WAW2UTsdBZ+/HfS5TeB3xZF913eOgUmd9hgNtsH2XgS/09+CimcB/V+/0pd6w1gYA65xjt8KeBVmwj7Q19Ih/a8DPAQ3wk6YAc6746CvdgJ9R9/X173mZ31f38qD9bAZ3ANaQ18YHjvX98X+ir5t/2vEKMz3racp6G/6/vXQH1z3Lb8R7IZ34BXIh1T7ovua/dsOjlUPsP4qcBYuxSgPezRNDQoWCBYIFijfFjAwCQoWyFYL6J8mnVHAYvDwIhg8lSc1pLEGWQZtnvtioiPkQANoFWMPRxOMM2BAZHBkX01wDPzagIGTwaZBk4GjgaIJ6WEwiTDh/gj87lOIpC0NAu+Gn8J0+N9wChKDLgNKg7MnwXaegP+AhZBOWW9jqA0GqD+HLrAthonZXDC4Lol82XEz3AMr4Q/BADzTciwSbd6Va+NgIrQDg3sDZQPndfBbeB4Sn+NSymS7TBDugwdgBVjv+6APqGqgH5nM6CNjQJ9sAdfBadgIzSAX3oLZkA/6s33S373fOZELlqXf5oFjq/9XBdujtIHzphv4rPUcA33fe/X14zH0Z+eGc+AziNdQPnwPvL4abJfPlVTOScdqLNwBtncD/Cc4l4OSt4A+cBOMh+5wELSl47Qf9CvH+lNIp0ZQ+H8F19p8+DW47kT11uPc9umPX8Dt4JxdCo65a/xymAtKX3W++FxdcD3NAX2nObQG17zPYS3Yb8+d5/qTdVim7XGe6W/OxQNwFJwDzgX9WPvo9x/AOUinqlC4NnANmARD4Vp4CpxXhyAoWCBYIFggWCDNFnDhDQoWyFYLGMgY5LQAEwCD9C1gkFOeZBBocGUAlg8mHv56Z0LxCaia4LnYPxMZg8Dq4HdRIGgiZVn5sAM2wyYwCPSXKsv+EAwAE/UxFyzX4Mu5/xUYDHpdaW/lL2C21e/9lbMXGLjZNoNFA810yHrPg4mYwWk3MIA1EI6CWgNfr2kT+xjZj9Oryrb7zCioBYfBuhyfspCBfGcYDKPhetDXDYKXwnZwfPQD2xiNrXZKtfSrHnAvDAJ9Yjq8BfFJgT7hGOmD7cD7HYMFcBocJ/ulvxwA/Ug7vwP2xWv6p89Yjn3RF/WpxPlgv2uAc8AkqCF4v2Xuhp2xoy8OVsN+cIwtO7KR7Yl0kROvd4A+kAf5UFJd4kHHxH47P50r+qbnzrMLYFuCCraA81qf0/elJzjGJqPrYBEsAJNVfcW5my7pawNhCgyDXTADFkH8+uCY2x59dhR0Atv2NhyEoWD714OyzX5273IeOAf0Ca9Z1legj+qXluNnfUe/t02R7zfi3DVPH94P+v522AwbYAs4L5yr8e3lY1rkHmVb7I/9qA8tYscGsWv2MV17BUUHBQuU2ALx+0KJCwkPBgtkgwXcMIKCBYIFMmsBA//lsALcUKJgzSTAJMggyYAuXs5VE4N8MIkyWPOe6N7E+/mqQO3j6i/hDngc9oDJiLKsSCZVb4J1mZSNg87w52DwmG5Z/2wwoTTpMgg2AP4OGOQuAr/3GLWf0yKlzbbB6zAAHgUD8jmQaRn4joDbYTjYNoPxZ2A15INB8BD4C7gVGsNvYA2kWt0p0CRG++4Hx3kjaPNE6YvtIRf0jXfgH8AybOf9oJ9Nh7bQDfRrEw2D/t2g3+n7yjFoHaNm7HO8L3rfl6CNTKL0BT8r75PC/D++nDPcNxf6wgQYBIfgAJQmSdRefwuWeRd8DybD38AKsN6gb1qgCR9HgXYaD/rAAngWlsA50P8LG1e+SqlyKe0n0BG2wgugXxemHL54BHbCv8Ai6Art4QgUprN88T7o0+L8cT1rALngS6BEX/Qe7XMAnDv6vs9qG4n3cT5mVBepbSG4dg0EbfgktIPXYDkEBQsECwQLBAukyQJuDkHBAtlqAYMVk5cW0BLK6y/yNP0bMvCKgjCDss/AJN3gVUx4TE7jOc5nA8SjYEJjsOezxQ3kDLy0YwfoDefB4FKigFC7RzKR9zt/PcsBx8HvTcTSKfunHRrBGDgIS2EvaAcTvl4wGuxLdbCd2rIomUj6i7CJ5QSwfwbj2iXqP6dpUV1KHQAm73fFzm33LngPTGTWQT6YxNge2+oY1QaftQzbqh849ip+vK5cSf6v9feER2E8+KLjLbAt+mJB0vZPwnDYADNgM9SB7jAU7Mczsc+Oz3rQ75T9ivzfo2PtOHwEZ+A0OPaJ/m+fj0GU4EVlWF6y0j/8pVM6gwnlRnBOlUa2wT6ILz9qwWBoD85T+2M/K7P0YV+e3AEPQn/QbibO78Ii0E8cZ21VnHHl9hLLdeA+6Aa74SVYBZFPJM6v3nw3DNrBCnC+OOb6/xDQByzHa/pooiK/1S/sZ7QmuQfo/4m+72dt4hpom3xOLEcbZcpOVFWgrD/av1yvbKO28cVGDrguS1CwQCYt4LytCdfD/XAPOG8PQfBHjBBUMSwQEvmKMY4VtRcuxI2hBbQEE4EtUNaBC01Ii0xQTNpMaArCBK600nYGmAbVzcGAqx5sh4LKN8jcDwaN3j8S6sMOsI1eT4dsp+1pCDeBLzKWwZuwARpBXxgBvmSoDrbVwNg2RXD6DVmuCaLl2pcqYD0Gy9ol1apGgbZNe/cDk+W7YucmlSvhtzATdsI5iPdv73Fs7M8AyAXbngfOh9KqBwVMhilg8vnP8BbohwVJexmg/wi0+7/CEtDuA8E+NgYTM8eqD3SAvWCCY5BfmPzOhKAg37c9jlO8bfhYIvmiwEDuZsiF90GfKK1s3z7wZYh7qza17/4LBuvUh1PRfoopN9IO+lVz6AUmzRNhODjeS+F5mAn6iGOfKTkuufAE3AA7QN+3LYX5qWvfNOgJjvMi2AXKfjYAx1pf15ddk5KV/lOQ73tN/zd5z2Z9TOO2wGHoAgOgL3wI2sS1zD0uqGws4D6kz6drz051r2zvtaVor3uVibz70iNwLxgvzAXX6aBggQphASdJULBAtlqgsiXymRwHE1e5DbrDitjnwhKNQ3x/FAzIO4Kb4zlI94ZYgzrcjE0a20AUKBosrgLbbbDcA9yoR0ITMPC1f4XJZwyQ+4PPmMzZv1TLgP8u+COYDLZtPbwOr8BysC+FJQ58dVkn+bsTcmAINAKD4jxQzpXiyCDnengIHgbb9J+gPR3XwmQgpJ19MaH93wSTYvUk6BezYA5ozzrgywzHzzba3sJ8jK8yIm19AVrAdaCPec1EOxXyhZDzRfsox8ukpjlsAxOayqLudPRu+AHcBzVBX3sWfgfa6AiURZI6inr/O3SCnfBrWAKFJZu23ZcRT0BDeBo2QDSeHvNhN+hLF6G8JE00NWVy/fDl4ylw/t8Mw8F/beA155oq7pp15anwtyQWuJaH3Otywb3kC8hmuWe4l7SFE1CS9cF9xn3eeejLJOOWJvAy7IOgYIEKYQEnd1CwQLZawI2+MbSAlmAQsAXKOhGgCeVebnD+SjIItK/Jx3lwk49XFGy58UeJrklZX/A7k2F/fSos+OWrUsly3YT7gIHIJtgPttX2GIDbtlpguzyKG7aJk8G3wbTBY7zf+Lz+ZLkG5wfhGNif0sgEuRnkgoHISLDdBiSWvRnmwyLYC15Lxna2/wAYGFu+yUdd0AYGzsUJdKpyf0+YBoPB+n8H08GyCpN2vQsmgcnYbNgCKgcehAbwa1gLtukL+Bjcawzk7UM2yDbpD7VBG9jOrbEjh1LJci9AHjhuTcDxbwEGqPqj9UcJIKcVRvq//e0KI2L05mjftYV+sRDmgi+w9P/i+C63l1quCa5ft8FI2AUzYT7YRuXalqiBXDAp1dd95lVwbVLerw/ZH9cWx9ZxroxyPN0TfJmhDdqB+7dzrQbo+9qostqHrmdc+udE6ABbIfJzTrNS7lHOtTbgnlmatdK+OjcHgL74CuyDoGCBCmGBkMhXiGGssJ1w82kMLcBA4BRsAQPloNJbQDsacKlb4BKs9EMh8v6dcBYcEwPbfrANTILTIdt0CAbBUNgPBogXIPIDk9k1MAsOQCu4HQzUW4OKnrny6cqzJq0mVtWhG5iEroPSJBb66w3wfXgcOoO2eRmegxlgH/yVIGo/p0lrB3f6/DDoAyb1p8GkKFmZWGmfJ+EE/BUsAZOQwlSfLxzvKWAw+ALMAfvQHsZBT7CvBkqRXzlOtm07HITS2JbHUyr9qg7cB/qBwZ2JmS82UiX7vAossys8Agan1uWLDQPMiqSmdOZG+A58H3rBLtD//wUWQh6UpR84138G0drlvHz7Km2qyvePwr0wF/Rx/bos+0H1WS3n/j7Q/8/DNPAFSg1w7rn+BmXGAlWo5m5wrV4EH0M2y/XYudYSFsGnUFLV5EHX3PHQDpy7+mVQsECFsMC1FaIXoRMV1QLX0DEToxbggh4SeYyQQn1FWSaBBlb+euZ6cAIMsBLfgDsWkUzkTfqaQC44Rn5vgG5ilw7pAyYJ/ipsHSaGtl95tL0GjrbdoPEk2Df71BFMfD1eB7Y9CgxMppSbvOVvAvsXlc3pVdWQO/rDZLgVDFZ9OWCwsAQWw1rYDyZ0ll1SO/msSfIl0BbWVQcMzBy7KLGIHy8uX5ZtMtl+FEbBbpgJ74B2K0o9+PKH0AhWwlzQxkrfuQdMgpfBarCfyn7aJhPW4tiU29Mu2yaOn77cCQ7BMUilLlKYtnGMrM+6+oG29LvIjpyWS/mSZxDo+9OgF6hdoP+L/q9dnadl6Qc3Ur9t1J9t329hFTifVEHzpi7Xh8BwcK18DZwD9iWoaAu4DrjGuia75l4L7cC1uAEcB+dAUPEtUJCvFlSK9/ny6jHwxa+J7CeQKV2tnX4ff08VPrtP2d56YHuj+clpseWcbQ7joC045/dBOhXfn3TWk1h2WdWb2I7wOYMWcFENChbIVgu4KJkkmsS1hJDIY4QUy0DLgDQH3OR9c30EDLoLk/e7EfqsG+RIMDnZCiaZJiuplsmgGFC7uS+FKBnn9PcyWbJtJpQboRb0gQlgAHkdGMQYPFpelGCN4Vwf87OJ/mkoSlX5Uv+sDQPgZrgfTNAMOhbDS/AW7ATLTZW0u7a2/0OhA5gU5kNRSaHJyySYCib1fw9vwwUoSvbVBOi/wDb4d9gLJufKBO5OWACWZ+Belska1Sct/eAQdAVtswvsY6rb77yw3B3QGu6A5uBcsX59rjzJYNsAuQn0hsmgH4wGk7ZF8GuYCXvgaj7GLWmV7c2FH8A42A5vgO1zvhYlk6C7wbVjNSyEsxCUvAVcT1eAtu4F7hmdQd93brimpXrOUWTWST907fUX52vjiD67pyTunz7j9/qf+Fy09nJ6+X9gZ5l+59HvtaXlWF4nGAvToBZMB9do5298fZ77rGX4neVZb3TdfUC8JrbLOqL2el98Oz13j42+j8q2XMu3LL+LH3fL7ALjwPb62Xnq/pnYXi4lJZ9zrR0LbcEXA/sgXtYT9c122pfos0c/R/2I/y6yhcfoufj+eN36o+85vSzri2zguc9aj7b3c3wZfvb5aHyj9kT29Bm/95n45/gYVBksoEMEBQsEC1RuCxyh+wbd3wMTDINckw4T9mjz4vRbWsIVN1g3j07wM3gZZkOqZZvUXdAdusImMBErTMf44m0woc8BnzNI+EvwpdAymAMH4f/AJHgC3Dh3QFHy5cAYGAb14WOYDybtPnsYDF7jAy4+plQmFX8ND8JIsC77uwDi5YZvsvUQmGytAsdoLdjuomSQYEA1CtbBe+BY6BsGhT0gFwzG7bdJW3nSRRpru1dCG+gGN4D9vFqCxy3FkuNjAPlr0JY3wy2gLzseBqzlQQay+v9Y0C9awiHQ7/4V8sE1RbJF42jId6A9rIenYkcOhcp+NoCBcBO8C2/BcQgqmQWW85jr4o0wGH4OrmPPwRZwXVHa/uvLZxXrTwu6MxEaguuL+1BVyAH9yj1tN0TrcjXOm8EEGA25sBD+H3A9qQH9YCSMgM/BMrSnZTs/xe+bwjm4F46BZbs3uv65fteBruC4XA/t4AgsBsejHrjX1wbnhWvYIjgLymvW49i6L+TBz+EoKMv2xfN4sC77OR1WgmoMg8D22hdfTusPD8IZcB9z7u4CX3zallTI/V77d4ZOcB5ss2OlzaxX39Tu2vw60EYdwHGsD7blIGyDDeA4VIebQVv6jPaw/fbbvt0NNcHnLNf9tC1YxhvgNX2jHQwH4xOv7QX3buvoBe3ha3gWHM+gSmYBnSQoWCBYoHJbwM1yMxgAmMT0ATeOFVBUMvNx7B4DjVvBzc0N9wSY0Pp9KuVGuB/ccIfABdgKhelLvjDBEIMFn3Hzaw4mHwPATdqN9UM4BgYTPaE7uGF6v3KtdPM1WHHT7w8+3xFOgv2dB27iH0EmdI5KFoD2t939QGl/gzP7bwDmZn8n2F5t9g68BRfhamrDDQYQBjWzQJ/QX1QTMFDxaGChvcqjHGOD0oagj9wEBov6W6rlfNJXRN+bAt3AQMzxMIjTDyO/4zQrZFv1f/0gF5wjvaE12Cf97V1YDtmkmjSmK0wE/d/5OROWgfNDOUe0f6IMrMfAQDgPjplrRVDJLeDauAY+AX38bugL7hv1YVPsvKDx4KtyK5PFTuCcMfHy81kw2XNueewCTcG+bwaTQ/Fe9x2TY9cnv/97iKT/ugbrp1GSrY8fh6h8n4n8vQbnzgv3tGrg85G8Zl3dYRRYhuv6h+Bztsc6XAdsi3NkKRwGy/E7+3cjnIR/gqMQqS4nxhc50A7WwUpQ9rOo9vq97bOe+DbzsVTS/rZpJNgm5/kpUJEtbPcx8LtoTLzm/f2hDrwJ2yGS5Rqr9AXX9tNwHfSDDtAVnAcnwPGxjE6gDfLBvcDnou+0WUvwOa8dgcbQGxz/2RBUCS2gowUFC2SrBVysXajcNFzAXFy3gItYUOot4KZxBgaBm8VicKO5mtzc3KQcJzetwbAL3NxTKTdxMXhw8zQQMuBJVvqPgfws2AEGTZNhGrgRGujYZjdUkyuDdutQ9m0C/AgehlzIgxfhN2CZB+FTyLR/GmhpbwM57WK/7KsbvQHZ3fAkHIC/hmXwEVxNbbhhBNwJBnL/BtYT9a8j5z+Gj+EV0KbJ+Au3ZZ30e9EfrgfHXp9OZ3+2Ur7+a3A3BL4D+rd+9QFkk/T/SfAYfB86wXZ4Dv4DFoP+FSULnGaFetOKn4HHbfA0zAGD8atJ//9f0BaeAvuYbeNCk8qlnGs7YRXUhXvB9UQ590zyK5Lcs/Sl4bAUfOn1HjiHXAdck03utIN7yAm4AF+Aa5D2+gxGgevDy/BljMMc3aeqgLoI1uH6nw/7wf1gEFyCPwMTfeeDe5brt2u65Z8EE2/LGAa2wzmu76+ENWAMZpkj4VHwmX1wDlwz3Sv6gWU+D7ZdRXvSNZz7nbI826HsZz5YlvNsaOz4pxzngLY6BN6XzPzltsuqwd/mMBbawitgHZFMnO+HMWC/34e3YQMcA5P8HGgA2ln7HADtq+3cc9vBM7AQora5lvcC7ToP3gNt9V9gEugDjsMSWA+W6bOtwL5rx/2gXa3L84bQAWzXDlgOyuuWYxlBlcwCOlpQsECwQLCAFnBzc5MdDLngRm2A4QZckLz369gXmzj+DqbC9XAP1IeFkKqgzHJsj5vWOHCTdHN1o0tGbqji/VEwYMDQCaINtCnnLcBgag+0Bjf/9pALah3sBDf6jeAmW5ayrSaEr8F46A2OQxsYBV3BgGkWrILzkIzGcJPlHASDBI/aqQrUAV92OMZrY0QBGx/LnfRjg8SloF/fCtXgVUiXtOUuMEjVtx2r/hDNG8fsMJSVGlFxD+gJXcDPtnkRuFY47qvhNGSbrqVB+u9N4Dxwvr4GBszRmuU4R+ecfkMG04PAlyx5YMDsMSg1FtCPXC8+Am1cFVxnx4Hru8mU/u96Xd5Viw4MhDFgoqgvmoQlyn3E5H0AmCC69rg/fRE7aq/C7OEcFPc1fVrfVq4rJuMnY+dej+artk+U5VuPWK/t2QvHIZJ9cA/xWh3oB7vBPcJE9xTYDtfPRPm99ft87cQv+XwJ4ttrGyxPFdTeK9+U7u+XPO54WFc+6Hu2I5L9rQe9wf1TaWPXZv3YfaMHtIQWoK29brk1wXK3gGPpfa4rzWEbGDdF8gXBWugFU8BnFoDSbtbn+LkOuxdvAG3jPdHKH84PAABAAElEQVTLBU6DKpsFXDyDggWCBYIFtICbuEGGm0kduAXcjH8HblyJir9m4DEH3LwMom+AVpAPJiupkGUfAzdAN8ccMIhwQ0s2mefWy3JjnBfDTXUy3Axuoo3BAGYqeL07WJ+J/WxYBPbJ9mSLLtGQl8AN/c/BdhsU2/Yd8KdggGK/kpHBtM+PhL+DN+FTUPrECOgLBjFbwaCuvMugdzroyz8Gx3whnIZ0yvmmPy2Hn8B90BJqge0xKM6EDBKd09WhAfQB14Cx0AZWwCx4G/SzbJZrwyPQH1wfXMNsd7zsa2EayhdjwPXQ4D0fDM6DUmsB59xiWAcPwh3wOLhumezthUz5P1WlRZ0pdTS0B9fK/VCQTnJxM4yH2uBe8wEo52QNqAIF+a3fiXuvfhp/T00+i8+q664cCv3r92JZF+EYJMox2R4jh+NgWAOumdGznH5LttHv3UMKk+te1F7b7PmHhd2cguu2eT4sA/t1AcyNjAscM31UmzYF2xYv10H3V9cZbWBcMQPcj+2j42b5J6ARuK60hXi72kfL194m6+egGdSFSJZj3cYmXjcGOgDKuSNBldQCIZGvpAMfuh0sUIgF3FDegk/hD+EaWAxuRMloBTe5GVqOAcz/hDcgMYjmUol1nCffATfEKWCg4eZXUtm3V2AfuJFOgu5gIG8gZSK3ELSLgZb3Z6tMPN6Fu8HAwuAw2ugNUJKRgdmd0BCWwirIh0iO7Y1goqdvrIeKIINfgyMTa/tk0DkRFsFRSKdMWvStf4TlMBpMbHqCybxBcrplQNkPRsFwMPB0bs2GvZAXw/mXzZpA4+6BXHAcn4VkA12D6TYwDpw//wrvgcF8UPos4No0E1x/nXPd4J9A33sT9kOkazhxrpYXNaChvpgzgXXtlIL0Zeyi/lc9RkH3ZfKadi7M1u6DrgudoAU4dzI5T1LlB/bP9dc+uO/VhFNwBByz6AWI9RUkE3nXGddq44U3QHUE942PwHiqPvjjhvuKPqCPO+b6RyTrcg78M6yMLsYdozYUNiZxt4bTymKBqpWlo6GfwQLBAklbIJ87TSYegbYwEpZBMgmsAZn3+ub4NhgCn8Ah2BM751AqmVgb4N0HJhzzYSeURNV4qA64uX4GtnMruDa6sbuxfghu0PbDt+ImuPYzk0EL1V1VtrVJ7K4zHA/AWTCIaAbnIJkAoA/3OXYGMvNgF8TLYKQH1IUVUFLb82hWyqRhDui7N4P+ZkCWbulnzp3tYABpQj0a9EsDvzxwDD1PlfRzA0z9Iwf6xejK0fY49nMhEy8SqKZUMgA3eHbMhsF6eBsWQTJ+z22Xk/gbOLYD584WyMTYU02ll3aWj2EqOI5jwfVrKZg0XoRkx5Jbs0Kuy2K7xfOCZJImzslrE26Ivku4/I2PhdnFZwuTe5l7oL7+RQE3+Wxh7TUJdW2yve6fUT1Xa2tkBx4plizX9lqf+5v1p0L2vzcMgj6gHVxjD4FJuH20Lq9FfeT093K9dv0cCt2hBdQDy3QP3Q/2WRs5rp5bjutVbTCm8HM0fq65vkw+BomKbJfoH4n3hc+VyAJOiKBggWCBYIFECxhQ/RvcAH8AJq7zQMVvOleufPuvv674a7D3mhz8FfwDLIXSygRjMYyEm8Ckciu48RUUjHC5ULXmG/t4G+SAidL7MAvciN2YW8KDcDdsBuueDXmQTTIIuQsegyXwfOzzGI6u9a+DbVfXgEFBvKrzoRMMjh0dKxNaX2JE6sDJCDC42wM7wGCnIsn+OL76xi2wD3bDYSiuf/FIsaW9/z9YDlPhDrgTvKZfnoJUqRUFmTBNhIHgvLfe52AnONfOQ3mQ8/V/gvN1PTwFyyDRz7lUqAbwzQ/Bef4GZNscp0kVXivpYT68Aw/Aj8C17S1wPSpvcj1xzrp2uG4WlYD6nXNQPodIPieFSR830SzM113vE+U19z4Tz1egsHWlsDIb8UwHcG/5BLzPMqN2Fvac7ZSiVFB7r+UB9/v68Ftwr06FGlCIc969/llw/8+Ds9AW+sJnYOJdHexfDbAPl+AALIaHoCmMgebQBl4Ay1KfgjGRY+xzm2AXmMjHy3GPH/v478J5sMC3LOAEDAoWCBYIFki0gAH8QjAoNrg1yHfTOQRFBSJuwG7gbnIbweTxDugXO7oBGly7qZVE8eXbHukCI8BAL5lEy022PXSEztAODBIsaxuYyHi+G26A74B9OgzeZ1/c4PfBDvA+N+iyksGFQciDYNu2wDswH2z3OPC6tjHg8vvI/pE9uXT5VwRfVhi4rII1cAbi1YsPBlMnYCUY7FQ0aTOTaf13PWjbu8CgzH6nW9b/MayG62KVmcjcAq1hMTiGH0JJ1ISHnDP2qxM0A+u0Pv3ZcZWSls+jGVU1anP++0LCuewcng7rIFqr4v2cy99SVa5oC22iLXwx6DpwDoIyY4FojC5RXT64tjQAk6imoP83Btcl1+fyoiM0VH9yLa0BLWEPJMq+mhgfAH33IkTSD31eG7kHaZN4ec2EvA6cBm0YyTnwOZiA+rznSj93LXAvcw4VpKi+xO8sqxtcDyvA9tom63UvdK+xzKguTi/LtlinLwGMEeLbycfLitprn6wn6qtlulZJYe3lq2/JenzWo32Ob5N7Zy4MAl8Q2A+J5Bro2mB9Pq99Hb/a4F56BCzTPu8G7TEatNsHcAEineJEP3APcaxbwy6wnHhZh+UcA8tXtt922wYV34crV8LfSmsBHTQoWCBYIFgg0QJupm4kJjJucr3hbngejkNhclOLZCAyCzy6Kd8AuXAUtkNJFF/+Ngp4G26C8bAA4oMfPn5LbpIDwaDwRrA8y5kOy2EP2Hd1GNywp0E+vAFuwCbFD8MFeA/s4yo4A264mZbJxyQw2TSg+CmshfPgeOXBz2EU1ICnwHFV8fZsx2fLMLD4S1gDierFhaFgGfY9Ciw4rXAyoLN/P4Z7QP8wCMuUPqaiObARRoLjOgxagXv3IiiOfKYhDAL93zljQL0IZsJc0H/Km3Jo8PegJ2yCV0C7xSvez+OvR+fO68nQFhbASjCRDMqcBRLHyF+yX4Cl8CSMhVHwO3ga9NWyWG+ptlhyv3QtcZ+pB66hzm33wXi14UMHWAjzwXsifcjJAXDPMUl0Hb8EkfTfduD81m+rQyTvcy/w5a3PRd9ViV3zuy8hUY5HNagP1hvJMtqD8605uJcsAuvxmXwwiXVtieri9LJq89d++pztdE1KVNTei3xheVEZtsVrttd1OVkZe/is/dV2UXmcXu5bS45+r42PQrxsb02wnT7fFDrCdeC4er9ttFzH2D4Pgh2g38bb7TSfvcc1ynv0Zcd4FcSrOx+mwrtwJPaF9dtu26Bsb1CwwGUL6OBBwQLZagEXx8bgm2YX21OwBVw4gzJjAYMpN6ARMBDWwkG4mhy7SD7vpucmaLDRGZRvsEsjgwU39YlguW6SBneJQYkb4GAwGXsEhoHXTJBmx/DZQ5AYGPrm26DB5Kk/rAafcaO2TwZObsgTwDa40eqnieVwKSWKt6ubeR94DG4B+2ASYwBhUBLJ82NgQKYdDPrsVz5EcnynQBMwsHgd7EekWpz0gBuhGfwOVkCirblUYWTQqO0cV21mgGkwfAIyKYPBc5AXOzoOPcGA+DA4R4uSgbfjPg2+CyPBcVsD0+FdMBg/CuVNN9Hgx6ETOCefA+eoY6Xi58uVK9/+q336grZx/r4I7jNRGZwGlaEFXOOPgftITegNo8F12TXqE8h26UtnwMTN9udCY3D/6Aq3Qnewn3PAuen6Ex/ruGf1An3a2N1k0udNCl2/cyAXXBf0Y593j3LNcj/y2brgddc09zPL2gv74DNQ9aADjAfrtE0+1xJ8Tts/AO4nS+At2AFRW11bXKMsx3prQB1wzRoLXcA2Wofle4/jaLuU7bAs7VQLbH97cI465nsgDz6HomTfaoN2vQHco41B9CfHwXpdOy3fNjke9tM63Vvtg22wTvdF69futvMkHAX3B2V7z4A2GQcb4QVwr4jswunlvp3j+AF0BG3QHBpBaxgOOeBz2+AsaCvXb9t/I3iv7dbODcB+2J+gSmoBnTIoWCBbLeBC7OLaAtxEXOy3QPzCyMegNFrATSsfhoGBgJuXG9FpSFZuzAfB8XQjHQoGIfngpupGVBK5wbohjoRWYJv87LEKuMm56fUDgw83c4MJ+7QB3oB5YGDghuzGmCjvNZDxOTfR1fBO7HiIY0Nww+8KdcB+VQXXVv3UvtnOVMv+9YJbYSzUgP8f3gJtGq9LfNgNtsugxkBB2zgmzqla8AAYgKwBbeI8i1cbPtwGuXAY3gaDmYoux1+/1b76gAHeVrhaEMktKZVjugOcf53BwLMDGMDpu7Ynvk22sz60hetB/x8OfeAzWAn6/2zIA8soT3KeaYf7YSxsh5lgf/T3ZOXY9oWx0A+08fOQOIe4FFRGFnAddZ3aB67R+v5AqAKuryY1zgPvy1Y5N/eCSaPriGuu7XWetgTnqPvqYlgdOy+oP65DluVeo3y+EzSEyAbaSJu4D+4B7/e7euBeFNVp0ur3m8G6o33K+1xb3C+V31um9zeCjtADXAd/C+4V1hHJe+2f15yn1mfZOdAatIHfOfecZx/Antg5h8uKb291rmgj+7wTrM/+Re3ltEDpH7XBOjuD66F1HwfXO5Nlz63f+2yn+6Ltsv624HXb5lg0A216EFxv3Afth7It2lAbuc4ug3mQOIbelw9noD3YJus1XrB/2vYCvA/5oFqB94rtsW3uA+5N9sf2a4+gSmoBHTYoWCBbLaB/ugBfD/3BxfNFuNoCzi1BKbbAjZQnBruL4W+huHLDchy/B13ATfFfYCGUVFV5cBqMgabwaox2HG+ByWAQ4Ga3GdbCNnAj/CQGh6vqDu64FwxSVsOvweebg0GUm6wb+GAwCDLgWABzYBekUs6LvmB7HgKDhudhDZyEwmSQ0QP+MHZ8j6MJ3TH4b9ANfgqOh32L1zA+/CMcgFdhKTh+lUE16eQI+BvQb/4adkCijbiUdunv+vkNMAn0g3z4B1gOJunKgNDvva8XOG767QrYB84HuQTlUY7Hj6EF7IdfwSqI+s9pUqrBXX8J42A2vAuW4zwPyj4L1KdJ7cFE/n5wTZsFb8FGyHbVooGNoDq4H3quToFJrYmZiVxB/nct1+1/HbAcE26TVddvjy3hc/gILMfyzsFXoBpA4xgmmH5vvR+C9UVJZ2vOJ4BrivvYA3ARvG493mv51uOznkd1cHpZtk1sp+2tCSfBcmynffF5P38MrkW2PdI1nETt1Ua2zfvj28vHq8r10rr1E9vhZ9dtbSy2XVlHbbBebez91nUGXFPsh+2xjdrtLCT2mUuX45sHOS6FN71QiFx3HAvbpi9YtnU7ludAu0Rrs/dav+3zqO20mf3wHvtQ3HWPR4IqigV0iKBggWy1gAubi10LcPF3Yd0C0YbDaVCGLOCG5gY+DtxQ9oCbuL+IXE2Oo3Ljcwx9xnHtAQYzbkInIJmyuO0bskzfqlvOzdAEbOco6AcN4SSsh8VgIrMf3ATjAwc+Finvt31DoD1sBut1Qz0Nh8B67avBgkcDmVzIATdg6zN4KI3c9HvB/TAQDCgMGGaCAUBR0s5HIQpsbFcXyAWDnK0wAxyjSPbD+7XnZFgHvwP7XFnmoePu2HUCAy59Srtry0xLf9eHovloe+qCR9fIpjAYRoDzy3F1rNbAElgMBouWob+WNxnUDoMpMAh2wJtg4BwF5fpsMtI218NEcH6+AKshBMUYIcsUjekl2uW66xrl+qrvu5c0geqgX7smZ6tcR0xITVzPg2uLc9n9w3bbP9fVqL+cXpafnfsmeO67rj+W5b50EM6BZeaD5XmP98aX5fzwHr9zTdCOPm+58XIudIDJkA//Bt5nfbbZ9cNntbXX4veBqN32w37alijRPMy59Yvn7vm2237bhuhZj5bpc/bTck6C99uO+Pr4WKQs1/lsu22LfmOdlhMfb2gr69E2Hq3D9d3nfN42+nz0bGvOc6EF2E776/7QHLTNbtDGhcm117K1RTSW1utYWl582zyP2hf1wXbaB+stj+s4zQ5KlQVCIp8qS4Zy0mEBF/TG4GLZElyEt0BxFnJuD0qBBdww3MzcrJqBY+ImdASKIzcdNzk3LTe9odADNoMbdUnkhuZaNg3GwCjoBrbvdXgO3gTr9d6SyI1T/xsNXcG22gc3VmW/8mE5zAPv7whTYSw0BAMC73dTLqkP9+LZW+AxMBD4C1gIBlXJyDmlrR037XQj9IfF8CzkQ3wQUZPP3uc41YUF4L0lbT+PlksZsBpk6bP3gMHsGigrOzj2O2ADqEfBhHQQOA+uB9s7HX4Jc2Ev2I/yrM40/k9gCLgXvAizoCT96s1zd0BVcCzfBdeMoOy3gP6/EvLANdF1eSS4Rh8A19psl3uG67b7anHluuNe9lHcg8nOAe+TwtYuX5C4z98EJtCvQpRMunclWw+3Xpaxg/uh/VWWZYKdrK7W3mTLSfY+22d7PRYk7XMz3ACuIdFLhkmcNwX3x0OQbB8dB31Anw4KFii2Ba4t9hPhgWCBzFngGqpqDC0gJPKZs3thNbkh+/a4GdwKBk0mEtEGzWmRcjwjWY7PN4EcaAeuR7sgWdXhxoEwGUyu3FRrg8HR6/ASbILDUNimzFdJyyDGX32sYzi4ARtMxsvN2/sMBKI38ybNPmPC7ObfHqrBGSgq4Iy3l/Xav8dhAmj3N2ARWFdx5ZiZnHcBAxNfTOTBbogfzxp8fhK6g31dBvanskn/cby0VUdwLjh22q24gS2PpET6Rx8YA2PBttUFx2wPPA3z4SwkG1Rya9bK4PlB6Aw74HlYA46Fip8vV64U/Nf76oOB912wEWaALz4qgp3oRqWQY+WLFxOpT6EB9APnhEmRfh/NzWR9g0cqrdxPTeDdU0fFcC05Ba51Es01TiutatFz7ePeqc30Q/d3baffrQNtFRQskBELGDgHBQtkqwXcfEMinz2j44ZlUuyY3AImzCZ1BlNRwMRpUnKjyweTYd9iDwc3xb3grwzxySQffy8T2ppg0mLQNg78Vc1E8wD4rO16Ct6LfU5VcG45Jueum3eB/rkWrNN+xMsNPQ9Wwz4wyDQRHwAN4TqI+mi5EZx+S9bTC7T5TWBw9UuYAfa1JGrJQ8PAoMRAzTq0rTb0c6Q2nHwftPlzsBUMmiujHC/9vCq0gragv5rgZ0rW7Tyx/r4wCrqCbbMdzk/HbycsgxOgb6ZqDlBUxqVf+vLkERgL20Hfnw0lSSxM4n2JNQ7ag2X5wqM824jmV0o5H12zDoHrsmua66xrlC9Uz0FJfITHKp3q0mPng7ju+9m9XRuK64t2rezzxP1XG7kn6lvaoxpoG30xHyq7jTBBUKYs4MIXFCyQrRa4hoaZNLaAlmCAugUSkyYuBWXQAgZP/lOwDnA9rAE3euWYFUdufL4MaA6+4R4M/pKyDwqSCftU+AncAr4EWAcvwlPgmjYSLNcky2Aulf7yCeX5EqIRGOjkgMmSvwoVJpPtPFgKy+EL8FejB2A4WJa/qhdURhWu94UH4VGwr/8KK8FnSiLnkgngPbAH/gmagW1pAgYn+bHz8Rx9+WD7tbHBXGXWeTrveOtjo0EfOwoGcZlQVyq5G34AD4EvhNbDs6D/zwF93rmkf3WG/RA/bsWdozxeptJX/xg6wnb4FSwG51FJ1ImHfgom9C/DEnDNCSq/FnBeHoTN4F7k3uC6VQN8ueUaHFS0BZxPrhP7wBfQM2E6uGd5zf2mpHOORyuMtIG+5p54OnbuGrsVPGZqL6CqoGCBK0FvsEOwQLZawICzMVT0RN5fnKI+ejSpNbFKRFv4a1wV+Ay+hrKQSbwbmMmouHkZLNmmZBUlE1/ygL9y2xf71xtMxg28TGz93sTT4HsIjALr1EYGHRthISwCE6qa0AuUG+4BKE67fO5q+oQbLLMtjAD7vgNsa0H6iotRf/Zy7n2OeV2oBrXBPraGWmC7L0JVsC/3wECwjNdhBpQ0ide2t8JE8PxdeC127ksREz+TwyhZHcm5gckqWArp8Ll6lKvf23/HNdHvo8+2T/soXzaUhRzLs9Ae2oBjp/ZBYeN/+YYS/nGeaJMeMAYcD88bgj6wFkxEF4HzSJyf2sk2Oqd8UeSY6rfnobzIuTwI9NchsAP0/UUQjb/2KY70paEwAfbCc3AAHNeg8msB1yXXx3zQ/11PG4C+XwccX30/1XsBRVYYaSPnlXZyjTsGrie+GLkI6VjfKLZcyfVGO7mWngJ97TScjBH8C0MEZdYCBnJBwQLZagEXTQNRg3w3ZhfOLZCOZIJiy0y51GyAbrBqwtYbeiXgL99dQDtUBzdWN5GysMUX1OvGZeLVFpqACeluKElAbB92gcGDY23wbn83gHWNhyfgcTDRNLjwlzSDcAN7kygDEKVtfMZkpxWsAAO8VOpzCjsIOXAjWP4ZsP1+V5Tsq4n/+zAbjoA2vAMmg/23L5bleHvNvmvvvwSTNgOtksrg9o9hOPwa5oCByDY4AF7vCrZjEnSEebAAvC/V/mYirL9b7+jYeU+Oif7fh2tiIqYMLj+7fFY2f1yLHIc7QVstBudjqmV/x8GD8F3QBrvhFfglOC774UuIdIKTrbARWsFjkAvesweiucJpVks//FPoB677vwHnTHxf+Zi0qnCnPj0M9OVFsAxKWh6PBmWhBfT/aJ0cwLkvbZw3+8DktCR7FI8FBQt8wwLuha757v+ffuOb8CFYIIMWCIl8Bo0dqiq2Ba7hicZgoNwSynsib1BtcGpQYdJikjYtdm7//NXMRPCjGG4On4BJu0mLSaplmPj4vAG+gUouNIEa4L2WkQmdpxKTZpPZpmByatuLI8c4kgmuia191EYdYBB0A7UbFsJ7sA4OgPXHJ5e2ySRvLHSCtXAUUh28Gfy7fmpzx7Q9rIFk+m97bbdj66+qH8AhsO8qB0bCbWDZ22E6zAKfKalyeXAK+JJEm7wIOyCyn20xKNHPBoLJtPU9Dashus+EyPFpDSZEydhW324L+m5/GAP3g33sAX6nLc+A9tCPI2yTdTeDNtAdxsEo6ALtQP9zPC5BJvxfH7Me227fHHev6X+lVT0KGAK+JNBG2kx/2wwLYBGsBxOWRP/n0mW5dpwF2+SxPmgr7ex4HYRs1s007l7Q/3fAS+D8cnxV/Lpx5UrRf70/Bx4By5wJy0H7BFUsC7hW6Cf6vWuJ64Jrhy+EXLOieeF9qri+dOWp8DdY4Mq+FPlRsEewQJlYoGqZ1BoqDRaoHBYwQKgGBhImGgOgI/hiwiSzPRhgGJAbVB6N4QsLEyifc5OwnOrQHHqCZfh8LTCBMMHdA3thFxikG6BeBAP9dMm6DJjuA5NtAyU/2/5kFW2C9s/EaBsYuA+H+8H2e+1NmAHbwaSmMJnAbAVt2QH6gsnmTki1TKxs/1/BeHgNjkFxbO7Yy3wwyZoKJnBjQOXD27AetFHU98huXEpag7lzGtjGxaDPxJfzMZ9fBxO9KdAQ8sExjVdNPgwD/VPfc9wKk3uM5TgW+q20glwYCtpqLeRBPjjWjpfP6ffK8i3Do+W0B/1Ne+gPB8Dx3hdjP0eD9aLaxdelknaznnnQHyaA8812lETa0hcCjaAL3AAjoTPoZ7NgBuRDsnI8F8EK+D7oV7eBttTGB8H54nhnixz3XLgL9LF14Nx/B+IV77fx1ws7d25ZnvbUL3wxpd8EVVwLHKNrrmeH4A64H9pBtLe6drn+FNeXeCQoWCBYIFggOyzgphkULBAskB4L1KBYf/28D4aAv9aZ5B6BpfAGGFD7q8E5MMAwsP4MTNiugUhVOLG8NVAH6kIDaAbtoTGMg0fA52fDu2BSm07Z/t/ACHgcTEgMvJXtTzZI6sW9o8ByWoB9MDEzufGFxRmwL8mWZ/Lis5anXXdCqnWBAm2Tdh4NJknWacJVEukbefBR7GED0KPwBIyHRbAQNkKyduDWywlvLkd9sCv40mAumOgVJPulTPBM+u6D6rAIVHPoCAbBjndRupkvJ4G/XF8Cg+eTsePLHO2z2BYTYefI5xDv+/a1GuwAfUFsVxOwLZ43giFQGxzreTAdimMnbi+WbK92tM4fgnN4MxwDbVMc9eTmG2EMtIZ8eA9+AQfBMn3hUxI5l7T1dpgCfeFpeBVeAcuOVJw5Gz2TyqP9dx1pA2vhKTCZL60s97ug/+n/xyGoclhgC938EJybY0E/GARvwyxwfgQFCwQLBAuUSwtcLQgrl50Kja4wFjCoNEFtAS3hFLgpfw3ZLOeVCcZQmAgmGPVhP+yCHbABVoPBxWEwITbYMKH5FEx64vGaCZa/NBqEGtwblBqEG4iIyX9TMLm3vjpgUmTCIemQCctJqAcmIrZxG5g8FzVOkY1yuW8gjIwdczgegjWwHkzg7csHoH3EPhUl/cZ2mPzZJhPSFaA9Uy3tbrkmur6IMJE38bD/xVFVbu4Go6E5mLTNBf0jGsvanDsfHN+aYL/0C49FqSVf3g0mcCabb4DlFjQ+tmMwDAdfpGyFXGgIUcJn+/qBY78MEu2q33UA+zIeuoBjdgCcvzvB+hfFzo9y1P9tm35qeYl43bH3PtuxH3bDeYjmTA3OIxtpMxN+5bOOUzpk3Y7F9WB9+pz9+QiKkv7vOHaFEaC9e0MLsEz934RzHkTlXW2cubVQ6Y954Jg3AuutC9rLa86XxHHkUsak7fTP20FbbIe3QRtE7XJeF1f6cw7cDPrsDLBcfcl+B1V8C7hOuY/sBX3Itck50AD0D9dQ51xp5hePBwULBAsEC2TeAgYTQcEC2WoBN10TF4PblnAKTASyPQBrTRsNSB+AcWCy88/wEiyAXWBwbnBd2r6YpJjUb4SVsBTyYBCYSJlgmMR4zWOqZftNWgyITEQbggGS/+rA64WpOV9MgB/AI5ALB+BF0E4z4T0wcWsLQ2AwmARa9tV0jhsMzByH6qDNbU+UFHCaMh2nJIPFW8D++yLC+g0Ok5XjNBX+AEzi/w5mwBKYCybVzgPr8L4ccP0+BiazRakvX/4cbM+/gS8aCmqbyZRJ5UhoAk+BYzEULKMZVANt6LnBsWXF+5Xf25fvwv8AP78L/wgvw1awL/bxcyiNHF9fbOWB5c4G/b8G2Gb9yvFwfKzvS0iHtOVhsN8TYQPsh6Kk/98MD8P3oDNshxfg32ExOB/sYyqVT2GbYScMhvugEXwCzpGyUk8q/hn0Btf4Z2AOlLb/2tn50gZ2g2Wa0H0NQZXLAq7RrhXLoCYMgZvA/dr1w5c7QcECwQLBAuXKAgaCQcEC2WqBa2hYY2gBLSHbE3kDgtvgdsiBC7Aa5saOJh0mEwYUBqipCCYtIyrThMo6PohxkWMT6AQGyiZqJh0fQaplIiDdYSjsgH0QL9vSH0xGJ0MfqAoG1iasJi9rIR+0kbI/tlc/8JcUj1UgH64W5Os/9t1+14ZjYEKXajkG2r4B2Ef7ZfJov66mGtxg8vIoDAeTqZlg8us4agfHzHP9yRcbovQxbW0SaGDq945BvAbyYQK0hxXwKjiPClIdLj4OlrceZsN2sP7q0Avs33VQD+zjBtD/lGN7G9wEztk9MB/eg23geH0O9ulqY8ctSclyrN9yPfcFinb4FPSTpqBPtgLH6SikWtr8LDge4rlJQaKdG3FtEGiju6Ab2CbnypIYazjqo/pTqmxEUb//TxWsz/l0Bmy3L2Ucq1xwbM+D7c+UHCP9cyo4TvqbProabJtyHpdEri2D4RHQh6fDVtA3giqnBVwrnJvOAffHeuDa4Nrm+qfvu35EKqnvRc+HY7BAsECwQFotEBL5tJo3FF5KC7iJmrgZaGZzIm8w2haGwKMwFPJgFjwHu8HAPFMyGDdg3Qn1wXaNBRNag9hDEAXJnKZEBkXWNwBugP1g4myyYPBkwGQSMxnuB5NXvzPRewlmgImfbY+XCZpl2d7mMAL0hS1g0GViUpgcF59rBo7JPtgO6ZDjexhaw92xc5MR21+UtMPNcBfo738Hc8HEI17aVzssB5M9XwAYfJo0dwQTee8RE2WpC0/AYPCZeaBfFKY2fPFf4VrQb7WX/rIHtPNYyIXGoG3t7w6w7x3Aft8aOzfB/wVY5xHIpEyE7afttl3jYsdqHG2ztrU/RfkOXxdL2l2bWEc7MCnQNvqfLz6agv+qYQrcBsPhDOj/v4LZoL0/gUzIepxD66EzDIA+YHtth2P6FaRT2svx+SGMAsfsddAWtqM0MonvAWNhDNhPfTpxXnEpqBJa4CR93gjOg1y4HerBWYheBnIaFCwQLBAskN0WMGALChbIVgtcQ8NMGlpASzgFBp+pDMAprlRqxNMmYg/DbXAQ/OVnFhgonIey0gUqNnHZCSZT/uI1EHLAAMbvUinH5UswqTFA7wQmlCabfwRjoTaY4GojMcG0bVdLeI/H7jMhag/Xg8nGbihMfm8fvX9S7FxbmJym2odMegwCTbBto4mcvrsftIfSnyNV5cQ+PAbTYBU8Cyvhav/E07GLklXvPw0m4SbR48H5Uh+8dieYSD4N2rqwBMl7h8FQ0EYvQF0YDvpMV/BXecs28XPvMOC17jvgT8A56vx8DkzGnAuOQVlIf9KO2t/+OD494S6wD6fA8Yr8IH5suFwimZg73ydAe8iPHV0XfgC3gO1wrLXv27AOjkHUDk4zKhPbveC/VHAtc7xvAq87L9M5fhMp/4egrbbDU/A+pKJO59+PQJ9eAPNgHwQFC0QWcC66fuWBvtEWnLuu35fgEAQFCwQLBAtktQVCIp/Vw1PpG2dwbTJk4G2SYPBtolBWQS9V/17OnU4wFAwWTW4MDGaBvy7vhk+hrKTtbM8HsAtMhJtAM9CWteFLMPGIEk1OS61LlFADDNL7xUrrzlH7fASbwCRvIewHr30BV5OJ2eHYTfbD5LIq+MuKCVviiwD7r59Ytj40AGzbJ2DS4nk6pC21a0/wF8FtELWb08uy3b3hTtB/1G/gLdAeychxs1zL99zEJQfsa3UwKLUN1mOi+AI4fwqTLwBEe62AZWD7R4P+oj21dRWoCfZR6UeORSfYDI7t26DfJTOu3JY2mRDq97vAthig+/KkITh/HauCfIfLJZL1Oedvhm5QFfT7LpAL+txqmAvzwETB8S7L9cy6HasDUA3ag233XOzPxxCNN6elVi1K6AX6/yjQh/UZbZKKJF7/1PfvAefCr8EXJolrBJeCKqkFXM+Ua8Bh2Aeunc7VBuC6pu+7X3gMChYIFggWyEoLhEQ+K4clNCpmATdbN9cW0BJMRLZAWQa+VH9Zjfj7Y5gKBroGof8Ja8BfKrOhjTTj97JNJmc7QJuabBhI58NOSFV7m1BWXzABNIF37PbA0/A8vAMmMJegJHXu5jkTyubQB4aALwQOQmEyobKuDtAWTKZM4NKh8xRq4jwYTHCPgr/6xPuE9pkG3wX787ewAny2JLJ8k+g5sAkawhiYABfBJGY9nIHC9ChfjINZoJ+YuPUHE7sd4Bhaj8ddYJKXC/3Aa7+AN8D56bPZJNtzALbCdrBPU6AOaJ/DkKo2N6OsrjHGcmwAjon+/yvQtvp/quqjqJTI+bgXNsIR8F8RTILrQL/Rj1Ml/f9n4PrgmDwFrp8lWQ947Fty3rm+VQXXY8v+EIKCBQqzwKd8oS+6VraGkTAR9CHXP+dHULBAsECwQNZZICTyWTckoUFxFriGc5NOk8GWkC2JfCvaMgpGgL/0zYElsA8+g1QFpBSVMn1FSbbVJNigxBcR2rQ6aGeD+JK2uznPmtCZOI6DjnAODI5MakyeXgXr0D5fQnHrso2RznLiyxN9ozOYkKnCEiSTNdszFHrAWjgA6dIFCm4QoxNHbezLA/tsEvMIDII8mAHzoDSJhmOrrT8Cx3gYtAPr2w+fQG+wLbVBe2i/SNrwdmgKL4PtvwG0ucHtDvBFifNP/7Fcx9lx1+/nwjI4DY6tih+vK1fK9q820gfsg7ZSvcA+m2iXxv6WMRAmw03g2Gsjfxm2vl0wH7ShdUc24jQrFI3V57TG9ka2qMK5SY3rhAm946vvlFQmReNBX9MfXRdeg/fBdUFFbbnyqfh/6/KI5ZuErYV3wTngeAQFCxRmAf3jEpyAyBd9KdcG3M9cP/yXK94TFCwQLBAskDUWuDZrWhIaEizwbQsY1GVjIm+ScyeYDC2EV8EAuDzIgCQf/NXNpG8U5IAJmQlcsjLIN/gxcB4G2uNhMDky2H8T9kI/OARr4DyYLJRWtnsfmKCaTI6AXNgEBY2DdR6H4WD7DoIvA0zs0hXgm/DqH/dAE3gP2oHJ3n1gH/4aTDS8L1VqT0G+UDGpXwl7wMRyKvSBOqDd7Lv1mtyb9Hg8BtOhDfwBrIfXwb5Yns/UABP/2+BD+BNYDVHwy2lWy75vh41wB/SEzXAaipuk+oLGsR0A+r9jrY/lgWVq+zOg/+2GgnyTy1kn58YyOAC+oBgE/nruHMoH50xJ5k0HnvsxaKMt8ArMgVT5Tn3K6ge3QBd4CZx3JWkrjwVVQgvoK3ngGuFeqf/fCr58cy5H85nToGCBYIFggbK3QEjky34MQgsKt0C2JfLVaKqJ0t0wEubCLDAJKG8yqfAXhv5g4maCY7JmEH81aYfB8AA8AQbmJjVrYGYMkzvtYhLTEHrAbohs5diWViaYR6Ep5IDJhtp15fCtv425UgtagUHaBkiXLlCwv742A+s0UZ4GQ2EVmMQshw8hFdKe2mEsTAVt8DzYR4NSjybqTeBGuAG8f0Tss8HrbFgNvnAYB+vAhCteJvDfAcvy/qXgGJc3+ctaTfDFRC8wid8B6mq+qa8PhrvBFx5jQBu8D6+C64JzwTHoAtr6EOTDZ1Be5PrgCzN9uQXYz4FwAk6Cc0hdzV7eMwm+B+1Bf3wa9LVU2qMP5f0ROD6+IFgE9iEoWKC4FviYB9wjfenrC6ze4NpdG3yhmcw+yW1BwQLBAsEC6bXAtektPpQeLFAqCxggmnwZRLYEN1YTi6+hLGTCeysYxPuG3mRsE5RHaUMDcm3bHEw0P4XC7GtwbELeDAbAqBhdOJ4Hf+GcAfPB4N9AyCDagN97TAK8brIUJQCclkomTyZI9qUxDAETsyNgmxITTJM3NRZ8GWEibZ/TJRMgA79cMJEx0bBdv4K3YuccUqJalDIRxkEjWAhvgr8gaQ/91PlTDzpDLtSFAdAXtsJSOAztwRdVWyDyb/cK/f8u0M6W/TZYflnNR6ousWyzvqkfODYmlGuhMH/wPu2aC/1B+7gOdAWfWQn6/zzQhtrFBMB5pY2tzzqOQqJfcikrZTv1HdcJ/bgf2J8v4Bpwjl+Eosa/Jt93h3tgNGyDmTAXUpXE25b6MAamgj77DLg2uE4HBQsUxwL6k/oIfBnnfHYPE9dP18Jz4LwvL3OZpgYFCwQLVEQLuCAFBQtkqwXcUBtDC8iGRN4E5i/At/EmY+vAYLa8SvsapLgO3AsG5CYz9ikx2fafxU6Bn8A0cEy2wIvwAiwAg/4oWeb0chBtEtAcTABMBky08yGVAdBeyjNpsk09YBgYxOdBvBw323cHmMSaVBiQpSqhoKhvSPu2gj5gErMdngdtZaKXSjWhsD8Hk6anYT6chnh9yIcdMA9MdjpCb3B8THgugDbLhRthK+gPyn7cDm1hH5jI2x99pjzKdjv2jlEvMBGsAyb32ilRuVy4E56EJ8B1aSO4DjwLJvIm6doxXiYD+t140DeXgfWWJ9ne3aDPOG8fgiFQBZxn9rEw+bLjz6Az6E9Pgb6ZSr+pTnmToT/YVstfDoljwaWgYIFiW+A8T7gOuu45h8fEcF7vhVT6MsUFBQsECwQLJG+Ba5O/NdwZLJBxCxhkZ0MibztMxm4Ag/6l8Ar4C2d5l0FKVTAIrgUG5/lgUmdibKI3FsaBffeew7AalsAqOACfwhcQSZtFMlG23AHQDtaBQVBpFdVhIHUabEMj6AY1wUD+GMS3y3P74UsF1z+fOwGpVg0K7Am3ge2xv74g8UWCtktF/ynmstrydyyMAvv7DOyCxABTe1wEk51PwMS0AZhgnQQTog4wENqA/u29+kIf+E7s82yOG8G+lHfpM9opF0w698IeUM2gH9wEvtjwF7lqoP/r964DJoz6j/bUvonSfs4x51cT8NnIFzgtF9I+9k/f8ujccv74ckf/+Qr0lfj+6/+j4VbQhr40mw7ay/VARfP3yqeS/23Pow9DS5gH78MHEBQskAoL6Neuga6RKvJ9/c090jnxEcT7Px+DggWCBYIF0m8BA9mgYIFstYCBXjYk8v5a930wIF0Lc2ArVBSZ3EouDAeTtIMwDh6Ax8Bk1OD4DXge3oJ9YHJ6NZks58HtYEJo+QZFJlGpkkGUSZgBlb8wDwMTr80Qn6hX5bN9bQhD4RCkYyzt5y3wIJgIPQNtQZuugV2QKt1BQdPgCJjILIEoWeK0QNmWh+Ao/Efs6EuWe0A/d6y1VVNQvvyYDCvB8U9m3Lkt6+WLDZNM+6cd94M+YbA+ELSHdhoEB0C//xeYC/q/v1AXJcden7Q8k1tt7DOpHH+Ky4icY9rmXdC/nGNDwD7ZnyjR4fTyL/B/zHEwOAdfgjlwNXtxS7HUmrudx1NBn9SX8yEoWCDVFnC/2gLuZa6Nk8D13LXSl3Puc0HBAsECwQIZtcC1Ga0tVBYsUDwLXMPtZZ3I16INfeERMBB/DvxF2QSgosi+mNA1hwFg0tEdDFKuA/s7G0xeNoC/KhrUF0cGQXVBG3YGA/rtoBzn0ij++TMUdByaQA50BNe5naCs9xi0AhNT7zWRt30mXSVRfP3VKcAk/nGYCKvht7AAtGVT0Aa2yUSwpHXy6OVfh9tzvBdMOk0yTeSLCihtawsYAiNgEzwFeXAJ6kND8B7b6tEk12u+gHkHfGFSkfQVnakGjp1+MQ4M0h1Hx8cx1LbzQRvoM8WR5Rvs14TbwLr0uQtQmvHn8TKR/TkFrgP6k4n8GNB2+p7n94D/usM5/hysBf1L+UyqdDcFiS8e9f1V8AUEBQukywIfUrB+7p7p3jkY3C9N7k+A14KCBYIFggUyYoGQyGfEzKGSElrAgK+sE3kT2wngRr0bfgMmixVF2tjA/Dy4HuSACYwvL7xuEv8aGCSbeBrEeL24MmEx+Lc+E2j1PphAp0qW/RkY1NtGE9GhUAfywMTJRN6EogGMjJ2f43gSStuWKpSh7W6FcWBg9x/wBpwFyzeJGwRNQNvappKqHQ9OAgNJ+/0CbIWipI1ugFFge01MN4EvF+qC42QiZNv9Xtu1BwPUp8EXOdZV0aRfnwFfbmjTrvAxLIFXQf/PB39dL4ksX3vqF74os2x9oqTl8WiZyva7HnrUl0dDM/gS9H99cgu8BdrOOZdKacvWcC+4Rr8Mc6C82pOmB5UTC+jj7hf6t3vHEHCNdK3Uz0+Da6h7UFCwQLBAsEBaLRAS+bSaNxReSguYdDSGFtASTATdPE02MiHnx/fgfpgPr8FecCOviDIoOQYjoRH8A7wJhyEVgbjlO3Ymu/7yWwsMeryeauVT4BFoDiZlJvQGX/tAmVBLKzAh3gj+alpSmVj0gwfgEVgPv4BVECXrJm6e3wTWaVu89gmURI7Tn4G/ED8DvhhIpix9ehjMBO0/Fh6G8eBYLIXfQh6YtDvv1sBcMCGtiLpIpxyLblATHLfp4Jw/BPptaaUttXdbmAzadyeUZ+l7u8AXSK7Vj4A23A1/DwshHdKGU6ANaMcZsB+CggUyZYEvqciXf64Vrpt9wTXUoz55AoKCBYIFggXSaoGQyKfVvKHwUlqgLBP5GrS9Axgs+rb9N2BQ+ilUVNk3k5n+YJK9DAxIUvkrlwmTv/YagA8Ck6RUJjP6jPoKTNy/gIbQE/yn076Q8GVFlFSbfF8P66GkiYDl9gaTeMuz7DdgFsQnvgZ+/oKZCyY9rcDE3qSnOHLd7gETwPr0y1fBoPJrKExV+EJfvgcawLNgkt4RfKmhXbTDCtgBXaEPrIUlsAcqsvR/k3j9syE4Ls6BomzK10lL3zO495fkAbHzoxydX6mqg6IyKn36PHQHfdGjc9B+unbok9GLLE5TIv14ONwPvhiZB5tA+wYFC2TSAp9RmT5oIn8dNAPnt+t7HXBuu+aX1/lN04OCBYIFstkCIZHP5tEJbTMgdENsAS3BpGMLZGJTbEU9I6EdHIE3Y0cOFVomvvXAxM6ARKUy0TbY3gadwITyMJgg+kuyyXcqZXmW7S/t/jI/GExMrd8xNYny2gDIBwOykiRVvgi4FR4FffTnsBgKSmBMfKy7NnwHDPLeA68nK5PMH4AvD9bAbLBPV5sX2vwG8BdT22Dyr/1twxzwF2gT+OjFzZOcT4RnwZcFFV2uN9qjOjwBn8MMSJUcH/3cRNSg37XNsdRHL0J5lcn7fwPXylVgEl8ThkETcM2236mQY9MZboIJ4Dx7EfThoGCBsrLAWSpeDSfBOX0vuD4fB19mnYegYIFggWCBlFsgJPIpN2koMIUWKMtE3l+MR4CB4z5wk44SHE4rrEx+TTRMNPuDAcgKSKVMWrWrv1g0g6aQ6l/U9J1IBlkm2I0gF0w4TNIcV9tgQiX/l33zAJOruvL8h0A55yx1K+eccwQkJLIEGDAYPLZnPfbMeL3e3dnZ2dnw7Xzj2d3xzHjssQ0YMNgYg5FRAEkI5YByzqGVc0IBAQLv7yfq2UXTobpV1V3Vdf/f9+O9fvXqvXvPPffcc24JtRmKKojjn1uVe90YsOgbA2vBYngxFOYr2tfEzv5bWFcGn2PCl0gxYoHkuDwBtuVF2ACFFYLx7fVXzEfBDYtF4Pd8p0WWCaj9jvqu/08CN9F+BRa42SD9Qp+w747TckhkXLgtYTmn3OQxvvSA7eD46xuZprto8COQA87hl2AJ7Ie60AnspxsXxyDeT+N9k48SkhsD3wDtthbmwV4IChYobwsYO/1l3rghxvXB0BJc84yhUXzlNKgQC7gmuj76o0JQsECwQDEWCIV8MQYKH5erBUz0LLDK4xf5drx3AliQWfCYmCbrVyUelbbS5vbTJNwk3cTEZDnZspixeBwC3cGNEouZZMv+fAQHwWTKTQN/KYx+CbUd18BiozYsg/higz8LlM+1iNdGd4Cx9B9hNhRX+JnMaWOf0Qb6gsVIHhSnAdygX/aEHfA8nIdEZFvvgXdhFvi9T8H+x0sbuVngO/wXFG/BScgW1aSjg8BiOw8iH+E0KdLe+r4+1wWcY9F84DQjZKLdAb4CI2Eb6FNz4TBsB+dEe5gIbkAZS51bzg/9rqS6jS/ok38CJvk/gmRvAPLIoGCBUlvAue1ao1/qr2PAQt6i3nh7Foz/oaDHCIWoBddz4WNIZC0u5DHhcrBAdljAhTYoWCBdLWCh0xCaQXM4DVugLBbB7rznUbDAMjn13RaC2SCLt7rwGFyEOWDinExd5WEmNZ2hNbgLb8F9BFIlCwxpAv5SOBh2wxqYCl43AfMXfJOIwmTc7AuPgzZaBT8CNyMsVhKRCcpx6AZjYudHOVrQFebfzoc/gwdhHrwBe6C4oqgW9/QHCy7nk/+byHIo7Hut+GwE1AfHYwWYhGaLatBRE8lK4Jy36NYnkimf60aBY3AnOEZLweuZoLE08rugnYzJz8AyuA7KfunPu2A/9IBp4CaRcz8PSirn6xhwU8C5NhsSnW/cGhQsUGYWsKDX/9eBBb3xdxy0hh3gZlZQwRYYw+WHwTXYHCHYCiMEBQsUZgET0qBggXS1gIWLhUd5FPJDeO89YJFnwmhxm02ysJgMFvLa4BIUVvjxUalksmOS47sGQmUw8bGgT6b0I2WRZPFsPxpAb7CYsh0WJBZufuYvpIX9Au0vkf4S/xD0A7//KsyCkhQVFuve3whM7mxPVdgJBflaba4PgKlggf0CLIGC7uXy5+QGxSPge/bCO1DUv35ox+fjwURqK2yDy5AtchyaQT2oAwfgGCRTjr+bgx5Hg/NgH+h7RW0i8XG5qgZvd67qhxbW+sdMWATRvI3mm76p3Zxz2rE56Lva1bmoT1nUJyK//wAMhbWwGPTloGCBdLWAvn0InM/6b1swrrjeuda4prr2BH1mAdd/1x7nuZubDUE7uVZl0/pDd4OCBRK3QCjkE7dVuLPsLWBCaDB38TMJNPHdAia/qZIJdVMYBiasi2A5ZJssHLuAiYbFvAXGJUi2LF5MeJ4AE3w3DXxf9Msep0nXHp54BhznQeBYb4JTMDx23MyxIFn83wtPwRH477AMSptonOO7tuVu6AHz4Szk1wAufA2M2RYxb4HfS0QmR98B7fwy7IqdcyhQnbk6CY7CCjgMUZHGaYWXCWVdaAkm39vhACRbH/PAD8C55q/MLcCxt/BNV3WnYX8NvcA58zzMhaI2+Zwb78FK0LdGgLH1Q3CeFRfPLYJ6wkOQA8/CcggKFsgECxyikevA9dNY/GVw7XGeG8OzKbbS3ULl+qdtXI+Nhf3AvM/Ya+5nrAwKFggWyGeBUMjnM0j4M60sUB6FfDUsYLFmEWtCvxT8RTLb5C9v7aEWaIejUNiv1Hx0U7KgcbOmJriA+56omNEHkqX4Z53noRbRbhRZrPmZ7+4EJl6OuYVGVGRU5dzi5Wkw0bCI+R0shPehtDK5s9DxvfUh+qXSTQVVCdzgmARuIGyA12E/eG9R8rsNwPaOBYumV8Dk0esPQiMwUYqXmxsWTSafM8E2ZpMsSt3A6gvafTVshVTI92hfNw0mgmOzEz6CdJLzYzJMg46wBfSltRC1NX5+cfkPcg7pq2fhIrih1Bgs6vuA88xEvbDNu4F89hRUATeW5sPNzDm+HhQsUKYWcJ5fAP3fgrQhmGe4SeXf+n8mynXEvnisC65VxeF93t8MusJwuBuMf63B2DITdoBxYygYi1uB3/H75mnmJvWhuPdFn3uveY32NsYHBQtUCAv462NQsECwwB8tYLJoUWVRuR4sYLNRJtcWeBZ6JtwrIVU6z4N/AQ+AxcIe0PbKIiBZin/WFR66ECqDcdCNG4spF/pc6Adr4AKo7nAnjAFt8ywsB5OCm9VhHjALTPZ8h0mGvwKbxJis+AtmH7D928DiKRHdyk0W8fblEFiMRgmj4/og+B6LI9+t/E6UlF3iPOq/n2WLPqajB8Gx1ReaQKrku9wwMaF1PBznnaD/vw/pIOdHO5gGA0D/ewPmQ7zi51f89ehcv14C9k/f8nkm6ZXAIt7EPb+/VeeaSfxYeBVeglMQFCyQaRYwzh+B1fA1cL6bZ5hz6PfmGrdAcfOIW8pFts0NbdcIaQ4W1xbVzuFE2+19xhTXtvZg7OsBxkLXXGOLa5Lvuh/+BowB5iG7YS8cAuOz7UhUvtM4cxhcB80BXMtdZ72eaPu5NShYIH0soGMHBQsEC/zRAhZ2bcBd332QP7HkUlboMr00YdcWFhcWd6mSReQGaAcWnv3hBCyGVBczS3nHeXgM6oCJlUmDhYZFruPfD56EybAEZoLtTUYRz2NuFO4+16JlHAwG++47GsKfQm14DkxwEtWn3Dge7M8cMEmKZAJzCOrCXbAQzoHjXQPcMDgJ2SwTPu2gX+SCiXb06zOnSZVj8wyMgT+DvwH9Lx00gUY8Dq3AIuRZ2Ail1Wm++BrsAQt5fdR5/wbMBgt6VRMmgrZ3Y2MVmMiHhBsjBGWkBfTdY/BzML7fDq4rzoNZ8BswNqejLKwngXO1PbgmuXYfAP+1za1wCxQnbVAJvN9nug4thbzYuUelHd4BP+8Ark31IQcagwV4ou/j1hvtbcTR59gG449x17ji5mIU232mnwcFC2SEBZxIQcEC6WoBA6qFTDNoDiaAWyCVQdak/S5woXkX9sNVyDa5SF6ETmBhuRJSWVg4L7xebwAAQABJREFUptrZ3f32kAu+zzFPpa7zcBOrT8F46Pjrb25c7AITjQfAzQzb9wuYETvnkDS5KWDi0gVqgQW27WkLU+AA/AhsU6LK4cYvQU14Diy+HFdlvz33XV3B918C+y7VweLJZCdbZcxpDSfgFOiL/mqUCrlh5fPddHE8tPtxcFzKS/qN7bkXhsBWmAkLID7p5c+EFSXJ+pqx9Qzo424S1IMqcAX8vA3ovxYMi8AYdB6CggUy2QKuNfrxXnC9awKusxap/rhmjHEOGKPTRc7F4TAWuoHrpDHA+WuhbXx0fbTd/ghQFNE95hfGVte0JbAWfE4UWzi98czDHPeBsVB8j/Ehek5R74r/zOcaf1xbXd+MNdq+Bfisc6DNzUWCggUyxgLhF/mMGarQ0DKygAW8CawLyhpwIchWmVC40+6Ce60MjGCx+hP4PzAO5oHXXLhTLd/lL67GxDuhIzwIH8IUWAj/DFsgVQt9Hs/+IXwJvgpjwIJuNfh+E79ElcONY2I37+C4DT6K/e3BxGVW7O9vctTvG4NJ0wVw3MuziOT15S7n/iHQHibfqZRzzWTVcfZdg8BrMyBV/saji1Q3Pv1raArr4OewDOJV0rbF3/8JD9oO3wM3Cv4dPAzD4A3wc883wBxwfgYFC1QUCzi/XwX9+26YCv8XXoBXwLUm1XGHVxQrC977wLl5Hiy450IeWFBHxa9FckllPLCP2qIoXeVD8zE3l12rSiPb53d9nzGtPzwK3wA3EV37fUdZ5Dq8JihYIDkW0HGDggWCBT5vgSjYW+xkuyz+KsMEiH4xKM2CnYgdfZcxqS00BBMHC+qD4IJfDVR8MfDZldL/1764sFu0NQH7qGrAKHBRt00u9EOgO/h+fy33u8lqi23wPbWhLfgvAvpCI9gDPcF/HeD7TKxU/nfbHhMisZ0mKs3B8fsSmITZL+8z+dK/e4Hv9N5WsAscB4soj9ksbeBGjseykO9ZAfqBvu+vRuvAzYSylO+fCLeDc2IzvAYbIVKyfF9fvQiroC4MBef8dNAeR8HPPAYFC1Q0CxjDje9zwXg7DHrA12E+6PvHobwUrUOdaIDF9EJYDNugLPMj18