{ "cells": [ { "cell_type": "markdown", "id": "7a27a0fb-7bc3-4f72-aeda-de457fdc8382", "metadata": { "id": "7a27a0fb-7bc3-4f72-aeda-de457fdc8382" }, "source": [ "# Estimation of tree height using GEDI dataset - Perceptron complete - 2025" ] }, { "cell_type": "code", "execution_count": null, "id": "58b12f60-2a68-458c-a85a-5c3127d7d9fc", "metadata": { "id": "58b12f60-2a68-458c-a85a-5c3127d7d9fc", "tags": [] }, "outputs": [], "source": [ "'''\n", "Packages\n", "\n", "conda install pytorch torchvision torchaudio cudatoolkit=10.2 -c pytorch\n", "conda install -c anaconda scikit-learn\n", "conda install pandas\n", "'''\n", "\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" ] }, { "cell_type": "code", "execution_count": null, "id": "89bdd302-7bd6-433a-95fd-583122e04545", "metadata": { "id": "89bdd302-7bd6-433a-95fd-583122e04545", "outputId": "46d58f25-3561-460f-df50-64b6c834654f", "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
IDXYhBLDFIE_WeigAverCECSOL_WeigAverCHELSA_bio18CHELSA_bio4convergencectidevmagnitudeeastnesselevforestheightglad_ard_SVVI_maxglad_ard_SVVI_medglad_ard_SVVI_minnorthnessORCDRC_WeigAveroutlet_dist_dw_basinSBIO3_Isothermality_5_15cmSBIO4_Temperature_Seasonality_5_15cmtreecover
016.05000149.7274993139.0015401321135893-10.486560-2380431201.1584170.069094353.98312423276.87109446.444092347.6654050.042500978040319.798992440.67221185
126.05000249.9221551454.751491121993591233.274361-208915344-1.7553410.269112267.51168819-49.52636719.552734-130.5417480.1827801677277720.889412457.75619585
236.05000248.602377853.50152117212459830.045293-1374797921.908780-0.016055389.7511602193.25732450.743652384.5224610.0362531489882020.695877481.87970062
346.05000948.1519793141.0015261625696130-33.654274-2672230720.9657870.067767380.20770327542.401367202.264160386.1567380.0051391583182419.375000479.41027885
456.05001049.5884102065.251547142108592327.493824-107809368-0.1626240.014065308.04278625136.048340146.835205198.1274410.0288471779696218.777500457.88006685
566.05001448.6084561246.5015151921246010-1.602039173842821.447979-0.018912364.52710018221.339844247.387207480.3879390.0427471489794519.398880474.33132962
676.05001648.5714012938.751520192169614727.856503-66516432-1.0739560.002280254.67959619125.25048887.865234160.6967770.0372541190842620.170450476.41452096
786.05001949.9216133294.751490121995591222.102139-297770784-1.4026330.309765294.92776526-86.729492-145.584229-190.0629880.2224351577278420.855963457.19540486
896.05002048.8226451623.501554181973613818.496584-25336536-0.8000160.010370240.49375922-51.470703-245.886719172.0747070.004428883913221.812290496.23111064
9106.05002449.8475221400.0015211521875886-5.660453-2786526081.477951-0.068720376.67114312277.297363273.141846-138.8959960.0988171376887321.137711466.97668570
\n", "
" ], "text/plain": [ " 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", "5 6 6.050014 48.608456 1246.50 1515 19 \n", "6 7 6.050016 48.571401 2938.75 1520 19 \n", "7 8 6.050019 49.921613 3294.75 1490 12 \n", "8 9 6.050020 48.822645 1623.50 1554 18 \n", "9 10 6.050024 49.847522 1400.00 1521 15 \n", "\n", " CHELSA_bio18 CHELSA_bio4 convergence cti devmagnitude eastness \\\n", "0 2113 5893 -10.486560 -238043120 1.158417 0.069094 \n", "1 1993 5912 33.274361 -208915344 -1.755341 0.269112 \n", "2 2124 5983 0.045293 -137479792 1.908780 -0.016055 \n", "3 2569 6130 -33.654274 -267223072 0.965787 0.067767 \n", "4 2108 5923 27.493824 -107809368 -0.162624 0.014065 \n", "5 2124 6010 -1.602039 17384282 1.447979 -0.018912 \n", "6 2169 6147 27.856503 -66516432 -1.073956 0.002280 \n", "7 