dkrkeu9z7P9fAsuPZNgH1wDIKCBTLGAi7YQcECwQKft4CLq4lqZUjm4vH5t2TGX9rBAnIwdI412WupUFSY+vy9MAYsnndD/K/DqXp/VLBZ5Epu7L0mWi74k0C50ZMKmazYBn8tMNFwMyMH3gfHYABEvsnpFxTZz/a1hxZwANwAuQcK+q79vAQmahZQvtOiSWxPNks/izZsysoO+3lRFXgUusEgiApaTlOuyHce401uHrmR8DpYaMQr8rX4azdzbjH/KphIPwHTwDn3C9gL2iTbYzEmCKqAFnAubQHXuSXwPRgPtcAcfRbEr3/8WWaykDcOWMQbA34FR6Ai6DCdeBG0+XegDWjzoGCBjLJAKOQzarhCY8vQAi6uUWFXhq9Ny1e5iC+Ad8HNDZP9VMqd/pbwDbCoNZFfAdvBwiqZcctizYLVRMlfBP3/k+8FiyhlEVwH/HXEgka/sKj2e8mWRbX/AmA6fAu0s0X8QlgL58C2aoOC5PdNvLqA7fwQfgrLoCZEbfaob/t5Y/AXIP/Fgc/1V9cz4P2FvYePskbaUcpSx3nZSzAavgYWsb+EstCdvOQhaAVr4DnYBGUlfdJNLOd6G5gMzWJYSOibQcECFdEC+r7F/A9gEIyAL4NxwE0uC86y1gle+BYYg67CSahIcj09DD8D+2jsDQoWyCgLJDMhzqiOh8YGCxRhAQsdixiLuLL852NFNKncPnJx0x4WeCvLsBUWrhaZQ8E4dQxS/f5OvKMfnIV14C+C/vNmbeAGhoX0Lkil/EX8NJhAWWzvBQtJr1mQFye/nwsmJHkwG/ZAYfKf1stO8Fchi7eq0BmyfX2I4oAbKp6XlS7xIpPnOjAMekJrcA7oE6mQvt4F7gTnwGqYCcuhrKSN20JzMN6I/wrFv28Hk26LmWhucBoULFChLGCx7Nw7CMbhMeC/SvO68XgHnIJUxQEe/Qc5H91Uy7/med01qaLoYzpSlpuVFcVuoR9pYoHwi0uaDERoRoEWcMGwMPEXGZM5ixmLjVQuIrV5fpQ0rufcpDqV7+PxaS1/GRgJFrZby7il/jphMf80XIMNYEKTClm8PApfB4vafwJ9zff6y2A3sOD1n5wfglRIP/8W+C4TttchD74C9WAeFJfA9eSe74F++xpoww8gv0wS7c+DMAXmwHNgUuOvsS1hD+yHbFUuHe8N/rNvx90EWvukWsYbNxCNfxbzbiY5/vqdiXUqNJCH/jV0gM3wLLwDZSU3y9rB/XAHzIKfxo7aYhQMBe9xblyAoGCBimoB1znXuzywgHeDbTIYi4xDHoOCBYIFggXCP50MPpDWFiiPQt6k2aLOQscE0oLofcg2+Qu0xdwAaA8rwAS6LPURL7MdJu81oBYcAMclWarGgyzWnoT+kAdvwnzwXX4+HBqCRZztcAP0CFyHZMl+DgGLdpO438Bi0P8Gge2wiDsHBfW/Etct+tx0cSNqPbwK3l/QRpQbY1+FXHCTZjZY9Js0doHB4C8x2yBbpT/cDXthNVg8fgplJTdg3EjqBsakPXAIChpPLpdKFtDjwX52hy3wW1gF+rsyDqdaLXnB49AZ8kB/1P8sWM6DG1i1wfv02bpwFuLnQlm0k1cGBQuUiQVcX86APq5vuwa0AWO3nzkvXCODggWCBbLYAiZ/QcECwQJ/tIDJ6z5woRwBFpHZKDc0uoIF7HGwoCwPWVz+GExYHgI3FZIpi6RJMBUsav4BfgcWzf4LkK1gMXECToJFjwVwR0iW3BhwM8FCvhEchUWx4x6OFlYWkY+BxWVBsu3DoSccBgtw21tY4WkhNAbcNPh7sJ8mi+fAQrETNIFslv9CwnGxiDwIxoaylGPxLliwOh4DwU0WN1uSJePb06Bf6wO/hjmgX0RK5sZB9Mz8R+fTA6AP/hT030j7OflneAGOgfPg2+Bmk2MUqSzaGb0rHIMFysICFvGL4e/gX0F/nwYPQi8IChYIFshyC5hABgULpKsFTOosJF283IW2sNoCqUzYnBP+8tsYTHItpHZCtqk2HR4I2v0yrIcjUNayoPBXCcfCX+ss6K+ARWpJ/UB/ilSVkz5gUT4JVsCvYsf4f4HhL+WNwHd5/iEoC2Z9ZYd/3KRsi4XJOFgCFlLbQdlf+98KbgeLOjeatEt8kW7bvgH+qmritwyOQ1HSju/Btrib7F9nuAOca9qlpHbmKxkt/UT/d2NEe7qxE28j/iwzXedN2l8GQhNwzCI/5LTUmsI3n4a24Fj/HNaCPleWGsTLtHV90N9mQ/wc5M8b0vePgptqdWAyGBecB4diRw5BwQIVzgLX6JGbuQfA9bgTGA/c2DsG5yAoWCBYIAstEAr5LBz0DOpyeRTymsdE1uR2FFjEr4Nsk0m1iXIt2AoWluWVLJjEVAfbZAJjEr8ZPoDSyLjnL613w4jYA37CcRZcif0df/CaxXwH2AVuKA2FGmBhYdFR2l9rq/HdHvBlqAc/gpUQFWq/51y723c3HqqC8+IgXIVI+utTYJueh20QPYPTL8jP9sJ+yN/21lwbBhZHJo7231+ls0X6WkfQ3s1AW2qHmlAFHJOytMcZ3ncJbocmsBEsakvbBn2kKzwCjrNF/EyYD2VdxOvz06An2K/FoF8WJOOAPrkHnDdDoWns3OLmPBTl83wcFCyQsRYw3uv7zn1jtHPYOKXPi/OjrOcvrwwKFggWKE8LhEK+PK0f3l2cBcqjkPfXnQvgIumvVf7iugCyTc3p8NfBIu83kBc751AusmA+BdOhHVjsWuA4XiVRJW7uB4/AE7Ae/i+sBoul/DJBsmi28J8AC8F7a4OF/XA4DvugNHIj4TEwFvsr+mywX/llMe0GgvfLEvC9qj14zTZacP4SLGqKksWoYyv51ZgLbUHbiraP3zTgzwotN4oGgb92uYHSCrRtLtQCbWaM0IZlIZNzx78huJFg8evfx6A0snj/K7A/FvHPwEIoq/7wqhvSlj3gSXCj7KewDorboIgKGtvs5oq+PwS0y0YoyKe5HBQsUCEs4PqwAVwP9PlpMABOgNcs6JX5U1CwQLBABbeAyWNQsEC6WsCFyOS1GVhYukiZeJZFwtmG94yF3bANTB5LWjTylYyVxfJjYLH4MviLV3nqOi/3l283WCyuLGj8OypmOS1WVbnDguxx6AMWqDPgLbgE+RWfCOmDueA7L8B2cFPA51UHfcNEqiRFhAXjvTAZ3ByYDfpbQX4W/eLYnc9zwGTO910EC5mpYB9Wwgoo6Blc/pwKm0cWWI2hHlQD+2qfs0UN6OjtoA1OgYlxZagJ+kEn6Av6YitoAtrqNtBPJdmyDW4q1YVR4L9GMS59BIlKPx0NU0C/NZbOAP0l8tt4n+dySjWUp98H2m4zzISC5iGXPyf9Vnvo/x61u2PQIoZ9OA8lsQ23BwULZIQF9P8rcBb0cTeVXUtaxo7GhnNQWHzno6BggWCBimKBUMhXlJGsmP0wIWsIJs9lXchH77WAuQrxO938WWGlzS3eLBjHwx74LaSDTEwchyoQX7gm2rY+3GgR8xiY6Px3WAyObyKy2BkI/nr4E8iDNjAYusEWSHRjweJlCNwBbeGX8DYUVoDbd4t2Y7b9txDz+B5YDN0NbkjMBYuYwp7DR8XKolUfyAXngZsMbhxki5rS0YfAjRr9w4L5GGhvN7hGgH40EdpDKzBGaTPt7qZLVBhzmhQ5/kdAv3kAboHDoE98CImoCzf9R+gHG+FlmAep2HjgsUWqKp9+CR4G/fZXoI2L+zWeWz4nbaB/OlY9wWfWgYNwASx0goIFKqIFjDO7wTVAGRc6gfH7EOj/QcECwQIV3AImhUHBAulqAZNVCwmT5LIu5OvzTos054hJuf902oWzosuEOBcs5FvAFvCffKeDTPL9hbQGDAZ/iXNMLMrzFzP6TiSLhj7wNIyHVfAa2C9/YU9EFkwmRhNA+/iMg3AU6kEOeN0kagcUJ4uq/wAWHRbwCyCRYtk2aAfboX/qm0OhLvwaTOoSLeJv4d6CZPGjPceCGwZz4ARki/x19zvghshPwWT5JByOnW/iuAY2wnGwEHYcu8IouAfGgWPcDpqCceQDuNmi2bH3WS2hD+wB21Cc3Ph6HHLAX79fhPXgWKvCfOGzT5P7X201GvqCvjoDnE+ltY19OAuOkfPDjTF917VDm2eT79LdoCyygPPHNcxY5VpkbDDuOLcawUG4BkHBAsECFdQCJsJBwQLBAl+0wCUuHYBeYIK+CLIhIfSXv87QAQ6BiUA6yaTdX0hXgG2cDibv6yBe9kNVgh7gL6iDQP0a3oX8xb+fFSYL5p1gMWcRNQLOwXKoBhbww2LHvRx3g0VEQarNRf1qACyGV0FfS0QWK2vBcekGXwLfvQH2QdRvTouV97opYmHluQmffq+NbY/HxtAAsknN6Gx9cPy0g7JQzK/qXHAM2kNrMIFuC61A23m0yDZutADnk3+7+XQd9CnxXnEMipP+9wr8GUwEfVu/vAoFfV/ftH1TYRi8B2/CEohXQd+N/zyZ57k87C6oAm/BVnCDojS6hS/Zdm2rbYwNX4f7wLl/K2jvPNDW6SztYZsLk+0vrZ0Ke2a4XjEssIduiLFmGrjWNQfXRtcGr5dkveP2MpVrmHO1MOn34sZFULBAsECcBYqaOHG3hdNggXKxgEmav6qYWLso+c+qt0BZJJ2+w/ebLA+HhWCymA16mE6a9O+CTXAQ0kkWmxbLveFusJARi6N4Gd/6weMxVnH8F1gNPqOk0h9qggm3BZyJ9UY4AMegCXSCIeAvJCZW+eXm6aMwFk6BhYy+ZSGXqLzXgr4uTIJ98GvYAdegJDLhsygcDPXgCFgUmjB1AYvRPLCQ1WbOi4osN1dGQUOw6F0ChUl/uwjGhe2wEubDLFgBxivt6GbIULgHHoPx0Bnag+/xHm2b33+59AWZzLqB5GaQGzDVwCR4P/hZfo3mwvcgBzbDT2EZFHQvl1Mq54+20PedA8aX58G5ow2SIe1oP9dADhjH+oP9dX6kq4wLudAWGkGTOJpyrt0+iMEhKFigQAsc5upWMIbrSw9DazgOxqNo3jsX00ltaEwO6Of5fd+/q4LrngQFCwQLxFnAxSMoWCBY4IsWMCHcCy6MXcFk0MXQaxVVLpYWot3BBdVkwB39dJMFj4XLenBcLNb9xWEufAzKvvSER6AXWDRYZL0LH0Jp5WZATfgW+N4ZYNG+AX4HFiRD4U4w8bag0Jci5XBiIdcSXoGVkEgBx21/kMmMfmlxbTFvQWcxVxrZRsfYZKkvaLeD4Nj7zOMwBirBC3AztuPraa3qtG4s6FMWuxbyxUk7SX75rA7QApqDPmKyqp0dP8fN9bcheJ9j4KaA93m8HPe35/HSx2xbDbgDasEW2A+R/GwgTIZ2sBbeBOdMNEdu4bwsN2a0ye3gRpebH5tAX0umtO0R0G/rgX+3B+2gTZyP2snr5SHHvAHYtvox/NuNGT9zPKLx4fTG31U4+rlzzzmvj4g+I54X5INcDsoyC7iRuxOM1xbtrlW5MB3cEFoHbpyV5bzndX+Qa5X+7tG45TwwBroe2mb92/XQc2WMcl64LtnmkzH0+/fB2HgOyms+8+qgYIHytcCt5fv68PZggSItYBA3yDcDk+HTYMJaFouQ73CRsJhxEekOLjomxCUtvPhKRqgvrXTB7wEujHshD1z401GXaNQZGA3tYCFECa19uRueBNv/t7AcrsDNyOTBQuoeMMHYBxfBBEp7mYiYMFlE2YZtcBRUWxgJk8Dn/Bh2Q0lVjS/0hl7g3NA/nSubwaSmJDrFzX5PdQX7pd1sv8mU9nRTog4sAG1eEeVa2Aa+Aq3hZ7AC4osq/kxYn3Cn8eoAGLMWwxyYCZsgsmMLzofBFLgPHFfb0Qpqg77mGOTfQDGRdaynQhfYH/s7Kvq78fdfQS/YCC/AfPB55SX7+j3IgZ/AInAepEK/56FbwflnMTMKpoPz9DBoP+8pa+lbxoURYBx4EB6CseA8ds65ztSHhlAX9AXH0bn5BPSHtmCcqQ6OqeNeWl/lq0EVzALGHn1/NbSE+8H5p6/shvLwlca811g1BJyPE+AxmAauPVG889gInAMebbfzw/k7DMzFvObzvNfYaDy1b0HBAllnARPRoGCBYIHCLbCGj6rAd8Dkay64QOZPrLmU0bKPg8CCYgeY7HYCC+STsAk2wB5IF+2nIbfAGGgO42ArmBCb8A6Ed2AebAEX+2TIzYOlYFJukWtRIMr3vAQmSn3gKTDhng36z+NguxdDVOBzWiIZtyeCCdpMMMm3rxaBjlVJiiMLTov5JWBhY+HQH2y7SdIRyAPvexD0/12gtL3fyVTFt9/k8F7QtuthL1yF0kq75LfNda5ZSIr+Ug8agv7ROPa3vuumQh0w4R0JyrY4J4+D/he173XOHXuLPPvzW9A37gKfbV9+CRshUny/o2upPubwAv3fZHsbGFftT6qVxwucI9p7KAyHDvAWOIcPQSrluPpO52YO2P+PwDF2TBeB/nAJbMt58J7IdzzXJ/SVJjGcl5Vj10ZxHA+Oqd/dDBtgOwRltwUu031j9WtwGoxxd0A7WAQLwZiUSjnnekIu6L9VwPVJnz8GxgDPz4LrkLHNNlUCpV/r66vA9a4m+Ayv+cxOMB2cU679xjv937kQyWdE8ym6Fo7BAhXGAiYtQcECwQKFW+AEH70HLjqtYBy40JgwVRTVoCMu8n3AxfaX4GJ4P/QHi4ocqAUuikfBBPPD2JFDucjich+sBJNlkxT7YAJjEaRegGVgspAs+fzZcDeYSK8FNzrUFVgCJt/G18FQHSywR4BJzf+G38FVKI0s/HzuBzADTGJM5ofBRfD9jk0iMiGyfbbVNm6BBlAfvO475oDFw11gm/eCts/05Ci+/YPoj5syJoJz4TSkStpwfwEPt7jrDF2gNXSEDtAWqsAeyANjkkmtSXAe6A9TwLE6CA+C/XkPfgsLIV7x/Y6/nqpzY8ZAGAvO11VwCFIt32ucMlZrO+fo98A5q99XAufxOUimfK8FR0Nwvk8C41MOOO4WHEdiR2OH88k5nKj0D5+rj3QCfaYdOCdzoS44xsZp45HXg7LTAvrVCtgIT4Ax/B7QN98Hfe8CJNNHXEucA8aviWAxnwPOOYt145Lz0fi1HQ5AonJd8rndIAfagrGlMej7jcB8xuceA9d950JQsECFtYCTLShYIF0toH8atHtDPzA4vwwmZ2UpC5pxMBXGwDPwfyCTpW2jBa4N538DLoommi/COmgOFhI9wDHwvkrgOLwNS+E8lLdc3CfAf4J24AK+AOaDScxZSLZMSr4Jfwn6w3NwEq6DqgomG18GNxe0m5+ZwPwENkBplMOXRsLXYBv8FbQGC7kHYAfYLpOz4mSb+sJEGAUmQxY9JmKtwCJjEZgEDoa/gWgOruQ8kXdwW1qrDq0z0dR2veAH8AZ8COWharzUItCjCanntUEfdz46Rg3A4l3qQS2oAlfA+eiGwBawLzuhPOU8aQPfAX3sH2AWJLt45pHFSjsa44bAfaBtLapfgDVQkOLjpJ/n/7ug7zThonPKAt6+74VNMS5y1LeuwWV4P3bOIWEZW+yLPuLa5PhbmLWHEWAfLeBmxDjCMShYwLjRAybDIDB2/BpeB300UuTj0TG6Xtgx/32uR4+A65TzfxeYK5yCS6DPXwXngDGrJJtYvsu4qM/r+1GcNBZ2Adcp4/ha+B3MhJI8n9uDggUyywIu+EHBAulqAYO2CUozMIk9DVsgKkA5LRN9wltOgkn/GPgATI4uwHXIZJnMmvw9AMfhV7ARTDLt3344C9EC6nhoBxfSRuD3LSI+hvJaME0ITGK/DCYrJrovgEmKY5VMaQf1Kdj/7qB/2PdDYJKuvHYCtJUJxu1gvNW2i8GEvjQaz5fctLBfK2EZ6Jva38TJ8cmDc1BQ32/juvPJdo+CYWD76oPfWQp+rzWsgNng+NufdtASWoAbEvYv02WfHoWmsBnmgPZU0Vh/9lfZ/Nd4ov0vgeOhjfWr3WAC7Lw0+TUGVgLH3XN93r44D7x2GPy+87Ml1IXqoPTVslIOL7oH9Dc3GSwajCnlIfttMaFttIfztw0Yy24FiwvJv77U41oP8J6i5q227gxjwbnomuXccY7Og/XgeJ4GbeE4lmb9cC7aTv0h8hFtegwsnOxbC3BOGw/1Y+8vKB5wOShLLOD46/uul3VA3/co+qExJ1q/OL0hfV+fNnb4vU8h//zg0g214r9DwE2soeC82grvwnzYC/q/vm8c83n6ckllfHPumJ+cgePgs73mO5uA7db3jYveb989BgULVDgLuDAFBQukqwVMQCxMmoFJkQnQFihsIeGjlMkFzkTQotW2dIE9YJsyVRZ1U2ECVIP58CqY9MXL5HUjmJBqfxfzwXAXjAO/6z1HoTw0gJeaPHh0t34/vAYu7qmU8fM6mOi0hpVgch1JX9E2+m9PMMH2/nVgQlUaPcGXxsNsMEGyUHA+mIT5LhOZXmBSsxPi5XwywZ8Ej8PTkAOO6Qvwr7AUTISmge30b6X/H4Q+oL9sAp9fHnOR1960tIVFj36sHfSVf4Y8KE1yyddSKttr4uoYbIfl8Da8CcdhGLQEZdKqzzmGjlUu5EBDUH6ef47f+CAF/xnNM78LB+AZ2AbXoDxl352rxqtGcA/cDhbCbuJchnj15Y//BBYCxsGCdBsX+8O3wfllHPoN/Bh8lxsIqdYVXmD7RJ8YCg9AfXDtsr/O46DstYDx+gjoI5thIOiv+oh+bxyMV2/++CZUB2OPscP1P78acOFB+BrcB7vhpRgbOLrupVquhWtgHrjWGnvMT1qBbT8PZdEOXhMULFB2Fri17F4V3hQsUGIL3MI3TD5NSi2eT8MWcDEqD13ipbahAwyAPDBBNUnKRGnXb0A3mAHvgP1T2j6S9hYXcRfDc2DC68Jp3xtDd+gHFoEu9O6Up1oWrn3gqdjRotMk5Tbw/bb1AhSUeHD5pmXi4/NHQhdYC74/el9tzp8EP7Mo1rYWj9rItu+HRItG7+8Ek8Gk6WXwmdG7HIf3oR5MBIsViyaTe5O04XA/mNh3BBP6jfAuaLf1oL1Ub/D+5eA7lEWM494G2kJl0Cd2QabqDho+AUxSl4AJoP1MV2lvx1ufMSF1zB0nk9VGsBssGuuCa7v92QyOtePVFHqC/joWeoBj2QJqgc90jidDvr8PDINWsAhmwUVIF+nPxnQ3FrRPL+gIysL7I6gDo2A0bAfneLxq88dg+BJMAWPhTrCv+lQelKVP6SPGJO0cxT/9wRjk2FeCo+BYR4qP9dG1cKx4FojGWR9xXdD/PTrnjQ36fg64dkQbT+04nwr7YDk4J+LVkD+ModPAua6vL4M5YCw6AWUl+2VsdE7r/66HVaEF9IXWYPw8Dt4bFCxQISzgYhsULJCuFnDhcaFIl0Le5MdFwIXBYse/XbgsavMvcFxKazWhdf1hOri4/T3sgeJkP12cN4GF4BloCz5rKJjIahMXU7kNXDSTvXDqGxYKk+BusF3fh91gUmKbLG5Mqi9DKuT4m/AMg87gL3omz9pE9YB/DyYT/w+0r4n/cGgJ2+EsaP/iZEJlX3PBRPwN8LvxcqOgOowDY3tUwPkdk7HJMABOwjvwTOx4gKPJnEl+PbAvtm8tbIVI9te2+mzH27FeA6myL49OmWz718ExWgCLQbtmipxXbuz8OTjvnI9vgn3xuvPN+WC/roBj59h2hUGgzzpHGoLzxYK1CugD3uvzK4NjfQson5moGnHjNGgPW2Ah7IN0kjEjD2yfPuz8MK7bb+eW81gbuUmZAxvAmBdJew0E55Z9zYWV8GtwLM5DeclCxk2cdeBc7gfGHcfXmOV8Nz6UZEy5PagCWcDx3wGukfquxe5g+BiMhRfA+TsS9CPXg0jGh+YwAL4MY8D5NAd+CN5/CcpLrnG29yro/xOhDRjP9H/XSudC8H+MEJTZFtCpg4IF0tUCJpAmmulSyEd2MulzgbgTTJB2gcVtIgUZt5W5tGO86vLH/fAQuGDPhOVgAl8SXeNmk92tYIKbB7XAZOAusGAwxpwFi4l45W9T/GfFnZtAa/enwH4sgZ+DC/cBOA53QH94D+xjKhds7VkN2oF+sRmGwHTw+gp4E7bAEWgMJk72QZubTBWkeBvZl6+DCcoc0ObaP7/e54LXff59cDuYoCnH+HmYBRYlJjTxdvHc5M4E5xPYD9rS80i2fy84tp3Ae/1lxzHOFGkPx8bC5hj8ELZBJmkSjf0WtAL97VlYBI5FC6gJ+o/+4LzYAzthBSyAd8C4dRWqggn7OLAglQHg+LaGGqBfXIFE5P194KtQGWyb/mqBkI76gEY5Fyw+LoJ9FxP/NWDfh4Lz1HmjOsC/g4ehMyyFF8G56X0WNekgx9eY6FhbvPSCB6Ap2MZDEJTdFrhM940PxkLXK+PiBDCWNAbn8naIfN813nv+BJ4E1zBjys9hEZyBdJDrmT6/G8xPqoDz2rYbN13f7HtQsEBGW8AkOyhYIF0tYCLaEJpBczAoWwwZoMtT53n5BbAgMNmzPSbDJnwmhZ9AOqo+jeoOY+B26AYu1vtgL9j2ksh+WzRaxPl9i0zlexwvx6461AUXUfkUtFNpZWGg3U1G+4PvjxJok1aTU4tPF+y2YCHjYu1GS6rke/XVcWBM1UfvhfGwCubBTtAvbJt200b9QL9xDC5CYXaxzyZWU2ApvAH6oLaM5D2NoCNYxGsbbdASbN87MBsWg224BLajIGnD62DC5rNM+luBz64DDWAYeM32i98R+1DYc/moXNWEtw8EbRm136RzJVjIZYJq0kj95j4YBJtgFrwLjpn2rwQ1wL7qI/bPeWBfj8J+2AHO1yugfyif7fg67j7DpL4eNIQWoC81Bsff+3yH9/neeF+0Xfq+828r/AZ8TzrL9uWBc9E+2lf93r/th31aDxYExrNR4BzXDtvgtzAXjoHzIJ3k2Bvj7Ytj2R7sm2PndT8Pyl4LGK9df46Avutcbw36h77v3/pJHnwAXeEx6AefgGuKMWg5pMs8v4W2KPMD1/5d/oEaQSdwHthnCf6PEYIy1wK3Zm7TQ8uzwAIGYwNuM2gOp2ELuPCUp3y/C5YJsQvZNOgLJr620YQ5HTWZRn0FngKT9gMwBFysN4OJvf0prS7xxe1gsWnCq41c7H3vnVAfvOcglEb6g897EOyH7/rf8B7kTyBcnD+GO+A2WAKp0gUebAE1FUx6bKeFjEnDc7AI4gudvfx9HEyme8FQ0JfyIL8sqoaD99SG2bAC4p/Hnzc2lO7h+Dg8BL47L8ZCjj+GfZCIfLZJnO/U1pPgEXgafLaFcDSW2rhP7NpljiaDH0C6yeJLH/yv0Blsq/a0EGsFttn5kO4aQAP/GtxUcY49CwsgXsf4w7XdsbLf+psJq0l6vJwzFva7YDXMg9/BXHCOer9xojvcAQ/DFNB+udAcKoPJsvNaOde+Ac6FGfAG2J78/sqltNQpWmX8Og+tYTrcD/VAO28A/Wg0OEdeg/8Hu+E6pLMs5FfGGMixE7heGSslKLst8CHddx0yFuSB6/ZQMA44L65CdRgJX4d18J/BuGG8SOc5btt2wVr4PZhTGkv1e3PKoGCBjLWAi31QsEC6WsCCqCEYdJuDSYdB10Bc3jJpM9kzQbaYUU2gK5gAet1ForzbarLZD6aBBZj2tACeCyZ12rgutAfjwQGI+sNpieRi+Qm44J8BbXABtIPXo/f05FxbKT9PJAGoxn194Ctgf3aCRccCuATx0ua+376NhKpgMWF7TEpSIfuXAy2gG3wIFgRvgwm0sj2RvGa7LRA6xI4WQQchviDw869AG1gP74DzQDWFIXAvTAHH0P5tBu3i/a3B57rZoU0SkeOhD9he26i/OIbRPLRNx8HnLwTbUwtyoAvUAL9nsVzeakwDRsEjMBwcF23xLmwBfbUv1Afba18i/7f/6SILZgvIe6AzOMavwRrI317HT3+07w2gHZyEIxAv54n3+X395hpENnD89FG/dwIs+A/FjvqCsUKb6bv9YTD0iZ2P4VgTfgfaWptnivTdHOgOzuMeoB3tzy7QJo+B82ouLABtpC3TXfqF43wanK8NQd93DjgXgrLbAsYYfd212Zjh2uLRDc+LYJxwnjs3rsBseBuMG/qWSqeY+VmLPv9f49oZ0P9Hg+0+AF43FgYFC2ScBVyMg4IF0tUCLgomG82gOZiAmHCkS9JkwWWBuAxMgP2FYzxYqJrwuTi4AEaLHKdlJm1nUtoGTDzFQnoN/ABmwlaw/V6fDi5ue8BE3YTvZuSib4K7EdaChUBLGARjoS34Du1zFoxFtrmwse3NZ5PhQTDx/F9gEu15QfL9H0AONIFWoP/kL2a4lBSZBLnZoA9MgKXwLBwE/SS/TBpMIPQbk6ehkAOOySmI5Ph9C7z/F7AXfJ5zQlta2N0HA8BC6y34KVhkeO8osLj2PRL/bP4sVI6NbddfxPM6UAm0eR7YxxfAMbZ9U+AOqA6+az94/RYoS0Xvu42XjoZp8CDoY8/Cr2EF6Jf6n7bvCPqJ/qGvppPsj371F+CYa+9XYR7o5wXJ5Fp/0H/0kYMQjROnxcrY5WbNPvB7jvXboC8Y2/TBmqBvaT99fiz0A+fBHtgOF0BfUo6H/mN/pLC5zkdlLttVA3qBPmy/7J92+BD0HYuXejAGjFk/hDzIROXRaPv3BOgrjq/HoOy1QGu6PgL6Qntwjhq/zQuc8+pOqArPwSIwfmaa7Iu5gXGrIVQBY37UR06DggUyxwIuTkHBAulqARcSA20zaA6nYQukUwJIc260x8QuD06AC90k6AMmry4QJoRlqQG8zALmabCA3gq/hFmQBy7Q6gy4GGvTXBgLttci8FNIhlw0TehN7h2/PNAu2mcimDxY/NkONxHipS0tDuyHheISeAneg+JsamJ6BFrB/eBivQmuQ7JlO0eDfdHeq2ApnIfI1px+Qfq0bWwIbaEHOBY7wQLf5/UFx+9N6ACPwp/CKLCo9j2O7Vywf1GxbgFiXy1QTMA+huVQUo3kCw/AYNgHbhY4pidhI/geizXfUxnqg/3QB33/sdiRQ5nIxMw2fxsmgG2aAS/BanCOamN1EQ5AHRgKjoN+bz8jGYfKU1N5+degFTi+JtFrwfEsTJ/wgfO4NjQH+2s/nANFfY+Pi5T+5lzWZ3eD9lwJW+A26AWnwDHvDrb9YdCPO4Mxph7oF/nnOpfKTXV5s23tG2uB/VsPc+ENmAltwHmkz+tPG8B+ZJr0Beev46VPWdDr9/qG8yEouyygH5hjuUlo3DSWO58XgH4/G4yZjaAp7IWXIA8yVfbxMnQA11HX110QFCyQcRa4NeNaHBqcTRYw8TTBcJExGU3XQp6m3ShmTF4Pg4WAhUwTsLixyLMvYoLt51EhwWlS5GJs0m6S3BUmwhDQbjvAxXgOWHzZhkiem3ifBZM6v2P7PgQLgWuQDPkcx8/kP7KRSUEOtASLr+qgjfx1TDzXjvfAYDBpfgbsyxUoTvbDvpmAjIAPwETVazdTzPD1LyiHKw9Ae9BuB0GbHgdtWZhsh35jWxvAALDvfncY2G/H1b+14UAw4coBC6EVMAsWwhG4BJF8puNdDSaD9tsJfi/eB/izQFkAa//HwXZp832g/VqB7boK+lzrGK4pJn1+1g18t9f0d9+vEnn3Z3cm/l/nWC2wHUNgPGg7E7Y1YOJp4aV94ueen+eBNs+FHDDmOG7aPBVt5bEJyQLLwnga2CeL+JmwABLxX/tp/24B/bIt7AL7VVr5TOfRBdAP9Lm9oO8a7/SZ1bAN6kMLMAbVAH1BX/G6Nm4a+7suR8fO+W8c02/L2u6+u3fs/fs4Ok+092Y4BM6ZEeB8eBlmg76UybpG4/WP1tAP9sMeCMouCxifnZPNoA7o/2thHTi/9Ysc0Edcq5bCEoiPo/yZUdL37UsXGALGe9fK85DJ/aL5QdlmASdwULBAulrABNSEzwXGZDCdC3mad0MWNgdgHpgw94c7YRSYpJqAmwh7XzJlEu1COx0ehr5gO/4JZsB2cPEqSCbNLmTa12LNTYDhsBVc7Pw8mfIdJozLwGThDPQE7XQ3NALHviVMgidhPfwDrIHLUBJZSJ8D39EHfO9FSJba8CCT/HvBd80C/bYT2D+Tg+JkMaStG0M7GAPjIBe0V3t4BCyEfOa/wfNg0eTYfQoFyTG3TTWhAXSGw2DSUpC0e6TRnHwZ7JsJne+0+PJad+gKd4DjNhImgL79t7AcLM7GwxQwUawMtucCJDNZss05MBTuhz8H2/kq/ALmwFko6p2H+Hwz2K9B0ARsq0mtirfLZ1dS/99hvOK/gP6wEX4Gi6Ak0s8da8dhCNgf/74KyZJ+/t9An38G3oBFMZwLM2Eb6Mf6QHuwPdPhITBudQDnkX5qcZnInOG2pMk54hzcBMYm51QUI+zft8F4ZIHzJuRBpsu5uhNywPlrjHSeOD8Liyd8FFTBLGBcdG4eBNeWHeCarA9UAdcMY75x8XmYAc7RTJf+Xw3cZOwCjeE9qAh9oxtB2WKBW7Olo6GfGWkBk2eTw2bQHE7DFigqIefjcpVtcyEwGYoSIpNXF0T7kwsWHD2hLVgw1IPq8HEMDoXKe1uDi6sJ8HCwgPKZJsOt4BPYAO/CMjA5uw7KNsQr+tt2e9/7oK21udj2PLBtyZIJgs8zebCo8J0WFmLbXVg7wgiwsPLe1+C34OIbKWp79HdhRwt/+9YbtNtROAW+Pxl6kIdYrNqPBTAPekFfWA8HIBGd4CZ9xzEcBbZVv9kLh8FicyU4pqvAPl0D7VmUtJl9tYDSXw7Cbogf03hbmtwMAPulj22FObAELoOf62u2bQ3UhYGxo/PzGTgC10G/8qj09U7gvdpH/28MFm/eFz+2/FmgfIa+0QVs22gYB/3BZ9sWk9DlMBdsj8/1+UXJNuoTlcD+dQPnmmOqnR0XFW+nz64k/7++30J3KtiOjfAGmGRGtky0Hfb7EjiXG0ALsI87oDi/4ZZi1Yo7hsFg2Asvwz7QXs5ni2Hj9jmIbKk9xesSFcy1OG8J3WEQ9IA2YNsdC/MVn2uMSKZu42HaRD9xPvmOyM5VOde/HgPn4OvgfPCeTFbkP/qA/XfeOKedjxtAWwRljwX0A33acfcYxQbjrL7fGnbDDDgGFUXGJNe0PtACDoCxSRsEBQtkhAVcGIOCBdLVAiYbDcFEzuLSpM/EvLiknFvSQhdoxTowsT0PdcAi5i4wUbVQs2/20UTKfrmQmqh6bnKpDcS/vcfktj+MhEkwBe4EkzAXnwOwEH4BmyG+WOPPImXy6iJ9AqrAQ2BitwNMtlOxuNlXCyiTx1VgstwVJsNgMKF4CxbBEVBREvrZX8X/13e4OOtDEcY++xUlLJyWSo341rfBAvk5eAl2g223kD8EvltfcAyL0m186H1tYQTUBG3u8+bAv8ACyAPHKlHpA9q1Peg3VyAqsAryj958/hQMgUvwA/D9H4D9WQEWWyZBfqYt9eszsB5Wg8lRHlh8WvjYF31Uu+ivYyEHmkBt0NcdC/tr3/zbcRbtVg2cK7ZtNGjviTA9du5n9mUT/BvMAP24pOOrTzgHhkEXaBr7O/I9/ky5fO93oR84L34J86EkY87tf5D20xbX4AGoB0vBMboZOUbOU8fC5y+ClVCQ9B3v2QcbYTG8BQtB234IVUAf1fbGtlHQGlqAflIV7MtVcKwjH+G0xDHB70RyjBuCbfwkusixGujX40G/exccC++rSDI+OTb3Qy9wTPw7KLstYOzV978J2+FnsBecexVFxsD9YM7RBlynnN8HIChYICMsYOIYFCwQLJBaC7j4WThZZJgkmZSaTFvAiMWlCey94Jw8DN5/K3waO3qPi4zJuAupBc9OMHG2EDYZOxfjNMcLUBqZKNtOF3Hb5sbB/4DnYAb43lTJvlWGttAITPZNKDvAX8IxWAUWivkXWttr24vS23yo7b4FNWARWESUVh35ohsp1WEZ2C6LWaUNTQz6gsWwPlCYHNchMAA6g0VDNXBMHcdcsNgo7Zjy1RsFim10Y2Y4NADbZFEUSRuauE2FwWB/HPMtEC+Tn78DC02T/1rwEthGx0Cf0c6233t3g8nRWqgP9cD3Ow/sezew/xZq50F76WcWVRZrXvcdftfn+0zvWwJz4GLsb6+dhDwozhe4pVDt5JN/hLthBNiXuvAOXAeViL99dmfJ/nsPt4vj9B68CJsgUmnfa0zR/hvAgnkCaL9DUBoZm9qC/tIFfghLoSR2N7YZs7aBczsaY4tqx1qb1wbnajPoFDu/jaO+pf8aH47DAbCPbgiURD7/TtB3jXGnIJLvfwo6wOuwCFIZ/3h8uegKb90FK6EvRHN6GedB2WkBY65rgHPbzTfXAteBa1DR5Jx2nXMtNBa4Vtlf15mgYIG0t4CLcVCwQLpawKTVpM4kzkLWAtXFpCTJIreXu0z+LTZMOl0UN4PJuUmji4jz0GLQxDg37m/7btFjUu+CauHj4uL3fM4aWAgWGDsgDyxkLsHNyPb6nDPQAsaASff7cAFSsZibnPeGcWCB7LtfBJN8+28ybSJfDbSXRZ7+UQkstBLxCcfAPtwB2vU4nIfS2stfhB8FixALylUQJfoetdkoqAEmxSYIkUyUGoDj3Q9GwFAYAC1BG6+E7aD/28ejYFs9L43sqwXQWNDG+qDPdLxVT3gM+oD3vQqzoKDiyAKsPnwN9JVfgv21r+J3LKyU7fV5B2EX+F6xgHAcHc/m0BrqxKjN0TFqBPZfPPc7e2AraO+3wXmwE3y+fmM7bka2dz/oU53Beem7tdUpSMTXuK1E0mbd4EswBLTPm7AAIp/i9KZkoqqttatj7Rg6HqVRO77kXLWtPte5mgel0TW+dAG0rWPoWG6ALXAR/Fw5X/QR390EjJn1Y9SNHd0YEjcFjBXGFaWfFSSfoc8PhMWg/yjnZy94GvSHH4Jj4nlFlLFJG9lvY5H9fA9udi7xiKAMtIDxznlh7NMPloDxr6LKvhkbJ4E+b1y8mbWWrwcFC5SNBaJF7mbfdgsPSEVyc7PtStfvB3ul68iUXbs+5FX7wAVkKVQBE8/KYOJuUhX5iUc/9+j3/NxEywQ3SnI5Tap8/trYEy0AXeB6wH+FxZCs4oJH3VhALWa/BNNgLrwMFmuXYSGYvFtgDoOvw5/CapgNiyC+SObPQmWi/lMYC18F+/kGKO2bSBwz2e0Ig8B2zQHbbFsj7eWkEjwJ3muRZnsju3XgfDJMAM/tq6wE7/W5L4LXvgm94X/Cj8E+l0bayCLJ75usa2uTl1kwHB6BkeA7/xG8tyD5nfFg26+ABdc60H76aSc4BcuhMOm362EbVIbqsaP2N5ESz32maEtxvOyH80BS5f88+kbyeoLjt0G/UzPgrRtniftL7PYiD0P59M/BYtUNip+BNk2mLLjfhoYwBY6BY30YtGtJpD2cg26i6D8+K9myvbZvN+hXzjv9xEK9GeRA09j5kNjRzw6BfnUE9sNOMNbqL/n1Phd8ZnPQLpEGcqJ/54EF/HbQ1yuyFtC5T2ASGINy4CBEMYvToCyxQCv6ORHOw/fBOVTRZRxcCnVhLLjO7IKgYIG0tsCtpWidSZe74DnQBnT2axD0eQvcwp/ayoBokizdwcTBXx+CireANjS5agYmWqfBoiGRYovb0l4mTSaXJqyXwEXTQtPjRdBPouNZzsVr3ut3TLAseJIt7a58tu+0DS2gNdSD28BFLxkJnpsXfeAx8Bew4/AGzAXfa4Fhfy0Uor8df5P6GtAYcqAhON+MR0UVJX5mken9o8H5eAAuQ6K21B+fBOezRcNMMNHPL9vSFSwUtFlt8L13wFhoD5Et3+F8P7QB+7EHfK5H7WyBZ3Lts/Qb+1Aa+/sd22VhNBwcT31pKvQHE5c5MA8Ke35TPvsT6AmL4V3QH3yO/fFzx9EirCg5FrbFAkm/PhdD//fvyPc995qfe+79rjnXIZWyfRby9qkWdIZ6YDtsT2SfaL5wqcTSh0eBhbX+vxFmwAqI+nczz+cxn5N204faQn2oC3ngPEhE+mYX0H+1h74iiX6fW0skbRDFSN+h7R0T/Us/cBz0E88jormsbZuA80xfdS4aw7xm351H2rYVOMa+5xIYg4fCMHB+r4LNUFEV71+eGxf0fWOu9tauQdljAeO3sUg/yIOXwLlR0RXFgxZ01HixHfIgKFggrS1waylaV5vvmFDeASPB5PMkBH3eAi6IJkwD4C/gz8FkbTUYIIKKt4A2tPCpqIV88RYo/ztMpE3oTJ7VdLAI2AIXwITvZtSXL0+Fx8Hk/G9hGVyFeH3KHybYG2A57AZ/fTPhngTOs9+DbYrayukX5D0mphYk7aAx6GN5YEGQiPpw038Bi9AfwPrYOYfPyeLA99UBi7VOYOx8AnrADngF/gXsk/f/JZhQvAQHwHd4PAsmWAOhN1gkH4XSyHhtu4zh9sU2+Uzf8X2YC4XJ+O+9T4Pt/V9gW5Rjdh68btuOQEWQ43QQ9DU3bxyHU2CRd7PS9v8ZTJz1o1/AAtAHUiUL4sMwBEbDOtDHEpGx+EFoCa5j8yDR73Jr0mTccQzMPyyyF8FbMAccL32xElikW5DfFaNL7JrtN364xpyDy+AcNS6sjp0bm5yX2ke/ds5UdGkT46F2qQrO49MQlD0WcG0yHunvG8D5kMp4xOPTQuY65hg9YSK8B9sgKFggrS1QmkLexHcc3Av9YTHsg4okFzEX/NZgcu8EL438njY2sc0Fk6BZsAmCireA49AAmoC7pCYUWyAbEiq6mVYy2bUAqAYWMoPhI9gDiS7yjmckn2Oi/FUwgV4BvwUT50tQlD7kQ+elhb+JvMmmbXGO2a7hYDLqfba7IJm4n4V+4P3OyUTimG29E/TLZfAGFPaOOnzWGywkRoAbe7bZvr4Ji2E9XIC6YKE4EvTxVyD+uef52wK8HrSFHNCGFi2Jzod4+ztmFnImbT5vETwLFi3aMl7x3xvNBw/DNVgI70D8/Z7rJ85Vi6mKoqhPVejQIHD8je8WxNpSxdvpsytF/9c19FFoAxvgF7FjZM+SPo+vJyTHTp9rBa7nH4DX9M2iZGHnRtJT4Nj+CrZD1F5Oy1Wf8nbnvGPl3HFs9oLzaS0417xmey1YO4BzfwgYi9xU0RbGhWnQB+zjSsgWmavUgqaQA7sgGRtWPCYoQyzQj3Z2B9dIx981xrlV0eU6alzrD2NgFbgeBgULpLUFDNollclFJXDBNJn+GCqietIpkxwXMRf30sjgdwDeBhMFE4dsCIh0M2nS126FVCW1SWtoBX+Qc8BkWH0JHgaT5eOwGSw0i5MLpXI8e8FksCgyhvwSloJxJREZe3yvmHSajE+B3mAi0gRqQGU4BhZdLtLR/LO9zsuxYHHid0zyTVyiezj9nOrwl0X8YFgG88GkP14WeibCxg7neyew+LaP9tsiwr5ug0heHwfDwHhj4RH/XH3ftq8A+2TcHg4W8rvBNicSoyL7c/sfCji/Z5v3gON7BfIr+p7v086O2S9gJlyDeFnUHom/UEHOtf9b4Pi1B/3McTgDFojaKLITp0VKO+obd4O+twrehKWgHO+SPO/Gl0r4Hwt53+fYm7T7Pove96Eg2Vf77Pjrz7Z5NWiPdJM+fKCARtmHrtAR3MToBG3A8WwIzvu24Dz0Hm1zCpT2yQYZD3aCmxjdoAEEZZcFmtHdlmBcOwbZ4vt09YbMDYyPrvfNwU1p84egYIG0tMCtpWiVifZ+WAQmHzvAaxVNJlmdwd34wpKbRPpsMtAURoIL4wzYDEHFW8CE1kXFpMuAalKl7bJtYaHLaSHt7hhYZJrwWYRMAONBHpgIFyeTaXe8vwyPgMXEv4JFpL8AlEbX+JIJx2pYBwdBfxkD90AvsJA+Afljldfty2BoBAuhIFm8uBn3EHj+DFjMxC/wbjr5Lu/5JtwPFjr7YFvs3P4vBpODeP0pfwyAt0Gb+Ot7QTrMRYt922qxMQSMT7ugKDmXIk3k5GHwfRao66EGtICdoD1U/Hea8re29H3a7DVwzBIZc26rMHLctkJrGApNQBvsgUTlnPkuGNc2ws/AdcZNkLKUfbkG+qn90UdNYh3f/NI//gJGghs4c0A/zCQ5TpfgCGyHZeBcdI46p2uB8/kKuG7nwdtwBrJF9t/+uplhHHsX9NGg7LGA8WAwzAVjvGtENuVcLemva6Hr6mVwLS4oJnI5KFig/C1gUllSmQgfjxF91wQ2XRM6k9HiglD+e5zEPcEJbd9uRj7bDZObfU5J2pC/PyX5brrd24gGNQMDqQtKUPlYIPIpx8HEzjnl2FjMWOBVgwXgL+WFqSof9IZHoDvshnlgsvgRlFYWQL5XLC5M1F2ATcgtdi1SJoCF0x7wcwtiP18Oxi43F2ybx61ggRMvC/RpsQsWXdrAgte53RxywXe1hzZgm+zfGtgB+u50cDPAuLINInXgJAeMESZOfi+/8tv/TW6w3SPgTrC/vsvkoyA5XtWhG0wF49tm8F1ucEyB22EF2D8VHze78PeDoF3mwE7IRmlnx0ifiuypnc7CFigqRtXi8wEwCdrBKpgJbqToLyoa58/+Su1/9d9dsAk6wd2gP+sD8arDH/q/fu13FoHfyUTZflH2x3l7CZaAfn8bOAZuchyD/HGAS1mhC/TyQ2gE1SBb7UDXK5T0bee4a3FlMF7Fr701+bshOOYnwHmQbTpHhw9APegCrpPmCkHBAkVZwM1uMUco03jphE6G4hO+ZDwvmc8wcJVETS9w+f8AAEAASURBVLl5ODwKBrRXwCSttDJYNgaf2RVmgIEhqHgLOHZjwSTyFOyBg5DO/kbzKrz81cYk14X+Y3gQOoN+7SLotfxyLPvBvfAEuFD+LZg8F1X88HGJZRK6ASzSLZgtkAfDXTAKTNYt+o+CxfD70BGaxDAQH4J4PcYffwLz4XmI/NDNgdvhUfgK5MIWeBF+BCvAYsn7B4GFt88+DrbTwn88aD+vvwrnoTjt4wbnhPGqPwyAHXAYCpPvt43D4Qz8PbwGjqXX3Mg4CdrGz5VrhPEr6uNSzv8RHOdslmO6F7SpdnMcHLc8KEzGsb+CbrAenod3oTzj2XXefxRqwyPg2DsnnReR9C/njnoP3oFL/pGhqky73YgxDv1HcP6/CS+AcakjuLHifHQuGw+yTW3pcBtwnl8F48HHEJTZFqhE86uD/t8OPoDIv2tw7qaya0E1+C24HmSbjIUNQVtoE2NeJsc7mh9UBhZoyTvM41w7nVeuIWUiE9pEdQs3Orl17mGxo4H9RfDXGZ3fRMXExiDhTt7r4Pd6xI4uoK3AZHMRuDiYSCiDi591gU7QDFxgTXi8x+eb8FSBurAPVoOJh6oJJkhDIBdMkp8HF2Pls7uDCW8dOArLYR0ov+8gDIZR4P3uSE+CaELv4TwPDHzJHCQTZd/nwmlfDZ71oAGYSNsH+6q9HTNt5L3axHYrbXkQHAvbrd3ta1cwGJ0CP/Mex2Ec1Ifj4Du1a1PQLu9A9J6Rsevep82PQQtoDbZvE7wNyZRtd6zFvvaBlXAAvBZU/hZwHExyVTNwnP49OOffgGsQybltDPgq9IS5oM/4/SuQbBlIlTHAdzhf88D4oN86J3LhXnBe7YbfwGiwmLEgWwsGY2PF7ZADxqIl4PwcD33BfjmffMfLsB/cPNgKvj9eXjPeGIdOgP5sbJkCzk+fHcUzTgtUNDf8cDu8BB/BAHgSnJszwFgRybk9HOxvf1gFjsEuUKdhPnjfXeB4+dknUAkeAJ+/EJbDZch26f974OdwB7huGEeNm8tA34nkmN0D3mfM1bdeAWNnpPhxja6VxVHf0V9bgT6i/4wGfcS56Vo7DFwvfgf6TX6/5lJGyXVzIDhWs8B5twEsWKtCR3AeOwe8lo0yJhhfjAUdYCvoD0GZbQHXRuNUXzDWPwvHQZnPuUb6+W7I1jh/lL67TrvGt4RqEBQsUJwFanFDO8iFA7AUnEsplwtZojLRqAwu+BPBxMTvvwc7wSSwE0yFsXAW9oLFeB8wgJgUjwSvu1BsBO9TPrsxeK8Jj0nFefhR7FiPo8+oCSbjbUGZDPks358Dk2IYhObDIVAmJAaph6E97AEXaSescgHPgc6QCz7v49jfftf2ef8JSPaC5kJpstQd7IvFRSOwndpb+54E7XYLWHBbQLSBjqBdl8M7YL+U90W2dJy2gWNRCZrABNCWLtD2qzYY3A+CTug1kzrvM/k/A8tgJfhen+39r4NFWTL1+9jDbJMTQ784Ao5l9BmnQeVsAYsVixJ97SF4DD6Cw2ABfRH0N311MgyHS/AcWChcg1TL922O4ZwaCHeDPj0COsB8mAd50Bx6x7Bv+vqDYEKr7zv3u8AdYH+MRc5X595McJ4WJtthLJkOxsHZYMzsBf8GS+BjKEqR/2tz7e+cNDaJMcTn74Ht4FiorjAN7NcFeAPsb7ze5Q+f/XegXXJhL7SA26EW/Agct6DPLKD/zgLjqn5kTLwNtPEaUI5LR3gA/Fz7af9FEK9oXOOvldW5PrcF3oLOcBcciTGUY0/Q/3eA60WmyzFpAPr3e+C6EsWilpw7ls6fbC7kz9L/3ZADjUG/DqoYFnBdaAgDYB1sAGNWlG+5xjn/oznBaVbJeO78d401HzBeBAULFGcB11HX8e6g35iHOY9SrltL8AYb+CE4uS9DDpjkvQYu8F43sRQ7Uh9cCOzMMlgBB6EGmBS4kJ6Bo6A0gsHkHPisfuC1V8Dvm1SLEywPTKYfB9+3D2yTAegqdINa8DJYVCiffRqqgBNUNoKBTPmuk+D9LmI9wD5/H0zQd4LvsTi5DonKIOBCOBy6wgzYDJFsx30wBbSL/ZsNFgfaxu9YTNQE+3ccTsWI+mp/Xwe/5zXlc+2DdtD2i2EP+K7p4NjMB4sHA/lBUI5bT9Cea8D3OR4d4VOIirRjnLeHPFgIyVYrHmhbh8B5eBXsd1B6WcA54rxy3hof9LmJsB+8ZpH6ZZgG+uDPQL/Sv8pa+rFtdd6vhwOgvw+DyaDfm9QbI7qDscUYNxWcx/59N3jvx7AUnoE3wTl0BrRHYTrLB5fgTugMn4D2qQ2vw3vgHCupnKO22+SsHQyE98H5Ph4egZGwCX4A9t2xipdxQ/s0gqrg/OsAxlnH1Nj3K/BdQZ+3wDn+3A5NQV/Sho7tXhgL34WWoN/pL6vhOqSTHP8T0B8mgG1vBt8Gffo3sBwuQKbLuXsUnB8nIX4uuN6OBuf2O1Ca+cjXMl7GgOrQALTXOjD+BWW+BZzP+rz0jeGa7JgPAPNM579k65g778dBNTD2XYSgYIGiLGB+Z37UEXLgFrgM0Zrp3ynRbaV46mm+swOOQJ+47xscXBxNaOyQCbIBwWsmgcoOmSiY8LhgmtBEcuKYfEYJhBPHaxacWyFeefxhAPIZFnrbwEB0GGybCUkjsE2RXIx8tp+3hlyI13X+MBG3zS5gJtyVYBfYZ0mVfNdBsP1rIUqWLZa1Q3sYCNpxC9hG7ayTjIKhYPFxK+gs9lvb+bf3ame/2xhMNL3/FXgXTN6V/TOQN4HpcArmg9/NgftBe+yHTaAtfZ7tTpZsu4GzPoyNoU0skk5CUHpZwPHS1z4Cx0ifqw2jYDwY0HKhPRyEt2EeeH95yPYZg8T5oC+7SeScsGh1vuhvnaA3eL/9awHORf3fOOLcsBh+N3bkkLAOcadz13k2BZx/K8H5VFqZkGn/mfAJ2B+LMeO7R/vjO+fBcihMxupZ4NiNAfvvvDMGLgVtEPRFCxi/V4HrWl1oD/eC68hgaAfG0TngOhWtS9H84VK5S7+O1pfunLuuVobW8FaMIxwzXdr8I9DXC5I+73xybc1maQPzMf3CvKAhmEvo00GZawH92zXCdc+Y1Blc6yaBc6MWuEaZw5sTZ6u0kXmCsd2Y7lpqbhMULFCYBYyPrhuuk+YCvcDYWQPMf1O2puicJZWLu8WWx/yqwgU/s/E22uTG5CCSi4Df8+jk8L788lr0fItYE+v80mAmphaUJtmjwGTThcfv2q8oWeL0D4p/thcLuse2SSUwsPm8VMo2WDC/BwZXf91R9aAzGHgNqM2gDsTLgLsDLCz6gA7ks7SPqgmOyXHQ7sPBpF4dAIuIeDlWbmZ0gxxQ2syxag4LwWLANtvOfwMDXrKkzVvBZBgNjq3v+A1chaD0soB+EMnEzyJFf3DOuvFjQaDvvgY/AX3VJDpdZHAVC2Dn2mAYD/pdY3gYlH55FE7Dy7AV9Ef7XBo5R53LD8ASeBOcozeruTzA5zguQ+A+MIYtg+/DNihK9mch2HfHz4J0NzwPb0NQ0RaYxcfa63twZ4yTHI3tP4e1EK/4+RN/vTzP5/FyffvPwFi8OEYex4qg4mz+MZ00d0nmupaJdjNumEeZN9QC46Mb7FUhKHMtEPl/VNCvoyvmjt8EfX5fjGscvSdbpf9/ANqrI5hH14CgYIHCLOB8MVd0zTfXHQ3WUv3hRTAPSIkM1KWRTl6Y/MzOmMBHRWn+e/3cd3ssShrGhbUgneLiHsiFtuBEKy7w2LYITgtU9LlHFR0/++uP//V6FBT/eLV0Z2f4mgumyXdNcAPDnUDPtZHvsX+3Qn5pgw3QDkbCAlBtwI2NXbFjI47ayaLcd1msNIzB4Ybsk5sJr4EBXvnOaLwM9FGfPTfQRUqWPdw4aQJNwcCpD0UbE5wGpaEForHXN46Bc1PfijbBnMP7QL9OJ+nDSp93Dpmw9gXjiL4XyaTG3fkjsAX8taK00kZ+32LBxFjbaS/fUVpF9vf72t/Y4bOd7xbn9jMPjMmFKXrGR9zgQhTFGuOF7Y1sxWlQIRbQRgdAG7oZog9pc8facYkU2Tr6O52OjrWbQW4kG4eNvc6PSOnc9qiNN3N0fjr/PQZ9liuYO/QG40ppc8Zgy/SygOuCfu48d93rAeZzUZwylmX7HDCOV4Ge0BLMm4OCBYqygHPGPNf81xqrGTi/PKZMqQ7KhSWOiS6WJg1RQpnfCAYii7xciC94/U6q5ES2qLUwMQgmQ7bXotUCYhL4S91+sLCweDCg+q7CAqv3LoZvQB8w8XbXvBecBgOzRYJJZXVQ9kEn03a+L7KZ43IC/gn2/X923gNKrurM930IlFDOWWrlnHMWEpKQECJn44BxmvG6dzy+9834vll3xuM3M9fLnnkTPE44gDE22EQhoYBQzjmj3K2cc0AgId7vJ+ow5aa7VdVd1V3dtf9r/VSnTp1z9t7f/vbe37dPQ+y8PhL1l/cVJq9JhayriYTJjWXXB/vXt0SpKoNHBaXQAlG/6Ef6lQmACYGTl3OA46Y9uDA6yWWKrK8+7bioBy7aJi0mL445cZ7RJw1yHPcGtW6Qea9t85pk5H1O8k7ulqXttNdBsIziKLK/92r/WuCz94HlOYfmwFYoak7m5xvSDrbRtvlpfbVTsm3llqySdm4L2s+5VzkO7Gv7xblYxffXJ2cy51/7uhm49jgHO/c6NiJlct2jOpbk0/EiQZ9YwHGvPxsnuB4XFo/xU1A5soDj2HXZNdrx7XwVxVj2cVGxHj9nhZwHIt/XXvp/ULBAYRbQR/QZx5Mb+b7IckydhCgONoZMucqDYxYWPBpgtAITVI2jEZ18ipqEvMaEWFRhC3Zh50dyjwHZbIgCNQ5LJDv7KRgFy2AG7AaDPgPALmACZN2deK1b1E7P7wF/uw/awGAwkXcXcRZsAX/XkQzutaft3wZrwMTE53mNzzZxMZHx+qJsyc8pl3U7AK+AdbBNd4ED4wVwQARljgX0F/1G6XO94UugL78Nz0Nb6Ar/BP8B00G/zQQ5nobA6NinCb0JtW0ygX0H9MMR4LgfA5NAP5wLS8BxGq94m8Sfjz8ez5d+sBq8fiocAcdnSTSRmyfDMLBuC+BO6AR/Da/DH6Aw2YfDYShYl8VgMmd9nadehaDCLTCFnx6BRuDc6zrhfGwf2M9NYQZEYyYRX+HyUtUESnsM9M0N4Fg+Cq4jB8F1oTzrZja3b6I1sjy3s6R11w72tYFoLjhvO9c5DwSVXwtE/m38nAOfB9e9fwR/6wvGfZ7zM1ulLWqC8bC+vwu0WVCwQGEWcK6sAsaIOWBM5xpqLLwXzLvSotuK8dRokdPRJb5y/iYF/cbpG79F10TP8XxRKmwyac1NJqsGGe+BA866nAMTe++zjHj53cFZK3ayoKDEazzvgm+CG9++HL53gcWQqLSFz/RTxT/PMgzu7oCB8CzY6VGiYxJhW6yHz3ByNUg0AfE5J2KfuXzuhmYwHHyuDnURojaamOwEA3MnpKjvTUriZVkmLWfB+y3HslX0+cm31P+rja6AAcMCMIF/ABqCAXD+unIqqAwtEPm0vtYH7CvHpL4zD1ZCJ3gKTDBNNB2ny6CkSSuPKJasq/7UAtqC9XVM+8bJRNZzvhlfAq+A48E2+JvX+MZSHKN+3wzHwPY490Q24bBAteZsN3B+mg69YCjMhW1QHNkmn3kP2J4D4PMcM47h+2AUOJ+YjG0B54P8ci66Hxz/9pHXOtf4XOee5XAYgv7UAq4p3WECaH9t9ybMBO3cHnqAfa6vbALHwc18hUtKTfazvmn9m8AvQX9uBzkwCWxPHpRnafMq4Drq2uhcZV9Ecl20Px3b2axovtNnndsKmzOy2Ublue3OSc73+v9eeA1c1xzvxoceOxayVfp9fXDjagccgqBggZtZwHHj+uLaYrw0H9ZCWlWcgepCeB2iIMTjSNFv0ff43zwXJYVel//a6J7o098dTAaQ+eUi3BsMnhaDye8F8B4nJQMQ2+b3/GrJiVZwGUyS88tz/mZdDeLj22DwLgU9l9MFymt9RnRP/PPqcN4J1c43gXXC8PmRbH8t0Abe7/VOtH63jafAetpWF1qTk0FwGJaA10Q6wcFK2ApeNwI8twHi1YYvT4LXvgPWJ6p/1AZOpV17KOFZGAr2tW0PyjwLOEb6wqPwOZgLP4bNoP+tAn30ODwC9uVfwwrQ50tTbnDp33fDBLDe+tk8+D44n/hpnX8KCyEH9kN12AaOHxd3nzEaHBvvwgxYALa1MHXih5HguLaMF8E6TQQTPcfwQbgKN5P3ReNxOMfadhg4h/wjWFdl3U6CZWr7v4MfwhyI1+18cUNDu+TCryAPrNf9YII3GFycjkLQf1mgH4ffgbrgvPlLWA1qERwBf7d/HC+vwGzIJDWnMveCvu28vw70Rf37cfg62I48KO+qRwMcv++D/eX4juYix3kzaAetQF9PZDxyWYWS66028PMy6BduSgVVDAtMpBnfhJ/Dc2BCr987JhqC66R9nq2qQcPNMxqDx0HBAjezQEcuML7z03j3VTCWSrsM7hKVgWMVyIGhMB5agIvgMXDQO/FHv7mbtQtOg/earPaHsWAAbULt4nkGzsGHoBw0TiLjwOByOyjvd4LpBQYcXeAwaKxlEN3vZx9wAPq7ZfgcJ6khYB1yoDm4QDuByQegokXb4Kw22D7b1hVc1GyrdXJxK0q2uTLYFsvVXrbZOslHYFleZ7CsvbTVNagC1rc7WKZt7wxea7mX4AR4vYGW552ADUJGwyF4CfIgag+HN66JrrU8y/Aebe53yxDLd5PAaw3e7YveYNl5oD28xjItP9WyXGWf2F/2+06wTrY9KDMsoO84lp+GnvAevAHzIOqnjzk+A47xaGF0TDg29kK8f/I1LXKsD4X74C6wfOeJrTAHVoP+3AUco/PhdTgPzh9e2xS6wjpYC/4m+n8taAuOY6/Tf22vYzxezn33gn68AFZBPbA+VUFth6JsEo0Nr9X+Q+Ah6Acb4C1YDPHP0P4XwPmsI9QB7X8AouvGcDwJtIP3+xzr7xh0/NWHbuCzrGPQJ/Og/jQVtOt6MElfA87jSv84GfvUtvqItrwIzuGR/eP7ldOlKn1hGHwOrNM02AaOYb87JjqBfuta6efHUF7lWHOcOp5HgP1yHFzPHBvdwXbq67bfMZBt0p+dW/TfXHBu1z5B5dsClai+Pu54dh6aAY51ZVznWmbfO+evBMdAtsl8oT0MB9fANyEb7UCzg5KwQDOubQ3nwdjSOMD5M+26NYkSnAAc5B1gMDgR1AQDRCtrQGIj+kIOqCjpdBC0hQHQC5qDg0V5326w8aoGGNjeAXVhP9wGTjre1wcMOA2OfgVLIbqXwxsBhvd5j58GytbPxbk/uGj7mwu5n9fAheo0RPJ5jaE62EaTW+tv4GvnuLjnD9I59Se6hW/aqx24IJokOIEawFmmNjkMBhAG2NbTa22n11imk0keGDT1ANvh9TsgD66Av4l1sj3jYTM8B1GQyOENeV0u2A6DGJ9vebZRW9mvtnkJnAXbPAh6QiOI6l6ZY4ObU2Bb0iVt2ArsM/3P9u4D2xFUthawbxzrk+Eh0F++Bwshf8CnjxyBY2Cw8DDod/qxY01fSqWsm+jLzcDxdx88AL1hL0yDn4C+7lj8MgyA1TAHrJv6EAx0vM/7vXcVLIJlcBCcKxwnY6EDOO5sl2PSekR6hINJ8DbMBm2mtI+29DnOZ46zRGSdvgQDwfL+DWaB80S8nKvywGscx9rDejpP2C+3wTMwBl4F6+c8o6zbQagPj4PzpO3WLtks+7UrfAvsu3XwErwLBc2J2zmv/2v7TmBfa3vn4rKUc2t30HdHwWJ4ET4AFX0657eAumBb8o9xTpUb2T/GLa5rzkWVQL8+Cq6FDUC73Aq7IdHxyKUVRs4t+oT+qW87B2T7mMcE5V7O9fXAMbALtsE5UJ5zrRgGHcG5zDkr29SSBveHpnAIFoLzRVCwQFEWuJ0fjQscU+IamT8W41Tq5aBOVCZPl+A9cOA7yK24yZxBn0FpHrjwTQMXQScBF8eT4L0GtiugFli2g8NrXETzy4XUZxvwuog0AZ9pWWvBZ5mURsEwh59qCUfWw/oZgFj3LbARGkIN0MCW73PyT1ZePx02QG2wc1zMXdQMvhJd0C5z7Q6wnPlgkBAFDLbDSVO9A3a8dbWNlq+dV4G29rf1YLnW1XoUNLFE9rXMwmRg5gT+HBiUKcu1jdpam1uGdbCutnce1AH70N+sk0nBVUi3LF8sv0G6CwvPL9QC+oc+oaqBgd4zMBT0G9FP9fmC5L2OP1Ud+sA/wM/gDUh0THHpTeXzTZhGwiBwLnHMvADOC7kx9GN/6wWDwfE4E6J6cvipnFNc2HvA5+EfwfHgtY67hdANOoAB8Dg4CI6dPXAb6L+OH+ci66D8zUTibugKneAsvA/xire/5yfCFLDezqmvwGYoSs4hH4Dj1jZ/E+yzQ9AKnJNWgueivr7GsTZbBgOgBXwBXgPHZbbqPhp+PzQCbfMc3Mz+JsA/BO8bDdq2HswCfU/l7+dPzqbvX+fVL4F+9weYD9YrXvqrPvptaAv6yBq4AuVR+v8++A1sgHYwBsaC9q8ENaElVIVslON8BBhrbYX88xGngsqhBZxnzoD96ZpkHBfJtTtaj3I4bhz9kGWfzuldwHnQNdz5IihY4GYWMA40JnRdlGhN5zC9ciAnKgO7KJE0GC1MeYX8YCJc1H3RbZZjkn0rOOGsA+91kvGchjLQLUoGmFGQafDswDwMTlou0Jbhc+LlAu756NOFXuqCC7t1SCbZiOxl50pROsCPokyScsD6nwPl8c4bR5/8YxuagvbQFralIdSCJbAXipK23BS7QB/wWdXB++KdT3sZ5JelTlO4CUY7sI5BZWMB/VlVhj5wL/SEC/AmvAM3W/BMIh3Pyuf4jAmgn60C+7q4qsqNJkX6sr7SH3pBa9gPG2AWxI8jvt5I+E2iHQdbweusT35tjJ34Fp+jYSaYzDj+ZBt47zAYDz2gGWiTzuDYbAIGSrkQr918yQPH8ADweVF5HN5QvP27c2YqaH/bZrvehaLkvGbwthbqxy4cwmdv8Bm2eT5on6gs74mOtc0bcBdY9nvgvJRtcu41yNMOfcAk/i1YCTeTa8gCcI5vBd2gEji/2d8fQmRvDtMu51N9Ux/QN6bBZsgvfUPf1k8cV2NAv06kzVyWUXKc2+6qYJv1d/txLDhejRPWQROoA16XjWpAo2vDWTiZjQaooG02tjb+k4JkLHkGnItcS12TToP3ZYsa0dCukAfOD8YtQcECN7NAUePqZveW6HcXtUyTu2AmkwY0Bjkmq8pgx+/JTiguRBfA5yqNXVCwFJ2LPm9czD8GMQa0yZYb3Z/sp5PGXojqm//+KpwYDQbzHptAGVANhJawBKJNAQ5vKss5CrZRu2eazlGhU2DgG1S2FnAs9oPH4TGYCb+GTXCzJJ5Lbkh/M5lUBoj3Qi/4X7AYirNo6rvtYQrcCS7C28Hn/RAcTyZRkl8m8bbnRZgGBV3D6U83Fbdw7Fi7D26HRRDpGAczYCF0ABMEk2XHq/67B2aBPh0v7TofPoZR4HwVn8jbPn9TPutBGA6b4QewA26m6H6vc86wrs4fJqSd4PvwHBjERYq/x+vfBjcPBsU4yKdt+giyRYNp6F9CXVgBz4KJXzJawMXazucMBfv3ddC+Kr6/PzmTnn8H8NhxkAf69Xvg+liQrnDSMeKY1f9qwHow4C9PakxlXTs7Qw60Aceoa6dtN86oDDlgvFEdskluMrUFNzD0a/00KLsssJ3mtoCm0BFWQTbJOaIb2O41UNicyE9BwQJlb4Hbyr4Kn9bAoLIhOHEY2DcAF9HxsBxMyC9BsjLIjA80k03Ik70+2frlv97guajgyD4z6OgKHht4ONHkwC1gwH0RkpHJVabKummP+KQiU+takevlWHRcfh5c5FbCLDCZSTT51j/tR8ejyb/HzaAfPAGNYDpcgETkOOgC1icHnDNMkhfABrCOLsYFjScTMQP4tuAYco4xMbkKhek8P8wB2zEGbIfBbjTe9FVxPJrweH1taAPWsw60gqdgJ+yOof3mgTYeDSbLtsUNLKWdboc+cC/4+2qYDSb8/p6IIvt77X7wu0mL95vMD4AlELWHw0/lNcfA/m4DQ0H9COKvd06yT6/ACago0v6jYRL4tla/ehM2g7ZR8fb95EzB/2qbLTAN9JduoC/p9/pgZM9En8ctSUv/HwnDwI0d/U9/LUzWU1/Th8dCcxgEnrPemSQT8MbgfFIfrHNDcEw5xuxLx6W+egb0ea/Vr/NgPvi9M9jXPs8+jvqZwwor7eNc5UbNXtA+QdllgcM0dx84BlqCa002ybnROUPfP5RNDQ9tLZ8WcCHLFLm4+lbNINWg8kPwTdWdoAycDCYMerNZBhMmGwaD2seJ1oTEYMMJuKLZx3bZzqCys4AJhePybrgXfHP3D2Aykoy/xQfC+m8UINzD8TPgW4Bc2ApFJQdV+d0gw0TExGo0qFnwKsyHou7n5xvJ0xc8QK/AerBON9NCLrgOj4CJjEGv9rgE8fKaPWCiYxJhnT3XCqz3cXgD5sAGOAfbwDmuNfQB63QalPa3vv3BTYKfgXNiMvo47mLt1xROgf1oedbT8op6ru13/vkumCy9DjsgUh0OBsBROBGdrACfrknfAPvPtzS/h8UQr3j7xp8v7Nj+z4Xvgb4UrcfRc5N9Ho9ISPW4yv7Wl+zDdTH4KFKOdcfmTGgHjtv3YS2UlZybIkX2cvz0gK7QHlwjHT/2nb7qeD0Am2An2AavmQr6/h+gAdSCHLDvd8FHUNF1Ow10TrPt+6CozR1+DqqAFnDePgbdoBkYg2WDbqWRbvzVhsvgmhwULJDxFtBxM0UuwgbSTiAutovBgGEZuIgavBpIRIs1h1kp238WTNpPwREwKNFG4m8VxUYGaQZUJhwuKC4wm6GitI+mZKTig+Nq1LAffBXGwCIw0F0OF6GkMnF0wTSJsY9HgIF1QYGzC+xoeAy+DL3BQNM6vQbzQf/wmYXJoMQkdgLcDybLL8F+SDRQ97rqYH1MFrzXcajibefb7qehAzifzYAFcBBM2DvCyBi38mndog1MkxET7DMwDh6BIbACfgPrwGuLIwO0O6EXrIVfgGW3Betkn1t2QbrESYMc61czhn5g+22Dz74DrkJhz+CncqUHqO1T0AK0+/OwAWyjiu/zT84k/u8FLnUurwr2r/PdddgHkT+W5Pk85jMaxJlvguXMhoXgOEpEV7jIdac93AWu17vBtbm0lUOBzgHOGePBeeEbsWPrVx+s715YAm/A27AI9Hv70rE4ERyHK+FdMNboAK3Acer8tAcqquL9S//7CjiW34Ht4PgOyh4LOC/UANdI14W5EM11HFZY1aZlw8F10THhXODcERQskNEWuC2DamcgYEAjQQVbwMnlI3ByyYMccKI1GDTJdQIOKj8WcPwZwJs4+SmeM3i0L+1vNy38jMaq48QEzoXVINXv+kQqFW2UWGYfmAJ9wbJM4hdCcZNIbv0T2QaDavUEmLAaQByHjWCCUQcag0nmUOgHOWCQaTBugrwPEpHJ51jwGQbomyHZhNNA/2WwvtpmDVhX+y2yHYc3EgGTJs8ZFJiE21e213ZMBhORLqAP2J7TkAMjYCkYUN8HBhfOjSYis6C4qs6NJj2j4AD4rHlg31qHkWC/7wbrU1AQf5Dz08DniH20DVpAR6gLleFmsjx93ms9rgL6feTz0adz3C2x85Hf63/W+QqkS7fz4E5gHw+EZWC7/VRRneL7/JNfEv/3MpfOBZ/RDnqAfX4S9BP9pSTP5/ZPZX0dSz3Bcf0qvAJHIVFpf/t6B0wC/Vc/WgT6QaqlT8T7id/1l0bQFnKgFTSMfbbh8zA4rg/BXrCuW+EsFCRtMRh+Dfq88hk7oQPYruXgOlsRFe9f2lQ2xdAPg7LLAs4H+8Cx1hL0B8fQNajIck4ZBw1gNRiDBAULZLwFDNiCyo8F4hdcA14DauWxBJUvCxh8donRmc+O4CJi8GQCZQJjvxrYNwH7fw8YOO8Hg85d4CZOqmWw3B+egvvBBPL3YOJsEpVKmaz4XNtncj0Wvgf/DC6mI2EMtAMD8vlgYK0NDM69J1Fp369ATfgFLIRkZQK5GdbDQBgEF8C/IIqSGROA4WD/7Yb3wHaqUzAPDBZsk0n6EHgITLTrgnOzGwVeaz9on5+BAVVxpR+1golgcPZtWABqKUR1tz7fhWfhDcgv2zQHDPSmgPUT/bcF6JN74WbqxAXiPd3Bur0P+tctoD9UAhPqqmC59rmJpHOf5WyAdGkUD/4zqAfL4OcQX571S5X0Z8e95Q2LPbQxn9Njx6n40I53gb5pebYpkX7iss/Ie+0TffbroI9H/sNhytSaJzlH6if6RzRe9IWdoM2Og/PCPtA/nDuvgn7kWBX9qiC5seFm0BHwWZFWcmD/3gvNYRY431bkZGYs7dM/tF0uaE+Pg7LLAvr9MXB+bQaTwfl4C1Rk5dA4Nyf3wHwwzgoKFsh4CxgsBpVfCxioBGW+BapQRZOBBmBwLn6vDTXBYNLvBqBnwMT8MlQCA1YTMINkA3EXVO+vAQa5g8FkT06D1/lpYFpcVePGPvAkdINNMAcWQ7p8zgB5LdjmHmBQafm2oxZoGxPfNWASsQIMOJKR9hoNdSFarPcm84B8167n+9twBzwAJhNRsNM3dt5gwKTgLET6iIMLMY7yadBkf9vv9m1XMCkeBSYXXrMKtE9J5DPvBud9626/Wm4k6/4GWL+RcBeY5Ghv/SpePqs+6BP692OgXW3LcjDpiWR57aEh6O/eJ17v9+rgM/Tb43AJ9AP7V3+vCvq748Vn5UBL6AnW8xR4r2PH+7V5SRIuyxoKk8Fy9LVpsBG0jbJeyfrfjRsL+cd+8PlvQ2XoDPeAbfK8/q9KUm4b7rdPtbXlbIDiKo8b58EQ6AJ94CwchWRl/+ob9aAO2M/6h9/tCz/1FeutHfSt87ATLO8w7APHsnVIRte52DlFn9GPIpn8m8hsAn3AcaPtN0NFlPaeCINgOSyFqxCUnRZw3nGOGAfOg+dgN1yBiig35IfBZXDT3bU82bmEW4KCBUrfAiGRL32bhxKzzwKtaHJ3MOD1zWU/MEB1cXTBMAA1mFwHW8BExoQhCtpNagxim0IPyIHWYNDlp8nQETDoNCDdAXPBxThZWWZvmAoPg/X6e9gG6UriefQNWbbtWA+dwETGBO1d+A3YJhdag+/i6C5uMijZAPNBu0eJGYdJy0DfepnMmPjZN1Gw04djN1l+CovAthUk2+I9Pst+1EeehA7QCEwWZ8J2KKn0l8fB+rwF+f3DsiK/0d8GQDtw08HAPtLtHHwdmsDzMB6eAf15BugrJyGS/j8J9KvmoP/XARMGg6aD4PP121ywvEoQSRtpmxzQL9zo0E7doCd4vWPH++1b/WUfFNdPfPa3wPG2Fl4A6xovbZUOvclD98B3Qf9xjf4tzAdV3HLtA/uzL2wF+/koFFcfcWMeaOsPwCDYc69AsnVsyz09wH71uDVEc+RGjvdANK/pW9b/PEQ+EpUXffJTwtJ3ZkE1OJfvLgP5X4JJ/MPg981Q0eRa1BmGQz2wD/P7O6eCssgCrrP6gb7xEIwE51jn60tQkVSVxtwPro9zYDYcg6BggXJhAYOEoGCBYIH0WMBEYCjcAW3gEBiUGogaQJpInQCTVYPEwxAfTEaB6Uecfx/2wxXwGXVhMTSKYXJlMGpiMxD6w3xwUSpKt/BjVE51jnvBV8HnzADvt76XIF2qz4NNWqyzwbzzkgG77dWGLrArwTpEdeUwYVXmShMEk412MB0WwlUoqU7yABd/6zUBDISta0O4CFvAJL2oeke/2T7r2QQ+AGWQYfL6OTDY2ABrwIAqUekbfcDkSF/yGdbRYC1SvB/Y38+DdRgAT0Mb0BdMcqfCGPC5laAFeL+fLcEkS3WHe8CybZvnHQMm7fr/QdB++rzj4BREdcqfhGvL3XAWcmE1NITGoP/UguowHMaBdp8G2+EqJKoHufAucKNhBfweNkGkeDtF51L9aTt/DpNgBFwDx/Z8cPyrZOphH9kP+udaeBe0e0llHzkH+XznDH11FeyD/HIM5oBJejOw3/Qpx7dz24eg9JHlsBD0keMQzY/WWT/xGpXfRz45m/y/PlNp53hpa/3M+o4G/XgUrAP9sTwr3n9s15PgeNfuu2LHfARluQWcL16ADvA1+Fdwfagocg0x7ugOrhOzwDEfFCxQbiwQEvly01WhouXEAgZIJjiNwAXCALAfeH4DLIGNYICarEzCjsSIv9fycqAH1ACT8fFgcmPwuxdMpKJgmcNP9XHs6FY+fWM6GQaC17uAL4OC7uN0iVSFu2uCduoMY2AQtAIDeROEY2BdngBtaBC9CdwASUYmDCYxLUC7r4EDkCq9w4MM+p+B1tAATFzWg7aPbMxhkdL++ksdsI4mOdrIZxpImTCZVNjf9tdBMPiwbH2jMLXkh4dA264C/S9KmDm8oaiO+qnPM4k1MbYdw6A2mFDp02NBP1P2nYmVwY/HJpzWV58ZA1OgObwFXrMLNkP+8jl1U1kv2yzxsm5uBFm+NhwK7cEEsSpsB/05aiOHn5H17gj3Ql/Q76fBElDaxfuLeobXpUK2czb42QF6gv19CrRhMvXQZ+z3IdAOXoa5kD9p5VSxZF/oq0+C/T4KrKPntb3+41jXB22LeGwi3wkc//aPG1OOSf3DY31EHyoNaQv7Vz/Szo4pMbG1D5y39Yc24DhyHGyB8qzIj2+jEc67Y2ABvAm2Lyh7LKDv6weOU8er407fd03ZAc/Ct2EYzIE94LioCHJudcPUedJx7lx2EYKCBcqNBVy0goIFMtUCLjANoCk0gxNggBcFIRxmnAwGDWb/F4yEkzAdfgNLwEXwHKSyDQadF+AgGHC6GDm2+8ATYNBsUiyRtG0kF/AB8EV4GObBT2EdmAClWgYNJuaPwzdhKhgYLIKfgcHkWtgGJt7+5vV3wT7IBYOMRDWBC/9v8L4XwAXbJC9Vsj+to4lkVzCZ3AsmgtvhA7iZbJt9NQKs37+Dz/gQTNy3wh+hFowDE05toh/ZrwW1xz42mRoO/w0OwL/ATkjEfoe4Tns3hHbQF07DXDgP68HnzYRdsB8uQw94ACx3JTwLb4PtOgJek0ppI+cGE8BNsA1s9xToBbXBseEYKUza/9vQHNaBdbbuidiJy9Kikzx1Czj3acsmYH/bf4nKfpsMPmMXOLbsp1TqNA/TV+rCQ9AaWsFUeAa06x1gHZxr9FfHt/78U3gN5sNqcLzoI46n0lQ9CrPuQ6FBrGD9xST/FOi7A+FusE+0ZVn6BsWXWLbzHnA+qQEvgmPZ8RSUPRZwTLYE/XssuMY4v1+E6+A85DX6iGuR6/cecC4qz3KNcJ1yLZ0NL8NRKO/toglB2WQBB2RQsECwQMktUJNHtAUDwQFgUGvAbDKwAEyi0ikD3yj4PcxxNLZHcdwV7gMDbIPQXIgWKxezfvAYdAGThDkwD65CqmR9mkMOdIQOYH0MlC1TOy2CNRCvzXy5BRrCaDDwNKh4F85AUarMj53BBNR7NsJ8OAuplsmHCaS27A8mu9r6ZkmrgVF3sF1+2l5tvwrsJ/vAfvkQ1oIBlrJdBl9RgrSDY5Mp+/4cKPt4GOiTJlsmI24IJCrL3gR/hEswElrAcbgI28F+U5bVA6yTdrdfLW8WLIbINzlMuSw7sotBp33xPhh41gH75FaI2u81kQxaB4CJvON3GbwF68DnKv0vOr5xopT+0eb2ueOmJnQC/cT62y/+XpRscx+YALvBMZOKeci61AVtWx0agOPZ+vUGfdrf9AH7/XCMXXzaN9ZhL/j9A8gUfURFIjs34tj2nAHHnn5SBbT5CNDftGc6/ZrHp1XtefpDYJvnwnqwz1RZ+fwnpYd/S9MC1ynMcei83RKqgXPnCdD3HeOOB+d851LHgWup6015VW0q7troOnoB9H3X76BggXJngSjYL3cVDxUOFsggCziOeoNBtoGRAeE/gwlZHkTBEYelJpNig/3X4Ul4EEbDO/ALcJFWBvr3wxPgPd8H32xehVTJhMIAYRJMBBPLYzAbrItJk4lXQXYywFgNBhsmBF+EbuD9a6GoRNng40tggjYNFoJJULpkgmJwY7Bj4pdI8mcSaf8Mhlz4Adhvyj4ywDAxagMGHybGb0J3GAUTwCRUO8yAt2EJKAMu+70nvADzoThazE2noDoMhL6wC/bCrRAlP/Zve7BfXwXrYiBoUlCaOkth00E7jAFt9HXIg3+HlXAaVA/4KzAZXQXPxT75+FSJ9OOnF6fhwLbshr+DIaDNXwLHcmGqyg8dQL+y/712LtgfJZHBfifQ/zqDfmmfO49YpuPSTxP9N2A55ILjuBJoS3E8+5kpMpjXRl3AMWmQ3xyss/NIS3B+1K+nQFNwnB6A8ibbVA9cs0aA7f4lxLclk/qGqgWl0QLXePZh2Ar6dQ5MhvrQDJrAbjgCjnXnANcA5xLXqPKo1lT6abAt02AnBAULlEsL3Fouax0qnS0WMAEwwHZxcUFx0dgMmRJkmNgYwH4JJoL13AZvwVww0TGpL03FJ01XKPgMmIQdh2rQDqIg1QX6SegFa8DA2+TnEqRCPn80PAIPQ1swYF4BBo+LYSOcA+1UVL/ajvNQCxqCdTYgNcC4Cvll8jsQPg+X4bdg4K1N0qEaPPQx6AgGxNbNZOY9sHwV3zcmO9rmITBx0CavgMmkgVUkn2PQYXts+x44CvapNjkU+/4+n43AxNTnmWz1hP7guPkN6JuJyDItqx+MBZ8xGLpAZ2gFJmb2mX1hoiz2zwKYAbbDfi0rXadg7X4WtJPH9pFtcpzWBO1/J+iXa+H3sAEif4rvL06XqbSlY8e+sT8agIH0ESiovi04/zUwmV8Hs2EfJCr733t7wxDQDx6FB8Fz+qQ2tM/1ySVgvy8C5+rmsBC0q9fYH/qLn1LUWOfnUpf1cQydgsNg39sO/UU7VIPX4E1w7vG36Hp9rDzpNir7OIwC55KZYL/ZP0HZawH9+SQ4p+j/w6ErOF5NdDeDc4jrk3PQRXgPyptaU+E74Q7YAs77eRD8HyMElT8LOKEHBQsECyRvAQM7k6aJ8AgYCC6DX8JqKCvlD5BdnJfHMAh/AO6G7uAibIBu4PosWO8PoLhy8XdOMemMkkoXzKHQBJbCAjDgN2BORibgJgWW8RB8EQwwDCwMMEzWIlXioC+MADdbckEbXIJ0yfbZTjdHXwGD5HtgCRgcqfi+0f76jUmBdfee+ZBfJqBvwxQw8NgKO8B+MgiRemBgZXkDwLJN8nyuQZfXn4D48vlaqKrwS2PoCQZzbkhoU8vU3trRNxkmdG3Aa73nOTDR8ZpMkb4t2kkbPgM1oRUMhKqwEkzSTGbilai94u9J1/FVHqwf2KcdQL/R187BClBRfW/juCOMgzx4AfSb/LJPvVZ8lqga0B46gc9pASbmPcBr18Me2A/bYVsMPm48w42Su6AZGDSbyGd6kKzttLH2vQy2+SCY6Ooj+rztXANzYVwM56Xj4D2R/TnMSNm/tqUzTATH9bOwFJxLg7LbAsYKeeA873p2Gk6B/u0a4uas42E4/CUcA8eDa4v3lAcfsl0TwLnfdll/x3VQsEC5tYCLclCwQLBAchYwAG4D/x26gYGdyYABrsFtpmoeFcsD6zsJRoEJzmx4D1yMS6LK3DwYxoLPrgUGAH8Ak20DYxd/g+XiyEDZN6a3gMfD4P/AD2E6mLwqA9ZHwMT3bZgJBtrpUlsebLv1i3XwR6gCk8GA2foYLEeBvrY36R4Ky+E3YD8UpIucXAQmVW7C6G8mGQZUUXLkG8HVYHLVAQxSpoDPfx+0i4nHu2DQFa/IlvHnavDFZOw4mJjbZ9bD+vu8RvAN6A2enwWLwb62XpmoI1RqGmyHQTAA6sA2+DFsgvIg6/k9eBLGgD7QGGxbJPtd9oJ+55j5APLrdk50AX2mDehXXaEZ2I/6ygXIBZ/zH2Bwb1J7GfQF+18iWZ/pYHl3gb7yXYi/hq8Zq87U7GFwbnE++wnoJw9AFC+9wrE2eAo+Dz3gZXAMZrJaUznb5px0HZaB84/zclCwQG1M4Jqpj7jeLIQd0AtcC1zDnRNcz5zz+8Fv4XcwE/ZBJms0lbsPBsFJeAEcA0HBAuXaAtHCVK4bESofLFDKFuhAeeOhPfhGbDYsgUwNVm+hbiZhJtBrYTeYZJusXQN/NygvjqpwUxNoBdojSgyqcnwELG8emICkQld5iImJ7THwsB8mge1YAAaofaATmFTMBwNsr0+XBvLgkbAfVsIBWAAmWIPhVrD9Jj8GRSbZ3cGkcg4sg4IU9Ztt3gMGSi1hOHjfWVC2TT8U+9hk30BlJ5wHy/WeerAFoiTN+wuyi4mcQZp+ou0M3uKln1snk7wVYBDndZks/eNQDO1kkmZio7RPeZEJpD7WMEbnWMXtU33McWdf6wMLwP6pBNH11TmuCY6dBqCP2t/6Rg3w/itgn+tzhyE3dqw/JaL1XGRsMRqsX3fQ76x7psr2azNtNwCcRzaCtm4OtiWSSY3zfQ70hZ7gWNDGjhn9LFN8yjmkEdgPzlODoAoshHfBuSoouy3g+uS6MgTuhLZwCly3HRddwbF7DJTzwnTQj7zHMeMz1oFzhPdmipzvWoBtGAmdwPHrvOgG+REIChYo1xZwsQ0KFggWSM4CLghPgoHzXFgOFyFTlT9ZO0dFp8Fp+J9goDcD9kIyMkEwGbobJkJ/MOg3QPwRbAM3CD6AVOpDHrYGbJcL8RPgQm2gYWLyIJikGmzbR+kOqg1mTNh/AatBGShcA8/pL69AK9BWQ2EX/ANoo8IU3295XPQ6DAOfYfujRJ7DT9Weo6mgXf4JTkJLmAzj4COYA/a3wbzf42VA5jPGg/eegHj15ssEsC3bwfYdhvIkA86D0Bn0m0dgNrjpVF5kfffA34C+p6/Yn/tgEBiAG4jbTpNN22l77TcTVo9NON+DI+CzdoB9egA+AuXn9din3xOR402/to4dQH+9BRwTmagaVGoAfAfqg/PGH0B/aAcd4YMYfNyQ9vonGAqTwDZOARMcx5bjMxNke6yf2MbF8CxshGMQP8fwNSgLLeD68DUYCbXgZXgJcuEOUM4BkS5yMB+cO1wPvgBfBcfEa+C91yAT5Nh9GL4ER2EmOLa3gHNSULBAubfAbeW+BaEBwQKlZ4HqFGUQ3AccOyvBBc3EuLwpjwqbtG2AtmAgOhdcnG+m5lzgAq4dDHSrwQlwgdwBBonrwQU/XfqYB7sYq2ZgYvJFcPfdwOR1mA7WK12y3SYqlnkFbPduiOTxW+BbAAMJ61UPfBOg35g0XYNEtJ+LZkM/6AntwXMmWtrCoMS+MNGvCQZV78AlaArnoQfkgPV9HEaD/bUZ7Hfr4vMqg8/yOfllkjgerLvPL29JPFW+oeP8a8JlgDoZ3gfHgu0vD7Kv7IOfwkSw39uA7WoNVeAvwM06j/XVSuB4WBjDaw/BKfDYvjwI8UE7X4sly9VfLXMSnAGTe/0wU+R87lgaB85ljhU3edzoWhv7fozPK+C4rQHx+pAvznOOvwvg+BoKzaArLIW9UBZqRKGjYCDUhbPwCiyD1WD/RHLusA1BFdsC+fu5Ds29E4ZDK9gFrmHzIBdUtD7V4tg5xLGgPO9c4bx5G+hnHeFu6A4LYA04t5SFulGoY7EvNIFFsAEWg2ud/h58HiMElX8LOACDggWCBRKzQA6XPQLNwUBvJZyE8qp9VNxEcyxMBpMYk4P8C5wBgAG5ga8BosmkycMIqA0u/G/DLDgHpSWDCoMFdT98FRqCAcYeMChJp9rycJNa51GTYcuMAh8Ob/wlgPZ9EL4MVWEFvAQG1MnItpoImXhFybzHUX8ZaE2BwWDyYNsPg7JPdoCBmwmL1xm8WfedMAPsYzdGrseOq/BpfSP5vTX0hpbwC7C/vS+/v3Aq46U/zwaDU+1gIOrmSB6YoGWirPOt4Gc0Jp2DbMMEGBA7v5tPA+zPwRkwgN0H+qdBrP2cB+mUc8l6aANPgH6jjZ03TSrLWtrPhMPE4wHQhv8OM0H7RXKDYz9chGvRybjP8xwvgk0wEr4W++zIp8/UDifA/iiNcWK73EjoC65V/WEp2C5xLsiv0qhX/jLD99K3QNTPzh8NoQc4NnvBfHgNnNPj5VzoeupnPdCX48eBifqbsAQeh4fA+dQ4QV90fT4JpSHbVRkseyIY09jO1fBTcP28AkHBAhXKAgYFQcECmWoBF4IG0BQMTlxENkO0IHFYKrIeLhBj4M/BQO8nsBPiFzW+liuZtO2L1diFz3bmgsFpfLtM4EeAi/6fwTDwmnfhtzAHDGRd1MtCJqw1YGrs075aACYwtjGV0kaRhnBggn4IZsFW+AAiGcRrq3FgAm09DZi0W3GTmTrca4LQBhwHBkqqI/wFGMT8JywFk4d4WTfL3QEbYA8Y/Bj02//2se1rAj7HRMx+tZy28C2wXM/NBttTXmWbDOpsf3MwSG0JeyHy4/i+5nSZyz7pCfbTeHgAvg73g/NkLXBNPw8r4AfwS1gMy2Ej2D7n0VSPCx5ZoD7k7GXoBINhCxyBspS2+jw8Af1B22inhXAA8tvmHOdcd0TbFiTHlnZ1zBwF+2o0jAXnzzMx+EibLMe55kl4FKz36/AWOE+chqDstoDznZu4T8MzcAH0D/1E39WP43WJL9thK5iQXwPnzvxyrXE9cH7R/7uCvu+65HhyrUm3WlOAfv9X4HzjXxi8CLbNelnHoGCBCmeB2ypci0KDggVSbwEXv0HQH1zIXNTWQnmWSYoLsgu1C7gBdn24F1z43oOm0ALag7v2Ls5ecwjWwRwwKSxr1aMC1cAg3DnNRMG63gXLIJUBbBTEVOa5HSAH5oLlmLBEqspBNxgGJliL4SrUhNpQXOl3t8NXoS/UBftkJPhsAxbrcgYKksG97AT92PoZ/Gsv8TfrrprDQDAI6w2jQD+ZDvuhIiiXRrwG98EdsB72gQFt1NcclppupST70Y2p6nHoM83APmkJ9ns9aAf2v3W1n06B/ef3zWAQXpZyTE4Dx4r+0x20eSrHJI9LSM4ROTAArEsj0GbWbw4UJhMYUbdAQX7hOdskx+A6TIU24Ni0Txy7Z+FDcBPpIpwH15Rk5ByX30ecY/QL22by5FyzEl4D+yAoWMB5ogf4ptpYRj/SR16F3RAp8nE/9VcpStH1B7noCOSB/j4ULE9ftCznJpNpY46ICxwnqyrcEPm/86TjuiF0huGQA6thHrwFzuVBwQIV1gIOrqBggWCBoi3gQvE5aA+/gHehvCs+GD1BY34CX4Gvw1G4Bgai48HFeAcsgH8GF32T1vjEla9lIhOfx8AF3CRsFhgk3A/D4DuwBAycU6XaPMiNHZMog5dtcAjiZaLwEAyGTfCf8CW4F1ZBHhjIG/Anozwurgwm8q2hC9wZYwGfBi+J9ov9bKCjP9sWk/UR0AuagBsGTcE2tgDtuhS0cbL15paM1BlqZSDbDPrCHWBwmYwduTxlMiB1vHUF+8Q+tl/sj12QCyaK62AfWFfr/eewGJyf9A397tvwGsyEstJVCt4LC6Aa9AHH4uvgb6Ul5wnn7/8BA2EjPA8z4GaJCpd8qvh589OT+Q4O8/1FsD/6wz3wDTDpcO50vnBMbYE1cASSkb7QHbqBPtIK9JfqsBX03bfhACQ6F3BpUAW2gHP5o3A35MAS+DXoj/n9P/Lx6JNLilT8dR9x5U74P2BiPQFcU54A5yrnAv3/PdgOro2eT1RVuFBQikDAAABAAElEQVR/1/f1edc/5xTHhM9xXvx7cFzlQkjiMUJQxbbAbRW7eaF1wQIltkADnmDgZxBo4mWQ5CJUkWSwZ2DromryOwhst0HiCTDYjYLOtRwbiGeCKlGJDjAGWsLPYQN43sTMfvtC7PgNPpMJGLi8UNXkFwOi5rAIDIYi1eCgP9wHJmQrQfsZWHSEdjAELsEfoTg6xk0+12c9BJZjmz23HBINXgy6xP40QPI5PrMtXAM3DJqCiaK2mw3L4DqoWyA+iLtxshz9E9XfNqwCfcngczJshn2QLmlXg8+GUBcax7AfRD+6FU6ACaE23w+H4STsAX1oNOj7XvMOOD71q/fBfnsA7F/9L/L/qN2cKhVp39VQFR6G2mA9bUNpqBOFDI2hndeDvqzNTkEqFdn2PA91ztTmjrEdYJ/bj2Lf14chcBHOghtr0fXRuPLTOE1/aADW3/v87nnL877j4L1u9tjX2yAoWMC5ZAA4T3SHy/AmLADHoPN8qvUhD3RcmVSrE2DM5PjXnx3/zk2Oy7vBecy5zXnNucrxoV8rP12H9Hl9vw7cDs6Nfvq8TfABWOZGWAoHIVI0JqPv4TNYoEJZwIUgKFggWKBwCxgATgEXwNXgguSiUdHk4rsCTE4HgYu+C+RrMBsMNjNNJp0joTWcA5PYnaCegzPwFWgEJg1bwetKqoY8wHKPwCzYB5F6cvA5MFAxMPkVmGCrJWBQ8TTUhHlgkJOsDL7mwFR4CAyEFsJmOA/JynWgLbQCAz8DIpODQ2Cg1BlMfl6G7RDJ38qz4uu/hYa8AH8L/aA92DeO++LKvq4EforliYm346srWE4L6BY73sun/XgAnGvEcWiill/6vRtGjtnvg/71EThe7b+/B9tyK+gzi0HFt/uTM+n/Ny9W7qN82vaB8CHYznRKn54AD4LlvgAvwQZIx18E5LftPsoRVQMcS11AH+gFA6AWOG71wcPg+nId9Bk/q4FzmPc55zmv5YLzmf7hmNRHTkNQsEBkAdeYtuAacT9shLdA/3fNSLdMypfFsKyGoA8bXzgOXCtdJxvACtgBbmg5VzlvOpacu0zYO0BHqAyuq86RjoE8WAXe630FKf+YLOiacC5YoNxawAAuKFggWKBgCxh4jYLR8HOYDi5OFVUujgaRLv6dYFuMi3xmouyXr8JOmANHINIWDgyE7UODhe/Br+AVsI3Fkc8zADc58jgPDKANPvx+F9wDJikmVa+DNoyUx4GByXhoCl67EPZAMjIBMogfAiYqi2AeGOAkK5ObidAEfO6zYAJvAqt9h4IB4GI4CCYWFVEGtr7NtN/6g33k+qhfFVf2TVtoA82gNXSAj8G+0g8tdy28C+fAJE1/csyZ3Pn9FORXDifuAOej1bAOjkIk2/IvMBXGwkdQF2ZBlMDqs9altHSCgl6CMfBFMEB3TKZDjrPJYD/2AecGx/5y2AGRDTgsNdnXO+E4OC85phpDfagJyn6Kr5v9ox/uBxMWx6X+YdLuZ+QvfgYFC0QW6MbBneAa45z9KrjWONfoh2Uh5zzX5WOg7+vz9cB5qRao98H6OjepSqD/bwfHRjRH6u/OjxfA8VRYEs9PQcECFdsCDpCgYIFggc9aoDqn2kELcFFZA7ugIsvEwmR+NzQAkwQX1UyT81Zr6Asm1i+CCUp8gGJb1oMyqH8IDOoNgA2IT0FxNISbBkEurIMogLYu94IB1D6wPvMgv/xtEYyCu8EAZC8kk1DpjyYABj8G8wY3JuHF0e3c1Ch2o/WYDiZcagDoB2/DO3ARKrK0owm19p0CJk03S+SrcI1zhVSNw+SsdQx9tB40hRwwoDWxPAT6g4mlb1YT9UmDW/1Qf/b+pXAQ4mXdF4JjJQe6gPcZ9Dou9JdkfI7LSyyDdO1ZDYZDb2gD2sFxkAo51h0bjsMJ0B30W/v1t6BdylLWpaBx5DhzM80E/zrE6xa+2Fdu1GiroGCBwizg2MqBiTAaWsEC+ANsgGidiHyKU6Uq1yvJr7accB0yWY+X9VTe4wbABb8EBQsEC/yXBVzkg4IFggU+awGDKoNlE7WZ4CKSDXLh3AZ1oRfYfhONTJIJkm/iTYymwTIwQckvgwKTbYNg23EP9IS/gXlgsp+MfM4oGAgmBQtAjYNHYBhY3r/ATihIJiwvw1X4RzBAsS4mdvmDGE4VKJPGL4ObB4vBBNK2bQfbmYy2cPG+2A3aIwqUXBs6QXNYASshG+SGXU34NuxPoMEtuMaksTO0gRzoA5XB/jD5cu4w2d4LuaCN7Wt9QLR7FGBzWKTs67YwAvrDbJgLPqcgWa51+O+gf6o34K0bR6X7j+PHTSJtrM/rx1PhTUjE1lx2U5kMODYeBJNe7ePz80A7Z6qcB/QLN1sKk3NHULBAURZwLXoYesMB+GtYD84B8XOMYzGTdJDKHCmiQs6Xia6PRTwm/BQsUPEsEBL5itenoUWpsUAdHtMRDP4MyP0zrmyQifxWaAh3w2HIJFWhMibjd8AeMJHfBfllOwxWroPJqnJzZjA8Cr4xnQ7nIBFV5qL20ApMmpaAwfdwuB9882ey66bPRihKBuxeY0JjPR6A18Bg5maqywVDoAuchN/BZOgL1k9bJBqkaaP3Y/DxqUwW24CfbpAYBEaK7Bp9r4iftvcMmFQ1gEtQD3zT66dzgwmjx9XAxL82uJ6egtXgm1/902eJQfU+8PeSSP97DJrCKtC3rV9husIPjue3QL9w08Hk+RwY4OuLqjT7NZfyZoDzyyTQTibdH0FxpT36gBscjkWTgkXgJsd2yHTZ9pK0P9PbF+qXXgsYq4yC/uAa4dywHBaCc1mmyzVVgoIFggWStEBI5JM0WLg8ayxQg5a2ApMryeS3OVQvZTLY3wktoDlog0yRSXxfGAQmWAbp88FkNL9sRyT7bm3si29Hn4HWkAebIEpmOCxUHfhlHJjwmBjtAW3zRTB4csPjx7AOEpFJ3U/gEXgCtoF+djON5oK74DK8C3+AtjAcesBesG6JvL2LtxG3fCo3F3yWdt0Imfwmh+qlXB/xRJNck139TVu7saVN2oH9btKoD+o/u8BEfQe8B547D+mQibg+oz/rP5adiN7iolz4exgAt8aYz6cqzBc++TW1/2qbeWA9TOQHwn5w3on3Nb4mJOdqE/gHYQKYvPwHuLF2GoKCBSqqBW6jYc1gInwTTsJMeBHyIChYIFigglvASSAoWCBY4LMWcFfbIN4A07deFyEbZEDvW7wTUAlqgW8gTWrKWtWpwFPQG6bDu2CymajsR1UPesHfgG+0/wi2Ob9M2qMEpyvHvsk0SROT+iHQH5aC9TGRS1S+JfGNicmhjISzsAEKS8Ib8Nt48M3LszANlJsAK6AnmCTtgZKoJje3AuthglqQbThdYWV73WjRBg+D66RjQXs4DyyDuXABDJztS+1u0ngqdsxHSmX5g0G/tU9Wg35ofRKVfvGfMBnGwEdgEmxboj6O93lOp01uri0C59kB4DzzfXDeSUbea/LuRpZ1t32Ox7VgfwQFC1RUCzSlYSPgPvDYeck1ZQnsh6BggWCBLLBASOSzoJNDE4tlAZO9+nAJDJyzTSYpJiXOEW3Bt2W+mSwrVaVg30YOBAP2N2ENJCOTh/Xg/Y/HsI3+6fM68DheURLv9e2hEywEk7Z7wHOH4S2YA8nKzRHb4HN6gsmavnYM8qshJ0zkvNZ2LIY8UCbyJmNPwRB4DZJNiLjlU9XhyLa6SeIb37Lsd4ovddlu/b0laHMTwjw4BCbD22ELeF1pKdrEsf/1QQP2i0kWbn3fhWvgc9ycuhX0+1VgYh/5PIdp11pKuAp/C4OgAzgmEnkrX5vrcmAijIbqYALzU3BMBgULVFQLOGadD/T7CeDY8S+xXoVl4Maict0qzfF8o9DwT7BAsEDpWsAJIShYIFMt4ELkguVuczMwOdkM6VycKvP81tAPDOQNmk3ysk2+qesMJpfXwTePJjRlpXEU/CjY977JmwG+wU5W3m+ibHtMhNwYMBjKhTwwmYmXSa3JcV/w2CRD/xgG+uIPYD2YkBRHbiKYIE6FXuCbdc9p83hZz78A623AZuJ1CZSBm225B5qA9fKcCX9RcnwVpD6c/ALsgOlwHPLbhVMVWia7LSAHfgv/Dm66aJMjcAVKS7UoqDc8DdXg57AJitsnzqMboRUMBX3GcWHbSlOOpQvQEKpCbfgADkBRqsmPd8P/hhywLSbwr4NzVP6xw6mgYIEKY4GetOQb8AA4dn4FvwTnBDfCgoIFggWyyAK+bQsKFggW+C8LVOGwCzSGg2DilI0yUXkPtIUYJOyGslBdCjVxNqE2sZwNpyBZmbiasJgARRtCjTgeAffB7TALzkKkOhxMhPZwPvZpsrEWZsI6KIm08xZYDybr48EkciUoN1JMtAaAiddysI4mLPE6zJetYF/ZnotgHQtTA36wLDc15ue7yN8s0zfxuaC9sknv01iTWm1cL/Zp8ltW8o3bZHDjZgP4VxImwcWV/ep4fhtMoDvCPeCY8vn6TmnJsTYPHJejwHY5Hhxr+VWLE53AucDxoGzHHFgKxd1M49agYIGMt4BrlXOB62AHcM53HXMdKqu1maKDggWCBcrSAiGRL0vrh7Iz0QIm8ga29WE/nIFslAmmyUxTMGioDWUhk8rB0AtMOnwTHSW5HCYlk4VIUTLuOQOiL0NnOAQm1VEy05DjsWD794DBlJ//CiYRqZAJyO/BROpeMHGO2qgfPgz9wGBtLRT0xtJ2zAafdQccBa8tTPbrX4KBoNedBzc6akEd0D6+3cm2JJ4m30gq7X8TZ/2vOZSVqlPweLgHfgHTwUQ8FfJZ+tR3YSDcCi/CXChNOab1uyfARGU5bIL8bxd7c+5+eBQcsz+CRZAHQcECFdkCdWmcY+M74PzsGP0jLIOgYIFggSy2gAt3ULBAplrAxMJA2qSjGfhWzMQjPiHja0plwmYyVQ18U7QVTHKyTddpsG8m24FB/np4D0pbfSjwW1AZ3gEDmDOQKvksEwYTpoYwAK5BLtSB4WAipQ9+CAvgFTD59bpUSH/2Lz9s45DY50U+rVtr+IvYuef5NME3wcwv++sY1IcpcBY2gH1Y0HjRvx1TttE+dnPAe2xnV/A5S0H/z1a1ouE5sAtMHE2gtXNpyT4YBf1A34v8LpWbK+d5rn5mLOA4dwz4/EPgppByHk63LLMqNIbesA/0SeUYeCiGm4or4A1YCPsh8u/SqCfFBQULlJoFalDSMHganNcdq/NhBmwC54WgYIFggSy2QHgjn8WdH5peoAUcEwaTBrgmawa02SiD+INwGvyTc5PM0lZNCuwDvol4E34HUXDPYUp0hafYzyYDD8MXwDafhOYwGPQJk32TuddhMaRaBmRbYAl0AOvSCLS7yfUymA6+KS9IJpjW0c0Wgz2T9IHgfbYnv9wUexEMDsfAXtDn9X03KPZAQfdxOmukD7hxqD20p9+j5JbDtKsjJfgn9Zb/Nti39nMqpd/NgYug33UHk3o3dXwz7riQdMu/IPk91IT7YSnsAOee0XAP2Ae74VlwzOZXadQzf5nhe7BAOizgppSbrf3BOeAuqAQ/glngRldQsECwQLDAjQA1mCFYIFjgsxbwTaaBe6oD58+WlNlnDPAvxCjNmhrIPA4mo7NhGuyEdGkdD7atJjAD4B/At/Tim8JX4MdgcpEuHeHB/wa+ffk62HbL+wPMhQ/gZjIBNyHqCyY/3l9QQu4GxnowSfS542AkzAP7+zKUZtJKcRknbeM8oB1KK6HVCAbsDWEQ2C9uHr0Fbr6kSxt48N/BF+EOsL2N4Q0oDbmhYJK+CNzAagvfgl7g+DsIjgM3pkz6g4IFKrIFHHufgzHQDGaDCbybecchKFggWCBY4IYFbgt2CBYIFviMBQxi/VNPk51slwG29ugDJoSVwUQjnbrEw1vAg9AUTLL9HAyWL9YpFXLDwM0aE7Y6sc8GfPYHZTn7wGSuPgwBEwvvS7WipNokzvaazPiG0g0Mz40G6+ob04Lk/dbR+hn8tQIDvyXgn2hGdfZT/zaBN2DUnr3BBErbnwLL8XnZLPteO2mLVPlbIvasxUWTwM2Y/bAZDkA6dZmHR+PMcdAB3Ahy82AjXIR0SxvvhX0wCFqDvroJ5sMccHM1KFigolrgdhrWA/T/gbFGruBzOrjJFRQsECwQLPAnFgiJ/J+YI3wJFvjUAgaQJkwG8tkugwuD+pExQ2ibdChKlqrw8LpgMmGyaXLZEh4Gla7yo75uQhlXoFrs8zyf/cA/O1bp2sgwYRSTaxMn7eDxGDCp83tRiuxn/dpDc/gq3AvRhkx+29lmr3fzwmTfjYqDcBgie3CYtdJe+W2WbmO4CfM5cH3+T1gOpaVZFLQH/jeYSOgbL4PnS0OWJ93Azas/wqtgEq8PBwULVFQLuAHbCf4C3EheCfq+SbwbzUHBAsECwQKfsUBI5D9jknAiWOBG4G5SlO1/WqwraAeT6Q2wFpwz0pXYGKj7/CehI5jArIGdYFJpoKOihPWTbyX717aYPJs4mzT7JsQk2Hrkggl9U/CNqMnEBbB8N3m8N1V18TkmMCbrY8G3Mm5gWK5vRX2zboJlXQv7iwTro8+Kmw4GgyaFtuEtOANuynidb9sNDm2rCdsR8Pm+ffW89bA+2Sz7RL9LVR8nYst2XDQkVq5+vwoOQWlJ/9IPfgsTYCg8CNpgKThOVCp93+fVhtEwAnrCdrAubSAHnBuCggUqogUcS873d8AwcEP1XXgHfBsfkniMEBQsECxQsAUMVoOCBYIF/tQCBpAmMS6oUeD6p1dkzzcTOhPDuWAymG75p+EG8ybyf4Q34TiUhkx+LVddhkXgJsYUOAsGVZshnYFVF57fGk6BCZXJnP5oub4ZTVQ5XLgb7odj8DuwDfk1khOtYB/kwlZwQyORvwDgsgotN2vcPPKzNGQ5BvLDYQuYOB+A0tY1CpwJJ6E99AJjBTeWloAysU+FfK6bSwPADYPO4PjyTaRj0LeT/jVMCzgEQcECFckCJvGuORPhntjx83y+BM75zv1BwQLBAsEChVogJPKFmib8kKUWcOE0YPUNkW8qXUwNaLNRJvENwP9m1oQm3WpLAY9CTfBthG8jSyuJ9+2jwdRgMLHYBa+ACa6JsG9JfwD/Bq9DqhIZHvWpGnH0DfDzF2DSVAv+FqrDArAuiSiPixaAiXxXcJNiNURvNmtwfAf0B33eN0DrwTf4JlP2u2Vms7R9a/AvGdL91wmVKUP/t0/6wPdhIaTDz3hsQtrGVf8vPA7jQD9pCNNix3wk/Wb+Fu6Jb5ObSF8H59oT4JhbAG5Cmbwvg2owGeZCLgQFC1QECzjmHwDXHednN21/Cv6/KvaB4y0oWCBYIFigSAuERL5I84Qfs9ACH9FmA8qm0A1MJLMxka9Cu01ifEPuG7J0BxUmSoNgKvhntTOgNIJ2k9UecDeMAvv9KCwFE9tDYMBVF0wmpoCJiG/rT0GqZLJiMuNGgu1/Eyy/LVgfE2zLN+HeD4nI6/ZCHRgB9qNBojJRnwA1YDmsgSPgmlAV2oFtzmbp+26CbIZjcA3SJe2tD7qJo9/7Rv40lKUuUfgq0A7+lUYH8K2hc+IG8I25YyEZRdf7vG6gz/vXHyb4+uBM2AbqKswGx6XJjvNyHkTP4DAoWKDcWcA5tg24YTcW3LDKBX39NfgAgoIFggWCBRKyQEjkEzJTuCiLLGDwaAJkgtccsjWZsf0G2rXBZNC3kumSSWx3GAQGNSaxc8BEIt0aSQEPQhfwDaxJggn0dIjKj5JfE+onoDf8FZjsmxyXVJV4wF3gW8+zYPmbQLlZ8GOYBF8Gf9c/E5HPNfF3c2o0eG/UFm1uMPkevAhROw5wfBnsDzc1slmNaLx2OA8G2umUCe0zsAhegoOQKfJNuHPAd8Axql+9AjOgOHJjQH93LPWB1+ENWA2nIZJ+aHLTCu6D3aC/2hcfQlCwQHmzgBtWzeFL8BDo02+D48lNY38PChYIFggWSNgCtyZ8ZbgwWKD0LeCi5ptDE4pmcAJ8O/YxpEsGqSY5lmciawDrG9JsUz0aPBb8U9p9sBF8K5kOmTD9GWhvy5kJOyHVig+SavDwEfAA9APbaBJRB0ympsE5iHzN3/xuEmJ924NvrvWPkiYVjXnGV8ENApMjk++joNxYOg5NYAhcAvvBupig30wnucC2TgETozWxT9t1Ddw02AWRPN8RxsEOWAslbR+PKFdyXdTvR0MX0Bc2QTpUmYf2heFggG/iOgsuQKboOhXR//UDN/97gfZx88c5OfKP+PHF6c/IuXUQmJT71yB+XwbTYRVYRn7po1WgLmgfcT4+D0HBAuXJAm5IjYenwDnWzbp3YD7sgaBggWCBYIGkLRAS+aRNFm4oRQsYGJZ2Im8i8wG0BRNZg0aTn2yTyeoDYOBusG2yl67kwkTm22BC8K9gcmkfpFP9efgXoDtYlmWa9PqXCIthBegLkUyaTa7FBP5BaAC+UTGpuALFUT1usv2Pgbb+PmyDSNbBhMmEz0CwKdg39sc5KErRvc7zk2IXHuLT+3zTb3KaB/nVghN9QHuYqJ2BKFnjsMKrNi0cDF3hKiwA+zkdsj8fgZawEeaBm0qZKH3uCJiMdwI3lxwPN6uv87jJeHt4AiZCfXgb/gX0Q328MJ3lh8MwAix7NdysTC4JChbIGAvUoyZ3guvG3eBY+jnMBBP6oGCBYIFggWJZICTyxTJbuKmULGAAaLJksNsMTCo2Q3yCxdeUyrdPF6AdTIadsBJM5LJJBunfgMvwEhhIa5tUawIPnAImqotgGhi4p1L6USSPDaQehSFgMvEyjIIcmA/L4RgUJBNg3xzqD23A+p8HA7NrkIji6zOGG54Gn2tQtxQK2sTQJibhJjPDwTfleZCI3CCoCyaorWE3mIAVJt+22jZlm3Lhol+yRFEi35j2OuesBm2fat3OAwfAl8E+fw7eg6uQqdLX90B10Be1USXwXDQ/xPs3p/8vk5in4JtQHzbAL+FdKGyc8dOn0jZuPrkO2DfqIwgJ0A1ThH8y3AKOE+f4qeDYeB5ehU3geAoKFggWCBYotgVcgIOCBYIFPmuB05wyeaoJJjVVIZtUh8YagBswm8SkI7kwuRwLg2AlvAO+/U21Po490D7sDwZUXWEXmLRvB5OEWrAMTHQLk2+mN8IfYp8mxuNjmAAnoqg+tt9Erjv4FwFvgX86X5DcXFoKbiy5ATsY+kD0LA4LlX7shoVJqfd1gKJkH2wD1wevNeHMJlWjsb49rgwm1m6ypFradiC4gaT2gIH9Zb9ksKyfY2QWOG46guPJtmg3Ffmkc2dPuAfugBawF7xXkknETXgWg/OEfj8GnKOCggUy1QL+5dRImAj6rBtSrjcvgmPIeTkoWCBYIFigRBa4rUR3h5uDBSquBVxkTdhMmky0TOwLelPK6Qol3xjUhqZgm31jdgVSrQY80KS6LxjwL4BVkGrZniixMJl4EIaAb1l/CCZr48DrTJK3Q2HJND/dkJsb68DnmuT5zN7wHVgAidirKdfdB90gF3yen0XJ8t4A3467AVIDvO9m8noDSNt9L7iJ0Q4OQEEbNPq+CaxJfCuIEjQOs0LVaaU2sm/TlchbxsMwFH4PbmIV1Beczkgtolb6z7dhGDh+XodpoCrBcHBs3A1r4P+DpbAPiiPHrOW4MVAHrMNmCG81MUJQRlmgLrXR7/8c3gf9/lXQX8vTOKe6QcECwQKZbAGTlKBggUy1gEFbAzDpaQYnwIXQhCbdMlBsAb6NtB7b4QJUdNlWk8ve4BuFLeDbg1TLpPJLYJK4AnxjfA5SJdsRqQYHJkwPQQ9YC6+A5UbJrUnbEnAzoSj/in+uGx0mvQ1BH9VfTNBMyD+AotSfH78O/un6m2BdTLhvJss0EPRNT204BNahsPLi62s9/QuCKqB2gM+qB/H3u5FxBcaD9ZwNybw95fJyrZbU/hk4CSbZ+kYqpb0Hgn3optDvYEPsmI9yIeutXa5DZegCJi++sW8MjqupoL/tgpkwD/IgGl/xvsnpm8qy/IuY5qANfba+nwdBwQKZYAH9chA8Cm5wOU6Wg3Ooa4vzbeT/HAYFCwQLBAuUzAK3lez2cHewQIW1gEl7HpjI5EAtyAa5uWeya2C+F/ZAqmUiabDjG4vn4HkwaUql4oOlPjz48+DnUfgZrAM1GOzjH8FiuJnin2vyux5+Bcfha9AMcsE/kz4H+aV9vca69ISX4ffgsxKRidIWWAO+NX4EnMcXQEGKr+8OLvCNqXYfC7NBdQQT9SNgcnUdDsQ+2/DpJkU2qQGNdfPHzYxjaWh4d55pH5yBZbAdDPDLo2ZQ6Tz4HvQD50nfxvvZCtyg+mdwLjGpiVe8b8afL+pYmzlfmCg5pg+DZdhXQcECZWkB53bHwL3wADiH/hv4lyP6aVCwQLBAsEDKLeDEExQskKkWMKkwqDaRMPk5AZuhOAEgtyUlEyvfkJrwjAYTv6L+22l+rhByTvgqmGiaYC4Gk8dUqQ4PMvkcBCa6r8MSSFUio89EMsGdBA+Db0At59dgX5psmMCPA5OOl2AtFMe3TnGfCYZl66d3gP6zE3zjnl9f4YRva/Rl31Rug2T0IRebdDs2HoLTYN1vZsOzsWvv5LM9rAafoY/LEKgKbkpYRiOoD5di3w/xWdGln7i5ox/o+9GGT7xfcbpY0ue09z1wH5jE6/9uLhXH77gtI6T/nQf9ZTK0Befqn4FzyH4oaBxwOmm5GWB51aE1RJsD2tAxFxQsUBYW6EChX4CHoQ3MAtcUx3h5H980IShYIFggUy1goBsULBAs8FkLGBSauJswOU7caTeR2QjlOeim+oXKJK47dIYmUDmGQfP7kAq14yH3gknNNDBRioJxDkusqG+su5sRJkxdYB+8DfNB2UaTfNtmEpwLxZVJr35hm9RjMB5MZkyW/YxkwDcc6sLzsBKSlfbyrbwJ06NgW4aCf7ppQlWYfNPum9E8aA76tJsQJln1oAXYllsgL/bpmyQ3XbTrLjCJqqiyT0bBMNCO2sJzZyHyKw6LLW08Bhxjjqf3YA+UZznOmoCbSBfAebMWOGfugJKMK24vUPqx/j8T9GE3DxzfmyAoWKA0LVCTwlrBGBgNzhf6/YsQ/BEjBAULBAuk1wK3pvfx4enBAiWygAmFb7DK4o28FTd4N+D2jeQI8I3TPDCQrIgyYXsaDEyUSWdD8G2zCZwJZHFlX7aBMWAi7ybJz2A/aOdUyDIi3cXB58C3zAZU/wQbwIRD9YU/BxNV34ruhCtQXNmGY2DSbkJjuRPAdoq/94H7wLfhJsUvg/cUVyaa9k1HGAirIfpPFOJtwelP5flqYAJmfazvL2ERHIC2ENmuF8eOv/5QFUw89QPLrWiyndrwQRgNOaCdHPtHoCS+we031I1//x9w3f01LIfzUJ6ljzwK/wPqgD7tPOEc0gSUiU2qdYEH2i/DYQzkgt8vQ1CwQGlYoAqFuGb+HeiHzvPPg2P7EFTUOIGmBQULBAtkigVCIp8pPRHqUZAFTDoMsJtCMzDp2AwfQ2nJRMlkfiRYl33guYqWzNSmTb7ZmgS+2V0Cvm3Q9iaebcA3bQYnBsvJBim+oXsMxsNZmAvzIRV9qZ9Ess4GV49AV9gA08FE9Sp4rW0dA+NgKbwO1qm4dYnK937fcOsfjcFkpj7UAM9r33vAt4mzwLf4xS2TW28kmY4JE8SeYPBoMmPyWZisq221PyaCCdE8qAxd4G4YAPr6B2Dibt0dA/qCiWceVDQZiD8JVWE/HAT9pQXo/yalBu5XQLskq9bcMAwGg/3/OzgMJel/bi8zNaRkbTYV+oF+sRCmg354DfRL7XYO/n923gNMrurM039QQDkL5dDKKOcslAMgISFyxgTbOKx3xuOZ8c7ss/PfGW8Yz8yO12OPTbANxmQQSSAhoZwllHNu5YSyUELA/31FXW9Nu7vVVV3VXd19vud5qeqqW/ee8zvfOfX9zi1hHkW6RfOFl5IOdfOanv8GcL6Zw1vAa4cICqRLAdcIv1tcy11Dzb1t4Jru94y5nuj3Ix8JERQICgQFElcgGPnENQufKDoFLPg0FBqI4jLyFvMWjK3BL2zbcQ52Q2mJ2nREgzECLIx/ARoNC2JNjMVKH9CMWIzbf81qIuF5fwQazl/BDFDXVMcATvgoeHf1EPwjaDCi0OgPh36gMfsIlkGqDJV3Iw/HUL/J0Bm8U66O3eDf4X0o7DUtFqNNAw2n86QSbIX8zIzj52ctRKuAxt5fKAwFzaZ3onfALtgMH8BluAc0ZeqV3/l5u0SFmxoPgnnzIfwG7KNhPo2F/lAOzFmNaiJjp8HU8JqT+2AOrIBEzsHhGRPOm5HwOAwENfkneAPcANkI2eAc6wLmpebGfEp1HOWE5uQkcA7Mj/3NQ4igQFoU6MhZnc/fBDc//a78AyyACxAiKBAUCAoUmQLByBeZ1OFCSSiQCUbeZmvmj0FN0JhphD4BzU1pCM36j6EGvAcWwxbnFsi7YS1oTquBhkazZwGj4fOO7meQMxy7KCx81M3rbIPXYCcUNuKvoYHVcN0NvcE+vARrIN502oenIAs8ZjEcgVSHBlvzomF2o2QIaIC8pibe91IVnus8eMdfM7MErrXRYltsU3voDM3AMZ8NmjH/NsffhVVgP1qDGxVXwPlwEUp61KUDd4Im23k9BSzIj8Mh2AHZYI63BI39MGgMrgsayfzC71jz/jFoBW+A45PbnOHljI9utPAHMBLs/0ywT6tB/aJwXXBelQM1uwHcuNgHfs6In79fv5L4f73OJVDjSuCa7GvXyn8OCREUSEiBOhx9B9wLblJtBL/LZoHfZ66LIYICQYGgQJEqYJERIiiQqQpY6NWDRmDhrHlYDxaERRlez6JU46pZ8gv7MHgns6Sbmer0QWPyCGyFX4IGxj5bmGvq1oF3ITV/N4JFs2NSDSqAx0ZFjEYvZ0zghXtgN0yHZRAdz9NCh2ahFzwMncA8eQEssHJeRzP6LdCYPg/2OR0bMupgO7y+15wIGoz5sAHMnVTFGU7ktcZCE9gLnt/X48Pxc1OhIfjLCNvVAXrAaVgIL4I5PRJs63vgXSZfc6ydh45/NpgnJT3UwXyoCOamfT4B5oRmfhtsBvWx7+rVGWqC65Pj7BirjY/Ohfhoxx/DYSB4jufhAJSkKEdjNTH2exTcDr7mpo9GZi1cgvhQl2xww6ILtATzzpyx/zl14qWkw3VK/V3LvJZ/O2YhggKpUMB1swE4h8399uBcdq18FdzMM99DBAWCAkGBIlegfJFfMVwwKFBwBTLFyEcttlDXHDWHAbAd9kFJjgdo/GjQCM6ABZBbUWJxvBO8A7cSvKvWCzSo/aEZaFQ1QepkWABZ/E+CvjAF3gXPlcoYz8nuB8fEtv0zrIPozh9Pr4amagh0gy1gEeZ4pisqcuI+4OaHBtq80dBshV2Qm868nFS4MeFdeTUfARaabnrFh+24C34Ik8Hx0gDVgI/AsdG4toJRsALU0/DcB8H+jIG9YO5fgFSaMk5XJKERbQFqZX56d+03sB9y9ucSr1msq8dycB7UhaHgZ3uDn3GzT+MaH3fzx5OwGl6HTZAzL3kpo6MprbsN/gIGgevEy2DOHIb84lPeXAuNwLmnmXddT6XRNvfdHKgP94Drz3Y4B6mcY5wuRBlQwPyMjzb88VdwH7iuvge/gnVwGUIEBYICQYFiU6B8sV05XDgocG0F/EKtBxaBjeEYrIechTYvFUloWizoNYQaGu8uyRkoaaHJ9O7Vg2Ch/g7Mg+OQW1gQa+ZOgQZOcxONg+eqA83Ac1WDi9AS7oXWkA0WQBbYqQqv4waB19Ckasamwlz4HHLGOF5w0+IkLIalkM5owskfAPN3PqhdVagZe9QYm1OpCM2LuVkFbgLPq9muBR1gJPh6e9C4a3zmgObTeeZn3YTZAVkwCtRnDRiOtXl+AzjG9sFx3wpeu6SFbdf0jQAN38cwG6Kc5ukfw9cs2M+CRt85Yn6pm+NpHkb5X5fnfq9Whpag2W8Fzq8Z8BmUlDCXusItMByqwyaYAkvAeWSoQ14R5aXHmDNtoQH4WfNNXVMRrkeOqef3OrXBsYrayNMQQYGEFGjO0SNgPHQG179Z4FqxA3L7juHlEEGBoEBQoOgUCEa+6LQOV0pcAYu/TDLyX9Aei8/60AIs3i0et4AFa0mK7jT2NhgAh+DnoPErSHgHTBO6EGaCd900d7fCIGgHFtad4PtwAH4JbsJo8FMVGtNHoR+4ufA/wDblFY/xxnB4FzRtGuvcjBsvFzo0E73hO3Ae/hbcPDCH7oBuoB5qlyoz43WcM5p1c7MNuMExCr4b+9sC9CV4BuaCulmQ2h4Nv8ZdE9QXVsI6iA/bq5E1dxzn+aCOJS3cXHFM1MrctEC3UC9IeNwGMNccQ/XrA+PAwr8cuEYMhBrg+jADNJYlKcyJp0Ajbz4/B2rl5k2i89i82wTOiR7QGE6Dr6cqPuNE5rPtts3mrm0NERRIVIGGfEAD/2TscS6Pz8J0OAIhggJBgaBARihQPiNaERoRFMhdgUwz8lErLeQ1TRbtFqbe/dTMWJhmemgybPO9MBo0GR/CJ6BBL2hEBlgTqh5uBlg0R2alK8+HQxtYAxZAFtnJhrkQRRWejIK7QVOgmXwdVoFGOWd4x7QLaLSqg0Z2NUR94GlKIr6NYzjjZDBP3DT4GCwAz0FVqAe9wDV4G2gGUxGVOIl3j3pCP/Ba5qbaaCbnwFo4CsYJ8H03RfzcSjgOmqJLUAc8h/jcPtpmj20GGjL/dvzNhSjitYheK47HnO2wH+bOQ9AK1sOrsAsSDcfsNLi5sRfMfeeCY6v2Q8E5paZu4iRqfvlIkUROjRzTb8AdUAvMl7dgHhwG+5RMqI25ZrjxcQNcgfjcydkW3i5wmK/ms+1vCs4112bbnOq5zilDlEIFXMtGwD3gGm4OTYUPwHng3yGCAkGBoEDGKOCiFSIokKkKWNRZFDcCi7NjYOFd3EWZxfsBGAKdoALYVs2Pxb3FaXG3kSb8h3CuXw9d4VYYBBpiTcw00GQk22b7rZHRHO+G2jARvOvv69tBc6jJVh+18lrJXq83n30YNOeaqGdhNuRm4nn56s9t7XNzyIZ3wTFMV2gWbZ9GbgqorwbD/moqjkINmAAeq5HR5Gg6komKfKgmaIy8w9wC2kEr0HRtgF/BR5ANjld82DaNp585COa286wBqLV5oqFzHvqajw2hHnQE+3AWHFvzKK9x4K1iC3PfdveESTAY1sEHsAySbbN9Nge3gPlvXnluUSvf2wGO73lwrTAPHJdMC8c5CwaC+dsG1OYNcBPIPhQm7PMu0Mw7DlngmJj/+yAVEW0mqXNrcC3aDGofIiiQlwLleMM1uQvcCc5f1wzXB9fObXAJQgQFggJBgYxSIBj5jBqO0JgcCmj4NAsWe5lk5G2mX+obwcJU8zQSRoGFvYVpTrPES0Uaahcf6vckWKB3grXwHCwBN0iSNdV89D9EZf7S5PUDC3cLIU3mZHDjoxVcAM1jVHTztMBxG0feDwNgKfwM1oO6x0d8/23LU6BZ8O7KVnD80hHNOKlt9Jr28zVQ63h91fs4aC46wq1wBDR8VyDR6MEH7oEfwi2g7jtBXZw/5uKbkJ/e1XnfDQHNvG1dBtWgOUTzz3ONAPvnc/vhJkEWeH2PdRzsR6aF8/MJ+C6YG+/A27AcHKdUhPqqvfpoIKeBd/C6wQQYAmrs2Oc0xfH5yttFHo71aPge3Aeb4VV4F5wvX0Cq4hQnMm/qgJo0BGuRLZCKiPRV8w7gOv0p5FwjeClEGVUg53xzPXscfgDOBb8X/x3mwGkIERQICgQFMlIBvzxDBAUyVQG/bP2CjYyExmE9xJsi/iyWsA0Wh969rA4WpRakPtYFC1+L+HQZRk59zfAuQzPoBcNhEFikWKR/BLMg1UVKH845ArwjtgqmgqZFY1Ml9tiAR7Xyb8dYA3QF8ouqvNkbNBkW59vgXZgLeRXonttrjIkxl0c/o5FIVw6p8aPguM+GBXAeDNtjaPbMHTczzO1O4AaI43UEouN5mmt4nqbQGQbH6Mijc8U5ojldCI6zxlztfK7BycuQmaueV60qwiK4CGrr+Jk3trM7eG3b7ly0jx7ja46x+e+dLF+7ANcaVw5JW9iOFqBZHAVuuNkux8QNJtsfzc9obHgp6XAdUO9+oD6vQDY4F9RFfdSxPtQEx9zxUKfiCnNOjYbDLdAaToLzZAbsgbxyhreSCsfgMKi5Oes1XRPMT3VzPShMmHNnwTnREMx/NbYvIYIC8Qr4Xd0DzP3B4LxcCtNBM1+cc5PLhwgKBAWCAvkrEIx8/vqEd4tXgajQ0+w0Bk2KxXe6TBinTji827kK1oKF6Di4FSzqT8MuKK5Qs9vgcbgZdsMUeBY2QKp1dD35FnwDpsHvYSUsho9gH1g4WTSNAI2hn1EntcuvPcN5/1HoD2r6E7DQyu8zFmXDQGOladK8rYD8PsPbSYX90IxMgHvhQ/gl2Lfc4kte1MyIJno82DfH5QhodvKKhrxhjj0G34amsAV+B7+FebAZjoLGshn4GQ3SbsgtNOsa90lg7vr5bFgHzjlfmwiVYBs4lqvhfZgLzgHboWl2bB3nPWD/U20EOeU1Q/PcCsz9b4L9Xwb/AI6NGjsGqYxBnMxxuQ6WwrtgvrmpsgbUWNNwMzgH1MixV8vi0IjLXt1IUqP7wI2OafC/wPZr6NMZ5qK51Q16g+vVeTC/ChvqeQgqgn3T3DsOxaUzlw6RYQqYGyPhUXgC9sPT8Da4/oUICgQFggIZr0D5jG9haGBZVsCCuB40Aou8TDTyNOuqMbTojQypj5o6TVQb0JR9Cqk2Dpwy1/DO31iYDP3gLCyAWbAcNHipDsdJEzMA7O/rsAg0j8YliPTZy3MNbDlQoz6gidB4XwDbG0VVngyHu6AreE4LLQ3StYryOhzzJGhkNSYW8hq4dITtfAh6gf2bCpvgWhHlTQ0OrA+dQLO8HSLteHp1HgzmUR3uhLbg+2thNsyD1WD/NC2G758D26ZxVC91iz8vf/4xvuKZ5rcaOBY7wTl3K/j5G2ArfAJew/d87nifgKgvXq8JdAbH4CKY/0UV5slkeBBsxw5QI/N/PaiDfU1lmP+OzUhwrs2AfWCoj9qIee8YaVhrQUfoC83B9U4dbV+qw3PHR3X+cFzVyDlouz4E223eRjnE07SFY3AKPgPb5yaHOXYZjoJrhpGz7V+/mv9/XWvdHLwezEM1dS6or/kYomwr0IXu3wETwQ21xTAV/H5xAyiKZHIv+mx4DAoEBYICaVegfNqvEC4QFEheAb9ELZAz3cjbQ4tSi8RV4G5+a7Aw1dj53lmwQLXArAhGKsxEOc7j+SpAZagPXtMCvR94zffht7AezkA6oicn/XbsxDN51DhZpMeH5kWTq/mzLY5vZGTUS9OngbDNHmvx3Qcehm6gGfwFzAF1vFa04YDvgIX7C7AdInPA05SG1/rP4Fg8B/ZRg3KtsI+RuXP8JoEGbw+ogf2sB73hZvB988rPqPFvQb2zweNzxsHYC3fzaK7sBMclNx18X60sbIeARt3j/hy6g7k9D8zvJmA4jo6X/dC4rov93YLHgWDbDcdOPeyj1zFSkf9+h6m5mx9GS5gI6uT118DzYJG+F9IRzrn+MBZcq/4AyyA+1EdjqXYr4QBoWtXVdqqXua/+jo8aOT++hFSGekXXfYjno8CceAd+D+ZVUYY54PU17s51N6jU0HY4BwoTancBzA1zujXsh2hO8DREGVPAXGgGrg8ToCmshn+CRXAOQgQFggJBgRKjgF/qIYICmaqAhaxGwMKuMWgsNA6pMACcJm1xljPvAI2j5mUI3AUdoA1YPFjYn4TCFuqaCM3AABgJ34bbwTZ8DBbnS0FzkI4ox0ntz2iwOFoDXlOjkl/fLLAt1pfDErB9LeAW6AXeVdXgDAfvqM2BX8Em+BzyC/OmFQwGz7UBXoXTkI5wE+NmcFNiI3gtjUkiodGVM9AQPJ969IAfwEhQzwXwEkyFT8A5kZ/OvH01167waK70hm1wCAy1ikJd90E9GAedwA0UP7cCfgProTL0h0rgnaxLEIWm/ghsjmFfHAfnQF9oBtXB/E9FTno+NRoG34BHwPmgYbO974FtuQDpij6c+Edg398ENXEc8wqPs+9bwM2RHWA4No77cKgGHuMaER/x4xX/ekGfu048Ct8F2/EOTAHHN34c+bNIQ722grlhrpg3FWA7RPmdTN8v8vnD0BluBU38bvD1ryBE2VHAdcsc+DG0B3PrBXgbzIsoz3gaIigQFAgKlAwF/KIMERQICqRWgSucbhdoJo6BRshivxFcD5qPxqDxs1C3iD0HZyG6E83T/xDl+KsiVI1Rk0eLXdF41QbvaHsti9Rl8BFsgHSG7dH09QP7uwYiY8LTPEMjZ4EtttFHNz3sZxNoB57b4ktN9oJ3MgtSfHvMgBiOw2pIl4mvwrlHwwjYDPPAMU80zJltsA7Ucji46aOxdmw1H/ZjNqhxIkXnUY5/BzzPeOgFXst8y6mn7bD96t4fzNP34V2wbYZmyzAf40Oj5fk+jWGhXB48zty3eHZMzVn7puE/Aea/Y38hhm3wXFF4Tr+r1Fo8h/lv3jcAz207W4PvqZU6vQXpGndOfbWNXr8LNIep8AGYy9cKtRfb6lhERsJz2Y9LUAPU3PfU6TioRTJRlw91hpuhN3ieFeC4boEoojGM/i6qR+e47XFcnf9qcBuYuyvB95Ppu7mkxptgEPQEdZwG5l2I0q+Aa0YLcOyHQzNYC7PA+XoZQgQFggJBgRKpgMVRiKBAUCA9ClggrIIdoNHQnEbcEXuNh6uFugX7RrDotGjV6EZFtY/e/dS4tIQbY/jc4yyAd4LF6vvgOQ7AaUh3uHHwCNSCf4V5kExo5jWqz8C34QnQ7FmIq4t91+TYR/t8rbBo7wO/gcXXOjjJ96/nc1kwDDrAz0ADmWzcwAdbgWbGaA729d9gJuwEzW6iYR5uBXOxOwwEX3sbcjMz1XndKAcn4VWI11ADrrn0++NLiOKr6Ens8TMeXwHbrolUIw1aJxgHjqfXXwD2bT9kg3kb/91kDtSALFATNboJzAnzZi/YnjfA/DD/T4CfS2doEDTG9mshzId9kGhoVj8Ac8ecN29Hw5PgJojnfg9837Uh0ajEBybB7eD5Ncb/H5gTOdeInGPIIUUa87jaHvhrME+vg7rwLhQmPK/58E1oAasht9zn5RClTIGu9Mfcvx9cu54D5+o2SPcawSVCBAWCAkGB9ClQIX2nDmcOCgQFUEDD9GmMUzxqOCwg1kFD0KBYaIuGwLuL58DPlQMLa4tZC3rvNnq8Zs5C1ILcc+6Aw3Ac9oPFSlFEey4yCsqDZnsxWIQnEvbNPtpfn2v4OoLxCtgnjWU7+B6onWbN6x2AeCPJn1fvJLflsQlcgjWgPqmKqL2ezzbdA7Zfk+WdzUQLQ3OgK3QDDYZjvBk0qP5t3/uCOvh6YYzWJ3y+NtwFd4B/q2MU1XiiMR0Gh8BjrwdzMz7MPwthx12N8wrHRjyXx5mjjkV9MM+dA5rhs+DmhXrWAc2qua/WxhfgcX7Otri58BFchL2gET4Gu2Af2L50h21rDeOgMrwMzslkwv7J57AezoHz2rxoA47D7WAeqJ9jthU+g/iIz01fd3x6wxi4EdTrHVgEburkN3a8XSzh/LGPb4H9s8/23TFdBtHGQ86+8la+YV4sgeHguPUD+78HQpROBRrTrUEwEpxHK2ApzAFzzDlnJJpLX38q/DcoEBQICmSAAsHIZ8AghCaUGQUsJiU+avCHRXZ/0LhpVjQtFpkWGFH43MJD07IbLOZ3gsV5cYUF0kSwLbMhGxI1mvHHW3Q9DhoYTdlP4SCMhUkwBAbAWpgGK8FC3OL/SzAs0jUu5UBTpEa+n6qIb28vTmq7ZoHG41MoSJTnoIoQmfSbeW4fNfHz4D1YAE1Bo/gU1INs0PxqZJMJ8+ZN8HrdY9jmI2B0hMdAM/0JXIZa0BPMuy1gDoqmKpE4wcGyIe5D5nQzcLzbQQOoCeqSMzxWo2s+bIelYNuLK1pxYc1ge7A9jlekI0+TDnPV88kHoDaO1wgYDfb/ffC7ew14vNo4JvG5qYYt4TZ4EBw7P/cyRGaYpxkb02mZa2VzUAPns311nTHi+/r1K/n/1+P3wsfgOjME1MxrRGsHT0OUAgXK0wfz/ya4H/xO8PvkZ7AczKP4SDSX4j8bngcFggJBgWJVIBj5YpU/XDwocPVupEW2psQ7oho8C42ouLRIt9Dw0dd87yycgotQHFGZi7aBAdAKXoc58DkUNKJ+ebyF13jQdPSG2fAW7AA3NObDVmgJneFG+A5oaNfDPNBYqksLmATbYAb4WqpDwz0YvFv4GWioPgGN77VCQ+Jnh4H6Od6HQYO1HexzNhyL4Tm9nqbxJ/AbeA2Svet8hs++DZq5yWB7/hB7fi+PNWBh7LXuPA4BNywcB/M0lWFeHwLz2HNXAfMir/B4j7UPzpfiDHNVloL5ai6mOs5zwk1wHByTTuDGwQDQpJgjzo1FoH5RuCkyBhxf59YUWADmaEkw8TTzauziv/8Mt4MbWo9AbXCDw3w04teRr1/J+79f8pZrhZr8MPa4nMc94LoaouQrYD70hCfB7wvnyK/B7we/E8I4I0KIoEBQoPQoUKH0dCX0JChQYhXQbKbDcKZLEAukidAINJ4a2aOQSGjKjErQAzyfJsXzfQSakyg0e+J1doI/Pa4DN0BvuB7qwjrQ8LaCqaDJ0QylOppxwjugMWiQbFd+Jr4i7/tLC1G7PmCffa6JsN32eT3Eh8bD1zTbnkOjPRo0jYvBIjXR+IIPzAbP/T0YDnthLLhBombTweuquWFR7KbFG5DoOPORfMPC2n4k05d8T5ymNx2HLOgK5t+zMAfyG3/eTjrO8klxXkT57Vi5ydIFnEfOIX/JoIbVQJM/BBrAStDIr4KLYGh2/Fymh5tVS8D+ZUFrmATmoJsS9ifRfvhZc9vNM+fvOJgB6hui5Crg5oz53gncKO0Fn4L58zY43iGCAkGBoECpUyAY+VI3pKFDQYG0K6AJ/Q5oJl+AbEg2xvBB7xz2B++a/Ato1vMK76pkw8ugmdK0aG49xyGIDI2mJ9WmUwPkXePOcAtoJp6GPZBfNOfNiTAeOoB9sK+/BPt6HPLacNBwu1Hgowb+DvgH+Fv4GDQ7icZBPrACNkDvGJrFuaAx3QiGhfAieBw0UV1AQ3gKympk0XHNpAZSA7gaHJeiiBNcZBY471pBdxgOD8LDoLE1j+rBfjBHHC8/F5l4niZsfv1McYb9NWf/DIbGGqJpmxJ7nuiD2jj3nEtPwWkIRh4RSnC0oO2ur49ALXgVXB/XwhkIERQICgQFSqUC7mKGCApkqgIaJ4vSRuDdk2OwHhK9C8NHQqRAAe9G9oNRYOHkXeR3wEK4IOF4RlGDJ4PgLugIGsupsBC+gLzC9y6DhkWj+RkcAc/dF7LgS9CYXgJzRbPra6kINx6kAsyFDyG3fGzC62plcTkaNMIetxPs4wJYDrbddubWvni9NIsaaOeDc8HzV4VsiDdp/FmguJ6jxsJgyIKV8AY4DvFt+Zy/HR/Hy89oCg9AWQz7PxzuhX3g2G8CNSqKMH+ugOPtppX571yoC47jjXADuF6a//PB9plfJTmc8252+egaZD42APtoPkb9i58vvJxnqNkx8BxuTjm3PI/E5z5/hshwBarRvoEwEW4Cc2EpvAdr4BwYBc2Nr48O/w0KBAWCAiVEgWDkS8hAldFm+uWrcQlGPjMSoCHN+A60g0UwHTSmyYTF16PQEw7Di2CKLAAAQABJREFUP4HGI5GwINdQaUKzQWNaHyzeWkIWaLI0+242WKQXpqCrzOe/B73hVZgBmqkoPLcGvw5YVE6Gh8Gfe+4GNz2ehVmQDba/oPEFB6qTBs5+3AmtQKOmwY/MDE/zjaj/tukWaAOaQzdRZoLmyGtFYX/UUCM/GI7AKihrUYUOdwZzbBA49q9DImPI4SkN89r883u8KzhWmlHH83yMyPSbM+XAzYCSGjtouPPIDTvz1+8FDf4uSDScL2pSCTT0boBsh8j48TREBitgLpvvfn88DsPBjbbn4GnYCa5bIYICQYGgQKlWIBj5Uj28Jb5zmo5g5DNjGGvSjH7wEGgOfgsboCBGJjKPHH612NJA3g0a4rnwe1gPyRZe9fnsALB9C+BfYB94p3JIjI48WrRr6DU5iUZTPjAGPJ8G6g9g/6Pw3EPhAfg2WGCq00J4Gz4G7xBphAtjprx7KBayGpDhcAW2QkH0cywehPtBc+7nbGMdaAm2Mf7n+pr6Q6DGE8BrO1ZqWJh+8PESFY1p7Z9BG5gNjud+KK5wXRwJT8EgWAtvgpsLPj8LbriZkx6n6b0ER6Ekh/06AOa//XZz0dgLUf7HrzdX38zjP57rNNwEPWELHATnU4jMUiDnmDajed+Fu6AiLAbX5CXgZlaIoEBQIChQJhQIRr5MDHOJ7aRf3hasFqEW0sdgPZQlA0F3MyKG0AqNrGZvNbwM5yCRsODqBQ/BjWDRbPE1B6IinKcJRQWO1mBqWDzHFHgLNFnVoDU0B++4VYfKoAnQoBoFve5Ijr0HNEOLYCb4WY2E57dftmEgdADvFFpU2paPwY2FRPXiI38Stlsz9im4UWG71PUMaErcZMgrNO49QP27wAqYDrazH9iHdbAX4sN+VgVzwOt7HdugmS8L4d14jZ662fenYRMUNHc4NGXhd3YDMNfcENPMXoRX4W1w/LbBZXDdbA3twNx3rhiun57H9pe0tdT8Mz/dbHINaQH28xAcBt8vaKiR3ynmvRo5tz2v61JJ04Uml4moRS/dlDX/J4LruuvxO7HH/NY/DgkRFAgKBAVKlwLByJeu8SxtvQlGPjNGVKPo3UgLJ42yhkFjmmixO4HPPAj9YSX8I2g8rkCyUY4PemdGo/U+LAVNrnfbdoBGdRVY4PeF20DTavGvKTsB+V3f83s3+l6YDG5gPAsW/O3hHlCb+0CdloPvvw4a5CPwJaQ6NNJiP/uApi47Rl79Gc/7PwL7E7VzLs/VSyOjKXLzw3HdDfFh3/y+aAxtwHHTBJWF0DQMA8dxEcyE81AcYc59B+6G5vAi/ArWwBkwPgeNrXNhGTiWDcE+mMM9wBwxN4urH1y6UGHuuaHYFAaDeWls/vqhwP91TE+Bpn4SaBTngRqGyCwFatKccfB9cN31O+T34Lq/E76CEEGBoEBQoEwpYGEWIiiQqQoEI1/8I1OXJmhkRoOm9gXQHFyr0HXsovBOcH+w+NKIaDqmwkLIy3Ty1jXDO4wd4C6oBLZtE2jaLeougkb3IHi3TSzY7Yf9ag0twPZZ0F8APxsfdfhjInQGz7UCjFthJGhqNbn7YDHMhyXg3UHP53lTGZGu9s9NCE2Id6Vagn2qDLbFa0ehORkDbqS0BQ3eexD1xbH0fGo4CKqC76lfFOrm9bqBGyLrYBuU9qhHB92k6Q0LYB6ob1GHY2u+3QwdwU0oNxUcxw1gbkfhWDqmmnRz33HzfeeauVoF3MxpBQ3Bcff9+PHmz4wO++IGlH01X9tBAzgDUX95WqD/J8ZxjnOeDgD12Q/Oq3hN+TNEMSlQjuua8+NimLs7wNx3PrrWmgchggJBgaBAmVOgfJnrcehwSVJA02Ih3QgawzFYD+FLGxGKKAZynSdBYzALZoImIpEYwsGPQh+wSP6foAkpbFjcRWZ6F8/fAAv5nKE597oabPtwEpqDhWF/0NB4zDnwvfj8upG//xI0Oe9AZOy/yfO2YEH5KjwLsyEbNBlFEZoPi9hDoOmYDJ1gA2hONN+GxvvHkAXL4Hlw0yE+9vKH2j0AFsqrQTMTncPxPwIaeTVTT+ejuWA7SmO49vSEO0BNnoOVUNRRmwv2AvPQ+bgOXoQXwDG4VjhGG2Fh7NHx6gNjwblZCc7CAShpY7mTNm8F+2NuNgb767wsaDj33fSoBm4KtAA3A4pjw4bLhsihgOPxDZgMPv8Q/jc4F89BiKBAUCAoUGYVCEa+zA59ieh4MPLFN0yuDd6tGw/eydV4vwkauPyKfccsiio80SzfDT1gDrwCayFZsxt//hGc5z6w4PbcbvJc67waUw2rxlVD5B1LjYxGYDBo3CuAxrU9uFGgebKAzAI3lSz6l8BUmAX25yjkpwtvpy3cfNB0VwTNp+21LbbpdrgDvFtpm/8AmrpIp3g97XMN0NDYd4272sZHHf6oBfVBndaARqg0xk106lvgJs5MmA+fQVGFeTkIHgPn0GmYDeadGy2XIJFwzM19x3UHZIMGvgn0g2HQFBxPN4hKStiHaEPDfpjrbsa5MRFtRMXnOS//SXicm1/2/1ZwPm0Fxz5E0SiQc4xqclnz/glwXMzZ18G5mA3Ftd5y6RBBgaBAUCAzFLBYDxEUyFQF/GLXmGieGoPF2nqwSAuRXgU0bGNgCGju3gFNREGLp3Icqzl+CDqC5uG3MBeuQGHD808G2zgNpoNGpyDt04y5IWEuZYOGVOPaBsyz68EicjRoDDS2VWOPGpyl8Cpo4vdCUZo7LvcnofFSX+eHYzUO7JNa3AX2bTm8DYtB/XMWzbx09XX755y7GXy+EuI1/Zy/NT2DoC4shHNQmkJtzP/xcBs4zq+AGsdrwZ9pCa9vvvUC22Ae3gBT4A1YC4maeD5yNRy/47AdNoJ3nl1fO0BXsN+GOeU4m0c+L4p+c5mkwrZlg5sU9iEL7JP5ux8K8n3hOfypvjoPjX3GeX0ULkKIolOgEpdqDn3hDvB7ZBO8D84B8zdEUCAoEBQICqBAMPIhDTJZAQtaTYVFWTDyRTtSmtr/Dhra34F3I73zW9CYyIH3gz/DXgr/BzaARqKw4R3hATAYqoG/FFgJyZgNi/Vd4GaAptS/u8HdYEFv7lnMvwv/CprhFWDRn8z1+FjawnbKaegMd4J36efBr2EV5BcatmNQA7pAVagMB+ECGOaA5x8PTWAdWFgnayz5aMaF+WX/OoF6fAjJ5hcfTTg009+AR6A3mJfmnnPQsUhV3jkX7Z95sQw09zXBeeUvOQaCa7C5fhYyPU7QQPOxPtwEzl03/DSBBQ3z3HzuAW5WOe6HIETRKeDYPQbfA/PuZXgLzNNUbAJzmhBBgaBAUKB0KBCMfOkYx9LaC4vIemBBFox80Y1yFpcaDsPAIlgjvwcKcmerOsf1g3uhHWje3wdNiMYhFdGMkzwADcD2zQLNRjKhKbJ497E52HYNTEfQBFyEL8Bifhd4h89rpcpMcaqUheNjm3uCd7Psg2u8Bu09iMw4T/MNTXkF6ACeYyNoIKM4z5PuoOFUB439ASgtoYF/BK6Hj2A5FIWRddPEsbsZzEHvTK6HqWCO24ZU5p354l13z+v4aer925xxE8e57KZGY9Ac2z6NVEHziEOLNGzbUbBftrsNNATzU5NvXl8r1ML53Rlcv1z31MXXQ6RXgSacfihMgBtBzWeC+b8FIhNvXRAiKBAUCAoEBVAgGPmQBpmsQDDyRT86GsGHYQxsg+mwGApqIIZzrJ/vA7vhJ7AEUhkarR+ABfcrsAM03MmGxf5keAAsIi0ovSvnXcq9oJFpBRb2FcG79hoDDUOmhbo/DtVBE2LbbfNm0ORchmuFxmcr3AQjQSOvDhoh++z5fNTY9Qf/PfEnUNLD9aYl2G9/0rsbnoEjkO7QtJtf34f74TC8Df8GjkVRhMbJjTF/AbAWzPOeMA5GQ004B/vhC8jU2EXDzFnvqveCRmC7t8G1wrw2/6uAY+JnzfctUNA1kENDJKiA69Vd8AiYc47f38MMcN0KERQICgQFggK5KBCMfC6ihJcyRoFg5It2KLwD2R4sprLgdZgPZyC3cHyiqMYTi32LsW4wD96EVZCqAtj1ysJ6CAyCFfAGaCQTjbp8YChomu4FDVwF0LxoWD+FV+E9WA0aWQv6zjAAvFNdA7w7nQl36zQd9mMS1IM54Pi5IVEV+oDGWzNzGa4VFznAu5oammbg+dXB0OxYXGvsbgM1c5zVwvdKapj/5r557OaQJsIcS3eYU3fAY6Dm6jwVFoHjV9RxhQtqZr22pv0AmOPmlXPbudcCDOdJqub31ROm6D+uWa4L5qO53xDcfHCDxPltxK9fX7/y//5r//3sWGgA6yE6H09DpEgB11Q3zp4CN17Ms2lg/q8D16EQQYGgQFAgKJCHAsHI5yFMeDkjFLDQsnjUvDWGY2BBVZLNAs3P2GhHyzQx/eEk/BZ2Q0GiLwc9DJoSx+nXoJlPZZGvmRwDts8cmAPLoaChUasB9aEXeK6boQtoWA7CBbDvW+BV0KBaUGrsyoEGXjOjkakJ9k8sOM1X2yVFGZW5mG36Nqj/CngNPgY3IOqChtu+288zoOm+VqjDOdDMeI7Fsb/tn2bIItx8sf8a+xNQkPNyWMaFY5cFT8Yen+PR/E1nf8yn1mAOToDesAieB6+dzAYVH0tJaOYdz62wBg6Dhta5ojF2PXbczQNzxFrCvPC1TAjbshvcjNAgtgK/R+zHHrhWaCgde9cIP+d5nDfOiRCFV8Dcd01xvZoIt4PaTocXYCe48RIiKBAUCAoEBfJRIBj5fMQJbxW7AtfRgmDki24YLKb+M/izxldgHVioXyv83H3QDxbAz2ETpOrfxHOqq6Fx/D5opj8EjaUGsqChAbkffgiaU83KXHgRZkEteAhs+y9BIxAZEw3+QVgIS8A7dm1AgzwE2oFaaX4KohmHpSzu5kzfhTpg254Fx04zowGxTbbfNmoYPwX/3bz9zy/O8OZ56Ab1Qf01OH7e8G/v2NcFDekW0CiVxLiRRo+DhrAZ3gXHO53hvHkcxoC6/V+YCjugIL+a4LAiCdtyCtaDm0TboAL0A/NpGJgHGjGPiw/X8OIM56nrWQ0YCo3Btm8F54eRVxtdv5wDNeFW8FyrIEThFejEKVy3fgSOifPtdZgH6hwiKBAUCAoEBQqgQDDyBRApHFJsCgQjXzTSX89lLKwsVr1DMgXeg2sVVNU4pi9o4tuCxbEF2XxItYnnlFd/9v8gj65bz4OGKz8z6nHNwD4NAX8S7CaAm0NHYSm8D8vB43pAE5gJH0Bk4nl69flnPGqMd4HG2POrgSbGTYAbQCPo3+auGqRDB057NWrz38FwO2hE7Y9GcBlEJoWnV433CR5tX1eoDLb9CGjU8wv77PEa+T6gsVkDhn0zR9rBQNgIboKUtHBDQjN9G+wGN3U0rem4I+idyFYwEkZBCzgEM+Gt2PP8cppDiiU08479PrC9/m2e1wHz0HngvNL0VgLz71q5xSFpD7U8DLbH/M8C56jz2DlhP/IKP+sccW4PA/ufDWchHbnBaUt9mB/d4BZwzagOK+EN+ATOgeH6GSIoEBQICgQFrqGAxVyIoECmKuCXucVhI3DX/hhYYFuUhUidApqJ74JmVjP4AWhWrxWjOeAR6Avejf0JaIrTMT6dOO9waA/b4TWwoM4vmvKm5uwJeBIs5DfAc/A8uOGgKbGY/BvoDC/DbDDX8gvfXwYfwm6wQB0HatIVNDOnQMPwJaQjhnLSvwXnhuP2LNimnOF4aGbsq5rdDINB0+1rn0NeoWFxw0Qz8yh8Butij5d49K51RxgOkcnzGunqM6dOaVThbB3AzRA1mQJuRuVn8Hg7qXA9awIPwl+A379uGvwM5oLGsSSEBn0rLABNmDneBcbCBHC9Nk8OQH65xdtFFnu40hpwHekHjsNFcN3KLzzGOVANakAD8FxuYIVIXAE3sL4NrpNuhv5vcM1V00zJFZoSIigQFAgKlAwFLCRCBAUyVQEL33pgYRiMfHpGqSqn1cA8DJrTV0Czq0mLD8ciCo3vCLgLLIwt6N+BTyBdBs47ppNAc6ABXw25XctCewjcDR7fCizGLeJng5/1uX3VOHlHcRh4/pPwe9gGuZ2bl/8Yvq9B1vBZ1PvZfaBhNrxub9Ak1gbb4B29VIRjdidMBA3JIngT1oOmw4gfr69f+Xpj4RR/aEicVzeC59oOOcebl/4Y9rUcqG1kZnbyPOqP5/I986ICbIKSUpQ7Tt+EZmBOTQdzLNXRlBNqXh6DzrAXZsIsUP+SFOa9OMYnwJw6GuM8j+ZIe+gDLcHc8Zji3KiwvbZB82h0B3PW+Wvbo/zPbd7Yp7PQBQaAub8HornG0xDXUMC1xtwfAZVhOUyFhWAOXWu95ZAQQYGgQFAgKJBTgWDkcyoS/s4kBSyqNAmNIBj51I9MRU7ZHyyuLFKXwItg4Zpf9OPNR6ArWAT/HOaDxXK64l5OrBF6H2aA5jm6nuaxKtQF23YzTAb7tB88/regadoDmuooxvPkttgfS3mcBhqURMLzaeJXgmbQolQDr7ZtwRz2nOKdyiii9kd/F+TRMdOE/CfwGt6Bfw0Ww7WMhe8fgcPgeW6H+rAbNOUXIK+wj4egI7hRsgb8nOF5NUS9wXm6ECKTr4lzfCqBz6/VRg4psvD7byA8BebJr2ELJDr+fCTfqM27I2ES3ApuFDwDH8JeKMlhrmvE1O0TsD9ujpmjg6A1eIy5dRJc08XXiiN2cdGD4CaDc9N8dQ2LcpmnfxLmtmPWAwbAqRjHecykfKY5GReuy61gFDwJNWA+PA+uWfmtObwdIigQFAgKBAXyU8BCJkRQIFMVsOALRj59o2OR9VegMdMgayxyFrSOQRSuF5qRe8FCeA48DZsg1eaHU16NWvzXaw0D26tpXQ1fgWH7BsOD8GdgXyy858LLYJ88/lOIPsPTq3ED/30cRoPHToGTUJi4yIc1BpqaJeB1NQtuLgwFzbft8DrJFLEP8LknQLNkIfwcrIdEDIUGRPOlTi3gFjgHW+EK5BZRv1ryZnsoB465Bthz2Z+xkAXqren3XG6udAGv4VzeCTnHgZeKJYZx1YFQATQXM+A8pDL6cTLHy42lKvB7eBXWgoawNIX5cBq2gTngozmgAR4Ho6AWnAVzMD7i15n419Px3Oub65VhCDQCc2AHRPMoZ3vceLgUw/WmOSyCaA7nPJ63ynyoq/P+z0GdXa/ehOmwFzJlHaApIYICQYGgQMlUwMI8RFAgUxWwOLL4tyBoDP4cej2EAgARChk1+bwG+U5Q56dB82nhnVtoQjz+fmgL3tmyKJsHFvDpilac+C7QdG+GD0Cz0BQ0xQNhEHSFJqCJXgrTYA5oKL0LnjNnGvDaSLDAtEj/DXj+wobX8XrmqsbAO9MVwfZrYmrH0OBeD2qv5tfS0M/1B7XoBEtgKiwDzYfnKWjYX9unAa8PfcE2+roGy/bnFrbR74zq0AWcmxpSj3dMeoPjogaa1IOgiXN8vI7X3Ao5x4KXijwc//vAHFLLBbAPUhWOdx8YA+qidivgRdgIF6E0xmU65djvAc2a/TTv1dt13HWkBmiio/w/z/OiDOebueljM2gBts38/BTymovOjXMwDBxf14toQ4ynV3910phH+2c4n6SshePaEkbBaGgD6u0G1hw4DK4BiaxZHB4iKBAUCAoEBXIqUD7nC+HvoEAGKeAXvWbBIssCyUJrPVgEhCicAhZZD4GFtsXVdIh+Ds3TP4mbecXj+8EG+Al41y3dhWp3rvF90BS8BtuhIdwF34VHQWNpW56GP4B3yjTw+bVNc/UjOAIvgZ9Ph6E4GTv3VB63gIZZ7W+BnmDRr/HREER3A3n6J2FB/F9AQ7QUnoHlkGw4hyyoxXEfAbZrK+yDvMzMft6zKL8bNMHLwOPLgX2rDebKWVgId8JgeA80zBeguKMODVD7h6Eq/ArWQqrCTbKx8HfQFlaC1zB/T4Pal4VwrLNhAZirB6AdjIHboTV4jHP1EhR12J5VYJsGQmPQ3G+G3ML3zOtaUAmci7bfTQvD76l7oBW4lpyD4ugXly3W6MjVvweOsRsebpL+AtzAUr8QQYGgQFAgKJAiBcqn6DzhNEGBdChQ1oy8dzIsBi0UNQPx+Jrz9SIUJtTU4kqDNQrmwQewByKD4TFR2Iab4G7oAItBU6aZzM8o83ahQmNYFyyw+4FFt3fLNLQaxVbg3b9NMB80jRomN3t8Pa+2qaEGQjPheRfA2+C5o/7zNGVhOzQAFvQnwOLeNh4Hr9cEuoFmQhOsgbbYjdqi0Z8EE6A5LIIpoPGM+hg/XrycUJziaPHa5kVLcGNkF+SWa7brM7At1aAOnATHpyJoXEeAmwMaIsfPPriRsRfyC81RPXDczbsIc78KfAFqWdgYyQnuip1kCY8zIbe+xg4p8IPt7QsPwDBwLD3/dPgEzMtoXHla6sO+Omb22/nlJoa5Zr74mmPaErpACzB/nB9FZX6dP1FbnEO2oyFozm1vlBPx88u2mf+OtWuR+bgePNb58yh4Xtckz+3zgoa5Xx+ivI9/rM7raqaemRoNaNjtcBs0g2yYEWMXj86HEEGBoEBQICiQQgUqpPBc4VRBgaBAwRQox2EWh9GjBa/PNUGtweIvZwFokWsRvAE0eh7v58TiLnrO03zDQvEm6AR+ZhWsgfjw9Sh68uRB6Ar74TlYB+kO75QOA69rQVwZBsAtoOGbC2/HHo/yWNCozYGToRdsAft/GIoiHDeNndQCN1ImgcZXw6shmAbevcwGC1/NxROgSXAT5TVYAfERP17xrxfkuebA8XweNC9PgWZmB5gXap8zNDOvg6brXjAvbbvaas40Nc1hHDhunusERGHuinMgmgduCNhH89NzxOe/x3rO4+BYe67I0Nj33OYLL+caNXh1MIyEX8MUsB+FDdvYA26Du0BN/hXmwD4o6+F47YrxAY+dYSw4BxwLc+99uB5WgnmpptE48zRtMZMzO0aaT9vlemdOaUKNnPPL+dIIHoHu0BfmQlXwdfPdtTK3iPLdvhk+OkfM/5ZQE65AfHiMtVo2bAU18TzxuZ+zjbxdZFGeKzl3+8AToAYfwZuwCEIEBYICQYGgQJoU8MshRFAgKFC0CtTjcq2hFVj0+OjfGqRjoHm6CBZwFpQWShZ43vFoDr6/BQ7BHtgAFskFKXrbcNwPwLtOvwM/G0VUHPq3BfWtoDHRzFvsvgMWqUUR0fUncDELZPtvgf8i2FfbYd/VK5FQa428+v4UVkBxxGkuapFrX96CTtABHoPxYMFeHerD56DJeR3Spf9mzq0ZqAb+UuHv4QV4Gc5DfGg0NoE56zjdA+3BDQA5AxoTx247OG7x4+QxbcGx8NHzeLz56/Hmtzl/HRherxa0A693Arz+NjgCu2E/5BaeIzI5zruR4OMqcOx3QmGjBSe4A4aChkYDsxDst3M0xH9UwLlnfjvOy6AjmD89oT8ch8WghvHrE3+mLbI58/+B2+BWeAhcc9x0uAA5w/X3eegHP4AG4OaNubgH8oqqvBHlvGt5Y+gCzvPNYL44381ZczfKfT/jeuB3hGuG13ED0jng585DzojP/ZzvpepvN92GwO3QC2yXa9VccIxDBAWCAkGBoEAaFaiQxnOHUwcFggJfK2BBWBssxCz4moEFnM81FU2hCeyFs6DJs2ArB1+CpsbCzmP9jKbHaAR+ziLQQu9T8PMaqaNgERiFRZ0mw2JLMz8N3oX9EIXXMCpBb5gEHqu58vh0313xuvZRM2k7B4Nt3ggWrJtgOlhEJxMahkHgOHiOBXAeijqiAvsIF5Y1YNE7AjSsjmVXMEcs6jWEFu8W7NEY8TSl4XU0TW4WmHcPwCjQgC8F22n4nrmsCXGsbLcG7EGwbR5nOx23HrAHLkI30Kj7eiNwDngOHxtCeTgBHnsKKoI6GZfBv8X89xx+dzmv/EwrOAjOG7HNzgGvF69XO/6+BTyf+WwOFCbM05Zgnt4EdWA7vAHLIUTeCpzjLTGvzf8+cDOYM+a++eCd6trgGuW6Zl44pukI884897qtwZxy/TOXloHvG64dzkvHei14rG0eDjvAtu6DKFzTzFk/Z76Y81nQBMxj+9cCrgfnoPnrum3emv++5pxznYrmjvPA3M8C2+Iccu33s2rqnDD/43OfP1MatkkN/J5wTrleq908+BDiNeDPEEGBoEBQICiQDgUshkIEBYIC6VPAOdYfxsQeLeAsRjVAm2AdfAAWtMfhM/gSchZhFk6eyyLOc7SF1jEsgi3oqoAmaha8AgcgCgvKB2AAzIUZ4DVzXoeXrhbUt/PYFxbCz2A3pDtacYEJMBK6g4XrbPgp2C+LeQvaZGM8H/T8Fpofw2UojshN8500ZD9opB+FH4GFsgbCse0IFs3r4RKkI2zXWjD/NAIamZ/A34E56nXrgsb1W6D5+ANodu4HP7MVVoFmrANY3LcE3/dvjYt5aX/9nOOwAQ6Bn/cazg9NTBS2y/z3eg3B85krzaEL2E6fO3fWwSuwGI6C4Wcbg/l8E7wNU8HrJxvOQ/v412B77PNLMAfM0xAFV+AUh86HFaCWzv2hcB88AY7pu+BaoGFNZ9iG/wbfh9HwJNSHt8A8ch7eAebxatgLtt388zg/7zoehXlqP8y71uCacxh2wc7Y4w4enRPO9S/gK4gPr2u+ub7XAs/pudrAWNDIOzfMd6/vXHVepTPqcnLHZhQ4J6eBa1c2OJ4hggJBgaBAUKAIFKhQBNcIlwgKlEUFqtJpTcZAuBEs8vaBd+zOgIWcWJhaxElBw2OPwX7YDRa/GhWNnwWf17UQ1ZR5l8nC0uJvOFiA/gaWQ86C0bs8msWJ0Bbmg0XhFkhXNOfE6iONQJ00fA1gGbwHS+AcJBuOhedXF/XR5Nn/K5ApYVss2PuD43kEFoJj7Jg5vo/BDtgMW8E8SNVmxHWcK8oHx9u/HYuhcCeYWxbrmodBYH5cgHqgwSgPFveeYw4cBY9pB+pv/8xHzYrtdi6Yw3vAOVHQDRp18fPSFGyjnzeP1Ml2TIL2YN6sAcPX1NY2fAK2L5moyIfawWBwY8C+eY2PwPE6CSESU+BLDjcvRP3E+X4IHEc1HgOuC+a/470T0qG188nzTwXnQA+YAKfA6zk3u4PzwXW1MjSBnmA++zlzvRv0Aj/v+675i+AE2C/zP2I3z503BQ3ngOdw7qhDM6gBzsMWMAmagnm+DT6HVIVjMQAGgeupmiwF838VhAgKBAWCAkGBIlSgQhFeK1wqKFBWFKhGRzvBXTEsAi3yX4Z1UFDTwqF5RjbvSHxYzI0EC89vQDZoPCz8LPAs7g7APNgLOaMPLzwMFp+74BewCdIRGi6N32C4FUaDRa7F7qegRi/B9NhzHpKOjnzyXqgFq8ExyKS7phoGC/l+8DdQG9xs+HfYAjeDxfk4GAUbwQ2WJbAdNA7ROXiaVMQbCQt/NXoeNCffgrZwDjQlPvd1jXwHUNdDkAUW+hoT3xsIGpwK8CuYDbnlHS8nFBooyWkcbIv6fAO8bmNwc+Q0TIZK8M+wDJKNVnxwPNwHDeHX8B5sgC8hROEV2MMpZCo4d13TxoFjaw76usbROWKuXgfx+cufhY6ZnME8/gfoCq6LroUXwXyvAuZTfXBtdS1z3XJdMS/6gBtgjWA62OaPwVwsbBzmBBKfx7anMzwIriNDYAq8CdngfCxs+P3SHh6FoaD+74DX+QJCBAWCAkGBoEARK+AXYIigQKYqYH62g+7QCyykNHeZXDBrgkfALaCBsc0rYQ3sgHQbyBu4RgfwbmFH0MxcgqMxPuHxQ4jXsDJ/jwXNogZoFlh4WihauKYyqnGywTG68egYa8o0eCdA42VbqsPfwkIoTFzPhx+Hv4Bp8CJoUtUkU6I8DXkANOyagqXwMqwFx8kxbQmtoD20hqZwHjaCx5tjhyGVUZGT3Qj3Q2+oDNtgF9jOkzATNCe2cRA4Xx1D230OssE5sBr2ga+nK2yvOnUF54BtrAG+XgnM56fBdica5qMG3rntJp0mbwmYn87rVM8TThkCBdwYcvPInHc9awuaY9dW1w3z3nFwfU11uHb0g7EwBvaC494fDsGvwPXc9jSAhmBbzcH64LHOYdfcLeAanM5wbVUf89/vIfVyLrqeu4lQGI38XhgHo+ECuO7MAed1uvvFJUIEBYICQYGgQG4KWECGCApkqgKavHpgodQYjsF6+AoyKSyWLNy6w0jQqGpoLN40jjNAE3MZ0h2aOwvODeBdEos6C0zbuD2GxisyshbEfeAh0CQegBdgPlyBVEQlTqI+zUFDOBQGgdc7AgvgD3AQLD5rw36YBqcg2ajCB+2bxafXegOmgrpkStSgIRbJj4B915S8C8sgynPHVG02gbpUgDagUdVAeA41doy/BCMVY+e5LNKdd47JSPgcssE27ATvxh2CI1AL2oL5b9vngX1ZDOZc1B+epiVsr5tBzjv1qgOdwLlo+zaDbT4HBY2KHOj60x8mQgewL2/CS+DmSSq05jQhclHAfHNMHTfH1fXATaPW4CZTTSgP5r7z2rx0PKJ5wNOkw/PtBeef65abOc4zv5PMpd+CuW/bLoBzcQj4XWVeTAHzZBt8BukOtTLPt8IZMO97gO1WH7Vz3bdfBZ2LVTjWOXQrjIQscF6b+0sg6td1PA8RFAgKBAWCAkWsgF+AIYICmaqAxYFFk4W0xVGmGPmcRYs/q3wAfgwdYTf8K7wKUZHH0yINi7o9MA9OQgu4HSzsLPYsUC14J8BDoOFdCj+FDeB7qYounOge+CHcETvpIh6fBgtdjZ7Fum34T7AfNIDbwcIz2ajPB/8azB+vMwfMoUwKx0RdaoOF8TOwCvIKC+cd8BEsh8vQEybCQGgGZ0E9zYFUhPmiUdEkadRvAgt889y2toRvwKOg1n+A52E2aHS+gqKOM1xQA7UJjsMQ0IxVBTW0XblFzrntvPlzeAw0dNPg5/AJqH2IolMgMqoruKRrlfOgDgwF51E/MNeOgnMgmcg5/p7jXAzXE9dPc2IfuEYZY+G/gmub6+ob8EtYA+ZMUee/Rt2cVyPXiOZg/tvOSpANkQHn6dVfRfmYM6wP74InYDjshn+ED2APeJ0QQYGgQFAgKFCMCrhQhwgKZKoCFlWZaOQjvZrwZABYRPYB55PF2yz4GCymUmWmOFXCcYVPaGg08kaNGA15lGYwASxM18FU0FT7ucJGS06gcRoDN0ErqAgWgJr4+WChadGtIdJgjYaR4HsWybY92SLYAn8waHAPwguwC1LRN05T6KjNGdRG/VuDmrwPGsQozP+c8SUvXIRzcCD2XP3Ms3LgebPAMa0J6ufxifTb85grPWAIaN5to+dsH3s8xaPnbQyOcxvQtGiy3oPVYBuTHT8+Wqjwum4+uAlhHjk37Zd5obGx3bbvNOTWxma8Pgxuh87gOWbDx7AdEtGTw0OkQAHHyTw3z9yIcbPKMXZOVAQ3l+qCeer65t/ODY9JNLrxgRHQCjqA53QetARzyDZ4/b7gPK4P2TADzBOfmyO55RYvpz3U6SzsB9eRCuB60Ajsk9qoi8fkDOeKOT8RhoBrymawb24g2u9g4hEhRFAgKBAUKG4FXOBDBAUyVQHzsx10h16wCV4CC7fijko04A64E0aAdz6eAY2w5iHT4noaZCF6KzwGFnJuNFjcab7+HrZBKsIi+hbwWsPhGMyBqbAS3FiIN0K2QQ1HQyf4FbwJyYaGzXHxfE1gJvwbFFdRzaX/JIbzyn+D6rAMnoO1kGg4R+xXVbDoVnexGN8CH8J82ArxmvNnnuG5zJVHYCxodjUu6upYVQGNvObJsd4DC+F9sA+XIZO0VqMK4BpyPwwF5+/PwTYfgXhjUpe/b4N7YCBMAdcdN1nOQojMUsCxdIPJDUPXnA5grk8H7x4vgEuQSPwlB38DTsAFMIekMjQDjfIOcD44L14Ar3cAfC/T4gYaNACeAPNfTd4C11nndhTOaTe6Hgbnv310DXkFjkKIoEBQICgQFMggBfxiChEUyFQFzM92kGlGXiPTEb4PWaCJ8e7yKjgMmRqa+TagORkJ3nXRzGt0NTUWrMmGd20sFMVC2uL2M7D42wmbYCt8CjnDIvN/QCNQR83Vekg2NJf/E3rCc/AxpGqTglMVKhyDe2EMtIYl8Dqsg8hsmPfJGGF19JyacGkB3im8CJvBTRRz9ADkFeV5w3P0AvP8CmhMxOeeqwF8Czy/47UohuPrmGdqVKNhXWAE9AHHYjn8AtyYMDQ5I8E8djz8ZcG82GN0DH+GyDAFKtOeZtAeXJtd59yQcS65xrmeONZr4AvIK9z4M/cjg27ee/yXcA68znC4ESqC69p8cG7tBY/L1HBd7AHmtuvPYfgXWAa2uyWY/+OhFuwHDb9r1HYIERQICgQFggIZpkCFDGtPaE5QoCQoYKE4FpqCBc7PITeDyssZFd4p1dDJEZgEVUCD5uMFSCQqcXANsOhTk+EwGBqDRbMF4DSwIMwvLJ4tMNVwNmRDsqHJ7AcW8hoxz5cpJl4j2RUmQyvQALwLK8DQdGjgkzHxfv5YjGU8mpsj4XZwbPxbbTQo68Ax0ZSrkUV8FH4nOB4a3g/BMcwZmphH4RS8BXPBa2d6uMmgNvb9IHwXhoM5uhtawi2g0XFDYw48AychRGYrYC7viOG86g7jwbF0bcmCanA9uGZfBte7zyE+nJd+7k2YFf9G7LlrnhsGziN/nfEemCclIY7QyI/AOWA/O8EocKNiJwyBSDOPeQlWQLQ5F61PvBQiKBAUCAoEBTJBAYu2EEGBoEBiCozm8CdAE/MOnIaSFnNp8An4X6DpnQcas3hTx5/5hsXyOHBTQ0O/FSxs18AesHDMTxsLw3bQHyyoLcQ3ggVyIhFfYPbmg0+BxsyC3jZkSkyiIQ+ChsLi/1mI32T4ir9TFfZbI64GWeDmhjr/FRyFlaCBXQ1nIAqL+tpgke97OeMmXnAjwnFdCovhGJSkOEBjP4ZW0BpGwGPQFdRiEXwAWyC//OXtEBmogMbTNWgXvA2doRfcDHfBPnBuOAezIT5cx7KgcfyLseea+J5wG5SDv4fc5ggvZ3Soz4swHh6AHuA8HgX20X4th2zw2ChSuT5F5wyPQYGgQFAgKFAIBYKRL4R44aNlTgENmEaxG2h4VsGK2HMeSlRYoK2FjWBxOgEqwhLIKyxem0NL0ARpwn28Appwjd0CsLhVn2uFhaEGczDsBM1loiaej1y9g23bGoHj0wJmw0yIN6n8WSxRh6tqot0A0iDYtg9gM6QrHJPjMfbwqK6XwDuXGvW2MAk6gu3wmMPg+4ZjbLvjQ5MzFIbBDJgOB6Ekhu02P+zPEGgAzglzdxbkNw94O0QGK+C64ljKIdgPJ+ECaOrN60FQH7bAXtDcu7F5Gs6Dc8S5egycS4Zz+Fa4DtbDRvDYkhaf0+BloA6ad9dxtVGrTfAhuBaECAoEBYICQYEMVyAY+QwfoNC8jFKgPa35AVSFt2AdFMSwclhGxmVa9SJYwN4H9mst5FWcWth6V2s8DAQL4LnwW9gAFssWiYmExbHm+5ewGCySLcQTjYZ84F6wUN8GbrJYwGdC9KERP4ZKsBB+B5qAogzvUKpJFRgAY8Fx1Myr10egsbVdGheNjPkQhUW//egO1WAFOF7JjBUfy4iw/TXhQTBXXgDHJ1PyhqaESIECmtJ3wRxvC+a/hvxxcAPQjTXfnw6uhdvBHPeflyyH03A9jIbJ8Ht4Dz6DkhrnaPhqeAf8tYL9fQbciA0RFAgKBAWCAiVEgQolpJ2hmUGB4lTAYq8FePfOO5jz4DXIhpIcGjaLuXowDlqBfdTgRHeyb+B5X9DEtQbv2nun1w0ADeAG0PydhETCwrEDNALvFrspsgOSNYbt+exdcBQstL1jVtyhab4TNAAaAYtkN4A0ClEku3ERfb6gj1/GDvTO21pws2YrtIGmcBNY0Gv2m8ARcOOhMRwCc+Mp8DvDsfccyY4VH82YMIffhRthDGyB/RCi9CgQ5elFuuR4OwfM747QFuqAmzkjQXPu3HBN7AafgDk/HNws3A2+thmiO/U8LZFxkFZPBTftBkMzcM5fghBBgaBAUCAoUAIUKF8C2hiaWHYV0ORYUGn2NBTHQIMWFWY8LZKozlUmgSZXQ/Y+fAQlvZCjC1d/UWDh1gDqgqbOO1gWumreDzQ43sGy8N0H/vRYszwX9oIFcqKhib8FLB53gWbqLCQa5fhAaxgG42AF/BzOQXFGZS7eAzS/7WEJvAlLwV9xmNvFFRqZA7AG3IhxPrUD26uxd745ph5nvp+BPvBN8A6l+mp2i3oecsmUh6bNvtj/MbAbtkBpmNt0I0QOBZx7bjpq6N20Ogga+c7QH+qDG5VuXLkmOl/9DtLoWy85j+fCaSjpYY7bf9f8TlARXE8PwGUIERQICgQFggIZrkAw8hk+QGW8eZli5JszDn8BPv4O5kKid6D5SMaGZkYz7d2pu+FzsJD9GxgJGv3Z8HuYCqvBYjdRIxdvXgfz+SdB4/QhbIVkikfboFkeDovAc22H4o77acC3oRbYrudA0/wlZFJo1jWyju98sLhvBt0hC1qA5t7cPwfTwf4kOvZ8JCMjMnY1aJ0bWX4nVoBs8L0QpVcBc9113A0tDbobOEYvGAgNwddcFx+C9fASaH4zbR7TpKTDjTp1uBm6wsfgayGCAkGBoEBQIMMVsGAJERQICuStQBZv3QQWdYdgLuyE0hQad83vWhgDPaE1aG4OgD8l1eitg8JEZP6qchLNYSN4B5aBmwmJRkU+0AF6gz/V/wi8Y1ycUZeL94LRoAlWNzc/NkEmhpsrl8DvAsfHRw2OGzXmhTlg/u+C98E7lKUtNOzena0NQ8FfiuyAzRDlLE9DlEIFXHe+BB+j/Hczx7Xe10aAc+II+E+IdkNpC7/P1GASZMEAcFPvKIQICgQFggJBgQxWwC+oEEGBoEDeCozkrXvAwn4u7IfSGt6V+iU8ArXgp+BrJ0Czl4rwvEOgFewBzZJFcjKhYZ4AlcFNBu+seWepOMM7eX8JbjJYDD8H9jFTQ/Pqz4rHQ1+4Hg7D23AB3JjQzHg33tc0+KUxnN/+ImQ0mJ+rwZwvbZt2dClEnAJuVI2K4XpiDrih6cZmJXgSTsH/hQVQWsNfGXwAw+BucLP19xAiKBAUCAoEBTJYgWDkM3hwQtOKVYFyXL0h9ICW8Ev4ED6D0hrZdGwODIa24F3u60BDl6qwcNZ8NwCvpYFKJiyybacGdDZ4t/hTKK6ozoUngr9ocGNhHrwDGoIo1PKr6I8MeWxMO/qBGw/eld4Djolm3r60gk/AsSqtJp6uXY1D/NdcugKD4CwEI48IpTRc37vCjeCvMt6DvWAeuKHl624MOh+Wwj4oreGm1Ufgnfnvgr9y8vuuONdULh8iKBAUCAoEBfJTIBj5/NQJ75VlBbxT2QWawHlYAtlQmkMDY9G6EqqARe4x2A+pCotnf7qpYZwByRTH3i2yyO4Obgg4NvOguEITrFb+kuEGWAhvwgqIj0wz8bbNzZpasBE07D5qaoz7wX79d5gGbm5Z6JfWMP/9ZxDO9x+Auf8KhCidCrjGZ8W65i8w3gJ/eWJ4l95/+uMvfZwXGvzSHvbRtfRb4PdeG9Dgu6EVIigQFAgKBAUyUIFg5DNwUEKTMkKBOrSiI1jYWcidhrIQms0tUA9agMY7FaEJzALv9GgUvdO5HgpaJF7HsZERtsj8DmhCfwMboDjjQS5+G7j5MRtegG1QEsJ2vgT+0sR/QhGZeLWtCWruRs4pKO0R9XUXHTX/zX03aT6HEKVPgQN0aSY4xm7eRCaep1fXvlY8roFNUJo3sOjeHyP6vlMTv/+OQEHX6D+eJDwJCgQFggJBgaJRwOI6RFAgKPCnCni3phNcAO/WWOiVhdAw+3NwjXZTaA6pikGcqC94fv8daiIFYmTiK/M578T771k/Be+iFdfdMjd7hsMYaA1u+EwFNxYug1pmctg+DfpW0KxHOa6J926cG72H4SSUpThOZ924M9dagqYmROlTQNO6B/wVkv9GPD5a8Uc7cG1xY7OshHfgXb/c2NPIu6EVIigQFAgKBAUyVIFyGdqu0KygQHErEBl5f25rIWdhUxZCw7wbNHaa0yxIRWgabwIN+HxYBomG/251AvizV028Gyzrwc2W4ojhXPTvwF8uzIVnYB5EoZaZHHm1zw2KznAR1Dcy+DwtE6GZcaPJ/veHxhCibCngnG4Lh8C1pqzckTf3XftdrzXydSFEUCAoEBQICmSoAsHIZ+jAhGYVuwKamSzQwHuHIpG7xxxe4sO7sBZ13pUsbDHnObpAE9AcacC9459oNOIDE8ECcxosgLzMKG+lLWpx5nvAn9N793oxvAn+0iAKC+GSGua+v0axD9ngmJWlsL9bwDu2/jJBPUKUDQX8FUoWVIKjcAbKUpjzq8DvvR4Q7sgjQoigQFAgKJCpCgQjn6kjE9pVnApoYLwj7/9UzX83XJbuyNDdq2Ehtwf8RYI/MfXfSycbft676N7V8g7vLvC8iYSbCV2hOzg+U2ATFGV4XddM2/FN6AZL4TVYBPF37Ypjg4EmJBT2JbfvAHP/xtiZdvNYXL94iDWhyB/s71bQxLUAN25ClC4F8sr9BnSzL7iJ6YZjWct91+UDcBL8Z1WF3cTlFCGCAkGBoEBQIF0K5FbEpeta4bxBgZKggD/fbg+aGYv5I1AWwwLWu5KfQx9oDImEpjcK7+5OhIMwA7zrU5CIP8dQPvAQuBGgcXZzpajD9jwKPwDzZBY8BxugpIWbVP5KQqOaM7wD3RPczFkOp6Eshf+UYCM4B9y0CXclEaEURRX60gE0quVz9Ksmf7cEc9/1z1woi3GMTm+D6tAI/KVCiKBAUCAoEBTIMAWCkc+wAQnNKXYFNGjejfROhD+VLg7DyGWLPTQxm8FHDd8NkEhEd6Qr8iH/rWkW7IAlcBkKEtE5NJb9wA2BxTANLkJRhndlB8M4aAcrYSqsA/sTv+nAnxkfNWihmyO9wZyPD3NfzTXwe8HNnLIU3o3dA5q4phDuSiJCKQp/Nt8KXE+cy5rVKJznrcGx18hr6MtiaORd21wn/P9l+M+jQgQFggJBgaBAhikQjHyGDUhoTrEroKnxbo3G9SD4E8OyGBplf5GgmUv258X+qmFE7PP+D5Q2wSHw55sFDa99P7gZsAs00NnwJRRljONifwdNYA48Df4b/SiiTYfo70x/1LDcCmPAO5NRNOSJ43YYTkQvlsFH89/cd1zVw/8XQknbrKHJIXJRwLvwblS5iTUJXGOi8NcXXcHNKzcyNfRlMTTybmRo5N3w8FcMIYICQYGgQFAgwxQIRj7DBiQ0p9gV8A5yM7BoXw7ekSyL4Z14C1n/aYFFbzJ3ZPzcBNA0zobtkGhYRN4B3iV9AywuizLsw2QYC965Wwi2w02OkhxnaPwKcOPqUegLFuv2140Wf1Z7FMpymPvOATeN3NgL35eIUAriLH3wbrOP/tpIQ18fDMda83oKdoLrYFkMN7D9BZW/NlKPkPuIECIoEBQICmSaAhUyrUGhPUGBYlbAuzV1wUJmMZRVM/MFffeujP3X7FWCKPK7Mxl/Z7oxH/COvGZoJni+KK51DtcmP98LesIy0EB7pyyK/M4RHZPMo33w3D52B/9NvCZ+KbwGa8FI1/W/Pnt6/huNj3fbn4dH4RHQvGta/DfC3oXUyB+Hshzm/irw7nxDMH+jn1qXxLGn+SFQQHO6HlxfBoNG3v9vx/vguLrGfApnoayGevz/7Z0J0FXlnacTDagoLiCIAvIhCG6476K4r3GJWe0kbTqZ7upkurrS012p7prpnpqumurq7pquqa5JVyfppM2e2JrENSqiH4KoKOCKiiwfuyKKGwoCOs+D96Svn98GfMu59/z+VQ/3fnc773nOuYf3//7fc+4acLaOgxuJGIiBGIiBEhpIIl/CjZImDbgBqw8mNq8PeEsGvgGbaYKJzHCwU2dS3/4CUTz0u3AAwFkNVjDPqd23+lskQyO5310SZLJkheyzcCxYBXdmxCHgsvv6uGVH34T2fDgD9oan4UEwER4DVq/dT4rEmLsNE7bZbaDH5+EemAKHgetp2Hl3W1Y5XH+PA25/kz4HOkxw+nr/YxGJPjLgfu929Tvu9vQ7PQEuAI9Z46HYztytbHiM8BjQiMe3ym60rHgMxED1DKRDUr1tnjXu3oCdFzt7qUR84MAK1WiwOu4xwwS2s7CDbJJ7KhwFJj4m8SZCh4ADAZ1F0Wl0eYfCleCybgEfs3JmR7yr5fP0TkfRcbWNLt+BBNf7KVgKDuy0wBFQtJW7DRnFPu72WgDXw5GgX69j0NVgDU9XInTh/r4fjAX3a3311f7HRyf60YDbchVMAgeyxoMzjzzW+FyVw33f/dzbRAzEQAzEQEkNJJEv6YZJs2KgJAZM+Kywt4DVyc46d0WHz2nZJjznghWuF2AInAZGZ0mQ7/fzXd5B0AKe4uD0bqvjVs06ey9P9UrYgbcNnjd7PAwFp1Ovqd0/i9vO1p+nGi4cuHB9vf6Bpw64bl7YbWMNt0WVw/V3v9SJ+/BoqLoTFDR8FMcqK+9+B5wl5P7v993vgAN2xWu4m4iBGIiBGIiBchpIIl/O7ZJWDawBO3FWJMXkrsph4mKytxqeBI8ZHSXURYJjwjMOTA69zsCdYCLse3xNZx1knxM71CeD1XynvVotXg7OkLBS3hdhZ94K3CFwOlihM6bD4+C6u3zXqVnCdXbfPhqcaeE6uq4rwO0wCKoeenDfN7F7tYb7SUf7Pw8nGsRAse87YOh33WPWOvBY4+Dh4VD1bey+rydvEzEQAzEQAyU1kES+pBsmzRpQA3Zg/G5YCXZaeJVDDyZ8c+DmmoiOOrk6M44DO8ZtYAL+AzAJ6ug9PLw97CyK77MT/Unw83zv3eB7fb6zQQCe2ulwOX6un38xOJ1+M8yE78IzYHTV/g9e0Tj/us6G63QgONvhR+D2tSrpqQOToer/P7j+Dua5H88H9wVPFWmmfYHVqVwU+//ZrPkUsDK/EP4JPH79d3CKfZXDY6L7ubeJGIiBGIiBkhqoeketpJslzRpAA1ZeTTwHg506q9AvQdXCDpxT5K1a7dtu5YuOcLuHt/9pIn4+LINW2ABGV+/54BUfTF2+jj+cnv9LeLb2RPFek+2+CNf1C3ABOGgxE34Fz0MRRRuKvxv91m16LRwGrus9sARM4E3mnZ3gbZXDKfWTwGrtG+B+aTTbvvDBWlXr37GsrrNRRsBscObQa2ACfzCMBBPZqm5rZ0aNBo8TxTGcu4kYiIEYiIEyGfA/qkQMxMB/GnAq7VqwA2cib0JTxXAa+USwU+vgRk/C6qXOjoVF8BDsyDHmVF5/GayBX4Dnp/d17M0CzoDr4ER4Am6H+eC+0KwVKQdoroL94OcwD0xUN4LJjAm+v1RQ5TCZmwz6MJHfkX2ZlydKasABGo9TJqqvwIPwHBgmsH7nnalisj8Iqhg6agH3fY8LVR3QYNUTMRADMVBeA6nIl3fbpGUDY8CK7Go4AEziTXSqGCa4p8AwcEpxd0m1Hb8TQGdrwfesgp6Ey7oIzoQNsKBGf3QeP8OyPg9O658B34MlUERfzQIoPn+gbt9lwe7nzpxw5sNmMBaB29pBHLdlVcMExvUXk3hdJZrDgAMybl+T93uh/vvuseshcCDzNLgP1kPVwkr8GHA2ygp4FxIxEAMxEAMlM5AKQ8k2SJoz4AbssJiEmlAeA1akqxh2ZJ1W7PT6niTyVnivAJNyO8Jt0NMwWboGxsF0sBre10m81War/06nt+1z4TZYBNug2eNNVrAVHgErbvVhldJzwZ1aPwqcaVGl2IOVbZn21QQAADODSURBVAHX/yVwYCPRPAY8xq+EJ8Fjjcf6Il7ljgNbg2AyOMBXxfCYeDxsgudrt9wkYiAGYiAGymQgiXyZtkbaUgYDdlysCFuFscI8FqoYg1lpKzJOM7VyZXLXVZiMXwLOaDAh7mnysx+vPRqmgcn7v4MDB30dp7OAvwIrzw/AD2q33FQiTF5ugYc7WNvXeMzvgAm8g1kmtFUKkzf3Sdf/QXgREs1jYCOrMg88zjhgVT9w598m+c5W9PjnoE4Vw+P5ieD/hx7/ixk73E3EQAzEQAyUxUAS+bJsibSjTAZMKE107MSYxOwNVQsTbAcynGL5FDjFsqMw2RkFR4Kd3zYwCXwdOgsHB4q4gDtXwBPgNNe+Tprclr8PnwPbOxN+DouhiPr2FY81063r9z5shfokplhHq/VtoJ9DwdkZVQqTN9fbwaw26Gpf5ulEgxlw33e/9zjv/fqwIr8Q9oIpULV93z7hAeBglqeTeDzWUyIGYiAGYqCEBpLIl3CjpEmlMGBVchk4xXIiVG2K5QjWeSTY0bVD11mY9EwDK5gmw1a5ukt8is7zPrz2PHAK5x01+rLTaKfcZX0BrDTPhV/Vbk1qiwS+aB8PNWV0t35FIm8iOwFMaqoU7tMt4P7SBt3tz7wk0SQG3mE9loLHgjHggGaVwoFOj43u+4+DiXwiBmIgBmKgpAaSyJd0w6RZA27ARN6k1IrzEWAHpwphB3Y8OLXSSrzni3YV+rkUdOT57Z532pMYx4usittZXgkm1UugL+M6Pvxb4KDMvfCvYGe1iO4S3OJ1zXLrtu4orEq675vEnA5Vm1rvAIbVWAea9LAeEtUxYDL/Mjig1QIHQlX6Sg7aeSx3JpbHZS/0mIiBGIiBGCipgar851RS/WlWiQ1YhTOxNImxiluVRN5k1kTeBHsZLIeuooUnJ4Dvewh8T0/C8y8/BZ6Teg/09H28dIdjGO+4CC6AseCgwe3wHHhOf2cJLU81dbjN7LC7vQ+oW1MTed04/VhfvqZKMYKVNXnbCu7/7qOJahlYy+quAY+Dh1Vo1Z2NchT4/57//zmgnYiBGIiBGCipgSTyJd0wadaAG7DzvgJMcE6GqiQzJrXjaliJXAedhVMwzwEvhGTi9zxYzeoqPO/6YDgVzoIn4IfQl5Uf2/jX0AKt8G8wC4owoa1qmKRcAw6s1E8jNpFx++vGgRC3m/tGM4frZ+LmqTTu0+77DmokqmfAY/9iGAV+R3aDKoQV+SNhT1gIr0AiBmIgBmKgpAaq8p9TSfWnWSU2YAdmHtiRd5r5KWCnrtnDROZssCrj1HrpLEz+rHR7TumDsBG6Cys9n4fxcD/Mh+6Sf16yU2Fi+kUwUXW6tMn7jWClqYhmT06L9ezs1hkJ/j9wBfwlfAncru4HL4LJjPvDhdDsAx6un4M+54MDGe7Xzb7OrGKiAwOeUrEAjgX3B2dpNHv4/5v/zzlw5/9/HvszkIWERAzEQAyU1UAS+bJumbRroA28SwNM+J4Fq/MmM3bomvnCXw5YnAZHgxUZq+XLoaMwAZ4CVuWfhDnQk2jhRSbWVnj/DboaKODpnQrbNgjshH8FbOPD8B+1223cFlH1RM0Ou8m6ifu1Ndw+Ju5uI5N5Z05cAvtDM4eDTFPB/cZ9+mlIVNPAIlb7cdgXjqsxnNtmDQc6HcTy/zmTd//fWwX1x0r+TMRADMRADJTJgB21RAzEQOcG7uMpk0Iru0NgJqyGZgwTtj+EFWD1urP1tNJtEm8F52Uw4eks4eep34WnKFwEu4PT8E2uN0BfxO/zoVaZB8G98CMwYU182ICJvNvaCuQ4OBEcyLFTbxKjP7fXaLgUHoSV0GzRwgpNA9dzGdwOJnKJahp4j9Vug5vAKvXXwMLHnWA4WNhMg4B+1x28c1q9x8pWSMRADMRADJTcgP8xJWIgBjo34HmCM+BNaIEzoNmm2JuoWZE9ASaBlfjb4HXoKHzt5WAVZy70JIm32mki6GCBn29C2BdJ/DA+91y4CFrgUTApczs6y8IOeOI/DWzhrvu2U8kdlNkbxsJhYAX+LZgP7gtW5Y+HZgwHmT4FupgOVuQ9Tz5RXQNWpj12LIAjoJh2zt2mSuJHsj5ngt/7N2A2vACJGIiBGIiBkhtIRb7kGyjNG3ADVmZMVO3QmYRa6TWs1DRLDGdFPgktYGXW5NyqZGdhh8/XmySb8Nvh7SpM+E0ML4AR8PfwEPRFuIxvgIMT98F3ob5T2kxVNFZtl2NPPsHZFQ6ynA3jQUc6k6fhYTCB/3NYCa1gwtsM4X5SJDJTuf+/4CewCRLVNrCV1Xf/9/h4MpjMfwF+A2ugkePjNL44Fno61VfB2Tkel1+ERAzEQAzEQAMYSCLfABspTRxwA1YjTeR3gy+BCb0VuzawytvI4TodBdeCydmN8BR0FCY9VmknwRBYDvPgLWgf9R3Fo3nSauc7MAucVm8nuTfjAD7sYrgMrCrPgNtgMRRR36bisSreDmalx4DTaN32E8HTJV6CueBgy2RYAnfVbvfk1sEdH78OTGbWgdHIXofR/s/AaJgDj0NH+zMPJypqwNk8N8OV4L7yHKyBRg6TeI8Dh8NUcHD253APWJVPxEAMxEAMNIABO/GJGIiBrg1YlffiP62wHqzM2Kmz89/IYWI+CU6H48DE7EZYCx3FEB48F3yPSZ4dXKfH66d9FNUeH7fioy+TpBugNzuKJpEex2z/H4ODBg+BndI5UN+O+vs8VanQk7EHmLifC39Q4zxuHazS2f+AX4KDIW5bB0L0thxuhX3gK+B3oIhG9jqelfgsuA7/Cn7PEzFQb+Bl/vgFrAKPL8eDia/Hz0YOB/Pc94+B1fAgOAtnGyRiIAZiIAYawEAq8g2wkdLE0hhYSktuAKeVXwVPwjJo1DCp+yJ4fuQdcDdYNe8sBvPEFTAKrNx0l/Tsy2vOADu+G2F+jS3c9lbYmb4eLgET+nvhZ2DVP/GfBg7i7ingtjYZ2QtMzn8IVhhX1OBm+8DMZm63+kct1nDrDIdx4D5wIWyCedCIHf+P0+4T4QLw/0EdPAQOXiRioL0Bj1kzwIEsv0Med/4PNGp4rDwKnCnl/2E3QI6ZSEjEQAzEQCMZSCLfSFsrbR1oA6/QgN/C4TAZTgAToEXwPjRS7EljTehMZkzqbgETma7CKpSdv9fgAWiDrqKFJ52KOhx8vVP2ezOJ35/PsxJ/OVhZ9Zz428HlGCZrjbZdtje8F/5x3Z1BMRRGg9v6pNqtj60Ct7fO7MjXhwM2JrQm80WYrK+G2TAOTgbdLgG/F40WDjK537geT8DDkCQeCYlODTzCM+7z/w3OgtvAAaBGC/t9HjdPhf3AWTfTwcHWRAzEQAzEQAMZSCLfQBsrTR1wA04hXwezwCTyHLBC87dQX73kz9KHCfy18DrYQRXXrbM4iifOAJM7KzdW4zvr+BVJ5BReY7Jklfw7YPLYm+FnfxUGgdUyl2GntAg73VWNIay4nXUdnQEm88vAmRQPwgtgRf0dqA//T3A/XwnuG+3D926B/w2XggMnr0LZXbcf1GmhzZeAnv4BHoNEDHRlYD1PzoNnYDJ8Dtz/nWnUSLE3jf0iOIjl8eB+6OxYzlOJGIiBGIiBshpwelgiBspqwM73cBgFB8PLYLV1oJOGN2nD22BnrgWsaFuxfAPKntCPoI1ODb0KTLTtmJpodzer4ApecyG8BLPB93UVl/HkuWCSbWdxOvTWdnOfMEGVsTATbgUrq1UOZ1mMg9PAJHsajAETdgdeTMIdhHLbuQ9vBpP2Ivy++X/CbmAS7z7xCtSHn+V73fcPAr+bB4KPO1Ojt7YxH9Xr4bo5M8F92X3HauRcuAmSyCAh0a2BYuBrCK88CQ6pvcPvRNn3IWehmLxfDWeD/1/9Eh6FtyARAzEQAzHQYAaSyDfYBqtYc8uayNthWwnD4HC4CEwKfMwOkRXLsoXJmR25qfB1OB5eBZOYWdBdAvY1XnMm/ApaoaNqLQ9vD5fzZ3AE/Bjuh/YJIQ/tdLgO3wKTSJPTG6C7gQVe0tThdHj3xfPAapsDKePBwQ07685WmANroD55588Phc+5rZ6v3X7oydof7t8mAUPBquREeBdehA1Q1jiMhtner8DpcCO4f66DrpzwdCIGthvwOLkYtsL5YDI/CTyWrgW/G90dS3lJv4f/Px0LfwBfAGcX3AUez217IgZiIAZioAEN7N6AbU6Tq2OgrIm8W8CO3MtgYmSVxiTqchgDduZWQlnChNdq+ldgGjiboBX+Ax6HosrE3Y/Evjxi0u/7B8NP4EnoLA7lCV87FUwITZSs7PZGWHH+Cnwa7Ji2wk/hOSgSMfeZKoX7mwnF74FJ6lFgQuHgiYM0raAfE+/eCmefWH1fA22wO5gkTAGr8z5eX53s723Sfnnuk9eBAxy200GKH8HdsBT8viZiYEcMuP+77zigORI83p0Afs9MksuyT32CtpwKX4CvwT4wG34FM8FBrEQMxEAMxECDGvAgn4iBGNgxAyYKVl2Ww0pYBSYJV0HxnTJZXgImyVthIGIwCx0GJu8XwIlgB7QV7oTF0F2M4wWXwG4wH9qgqzidJ/VgZXYO2NnV1a6G1V8HFK4Ep9PfD7eCFWej2Ca9sawPPrGc/7odHNAYAibxJs9nwDGgI/e5B+A+WA19Fe5Hc0H/bpPPgm05AEzifdwkwcTmPejPcB9wf9gfxoFV06vhEHgBbqnBTSIGdsqA+/90WAGbwcHFs+Al8Lj7FLwCW2AgwjYMh4lwHpwJHjfvAgc/F0Dx/1Jx7OShRAzEQAzEQCMZ8ACeiIGyGnD/tNJ9HJiELgQ7If2dGLDILsPEahjYaTKJPQGMGfATsLNXRH92mqay0C+DCfA2uA1mgcmMVSMf6y6u4QV/A55H+Wt4EN6E9mGCORL+Gj4Ffws3wgbojeT6ej7ni2AH9RH4HiyB3vhsPqZhYl9a6v51OXi+60HgjAe3y8PQBg4iuY2Kjjp3+zSG8OkmyQ4Wuc8dAUvhdjBxcOZKf8cIFvhpcP/1GPI4tMI9sBw2QSIGdtWAA7fOQnEfcxDT76XH+Hngsd+EuT+i/v8Vj8V+B78MF4GDyY+BA58eK16FrmZh8XQiBmIgBmKgEQz4n1AiBmJg1wyYFKypsQe378JRYAJtkj8fnoBl0NeJ51CWYafSZZvwTYBV4PKdSvwk9CTBszPoZ02EA8C2m8ybJHYUJvFXwih4BuzA2mHc1bCTfBaYJDpYMh1MEBdDVcJE+WA4DOygu01MnN8Ak1KThjnQX0kDi/pQuE+4PUwm3PcdIHJbnQ8OPMyF56CjASAe7tVwuZPhNHCmggM/enG/aYXnIREDvWXAY+mLYCX+NdgLPPZ73L0O3Bfd/zx++t3oqyj+XzmUBZwMZ8KRsAE89s+A+yERAzEQAzEQAzEQA/1iwMRgEjht9+/ACoMJZtljPxp4IfwATGbvgz8Bk4y+DpPefwQ7jkvgn2Eq7GjszxuugX8BO4FXQ1fhMmbBj8HXmoD3RlzOh/i5D8E/gR3jKoWJ6HHwTbgL3KZPgd+H82APMPyulCFsr4M5fwju9w4y/AhMLBzU6stwwOli+DU8CzPhv8JosF2JGOgPA6eyEI9VL4ADXH8GDsD1dTho9kdwN2yAn8Kl0B//77CYRAzEQAzEQH8b+ER/LzDLi4EKGHiddVwA28CO3CQwwZgGa8Cq4DqwirMCfGwL7EiYFI2BsTWsxHjfBHp3MIkymTEBfhJ2NIbwBivsw+FesFPaUTiw4vnZZ4Ntct1mgwMYuxJ78+bPwwXgMlyfm2EpFGHyWlSiisea5dbteRKcAA5eDIaVMAeWwKLa7WZujbJ4sOr4IkwH9wEr4xPgL8CK5SpwPVbDy9BWu+Vmh8LBAvd/9/fR4L5/WO1vbrbvs7O4dUqxy0rEQH8ZcEbSTeB+53f3eDgR3gG/ux7D1oPP+13w8R2J3XnxIeAxovg/YDz3/S54HGiDB2Au+P/Qrh6L+YhEDMRADMRAGQ0kkS/jVkmbmsHAK6zE/WCHyoT0c3AubAI7WCbvYqeurXbfKcrvQUdJmUnrbjAIhsJB0AITakzi1oTG5OgR+AWYxGyEnQk7iiaRdjRnwAroKA7gQRN+X2ul+FFw3XclTOLt+H4aTNha4TcwH4wige/I0wevaLx/3baDwcEQO+jHwTQ4BvYB3bodxG1c9mijgQXuH1fDcHCfb6vhehwMT8Nb4PbcCn4H3MZF+Lh/+/+VA0xWGFtAT+4f3h8PftYbcCvcDg9DIgb624DH3DlgEu1x7Do4A0bCYjDRLwZx3X8d+HK/3Qzt930e2h7u/ybw7v++Zxy4z3v8Pww8Tvgajw/3wi3goFoiBmIgBmKgiQ144E/EQFkNuH8eDiY1dogWwk/Bzk4jhQmMibcdOTth3vexETAW9oVt0AZL4B3wb9ffJKZI4H2/5z0Oqz2+llt5HUy4fa9J9AZYByZHOxouS+fnw/Vgdf1/QkcDAnYsTeD/H5iA/RWYbHf0Wh7ucXyVV34G9gKTsR/AUtBJs8YBrNjJcAno1G38LDgwMg/cvnb2rWo3koci8XZ93N/dhx0kkrFwKPiY67ewdut+675VhOvr4M4YMGFpgWXgPuG+biLkAIHJkYMDViBlV/dDPiIRA7tkwEE493v3f7/jLeA+798H13BfXw8eO92HHawtojj+78kDR9XYwq37ubNbin19CfdXgMcI/w/w8UQMxEAMxECTG0hFvsk3cFavFAbsWImJylCYBHbiTExMNqyk7wd+H/eFwWDyUiTy3vqYia0Js52018FEpg1M5p+HF2BX4z0+4Aw4HRbBAugsIZrCcxeAbX0aunotT3cbB/KKU8HPdLBjOtwBxXoVPnioKcLk1PW0Y38kTIZxsBmegTkwC6zGN2q8TcPFpMNwfcfDYeB+/A5sAauHJj1+D0xspIgikfd53SwH93cxifdvvwt+D9pHs+0z7dcvf5fbgINS4sCTMRGOAL8HG2ATjIDdoNi/6/tlJvJ+F/YA92Xf4/fGpN3k3e/VGngC/B4lYiAGYiAGKmSg/j+MCq12VjUGBsyAnbrHwY6XHTPDDpwdOzt0JvJ23qQ+7MzZ6VsPVmMcGDDpLl7r/d4IO5Rngud1fhsegc7iIp74FNwN94BJ1q7EVN78F6CXVvg+FEk8dz/ixMcaNeyYm7hfDBfCBHCb3g7TYR7o0+3RTOG+6z7s+rlu7r/eOgtkPJi0d7Qv+xq/AyvABN4BLfcT3198D7j7kWj/PfrIC/JADPSjgaUsqw2KY7/79VgYDVbd3cfb77O+1tc5y2olvAkOfPm6go6+MzydiIEYiIEYaGYDSeSbeetm3cpowI6XyUp9WGVxSqTTKq3SdhR25uy8WYk3oe+LcNlWi0aCnUUHG5ZA+xjKAyb6TvU0oZoL82FnK0IOXlwLF4Ad1vvgFrDTW0SRtBV/N+Kt6zYOdHcsmLya0K+Ah2ExWIk3US22cft9hacaOoqEo/16uc6vQpHgdLSSfnccBHCAIxEDjWjA/b/4DhTt93vvfu2MK/tk7uftw+/Fa+BxOREDMRADMRAD2w0kkc+OEAPlMGBiY0IvAxUTWbBVdjuaJvHLoKNOpZXkz4MJuBV7k0+nSO9MWIU6AX4PPG90JvwK5oNRJPAdteODV5T7X5N3j7Mm7C1wIlwIR4MddwdB7oAZYEe9quEg1eqqrnzWu/IG/O5X+ftf+R0gAmIgBmJgZwwkkd8Za3lPDDSPgSJRdo2sxl8NC+Au2Aj14WtNvE8CX/dr+B7sSgL2Zd5/JQyGe+CHsASKaNQEvmj/cO6cDCbvU8DBj+fgx+Bgie5egdchEQMxEAMxEAMxEAMxEAM9MpBEvkea8qIYaFoDRaI8hDWcCAfDTWClvZjezd3tYbJ9NhwLG8BE1KR0Z+JA3mR12un0nh86HaxMO8XaqB9g+OCRxvl3H5pqAj8WPP1AJoDV+WUwBx6A9u4aeZ1ZnUQMxEAMxEAMxEAMxEB/GUgi31+ms5wYKK+BA2jaWWDi2QYLYR20j/144Hrw9f8Cs2Fn4zze+Ke1N9/HrZX9ZqjEO13exP0ymAYtYNX9TmiFJ2ELtD9Ploc6PI3BxxMxEAMxEAMxEAMxEAMx8CEDSeQ/pCN/xEAlDZigO73dKnIrLIX2YaV+KoyB5XA/dPQ6Hu4yHAS4Ai6GQXAv3Ab1n9VolWnX41Bw6rznvjuzYQishMfgBXgcvJbA25CIgRiIgRiIgRiIgRiIgV0ykER+l/TlzTHQFAZM0s8Ep3rfBWugPpwSfi6YfHt15bmwCN6HnobJuceb4+GrMBRmwY1glbo+duRz69/Xn/d1YnjNAKfNnwKXgtV4E/uZ4ADFfdD+WgM8lIiBGIiBGIiBGIiBGIiBnTeQRH7n3eWdMdDoBnZnBcaBybXTvZ3a/hS0Tzz9jftL4HT4R7gbdjTZdlkm8H6OSbAXtvsJ+NNLjRgjafSpcA4UV6B3XX4AVt5XwTpo75KHEjEQAzEQAzEQAzEQAzGwawaSyO+av7w7BhrZgFXyqXASWGG3Mt4+8TyEx6aBVfuX4GEwSd2RGMaLT4CLwIEDp9PfDs+C0ShT6b2I3f4wBkzej4PJMAScxTAHWmEp1EejrF99m3M/BmIgBmIgBmIgBmKgxAaSyJd446RpMdDHBqyMnwsmpd8Hz+duHyarfwRW662ir4UdDaec+xkmtCbx34H6ZHdHq/u8vd9jb5bo1fqvgLPAZN51mA4PwPPgrIbN0D4aYf3atzl/x0AMxEAMxEAMxEAMlNhAEvkSb5w0LQb60MAefLbnc1tp3wTzoT659tjQAv4GuheoWwit8Br0NIbzwovBRN6qtQMBVuLrl8OfpQ0dHQpHgK48F35fWA1PgE4c/CiuRM/dRAzEQAzEQAzEQAzEQAz0vYEk8n3vOEuIgTIaMDk9H7bC02By7f0iRnDnM3AMmLAugHXQk7DyLifC18GEeDb8HDx/vMxhu62g7wmT4Ezwp+T05eNW4B2MaIWOqu88nIiBGIiBGIiBGIiBGIiBvjWQRL5v/ebTY6BMBook1Tb5U2mfBJN0p7u/DUX4usPh0+B58f8XTOR7Gl61/SvgOfGGye8vYJF/lDwOoX2nghf2swo/GJaDAxFOn/e+Ffkk8UhIxEAMxEAMxEAMxEAMDIyBJPID4z1LjYGBMFCcq21yarV5PPwaHgbP7y7CBNZkdh/wuVaor9bzZ6fhxeCOh8thLMwAK9hW/Q0HCYp2bH9ggP+xPUPAn8Ozvc5AOBl04Hnxy8Ak/j5YBYkYiIEYiIEYiIEYiIEYGHADSeQHfBOkATHQrwa8gvwpYOV5JViRXwv1YSV+GtwMVut7msTz0o9dDdeDF9K7B74LJsNFvF/cKcmtCbxX1Pcidg5ejAIr77fCHPCUA6vvb0MiBmIgBmIgBmIgBmIgBkphIIl8KTZDGhED/WbgQJbklHoT2FngVPEirEBbiT4aTMRnwjzoSXhOvcn/heBn3w13QH0Sz5+liL1oxRjw9IEj4TDQyzrwJ/G8kN0jsCOnE/DyRAzEQAzEQAzEQAzEQAz0j4Ek8v3jOUuJgbIYsBLvRe4eBxNtz4Ev4jjuXAt7gknsU/Am9CSs8n8TdgcHCH4MVrbLFl54z9MKHHS4rHbfq/br4rcwG+pPM+DPRAzEQAzEQAzEQAzEQAyUy0AS+XJtj7QmBvrKgN91k3ir7U5vd8q4lee3wDB5PxOuhN/AjbAeuoshvOBL4OCAn+uF7W4Cf3e+TDGOxjjYcBIcAfpYAc46WAy219kJSeKRkIiBGIiBGIiBGIiBGCi3gSTy5d4+aV0M9JYBryR/DkyBRfA0FEn8Ptz3PHGn1fu6x6AnU+r9TXV/Ys7z4g8CLwh3GzwJxsfB5H4gYjcW6uCEAw0m8a63AxWuo6cQOIX+frDN6yARAzEQAzEQAzEQAzEQAw1jIIl8w2yqNDQGdsmAie3F0AI/A6vxRYzgzh+Die+3wWn3PYnP8qLPg8n/PfBv0AZFDFQS7/L3A6vvl4ODFJ4D74X9nC3g+e9W472A3RuQiIEYiIEYiIEYiIEYiIGGMpBEvqE2VxobAztlwPPWvbCbP6/m1PFH4QUwTHidcu5541bh7wST3K7CxP8sOB+GQXFhO6frD2RYaT8YxsORMBEOAZP1ZTAX5kAxY4C7iRiIgRiIgRiIgRiIgRhoPANJ5Btvm6XFMbCjBo7hDefCZnBavUn8NhgMV8B58CKYyDvlvLtwivq3wIp7K/w7eJ75QIazCSbDhXARmMRvAKf6Twer8FtgN0jEQAzEQAzEQAzEQAzEQEMbSCLf0JsvjY+BHhlwavklYMX8AdgIhue1XwlWsL8Pni/eVQzlSafSW4k3iZ8Bvwar3UV8nDs+1x/hslrgZDgOnFXgMa0NXM8l4JXzHWQwiTfe++Am/8ZADMRADMRADMRADMRA4xpIIt+42y4tj4GeGHBavRd4M8m1Ov0gWI33nHET4AngueKe474cOgunrXvOuefFD4f7wavbLwCjSOD7Ool3fTwn3wp8CxwP54HruBfMB6f6O8hgRT4RAzEQAzEQAzEQAzEQA01nIIl8023SrFAM/M7AAdyzGm/lfS0srN1ys/0K9l/l1vPFZ8Er0FV8iSevBqfj3wX/Dm1QRF8n8MVyXKdT4WI4FvaDZ+DHYBK/Gjwn/nVIxEAMxEAMxEAMxEAMxEBTGkgi35SbNSvVgAascvtzblaVrW53FE4PfwtMUovp8R29rnjMC715DvweMAeK89h93Gr8WLgDPIfcqnxHMYIHTwOr3iPBarfvcdq6YVv7Oon35/EcjBgHXsRuMhwKnvP/DDgQMRuehUQMxEAMxEAMxEAMxEAMNL2BJPJNv4mzgg1gwKryKeD0dxNWo31y7JTy4urrJqye+70JuooxPHkpeLX228Gq/MHwezAR/IwFsAY6i3N54pvgueWeQ/99WApFtG9n8Xhv3Tqw4bT5S8DBhPHgerg+tsf2b4VEDMRADMRADMRADMRADFTGQBL5ymzqrGgJDHhe9ygwwbYqPrp230TesOK+EdbDO7AbmECbxFuxNwn3/WeD8Sq8CE4nNxk3wV0JhgMCR4Pfcavn/jb8NnA6+megDX4BJvMdhVPYPwUXgO24F26FNiiir6rxtrkFPP99CkyAwbAMPMf/BbAS/xxshkQMxEAMxEAMxEAMxEAMVMpAEvlKbe6s7AAY8DvmxdlM1sfCYXA4TKzd+tNwJqOe3+057CapbeD0ed9r8u37fa9Tyw8FE3Tf73T4VeB7CnytgwDnQAssAs+Dt5rv+08EP+M+uAXaV9RNzveAE+BL4LT2B+Bm8HPqo/1765/b0fsOVjhg4GCHjpz6fxE4ld4k/kG4FWaAgx2JGIiBGIiBGIiBGIiBGKisAROFRAzEQO8ZqK9Se99q8udgKvi3CbpV9CXwEKyDDfAWvAkmqSboW6H4LBNcE3KnmQ+p4cDAGLCyPxJMeE+Br4Pvs6q/HG6COWBcDyeBlfh7oaNE3GX9AVwGfs7d8CNYBn0ZI/jwU+E8sArvulpx/z48BavBC/IliUdCIgZiIAZiIAZiIAZioNoGkshXe/tn7XvfQJEcO7XdavsZcDocCCtrWD1fDEX1nbs7FSbzk+BwsMo+GpyC763LdzDAJNiL6A0Dp6pb3b4NFkD7MJk+CS4ABwhM4u8A22mY2Bfrt/2BXfxnKO+3vbbd8+DFgQ+X0wZW4WeCgx710dvtqP/s3I+BGIiBGIiBGIiBGIiB0htIIl/6TZQGNqABE9SrwHPRTYx/C9+Dx8BKuVXvbWCivSvxJm/23Penax8yiNsWmApfAwcQ/I6b2L8G74JJue/x7/ZxEQ98A2zbvWCb26CI3kzi/V16K+9eVd/2joU20FUrPAO2Q9pHb7aj/Wfn7xiIgRiIgRiIgRiIgRgovYEk8qXfRGlgiQ20rwzvT1udHn4KWF1+A34C90MxjZ67vRbv8UmypfaJ73BrUr+p9rfT7Z0JYIXdWAJzwan89WFV3IT6YvCYMANuhzbozdiDDxsHzlTwPP/DwCn0bfAwPA8OMpjEb4ZEDMRADMRADMRADMRADMRABwaSyHcgJQ/FQA8NFJVhK+wmzCaoX4bjYTl4MTkTeRPs/goTe8+nF9vjzIBrwKq8Sf6rsA+8BQ5EeAw4Ef4LmGjPghvBZLo3Qjd6MmH3FABnCVwKR4DLt/LvoIGDHUnekZCIgRiIgRiIgRiIgRiIge4MJJHvzlCej4GuDTid/TK4HLzS+1L4IcyDZ6E/k3gW96FwGv0vwVtnCpiwT4YH4E5YBg48OKXeAYC74OewGHorDuaDTN7PAmcpeI6+7ZkJC2E1vAhJ4pGQiIEYiIEYiIEYiIEYiIGeGEgi3xNLeU0MfNTA7jxkFd7qu1PXTVKtMD8KVuKdxj7QYXJsO0yWV8L+YCXchN7nloNtHwWtYHL/HBiuSzHjYPsDPfzH91nxd1ljwSn0OpoEVuVXwGyYWbvPze9iZ5f5uw/InRiIgRiIgRiIgRiIgRiogoEk8lXYylnHvjBgovpnMA286Nwd8BuwurwRyhSbaMzj8DfgdPsL4ZNwEKwBp7b/BEyyi9iZJN73eqE/E3c/30q8FXmn+TtIMAus9m8F29Q+dnaZ7T8nf8dADMRADMRADMRADMRAUxtIIt/Umzcr10cGrMSfBl513SryPXA3PA9lDRPntfAWbAOr5qNgz9rf9Un8jlbGrbQfClb7nZkwHvxpPGcBzIen4TF4EpzCn4iBGIiBGIiBGIiBGIiBGNgFA0nkd0Fe3lpZA1acL4UtYBL/HbAq3whhO++Dd8Hz951m3wIj4GUwelIZL5J9k3gT+KmgE6fQ+9m/Bavwno9vBT4RAzEQAzEQAzEQAzEQAzHQSwaSyPeSyHxMJQzsxlqOhIvBpPWHcDM0ShJPU38Xnsu/GSbAMeAF75z6bhW9J+H5785KEBN53VjVd5BgESyHVZAkHgmJGIiBGIiBGIiBGIiBGOhNA0nke9NmPqvZDZjEnw8mrm/Dw/AsNGKYxJvMO/X9HDCRd/p9Z4m8ifoQ8Bz4Q8HTCk4BXViVN3lvrfEit4kYiIEYiIEYiIEYiIEYiIE+MpBEvo/E5mOb0oDnf/8JeBX4vwPP/W7kcHr8j8Ap9d8Af2Peivpr0D485/0kuKJ261T8Z8AZCXPAaryDA56Dn4iBGIiBGIiBGIiBGIiBGOhDA0nk+1BuPrppDJjwjgenoA+GhWDCawLcyOG58E6BnwdOg3e6/OVwD6wHK/A+NhEcxNDBgfASOIixAJyV8BQkYiAGYiAGYiAGYiAGYiAG+slAEvl+Ep3FNLSBvWm9U8+dRv4AzIZ10CxhEn8rTIMvg9V113ESXAgXw0TwWgC+7m54CLZBIgZiIAZiIAZiIAZiIAZioJ8NfKKfl5fFxUCjGfA7YhJ7KQyCb4OV6GYKByXugGHwGbgKvDL/WeD570vBGQiLa7RxmyQeCYkYiIEYiIEYiIEYiIEYGAgDSeQHwnqW2UgGrMKfDV7ozkT2UXDaebOEpw2YlHuRu0fgBDgZTOK9sN0TMB3uB8+hT8RADMRADMRADMRADMRADAywgSTyA7wBsvhSG7AC/0m4BmaC546/Ac0U9b8Z7xXsvwt/DgfA34PnwJvAd3QBPB5OxEAMxEAMxEAMxEAMxEAM9LeBJPL9bTzLaxQDJvFjYBx4jvxjYFL7LjRrbGDFnHHgzAOPDW+Bj0kiBmIgBmIgBmIgBmIgBmKgJAaSyJdkQ6QZpTPg+eLHgNPOPSfe34vfCM0eJu9Osd8Nzqvd/prbRAzEQAzEQAzEQAzEQAzEQEkM2FlPxEAMfNTAfjx0JOwOXsXdK7ZXIbaykl7cznUeBQdDIgZiIAZiIAZiIAZiIAZioEQGksiXaGOkKaUysD+t8bfTPYfcqeaboQrhxe+Wg4n8QXAI+FgiBmIgBmIgBmIgBmIgBmKgJAaSyJdkQ6QZpTPgxd6mgNPpnWpelYu9OXCxCkzkJ4OzEvaARAzEQAzEQAzEQAzEQAzEQEkMJJEvyYZIM0pnwIq8PznnOeNLYBNUKV5hZb1C/2Dwon+5ngYSEjEQAzEQAzEQAzEQAzFQBgPpnJdhK6QNZTLgNPIhYCLv+eIms818pXpWr8Nw4GIOvAde9O9tWAOJGIiBGIiBGIiBGIiBGIiBATaQivwAb4AsvnQGrEBPABP5NngZqhheE2AZmMD7E3xe/C8RAzEQAzEQAzEQAzEQAzFQAgNJ5EuwEdKEUhkwkT8CTOQXwotQxTCR9zx5b1tAH4kYiIEYiIEYiIEYiIEYiIESGEgiX4KNkCaUyoAXdvNq9cNhEayDKsY7rPSz4BT7Y8HrBSRiIAZiIAZiIAZiIAZiIAZKYCCJfAk2QppQKgNeN8KfXPO78QRU9bxwK/H+7J4XvbMavxckYiAGYiAGYiAGYiAGYiAGSmAgiXwJNkKaUCoDfie82J0XuXsM1kMVYxsr/Sr4U3SvQRUv+MdqJ2IgBmIgBmIgBmIgBmKgfAaSyJdvm6RFA2/A74VXa/en56oeJvAm9YkYiIEYiIEYiIEYiIEYiIGSGEgiX5INkWaUysD7tMafofPCd1WP3RGgi0QMxEAMxEAMxEAMxEAMxEBJDCSRL8mGSDNKZ8BkPpXoj31MDwWl20hpUAzEQAzEQAzEQAzEQAxU0UAS+Spu9axzdwasQHvRuz27e2EFntfDILAyn4iBGIiBGIiBGIiBGIiBGCiBgSTyJdgIaUIpDZjEHwhV/47sg4OhYDKfiIEYiIEYiIEYiIEYiIEYKIGBqicpJdgEaULJDGylPcVvx/t78geVrH391RwT97EwDN6GXLUeCYkYiIEYiIEYiIEYiIEYKIOBJPJl2AppQ5kMbKExS8HfUT8ZTGarGP5u/JEwHNbCm5CIgRiIgRiIgRiIgRiIgRgogYEk8iXYCGlCqQxYkV8NVqAnw0ioYnjFfgcxPMXA35J/AxIxEAMxEAMxEAMxEAMxEAMlMJBEvgQbIU0olQET+BfAxNWKdFWn1u/Buo8HE/nFsAESMRADMRADMRADMRADMRADJTCQRL4EGyFNKJUBp9Q/CU4nPwZGQRXDBP5o8GJ3z8LLkIiBGIiBGIiBGIiBGIiBGCiBgSTyJdgIaUIpDaynVVbl96/hT9JVKVzv0bUVdoZCKvJV2vpZ1xiIgRiIgRiIgRiIgVIbSCJf6s2Txg2ggddY9nywMn06mNhWIRywcJ29NoC3G8FrBrwPiRiIgRiIgRiIgRiIgRiIgRIYSCJfgo2QJnRrwCRyW41uX9xLL3idz3FK+XtwKJjUViFM5F3fQ8CL3K2ERAzEQAzEQAzEQAzEQAzEQIkMJJEv0cZIUzo14H5qIu0F2PorrMibyLvsSeC54lUIB00OBy90t7wGN4kYiIEYiIEYiIEYiIEYiIGyGEgiX5YtkXZ0ZsAKsb9pbpW4P68g/yrLewacUn82jIAqhIn8ETAFPC9+HSRiIAZiIAZiIAZiIAZiIAZKZCCJfIk2RpryEQMmlSaSJtX+prmY2PdHvMlC/Nm1NVAkt8XF3/pj+QOxjEEsdDKYyO8NT8MiSMRADMRADMRADMRADMRADJTIwO4lakuaEgMdGdjEg+6n18MW+C34WF+HyftbYELrjABnAzi1/znwfP1mDH9u7go4DhxAuQFWQCIGYiAGYiAGYiAGYiAGYqBEBpLIl2hjpCmdGjCBPhbcX02i/Wk4K+ZGX1foXc5WuAi8AJy/Me+UcxP9ZouLWaHPgT83dzs8Aa57IgZiIAZiIAZiIAZiIAZioEQGksiXaGOkKZ0a+ATPOO3b89U9d9srypts9kcybSJvZf5CMJF/Bfx9eaf7N0sMZkXGw2VwCtwEN8NmSMRADMRADMRADMRADMRADJTMQBL5km2QNKdDA1aFPVfdC85ZNR4FJp9r4W3o63D5Ju9Os3fquct8FBo56mcyeNrAN2AieF78PZAp9UhIxEAMxEAMxEAMxEAMxEAZDSSRL+NWSZvaG/C33K2KW5kvrh5vtXghFFPsudtnYSL/EgyFaWBb2sDkvtHPl/dn/U6HL4CzDKzEPwXvQCIGYiAGYiAGYiAGYiAGYqCEBpLIl3CjpEmdGniZZ+aCtxthMfRHRZ7FbL/Angm9yby/KT8SVoK/N9+o4cDIueD5//683wPwY9BtIgZiIAZiIAZiIAZiIAZioKQGksiXdMOkWR0aMJEuzln3gnOvgI/1V1ildvlHwZmwtIYzBhox9qXR18MUmAkzwMGJRAzEQAzEQAzEQAzEQAzEQIkNJJEv8cZJ0zo14NR2p4H3ZxJvY96FVWDiexY4tb648F1/t4VF71I4s+BocEq91xv4Z5gPiRiIgRiIgRiIgRiIgRiIgZIbSCJf8g2U5pXOgFfK9/x8cUr6seDPtDndv4j6C8kVjw3kbfv27EZjroGv1ho1h9v7oL9OU6gtNjcxEAMxEAMxEAMxEAMxEAM7YyCJ/M5Yy3uqbsBp/f4E3snQAl7wzt+6tyrv+eVlnWrvVPoJMBX8qbnJMBvuhmVQ1nbTtEQMxEAMxEAMxEAMxEAMxEBhIIl8YSK3MdBzAybsXuRuDZjAe575KWClezk43b6McTaN+n34U9gfWuFGeAySxCMhEQMxEAMxEAMxEAMxEAONYCCJfCNspbSxjAa20KiiMu99p68fAuPAyrcVe8/lL0NYef8UXAG2z8GG+8Hfi/en5my/4TokYiAGYiAGYiAGYiAGYiAGYiAGYqDpDViJvwqsbj8Jv4VrYTT4E28DESblLvtA+HN4GJ6BG8Dfjd8bEjEQAzEQAzEQAzEQAzEQAw1oIBX5BtxoaXLpDLxPi9bBUvAieAeBF8I7AQbBWvCn6/ozxrAwL2j3l3AM2Lafwc3wApRltgBNScRADMRADMRADMRADMRADOyIgSTyO2Irr42Bzg1s4qmV4Lnze4K/NX8w7ANeDM/E2Qq596UvYggfuh9MAC9ody44mLAMbodfwSrwZ/QSMRADMRADMRADMRADMRADDWog58Q26IZLs0trwGTdC8lZEbcqfyXsBSbTd0IrtEFvh5X/Y8EL2p0Kk8Aq/H/AE7AavKJ+IgZiIAZiIAZiIAZiIAZioMENmHQkYiAGes+AV7RfX8MrwcuJYKXc6vg4cJr9K+Bvz79eu13DrdX87sKr5Hve+wjwM4eD5+J7gT1nAjgLwHgQHoWZ4LT/Ihy881SARAzEQAzEQAzEQAzEQAzEQIMaSEW+QTdcmt1QBry43FlgldyfqTseVoBXjLdS/iz4E3Ceu25yb7T/bjogsDeMBz/nCLDq730/26n9xWfM4/4t4IBCIgZiIAZiIAZiIAZiIAZioMkMtE8Wmmz1sjoxUAoDVsutlFs9HwleDM/z2cXnvHV2jNessKJvBd1p8F4N3+q5t0PBCry3Ju2v1m63cOt7/NuqvpV+3+9U/kQMxEAMxEAMxEAMxEAMxEATGkgi34QbNavUEAZM6J1qPwWOg2PBarvn0y8Gq+km91biTfBHgYm8if0zMBuWglX8efAmtA+/35lG395K/o6BGIiBGIiBGIiBGIiBBjfw/wETF33Wmx7bdAAAAABJRU5ErkJggg==" } }, "cell_type": "markdown", "id": "b5050755-e23a-41db-97df-e6c74e26a445", "metadata": {}, "source": [ "![image.png](attachment:862341ce-b3ec-4283-8558-bb88a67266fc.png)" ] }, { "cell_type": "code", "execution_count": 24, "id": "694d6b6d-5af1-4fd6-ab7f-47fc11127515", "metadata": {}, "outputs": [], "source": [ "# Try with FF\n", "class Feedforward(torch.nn.Module):\n", " def __init__(self, input_size, hidden_size, output_size=1):\n", " super(Feedforward, self).__init__()\n", " self.input_size = input_size\n", " self.hidden_size = hidden_size\n", " self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n", " self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " # self.fc3 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " # self.fc4 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.relu = torch.nn.ReLU()\n", " self.fc3 = torch.nn.Linear(self.hidden_size, output_size)\n", " self.sigmoid = torch.nn.Sigmoid()\n", " self.tanh = torch.nn.Tanh()\n", " def forward(self, x):\n", " hidden = self.relu(self.fc1(x))\n", " hidden = self.relu(self.fc2(hidden))\n", " # hidden = self.relu(self.fc3(hidden))\n", " # hidden = self.relu(self.fc4(hidden))\n", " output = self.tanh(self.fc3(hidden))\n", "\n", " return output" ] }, { "cell_type": "code", "execution_count": 37, "id": "4a6ad324-8a87-45d5-8872-3077aef2038b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 128, lr: 0.75\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0454, val_loss: 0.4352, r_value: 0.0631\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.0945\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1037\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1094\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1149\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1206\n", "Epoch 1200, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1267\n", "Epoch 1400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1396\n", "Epoch 1600, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.1543\n", "Epoch 1800, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.1659\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.75_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0487, val_loss: 0.4800, r_value: 0.0552\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1086\n", "Epoch 400, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1185\n", "Epoch 600, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1298\n", "Epoch 800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1370\n", "Epoch 1000, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1464\n", "Epoch 1200, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1546\n", "Epoch 1400, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1608\n", "Epoch 1600, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1650\n", "Epoch 1800, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1683\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.5_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0570, val_loss: 0.0402, r_value: 0.0208\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1067\n", "Epoch 400, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1161\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1234\n", "Epoch 800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1294\n", "Epoch 1000, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1349\n", "Epoch 1200, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1402\n", "Epoch 1400, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1449\n", "Epoch 1600, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1493\n", "Epoch 1800, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1534\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.1_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0806\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0877\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0932\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.0978\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1000\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1015\n", "Epoch 1200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1029\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1041\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1053\n", "Epoch 1800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1064\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.01_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0401, val_loss: 0.0379, r_value: -0.0494\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1058\n", "Epoch 400, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1110\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1164\n", "Epoch 800, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1197\n", "Epoch 1000, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1228\n", "Epoch 1200, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1253\n", "Epoch 1400, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1276\n", "Epoch 1600, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1298\n", "Epoch 1800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1319\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.05_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.001\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0405, val_loss: 0.0404, r_value: 0.0694\n", "Epoch 200, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0754\n", "Epoch 400, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.0784\n", "Epoch 600, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.0808\n", "Epoch 800, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0828\n", "Epoch 1000, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0845\n", "Epoch 1200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0860\n", "Epoch 1400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0873\n", "Epoch 1600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0884\n", "Epoch 1800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0893\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.001_hid_dim128\n", "\n", "hid_dim: 256, lr: 0.75\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0393, val_loss: 0.4495, r_value: -0.0478\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.1175\n", "Epoch 400, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.1349\n", "Epoch 600, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.1429\n", "Epoch 800, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.1477\n", "Epoch 1000, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.1511\n", "Epoch 1200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.1536\n", "Epoch 1400, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.1558\n", "Epoch 1600, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.1577\n", "Epoch 1800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1592\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.75_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0378, val_loss: 0.0639, r_value: 0.0716\n", "Epoch 200, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1494\n", "Epoch 400, train_loss: 0.0366, val_loss: 0.0365, r_value: 0.1743\n", "Epoch 600, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1793\n", "Epoch 800, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1833\n", "Epoch 1000, train_loss: 0.0368, val_loss: 0.0367, r_value: 0.1862\n", "Epoch 1200, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1886\n", "Epoch 1400, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1907\n", "Epoch 1600, train_loss: 0.0367, val_loss: 0.0366, r_value: 0.1926\n", "Epoch 1800, train_loss: 0.0367, val_loss: 0.0366, r_value: 0.1942\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.5_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0399, val_loss: 0.0468, r_value: 0.0123\n", "Epoch 200, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1260\n", "Epoch 400, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1341\n", "Epoch 600, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1406\n", "Epoch 800, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1465\n", "Epoch 1000, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1516\n", "Epoch 1200, train_loss: 0.0368, val_loss: 0.0367, r_value: 0.1561\n", "Epoch 1400, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1602\n", "Epoch 1600, train_loss: 0.0367, val_loss: 0.0366, r_value: 0.1640\n", "Epoch 1800, train_loss: 0.0366, val_loss: 0.0366, r_value: 0.1673\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.1_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0468, val_loss: 0.0427, r_value: 0.0789\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1083\n", "Epoch 400, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1199\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1256\n", "Epoch 800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1288\n", "Epoch 1000, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1312\n", "Epoch 1200, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1332\n", "Epoch 1400, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1352\n", "Epoch 1600, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1372\n", "Epoch 1800, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1390\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.01_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0537, val_loss: 0.0397, r_value: -0.0593\n", "Epoch 200, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1251\n", "Epoch 400, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1323\n", "Epoch 600, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1380\n", "Epoch 800, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1434\n", "Epoch 1000, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1475\n", "Epoch 1200, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1514\n", "Epoch 1400, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1549\n", "Epoch 1600, train_loss: 0.0368, val_loss: 0.0367, r_value: 0.1579\n", "Epoch 1800, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1608\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.05_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.001\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0478, val_loss: 0.0473, r_value: 0.0918\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0910\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0931\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0953\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.0974\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.0993\n", "Epoch 1200, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1010\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1027\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1042\n", "Epoch 1800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1056\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.001_hid_dim256\n", "\n", "hid_dim: 512, lr: 0.75\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0963, val_loss: 1.0358, r_value: 0.0391\n", "Epoch 200, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0392\n", "Epoch 400, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0392\n", "Epoch 600, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0394\n", "Epoch 800, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0394\n", "Epoch 1000, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0396\n", "Epoch 1200, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0397\n", "Epoch 1400, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0399\n", "Epoch 1600, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0401\n", "Epoch 1800, train_loss: 1.0363, val_loss: 1.0358, r_value: 0.0403\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.75_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0477, val_loss: 1.0095, r_value: 0.0546\n", "Epoch 200, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1452\n", "Epoch 400, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1620\n", "Epoch 600, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1669\n", "Epoch 800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1699\n", "Epoch 1000, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1725\n", "Epoch 1200, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1749\n", "Epoch 1400, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1769\n", "Epoch 1600, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1787\n", "Epoch 1800, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1804\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.5_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0394, val_loss: 0.0739, r_value: 0.0666\n", "Epoch 200, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1298\n", "Epoch 400, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1405\n", "Epoch 600, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1489\n", "Epoch 800, train_loss: 0.0368, val_loss: 0.0367, r_value: 0.1565\n", "Epoch 1000, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1628\n", "Epoch 1200, train_loss: 0.0366, val_loss: 0.0366, r_value: 0.1681\n", "Epoch 1400, train_loss: 0.0366, val_loss: 0.0365, r_value: 0.1725\n", "Epoch 1600, train_loss: 0.0365, val_loss: 0.0365, r_value: 0.1761\n", "Epoch 1800, train_loss: 0.0365, val_loss: 0.0364, r_value: 0.1791\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.1_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0389, val_loss: 0.0385, r_value: -0.0888\n", "Epoch 200, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1009\n", "Epoch 400, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1133\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1194\n", "Epoch 800, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1233\n", "Epoch 1000, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1274\n", "Epoch 1200, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1304\n", "Epoch 1400, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1327\n", "Epoch 1600, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1347\n", "Epoch 1800, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1366\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.01_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0421, val_loss: 0.0434, r_value: 0.0455\n", "Epoch 200, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1327\n", "Epoch 400, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1436\n", "Epoch 600, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1507\n", "Epoch 800, train_loss: 0.0368, val_loss: 0.0367, r_value: 0.1562\n", "Epoch 1000, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1609\n", "Epoch 1200, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1649\n", "Epoch 1400, train_loss: 0.0367, val_loss: 0.0366, r_value: 0.1680\n", "Epoch 1600, train_loss: 0.0366, val_loss: 0.0366, r_value: 0.1704\n", "Epoch 1800, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1720\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.05_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.001\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0465, val_loss: 0.0455, r_value: -0.0101\n", "Epoch 200, train_loss: 0.0377, val_loss: 0.0376, r_value: 0.0107\n", "Epoch 400, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0807\n", "Epoch 600, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0939\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0984\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1008\n", "Epoch 1200, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1027\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1043\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1059\n", "Epoch 1800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1075\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_2000_lr0.001_hid_dim512\n" ] } ], "source": [ "# model.train()\n", "epochs = 2000\n", "hid_dim_range = [128,256,512]\n", "lr_range = [0.75,0.5,0.1,0.01,0.05,0.001]\n", "\n", "#Let's create a place to save these models, so we can \n", "path_to_save_models = './models'\n", "if not os.path.exists(path_to_save_models):\n", " os.makedirs(path_to_save_models)\n", "\n", "for hid_dim in hid_dim_range:\n", " for lr in lr_range:\n", " print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n", " if 'model' in globals():\n", " print('Deleting previous model')\n", " del model, criterion, optimizer\n", " model = Feedforward(2, hid_dim).to(device)\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n", "\n", " all_loss_train=[]\n", " all_loss_val=[]\n", " all_r_train=[]\n", " all_r_val=[]\n", " for epoch in range(epochs):\n", " model.train()\n", " optimizer.zero_grad()\n", " # Forward pass\n", " y_pred = model(X_train.to(device))\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_train.to(device))\n", "\n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", "\n", " all_loss_train.append(loss.item())\n", " y_pred = y_pred.cpu().detach().numpy().squeeze()\n", " _, _, r_value_train, _, _ = scipy.stats.linregress(y_pred, y_train)\n", " all_r_train.append(r_value_train)\n", "\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred = model(X_test.to(device))\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_test.to(device))\n", " all_loss_val.append(loss.item())\n", " \n", " y_pred = y_pred.cpu().detach().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n", " all_r_val.append(r_value)\n", " \n", " if epoch%200==0:\n", " print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n", " \n", " fig,ax=plt.subplots(1,3,figsize=(15,5))\n", " ax[0].plot(np.log10(all_loss_train))\n", " ax[0].plot(np.log10(all_loss_val))\n", " ax[0].set_title('Loss')\n", " \n", " ax[1].plot(all_r_train)\n", " ax[1].plot(all_r_val)\n", " ax[1].set_title('Pearson Corr')\n", "\n", " ax[2].scatter(y_pred, y_test.cpu())\n", " ax[2].set_xlabel('Prediction')\n", " ax[2].set_ylabel('True')\n", " ax[2].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n", " plt.show()\n", " \n", " name_to_save = os.path.join(path_to_save_models,'model_SGD_' + str(epochs) + '_lr' + str(lr) + '_hid_dim' + str(hid_dim))\n", " print('Saving model to ', name_to_save)\n", " model_state = {\n", " 'epoch': epoch + 1,\n", " 'state_dict': model.state_dict(),\n", " 'optimizer' : optimizer.state_dict(),\n", " }\n", " torch.save(model_state, name_to_save +'.pt')" ] }, { "cell_type": "code", "execution_count": 38, "id": "e87883a3-01fa-449b-a60d-d06e0ba62a5e", "metadata": {}, "outputs": [], "source": [ "# Try deeper FF\n", "class Feedforward(torch.nn.Module):\n", " def __init__(self, input_size, hidden_size):\n", " super(Feedforward, self).__init__()\n", " self.input_size = input_size\n", " self.hidden_size = hidden_size\n", " self.fc1 = torch.nn.Linear(self.input_size, self.hidden_size)\n", " self.fc2 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.fc3 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.fc4 = torch.nn.Linear(self.hidden_size, self.hidden_size)\n", " self.relu = torch.nn.ReLU()\n", " self.fc5 = torch.nn.Linear(self.hidden_size, 1)\n", " self.sigmoid = torch.nn.Sigmoid()\n", " self.tanh = torch.nn.Tanh()\n", " def forward(self, x):\n", " hidden = self.relu(self.fc1(x))\n", " hidden = self.relu(self.fc2(hidden))\n", " hidden = self.relu(self.fc3(hidden))\n", " hidden = self.relu(self.fc4(hidden))\n", " output = self.tanh(self.fc5(hidden))\n", "\n", " return output" ] }, { "cell_type": "code", "execution_count": 44, "id": "c62f928f-5098-4850-8305-ef7f8c4a7df1", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "hid_dim: 128, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0503, val_loss: 0.0428, r_value: -0.0330\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1042\n", "Epoch 400, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1125\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1212\n", "Epoch 800, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1307\n", "Epoch 1000, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1403\n", "Epoch 1200, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1507\n", "Epoch 1400, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1604\n", "Epoch 1600, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1686\n", "Epoch 1800, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1752\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.5_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0437, val_loss: 0.0401, r_value: -0.0549\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0946\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.0976\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1006\n", "Epoch 800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1029\n", "Epoch 1000, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1048\n", "Epoch 1200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1068\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1089\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1111\n", "Epoch 1800, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1131\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.1_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0484, val_loss: 0.0477, r_value: -0.0230\n", "Epoch 200, train_loss: 0.0375, val_loss: 0.0375, r_value: 0.0971\n", "Epoch 400, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0967\n", "Epoch 600, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0958\n", "Epoch 800, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.0956\n", "Epoch 1000, train_loss: 0.0374, val_loss: 0.0374, r_value: 0.0958\n", "Epoch 1200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0962\n", "Epoch 1400, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0966\n", "Epoch 1600, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0971\n", "Epoch 1800, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0977\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.01_hid_dim128\n", "\n", "hid_dim: 128, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0399, val_loss: 0.0391, r_value: 0.1013\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.1016\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1008\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1022\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1036\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1047\n", "Epoch 1200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1058\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1067\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1076\n", "Epoch 1800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1089\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.05_hid_dim128\n", "\n", "hid_dim: 256, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0380, val_loss: 0.0379, r_value: -0.0041\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1165\n", "Epoch 400, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1286\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1419\n", "Epoch 800, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1547\n", "Epoch 1000, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1651\n", "Epoch 1200, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1733\n", "Epoch 1400, train_loss: 0.0368, val_loss: 0.0367, r_value: 0.1790\n", "Epoch 1600, train_loss: 0.0367, val_loss: 0.0366, r_value: 0.1836\n", "Epoch 1800, train_loss: 0.0366, val_loss: 0.0366, r_value: 0.1875\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.5_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0406, val_loss: 0.0385, r_value: 0.0544\n", "Epoch 200, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1062\n", "Epoch 400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1109\n", "Epoch 600, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1143\n", "Epoch 800, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1170\n", "Epoch 1000, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1204\n", "Epoch 1200, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1233\n", "Epoch 1400, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1267\n", "Epoch 1600, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1299\n", "Epoch 1800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1329\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.1_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0381, val_loss: 0.0380, r_value: -0.0578\n", "Epoch 200, train_loss: 0.0376, val_loss: 0.0375, r_value: 0.0614\n", "Epoch 400, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0917\n", "Epoch 600, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.0954\n", "Epoch 800, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0965\n", "Epoch 1000, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0973\n", "Epoch 1200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0981\n", "Epoch 1400, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0988\n", "Epoch 1600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0994\n", "Epoch 1800, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.0999\n" ] }, { "data": { "image/png": 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gLLusf//+OHbsGPbs2YPFixdj48aNeOaZZ6r13eKJJ56Aj49Ppdd74YUXcOjQIfN3IsA4OVGnTp0sjtHVq1fx3HPPITAwEDKZDAqFwny+bD1Hq2Lbtm3o3bs3goODLa6ZgQMHAoDFJAOrV6+GTqczP8srYu/81PTMqZW5Dhyp09GjR7F8+XKsWrUKbm5uNVPJ+wSDbUR12J07dyCEQFBQkNUy0ywupib177//PmbMmIHvv/8evXv3hq+vL4YNG4ZLly4BMN70du/ejf79+2PZsmVo37496tevjylTpiAnJ6f2doqI6CGyZs0aHDt2DL/99htSUlJw+vRpdOvWDQBw8+ZNCCEQEBAAhUJh8Tp8+LB5PDaDwYB+/frhu+++w/Tp07F7924cPXoUhw8fBgCrf64AsHpuOPIMMD1P7D1zynbh8vPzs8qnUqls1qc0UzejxMTEcvOZZGRkOPQcNLGVFwA0Go3FeEREVDdt2LABY8aMwaefforo6Gj4+vri+eefR1pamt11MjIyIJfLrWZalEgkCAwMtLpPBAYGWpVhSjPlvXnzJk6fPm11f/b09IQQwmrMzNrwj3/8AwqFApMnT0ZWVhaysrKQm5sLwNjtNSsrC0IIi3UaNWqEjh07YtCgQfjoo48wfvx4zJo1yzzLqOlebqubbmZmJiQSCerVq2eR7uPjg44dO6J3796YPXs2PvnkE2zZsgWbN2+u8r7Zu3dX5K9//StUKhViY2MBAAkJCTh27JjFGGe5ubno3r07jhw5gkWLFmHfvn04duwYvvvuOwC2n6NVcfPmTWzdutXqmmnZsiUAVOmaqej8+Pr6Vq/SZbZlbzsAzNuqTJ1efPFFDB8+HB07djRfs4WFhQCMYyI+yN9DOWYbUR3m4+MDqVSK1NRUq2UpKSkAYB4/x93dHQsWLMCCBQtw8+ZNcyu3IUOG4MKFCwCMA52uXr0aAPD777/j66+/xvz581FcXIyPP/64lvaKiOjh0aJFC3Ts2NHmMn9/f0gkEhw4cMBiLCETU9rZs2dx6tQpxMbGYsyYMeblpvHfbLH13+aKngGmP55TU1PRsGFDi3VTUlIsxmurjv79+2P27Nn4/vvvMWDAgArz+/n5OfQcNKmt//4TkXP4+/tj+fLlWL58OZKTk7FlyxbMnDkT6enp2LFjh811/Pz8oNPpcOvWLYuAmxACaWlp6NSpk0V+W4E7U5rpXujv7w83Nzd89tlndutZ286ePYukpCSbwULT8+HOnTtWwbHSoqKi8PHHH+Pq1auoX78+wsPD4ebmhjNnzljlPXPmDB599FGL8drslQkYny1VVdV7tI+PD4YOHYo1a9Zg0aJF+Pzzz6FWq/Hss8+a8+zZswcpKSnYt2+fRetDR8etVqlUKCoqskovG2zy9/dH69atsXjxYpvlmP5JVBmtWrUCYDwXERER5nSdTocLFy5Y7Gd1tWrVyu51AMDcUtD088yZMxg0aJBV3tItCs+dO4dz587hm2++sSo3PDwcbdq0eWAn62PLNqI6zN3dHZ07d8Z3331n8R8Xg8GAtWvXomHDhmjatKnVegEBARg7diyeffZZXLx4Efn5+VZ5mjZtijfffBOtWrUyN5cnIqLaM3jwYAghcOPGDXTs2NHqZfoD2/QFpGxAbtWqVVXetq1ngGlm0LVr11rkPXbsGM6fP19js3e2b98eAwcOxOrVq+0OSn38+HEkJycDAPr06WP+olTamjVroNFozDO8EtGDp1GjRpg8eTL69u1b7t+rpvtT2fvXxo0bkZeXZ3X/OnfuHE6dOmWR9tVXX8HT0xPt27cHYLxHX7lyBX5+fjbv0eUNau8sy5cvx969ey1e7733HgDjJA179+61GHrGlr1790IqlaJJkyYAjLNNDhkyBN99951FK6Pk5GTs3bsXw4cPr7BepmEIHn300aruWrW88MILSElJwfbt27F27Vo8/fTTFgHH6j5HGzdujNOnT1uk7dmzx9yq0GTw4ME4e/YswsPDbV4zVQm2de7cGUFBQeaWeybffvstcnNzHTo/jnr66adx4cIFHDlyxJym0+mwdu1adO7c2Vz/Rx55BFFRUVi7di30er057+HDh3Hx4kWLOpW9Xvfu3WsODH///ff49NNPa6z+dQ1bthHVEXv27EFSUpJV+pIlS9C3b1/07t0bb7zxBpRKJVauXImzZ89i/fr15odH586dMXjwYLRu3Ro+Pj44f/48vvzyS0RHR0Oj0eD06dOYPHkyRowYgcceewxKpRJ79uzB6dOnMXPmzFreWyIi6tatG8aPH48XXngBx48fR48ePeDu7o7U1FQcPHgQrVq1wiuvvILmzZsjPDwcM2fOhBACvr6+2Lp1K3bu3Onwthx5BjRr1gzjx4/HBx98AKlUioEDB5pnIw0JCcFrr71WY/u+Zs0aDBgwAAMHDsSLL76IgQMHwsfHB6mpqdi6dSvWr1+PEydOoFGjRpg3b555HJy5c+fC19cX69atww8//IBly5bB29u7xupFRK6VnZ2N3r1747nnnkPz5s3h6emJY8eOYceOHeUGFfr27Yv+/ftjxowZ0Gq16Natm3k20nbt2iEmJsYif3BwMP70pz9h/vz5CAoKwtq1a7Fz504sXboUGo0GADB16lRs3LgRPXr0wGuvvYbWrVvDYDAgOTkZP//8M15//XV07twZALBw4UIsXLgQu3fvrnDctmvXruHYsWMAjDOBAsbACWAM6phaQ1+7dg3h4eEYM2aMuVVy27Zt7ZbbsmVLi5lQx48fDy8vL0RFRSEgIAC3b9/GN998gw0bNuDvf/+7RQvABQsWoFOnThg8eDBmzpyJwsJCzJ07F/7+/nj99dfN+VatWoUDBw6gX79+CAkJQV5eHg4cOIAPPvgAXbt2xdChQ815k5KSEBYWhjFjxlgFimpav3790LBhQ7z66qtIS0uz6EIKAF27doWPjw8mTpyIefPmQaFQYN26dVYBV3tiYmIwZ84czJ07Fz179kRCQgI+/PBDq+fPwoULsXPnTnTt2hVTpkxBs2bNUFhYiKSkJGzfvh0ff/yxueX4Sy+9hC+++AJXrlwpd9w2mUyGZcuWISYmBhMmTMCzzz6LS5cuYfr06ejbt69FC/H9+/ejT58+mDt3LubOnWtOP378uPl7plarhRDCfM116tTJvP0XX3wR//nPfzBixAi8/fbbaNCgAVauXImLFy9i165dFvVaunQp+vbtixEjRuDVV19Feno6Zs6cicjISIvjb2t2XtN4h926dXNJC9Fa47q5GYhIiHsz1tl7JSYmigMHDognnnhCuLu7Czc3N9GlSxexdetWi3JmzpwpOnbsKHx8fIRKpRJNmjQRr732mrh9+7YQQoibN2+KsWPHiubNmwt3d3fh4eEhWrduLd577z2h0+lcsetERA+simaaLu2zzz4TnTt3Nt/jw8PDxfPPPy+OHz9uzpOQkCD69u0rPD09hY+PjxgxYoRITk62miHN3gxfjj4D9Hq9WLp0qWjatKlQKBTC399fjB49Wly/ft2ivJ49e4qWLVta7UvZGQLLU1BQIN5//30RHR0tvLy8hFwuF8HBwWL48OHihx9+sMh75swZMWTIEOHt7S2USqVo06aN+Pzzzy3ylDcj35gxY4S7u7tD9SIi1yksLBQTJ04UrVu3Fl5eXsLNzU00a9ZMzJs3zzxLqBC27zUFBQVixowZIjQ0VCgUChEUFCReeeUVcefOHYt8oaGh4qmnnhLffvutaNmypVAqlaJx48bi3XfftapPbm6uePPNN0WzZs2EUqkU3t7eolWrVuK1114TaWlp5nyme+/evXsr3Mfy/vYvPbNlYmKiVZot9u59n332mejevbvw9/cXcrlc1KtXT/Ts2VN8+eWXNss5fvy46NOnj9BoNMLLy0sMGzZMXL582SLPr7/+KgYPHiyCg4OFUqkUGo1GtGnTRrz11lsW50cI430bgJg5c2aFxwSAmDRpUoX5yjN79mwBQISEhAi9Xm+1/NChQyI6OlpoNBpRv3598fLLL4uTJ08KABbPE1uzkRYVFYnp06eLkJAQ4ebmJnr27Cni4+OtZiMVQohbt26JKVOmiLCwMKFQKISvr6/o0KGD+Mc//iFyc3PN+UyzZCcmJjq0f1999ZVo3bq1UCqVIjAwUEyZMkXk5ORY5DFdC2VnTjVty9ar7LM0LS1NPP/888LX11eo1WrRpUsXsXPnTpt1+vnnn0WXLl2EWq0Wvr6+4vnnnxc3b96scF8eltlIJUKUGUGRiIiIiIiI6AHUuHFjREZGYtu2ba6uygNt5cqVmD59Oq5cuYKAgABXV4eo1nHMNiIiIiIiIiKqMXv37sWUKVMYaKOHFsdsIyIiIiIiIqIaY2v2ycrQ6/UorxOeRCKBTCar1jaInIndSImIiIiIiIiozujVqxf2799vd3loaKjNyeWI6goG24iIiIiIiIiozrh48SJycnLsLlepVGjVqlUt1oiochhsIyIiIiIiIiIiqiGcIIGIiIiIiIiIiKiGcIIEOwwGA1JSUuDp6QmJROLq6hAR3feEEMjJyUFwcDCkUv6vB+CzhoioJvE5Y43PGSKimuXos4bBNjtSUlIQEhLi6moQET1wrl+/joYNG7q6GnUCnzVERDWPz5l7+JwhInKOip41DLbZ4enpCcB4AL28vFxcGyKi+59Wq0VISIj5/kp81hAR1SQ+Z6zxOUNEVLMcfdYw2GaHqZm1l5cXH0xERDWI3Vju4bOGiKjm8TlzD58zRETOUdGzhoMZEBERERERERER1RAG24iIiIiIiIiIiGoIg21EREREREREREQ1hME2IiIiIiIiIiKiGsJgGxERERERERERUQ1hsI2IiIiIiIiIiKiGMNhGRERERERERERUQxhsIyIiIiIiIiIiqiEMthEREREREREREdUQuasrQERERERERA++Yp0BX8Yl4VpmPkJ9NYiJbgyl3Hb7D71B4GhiJtJzCuHvoQIEcFNbiN+u34FeCEAAeUV6FJTo0DHUF80aeOJYciYACaLD/dCliR+KdQb8c3sCkjLy0dhPgxkDWuDMjWyk5xSigacaHUJ9cOLaHfPnqDBf6A3Coo7PdQ5F/PUsYz3cVSgu0ePTXxORklUAd6UMYf4ayKQyBPuo0S28PrqE+wGAue6eKgW+OpKE63cK4aGSYXiHR3A+JQc3tYVwV8nxTLuG6PqYv3mdNG0hMnOLUE+jRFZ+MXzdlQj0dkNUmC9kUonVsTHVGwAOX81A3JUMAALRTfzRJdwPMqnEZn5TWbaOt708VTmPrlTVehbrDPjiUBIOX72NK7fyIBECwT5uGP94OB5vVt/ucXG2gmK9xfU8e1AE3JSySp07exwto6J8NVEXe2V1CPXBsaRMHLpyGzfuFCC4nuXvnL3r31UkQgjhsq3XYVqtFt7e3sjOzoaXl5erq0NEdN/jfdUajwkRUc1x5T31l19+wb/+9S+cOHECqamp2LRpE4YNG1buOvv378e0adNw7tw5BAcHY/r06Zg4caJFno0bN2LOnDm4cuUKwsPDsXjxYjz99NMO16suPWeWbE/Afw8kwlDq26dUAozrHoZZgyIs8u44m4oFWxOQml1Y5e3JpRLoDOV/1ZVKYFEfjVKGghI9qvMNWaOUQSmXIiu/xOF1lHIpNEpZuesEeasxb4jxOJU9NvU0CpToDMgr1lusU0+jwMiODbHlVKpFflNZAyKDANg+3mXzmFTmPLpSVeu5ZHsCPjmQaPcaUMqleH9UW6vj4mzj1hzDzoR0q/TWDb1wK6fYoXNnj6Pnv6J8lbmOqlIniQQ2z4tGKQMA5Nu4/t8e3qrGz5Wj99W6F34mIiIiIiK6j+Tl5aFNmzb48MMPHcqfmJiIQYMGoXv37vjtt98we/ZsTJkyBRs3bjTniYuLw8iRIxETE4NTp04hJiYGf/nLX3DkyBFn7YbTLNmegFW/WAY+AGOga9UviViyPcGctuNsKl5Ze7JagTYAFQbaTNsvLb+4eoE2UxmVCbQBxpZUFa2Tml2IiWtPYqKNY5OVX2IVaDOlr/ol0Sp/WnYhXll7EjvOpto93qXzmFTmPLpSVetpWq+8a6BYZ8DEMsfF2ewF2gDg9PasenUAACAASURBVB9ah86dPY6e/4ryLdme4PB1VNU62Tsv+cV6q0AbYLz+a/tclcaWbXbUpf8CERE9CHhftcZjQkRUc+rKPVUikVTYsm3GjBnYsmULzp8/b06bOHEiTp06hbi4OADAyJEjodVq8eOPP5rzDBgwAD4+Pli/fr1DdakLx6RYZ0DzOT9aBT5Kk0qAC28NhEwqweNL91Q70EYVkwAI9FZDCIE0bVG5eQ7OeAJ6g3D4PLqyS2llrrfS9XRkvdIaeCgQN7uv07spFhTr0WLujkqvV/rc2auj3iDK/X0zlbH/773R8197y80nkVgHrytTF0frVBWBXir8OrNPjZ0rR++rHLPNCY4lZWLO92cR3sAD/3muvaurQ0RERERU4wwGgUKdHoUlBhSU6FFQrEdhid7qfeHdzwUlBhSWWOYxLS9dhrtKhm8mdnX17jlVXFwc+vXrZ5HWv39/rF69GiUlJVAoFIiLi8Nrr71mlWf58uV2yy0qKkJR0b3AiVarrdmKV8GXcUkVBjAMwpgvItibgbZaIoAKj7Upz9HETCSkZDt8Hl/q3qSmqllplbneStfTkfVKS88twdHETETfHS/MWf5ZxdaCpc+dvToeTcws9xowlfFlXFKF+cprwuVIXRytU1WkaYtq5VyVxWCbExQU63EhLQdSiesG4yMiIiKih5MpCFY6mFVQbLCRZgp8GcoExfQ2gmIGFJk+300r0hmcUn9P9YP/FSUtLQ0BAQEWaQEBAdDpdLh9+zaCgoLs5klLS7Nb7pIlS7BgwQKn1LmqrmXmO5zP31Pl5NpQVaTnFFbqPLpSVetZlXqn5zg/MJyUUb3jWV4dHa1/TZ1TR7bnrGNaG+eqrAf/SeYC8lKzxBARERERAYAQAkU6gzmIlV9s2QIsv9gy4FVQokehOfhlsEozpZddp9hJQbDyKOVSuClkxpdSBrVCBrXiXppaefenjTRjuvHlppSZB7t+0EnK/GPeNLpP6XRbecqmlTZr1ixMmzbN/Fmr1SIkJKQmqltlob4ah/M18FQ7uTZUFQ081ZU6j65U1XpWpd61cb029tPgwKWqr19eHR2tf02dU0e256xj6op7C4NtTmDqC6wz1P4fOkRERERUdSV6A/KKdMgr1iOvSIfcIh3yinRWgTCrwFixZauvst0k8+++r+3RklVyKdyUZQJaintpKoXMKkhmERSzSDPlk5Z6L4NKLnP6uEUPmsDAQKsWaunp6ZDL5fDz8ys3T9nWbqWpVCqoVHWrdVhMdGMs3n6+wjG0YqIbQyaVIMhbjbTsQrDZgnOVHrPtprbI5vE25YkK80WHUB+Hz6MrVeZ6q+x6pTXwUCAqzLfqFXXQ7EER+PJwcqXXK33u7IkK8y33981URkx0Y3x6MLHcfI6M2ebI8aqoTlUR6KWqlXNVFoNtTiCXmYJtfEQQEREROZvBIJBTpIO2oATawhJoC3TQFpYgp1B3N3B292eRHrlFOuQX65BbpL+bprubZlxWW63CFDKJOVhlCmRplHeDW/J76dZBMal1AExp+V59N8CmlssgZRCsToqOjsbWrVst0n7++Wd07NgRCoXCnGfnzp0W47b9/PPP6Nr1/hrPTimXYlz3MKz6JdFunnHdw8yD1c8bEoFX1p6EBGDAzY7qHhvTXWHekAgAsHm8S+eRSSWQSSWVOo+uUtnrrTLrlbZwWKta+SeDm1KGvhEN7M5GakvZc2ePTCqx+/tWugylXFphvnHdw/DJ3WNX3nVUkfLqVFXz/9TSJf8QYrDNCeRS4y+uTs/HAxFRbVi5ciX+9a9/ITU1FS1btsTy5cvRvXt3m3lTU1Px+uuv48SJE7h06RKmTJlic7DpjRs3Ys6cObhy5QrCw8OxePFiPP3001XeLhHZZy9YZvxccXpuka7GW4wpZVK4q2RwV8nhoZKbuzeWbuGlUVp2hdQoLYNf9n6qFTIoZK79Qko1Kzc3F5cvXzZ/TkxMRHx8PHx9fdGoUSPMmjULN27cwJo1awAYZx798MMPMW3aNIwbNw5xcXFYvXq1xSyjf/vb39CjRw8sXboUQ4cOxebNm7Fr1y4cPHiw1vevumYNMgZ1/nsg0aL1i1Ri/JJuWg4AAyKD8NHo9liwNaFaA6XLpZIKGz9Iy7TG0Shl1W6BqlHKoJRLkZVf4vA6SrkUGqWs3HWCvNXm4FjZY1NPo0CJzoC8Yr3FOvU0Cozs2BBbTqVa5A+8W9aAyCAAsHm8y+YBKnceXamq9TSlf3Ig0e41oJRL8f6othbHxdn++3wnjFtzzGbArXVDL9zKKa7w3Nlj7/etbBmO5GvXyMeh66iqdZJIbE/E4K6UQQDIt3H9vz28Va2eq9IkQtR2Y/b7Q3WmyT57IxuDPziIQC81Ds/u46QaEhHdX6pzXy3Phg0bEBMTg5UrV6Jbt25YtWoVPv30UyQkJKBRo0ZW+ZOSkvDee++hQ4cOeO+999CzZ0+rYFtcXBy6d++Ot956C08//TQ2bdqEuXPn4uDBg+jcuXOVtmuLs44JUW2rK8EylVwKLzcFvNRyeLkp4HE3UOZu/mkMnrkrTWnGzxrlveUedz+7unXGQ0cIQF8MlBQA+hLAo36li3DlPXXfvn3o3bu3VfqYMWMQGxuLsWPHIikpCfv27TMv279/P1577TWcO3cOwcHBmDFjBiZOnGix/rfffos333wTV69eNf/jZ/jw4Q7Xq649Z4p1BnwZl4RrmfkI9dUgJrqx3d81vUHgaGIm0nMK4e+hAgRwU1uI367fgV4IQAB5RXoUlOjQMdQXzRp44lhyJgAJosP90KWJH4p1BvxzewKSMvLR2E+DGQNa4MyNbKTnFKKBpxodQn1w4tod8+eoMF/oDcKijs91DkX89SxjPdxVKC7R49NfE5GSVQB3pQxh/hrIpDIE+6jRLbw+utyd8dBUd0+VAl8dScL1O4XwUMkwvMMjOJ+Sg5vaQrir5HimXUN0fczfvE6athCZuUWop1EiK78Yvu5KBHq7ISrM19w6p/SxMdUbAA5fzUDclQwAAtFN/NEl3A8yqcRm/rItfRzJU5Xz6EpVrWexzoAvDiXh8NXbuHIrDxIhEOzjhvGPh+PxZvVd1m2+oFhvcT3PHhQBN6WsUufOHkfLqChfTdTFXlkdQn1wLCkTh67cxo07BQiuZ/k7Z+/6r2mO3lcZbLOjOg+mC2laDFh+AP4eKhx/80kn1ZCI6P7irD/4O3fujPbt2+Ojjz4yp7Vo0QLDhg3DkiVLyl23V69eaNu2rVWwbeTIkdBqtfjxxx/NaQMGDICPj4+51UF1tmtS174E0cOrrgbLvNQKG5/lNtM91XKoFQ/HwPq1onTwS1cIlOQDJYWArqDMz8JSeQruvi+bp/RPe2kFMHcYcq8P/P1yudWzhfdUazwmREQ1y9H7KruROsG92Ug5QQIRkTMVFxfjxIkTmDlzpkV6v379cOjQoSqXGxcXZzFGDgD079/fHJSr6naLiopQVFRk/qzVaqtcR6LShBDIL9Yjq6AEWfnFDJY9iISwDmzpCm0HtUry7eS18bO8Za4aMUtX7JrtEhER1RAG25xAZhqzjRMkEBE51e3bt6HX661mZgsICLCawa0y0tLSyi2zqttdsmQJFixYUOV60YNPCIGCEj2y8ktwJ78Y2fklyCowvs/KL0F2QQnu5BUjq6AE2XfzmN4X66v/Tz61QlphgMxTzWAZgLstv0qAkrx7QSurgJW91mD2gmPl5S2Ey4JfEikgdwMUauufCjf7y6zyagC5ulTa3ZdcXeqnBpApXLOfRERENYTBNicwtWzjBAlERLVDIrEcj0EIYZXmjDIru91Zs2Zh2rRp5s9arRYhISHVqifVbTq9AXfyS5CZV4yM3CJk5BUb39/9bHqfdTeYllXNoJlCJoG3mxL1NOW1JrPdusxTLYdK/gAGywwGoDgXKMq5+9IaX8V5QHH+3YBYvuV78+eCe8E0i+UFxvWFvuLtO4NEZiNIZStwVcU8pqCXKSgmUxhHpiYiIiKHMNjmBHLZvYEriYjIefz9/SGTyaxak6Wnp1u1OquMwMDAcsus6nZVKhVUKlWV60V1gxAC2kId0rWFuKktwk1tIW7mFCL97vuM3GJk5BkDa9kFJVXqnqmQSVBPo4SPRoF6bkp4axSo56aAj7sS3m4K1NMo4KNRop6bwrjsbl43hazageY6w6AvFSDLsQ6WWaWV+lxY6nNxjvPrKpHdDU5VtYWXvZ92gmNs+UVERFSnMdjmBKYZL3Qcs42IyKmUSiU6dOiAnTt34umnnzan79y5E0OHDq1yudHR0di5c6fFuG0///wzunbt6tTtUt2RX6zDtYx8JGfm43qm8afplZJVgMISx5/xEgngo1HC110JP3cl/DyM733dVfA3vdcoH5ygmV5nDHAVVhAQM38um3533ZK8mq2XVA6ovACVp/Gn0h1Qau4GyTR337sbg1ml083L3Eotv/tToTG+Z/CLiIiISmGwzQnkd8dsMwjj7F5SF00NTET0MJg2bRpiYmLQsWNHREdH45NPPkFycjImTpwIwNh188aNG1izZo15nfj4eABAbm4ubt26hfj4eCiVSkRERAAA/va3v6FHjx5YunQphg4dis2bN2PXrl04ePCgw9ul+4PeIHApPQcJKVr8fjMXl27m4Pf0HFzPLKhwXW83BQK8VAjwUqOBpxoBXio08FTB31MFP3eVOajmo1E6Zer5Gqcrsh/8splmJ70kv2brJVUAai/LQJnK0/Jlsbz0q9Q6chW7QhIREVGtYLDNCUr/Qa0XAlLwDzsiImcZOXIkMjIysHDhQqSmpiIyMhLbt29HaGgoACA1NRXJyckW67Rr1878/sSJE/jqq68QGhqKpKQkAEDXrl3xv//9D2+++SbmzJmD8PBwbNiwAZ07d3Z4u1Q35RXpcPhqBo5fu4P45Cyc/iMLecW2x92qp1Eg1FeDEF8NGpV6PeLjhgAvdd2ZDEBXfK9rZWGpLpaF5bQcs5WuL6p4W5UhV9sIfNkKiJUKiqm9rNPk7HpNRERE9xeJEDUx0fuDR6vVwtvbG9nZ2fDy8qrUunlFOrSc9xMA4PzCAXBT1pE/xomIXKg699UHFY+J8wkhcPFmDnafT8cvv9/CyeQ7KCkzgZG7UoaWwd5oGuiBpgGe5pevu9L5FdSXAIXZQEEWUGh6lQ2Ymd5n207XFdZsnRTu5QfEKkpTewNKD0BeC8ePqBTeU63xmBAR1SxH76ts2eYEpVu2GcdtY7CNiIioNl1Oz8XWUyn44UwqLqfnWixr6OOGruF+aN/IB20b1cNjDTyr181TCOPMlPm3gbwMoOCO8VWYdS+IZu9ncW7F5TtK6XEvAGbVQszBQJnKE5Dy7xYiIiKi6mCwzQkUMqn5PWckJSIiqh1FOj12nE3DusPJOJqUaU5XyqTo0dQfPZs1QPdH/RHqp3Fs8gGDHsi9CWhTgOw/AO0N4/u823cDa7eB/AzjT13FY7yVS+kJuNUD1PVKBcq8bLz3th6jzPSeQTIiIiKiOoHBNico/c9xHYNtRERETpWZV4zPf03EuiPJyMwrBmBsZd6zaX0Mbh2EJyMC4KW2M1ukrhjIvApkXAYyrxh/ZlwBspKBnFTAoHO8InI1oPEHND7GoJkpeGbzp0+p4Jo3IOOfZEREREQPCv5l5wQSiQRyqQQ6g2DLNiIiIie5lVOEj/dfwVdHklFQYpzkINBLjVFRIRjVqRECvdWWK+iKgbTTQMpvQOop4yv9PGAosb8RiQzwDAK8HwG8ggGvRwD3+oC7vzGw5u4PaPyMaUp3znZJRERERAy2OYvsbrCNLduIiIhqVpFOj89/TcKHey4jt8jY8qxlsBcm9X4U/SICIDcN52AwACkngat7gaRfgetHgJJ86wKVnoBfOOD36L2XT6gxsOYRwFZnRERERFQp/OvRSeRSCYoA6PQGV1eFiIjogbH3Qjrmbz2HaxnGoFmrR7wxrV9T9Gpa3zgOm74EuLwXuPCD8ZWbZlmAmy/wSAcgqI3xFdwW8A5hizQiIiIiqjEMtjmJaVYztmwjIiKqvqz8YizcmoDvfrsBAKjvqcL0/s3wTPuGkEolwM0EIH4dcHoDkHfr3opKTyC8F9C4B9D4caB+c0Aqtb0RIiIiIqIawGCbk5hmJOWYbURERNWz92I6/v7NadzOLYJUArzYLQxT+zaFhxxAwiYg7j/AjeP3VtD4A82fAloMAcJ6AHKVy+pORERERA8fBtucxNyyTc9gGxERUVXoDQLLd/2OD/ZcBgA82sADy/7cGu0f8QB+WwP8ugK4k2TMLJUDTQcA7UYDjz4JyOzMPkpERFQBvUHgaGIm0nMK0cBTjagwX/P3OyIiRzDY5iTyuzdjtmwjIiKqvOyCEkxadxIHL98GAMR0CcU/BjWD+uJmYNMi4E6iMaObL9B5AtDxJcCjvgtrTERED4IdZ1OxYGsCUrMLzWlB3mrMGxKBAZFBLqwZEd1PGGxzEpnMNGYbJ0ggIiKqjNTsAoz97Bgu3syBm0KGt59phaF+KcDnfYDUU8ZM7g2AHm8A7WIApca1FSYiogfCjrOpeGXtSZRtLpGWXYhX1p7ER6PbM+BGRA5hsM1J5HcHX+YECURERI67cisXoz89gtTsQtT3VGHNc03R4ty/ge8/AyCMEx50mwJ0eRVQebi6ukRE9IDQGwQWbE2wCrQBgAAgAbBgawL6RgSySykRVYjBNifhmG1ERESVk3Q7D8/99zBuaosQXt8d6/vp0WDTAEBrnIEUbZ4D+i5kd1EiIqpxRxMzLbqOliUApGYX4mhiJqLD/WqvYkR0X2KwzUk4ZhsREZHjrmfmmwNtzRu44bvIX6H57h1AGADfJsCQFcaZRYmIiJwgPcd+oK0q+Yjo4cZgm5PIOWYbERGRQ7SFJXgh9hhSsgvR0l+K7+qvgurQDuPCNs8Cg95hl1EiInKqBp7qGs1HRA83BtucRHZ3zDa2bCMiIrJPpzdg0rqTuJyei0jPfGzSvA/FldOATAUMWQ60fc7VVSQioodAVJgvgrzVSMsutDlumwRAoLcaUWG+tV21+5LeIHA0MRPpOYVo4Gk8bhzrjh4mDLY5iakbKSdIICIism/ZTxdx4NJthCsy8Z1qKRTp1wGNH/Ds/4CQKFdXj4iIHhIyqQTzhkTglbUnIQEsAm6mENG8IREMGDlgx9lULNiaYDEGXpC3GvOGRHA2V3poSJ1Z+OLFi9G1a1doNBrUq1ev0utPmDABEokEy5cvN6dlZmbi//7v/9CsWTNoNBo0atQIU6ZMQXZ2tsW6d+7cQUxMDLy9veHt7Y2YmBhkZWVVe58cxQkSiIiIyrf3Yjo++eUqGkpuYavnEihzrwM+YcDLuxloIyKiWjcgMggfjW6PQG/LrqKB3mp8NLo9A0UO2HE2Fa+sPWk12URadiFeWXsSO86muqhmRLXLqS3biouLMWLECERHR2P16tWVWvf777/HkSNHEBwcbJGekpKClJQUvPPOO4iIiMC1a9cwceJEpKSk4NtvvzXne+655/DHH39gxw7jmC/jx49HTEwMtm7dWv0dc8C9lm0cs42IiKis9JxCvPH1KfhCi82ey6DJv2GcCGHMNsD7EVdXj4iIHlIDIoPQNyKQXSCrQG8QWLA1wWY3XAFjC8EFWxPQNyKQx5MeeE4Nti1YsAAAEBsbW6n1bty4gcmTJ+Onn37CU089ZbEsMjISGzduNH8ODw/H4sWLMXr0aOh0Osjlcpw/fx47duzA4cOH0blzZwDAf//7X0RHR+PixYto1qxZ9XbMAXIZx2wjIiKyZ+7355Cbl4tN7svhV3wDqNcIGPsD4BVc8cpEREROJJNKEB3u5+pq3HeOJmZatWgrTQBIzS7E0cRMHl964Dm1G2lVGAwGxMTE4O9//ztatmzp0DrZ2dnw8vKCXG6MHcbFxcHb29scaAOALl26wNvbG4cOHbJZRlFREbRarcWrOjhmGxERkW0/n0vDjnOpeEexChH6C4DaG/jrRgbaiIiI7mPpOfYDbVXJR3Q/q3PBtqVLl0Iul2PKlCkO5c/IyMBbb72FCRMmmNPS0tLQoEEDq7wNGjRAWlqazXKWLFliHt/N29sbISEhVduBu0zNYtmyjYiI6J7cIh3mbTmHv8p2Y4gsDpDKgVFfAfWburpqREREVA0NPNUVZ6pEPqL7WaWDbfPnz4dEIin3dfz48SpV5sSJE1ixYgViY2MhkVTch1ur1eKpp55CREQE5s2bZ7HM1vpCCLvlzpo1C9nZ2ebX9evXq7QPJmzZRkREZO2jfZdRT3sRcxVfGhOeXAA0fty1lSIiIiK79AaBuCsZ2Bx/A3FXMuw2KIkK80WQtxr2vslLYJyVNCrM12l1pQeTo9dgXVLpMdsmT56MUaNGlZuncePGVarMgQMHkJ6ejkaNGpnT9Ho9Xn/9dSxfvhxJSUnm9JycHAwYMAAeHh7YtGkTFAqFeVlgYCBu3rxpVf6tW7cQEBBgc9sqlQoqlapK9bbl3myknCCBiIgIMM5EtubgJXyjWAkVSoCmA4DoSa6uFhERUa3RG8R9NfnCjrOpWLA1wWIstiBvNeYNibCanVUmlWDekAi8svYkJIDFRAmmPZw3JKJO7y/VPZW5BuuSSgfb/P394e/v74y6ICYmBk8++aRFWv/+/RETE4MXXnjBnKbVatG/f3+oVCps2bIFarVlM9To6GhkZ2fj6NGjiIqKAgAcOXIE2dnZ6Nq1q1PqXpac3UiJiIgsLN/1O8YYNqO54jqExg+SoSsBB1qyExERPQjut6DBjrOpeGXtSavZRdOyC/HK2pP4aHR7q3oPiAzCR6PbW+1nYB3eT6q7qnIN1hVOHbMtOTkZ8fHxSE5Ohl6vR3x8POLj45Gbm2vO07x5c2zatAkA4Ofnh8jISIuXQqFAYGCgeQbRnJwc9OvXD3l5eVi9ejW0Wi3S0tKQlpYGvV4PAGjRogUGDBiAcePG4fDhwzh8+DDGjRuHwYMH18pMpMC92UjZjZSIiAi4cisXJ04cxv/Jjc98ycBlgDtnIiOiB8fKlSsRFhYGtVqNDh064MCBA3bzjh071uZwPKUniDMNrVP2VVjIweXvR6agQdnZOk1Bgx1nU11UM9v0BoEFWxOsghzAvRZrC7Ym2GxcMiAyCAdnPIH147pgxai2WD+uCw7OeKLOBkWobqrONVgXVLplW2XMnTsXX3zxhflzu3btAAB79+5Fr169AAAXL15Edna2w2WeOHECR44cAQA8+uijFssSExPNXVjXrVuHKVOmoF+/fgCAP/3pT/jwww+ruiuVxpZtRERE96zafwVzZGugkuiAx/oBkc+4ukpERDVmw4YNmDp1KlauXIlu3bph1apVGDhwIBISEiyGyDFZsWIF3n77bfNnnU6HNm3aYMSIERb5vLy8cPHiRYu0sr16qO6rKGgggTFo0DcisM50sTyamGkVGCxNAEjNLsTRxExEh1v/80wmldhMJ3JUda9BV3NqsC02NhaxsbHl5hGi/GBU6XHaAKBXr14VrgMAvr6+WLt2bYX5nOXemG0MthER0cMtNbsAt+K3o4f8DAxSJaQDl7H7KBE9UN5991289NJLePnllwEAy5cvx08//YSPPvoIS5Ysscrv7e0Nb29v8+fvv/8ed+7csRg6BzBO+hYYGOjcytei+228spqgNwjE/pp43wUN0nMca0HpaD6iyqrsNVjX7i9ODbY9zO61bOMECURE9HBb/ctlzJCuAwBIO48HfMNcXCMioppTXFyMEydOYObMmRbp/fr1w6FDhxwqY/Xq1XjyyScRGhpqkZ6bm4vQ0FDo9Xq0bdsWb731lrm3kC1FRUUoKioyf9ZqtZXYE+eyNV6Zr7sCi4ZGYlDrYBfWzHls7XN56lLgqoGnYy0oHc1HVFmVuQbr4niITh2z7aF1MwFDrr+DV2Xfo4TdSImI6CGWU1iCnGP/Q3PpdZQovYEeb7i6SkRENer27dvQ6/UICAiwSA8ICEBaWlqF66empuLHH380t4ozad68OWJjY7FlyxasX78earUa3bp1w6VLl+yWtWTJEnOrOW9vb4SEhFRtp2qYvfHKMvNK8OpXv2HJ9gQX1cx57O1zeepS4CoqzBdB3mrYaxckgTGYERXmW5vVooeIo9fgnbyiOjkeIoNtzqBNQcfbmzBIdpRjthER0UNt829/4CUYJ0WQPz4FcPNxcY2IiJxDUqZ7vBDCKs2W2NhY1KtXD8OGDbNI79KlC0aPHo02bdqge/fu+Prrr9G0aVN88MEHdsuaNWsWsrOzza/r169XbWdqUHnjlZms+iUR20/XrQkCqsORfS6tdOBKbxCIu5KBzfE3EHclw2XfJ2VSCeYNiTDXrzTT53lDIh74bsDkGGdct45cg3OeisBbP5yvk5MosBupM8iMh1UGPcdsIyKih5YQAlcOfovR0hsolnlAGTXO1VUiIqpx/v7+kMlkVq3Y0tPTrVq7lSWEwGeffYaYmBgolcpy80qlUnTq1Knclm0qlQoqlcrxyteCigY5N5mz+Sz6R9adCQKqw9F9BiwDVzsT0upUV7gBkUH4aHR7qzoFurh7HtUtzuzCWdE16O2mrLPjITLY5gxS42FVQM8x24iI6KH1W/IdDM1ZD0gBQ6eXAbV3xSsREd1nlEolOnTogJ07d+Lpp582p+/cuRNDhw4td939+/fj8uXLeOmllyrcjhAC8fHxaNWqVbXrXJscHYcsI6+4Tk0QUJ6KBmJP0zreddQUNACAV9aetGqhY+oK99Ho9i4LuPWNCKxTA89T3WHqLu3M67a8a3Bz/A2HynDFeIgMtjmDVAEAkEOPYrZsIyKih9Sv+3/C/0mvoESihPrxya6uDhGR00ybNg0xMTHo2LEjoqOj8cknnyA5ORkTJ04EYOzeeePGDaxZs8ZivdWrV6Nz586IjIy0KnPBkIZDzgAAIABJREFUggXo0qULHnvsMWi1Wrz//vuIj4/Hf/7zn1rZp5pSmXHI6tIEAfY40oonM7fI3uoWYro0wvw/Gc/940v32O0KJ4GxK1zfiKq1/KvOLI11bYZHqjvK6y5dE9dtaTKpxGYgvi5P5MFgmzPcbdkml+ih07NlGxERPXyKdHo0vPo/AEBW2GDU96jv4hoRETnPyJEjkZGRgYULFyI1NRWRkZHYvn27eXbR1NRUJCcnW6yTnZ2NjRs3YsWKFTbLzMrKwvjx45GWlgZvb2+0a9cOv/zyC6Kiopy+PzUpKswXvu4KZOaVVJi3Lk0QYIujrXh83cvvEmzSvpEPZFIJ4q5kONQV7r2dv6Pbo/6VCnhVFBwsL5hWF2d4pLqjou7StdGF0zSJQlp2oc2gnwTG1qOumMiDwTZnuDtmmxx6lDDYRkRED6GDZy5jgDgESAC/nhNdXR0iIqd79dVX8eqrr9pcFhsba5Xm7e2N/Px8u+W99957eO+992qqei4jk0qwaGgkXv3qt3LzVXZmy9pucVWZVjyB3m4OlWnK52iLvg/3XsaHey87HPCqKDg4vkcYtpxKtRlMA+pmt9baxpZ99jl63TqzxappEoVX1p6EBLC4Xl09kQeDbc5wtxupDHqUsBspERE9hDIPrYGbpBg33R5FQKP7qxUGERHVrEGtgzHhjyys+iXR5nIJKveF2BUtrirTisfU2qa8/KWDi5Vt0edIwKui4CAAm+fDVLa3RlEr3QPrsrrSsq+uBvzqShfOvhGBmPrkY/j81yRkFdxrQevqiTykLtnqg67UBAnFbNlGREQPmbwiHSLTtwIAdO3GABLX/0FIRESuNWtQBFY+196qi2WQt7pSraRMrbXKBrJMQaIdZ1NrrM6l7UxIqzgTjK14TK1t7D39ygYXTcE5R5+WpiDYgq0J0BtsN+6ozIyoZcsWALLy7Xf7LR1YfFC56jqzVY/Hl+7Bs/89jL/9Lx7P/vcwHl+6p9a2X56KrlsJKt9itbJMx+e9XZfMgbZ6bgq89mRTHJzxhEtbXzLY5gx3u5HKYECxjsE2IiJ6uBw5GocWkmsogRzBj492dXWIiKiOGNQ6CMf+8STWj+uCFaPaYv24LpX6QuxIa63yAlBVteNsKj77NcmhvKZWPAMig/DR6PYI8rZs1RPopcLUJx9Dkc6AuCsZ0BuEOThXmVpXFPCqjckm7ocJLarCVddZWXUl4GeP6boFYBVwq2wXTr1BIO5KBjbH3zD/XlTE3vHJLijB8l2/OxwgdxZ2I3UGc8s2HcdsIyKih05x/NcAgGv1uuBRTe0PSEtERHWXvVkFy7LVdc4VA7LrDQLztyQ4lLdsK54BkUHoGxFo3o+k2/lYfzQZ7+26ZLGOKWBRFfYCXrUx2URdn9CiqurCwP+OBPz+seksnmgeAKXcdW2oTEHlst1tK9OFsyrddWtzJtSqYrDNGe6O2cYJEoiI6GGj0+nRPGMnAEDa+s8urg0REdUlFY09ZVq+KyENm+JvWMxgGuStRosgT4e2UzYAVdkxr0rnv51ThDStYy24RnVqZFWuKbi442wqlu/63e6EA+6qqn01txfwqmiWxupw5QyPtcGZA/87ei060g04I68YXZbswj+fbuXS7pJlg8qVGVfO0Rl+y6oLAdGKMNjmDHdbtskl7EZKREQPl/O/HUArpKIASoR2ZbCNiIiMKmq9Ymt5aanZhQ6PQVY6AFXZVjM7zqZi/pZzSNMWObprZo39NTbTHWmllFukq9S2Kgp4lTdLoyNl19MocMfOuG0CwKhOIdh2OqVODdhfU5w18H9lrkVHA3mZeSW1OjusvWChoy1Wy5ZV1dZpdWEm1IpwzDZnkN2LYRp09geWJCKimrFy5UqEhYVBrVajQ4cOOHDgQLn59+/fjw4dOkCtVqNJkyb4+OOPLZb36tULEonE6vXUU0+Z88yfP99qeWBgoFP2736Sc3IjAOCiZ1fI1I61QCAiogdbRWNPLdmeYHN5VUgAdAj1cWi7Zce82nE2FRPXnqxSoA2wH3w5fDWjRvbNxBR2mPNUBI4mZtod58rUxS+wzLhxQd5qTOgRBgnsj7X1l44Ny63De7su1bkB+2uKMwb+r+y1WJlAngAwc+MZ/Hr5tlPHkbM1WUO3t/dgxa5LlRprzaQyrdPKqiszoZaHLducQVoq2KZnsI2IyJk2bPh/9u49Lqo6/x/4a5iBGbkNIFcVEO8iloqpaJSV4a223bS0Nto2rYxaU9cuaq2p27rtz02yUrM0atvMvoumFZlYeSlJE8FLopmCqMyIgDBchIGZ8/tjYHTkNoPnzGHg9Xw8zgM48zmf8x4sYN7z/nzemzBnzhysXr0aY8aMwbvvvouJEyfi+PHjiIiIaDQ+NzcXkyZNwhNPPIGPP/4YP/74I5KSkhAUFIQpU6YAADZv3gyj0Wi9pri4GDfffDMeeOABm7kGDRqEnTt3Wr9WKpUSPUvXEXpxNwDAPOAemSMhIqL2wJ6qrvf25oq21FEAkHn2MkZEBThUNWMyC3hp89E23zfUV91k8iXtSAGe/9+RNs/b5L20Gvzu5jAs+6r1KqmWlvgNjfBvVGkV4OWBV383CK9sPWZ3PK0t+XM1LVUFOrrxP9C2Ci5HlwGXXqnFH9/f3+peZ23V7HJPQzVW7vzV+rVfF3f8eUwUnr2zT6vfnxupTrPn++OmAC5Xti1xLgZWtkmhfs82ABCYbCMiktQbb7yBGTNmYObMmRg4cCCSk5MRHh6ONWvWNDl+7dq1iIiIQHJyMgYOHIiZM2fi8ccfx4oVK6xjAgICEBoaaj3S09Ph6enZKNmmUqlsxgUFBUn6XNu7gryT6GU+izrBDX1G3yd3OERE1A7Ys/eU2MU4heXVDlfN/HS6GKXNLJu0R0x3baPkwmtfHUfSJ1moNJraPO+1HouLxMYnRuGVyQOxbk+u3VVSDUv87hvSHXG9u1rjnBAThlcmD0SA19XXr8WVRvxt6zGHvhfO7NDpLM1VBYZqNQ4nFdtSwXVtp09HSNGptKVk4fVKr9Ri5c5fEfv39FZjsLfq7OtjOqzfewZbDp13qIOvWQCe+SRLtqpLJtukoLz6w8pscmztPRER2c9oNCIzMxMJCQk25xMSErBv374mr8nIyGg0fvz48Th48CBqa5v+w3L9+vWYPn06vLy8bM6fOnUK3bp1Q1RUFKZPn44zZ860GG9NTQ0MBoPN0ZHoft4CADjpEQ1f/2CZoyEiovZAjj2TTl0sx4+/Fdk1trC8GiazgM8O5t/QPXfmFGJ52tWupa99dRzv7c29oTmvt/XwBcRG+mPZVznNVkkJAF7d9kujpJfJLCDjdLHNcr/tx3R45pMsm0YUAJrdq60lLS35c1UTYsLww4t3YuMTo/Dm9CHY+MQo/PDinQ5XjbW1gqsh4Rfg5WH3vaRIfNqTML9eaVUtZrWS9IuN9G92qe61th+7iGVf5WDuZ4dtli1n5V+2Kxa5ksBcRioFxdUcJivbiIikU1RUBJPJhJCQEJvzISEh0Ov1TV6j1+ubHF9XV4eioiKEhdn+AXXgwAEcO3YM69evtzk/cuRIfPTRR+jXrx8uXryIv//97xg9ejR++eUXdO3a9Aaxy5cvx5IlSxx9mi7DM8+ypLao250yR0JERHIw1pnxn4w8nC2pQmSAJxLjesqyZ9Lb35+2e2xeUSVuff07UfZUW7c3F7f2DkLZFaPoiTYAuFxVh/9k5LUaq95Qg7e/+w3PjesLoOmN+UN91aiuM4veqVTODenbqxvZX2xCTBjuHBCCUct3NkqKNqch8fnT6WKM6RvoSKhNupF/0+YaHADAz3klbfrvT1dWjVkfH7JrrJxdSZlsk4JCAcHNHQpzLRskEBE5gUJh+wtcEIRG51ob39R5wFLVFhMTgxEjRticnzhxovXzwYMHIy4uDr1798aHH36IefPmNXnfBQsW2DxmMBgQHh7ebJyuRKgpR+/KLACA7833yhwNERE52/I0SyXXtQUkf/8qB4/fGunQ3lPO0tBxc+XOU6LNKQhA4gcH7KrWaatdv16ya9zKnb/CcMUI3y5NP8e2NoFoTaC32vp5c50rXYWjnWyb09r+Yq11lvVQueEffxhsd4KpwTOfHMI/pwy+4f3bbiRh3lyia/sxHV5MFXcvw5bIkQRmsk0igpsSCnMtBDOTbUREUgkMDIRSqWxUxVZYWNioeq1BaGhok+NVKlWjirSqqip8+umnWLp0aauxeHl5YfDgwTh1qvk/2tVqNdRqdbOPuzLdkW/RDXU4JwRjYMwwucMhIiInWp52HO/uaVzJJQBY/8NZ3NTDF3oRu3GKoWHJpVRzS2XvKfuWxwLA+h/zpAukOfVPXqxElVyabQjQhmYQYjRcmBAThhljejr0b1p6pdbuWFtKjDrarOF6DYmuhnvsPK53+n+bclTYcs82qTQ0SeAyUiIiyXh4eCA2Nhbp6ek259PT0zF69Ogmr4mLi2s0fseOHRg+fDjc3d1tzn/22WeoqanBI4880mosNTU1yMnJabQMtbO4/Mu3AIDfvIdB48H38oiIOgtjnbnVJZNHzhvw+K1RNhvx20PqIqgbaYhATSssr7Ymquxt4NDetNY9VIDj+4CJ0XBhXHSo3fdrYE+s24/pcOvr3+Gh937Cc59m2+yLBtg2a2jL/5LBPhpsP6bDmH9a7uHsRJta5dZs1aCUmGyTipvlhYZgNlmXJxERkfjmzZuH999/Hxs2bEBOTg7mzp2L/Px8zJo1C4Bl6eajjz5qHT9r1iycPXsW8+bNQ05ODjZs2ID169dj/vz5jeZev349fv/73ze5B9v8+fOxe/du5ObmYv/+/Zg6dSoMBgP+9Kc/Sfdk2zGfAktDitqIeJkjISIiZ/pPRp5d3UT/7+A5LJpkX3fF2/sF4ZXJA0XvUkrSe/nzo5j/f0eaTVQBtsmfpho3yM2ehgBtaQZxow0XGirMHE146cqqsTL91ya/v/YmRu+ODsWccX2h7WJ/wlwBSzXj5UojZn18CHqDPNWtci1c5lvPUqnvSOoOE2pNAjxUrrM2nYjIlUybNg3FxcVYunQpdDodYmJikJaWhsjISACATqdDfv7VDmNRUVFIS0vD3Llz8c4776Bbt25YtWoVpkyZYjPvr7/+ih9++AE7duxo8r7nz5/HQw89hKKiIgQFBWHUqFH46aefrPftTISqEvQwWjajDh58t8zREBGRM+2xc1mjoboOpVVGu8buzy1Gr0DPGwmLZFJpNAMwN/v4tRvWl10xyrbUtKVlk/YmhdqSPFK6Kdq8UX9Ly1Fb8/b3v+Ht73+z+f62VsGngCUxajYDy76y/Xfy6+KOW/sGYu+pSyi7Utfo+obsxyuTB2Lh50cdiFR81XVmNkjoSBT1lW1KmFBrMsNDxSJCIiKpJCUlISkpqcnHUlJSGp27/fbbcehQy5vM9uvXr8XK5E8//dShGDuyS8e+QzAEnBK6Y0DfPnKHQ0RETrL9mA677dywHwDOX75i17jqWjP+89PZtoZFLmDncT02/Jjn0J5oYjVcaG0/uaJy+5pH2DtOTA3LUV/ddrxNyb5rv7/aLh4tVvA1JEaTPmn8N3PplVp8eUSHt6cPxemiCnzwYx5Kr1xdlh1a//300bi3i+XaclTVMdkmFaXlW+ten2wjIiLqqCpyvkUwgF+7DENfd6Xc4RARkROYzAJe3XbcoWs+2Jdn99g6voTq0LZkX2i1ouru6FBrMk2shgv2ND64XGVfEs3ecdJo23LbhqsWbTmGhZMG3nAUszdl4e2HhiHzlbubTIT+a/uJG76HGEoqnP9vxXIriSjqGyQoYYKRyTYiIurAPHUHAACV3eJkjoSIiJzl7e9OybYHE7m+ksrmq52uXWoK2L+vWGtaWzYJWJJ8Zy5V2TWfm8L56ZS0IwX1+5/dWPKouNKIRVuO3HA8ZgFI+uQQvjmmR1zvrrhvSHfE9e4KpZsC24/p8FFG3g3fQwyeaue/Gcxkm1Tql5G6K0ww8m0ZIiLqqGrKEVR9BgDg13+MzMEQEZEzbD+mw8qdp+QOgzq4wvJquxNk9jRWaK3xQUOSb/svervic/YeYGlHdHh2Y5Zo81XXideM4pmNh5B2pMD6dUOCtKLGJNo9bsS63aedfk8m26RS3yBBVd8ggYiIqCOqPvszlDDjvBCIQf37yx0OERFJrCH5QSS1YB+N3QkyezqDFpaLV4np7+mOUb1aT7aJ1W11+zEdkj455LQOvY7uhCcIQNInWUg7UtBiglQuucVX7K6AFAv3bJOKm6VMUcU924iIqAMrPP4DIgDkKPtjnFYjdzhERCSx1pIfRDdKAcsG+yOiAvDlNdVSLfnh1CWYBQFFFTXNNk8I9hHv75ThPf1bbc4g1j5zJrOAlzY7t6Ontos7HhkZgbd3OVYR9uzGLDw7trxd/oy4fh9AqTHZJhW3q5VtXEZKREQdlTl/PwDgcsAQKBTO+eOFiIjkYTIL+PE3+7uPErWFAGBSTCgO5JYg0Ftt1zXv7DqNd65JDHkoFbj3pjAsn3IzPFSWBX0jogIQptVAX1Z9w1VX3+YUwlhnts59vZYaMcz6+BAmxoSid5AX4noFYlT9HmfA1Y6r+rIrKKk0IsBbjaLyGqd09BzR0x+/6AyorDGh9Eqtw4k2wLKH26rvf5MguhunK6vG29+dwnPj+jnlfky2SUV5tUECK9uIiKhDEgQEllo211VGjJQ5GCIiklJTVTpEYlPAkmxb/2Me1v+YhxAfjzbNYzQJSM0qQGpWAZ66LQoLJkVD6abAK5MHIumTG9/3zCwA/8nIw4z4Xo0es2efua+PWfaFe/v70/D0UOKp23qhb7A3ln2VI9v/YwfyLstyX2daufMU+of6OFRZ2FZMtkmloUEC92wjIqKOquQMvM0G1AjuCO47XO5oiIhIIs1V6RCJ7fr/xi6WG294znf35AIAbu7hh5e3Hrvh+RqcLWm6a6mjS62rjCY2HHGilzYfdcpyUibbpFKfbGNlGxERdVTVuRnQADgqRCE6PFDucIiISALtcbNzIkc1JNzEFBng2eR5MRsxkPhKq2rx0+lijOkr7d+u7EYqlYbKNoUJRibbiIioAyo7/TMA4JSqH7rauacKERG5FjZEIGrMTQE8PDKyyU6jYjZiIGl8vD9P8nuwsk0qSjZIICKijk3QWfZrqwwYJHMkREQklfTjerlDIGp37hwQhNH//BaXr2lcEOqrwau/i8adA0IQ4OWBksobXwJL0vj62EVsP6aTdO82Jtuk4qYEYEm2cRkpERF1OGYz/AwnAADu3YfIHAwREUnBZBbweXaB3GEQtSuRXbtgZ07jrrx6g6XTqLaLCmVX6mSIjByx5Ivjku7dxmWkUnFjZRsREXVgl3OhMVehRnBHaO+b5I6GiIgkcCC3hNU5RNc5W3ylxceZaHMNurJqHMgtkWx+JtukUr+MVAkTaphsIyKiDqb2wmEAwAkhHNE9AmSOhoiIpMCN3omoI5PyZxyTbVJpaJAAE6prTTIHQ0REJK7SMwcBAKfcotDDv4vM0RARkRS40TsRdWRS/oxjsk0q9ck2JcyormVlGxERdSymAktl22XfgVAopNnrgoiI5DUiKgChvky4EVHHE+qrxogo6VZnMNkmlYbKNkUdK9uIiKjD8b58HABgComRORIiovZh9erViIqKgkajQWxsLPbu3dvs2F27dkGhUDQ6Tpw4YTMuNTUV0dHRUKvViI6OxpYtW6R+GjbSj+tRXcfXMkTU8Tw0IkKy5ggAk23SUV5tkMBfUERE1KGU6+FdWwKToIB3BDuREhFt2rQJc+bMwaJFi5CVlYX4+HhMnDgR+fn5LV538uRJ6HQ669G3b1/rYxkZGZg2bRoSExNx+PBhJCYm4sEHH8T+/fulfjoAgO3HdHj640Morap1yv2IiJypZ6CXpPMz2SaV+so2Fcyo4TJSIiLqSAotVW15Qih6dQuSORgiIvm98cYbmDFjBmbOnImBAwciOTkZ4eHhWLNmTYvXBQcHIzQ01HoolUrrY8nJybj77ruxYMECDBgwAAsWLMBdd92F5ORkqZ8OTGYBS744DkHyOxERyUPqPSmZbJOKNdnGZaRERNSxGHWWZNuvQg/0DfaRORoiInkZjUZkZmYiISHB5nxCQgL27dvX4rVDhw5FWFgY7rrrLnz//fc2j2VkZDSac/z48S3OWVNTA4PBYHO0xYHcEujK2ImUiDomBYDYSH9J78Fkm1Tql5FaGiQw2UZERB1HxfljAIDzyggEenvIHA0RkbyKiopgMpkQEhJicz4kJAR6vb7Ja8LCwrBu3TqkpqZi8+bN6N+/P+666y7s2bPHOkav1zs0JwAsX74cWq3WeoSHh7fpORWWM9FGRB2XACDz7GVJ76GSdPbOzM2SbPNAHbuREhFRhyIU5gAAKv36shMpEVG9638eCoLQ7M/I/v37o3///tav4+LicO7cOaxYsQK33XZbm+YEgAULFmDevHnWrw0GQ5sSblIvryIikpvUbyqwsk0q9ZVt7qhjgwQiIuo4BAFeZacBAG7BA2QOhohIfoGBgVAqlY0qzgoLCxtVprVk1KhROHXqlPXr0NBQh+dUq9Xw9fW1OdpiRFQANO58qUhEHRf3bHNVKjUAwENRy2WkRETUcZTroTGVwyQo4B8xSO5oiIhk5+HhgdjYWKSnp9ucT09Px+jRo+2eJysrC2FhYdav4+LiGs25Y8cOh+ZsK6WbArf3ZQMcIuqYwrQajIgKkPQeXEYqFaVlDxsuIyUiog7l0gkAlk6kvUOl/SOFiMhVzJs3D4mJiRg+fDji4uKwbt065OfnY9asWQAsyzsvXLiAjz76CICl02jPnj0xaNAgGI1GfPzxx0hNTUVqaqp1zueeew633XYbXn/9ddx3333YunUrdu7ciR9++MEpz2lYpB++OX7RKfciInKm6bdEQOkm7VYoTLZJpT7Z5s5upERE1IHUXTwOFYBTQg8MC/aWOxwionZh2rRpKC4uxtKlS6HT6RATE4O0tDRERkYCAHQ6HfLz863jjUYj5s+fjwsXLqBLly4YNGgQvvrqK0yaNMk6ZvTo0fj000/x8ssv45VXXkHv3r2xadMmjBw50inP6etjzTdiICJyZVn5JZLfg8k2qdQvI1WjFjV1rGwjIqKOofL8MWgBnHXrgfE+arnDISJqN5KSkpCUlNTkYykpKTZfv/DCC3jhhRdanXPq1KmYOnWqGOE5xFhnRva5Mqffl4jIGXb9WoQvswtwz5Bukt2De7ZJpWEZqYKVbURE1HGYCy3LSMu8+7ATKRFRB/Xhvjy5QyAiktSzn2Zh+zGdZPMz2SYVLiMlIqIOqEuppROpqWs/mSMhIiKp/JxXLHcIRESSe2nzUZjMgiRzM9kmlYZupKhlgwQiIuoYqkqgqbMsK/IMZbKNiKij8vTgbkNE1PGVVtXip9PSvLnAZJtUru1GWmeCIEiTLSUiInKakjMAAL3gjx4hgTIHQ0REUvnDkO5yh0BE5BQZZ4okmZfJNqlcs4xUEACjidVtRETk4ootS0jzhFD0DPSSORgiIpKKSsmXiUTUWUizBzF/ikpFdbVBAgAuJSUiIpdXW/grAOCMORRRTLYREXVYRZU1codAROQUcb27SjIvk21SUVr2bFOjFgBQwyYJRETk4q5ctCTb9Kru8Pd0lzkaIiKSSrCPRu4QiIgk5+/pjlG9XDDZ9tprr2H06NHw9PSEn5+fw9c/9dRTUCgUSE5Otp4rKSnBX/7yF/Tv3x+enp6IiIjA7NmzUVZWZh2Tl5eHGTNmICoqCl26dEHv3r2xePFiGI1GUZ6XXa7Zsw1gZRsREbk+oX4ZabVPTygU0pTcExGR/C5XOvF1ExGRTJb9LgZKNxdcRmo0GvHAAw/g6aefdvjazz//HPv370e3bt1szhcUFKCgoAArVqzA0aNHkZKSgu3bt2PGjBnWMSdOnIDZbMa7776LX375BStXrsTatWuxcOHCG35OdrtuGWlVbZ3z7k1ERCQ2QYDGcBYA4BbYW+ZgiIhIKiazgIWfH5U7DCIiyX1/slCyuSXt6bxkyRIAQEpKikPXXbhwAc8++yy++eYbTJ482eaxmJgYpKamWr/u3bs3XnvtNTzyyCOoq6uDSqXChAkTMGHCBOuYXr164eTJk1izZg1WrFjR9ifkiPplpO71y0gra5hsIyIiF1ZZBLWpAmZBAa+wvnJHQ0REEnn7u1MoraqVOwwiIsmlZl1AoI8HFkyKFn1uSZNtbWE2m5GYmIjnn38egwYNsuuasrIy+Pr6QqVq/umUlZUhICCg2cdrampQU3N1I1CDwWB/0E1RWZJtKpjhBjMqarhnGxERubASyxLSAnRFRHDzv0+JiMh1mcwCPvgxT+4wiIic5t09ubi5hz8m3RQm6rztrkHC66+/DpVKhdmzZ9s1vri4GMuWLcNTTz3V7JjTp0/jrbfewqxZs5ods3z5cmi1WusRHh7ucOw2lFc3jnZHHSvbiIjItRX/BgDIM4cgIsBT5mCIiEgKB3JLUHqFVW1E1Lm8svUYTGZB1DkdTra9+uqrUCgULR4HDx5sUzCZmZl48803kZKSYtfGywaDAZMnT0Z0dDQWL17c5JiCggJMmDABDzzwAGbOnNnsXAsWLEBZWZn1OHfuXJueg1X9MlLA0pGUyTYiInJldZfqk21CKMKZbCMi6pAKy6vlDoGIyOmKK404kFsi6pwOLyN99tlnMX369BbH9OzZs03B7N27F4WFhYiIiLCeM5lM+Otf/4rk5GTk5eVZz5eXl2PChAnw9vbGli1b4O7u3mi+goIC3HHHHYiLi8O6detavLdarYZarW5xjEOuqWzzYGUbERG5uJqLp6ACcN6tO7p6ecgdDhERSSDYRyN3CEREshD7zQaHk22BgYEIDAwUNYgGiYmJGDdunM1Q03mZAAAgAElEQVS58ePHIzExEX/+85+t5wwGA8aPHw+1Wo1t27ZBo2n8S+HChQu44447EBsbiw8++ABubk5eMatQAEoPwGS0LCM1cs82IiJyXeaSMwCAKu8Iu6rPiYjI9YyICoBfF3cuJSWiTkfsNxskzUDl5+cjOzsb+fn5MJlMyM7ORnZ2NioqKqxjBgwYgC1btgAAunbtipiYGJvD3d0doaGh6N+/PwBLRVtCQgIqKyuxfv16GAwG6PV66PV6mEyWhFZBQQHGjh2L8PBwrFixApcuXbKOcar6paQeilpUsLKNiEgyq1evRlRUFDQaDWJjY7F3794Wx+/evRuxsbHQaDTo1asX1q5da/N4w3YG1x/V1bbveDl6X1fmUW7ZXkHwi5Q5EiIikorSTYE/j4mSOwwiIqcbEu4n6nySJtv+9re/YejQoVi8eDEqKiowdOhQDB061GZPt5MnT6KsrMzuOTMzM7F//34cPXoUffr0QVhYmPVo2Gdtx44d+O233/Ddd9+hR48eNmOcSmVZZsNlpERE0tm0aRPmzJmDRYsWISsrC/Hx8Zg4cSLy8/ObHJ+bm4tJkyYhPj4eWVlZWLhwIWbPno3U1FSbcb6+vtDpdDbHtZXUjt7XpV0phbquHACgCewpbyxERCSpZ+/sA417u+ujR0QkqU/2nxV1Pkl/iqakpEAQhEbH2LFjrWMEQcBjjz3W7Bx5eXmYM2eO9euxY8c2OacgCNa94h577LFmxziVsiHZxso2IiKpvPHGG5gxYwZmzpyJgQMHIjk5GeHh4VizZk2T49euXYuIiAgkJydj4MCBmDlzJh5//HGsWLHCZpxCoUBoaKjNcSP3dWmllgRiseCDkCBptpIgIqL2QemmwEO3hMsdBhGRU+UVV4k6H9+ykJKSlW1ERFIyGo3IzMxEQkKCzfmEhATs27evyWsyMjIajR8/fjwOHjyI2tqre9RUVFQgMjISPXr0wD333IOsrKwbui8A1NTUwGAw2BwuodTyTt85IQg9/LvIHAwREUktYZCTVwQREclMEMyizsdkm5RU9Xu2oQ6VNWyQQEQktqKiIphMJoSEhNicDwkJaXafTr1e3+T4uro6FBUVAbDsJ5qSkoJt27Zh48aN0Gg0GDNmDE6dOtXm+wLA8uXLodVqrUd4uItUDly2JNvOC8Ho4e8pczBERCS12Eh/uUMgInIqH427qPMx2Salhso2NkggIpLU9d0xBUFosWNmU+OvPT9q1Cg88sgjuPnmmxEfH4/PPvsM/fr1w1tvvXVD912wYAHKysqsR8Neo+1dbUkeAOC8EIRwJtuIiDq8n/NK5A6BiMip3Nya/xu+LVSizka26pNt7lxGSkQkicDAQCiVykbVZIWFhY2qzhqEhoY2OV6lUqFr165NXuPm5oZbbrnFWtnWlvsCgFqthlqtbvV5tTc1l3LhDqBQFQKtp7jv+hERUfuTcbpY7hCIiJzKr4uHqPOxsk1KNstImWwjIhKbh4cHYmNjkZ6ebnM+PT0do0ePbvKauLi4RuN37NiB4cOHw9296USSIAjIzs62drVuy31dWv2ebUZvF1n2SkREN8jJjeWIiGQW6M1km+u4phtpOZNtRESSmDdvHt5//31s2LABOTk5mDt3LvLz8zFr1iwAlqWbjz76qHX8rFmzcPbsWcybNw85OTnYsGED1q9fj/nz51vHLFmyBN988w3OnDmD7OxszJgxA9nZ2dY57blvhyEIUFect3zuFylvLERE5BRxvdh5mog6l1CtuE3AuIxUSioNAECtqEV5dR3qTGaolMxvEhGJadq0aSguLsbSpUuh0+kQExODtLQ0REZaEkM6nQ75+fnW8VFRUUhLS8PcuXPxzjvvoFu3bli1ahWmTJliHVNaWoonn3wSer0eWq0WQ4cOxZ49ezBixAi779thVBXD3XQFAOAZ3FPeWIiIyCluiQqQOwQiIqfx1agwQuSfe0y2ScndkhntghoAgKG6DgFe4pYmEhERkJSUhKSkpCYfS0lJaXTu9ttvx6FDh5qdb+XKlVi5cuUN3bfDqO9Eqhf8EdbVT+ZgiIjIGTLPXpY7BCIipxkW6QelyA0SWGYlJXdLxzY/d8sS0tIqo5zREBEROa5+v7ZzQhC6+4lbXk9ERO3Tjl90codAROQ0GaeLYTKLu1clk21Sqq9s07qbAACXq2rljIaIiMhx9cm280IQujHZRkTU4W0/psMH+87KHQYRkdPU1An4SeQuzEy2Sakh2aa0JNnKrrCyjYiIXIupJA+ApbItVKuRNxgiIpKUySzgpdQjcodBROR0u05dFHU+JtukVJ9s81U1LCNlZRsREbkWY7GlucRFRTC6ct9RIqIO7afTxSi9Uid3GERETpf+S6Go8zHZJqX6ZJtPfWUbl5ESEZGrEcrOAwBqPMOgUIi7cSwREbUv+04XyR0CEZEs6kxmUedjsk1K9Q0SvBSW5aNlbJBAREQuxr3Cskm24NtN5kiIiEhqBaVX5A6BiEgWwb7ibpfCZJuU6ivbPOuTbaVXWNlGREQupKYc7nXlAAAP/wiZgyEiIql182cjHCLqnKbGdhd1PibbpFRf2dZFUQOAy0iJiMjFlF0AABgETwR0DZA5GCKi9m316tWIioqCRqNBbGws9u7d2+zYzZs34+6770ZQUBB8fX0RFxeHb775xmZMSkoKFApFo6O6ulqy5zC6V6BkcxMRtWc5unJR52OyTUoqSxmiBpbKtpLKGjmjISIicozBsl9bgdAVYVpWOxARNWfTpk2YM2cOFi1ahKysLMTHx2PixInIz89vcvyePXtw9913Iy0tDZmZmbjjjjtw7733Iisry2acr68vdDqdzaHRSNcZelTvrvD0UEo2PxFRe2U2C6LOpxJ1NrJVX9mmFizJtkIDk21ERORC6ivbdEIAuvlJ9+KOiMjVvfHGG5gxYwZmzpwJAEhOTsY333yDNWvWYPny5Y3GJycn23z9j3/8A1u3bsUXX3yBoUOHWs8rFAqEhobaHUdNTQ1qaq6+5jAYDA49D6WbAk/E98Kb355y6DoiIlcndiMwVrZJqX7PNg/BUupdWM5kGxERuRBDAQBAx8o2IqJmGY1GZGZmIiEhweZ8QkIC9u3bZ9ccZrMZ5eXlCAiwXbJfUVGByMhI9OjRA/fcc0+jyrfrLV++HFqt1nqEh4c79mQAjIjitgFE1Pl4q8WtRWOyTUr1yTaVyZJsK7tSi+pak5wRERER2a2u9BwAyzLSbky2ERE1qaioCCaTCSEhITbnQ0JCoNfr7Zrj3//+NyorK/Hggw9azw0YMAApKSnYtm0bNm7cCI1GgzFjxuDUqearzhYsWICysjLrce7cOYefDwsEiKgz0hvE3Q+Ty0ilVL+MVFF3BWqVG2rqzLhUXoPwAE+ZAyMiImpdbck5qAAUK4Pg24V/MhARteT6JUiCINi1LGnjxo149dVXsXXrVgQHB1vPjxo1CqNGjbJ+PWbMGAwbNgxvvfUWVq1a1eRcarUaarW6jc/AoojJNiLqhIJ9PUSdj5VtUqqvbFPUXkGwr+WX3kWRs6VERERSEer3bDN6hYm+jwURUUcRGBgIpVLZqIqtsLCwUbXb9TZt2oQZM2bgs88+w7hx41oc6+bmhltuuaXFyjYxXK5iso2IOp+KanFXITLZJqX6ZBvqriDY25JsY1k2ERG5BEGAR6VlzzaFtofMwRARtV8eHh6IjY1Fenq6zfn09HSMHj262es2btyIxx57DJ988gkmT57c6n0EQUB2djbCwsJuOOaWuCn4EpGIOp9LIudquCZESu5X97fp4aNAJljZRkRELqK6FCrTFQCARwCTbURELZk3bx4SExMxfPhwxMXFYd26dcjPz8esWbMAWPZSu3DhAj766CMAlkTbo48+ijfffBOjRo2yVsV16dIFWq0WALBkyRKMGjUKffv2hcFgwKpVq5CdnY133nlH0ueiYq6NiDqhKmOdqPMx2SYl1TXJNm/L8htdGZNtRETkAuqXkBYLPgjy95M5GCKi9m3atGkoLi7G0qVLodPpEBMTg7S0NERGRgIAdDod8vPzrePfffdd1NXV4ZlnnsEzzzxjPf+nP/0JKSkpAIDS0lI8+eST0Ov10Gq1GDp0KPbs2YMRI0ZI9jxMZgGf/ux4UwUiIlcX6HVj+11ej8k2KSlVgNIDMBkR6Ws5lV9cJW9MRERE9jBYkm06oSvCtBqZgyEiav+SkpKQlJTU5GMNCbQGu3btanW+lStXYuXKlSJEZr8DuSXQG7jtDRF1Pj1EbmTJImGp1XckjfA2AwDOljDZRkRELqDsPABLsi2UyTYiok5BX3ZF7hCIiGQxqldXUedjsk1qaktJW3dPS2eLcyVVEARBzoiIiIhaV1/ZViAEINiHyTYios6gpNIodwhERLIwm8XN0zDZJjW1DwAgRF0LAKioqcPlqlo5IyIiImqVudRS2aYXuiLEV9w9LIiIqH3y9/SQOwQiIlmkZl0QdT4m26RWn2zzqKtAqK+lMuBscaWcEREREbWqtrQAAFCoCOCLLyKiTuJyFSvbiKhzyikoFXU+JtukVp9sQ005ogK9AAC/FVbIGBAREVHrzOU6AICxSwjc3BQyR0NERM4Q4MU3V4ioc7pSaxZ1PibbpKapb0NaU44BYZbE2wl9uYwBERERtU5VeREAIPiEyhwJERE5S6i2i9whEBHJIthX3D2KmWyT2jWVbQNCLZ+fZLKNiIjaM2Ml3Gstv6uU2jCZgyEiIme5zAYJRNRJTRgk7hvMTLZJzZpsM2BAqKXK7YTeIGNARERErSjXAwAqBTW02gCZgyEiImcwmQUs++q43GEQEckiMa6nqPMx2SY19dVlpP1CfKBQAEUVRlwqr5E3LiIioubU79emFwIQwiVFRESdwoHcEujKquUOg4hIFofOXhZ1PibbpNZQ2VZtQBcPpbVJwtEL4na6ICIiEk19ZVuh4I9gH7XMwRARkTMUljPRRkSd177TRaLOx2Sb1K6pbAOAYRH+AIBMkbOmREREoqmvbLsIP4SIvFksERG1T8E+/HlPRJ1XQekVUedjsk1q1zRIAIDhkUy2ERFRO1df2XZR8GeyjYiokxgRFQAfjUruMIiIZBEm8tYpTLZJ7fpkW09Lsi37XClqTWa5oiIiImqWqawAAJeREhF1Jko3Bf4wtJvcYRARycLfy13U+Zhsk9p1y0h7BXrD39Md1bVmZJ/jvm1ERNT+1NUn24oVAfDzFPcPDyIiar8iA7zkDoGISBaB3uK+wcxkm9Q09cm2aktizc1Ngfi+QQCAXScL5YqKiIioWYLBsozU6BkChUIhczREROQsASK/2CQichVi71vJZJvUPLtaPtYYAFMtAGBs/4Zk2yW5oiIiImqaIEBVddHyuU+ovLEQEZFThXKfTiLqpMyCIOp8TLZJTaMFFPXf5qoSAMBt/SzJtl8KDLhoYIttIiJqR2oMUJks3Zjc/cJkDoaIiJxpRFQAWM9MRJ3RT7nFos7HZJvU3JRAF0tTBFRZ/vECvdW4uYcWAPDdCS4lJSKidqS+E2mZ4Al/rZ/MwRARkTMp3RTQuDPdRkSdz/mSK6LOx2SbMzQsJa26mikdH2NZmvPF4QI5IiIiImpauQ4AcFHwR7Av9+4hIupMTGYBNXXiLqUiInIFdeY6Uedjss0ZPAMtH6uKrKfuvcnSVjvjTDGXkhIRUftRX9l2UfBHiMgbxRIRUft2ILcEZubaiKgTOlvEyjbX4xlg+XhNZVt4gCeGRfhBEIAvj+hkCoyIiOg69ZVthfBHCDfKJiLqVArLWQRARJ1ThdEk6nxMtjmDdRlpic3p+4Z0BwBsy77g7IiIiIiaZri6jDSEy0iJiDqVQC/+3CeizsnLQynqfEy2OUMTe7YBwOSbwqByU+Dw+TKc0BtkCIyIiMiWyWDZS9SyZxsr24iIOhOzwDWkRNQ53do3UNT5mGxzhmaSbYHeatwdHQIA+GR/vrOjIiIiaqSu1FLZVuIWAF+NSuZoiIjImfbnlrQ+iIioA7qtX7Co8zHZ5gxeQZaPFRcbPfTwyAgAwJZDF1BlFLf7BRFRZ7F69WpERUVBo9EgNjYWe/fubXH87t27ERsbC41Gg169emHt2rU2j7/33nuIj4+Hv78//P39MW7cOBw4cMBmzKuvvgqFQmFzhIaGiv7cnK7Ckmyr9QyGQqGQORgiIsclJCSgW7duOHv2LAAgOTkZW7dulTkqV8HKNiLqnG7pGSDqfEy2OYOvpfNowz441xrTOxARAZ4or6nDl4fZKIGIyFGbNm3CnDlzsGjRImRlZSE+Ph4TJ05Efn7TFcO5ubmYNGkS4uPjkZWVhYULF2L27NlITU21jtm1axceeughfP/998jIyEBERAQSEhJw4YLtHpuDBg2CTqezHkePHpX0uUpOEOBeWQgAMHuHyRwMEZFj3n//fQDA3XffjdLSUphMls2u/fz8kJycLGdoLiOul7jLqIiIXEXm2cuizsdkmzNYk20FwHX7ILi5KfDQCEt128f7z0LgPglERA554403MGPGDMycORMDBw5EcnIywsPDsWbNmibHr127FhEREUhOTsbAgQMxc+ZMPP7441ixYoV1zH//+18kJSVhyJAhGDBgAN577z2YzWZ8++23NnOpVCqEhoZaj6CgIEmfq+SqSuAm1AIAlL4doEqPiDqVdevWAQCef/55KJVXN7oePny4678Z4iS3RIlb2UFE5CrE7sbMZJszNCTbaiuB6rJGDz84vAc8VG44cr4MP+eJm00lIurIjEYjMjMzkZCQYHM+ISEB+/bta/KajIyMRuPHjx+PgwcPora2tslrqqqqUFtbi4AA2xchp06dQrdu3RAVFYXp06fjzJkzLcZbU1MDg8Fgc7QrFXoAQIngDX9fb5mDISJyTMOy0eup1WpUVlY6ORrXtP9MceuDiIg6oGAfcRuDMdnmDO5dgC71L9Dqu7xdq6u3GlOGdQcAvL+35RdqRER0VVFREUwmE0JCQmzOh4SEQK/XN3mNXq9vcnxdXR2KioqavOall15C9+7dMW7cOOu5kSNH4qOPPsI333yD9957D3q9HqNHj0ZxcfMvVJYvXw6tVms9wsPD7X2qzlG/t2ih4I9Ab7XMwRAROSYyMrLJ819//TWio6OdHI1r2nzovNwhEBHJYoTIlb1MtjmLryWZ1lSyDQBm3BoFAEjPuYjcIr7zRkTkiOs38hcEocXN/Zsa39R5APjXv/6FjRs3YvPmzdBorr7jNXHiREyZMgWDBw/GuHHj8NVXXwEAPvzww2bvu2DBApSVlVmPc+fOtf7knKnCsl/bJUGLIB8m24jItcyePRsAkJqaCkEQcODAAbz22mtYuHAhnn/+eZmjcw2VRpPcIRARdQhMtjmLdd+2C00+3CfYB3f0D4IgAB/8mOvEwIiIXFdgYCCUSmWjKrbCwsJG1WsNQkNDmxyvUqnQtWtXm/MrVqzAP/7xD+zYsQM33XRTi7F4eXlh8ODBOHXqVLNj1Go1fH19bY52pb6y7RL8EOTtIXMwRESOeeSRRwAAixcvRlVVFR5++GGsXbsWb775JqZPny5zdK4hNtJP7hCIiGSx71TTK1zaisk2Z2lItpU1X8XwRHwvAMD/HTyP0iqjM6IiInJpHh4eiI2NRXp6us359PR0jB49uslr4uLiGo3fsWMHhg8fDnd3d+u5//f//h+WLVuG7du3Y/jw4a3GUlNTg5ycHISFuXAXz/rKtiJBy2WkROSyjh07hsLCQuj1epw7dw4zZsyQOySXER2mlTsEIiJZpGaJu4yeyTZnCbAk0lB8utkhcb27YmCYL67UmvCfjKY3eCUiIlvz5s3D+++/jw0bNiAnJwdz585Ffn4+Zs2aBcCydPPRRx+1jp81axbOnj2LefPmIScnBxs2bMD69esxf/5865h//etfePnll7Fhwwb07NkTer0eer0eFRUV1jHz58/H7t27kZubi/3792Pq1KkwGAz405/+5LwnL7ZrlpEy2UZEriwwMBDBwcFOvefq1asRFRUFjUaD2NhY7N27t8Xxu3fvRmxsLDQaDXr16oW1a9c2GpOamoro6Gio1WpER0djy5YtUoUPACjhG/5E1ElV1tSJOh+Tbc7StY/lY0nzyTaFQoFZt1uScht+zEWVUdx/bCKijmjatGlITk7G0qVLMWTIEOzZswdpaWnWjbJ1Oh3y8/Ot46OiopCWloZdu3ZhyJAhWLZsGVatWoUpU6ZYx6xevRpGoxFTp05FWFiY9VixYoV1zPnz5/HQQw+hf//+uP/+++Hh4YGffvqp2Q26XYGp3LK89pLgh0Du2UZELmbw4MEAgJtuugm9evVqdEhp06ZNmDNnDhYtWoSsrCzEx8dj4sSJNr9/rpWbm4tJkyYhPj4eWVlZWLhwIWbPno3U1FTrmIyMDEybNg2JiYk4fPgwEhMT8eCDD2L//v2SPY8AT24hQESdU6DIW6gohIZdoSXw2muv4auvvkJ2djY8PDxQWlrq0PVPPfUU1q1bh5UrV2LOnDkAgJKSEixevBg7duzAuXPnEBgYiN///vdYtmwZtNrGZc81NTUYOXIkDh8+jKysLAwZMsSuexsMBmi1WpSVlYmzp86lk8A7IwAPb2DBeaCZjbvrTGbc+e/dyC+pwiv3RFsbJxARuTrRf652AO3te2JcNQIeJSfxZ9MibFj6fItNJoiI2pvXX38dL730Ev75z39Co9GgtrYWWVlZ2L59O55//nm89NJLkt175MiRGDZsGNasWWM9N3DgQPz+97/H8uXLG41/8cUXsW3bNuTk5FjPzZo1C4cPH0ZGRgYAy5tJBoMBX3/9tXXMhAkT4O/vj40bN9oVl6O/Z97dfRrLvz5h19xERB3J5MEheOePrW8dY+/PVUkr24xGIx544AE8/fTTDl/7+eefY//+/ejWrZvN+YKCAhQUFGDFihU4evQoUlJSsH379mb3YnjhhRcazSEL/56Awg0wVliX6TRFpXTD02N7AwDW7TmNmjp2BCIiIudQVF4CAJg8g5hoIyKX0/Ca4+mnn8Zzzz2H+fPn47///S+WLl2KkydPSnZfo9GIzMxMJCQk2JxPSEjAvn37mrwmIyOj0fjx48fj4MGDqK2tbXFMc3MClkIDg8Fgczgi82yJQ+OJiDqKUxcrWh/kAEmTbUuWLMHcuXOtJd32unDhAp599ln897//tdmsGgBiYmKQmpqKe++9F71798add96J1157DV988QXq6myXXX799dfYsWOHzbKf5tzoL6ZWqdSANtzyedGvLQ69f1h3hPpqcNFQg9TMpruXEhERicpUC/cay4sshU/TnVyJiFzRxIkTbZZniq2oqAgmk6lRF+yQkJBG3a8b6PX6JsfX1dWhqKioxTHNzQkAy5cvh1artR7h4eEOPZcu7kqHxhMRdRRiL/lsd3u2mc1mJCYm4vnnn8egQYPsuqahfE+lUlnPXbx4EU888QT+85//wNPTs9U5bvQXk11C6p/PxWMtDlOrlHjiNsu+Emt3n0adySx+LERERNeqr2qrE9yg9gmUORgiIvH873//Q0BAgOT3ub4iWBCEFquEmxp//XlH51ywYAHKysqsx7lz5+yOHwAGdWM3UiLqnNyV4qbH2l2y7fXXX4dKpcLs2bPtGl9cXIxly5bhqaeesp4TBAGPPfYYZs2aheHDW19zC9z4Lya7hN1s+ag70urQh0aEI8DLA/klVdh2uED8WIiIiK5VcREAUAQtuvp0kTkYIiLH3XrrrQCA+Ph4DBs2DEOHDkVYWBgWLlyIhQsXSnbfwMBAKJXKRhVnhYWFjSrTGoSGhjY5XqVSoWvXri2OaW5OAFCr1fD19bU5HBHkq3FoPBFRR6FRyZxse/XVV6FQKFo8Dh482KZgMjMz8eabbyIlJcWuvWIMBgMmT56M6OhoLF682Hr+rbfegsFgwIIFC+y+943+YrJL6E2Wj7rDrQ719FBZmyMk7zyFWla3ERGRlCoslW1FghZBIndjIiJyhnvuuQcAMHnyZNx33324//77sXjxYhw7dgxPPvmkZPf18PBAbGws0tPTbc6np6dj9OjRTV4TFxfXaPyOHTswfPhw6zY6zY1pbk4xBHrx5z8RdU5dPFStD3KAw7M9++yzmD59eotjevbs2aZg9u7di8LCQkRERFjPmUwm/PWvf0VycjLy8vKs58vLyzFhwgR4e3tjy5YtNnu7fffdd/jpp5+gVqtt5h8+fDj++Mc/4sMPP2xTfDesobLt0gmg9grg3nLlwGOje+KDH3ORX1KF/zt4Hg+PjGhxPBERUZvVV7ZdErQI9FG3MpiIqH2pq6uzvoZ46aWXnN7hed68eUhMTMTw4cMRFxeHdevWIT8/H7NmzQJgWUVz4cIFfPTRRwAsnUfffvttzJs3D0888QQyMjKwfv16my6jzz33HG677Ta8/vrruO+++7B161bs3LkTP/zwg2TP44S+XLK5iYjas8E9xF1G73CyLTAwEIGB0uzlkpiYiHHjxtmcGz9+PBITE/HnP//Zes5gMGD8+PFQq9XYtm0bNBrbcudVq1bh73//u/XrgoICjB8/Hps2bcLIkSMlid0uvt0Az0CgqgjQHwXCR7Q43EutwtNj+2DZl8fx1nencP+w7tBw01IiIpKCNdnmh0BvJtuIyLWoVCrMmzdPtvtPmzYNxcXFWLp0KXQ6HWJiYpCWlobIyEgAgE6nQ35+vnV8VFQU0tLSMHfuXLzzzjvo1q0bVq1ahSlTpljHjB49Gp9++ilefvllvPLKK+jdu7fkr2fOXa6SbG4iovYsvm+QqPOJWyd3nfz8fJSUlCA/Px8mkwnZ2dkAgD59+sDb2xsAMGDAACxfvhx/+MMf0LVrV+seBQ3c3d0RGhqK/v37A7BUtCUkJKCqqgoff/yxTefQoKAgKJVKm8o4ANZ79e7dG3M9tj0AACAASURBVD169JDyKbdMoQAiRgEnvgTy9raabAOAP46MwPt7z0BXVo1P9ufj8fqlpURERKKqKAQAXIIWPZlsIyIXNHz4cOzdu1e2+yclJSEpKanJx1JSUhqdu/3223Ho0KEW55w6dSqmTp0qRnh2iQxovbEcEVFHdEtPcRvpSNog4W9/+xuGDh2KxYsXo6KiAkOHDsXQoUNt9nQ7efIkysrK7J4zMzMT+/fvx9GjR9GnTx+EhYVZD0maGogt6jbLx1z7/hDQuCvxlzv7AgBW7/oNVcY6qSIjIqLOrLI+2Sb4IYjLSInIBc2YMQMAsG7dOmRkZODIkSM2B7UuMa6n3CEQEcli/5liUeeTtLItJSWlyXdxrtXQ4ro51+7TBgBjx45t9Zrr9ezZ0+FrJNPT0iUJ5/YDdUZA1fompA8M74F395zG2eIqfPBjHp65o4/EQRIRUWdjMlyEEpYGCYFskEBELuTxxx9HcnKydduZF154wfqYQqGAIAhQKBQwmUxyhegyPFRu0CiBan6riKiT2XzoPOL7ibeUVNLKNmpC0EDAsytQWwWc/9muS9yVbpg7rh8AYO2u0yiuqJEyQiIi6oTM5ZY920rd/OGtlvS9OCIiUX344Yeorq62Vq8dOXIEubm5yM3NxZkzZ6wfyT5KJV8iElHnU1Ej7ipC/iR1Njc3oPedls9Pptl92e9u7obB3bUor6lD8s5TEgVHRESdlVv9MlKTZzAUCoXM0RAR2a9hBUvDvs0RERGIjIxsdFDrjHVmVBrNcodBROR0Ib7ibqPCZJscBtxj+XjiS8DO5a1ubgosnDQQAPDJgXz8Vsi23EREJJLaK1DW1v9e8QmRNxYiojbgmwTi+E9GntwhEBHJYki4v6jzMdkmhz7jAKUauJwHXPzF7svienfFuIEhMJkFLE87IV18RETUudR3Iq0R3OHl4ydzMEREjuvXr5+1ei0yMhIBAQGNDmrd2ZIquUMgIpJF2ZVaUefjpixyUHtblpL++jWQsw0IjbH70gWTBmDXyUJ8e6IQ+34rwug+gRIGSkREnUJ9su0StAj00cgcDBGR45YsWQIPDw88/fTTWL58Obp06SJ3SC4pMsBT7hCIiGTh5ylugzAm2+QSM8WSbDu8Ebj9JctebnboHeSNP46MwIcZZ/H3r3LwxV9uhdKNZfNERHQDKizNES4Jfgj0Fne/CiIiZ5g+fTo0Gg2efvppPPzww/D19ZU7JJf08MhILPsqR+4wiIicrqTSKOp8XEYqlwGTAbUvUJoPnP3BoUufG9cPPhoVjusMSD10XqIAiYio07Am27QI8mGyjYhcC/drE0/2uVK5QyAikkVxZY2o8zHZJhcPTyDmfsvnWf916NIALw/85c4+AIB/bT8JQ7W4a4uJiKiTqbwEACgStKxsIyKXI9jZcIxaV1B6Re4QiIhkoRP55x+TbXIa8ojl4/GtQHWZQ5c+NjoKvYK8UFRRg+T0UxIER0REnUZDZRv8EOgt7n4VRERSM5vNCA4OljuMDiEr/7LcIRARyeJSBZeRdhw9hgNBA4G6K0DWxw5d6qFyw6v3DgIAfJiRhxN6gwQBEhFRp9DQIEHQIpDLSImIOq2Lhmq5QyAikkV1rUnU+Zhsk5NCAYx80vL5gXWA2bF/3Nv6BWHCoFCYzAIWb/2FJfRERNQm5nI9ADZIICLq7LzU7J9HRJ2TRinu/p9MtsntpmmAxg+4nAf8+o3Dl79ybzQ07m7Yn1uCbYcLxI+PiIg6PHO5pbKt1M0Pvhq+0CIi6qz+cHN3uUMgIpKFIHKzHSbb5ObhBQx71PL5/rUOX97drwuevcPSLOEfaTmoqKkTMzoiIuroBAFulZZkm8kziF39iIg6MZU7Xx4SUedUw2WkHdCIJwCFG5C7G9AfdfjymfG9ENnVExcNNVj1LZslEBGRA2rK4Way7NHj5hMiczBERCSnQu7ZRkSdlNFkFnU+JtvaA78IIPr3ls9/WOnw5Rp3pbVZwvofcvFLgWOdTYmIqBOrb45QLnSBj49W5mCIiEhOJZXiduMjInIVIVqNqPMx2dZexM+zfPxlC1B82uHL7xgQjMmDw2AyC1iw+ShMZjZLICIiO1Re04mUzRGIiDq1AP4eIKJOalRUoKjzMdnWXoQOBvomAIIZ+PHNNk2x+N5o+GhUOHK+DB/uyxM3PiIi6pgqLgIAiqBFoI+HzMEQEZGcQn3FrewgInIVj4yKFHU+Jtvak/i/Wj4e3ggYHO8sGuyrwYKJAwEAK3acxIXSK2JGR0REHVEFK9uIiMhiRFQA2CaHiDqj7HOlos7HZFt7EjEKiBgNmIxAxjttmmL6LeEY0TMAVUYTXvn8GASBy0mJiKgF9ZVtlwQ/JtuIiDo5pZsC/p7ucodBROR0epEbxDDZ1t40VLcd/ACoKnH4cjc3Bf5xfww8lG747kQhvjyiEzlAIiLqUKyVbUy2ERERMKZ3gNwhEBE5XUlFjajzMdnW3vS5Cwi9CaitBPatatsUwT5IuqM3AGDxtl9QJPJ/NERE1IHUJ9uKoEWQD5NtRESd2fZjOnxx9KLcYRAROV2Al7h7FzPZ1t4oFMDYBZbP978LVFxq0zRJY/tgQKgPSiqNWLTlKJeTEhFRk8zlDctItQhiZRsRUadlMgtY8sVxucMgIpJFsMgNYphsa4/6TwS6DQNqq4Afk9s0hYfKDW88OATuSgW++eUitmY73nCBiIg6PqF+z7ZSN3/4dlHJHA0REcnlQG4JdGXi7llEROQqzGZxC5SYbGuPFArgjkWWz39+HyjXt2ma6G6+mH1nXwDA37Yeg56/PImI6FpmMxRVRQCAOs8gKBTsQUdE1FkVlvO1AhF1XvtzHd8zvyVMtrVXfe4CeowA6qqBvW+0eZqnx/bGzT20MFTX4cXUI1xOSkREV1WXws1cCwBQegfLHAwREckp2EfcJVRERK6FlW2dg0IB3Flf3Zb5AVB2vk3TqJRu+PeDN8ND5Ybdv17Cpz+fEzFIIiJyafVLSC8L3vDz8ZI5GCIiktOIqACEaZlwI6LOKa5XoKjzMdnWnkXdDkTeCpiMwPf/aPM0fYJ98HxCfwDA0i+O47fCCrEiJCIiV1ZxtTlCIJsjEBF1ako3BRbfGy13GEREshgW6S/qfEy2tWcKBXD3Esvn2Z8A+qNtnmrGrVEY06crrtSa8JeNWaiuNYkUJBERuayKQgDAJcEPQT5MthERdXYTYsIwKNRb7jCIiJzu45/Oijofk23tXY/hwKD7AQjAjpeBNu655uamwBsPDkGAlwdydAb88+sT4sZJRESupz7ZVgRWthERkcW50ityh0BE5HQ/5xWLOh+Tba5g3GJA6QGc2QX89m2bpwnx1eDfD9wMAEjZl4edxy+KFCAREbmka5eRsrKNiIjQ5vf2iYhcmqeHStT5mGxzBf49gRFPWj5PfwUwt30J6B0DgjHj1igAwPP/Owx9GVt8ExF1WtcsIw309pA5GCIiag/8Pd3lDoGIyOmmDOsh6nxMtrmK2+YDGj+g8DiQ9fENTfXChP6I6e6Ly1W1mP1pFmpNZpGCJCIil3JNZVsQl5ESEbXJ5cuXkZiYCK1WC61Wi8TERJSWljY7vra2Fi+++CIGDx4MLy8vdOvWDY8++igKCgpsxo0dOxYKhcLmmD59utRPB+5KheT3ICJqb0b3YTfSzqmLP3D7C5bPv10KXGn+F3hr1Col3npoGLzVKhzILcHyNO7fRkSubfXq1YiKioJGo0FsbCz27t3b4vjdu3cjNjYWGo0GvXr1wtq1axuNSU1NRXR0NNRqNaKjo7Fly5Ybvm97Y+aebUREN+zhhx9GdnY2tm/fju3btyM7OxuJiYnNjq+qqsKhQ4fwyiuv4NChQ9i8eTN+/fVX/O53v2s09oknnoBOp7Me7777rpRPBQBQU8d1pETU+ZjM4v7sY7LNldzyBBDYD6gqAnYtv6GpogK98O8HLfu3bfgxF1uzL4gRIRGR023atAlz5szBokWLkJWVhfj4eEycOBH5+flNjs/NzcWkSZMQHx+PrKwsLFy4ELNnz0Zqaqp1TEZGBqZNm4bExEQcPnwYiYmJePDBB7F///4237c9Euor20oU/tB24bIhIiJH5eTkYPv27Xj//fcRFxeHuLg4vPfee/jyyy9x8uTJJq/RarVIT0/Hgw8+iP79+2PUqFF46623kJmZ2eh3iKenJ0JDQ62HVquV/Dlp3PkSkYg6nw/35Yo6H3+SuhKVBzDxdcvnB94DLv5yQ9ONHxSKZ+/oAwB4MfUIfiko+//s3XlcVPX6wPHPDMuwCMMmmxu4g7ibgJqaKeJeei0zudUt0srMzBZ/5VVTr3nbtL1Mr97UtPKamUZqlrngLiouuIEbIAo4ICrr/P4YmUC2YZgF8Hm/Xuf1Ys6c8z3PGQ4znGee7/db0wiFEMLiPvjgA55++mmeeeYZgoKCWLBgAU2aNOHzzz8vd/svvviCpk2bsmDBAoKCgnjmmWf4xz/+wXvvvaffZsGCBQwYMIBp06bRtm1bpk2bxoMPPsiCBQuMPi5Abm4uWVlZpRarKSxAeVM361KhU0OUSuk2JIQQ1RUbG4tarSY0NFS/LiwsDLVaza5duwxuR6PRoFAocHNzK7V+xYoVeHl50a5dO6ZOnUp2dnal7ZjicybI16Xa+wghRF2351yGSduTZFtd06IfBA0HbSFsfK3G0wW9PKA1fVo35HZ+EROWH+D6zTwTBSqEEOaXl5fHgQMHiIiIKLU+IiKiwpuc2NjYMtsPHDiQ/fv3k5+fX+k2xW0ac1yAefPm6cf0UavVNGnSxLATNYeb6SjQUqhVYOdi2jEqhBDiXpGamoq3t3eZ9d7e3qSmphrUxu3bt3njjTcYO3Ysrq6u+vWPP/443377LX/88QfTp09nzZo1jBw5stK2TPE546SSSmchxL0nNcu0k0dKsq0uGjgXbB3h/A449r8aNWWjVLBwTCeaejhxMeMWL357yOR9lYUQwlyuXbtGYWEhPj4+pdb7+PhUeJOTmppa7vYFBQVcu3at0m2K2zTmuADTpk1Do9Hol4sXLxp2ouZQ3IUUVzxcnKwXhxBC1EIzZ84sMznB3cv+/fsBUCjKVgZrtdpy198tPz+fMWPGUFRUxGeffVbquejoaPr3709ISAhjxozhhx9+YMuWLRw8eLDC9kzxOXMiRXq7CCHuPb6uDiZtz9akrQnLcGsK90+B3+fCr29Bq4GgamB8c072fDGuKyM/38n209f418YTTB8abMKAhRDCvO6+oanqJqe87e9eb0ib1T2uSqVCpaolExHcmRzhqtZNJkcQQoi7TJw4scqZPwMCAjhy5AhXrlwp89zVq1fLfCFzt/z8fB555BESExPZunVrqaq28nTp0gU7OztOnz5Nly5dyt3GFJ8zZ67m1Gh/IYSoi0Kbe5q0PUm21VU9JkHcCshMgu3vQf+ZNWou2N+V90Z3ZOLKQyzekUiAlzNRYc1MEakQQpiNl5cXNjY2ZarJ0tLSKrzJ8fX1LXd7W1tbPD09K92muE1jjlvr5BQn22QmUiGEuJuXlxdeXlV3sQ8PD0ej0bB37166d+8OwJ49e9BoNPTo0aPC/YoTbadPn+b333/Xf/5U5tixY+Tn5+Pn52f4iRhBW8NhaoQQoi56okeASduTbqR1lZ0DRL6j+3nXJ5B2osZNDu3gz9SI1gDM/OkYfySk1bhNIYQwJ3t7e7p27crmzZtLrd+8eXOFNznh4eFltt+0aRPdunXDzs6u0m2K2zTmuLXOnW6k11Dj1cDeysEIIUTdFBQURGRkJNHR0ezevZvdu3cTHR3N0KFDadOmjX67tm3bsnbtWgAKCgr429/+xv79+1mxYgWFhYWkpqaSmppKXp5u/OSzZ8/y9ttvs3//fpKSkti4cSOjR4+mc+fO9OzZ06zn5Oog9RhCiHuLv6sKe1vTpsck2VaXtY6ENoOhKB/WvwRFRTVu8oUHWjKqS2MKi7RMXHmIk6lWnClPCCEMMGXKFL7++muWLFnCiRMnePnll7lw4QITJkwAdOPX/P3vf9dvP2HCBM6fP8+UKVM4ceIES5YsYfHixUydOlW/zUsvvcSmTZuYP38+J0+eZP78+WzZsoXJkycbfNxar0Q30oYuUtkmhBDGWrFiBe3btyciIoKIiAg6dOjAN998U2qbhIQENBrdWGiXLl3ip59+4tKlS3Tq1Ak/Pz/9UjzJjr29Pb/99hsDBw6kTZs2TJo0iYiICLZs2YKNjY1ZzyfEv/LurEIIUd9k3Mo3+dj18rVFXaZQwOB3IfFPuLgHDiyB+56pYZMK5o1sz6XMm+xJzODppftZ+0IPvF1MO1igEEKYyqOPPkp6ejpvv/02KSkphISEsHHjRpo103WFT0lJ4cKFC/rtAwMD2bhxIy+//DKffvop/v7+fPTRR4waNUq/TY8ePVi1ahVvvfUW06dPp0WLFqxevZrQ0FCDj1vr3firG2l76UYqhBBG8/DwYPny5ZVuU7JrZkBAQJVdNZs0acK2bdtMEl91FBZpOXhRvmwXQtxbbucXsTcxg/AWphu3TaGVTvnlysrKQq1Wo9Foqhys1Or2fAW/vAr2LjBxL7j617jJ6zfzGPnZLs5dy6FDYzUro8NooJLcrBDCeHXqfdVCrPqaLB0KSduZlPcCE1+aRmsfF8seXwghTEw+Z8qq7msSezadxxbttkBkQghRuywc04kRnRpVuZ2h76vSjbQ+uO9paNQN8rJh46smadLNyZ4lT96Hu5MdRy5pmPDNAXILCk3SthBCCOvTFle2IbORCiGE0EnLvm3tEIQQwipM/f+wJNvqA6UNDP8IlLZw8mc4sd4kzQZ4OfOfp7rjZG/DjjPXmLL6sMn7MQshhLCO4mRbBm64OdpZORohhBC1gQwdI4S4Z5k41SHJtvrCpx30vDNw94apcOu6SZrt1MSNr6K6YWejYMPRFKavi5fpwIUQoq4ryEV5OxOAIqeGKJUKKwckhBCiNuge6IFaZiMVQtyDTF3ZK8m2+qT3q+DRAm6kwq//Z7Jme7XyYuGYzigUsHLPBT7YfMpkbQshhLCCnKsA5GltsG/gYeVghBBC1BY2SgX/6NXc2mEIIYTFZeTkmbQ9SbbVJ3YO8NBngALiVsDJjSZrenB7P+Y8FALAx1vPsGRHosnaFkIIYWF3upBeQ42nq6OVgxFCCFGbPNe3hbVDEEIIi/OQMdtEpZqGQY8XdT+vfwluZpis6cdDm/HqwDYAvP3zcb7bf9FkbQshhLCg4mSbVo1XA3srByOEEKI22ZdkuvsHIYSoK3xdTTtmpSTb6qMH3oSGbSEnDTZONWnTz/dtwTO9AgF4fc0R/nfwkknbF0IIYQE5d2Yi1brR0EVmIhVCCPGXnaevWTsEIYSwKDdHO7oHmnZoFUm21Ud2DvDQ56Cwgfg1cGytyZpWKBS8OSSIv4c3Q6uFqd8fZl3cZZO1L4QQwgJuXAHgqlZNQxOXzAshhKjbDl8yzURrQghRV/QP8sbGxBOGSbKtvmrUBe6fovv55ymQlWKyphUKBTOHteOx7k0p0sKU7w6z4Yjp2hdCCGFmJcZsk8o2IYQQJTnZyy2iEOLe0rOll8nblHfS+qz3a+DbHm5lwNrxUFRksqaVSgVzHwrhkW6NKSzSMmnVIWLiU03WvhBCCDO6UaIbqVS2CSGEKKF7oOlvOoUQojbzNvF4bSDJtvrN1h5GLQE7J0jcBrsWmrR5pVLBvJEdGNm5EYVFWiauPCgJNyGEqAv0yTY1XlLZJoQQooQnegRYOwQhhLAsremblGRbfdewNQyar/t56xy4dMCkzdsoFbw7uiMjOvlTUKTlhZUHZQw3IYSo5bR3xmy7JmO2CSGEuIu9rZKOjV2tHYYQQljMtZxck7cpybZ7QecoCH4IigpgzT/gdpZJm7dRKvjgkU78rauuS+nk1XF8t++iSY8hhBDCdLR3KtsyFO6oHe2sHI0QQojaZnB7P2uHIIQQFuPlbPovnyXZdi9QKGDYQlA3hcwk+HkyaE1bJ2mjVPDvUR0YF9YUrRZeW3OE/8YmmfQYQgghTCDvJsq8bACKnL1RmnjmJSGEEHVf1u0Ca4cghBAWU2Ti/AhIsu3e4egGo74GhQ3Er4E9X5r8EEqlgtkjQni6VyAA/1x3jEV/njP5cYQQQtRAjq6q7bbWDicXtZWDEUIIURspkC9ihBD3jj2JGSZvU5Jt95KmoRAxR/fzpjfhwm6TH0KhUPDWkCAmPtASgLkbT/DB5lNozZApFkIIYYQbV4E7M5G6mH7mJSGEEHVfeAtPa4cghBAWVMcq2+bOnUuPHj1wcnLCzc2t2vuPHz8ehULBggUL9OsyMjJ48cUXadOmDU5OTjRt2pRJkyah0WjK7L9hwwZCQ0NxdHTEy8uLkSNH1uh86oWw56DdSN34bd89AdlXTH4IhULB1IFtmBrRGoCPfjvN/62Np7BIEm5CCGF1dyZHuIoaL5kcQQghRDk6Nq7+vZsQQtRVoQGm/4LBrMm2vLw8Ro8ezXPPPVftfX/88Uf27NmDv79/qfXJyckkJyfz3nvvcfToUZYuXUpMTAxPP/10qe3WrFlDVFQUTz31FIcPH2bnzp2MHTu2RudTLygUMPxjaNgWbqTCD09BYb5ZDjWxXyvmPBSCQgHf7r3Ac8sPcDu/0CzHEkIIYaDiZJvWjYYukmwTQghR1ju/nLB2CEIIYTFKG9N3nbc1eYslzJo1C4ClS5dWa7/Lly8zceJEfv31V4YMGVLquZCQENasWaN/3KJFC+bOncu4ceMoKCjA1taWgoICXnrpJd59991SSbg2bdoYfzL1iaoBPPINLOoH53fClpkwcK5ZDjUurBmezva8tCqOTcev8PfFe1n0RDeZ/U4IIawlR9eN9JpWKtuEEEKU79DF69YOQQghLCYtO9fkbda6MduKioqIiori1VdfpV27dgbto9FocHV1xdZWlzs8ePAgly9fRqlU0rlzZ/z8/Bg0aBDHjh2rsI3c3FyysrJKLfVaw9bw0Ge6n2M/gbiVZjvUoPZ+/Pfp7riobNmblMEjX8SSqrlttuMJIYSoRIlupFLZJoQQojxpWbesHYIQQlhMxo17INk2f/58bG1tmTRpkkHbp6enM3v2bMaPH69fd+6cbgbMmTNn8tZbb/Hzzz/j7u5Onz59yMgof5aJefPmoVar9UuTJk1qfjK1XfBwuH+q7uefJkHSTrMdKqy5J6vHh+PtoiLhSjYjPt1B/OWy4+wJIYQws+y/upFKZZsQQoi7FRZpuZ5jnmFmhBCiNvJwtjd5m9VOts2cOROFQlHpsn//fqOCOXDgAAsXLmTp0qUoFFX3mc3KymLIkCEEBwczY8YM/fqioiIA3nzzTUaNGkXXrl35z3/+g0Kh4Pvvvy+3rWnTpqHRaPTLxYsXjTqHOueBNyF4BBTlw+rHIf2s2Q4V7O/Kmud60Mq7AVeychn9RSwx8SlmO54QQohyZOved69o3aWyTQghRBl7EzPIl3nNhBD3EF+1o8nbrPaYbRMnTmTMmDGVbhMQEGBUMNu3byctLY2mTZvq1xUWFvLKK6+wYMECkpKS9Ouzs7OJjIykQYMGrF27Fju7v8YA8/PzAyA4OFi/TqVS0bx5cy5cuFDusVUqFSrVPXjToVTCQ1/A9YuQfBBWPgrPbAZHd7McromHE2ue78HElYf489RVJiw/yGuRbXiuTwuDEqxCCCFqRpudioI7yTapbBNCCHGXtGwZ7kUIce9ooLKle6CHydutdrLNy8sLLy8vkwcCEBUVRf/+/UutGzhwoH5W0WJZWVkMHDgQlUrFTz/9hIODQ6l9unbtikqlIiEhgV69egGQn59PUlISzZo1M0vsdZq9Ezy2SjdhQvppWB0F49aArXluwlwd7FjyRDfmbDjB0l1J/DsmgTNpN5g3sj0qWxuzHFMIIQRQVKQfsy1T6YGro1nnSRJCCFEHeTnLFzFCiHtHr5Ye2ChNX/hj1jHbLly4QFxcHBcuXKCwsJC4uDji4uK4ceOGfpu2bduydu1aADw9PQkJCSm12NnZ4evrq59JNDs7m4iICHJycli8eDFZWVmkpqaSmppKYWEhAK6urkyYMIEZM2awadMmEhISeO655wAYPXq0OU+57nLxgbGrwd4FkrbD/6KhqNBsh7O1UTJzeDtmj2iHjVLB/w5eZtzXe0g3w8CEQggh7rh5DYW2kEKtAoVzQ6koFkIIUZZ8NAgh7iHOKruqNzKCWb/S/uc//8myZcv0jzt37gzA77//Tt++fQFISEhAozF8oPwDBw6wZ88eAFq2bFnqucTERH0X1nfffRdbW1uioqK4desWoaGhbN26FXd383SPrBd8Q2DMClg+Co6vg19eh8HvghlvxqLCA2jm6cwLKw6yLymT4Z/s5LPHu9CxiZvZjimEEPesO+O1paPGw9XJysEIIYSojdKypBupEOLe8duJNAqLtCavbjNrZdvSpUvRarVlluJEG4BWq+XJJ5+ssI2kpCQmT56sf9y3b99y29RqtaXGirOzs+O9997jypUrZGVlsXnzZtq1a2eGs6xnmveBkV8BCti3CP58z+yH7N26IWtf6EGglzOXr99i9BexrNxzAa1WRmYVQgiTyk4F4IrMRCqEEKICGTl51g5BCCEs5vqtfPYmZpi8XbMm20QdFTISBs3X/fz7HDiwrPLtTaCltwvrJvZkQLAPeYVF/N/ao7z2wxFu55uvK6sQQtxz9Mk2mYlUCCFE+TzkyxghxD3GHBPDSLJNlC90PNw/Vffzz5N13UrNzNXBji/HdeW1yDYoFfD9gUuM+nwX59NzzH5sIYS4J9xJtqVp3aWyTQghRLl8XR2q3kgIIeoRbxfTv+9Jsk1UrN9b0DkKtEXww9OQEGP2QyqVCp7v25Jvng7Fw9meY8lZDPloB+viLpv9HAJrYgAAIABJREFU2EIIUe/dGbNNKtuEEEJUpHugB26ONtYOQwghLMLJ3obugR4mb1eSbaJiCgUMWwgho6AoH76LgjO/WeTQPVt68fOLvbgvwJ0buQW8tCqOV78/TE5ugUWOL4QQ9VJxZRsyZpsQQojy2SgVzBnRwdphCCGERQwO8TX55AggyTZRFaUNPPwlBA2DwjxYNRYS/7TIof3dHPk2OoxJD7bSdysd9skO4i8bPnutEEKIEqSyTQghhAHcne2tHYIQQljEv0aa58sFSbaJqtnYwagl0DoSCm7DykfhfKxFDm1ro2TKgNasjA7D19WBc1dzePiznXz6+xkKCossEoMQQtQbJSZI8GogN1JCCGEKmZmZREVFoVarUavVREVFcf369Ur3efLJJ1EoFKWWsLCwUtvk5uby4osv4uXlhbOzM8OHD+fSpUvmPBW92HPXLHIcIYSwpvBAT+xtzZMWk2SbMIytPYxeBi36Qf5NWDEaLu612OHDmnvyy0v3ExHsQ36hlnd/TeBvX8Ry9uoNi8UghBB1WlEh2pw0QDdBgrcMgC2EECYxduxY4uLiiImJISYmhri4OKKioqrcLzIykpSUFP2ycePGUs9PnjyZtWvXsmrVKnbs2MGNGzcYOnQohYWF5jqVEkzfpUoIIWqbR+5rbLa2JdkmDGfnAGNWQsD9kJcN3zwMSTstdnh3Z3u+jOrK+6M74qKyJe7idYZ8tJ3/7EykqEhrsTiEEKJOyrmKQltEoVZBrsqDBipba0ckhBB13okTJ4iJieHrr78mPDyc8PBwFi1axM8//0xCQkKl+6pUKnx9ffWLh8dfA3RrNBoWL17M+++/T//+/encuTPLly/n6NGjbNmyxdynRXgLT7MfQwghrM1X7Wi2tiXZJqrHzhHGrobmfSHvBiwfBWe3WuzwCoWCUV0b8+vLvenV0ovb+UXMWn+csV/v5mLGTYvFIYQQdc6d8dqu4oaXi/n+sRBCiHtJbGwsarWa0NBQ/bqwsDDUajW7du2qdN8//vgDb29vWrduTXR0NGlpafrnDhw4QH5+PhEREfp1/v7+hISEVNpubm4uWVlZpRZj3Bdg+pn5hBCiNlHZKMwyC2kxSbaJ6rN3hsdWQ6sIKLilG8MtIcaiIfi7OfLN092Z/VAIjnY27D6XwaCF2/kmNkmq3IQQojwlxmvzdpXJEYQQwhRSU1Px9vYus97b25vU1NQK9xs0aBArVqxg69atvP/+++zbt49+/fqRm5urb9fe3h53d/dS+/n4+FTa7rx58/Rjx6nVapo0aWLUeR04n2nUfkIIUVcMbm+eWUiLSbJNGMfOAR5dAW2H6mYpXf04HPvRoiEoFAqiwprxy0v3062ZOzdyC5i+7hh/+2IXCanZFo1FCCFqvTuVbWlad3xkvDYhhKjUzJkzy0xgcPeyf/9+QPc/6d20Wm2564s9+uijDBkyhJCQEIYNG8Yvv/zCqVOn2LBhQ6VxVdXutGnT0Gg0+uXixYsGnnFpqVm3jdpPCCHqCn83J7O2LwO2COPZ2sPopbB2PMSvgR+e0s1W2nGMRcMI8HJm9fhwlu8+z7u/JnDwgm4st/F9mvNiv1Y42NlYNB4hhKiV9JVtbpJsE0KIKkycOJExYyr/nzYgIIAjR45w5cqVMs9dvXoVHx8fg4/n5+dHs2bNOH36NAC+vr7k5eWRmZlZqrotLS2NHj16VNiOSqVCpap59fLO01dr3IYQQtRm567lmLV9qWwTNWNjByMXQafHQVukS7zt+sTyYSgVPNEjgM1TehMR7ENBkZZPfz9L5II/2XVGpi4XQojiZFua1h1vF+lGKoQQlfHy8qJt27aVLg4ODoSHh6PRaNi7d69+3z179qDRaCpNit0tPT2dixcv4ufnB0DXrl2xs7Nj8+bN+m1SUlKIj4+vVrvGKCzSsul42QSiEELUJ7vPpVNoxiGoJNkmak5pA8M/gdDndI83vQmb3oKiIouH4qd25Ku/d+OLcV3xcVWRlH6TsV/v4cVvD5F8/ZbF4xFCiFqjuLIN6UYqhBCmEhQURGRkJNHR0ezevZvdu3cTHR3N0KFDadOmjX67tm3bsnbtWgBu3LjB1KlTiY2NJSkpiT/++INhw4bh5eXFww8/DIBarebpp5/mlVde4bfffuPQoUOMGzeO9u3b079/f7Oe097EDLJuF5j1GEIIYW2ZN/P5ZOsZs7UvyTZhGkolRM6D/jN1j3d9DD9OgMJ8q4QTGeLL5il9+Ht4MxQKWH84mQff38ZHv53mdn6hVWISQpheZmYmUVFR+oGgo6KiuH79eqX7aLVaZs6cib+/P46OjvTt25djx47pn8/IyODFF1+kTZs2ODk50bRpUyZNmoRGoynVTkBAQJnxe9544w2znKdJ6Mdsk26kQghhSitWrKB9+/ZEREQQERFBhw4d+Oabb0ptk5CQoP8csbGx4ejRo4wYMYLWrVvzxBNP0Lp1a2JjY3FxcdHv8+GHH/LQQw/xyCOP0LNnT5ycnFi/fj02NuYdIiUtW8ZrE0LcGz7ccoqY+BSztC1jtgnTUSig18vQwAfWTYQjq+FmOoxeBqoGFg/H1cGOt0eE8Ei3Jsxaf4x9SZl8sPkUq/dd5M0hQQwK8a10gFkhRO03duxYLl26REyMbkbkZ599lqioKNavX1/hPv/+97/54IMPWLp0Ka1bt2bOnDkMGDCAhIQEXFxcSE5OJjk5mffee4/g4GDOnz/PhAkTSE5O5ocffijV1ttvv010dLT+cYMGln+vM5Q26zIKIEXriY/MRiqEECbj4eHB8uXLK91Gq/2rq5KjoyO//vprle06ODjw8ccf8/HHH9c4xurwdpEvZIQQ945p/zvKgGDTz0wqyTZhep3GgpMXfP8EnNkCy4bB49+Ds5dVwglppOa78eGsP5LCvI0nuHz9Fs+vOEhYcw9mDGtHkJ+rVeISQtTMiRMniImJYffu3YSGhgKwaNEiwsPDSUhIKNV9p5hWq2XBggW8+eabjBw5EoBly5bh4+PDypUrGT9+PCEhIaxZs0a/T4sWLZg7dy7jxo2joKAAW9u/PjpdXFzw9fU185maQP5tFDfTAUjResiNlBBCiAp1beZe9UZCCFFPZN7MZ/e5dHq2NG2+QrqRCvNoHQFPrAdHD0g+CEsGQsY5q4WjUCgY3tGf317pw6R+LVHZKtl9LoMhH23nrR+PkpmTZ7XYhBDGiY2NRa1W6xNtAGFhYajVanbt2lXuPomJiaSmphIREaFfp1Kp6NOnT4X7AGg0GlxdXUsl2gDmz5+Pp6cnnTp1Yu7cueTlVf5ekpubS1ZWVqnFIrIuA3BTq0LroMbRXmZpFkIIUb4D5zOtHYIQQlhU7Nl0k7cpyTZhPo27wdObQN0E0s/Aon6QtMOqITnZ2zIlog1bpvRhcHtfirSwfPcF+r73B0t2JJJbIOO5CVFXpKam4u3tXWa9t7c3qampFe4D4OPjU2q9j49Phfukp6cze/Zsxo8fX2r9Sy+9xKpVq/j999+ZOHEiCxYs4Pnnn6805nnz5unHl1Or1TRp0qTS7U0mKxm4U9Xm6miZYwohhKiTZMw2IcS9x/SzkkqyTZiXVyt4Zgs06gq3MuG/I+DAMmtHRRMPJz57vCsro0Np6+uC5lY+b/98nH7vbWPNgUtmnQJYCFG5mTNnlpl44O5l//79AOWOu6jVaqscj/Hu5yvaJysriyFDhhAcHMyMGTNKPffyyy/Tp08fOnTowDPPPMMXX3zB4sWLSU+v+JuxadOmodFo9MvFixcrjdNk7lS2pWg9ZLw2IYQQlZKhBoQQ95rw5qYf8krGbBPm5+ILT26AdS9A/BpYPwmunoSIOaC0blemHi28+PnFXqzef5GFW05z+fotXvn+MF/9eY5XB7bhwSBvmURBCAubOHEiY8aMqXSbgIAAjhw5wpUrV8o8d/Xq1TKVa8WKx1dLTU3Fz89Pvz4tLa3MPtnZ2URGRtKgQQPWrl2LnZ1dpTGFhYUBcObMGTw9PcvdRqVSoVJZIdmluQRAKp74yE2UEEKISnQP9MDFwZbs2wXWDkUIIczOzcmOsBbl/+9eE1LZJizDzhFGLYYH3tQ93v0ZrHwUbltovKJK2NooeTy0GdtefYDXItvg6mBLwpVsnvnvfkZ/Ecu+pAxrhyjEPcXLy4u2bdtWujg4OBAeHo5Go2Hv3r36fffs2YNGo6FHjx7lth0YGIivry+bN2/Wr8vLy2Pbtm2l9snKyiIiIgJ7e3t++uknHByqTlAdOnQIoFQSr9a40400WeuBt6sk24QQQlTMRqngb10aWzsMIYSwiHdGtjf5TKQgyTZhSQoF9HkNRi8DW0c4sxkWD4D0s9aODABHexue79uS7a/1Y0KfFqhslew/n8noL2L5x9J9nEixfmJQCPGXoKAgIiMjiY6OZvfu3ezevZvo6GiGDh1aaibStm3bsnbtWkDXfXTy5Mn861//Yu3atcTHx/Pkk0/i5OTE2LFjAV1FW0REBDk5OSxevJisrCxSU1NJTU2lsFA3rmNsbCwffvghcXFxJCYm8t133zF+/HiGDx9O06ZNLf9iVOVON9JUrad0IxVCCFGliHZ1YKZtIYSooYVjOhEZYp4vyqUbqbC8dg+BezP49jFdd9Kv+sJDn0PQUGtHBoDayY43BrXlyR4BfLT1NKv3XWTryTR+T0hjaAd/XuzXktY+LtYOUwgBrFixgkmTJulnFx0+fDiffPJJqW0SEhLQaDT6x6+99hq3bt3i+eefJzMzk9DQUDZt2oSLi+7v+sCBA+zZsweAli1blmorMTGRgIAAVCoVq1evZtasWeTm5tKsWTOio6N57bXXzHm6xruTbEvWetBLKtuEEEJUoXugBw1UttzIla6kQoj661p2rtnaVmi1WhkJvhxZWVmo1Wo0Gg2urq7WDqd+yk6F75+EC7G6xz1fgn7/BJvalQM+d/UG728+xYYjKfp1g9v7MvGBVgT7y7UhhKHkfbUsi70m8wPhVgYDc9/hXxMepWszD/MdSwghrEQ+Z8oy9jUpLNLSdc5mrt/MN2N0QghhXX8Pb8bbI0KqtY+h76vSjVRYj4svPLEewifqHu9cqJutNLvsgOfW1LxhAz4d24UNk3oxKERXUr/xaCqDP9pO9H/3c/SSpooWhBDCivJuwi3d2JMpWg+ZZU4IIUSV9iZmSKJNCFHvNfNwMlvbkmwT1mVjBwPn6sZxs3eB8zvgy95wbpu1Iyujnb+az8d15dfJvRnawQ+FAjYfv8KwT3bwj6X7OHQh09ohCiFEWdm6qtwcrYosnPGWMduEEEJUIS37trVDEEKYiOmH/q8flAqICg8wX/tma1mI6mj3EDz7OzQMghupugq3TdOhwHx9qI3VxteFT8Z2YfPLvXm4cyOUCth6Mo2HP9vFmK9i+e3EFYqKpHe2EKKW0FwCIFXrgVcDB1S2NlYOSAghRG3n1UC+mBHWowDcnOxQO9pZO5R6wd3Z3toh1ErR9wdib2u+lJgk20Tt4dUKon+Drk8BWtj1EXzdH64mWDuycrX0duHDRzvx2yt9+VvXxtgoFew+l8HTy/bT/8NtrNhzntv5hdYOUwhxr8tKBiBZ64m/m3QhFUIIYQD53lhYkRa4fjOfiQ+0MGp/qeQqbfqQIL6NDuPpngHWDqVWUCpgfO9Apg0ONu9xzNq6ENVl7wzDFsCYleDoAalH4Ms+sG8x1NK5PAK9nHlvdEe2v/YAz/ZujovKlnNXc3hzbTw93tnKB5sSuGrGWU6EEKJSWX9VtvnKTKRCCCEMcC1H/ncV1ufVQIWbEdVttfOu0Xp81Y6Et/Bk+rB2fDGuC2pH801I6GBXu1NMo7r4c3L2ILMn2kCSbaK2ajsEno+FFv2g4BZsmALfPgY516wdWYX83Rz5v8FBxP7fg0wfGkwjN0cycvL4aOsZes7fyus/HOHUlWxrhymEuNdoLgOQjCf+bo5WDkYIIURdIJPp1G+TH2yFr6uq1leA+aodecrIaqx/9AzA4x7oPqms5JeoAPzUDnQP/GsW+sgQP+Y93MEssTRQKfnXQ+3N0rap/O9gMltPWmZCRkm2idrLxRceXwMD54GNPZz6BT4NhWM/WjuySjVQ2fJ0r0C2vdqXT8d2oVMTN/IKili9/yIRH/7JE0v2suP0NbS1tFJPCFHP3OlGmqL1xFctN09CCCGq1j3QAz+1Q6XJGBsFONbyKhZRmoezPf/oGUBoc0/+ObQdUDu7XJZMEk3s1wo3p+pXtw0I9mX3tAfxcLbeuG9+agc+G9uFb6PDWDimE99Gh3Hi7UimDwkiItinRm0/37cF30aH8cljnVFQ/u9RCwwO8WVvYgaFd8YULyzSMnvD8RoduyI3covIvJlnlrZNadb64/rXw5zk3VHUbkolhD8P0b+DdzDcvAbfPwGro+BGmrWjq5StjZIhHfz48YWerHkunMh2vigUsO3UVcYt3kP/D7bx9fZzZObU/jckIUQdlqWrbEvV6m6chBBCiKrYKBXMGKbrZlXeTbwC+PTxLsTPimRQSM2SBsZSAA+2bciKZ0LxcZEJHarirLIhIyePJTuTeGzRbmZvOM6zvQPN+kVc9wD3andZLL7eZgwLxkapwEap4J2R7auVFPRwtqN7oAf2tkr+9XD7CpNR5jR9SBA7Xu/H4A5+hLfwZESnRoS38MTR3oan72/O5+O6Gv1/mZuTHa9EtCG8hSeDO/jz+bguZX6PxRVvi+/8vnvN30pMfAp7EzNI0ZhvtmEPZ/sqE/XWpAVSNLfZm5hh9mOZr7OuEKbkGwLP/gF/vgc7PoATP0HSdhj0b2g/GhS19c9Zp2szD7pGeXA+PYf/7Eziu/0XOXs1hzkbTvDvmAQGtfflse5NCQ30QFHLz0UIUcdcvwjAJa2XdCMVQghhsMgQPz4f14VZ64+Xujl3c7TjqZ4BDAj2xUapYFxYAL/Em75bloezHXNGhODurCIt+zYeTvacTM3mYuZNmnk4ERUeoJ9JcNaIdjy3/CBQ8Xhdikqeuxfk5JaeuC1Vc5uv/kzk07Gd9a+xVwMVr3wXx5WsXJO8Vi8PaEP3QA/2JmaQmnWbjBu5XMq8ybrDyWTk5Je7j6/agRnDgokM8dOvK74WZ/50nNSsqhNFc0aEYHMn21TRdWxuXi4qfQx3KyzSsjcxg0EhvizZmVTttt8Z2b5U25EhfgwI1lWwbT6eypKdSdxduJWquc1zyw8a3S3XUL5qR2YMC+a55Qdr9d9cWrb5rwWFVvqylSsrKwu1Wo1Go8HV1dXa4YiSUo7Auuch9ajucetIGPwuuDW1blzVkH07n58OJ7NyzwWOJWfp1zdv6MzY7k0Z1aWxTNEs6h15Xy3L7K/JreswvxkAQbeXsOm1QTTxcDL9cYQQohaQz5myTPGaFBZp+WTrGf6zM5Hrt/5KkPipHRje0Y91ccmkZpl2QgVPZ3tipz2oT6YZIiY+pUxCxe9O4gZg5k/HTB5nXaCyVZBbUP4tvwJdcmvH6/30yZuY+JQqE5eGqOx3WJxsKk7wodVNyuHtous6WlmS6pOtp/lwy+kKj1vRLJOljums4pXvD3Ml67bZkkHfRocR3sKzzPryrlND+bqqmDm8XalEZEmFRVp6zd9aYdsKdJVn6WbqWaVUwMnZg7C3VdboPC2hot+PIQx9X5VkWwXkw7qWK8yHnQvgj/lQlA92TtDnNQh7AWzrVpLqyKXrfLv3AuvikrmZp/vGyd5GKdVuot6R99WyzP6apByBL+/nmtaV+/K+IOHOP0BCCFEfyedMWaZ4TYqTL5a4aSz+j/fzcV0qTChUpmRCpWTiJiY+xeCqqPrEwU7J7fyiKre7O/FgqkSJXzlVaqZQXnyezvbMHhHC4A6GHauqpOLCMZ3YfuoqG+NT9fdooDunW/mFaG7ml7tfeQnMu49Z3b+lqLCmDG7vXyoRWd61vjcxg8cW7a6yPQ9nOzJzyo+/pkpeS8Uxbjmeyqr9F8tUV8Jff/OTHmxF7Nlr7E3KNENUpY9X0e/HUJJsqyH5sK4j0k7Chlfg/A7d44ZtYcgHENDTunEZ4UZuAeviLpdb7fbYfU15uEsj3Tc/QtRR8r5altlfkxPrYfU44oqaE616l31v9jf9MYQQopaQz5myavqaVFUpY2pVVe4Yw5gEh9rBBs3t8hMDhrYzfUgQXi4qg6qozNHdTgE81TPAoG6KC8d0YmgH/1LJm67N3NmXmMELKw+Wqmi8m1JBmS6LJWMA45OnlakosVodlVVDFsdb3nE2H08tN1FX2fka8rd092tZUbKyorgHh/iy2IDf99N3rgtzJIIWjunEiE6Nyqwvrkr8z86kcitkfzqcYrH3mS9qeD1Ksq2G5MO6DtFq4fAq2PSWbgIFgI5jIWI2OHtZNzYjHb2kYeXeC/wUd5mcO9+k2CgV9G3dkJFdGvNgkDcOdjZWjlKI6pH31bLM/prEfgq//h8/F4axyGc66yb2Mv0xhBCilpDPmbJq+prEnk03qFLGVFY8E0rPlqb7/93YZOHL/VvRxtel3ITG9CFBzN5wglRNxckzD2c7dk/rr68mr6qK6rOxXVAq4fU1R9DcKqhWrOUpTtKoHe0N+v293L81q/ZdqLALbmWJpY/HdOaf6+MrHIPNFJVE5mRs0s6QRF1Jhv4tFSdpK4qlouRxdRK230aHkZmTx8RvD1aYKDVWVd0z7369M3PyeGGl4cnwzk3cOHTxutHxvdy/FS/1b230/mD4+6pMkCDqPoUCOj0GrQfCb2/DgaVweCUkbIA+b8B9z9S5rqXtG6uZ17g9bw4J4qe4ZFbvv8jhi9f57WQav51Mw9XBlqEd/RnVpRFdmrpLN1MhRPmuXwDgkrahWWcbE0IIUT9ZYhDxkq7dMO2YasbOvBjg5Vxq0Pm7EzFKpaLSAeAzcvLp8+7v+sRLRYP0l0zOFBZpmfa/owbH6OZoR/8gH3q29MTbxQEUutevZJyFRVr81A4VJgYVgNrJjgVbTpV5vnhA/c/HdSk3dt8SCb2KEm1QevZHY8fIMicbpcKouMq7Pro2c+fA+UzWxV0ukywz9G/Jy0VVbmUY6BJVs9YfL/d3aUiyqjjxWdzl1JSJtpJtV6bk612cDDckjOJE99s/n6hRnAFezjXavzok2SbqDycPGLYAOo+DnyfrJlD4dRrs+xoGztVNpFDHklINVLaMDW3K2NCmnEm7wf8OXmLtocukaG6zcs8FVu65QICnEyO7NObhzo1k4HMhRGn6ZJsXfmqZiVQIIUT1eLtY9osaUx/P2GRhcRwVJWIMmeGyZLKqOOFWUfIOdInBzJsVJ61KmvhAS14e0LrKCiwbpaLCmSFLPq4oeaMAZq0/zo7X+1UY+7q4ywbFbOnErSWUvD5i4lPo8+7vFSZTDb22K9vO2OQx/FWJOGNYMDZKhcG/DzdHu0q7EZfXtqEMPZ/pQ4J4smegflbbmrDke5ok20T907gbPLsNDi2HrbMh4yx8OwYC+8DAf4FviLUjNEpL7wa8FtmWqRFt2H0unR8OXiImPpWk9Jt8sPkUH2w+RfdAD0Z08mdwiJ/MZiqEKFXZ1sNNKtuEEEJUT/dAj0orowyldrRFoVBUOah8VVUx1VXdG+vqxBEZ4ke/tj6EzfuNjHJmdyyZrBoQ7IuNUlFpFVV1klE9W3oZnNSoKDHoq3ZgzH1NKp3Z8+6qtPJiN0USqa6rqGtnyYTrgGDfKqsMq7r2apKw9L2ri6uhv49Px3ZBeSc5V9ztc/aG8qscqzsOWnWq/aqTICyPud5jKiPJNlE/KW2g6xPQ7mHY8QHEfgaJ2+DL+6FzFPR7Cxp4WztKoyiVCnq09KJHSy9mjyjg12OprDl4iV1n09mbmMHexAxmrDtG79YNGd7RnwHBPjir5E9diHuOVguZ5wG4qG2Ir1S2CSGEqKbKKqOqMijElxYNnQlv7kVYC0/9oPLlVViBYVUxxeM9pWbdJuNGLh7O9viqHSscZ6s4WWhI9Ywx1TkHzmeWm2grVp0ulIYmPzyd7audMKioqu7nI8kG7V9ZkqOqhKw1khymYOhYblV17VQAb66N51ZeoT65aezfgLEJy+LKsJJtV/W3Ufx7C2vhWSamgSEVV2hWR3UTtcaev7GVdzUld+CifnNwhf4zoeuTsHkGHP8RDi6D+DUQPhHCX9BtU0c5q2wZ2aUxI7s0Jvn6LdYfTmZdXDLHU7LYejKNrSfTUNkqeaCNN4M7+PFgW29JvAlxr7iVCXnZgK6yzV/GbBNCCGGEysYbK28WwYoGia+swsqQqpjyBqSv6pg2SgXThwTx/MpDVZ6njxEzoRpaaWPIdoYmBmePCDEqYVBeVZ0pqtKq6qoKlk9y1FR1Jj+oqiukFkjPyePl7w4D4OZkB8D1El2GDf0bMLbStLgyrCQbpYLhHf348s/ECver6Pdm7Dh3d6tuotaQ7d2c7FDZKknN+mv8R2Mr72pK7rrFvcE9AB5ZBudjdeO4JR+Cbe/AvkVw/1To9g+wq9s3ov5ujozv04LxfVpwJu0GPx1OZv3hZBKv5RBzLJWYY6mobJX0bdOQwe39eDDIhwaSeBOi/rrThfSqVk0u9jR2lzEdhRBCGKey8cZeiwwyuMqlqnHLKlJRN71iKXeNj1aSu7PKoHN8/5FO1Z4J1ZRdKEsmrSo6z/G9AxncwXQJA1NVpdU0kVqbGNIltOT5VLdro+ZOku3l/q0J8HKqVmWYsZWm5V1/MfEpfFVJou3Z3oFm/71VN1FryPbzRrY36j3GHBRardbEk73WDzJ1eD1WVAQn1sHWOZB+RrfOtTH0fQM6PgY29ScBpdVqOZacxS/xKWw8mkritRz9c/a2Snq28CSinS8PBnnX63EURO0g76tlmfU1Of4TfBfFoaKWPFo4h5OzI1HWoW+VhRCiuuRzpqz68JoUz1hoSFdQP7UDO17vV+rGel2JB8aMAAAgAElEQVTcZV5aFVflvgvHdKpwFsiqYqsqWXV3TJUpr6rKw9mOOSNCGNzBv1rxGXq855YfBMpPXpSXwKyIoV0va6uqrrXyfp+xZ9N5bNHuah3HmOuipMqqPA05jjHnaU7VqSQ0ZntTM/R9tf5kFYQwlFKpG8ut7TCIWwF/vANZl+CnibDrI3jgTQgartuujlMoFIQ0UhPSSM3UiDacSMlm49EUNh5N4dy1HH5PuMrvCVdRKKBzEzci2vkyINiHFg0bWDt0IURNXdeN13ZJ60Ujd0dJtAkhhKiTqjMDY3njo5lzAH9zdKE0tvrPWKasSjNV90JrMaRL6N3XWPdADzyc7Ssdu8+Qdqqj5DWy5Xgqi3cmldmmsuvPmPM0p+pe85VtX5sSvpJsE/cuG1vdJAodHoF9X8P29+HaKfj+CfAOht6vQvAI3WQL9YBCoSDY35Vgf1deiWjNmbQbbDp+hU3Hr3D44nUOXtAt7/xykhYNnRkQ7EtEOx86NXaTm3Qh6qLM4mRbQxq7y+QIQgghLMOYm93K9qluN727tzf3AP7GJqsqO2dLJ60sneCrrYwZg89GqeChTv4sKSfhZarjlaf4Gglv4cl9gR7Vuv5MOdagqVT3mi9ve2tXvN1Nkm1C2DlCjxehy98h9lPY/TmkHYcfngKvNrqkW8jIepN0A13irZWPC618XHjhgZakam6z+cQVNh+/QuzZa5y9msPZbWf5YttZGrqo6NO6IX3bNOT+lg1R3xnUUwhRy2WcAyBJ6yvJNiGEEBZhzM1uVftUt+Ls7u0tMYB/dZNVtS0pAHW/Ks0UDL3Wkq7dLPV4QLCvUck2Uw3jU93rz5zVntZS3bH2LEHGbKtAfRjfQBjp1nXY8yXs/hRua3TrPFvqJlJoP7pejelWnqzb+WxLuMqm41f442Qa2bkF+ueUCujc1J2+rRvSt4037fxdpepNGEzeV8sy62uysCNkJvFo7nR6RzzECw+0NG37QghRy8jnTFmWfE0qutmtbOwvQ/YZEOxbozHbSh6rNiS4DH2dalN3uHtFVWPwFVNQ+nquzriCxftbcky0u5ljrEFrsvQYdIa+r9b9QamEMDVHN+j7OkyOh37TwdFdN5HCjxPgk65wYCnkW66k1tJcHewY1tGfjx/rzIHpA1jxTCjR9wfSyrsBRVo4cD6T9zefYtgnO+j+ry1M+S6OdXGXyazGOAVCCDMryNPPRpoolW1CCGFWmZmZREVFoVarUavVREVFcf369Ur3USgU5S7vvvuufpu+ffuWeX7MmDHmPh2jFBZpmbX+eLk37sXrZq0/TmGRttr7AEwfEmxQHNOHBFU6ztOO1/vxbXQYC8d04tvoMHa83s+iiTZDz3njkWR6zd/KY4t289KqOB5btJte87cSE59isVjvRcVVkIZUI5W8nov3U/BX0rQipqqmrInieEvGU6w2xFdd1RmDzpIk2SZERRxcofdUmHwU+s8CJy/ITIL1L8GCENj2Lty07B+spdnbKunZ0os3hwSzeUofdrz+AHMfDiEi2Adnexuu3cjjfwd1Mzx1nbOZhz/bycItp4m7eL3UP1NCCAu7fgG0RdxCRRpuNHZ3snZEQghRb40dO5a4uDhiYmKIiYkhLi6OqKioSvdJSUkptSxZsgSFQsGoUaNKbRcdHV1quy+//NKcp2I0Y252q7OPu7O9QXG4O6sqfb64q+SITo0Ib+Fp8WSCoef8/MpDZbYr7g4nCTfzigzx4+X+rSrdprzruXjsPl916a6Xd19ivmoHq3RpvFtF8daW+KqjNo5BBzJmmxBVU7lAr8nQPVpX1Rb7mW720t/n6CZV6DwOwl8Aj0BrR2p2jd2deDy0GY+HNiOvoIj95zPYlnCVPxKuknAlm0MXrnPownU+3HIKVwdbQpt70uPOwJ2tvV2ky6kQlpJxFoCkIh9AQRMPqWwTQghzOHHiBDExMezevZvQ0FAAFi1aRHh4OAkJCbRp06bc/Xx9fUs9XrduHQ888ADNmzcvtd7JyanMtpXJzc0lNzdX/zgrK8vgfWvCmJtdc9wgW/pmurpqEp8WXdXRrPXHGRDsW2eqjuqiAC9ng7a7+/dZ3thpXZu5c+B8Zq3sDlxfJsaorWPQSbJNCEPZO+uSat2fhePrYOdCSD0C+xbB/sUQNAx6TILG3awdqUXY2yrp0cKLHi28mDY4iBTNLX3ibeeZa2TdLmDzcd2kCwAezvaEN/ckrIUuAdfcyxmFom69kQtRZ9yZHCFR64vKVknDBpV/0y+EEMI4sbGxqNVqfaINICwsDLVaza5duypMtpV05coVNmzYwLJly8o8t2LFCpYvX46Pjw+DBg1ixowZuLi4VNjWvHnzmDVrlnEnUwPG3Oya4wa5tg/oXtP4SlZU3euTGZhTTa7N8iaaqM2/q/owMYa5Zxw2liTbhKguGzto/zcIGQWJf8Kuj+HMZl0C7vg6aBquq4JrOwxsDSt5rw/81I6M6d6UMd2bUlBYRHxyFrFn09l19hr7kzLJyMljw9EUNhzVlb57u6j0VW89WnjRxEO6uQlhMum6yrbzWh8auTtKYlsIIcwkNTUVb2/vMuu9vb1JTU01qI1ly5bh4uLCyJEjS61//PHHCQwMxNfXl/j4eKZNm8bhw4fZvHlzhW1NmzaNKVOm6B9nZWXRpEkTA8/GeMbc7FZ3n9p4M11dVZ2zoWp7BV9dV1uTN6J8lphx2BiSbBPCWAoFNO+jW64ch9hP4Mh3cCFWtzTwga5P6hZXf2tHa1G2Nko6NXGjUxM3nuvbgryCIg5fuq5Pvh28cJ207Fx+jEvmx7hkABq5ORLW3JNuAe50beZOy4YNpNupEMYqUdnWRMZrE0KIaps5c2aVFWL79u0DKPcLDa1Wa/AXHUuWLOHxxx/HwaF0lUx0dLT+55CQEFq1akW3bt04ePAgXbp0KbctlUqFSmX6auaqZsY05ma3uvvUxpvp6qrqnA1NwNX2Cr66rrYmb0TFisegu3vGYV8rzDhcTKHVamUU83LI1OHCKFkpcOA/urHdbui6T6KwgbZD4L5nILC3Lkl3j7udX8jB85nEnktn19l0Dl+8TsFdEyq4OtjSpZk7XZvqkm8dm7jhrJLvB+oyeV8ty2yvycKOkJnEI7nTadV9IHMfbm+6toUQopYy5XvqtWvXuHbtWqXbBAQEsHLlSqZMmVJm9lE3Nzc+/PBDnnrqqUrb2L59O7179yYuLo6OHTtWuq1Wq0WlUvHNN9/w6KOPGnQepnhNYuJTytzA+lVwA1udbS3Vfm1U0XlMHxLM7A3Hq6yo2vF6P0n0WEB9ud7uJVV9MWAKhr6vSrKtAnJTKGqkIA9O/gz7vobzO/9a79Val3TrOAYc1NaLr5bJyS1gX1IG+5My2X8+g8MXNdzKLyy1jY1SQZCfC12buuuScM3caeQm3ePqEnlfLcssr0lBHsz1AW0R3W9/ytODwhnfp4Vp2hZCiFrMGp8zJ06cIDg4mD179tC9e3cA9uzZQ1hYGCdPnqxyzLYnn3yS+Ph49u/fX+Wx4uPjad++Pdu2baN3794GxVfT1yQmPoXnlh8sk/gp/u+rvFkLjbnZrc4+lriZtoSKzqP4NYfyK6rq2kyRdV19ud6E6UiyrYbkplCYzJXjuqTbkdWQd0O3ztYRgodDp8ch4H5QKq0bYy2TX1jEyZRsDpzP4MCF6xw8n8nl67fKbOfjqqJbMw+6NHOnS1M3gvxccbCzsULEwhDyvlqWWV6Ta6fhk27cwoGg24v5MqobA9sZPpOdEELUVdb6nBk0aBDJycl8+eWXADz77LM0a9aM9evX67dp27Yt8+bN4+GHHy4Vr5+fH++//z4TJkwo1ebZs2dZsWIFgwcPxsvLi+PHj/PKK6/g6OjIvn37sLEx7P+dmrwmhUVaes3fWqqqpySpsjIfqagSovYy9H1V+mQJYW4+wTD0A+g/U5dw2/c1XD2p+/nIanBrCh3HQqfHwD3AysHWDnY2Sto3VtO+sZone+rWpWhuceB8JgfOZ3LwfCbHkrO4kpVbatIFW6WCVj4udGikJqSxmvaN1LT1dZEEnLi3pJ0A4CyNAAWBBk5fL4QQwjgrVqxg0qRJREREADB8+HA++eSTUtskJCSg0WhKrVu1ahVarZbHHnusTJv29vb89ttvLFy4kBs3btCkSROGDBnCjBkzDE601dTexIwKE20gM2OaU2SIHwOCfaWiSog6zKyVbXPnzmXDhg3ExcVhb29fZiyDqowfP56vvvqKDz/8kMmTJwOQkZHBjBkz2LRpExcvXsTLy4uHHnqI2bNno1b/1S3v1KlTvPrqq+zcuZO8vDzat2/PnDlzeOCBBww6tlRgCLPRauHSfohbDvH/g9ysv54LuB86j4Og4WAvg5pX5lZeIUcuXefABV3y7dCF66Tn5JXZThJwtYe8r5Zlltdk27vw+xzWFN7P1ILnOPF2pFzvQoh7gnzOlFWT12Rd3GVeWhVX5XYLx3RiRKdGxoZoEtLVT5iTXF+ipFpR2ZaXl8fo0aMJDw9n8eLF1dr3xx9/ZM+ePfj7l57FMTk5meTkZN577z2Cg4M5f/48EyZMIDk5mR9++EG/3ZAhQ2jdujVbt27F0dGRBQsWMHToUM6ePYuvr3SnEVakUECT+3TLwHlwcoMu8XZuGyRt1y0bpkK7h6DDI9CsJyjlRvlujvY2hDb3JLS57ptUrVZLiuY2Ry9rOHpJw9HLGuIva0jPyeNEShYnUrJYvf8iIAk4Uc9dPQnAqaLG+Ksd5boWQghhFENnvLT2zJjS5VKYk1xfwlgWGbNt6dKlTJ482eDKtsuXLxMaGsqvv/7KkCFDmDx5sr6yrTzff/8948aNIycnB1tbW65du0bDhg35888/uf/++wHIzs7G1dWVLVu28OCDD1YZg3wzJizu+gU4vAriVkBm0l/rG/hAu4chZBQ0vk9mM62G4gTckUu6xFvJBNzdJAFnfvK+WpZZXpPPe8GVo/wjbyq3AwewMjrMNO0KIUQtJ58zZZlizLbaPDOmMRM4CGEoub5EeWpFZZsxioqKiIqK4tVXX6Vdu3YG7VN8kra2utPx9PQkKCiI//73v3Tp0gWVSsWXX36Jj48PXbt2LbeN3NxccnNz9Y+zsrLK3U4Is3FrCn1eg/unwoVduvHcjv8EN67Ani90i7ophIzUJd5820virQoKhQJ/N0f83RyJDNFVtGq1WpI1tzlaTgKuogq4IF8X2vq50NbXlbZ+LjRsoJJZUEXtVFQI104BcFrbiPtlvDYhhBBGslEqmDEsmOeWH0RB+TNjzhgWbLVEW2GRllnrj5ebCNSii3HW+uMMCPaVLn+i2uT6EjVV65Jt8+fPx9bWlkmTJhm0fXp6OrNnz2b8+PH6dQqFgs2bNzNixAhcXFxQKpX4+PgQExODm5tbue3MmzePWbNmmeQchKgRpRICeumWwe/Dud8hfo2uu6nmAuxcoFs8W+mSbiGjoGFra0ddZygUChq5OdKoigTc0csaMkok4Dj0Vxuezvb65FsbXxeCfF1p5dNAquCE9WUmQWEueQoVl7QNCfSUZJsQQgjjRYb48fm4LmW60fnWgm50MoGDMCe5vkRNVTvZNnPmzCqTUvv27aNbt27VDubAgQMsXLiQgwcPGlQ1kpWVxZAhQwgODmbGjBn69Vqtlueffx5vb2+2b9+Oo6MjX3/9NUOHDmXfvn34+ZX9UJg2bRpTpkwp1XaTJk2qfQ5CmJStPbQeqFvyb8GpX3WJt9ObIP00bHtHt/i0v1PxNlJmNDVCZQm4Y5c1JKRmczI1mxOpWSRdyyE9J4+dZ9LZeSZd34ZSAYFezrT1c9VVwt1JxDV2d5QqOGE5d8Zru6BsjBYlAVLZJoQQooZq68yYadkVJ0KM2U6IkuT6EjVV7WTbxIkTGTNmTKXbBAQEGBXM9u3bSUtLo2nTpvp1hYWFvPLKKyxYsICkpCT9+uzsbCIjI2nQoAFr167Fzs5O/9zWrVv5+eefyczM1Peh/eyzz9i8eTPLli3jjTfeKHNslUqFSqUyKm4hLMLOUTdpQruH4HYWJPyiS7yd/Q2uHNUtv83SjevWbiQEDdV1TRX/397dh0VZ5f8Dfw8wD4AwAiPMIAgoKCpqIomYKamLuFprdf3W1vKn1aq5l5XfLM2f14bu5gPtU+1mtflt1S2rq01tbfPSzNQsfEQwFXRREDVBHuWZ4WHO748bRoZnhnuYAd6v6zoXzD3nvufcnznMgQ/nvo9Vmibg4kbfW1SlqqYeGXlluJwjJd8u55Thcm4piitrcS2/AtfyK/DVjznm+h5qF4zQeyDMbwBCfT0Q6jsAYb4DYNBqmIQj+eWlAwDS6qTFhUJ0XNWYiIi6z9lJ4XCzd3rLAg7UO7F/UXd1Odmm0+mg0+ls0RYsXLgQM2fOtNg2a9YsLFy4EE8//bR5W2lpKWbNmgW1Wo19+/ZBo7Hs4JWVlQAAJycni+1OTk4wmUw2aTtRj9J4AuPmS6WyCEj/Ukq8XT8O3DojlYNrAcM4IPxhIHwO4DuS93iTgavKGWMDBmJswL1L0oUQyC8zIj23DJdzSqVZcDmluJZfjjJjHc5mF+NsdrHFcdxVzgj1HYBhvgMaEnBSIm6It5vd/1NMvdidiwCAS3UBcFIAgd5MthERUd80McQbBq2mwwUcJoZ493TTqA9g/6Lusuk9227cuIGioiLcuHED9fX1SE1NBQCEhoZiwIABAIDw8HBs3rwZjz76KHx8fODjY/kfE6VSCb1ejxEjRgCQZrTFxcWhsrISH330EUpLS82LGQwaNAjOzs6IiYmBl5cXFi1ahNdeew2urq7Ytm0bsrKyMGfOHFueMlHPc/MGJiySStkdIO0LIO3fwI0TQM55qRx5HfAeCoTPlRJvAfcDTry/mFwUCgV8PTXw9dRg2vBB5u01dSZkFpTjSm4ZMu6U42peOa7ml+N6QQUqaupx/lYJzt8qsTiWysUJQ3XuGNYwA64xEResc4Pahe9Zc8XFxXjhhRewb98+AMAjjzyCv/3tb23enxOQkqMbNmzA+++/j+LiYkRHR2Pr1q0Wi/LExsbi2LFjFvvNnz8fn376abde2+ZyfgQAXBLBGOLNPkNERH2Xoy/gQL0b+xd1l02Tba+99hp27txpfjx+/HgAwJEjRxAbGwsAuHLlCkpKSlrbvVXJyck4deoUAClp11RWVhaCg4Oh0+lw4MABrFu3DtOnT0dtbS1Gjx6Nf//73xg3blw3z4rIgXn4AdHLpFJRAFzZLy2scO0IUJQJJP1VKq7eQFgcMCIeGDYd0Gjt3fI+SeXiJK1gqrdcErq23oTswgqLBFzGnXJcyy+Hsc6Eyw33iGvK2UmBId5uCDUn4KSvwwYNgLva4da66TELFizArVu3cODAAQDA0qVLsXDhQnz55Zdt7vPGG2/gz3/+M3bs2IHhw4fj9ddfx89+9jNcuXIFHh4e5npLlizB7373O/NjV1fXbr+2TVWXAkXXAACXTEGI8vPoYAciIqLezZEXcKDej/2LukMhhGhtVmS/V1paCq1Wi5KSEvN934h6LWMZcPUbIP0/wNVDQHWTBLeTCxA0GRgeLxWfYfZrZz9nMgn8dLcKGXlluJonJeCu5ksJubLqujb3GzzQFSE6dwTr3BCiG4AQnRuCfdwR6O0GpbNTm/v1NLk/V9PT0zFq1CicPHkS0dHRAICTJ08iJiYGly9fNs+IbkoIAX9/f6xcuRJr1qwBABiNRvj5+SExMdG8snVsbCzuu+8+vPnmm7K9dmtkjUl2ErB9Nu4qfXFf2Zv4TewwrI4P794xiYh6Ef7+3lJ/iUm9STjcAg7Ud7B/UVOd/Vztv9MhiPoTtQcw+lGp1NcCN08B/z0AXDkgrWqa9Z1UDv4/6XLTYTOA0JlA8BRAPcDere83nJwUCPR2Q6C3G6aH+5m3CyGQV2aUZsHllZuTcVfzylFQXoOf7lbhp7tV+P6q5fGcnRQI8HJFsI+7lIzzcUOwTvp+8EBXuDhQIs4aJ06cgFarNSe7AGDSpEnQarVISkpqNeGVlZWF3NxcxMXFmbep1WpMmzYNSUlJ5mQbAOzatQsfffQR/Pz8MHv2bCQkJJhnvlnz2oCU2DMajebHjbdBkEXDJaRXnUIAAMM5s42IiPoJR1zAgfoO9i+yBpNtRP2Ns1JKogVPAeJeBwqvAf89KCXfsn+QLjctygTObAOclEBQzL3km99oLrJgBwqFAn6eGvh5avBAqOUCNXcra3A1rxyZBRW4XlCB64UVyCqoxPWCClTV1iO7sBLZhZU49t98i/2UzlJiL8THHcE6qUjfu8Ff6wqnXvDfutzcXPj6+rbY7uvri9zc3Db3AQA/Pz+L7X5+fsjOzjY/fvLJJxESEgK9Xo+LFy9i7dq1OH/+PA4dOmT1awPA5s2bsWHDho5Pzhq5UrLtrDEQABDmx0Q5EREREZE9MNlG1N/5DANifiOV6lJphtu1w9Jlp3dv3Jv19k0CMEAPDHsICJkGDJ0GePrbu/X93kA3FaKCvREVbLkSUuNsuMx8KQF3vaACWQ3JuOuFldLiDfkVyMyvaHFMlYsTgrzvzYKTZsVJX/081VDYOOG6fv36DhNSZ86cAYBW2yKE6LCNzZ9vvs+SJUvM30dERCAsLAxRUVE4d+4cIiMjrX7ttWvX4qWXXjI/Li0tRWBgYLtt7bSGmW3nagLhpACGDWKyjYiIiIjIHphsI6J7NJ7AyLlSEUKa9daYeMs6DpTnAuc/kQoA+IRJSbeQaUDIg4Crl33bT2ZNZ8M1n/ZuMgnklFbfS8CZZ8RV4EaRlIjLyCtHRl55i+O6Kp0xb7w/Nj821mZtX7FiBZ544ol26wQHB+PHH3/EnTt3WjyXn5/fYuZaI71eD0CamWYw3LupbV5eXpv7AEBkZCSUSiUyMjIQGRkJvV7f5dcGpEtW1Wp1m89braYSyE8HAFw0hSBI5w6NkiuREhERERHZA5NtRNQ6hQLQhUolehlQWw3cOAFkHgWyjgG3U6X7vRVmAGf+F4ACMIxrSL5NBQKjpXvFkcNxclJg8EBXDB7o2uKy1HqTwO27VebLUs2z4QoqcLO4ClW19Ta/IaxOp4NOp+uwXkxMDEpKSnD69GlMnDgRAHDq1CmUlJRg8uTJre7TeGnooUOHzCtk19TU4NixY0hMTGzztS5duoTa2lpzgs6a17ap2ymAqQ4V6kG4Xe2DOF/OaiMiIiIishcm24ioc5Qa6RLSYQ9Jj6uKgevfS5eYZh4DCq4AOalS+eEtQOEsJd+CJgNBDwBDJgFu3u2/Btmdc5NFGqYNH2TxXG29CbeKq+DiIPdzGzlyJOLj47FkyRL8/e9/BwAsXboUc+fOtVigIDw8HJs3b8ajjz4KhUKBlStXYtOmTQgLC0NYWBg2bdoENzc3LFiwAABw7do17Nq1Cz//+c+h0+mQlpaGVatWYfz48XjggQe69No95uYpAECmehQABUbomegmIiIiIrIXJtuIyDquXsDIh6UCAKU5Dfd3OwZcPy7d7+32OamceFuq4zu6IfnWUDz09ms/dZnS2QkhOnd7N8PCrl278MILL5hXF33kkUfw9ttvW9S5cuUKSkpKzI9Xr16Nqqoq/OY3v0FxcTGio6Px9ddfm1caValUOHz4MN566y2Ul5cjMDAQc+bMQUJCApydnbv02j3mlnQPu1O1wwAAo/219mkHERERERFBIYQQ9m6EIyotLYVWq0VJSQk8PT3t3Ryi3ufuTemy0+wfgOwkoOC/LesMDAICJwIBE6WvfhGAM/8H0Ffxc7UlWWIiBPCHYUBlIf5P3QacqQvD8dUPIdDbTd7GEhE5OI4zLTEmRETy6uznKv+qJSLbGBgolbG/lB6X5wM3kqTEW/YPQO5F4G62VC78S6qjdAP8I4HA++8l4Nw7vncXUb9WlAlUFsLkpML5umBoXZUI8HK1d6uIiIiIiPotJtuIqGcMGASM+oVUAKC6BPgpGbh5Wiq3zgLGEiD7e6k08gqWEnD+4xvKfVx4gaipzKMAgAJtBGoqlbh/sCcUCse4rx4RERERUX/EZBsR2YdGCwybLhUAMJmkS01vNSbfzgD5l4Hi61K5tKdhRwWgC7NMwOnHACpeMkf9VEOy7Ud1JAAggvdrIyIiIiKyKybbiMgxODkBvuFSify/0raqu8DtlIZyDridCpTclJJyBf8FfvxUqqdwBnxHSquf6scA+rGAPkJK6BH1ZaZ6aWESAN8YRwIARg9mvyciIiIisicm24jIcbkOBIY9JJVG5XlS0u32OSkJ99M5oCIPuHNRKk0NDGqSfBsjFW0AwEvsqK/ISQWq70KoPbAvX1rdN8KfN8AmIiIiIrInJtuIqHcZ4AsMj5MKIK3EWHpbSr7lXrhXSm7eW4Dh8n/u7a8Z2DIBpxsOuKjscz5E3ZEu9e27himovKyAl5sSITp3OzeKiIiIiKh/Y7KNiHo3hQLQDpbKyIfvba8skma6NU3A5V8Gqu8C149LpZGTC+ATCgwKB3xHSZek+o4EvEIAZ35MkoMSAkjfBwBIcX8QADAhyIuLIxARERER2Rn/iiSivsnNGwiZKpVGdUYp4dY0AZd7UVoFNf+yVNK+uFffWS3NemtMvjUW7RDpHnNE9nTnIlB4FXBWYV/lGABlmBDkbe9WERERERH1e0y2EVH/4aKWFlEwjLu3rfEy1Lx0IC9NSrjlpQF5l4G6KuDOBak0pXQHBo1oMguuYUach4H3g6Oec/YfAAAxYja+/28NACAq2MueLSIiIiIiIjDZRkT9XdPLUMNm3ttuMkn3e7NIwqVLq6DWVjQs0HDO8lhqrZR48wkDdKHSpak+YYB3iJToI5KLsQz48TMAwJ3hT6HgnBEqZyeM4UqkRERERER2x2QbEVFrnJykJJl3CBD+83vb6+uAosyG2W/pQH669On4hfsAAB0HSURBVLXwmnQ56s1TUmlK4SStjKoLa5KIC5MeD/DjbDjqujojMP4p4KdkHKoaDuAS7gscCI3S2d4tIyIiIiLq95hsIyLqCmcXYNBwqYyed297nVGa9ZZ/RUq8FWYABRnSPbVqyoHiLKlkfG15PJUH4DOsZSLOJxRQufXsuVHv4a4DZicCQuD4h8kAgKnDdXZuFBERERERAUy2ERHJw0UN6MdIpSkhgLJcy+Rb4VXp+7vZQE0ZkJMqleY8AywvR9WFAt5DAW0g4KzsmfMih1ZrEki6VggAmDp8kJ1bQ0REREREAJNtRES2pVAAngapNF0ZFZBmwxVltZ6IqyoCSm9JJfNos2M6A9oAwCtYuszVK7ihNHzvOrBHTo3sLzm7GOXGOni5KTHan/drIyIi26g3CZzOKkJeWTV8PTSYGOINZyfrboMh57Hk0LQ9Onc1oADyyowoKjfC210FvdbV3MaO2t7T5+YosXSUdthCvUkg6WoB9py7hTJjHfw81ZgwxBuGga49cp627HPW7NvePs2fmxDkheTsYrv0C0fok0y2ERHZi4u6YSXT8JbPVRY1JOCaJeKKrwN11dKsuLvZQNaxlvtqBraehPMKlpJ0TryvV1/x1Y85AIDp4X595pdaIqLeZuPGjfjqq6+QmpoKlUqFu3fvdriPEAIbNmzA+++/j+LiYkRHR2Pr1q0YPXq0uY7RaMTLL7+MTz75BFVVVZgxYwbeeecdBAQE2PJ0WjhwMQcbvkxDTkm1eZtBq0HCw6MQH2Gw27Hk0Fp7WmPQavDIOAP2nc9ps+09fW6OEktHaYctHLiYg1WfnUdFTb3F9l2nbgKw/Xl2FNvuxN6afdvbB0CL55wUgEmgRV1b9wtH6ZMKIYTouFr/U1paCq1Wi5KSEnh6etq7OUREEpMJKL8jJd2Ksxq+XpdmyBVfByry2t/fyQUYOKRlEq4xOaf2sFnT+bnaUndiUldvQvSmwyisqMGOp+9H7AhfG7WSiKh3sNc4k5CQgIEDB+LWrVv44IMPOpVsS0xMxMaNG7Fjxw4MHz4cr7/+Or777jtcuXIFHh7SWLx8+XJ8+eWX2LFjB3x8fLBq1SoUFRUhOTkZzs6d+8dZd2Ny4GIOln90Ds3/YGz89867T0V2+o9XOY8lh7ba0xWNbV86NQTvf5fVY+fmKLF0lHbYwoGLOXjuo3Md1lPANufZUWy70+esed/a26ezP0M90S96ok929nOVybY28I9CIuqVjOXSjLemCbjGxNzdG0B9Tfv7u/m0noTzCgY8/KVVWq3Ez9WWuhOTg5dysezDZHi5KXF63Uwona1/b4iI+gJ7jzM7duzAypUrO0y2CSHg7++PlStXYs2aNQCkWWx+fn5ITEzEsmXLUFJSgkGDBuHDDz/E/PnzAQC3b99GYGAg9u/fj1mzZnWqTd2JSb1JYErit23O+lIA0Gs1+H7N9E5deibXseTQUXu6qvkMnqbkPjdHiaWjtMMW6k0CD2z5FrmlHfcPW5xnZ2KrsLLPWfO+yfnzYst+0VN9srOfq7yMlIioL1EPAPxGS6U5Uz1QltMyCdf4fWXhvfLT2Zb7O6uAgUHAyIeBmQm2PQ/q0P8ezwQA/GriECbaiIh6kaysLOTm5iIuLs68Ta1WY9q0aUhKSsKyZcuQnJyM2tpaizr+/v6IiIhAUlJSm8k2o9EIo9FoflxaWmp1O09nFbX7x7UAkFNSjdNZRYgZ5tNjx5JDR+3pqraSHoD85+YosXSUdtjC6ayiTiXaANucZ2di296UqfbaZM37JufPiy37haP1SSbbiIj6C6eGhRW0AUDIgy2fry4BirNbv0S15KY0K64wA6gs6OGGU3PXCyqQnF0MpbMCiyYH27s5RETUBbm5uQAAPz8/i+1+fn7Izs4211GpVPDy8mpRp3H/1mzevBkbNmyQpZ15ZZ3747oz9eQ8lhx66nVs8ZqOEktHaYctWNNmOc/Tln3FmvfNFu+hPY/ZU32SyTYiIpJotIBhrFSaq68DSn+SknCu3j3fNrIQrHPHsVceQnJ2Mfw8NfZuDhFRn7N+/foOk1ZnzpxBVFSU1a+hUFhexiSEaLGtuY7qrF27Fi+99JL5cWlpKQIDA61qn69H58aXztST81hy6KnXscVrOkosHaUdtmBNm+U8T1v2FWveN1u8h/Y8Zk/1SSbbiIioY84ugFeQVMghBHq7IdDbzd7NICLqk1asWIEnnnii3TrBwcFWHVuv1wOQZq8ZDPdu1J2Xl2ee7abX61FTU4Pi4mKL2W15eXmYPHlym8dWq9VQq9VWtau5iSHeMGg1yC2pbvUG6I33P5oY0vE/4eQ8lhw6ak9XOSmky/p64twcJZaO0g5bmBjiDb2npkv3bJPzPDsT287cs621Nlnzvsn582LLfuFofZI3eSEiIiIiImpCp9MhPDy83aLRWDc7IiQkBHq9HocOHTJvq6mpwbFjx8yJtAkTJkCpVFrUycnJwcWLF9tNtsnJ2UmBhIdHAbi3kl+jxscJD4/q1I3G5TyWHNprT1coGsqSB0NaPZYtzs1RYuko7bAFZycF1j8yqtP15T7PzsR2yYMh5v7X2vNttcma960z+7T2XHO27heO1ieZbCMiIiIiIrLSjRs3kJqaihs3bqC+vh6pqalITU1FeXm5uU54eDj27t0LQLp8dOXKldi0aRP27t2LixcvYvHixXBzc8OCBQsAAFqtFs8++yxWrVqFw4cPIyUlBU899RTGjBmDmTNn9ti5xUcY8O5TkdBrLROLeq0G7z4VifgIQxt72vZYcmirPa0xaDVYNjUEhjbavvbno3r03Bwllo7SDluIjzDgvaci4a5ybrOOwYbn2VFsu9PnrHnf2tvnvaci8V4rzzXPafVEv3CkPqkQor11LPovey8dTkTU1/BztSXGhIhIPvb6TF28eDF27tzZYvuRI0cQGxsLQEqwbd++HYsXLwYg3Xttw4YN+Pvf/47i4mJER0dj69atiIiIMO9fXV2NV155BR9//DGqqqowY8YMvPPOO126B5tcMak3CZzOKkJeWTV8PaTLsKydHSLnseTQtD06dzWgAPLKjCgqN8LbXQW91tXcxo7a3tPn5iixdJR22EK9SSDpagH2nLuFMmMd/DzVmDDEG4aBrj1ynrbsc9bs294+zZ+bEOSF5Oxiu/QLW/bJzn6uMtnWBv4BREQkL36utsSYEBHJh5+pLTEmRETy6uznKi8jJSIiIiIiIiIikgmTbURERERERERERDJhso2IiIiIiIiIiEgmTLYRERERERERERHJhMk2IiIiIiIiIiIimTDZRkREREREREREJBMm24iIiIiIiIiIiGTCZBsREREREREREZFMmGwjIiIiIiIiIiKSCZNtREREREREREREMnGxdwMclRACAFBaWmrnlhAR9Q2Nn6eNn6/EsYaISE4cZ1riOENEJK/OjjVMtrWhrKwMABAYGGjnlhAR9S1lZWXQarX2boZD4FhDRCQ/jjP3cJwhIrKNjsYaheC/flplMplw+/ZteHh4QKFQdHn/0tJSBAYG4ubNm/D09LRBC/smxs06jJt1GDfrWBs3IQTKysrg7+8PJyfexQDo3ljD/msdxs06jJt1GDfrcJyRT3f/pukO9v+2MTZtY2zaxti0rqfj0tmxhjPb2uDk5ISAgIBuH8fT05M/CFZg3KzDuFmHcbOONXHjTANLcow17L/WYdysw7hZh3GzDseZ7pPrb5ruYP9vG2PTNsambYxN63oyLp0Za/gvHyIiIiIiIiIiIpkw2UZERERERERERCQT5/Xr16+3dyP6KmdnZ8TGxsLFhVfrdgXjZh3GzTqMm3UYN8fA98E6jJt1GDfrMG7WYdz6Br6PbWNs2sbYtI2xaZ0jxoULJBAREREREREREcmEl5ESERERERERERHJhMk2IiIiIiIiIiIimTDZRkREREREREREJBMm24iIiIiIiIiIiGTCZJsNvPPOOwgJCYFGo8GECRNw/PhxezfJbtavXw+FQmFR9Hq9+XkhBNavXw9/f3+4uroiNjYWly5dsjiG0WjE888/D51OB3d3dzzyyCO4detWT5+KzX333Xd4+OGH4e/vD4VCgS+++MLiebliVVxcjIULF0Kr1UKr1WLhwoW4e/euzc/PVjqK2+LFi1v0wUmTJlnU6W9x27x5M+6//354eHjA19cX8+bNw5UrVyzqsL85No4zljjWdA7HGetwnOk6jjP9gzWx7+h9LyoqwvPPP48RI0bAzc0NQ4YMwQsvvICSkhJbn46sbBEbAHj//fcRGxsLT09PKBSKXtHXu/o7y7FjxzBhwgRoNBoMHToU7733Xos6u3fvxqhRo6BWqzFq1Cjs3bvXVs23Kbljc+nSJTz++OMIDg6GQqHAm2++acvm25Tcsdm2bRsefPBBeHl5wcvLCzNnzsTp06dteQqAIFl9+umnQqlUim3btom0tDTx4osvCnd3d5GdnW3vptlFQkKCGD16tMjJyTGXvLw88/NbtmwRHh4eYvfu3eLChQti/vz5wmAwiNLSUnOd5557TgwePFgcOnRInDt3Tjz00ENi3Lhxoq6uzh6nZDP79+8X69atE7t37xYAxN69ey2elytW8fHxIiIiQiQlJYmkpCQREREh5s6d22PnKbeO4rZo0SIRHx9v0QcLCwst6vS3uM2aNUts375dXLx4UaSmpoo5c+aIIUOGiPLycnMd9jfHxXGmJY41ncNxxjocZ7qO40z/YE3sO3rfL1y4IB577DGxb98+cfXqVXH48GERFhYmHn/88Z44JdnYIjZCCPGXv/xFbN68WWzevFkAEMXFxbY+lW7p6u8smZmZws3NTbz44osiLS1NbNu2TSiVSvH555+b6yQlJQlnZ2exadMmkZ6eLjZt2iRcXFzEyZMne+q0ZGGL2Jw+fVq8/PLL4pNPPhF6vV785S9/6anTkZUtYrNgwQKxdetWkZKSItLT08XTTz8ttFqtuHXrls3Og8k2mU2cOFE899xzFtvCw8PFq6++aqcW2VdCQoIYN25cq8+ZTCah1+vFli1bzNuqq6uFVqsV7733nhBCiLt37wqlUik+/fRTc52ffvpJODk5iQMHDti28XbU/Jd5uWKVlpYmAFgMRidOnBAAxOXLl219WjbX1h9Bv/jFL9rch3ETIi8vTwAQx44dE0Kwvzk6jjMtcazpOo4z1uE4Yx2OM32PNbHvzPvems8++0yoVCpRW1sr3wnYUE/E5siRI70i2dbV31lWr14twsPDLbYtW7ZMTJo0yfz4l7/8pYiPj7eoM2vWLPHEE0/I1OqeYYvYNBUUFNRrk222jo0QQtTV1QkPDw+xc+fO7je4DbyMVEY1NTVITk5GXFycxfa4uDgkJSXZqVX2l5GRAX9/f4SEhOCJJ55AZmYmACArKwu5ubkW8VKr1Zg2bZo5XsnJyaitrbWo4+/vj4iIiH4VU7lideLECWi1WkRHR5vrTJo0CVqttk/H8+jRo/D19cXw4cOxZMkS5OXlmZ9j3GC+NMPb2xsA+5sj4zjTNo413cOf++7hONM+jjN9jzWx78z73pqSkhJ4enrCxcVFvhOwoZ6MjSOz5neWEydOtKg/a9YsnD17FrW1te3W6U1xslVs+oKeik1lZSVqa2vN45ItMNkmo4KCAtTX18PPz89iu5+fH3Jzc+3UKvuKjo7GP//5Txw8eBDbtm1Dbm4uJk+ejMLCQnNM2otXbm4uVCoVvLy82qzTH8gVq9zcXPj6+rY4vq+vb5+N5+zZs7Fr1y58++23+NOf/oQzZ85g+vTpMBqNABg3IQReeuklTJkyBREREQDY3xwZx5nWcazpPv7cW4/jTPs4zvRN1sS+M+97c4WFhfj973+PZcuWdbPFPaenYuPorPmdJTc3t9X6dXV1KCgoaLdOb4qTrWLTF/RUbF599VUMHjwYM2fOlKfhregd/x7oZRQKhcVjIUSLbf3F7Nmzzd+PGTMGMTExGDZsGHbu3Gm+ebA18eqvMZUjVq3V78vxnD9/vvn7iIgIREVFISgoCF999RUee+yxNvfrL3FbsWIFfvzxR3z//fctnmN/c1wcZyxxrJEPf+67juNM+zjO9C7r16/Hhg0b2q1z5swZANbHvrPve2lpKebMmYNRo0YhISGho6bbnCPFpjfp6jm1Vr/59r4SJ1vEpq+wZWzeeOMNfPLJJzh69Cg0Go0MrW0dZ7bJSKfTwdnZuUXGNS8vr0Wmtb9yd3fHmDFjkJGRYV4prr146fV61NTUoLi4uM06/YFcsdLr9bhz506L4+fn5/ebeBoMBgQFBSEjIwNA/47b888/j3379uHIkSMICAgwb2d/c1wcZzqHY03X8edePhxn7uE40/usWLEC6enp7ZaIiAirYt+Z971RWVkZ4uPjMWDAAOzduxdKpVKmM7Seo8Smt7Dmdxa9Xt9qfRcXF/j4+LRbpzfFyVax6QtsHZs//vGP2LRpE77++muMHTtW3sY3w2SbjFQqFSZMmIBDhw5ZbD906BAmT55sp1Y5FqPRiPT0dBgMBoSEhECv11vEq6amBseOHTPHa8KECVAqlRZ1cnJycPHixX4VU7liFRMTg5KSEotljk+dOoWSkpJ+E8/CwkLcvHkTBoMBQP+MmxACK1aswJ49e/Dtt98iJCTE4nn2N8fFcaZzONZ0HX/u5cNxhuNMb6bT6RAeHt5u0Wg0VsW+M+87IM1oi4uLg0qlwr59+2w686QrHCE2vYk1v7PExMS0qP/1118jKirKnHBtq05vipOtYtMX2DI2f/jDH/D73/8eBw4cQFRUlPyNb85mSy/0U43L1H7wwQciLS1NrFy5Uri7u4vr16/bu2l2sWrVKnH06FGRmZkpTp48KebOnSs8PDzM8diyZYvQarViz5494sKFC+JXv/pVq8u+BwQEiG+++UacO3dOTJ8+vcWy731BWVmZSElJESkpKQKA+POf/yxSUlLMSxzLFav4+HgxduxYceLECXHixAkxZsyYDpcid2Ttxa2srEysWrVKJCUliaysLHHkyBERExMjBg8e3K/jtnz5cqHVasXRo0dFTk6OuVRWVprrsL85Lo4zLXGs6RyOM9bhONN1HGf6h87EfsSIEWLPnj3mxx2976WlpSI6OlqMGTNGXL161aL/9KbPY1vERgghcnJyREpKiti2bZsAIL777juRkpIiCgsLe+zcuqKj31leffVVsXDhQnP9zMxM4ebmJv7nf/5HpKWliQ8++EAolUrx+eefm+v88MMPwtnZWWzZskWkp6eLLVu2CBcXF4vVX3sDW8TGaDSaxyuDwSBefvllkZKSIjIyMnr8/LrDFrFJTEwUKpVKfP755xafK2VlZTY7DybbbGDr1q0iKChIqFQqERkZaV7mvD+aP3++MBgMQqlUCn9/f/HYY4+JS5cumZ83mUwiISFB6PV6oVarxdSpU8WFCxcsjlFVVSVWrFghvL29haurq5g7d664ceNGT5+KzTUu4d28LFq0SAghX6wKCwvFk08+KTw8PISHh4d48sknHX7Z8Pa0F7fKykoRFxcnBg0aJJRKpRgyZIhYtGhRi5j0t7i1Fi8AYvv27eY67G+OjeOMJY41ncNxxjocZ7qO40z/0JnYd/V9b+vnDYDIysrqoTPrPlvERgghEhISOvzZcjTt/c6yaNEiMW3aNIv6R48eFePHjxcqlUoEBweLd999t8Ux//Wvf4kRI0YIpVIpwsPDxe7du219GjYhd2yysrJa7R/Nj9MbyB2boKCgVmOTkJBgs3NQCNFw5zgiIiIiIiIiIiLqFt6zjYiIiIiIiIiISCZMthEREREREREREcmEyTYiIiIiIiIiIiKZMNlGREREREREREQkEybbiIiIiIiIiIiIZMJkGxERERERERERkUyYbCMiIiIiIiIiIpIJk21EREREREREREQyYbKNiIiIiIiIiGxu/fr1uO+++8yPFy9ejHnz5nXrmHIcg0huTLYRERERERER9WOLFy+GQqGAQqGAUqnE0KFD8fLLL6OiosKmr/vWW29hx44dnap7/fp1KBQKpKamWn0Mop7iYu8GEBEREREREZF9xcfHY/v27aitrcXx48fx61//GhUVFXj33Xct6tXW1kKpVMrymlqt1iGOQSQ3zmwjIiIiIiIi6ufUajX0ej0CAwOxYMECPPnkk/jiiy/Ml37+4x//wNChQ6FWqyGEQElJCZYuXQpfX194enpi+vTpOH/+vMUxt2zZAj8/P3h4eODZZ59FdXW1xfPNLwE1mUxITExEaGgo1Go1hgwZgo0bNwIAQkJCAADjx4+HQqFAbGxsq8cwGo144YUX4OvrC41GgylTpuDMmTPm548ePQqFQoHDhw8jKioKbm5umDx5Mq5cuSJrPKl/Y7KNiIiIiIiIiCy4urqitrYWAHD16lV89tln2L17t/kyzjlz5iA3Nxf79+9HcnIyIiMjMWPGDBQVFQEAPvvsMyQkJGDjxo04e/YsDAYD3nnnnXZfc+3atUhMTMRvf/tbpKWl4eOPP4afnx8A4PTp0wCAb775Bjk5OdizZ0+rx1i9ejV2796NnTt34ty5cwgNDcWsWbPM7Wq0bt06/OlPf8LZs2fh4uKCZ555xvpgETXDy0iJiIiIiIiIyOz06dP4+OOPMWPGDABATU0NPvzwQwwaNAgA8O233+LChQvIy8uDWq0GAPzxj3/EF198gc8//xxLly7Fm2++iWeeeQa//vWvAQCvv/46vvnmmxaz2xqVlZXhrbfewttvv41FixYBAIYNG4YpU6YAgPm1fXx8oNfrWz1G42WvO3bswOzZswEA27Ztw6FDh/DBBx/glVdeMdfduHEjpk2bBgB49dVXMWfOHFRXV0Oj0VgfOKIGnNlGRERERERE1M/95z//wYABA6DRaBATE4OpU6fib3/7GwAgKCjInOwCgOTkZJSXl8PHxwcDBgwwl6ysLFy7dg0AkJ6ejpiYGIvXaP64qfT0dBiNRnOCzxrXrl1DbW0tHnjgAfM2pVKJiRMnIj093aLu2LFjzd8bDAYAQF5entWvTdQUZ7YRERERERER9XMPPfQQ3n33XSiVSvj7+1ssguDu7m5R12QywWAw4OjRoy2OM3DgQKte39XV1ar9mhJCAAAUCkWL7c23NT2/xudMJlO320AEcGYbERERERERUb/n7u6O0NBQBAUFdbjaaGRkJHJzc+Hi4oLQ0FCLotPpAAAjR47EyZMnLfZr/ripsLAwuLq64vDhw60+r1KpAAD19fVtHiM0NBQqlQrff/+9eVttbS3Onj2LkSNHtntORHLizDYiIiIiIiIi6rSZM2ciJiYG8+bNQ2JiIkaMGIHbt29j//79mDdvHqKiovDiiy9i0aJFiIqKwpQpU7Br1y5cunQJQ4cObfWYGo0Ga9aswerVq6FSqfDAAw8gPz8fly5dwrPPPgtfX1+4urriwIEDCAgIgEajgVartTiGu7s7li9fjldeeQXe3t4YMmQI3njjDVRWVuLZZ5/tidAQAWCyjYiIiIiIiIi6QKFQYP/+/Vi3bh2eeeYZ5OfnQ6/XY+rUqebVQ+fPn49r165hzZo1qK6uxuOPP47ly5fj4MGDbR73t7/9LVxcXPDaa6/h9u3bMBgMeO655wAALi4u+Otf/4rf/e53eO211/Dggw+2ehnrli1bYDKZsHDhQpSVlSEqKgoHDx6El5eXTWJB1BqFaLyomYiIiIiIiIiIiLqF92wjIiIiIiIiIiKSCZNtREREREREREREMmGyjYiIiIiIiIiISCZMthEREREREREREcmEyTYiIiIiIiIiIiKZMNlGREREREREREQkEybbiIiIiIiIiIiIZMJkGxERERERERERkUyYbCMiIiIiIiIiIpIJk21EREREREREREQyYbKNiIiIiIiIiIhIJv8frjepUueHMdcAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.01_hid_dim256\n", "\n", "hid_dim: 256, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0396, val_loss: 0.0388, r_value: -0.0103\n", "Epoch 200, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.0993\n", "Epoch 400, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1028\n", "Epoch 600, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1056\n", "Epoch 800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1081\n", "Epoch 1000, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1098\n", "Epoch 1200, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1117\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1134\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1147\n", "Epoch 1800, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1161\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.05_hid_dim256\n", "\n", "hid_dim: 512, lr: 0.5\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0380, val_loss: 0.0386, r_value: 0.0792\n", "Epoch 200, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1242\n", "Epoch 400, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1427\n", "Epoch 600, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1593\n", "Epoch 800, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1723\n", "Epoch 1000, train_loss: 0.0367, val_loss: 0.0367, r_value: 0.1812\n", "Epoch 1200, train_loss: 0.0366, val_loss: 0.0365, r_value: 0.1874\n", "Epoch 1400, train_loss: 0.0365, val_loss: 0.0364, r_value: 0.1923\n", "Epoch 1600, train_loss: 0.0364, val_loss: 0.0364, r_value: 0.1958\n", "Epoch 1800, train_loss: 0.0363, val_loss: 0.0363, r_value: 0.1988\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.5_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.1\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0382, val_loss: 0.0379, r_value: -0.0825\n", "Epoch 200, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1135\n", "Epoch 400, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1212\n", "Epoch 600, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1263\n", "Epoch 800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1311\n", "Epoch 1000, train_loss: 0.0370, val_loss: 0.0369, r_value: 0.1357\n", "Epoch 1200, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1402\n", "Epoch 1400, train_loss: 0.0369, val_loss: 0.0369, r_value: 0.1446\n", "Epoch 1600, train_loss: 0.0369, val_loss: 0.0368, r_value: 0.1490\n", "Epoch 1800, train_loss: 0.0368, val_loss: 0.0368, r_value: 0.1534\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.1_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.01\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0378, val_loss: 0.0377, r_value: -0.0290\n", "Epoch 200, train_loss: 0.0375, val_loss: 0.0374, r_value: 0.1043\n", "Epoch 400, train_loss: 0.0374, val_loss: 0.0373, r_value: 0.1052\n", "Epoch 600, train_loss: 0.0373, val_loss: 0.0373, r_value: 0.1059\n", "Epoch 800, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1067\n", "Epoch 1000, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1074\n", "Epoch 1200, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1081\n", "Epoch 1400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1089\n", "Epoch 1600, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1096\n", "Epoch 1800, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1103\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.01_hid_dim512\n", "\n", "hid_dim: 512, lr: 0.05\n", "Deleting previous model\n", "Epoch 0, train_loss: 0.0406, val_loss: 0.0390, r_value: 0.0797\n", "Epoch 200, train_loss: 0.0373, val_loss: 0.0372, r_value: 0.1048\n", "Epoch 400, train_loss: 0.0372, val_loss: 0.0372, r_value: 0.1098\n", "Epoch 600, train_loss: 0.0372, val_loss: 0.0371, r_value: 0.1141\n", "Epoch 800, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1171\n", "Epoch 1000, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1196\n", "Epoch 1200, train_loss: 0.0371, val_loss: 0.0371, r_value: 0.1221\n", "Epoch 1400, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1244\n", "Epoch 1600, train_loss: 0.0371, val_loss: 0.0370, r_value: 0.1267\n", "Epoch 1800, train_loss: 0.0370, val_loss: 0.0370, r_value: 0.1289\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Saving model to ./models/model_SGD_Deeper2000_lr0.05_hid_dim512\n" ] } ], "source": [ "# model.train()\n", "epoch = 2000\n", "hid_dim_range = [128,256,512]\n", "lr_range = [0.5,0.1,0.01,0.05]\n", "\n", "for hid_dim in hid_dim_range:\n", " for lr in lr_range:\n", " print('\\nhid_dim: {}, lr: {}'.format(hid_dim, lr))\n", " if 'model' in globals():\n", " print('Deleting previous model')\n", " del model, criterion, optimizer\n", " model = Feedforward(2, hid_dim).to(device)\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.SGD(model.parameters(), lr = lr)\n", "\n", " all_loss_train=[]\n", " all_loss_val=[]\n", " all_r_train=[]\n", " all_r_val=[]\n", " for epoch in range(epoch):\n", " model.train()\n", " optimizer.zero_grad()\n", " # Forward pass\n", " y_pred = model(X_train.to(device))\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_train.to(device))\n", "\n", " # Backward pass\n", " loss.backward()\n", " optimizer.step()\n", "\n", " all_loss_train.append(loss.item())\n", " y_pred = y_pred.cpu().detach().numpy().squeeze()\n", " _, _, r_value_train, _, _ = scipy.stats.linregress(y_pred, y_train)\n", " all_r_train.append(r_value_train)\n", "\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred = model(X_test.to(device))\n", " # Compute Loss\n", " loss = criterion(y_pred.squeeze(), y_test.to(device))\n", " all_loss_val.append(loss.item())\n", " \n", " y_pred = y_pred.cpu().detach().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_test)\n", " all_r_val.append(r_value)\n", " \n", " if epoch%200==0:\n", " print('Epoch {}, train_loss: {:.4f}, val_loss: {:.4f}, r_value: {:.4f}'.format(epoch,all_loss_train[-1],all_loss_val[-1],r_value))\n", " \n", " \n", " fig,ax=plt.subplots(1,3,figsize=(15,5))\n", " ax[0].plot(np.log10(all_loss_train))\n", " ax[0].plot(np.log10(all_loss_val))\n", " ax[0].set_title('Loss')\n", " \n", " ax[1].plot(all_r_train)\n", " ax[1].plot(all_r_val)\n", " ax[1].set_title('Pearson Corr')\n", "\n", " ax[2].scatter(y_pred, y_test.cpu())\n", " ax[2].set_xlabel('Prediction')\n", " ax[2].set_ylabel('True')\n", " ax[2].set_title('slope: {:.4f}, r_value: {:.4f}'.format(slope, r_value))\n", " plt.show()\n", " \n", " name_to_save = os.path.join(path_to_save_models,'model_SGD_Deeper' + str(epochs) + '_lr' + str(lr) + '_hid_dim' + str(hid_dim))\n", " print('Saving model to ', name_to_save)\n", " model_state = {\n", " 'epoch': epoch + 1,\n", " 'state_dict': model.state_dict(),\n", " 'optimizer' : optimizer.state_dict(),\n", " }\n", " torch.save(model_state, name_to_save +'.pt')" ] }, { "cell_type": "code", "execution_count": null, "id": "3e094e0b-ac2b-43cb-89f9-63e35851557e", "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": "3.10.6" } }, "nbformat": 4, "nbformat_minor": 5 }