1995 5912 22.102139 -297770784 -1.402633 0.309765 \n", "8 1973 6138 18.496584 -25336536 -0.800016 0.010370 \n", "9 2187 5886 -5.660453 -278652608 1.477951 -0.068720 \n", "\n", " elev forestheight glad_ard_SVVI_max glad_ard_SVVI_med \\\n", "0 353.983124 23 276.871094 46.444092 \n", "1 267.511688 19 -49.526367 19.552734 \n", "2 389.751160 21 93.257324 50.743652 \n", "3 380.207703 27 542.401367 202.264160 \n", "4 308.042786 25 136.048340 146.835205 \n", "5 364.527100 18 221.339844 247.387207 \n", "6 254.679596 19 125.250488 87.865234 \n", "7 294.927765 26 -86.729492 -145.584229 \n", "8 240.493759 22 -51.470703 -245.886719 \n", "9 376.671143 12 277.297363 273.141846 \n", "\n", " glad_ard_SVVI_min northness ORCDRC_WeigAver outlet_dist_dw_basin \\\n", "0 347.665405 0.042500 9 780403 \n", "1 -130.541748 0.182780 16 772777 \n", "2 384.522461 0.036253 14 898820 \n", "3 386.156738 0.005139 15 831824 \n", "4 198.127441 0.028847 17 796962 \n", "5 480.387939 0.042747 14 897945 \n", "6 160.696777 0.037254 11 908426 \n", "7 -190.062988 0.222435 15 772784 \n", "8 172.074707 0.004428 8 839132 \n", "9 -138.895996 0.098817 13 768873 \n", "\n", " SBIO3_Isothermality_5_15cm SBIO4_Temperature_Seasonality_5_15cm treecover \n", "0 19.798992 440.672211 85 \n", "1 20.889412 457.756195 85 \n", "2 20.695877 481.879700 62 \n", "3 19.375000 479.410278 85 \n", "4 18.777500 457.880066 85 \n", "5 19.398880 474.331329 62 \n", "6 20.170450 476.414520 96 \n", "7 20.855963 457.195404 86 \n", "8 21.812290 496.231110 64 \n", "9 21.137711 466.976685 70 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "predictors = pd.read_csv(\"../tree_height/txt/eu_x_y_height_predictors_select.txt\", sep=\" \", index_col=False)\n", "pd.set_option('display.max_columns',None)\n", "# change column name\n", "predictors = predictors.rename({'dev-magnitude':'devmagnitude'} , axis='columns')\n", "predictors.head(10)" ] }, { "cell_type": "code", "execution_count": null, "id": "dc4d4239-13e3-4de9-93d5-adae8af6597e", "metadata": { "id": "dc4d4239-13e3-4de9-93d5-adae8af6597e", "outputId": "ef5760b5-d76e-4c25-82fc-21f4e02f0dcc", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "row count: 100000\n" ] } ], "source": [ "# Filter heights below 7000\n", "mask = predictors['h'] < 7000\n", "predictors_under7k = predictors.loc[mask]\n", "\n", "# Sample up to 100k rows (no replacement)\n", "n = min(100000, len(predictors_under7k))\n", "predictors_sel = predictors_under7k.sample(n, replace=False, random_state=0)\n", "\n", "# Add height in meters at column index 4\n", "predictors_sel.insert(4, 'hm', predictors_sel['h'] / 100)\n", "\n", "# Row count\n", "length_after = len(predictors_sel)\n", "print('row count: {}'.format(length_after))\n", "\n", "# Quick preview\n", "head_preview = predictors_sel.head(10)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "aff0db6a-97b3-49c4-bb9b-05802ec86293", "metadata": { "id": "aff0db6a-97b3-49c4-bb9b-05802ec86293", "outputId": "0bfd4302-5eab-42c4-f048-fb5ded05f352", "tags": [] }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Ground truth and predictions\n", "y_true = predictors_sel['h']\n", "y_pred = predictors_sel['forestheight']\n", "\n", "# Simple linear regression (y_true ~ y_pred)\n", "slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_pred, y_true)\n", "\n", "# Scatter and annotation\n", "fig, ax = plt.subplots(1, 1, figsize=(5, 5))\n", "ax.scatter(y_pred, y_true, s=8, alpha=0.7)\n", "ax.set_xlabel('Prediction')\n", "ax.set_ylabel('True')\n", "ax.set_title('slope: {:.4f}, r: {:.4f}'.format(slope, r_value))\n", "\n", "# Optional: add fitted line\n", "xline = np.linspace(y_pred.min(), y_pred.max(), 100)\n", "ax.plot(xline, intercept + slope * xline, color='crimson', lw=2)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "55c98b13-eae0-4a0e-98f9-e2b10d18cc45", "metadata": { "id": "55c98b13-eae0-4a0e-98f9-e2b10d18cc45", "tags": [] }, "outputs": [], "source": [ "# Target variable (meters) as NumPy array\n", "tree_height = predictors_sel['hm'].to_numpy()\n", "\n", "# Feature matrix without ID/targets/pred column\n", "data = predictors_sel.drop(columns=['ID', 'h', 'hm', 'forestheight'], axis=1)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "13e51bdd-4f9e-4c14-bcef-7e895451fcfa", "metadata": { "id": "13e51bdd-4f9e-4c14-bcef-7e895451fcfa", "outputId": "e2eb7485-3c20-4157-ed73-b9828de9f30c", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data.shape[1]: 20, n_plots_x: 5, n_plots_y: 4\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Grid size close to square\n", "n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))\n", "n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n", "print('data.shape[1]: {}, n_plots_x: {}, n_plots_y: {}'.format(data.shape[1], n_plots_x, n_plots_y))\n", "\n", "# Subplots and flatten axes\n", "fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15, 10), dpi=100, facecolor='w', edgecolor='k')\n", "ax = np.array(ax).ravel() # handle when ax isn’t already 1D\n", "\n", "# One histogram per feature\n", "for idx in range(data.shape[1]):\n", " ax[idx].hist(data.iloc[:, idx].to_numpy().flatten())\n", " ax[idx].set_title(data.columns[idx])\n", "\n", "# Tight layout\n", "fig.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "c9314edd", "metadata": { "id": "c9314edd", "outputId": "9baaeae8-4283-4727-91b4-98f5393411c4" }, "outputs": [ { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "from sklearn.preprocessing import QuantileTransformer, MinMaxScaler\n", "\n", "# Suppose tree_height_raw is your original 1D np.array\n", "# Keep a copy for plotting the \"before\" distribution\n", "x0 = tree_height.copy()\n", "\n", "# 1) Fit and apply QuantileTransformer (to normal)\n", "qt = QuantileTransformer(n_quantiles=500, output_distribution=\"normal\", random_state=0)\n", "x1 = qt.fit_transform(x0.reshape(-1, 1)) # shape (n, 1)\n", "\n", "# 2) Fit and apply MinMaxScaler to [-1, 1]\n", "scaler_tree = MinMaxScaler(feature_range=(-1, 1))\n", "x2 = scaler_tree.fit_transform(x1) # shape (n, 1)\n", "\n", "# 3) Divide by 99th percentile (elementwise scaling)\n", "q99 = np.quantile(x2.squeeze(), 0.99)\n", "x3 = (x2.squeeze() / q99) # shape (n,)\n", "\n", "# Plot 1: before any transformation\n", "plt.figure(figsize=(14,4))\n", "plt.subplot(1,3,1)\n", "plt.hist(x0, bins=50, color=\"steelblue\", alpha=0.8)\n", "plt.title(\"Original distribution\")\n", "plt.xlabel(\"Tree height (m)\")\n", "plt.ylabel(\"Count\")\n", "\n", "# Plot 2: after all transformations (normalized)\n", "plt.subplot(1,3,2)\n", "plt.hist(x3, bins=50, color=\"tomato\", alpha=0.8)\n", "plt.title(\"After transformations\")\n", "plt.xlabel(\"Tree height (m)\")\n", "\n", "# ---- Inversion pipeline ----\n", "# Inverse of step 3: multiply by q99, then reshape for scaler.inverse_transform\n", "x2_rec = (x3 * q99).reshape(-1, 1)\n", "\n", "# Inverse of step 2: MinMaxScaler inverse\n", "x1_rec = scaler_tree.inverse_transform(x2_rec) # shape (n, 1)\n", "\n", "# Inverse of step 1: QuantileTransformer inverse\n", "x0_rec = qt.inverse_transform(x1_rec).squeeze() # shape (n,)\n", "\n", "# Plot 3: after inverting all transformations\n", "plt.subplot(1,3,3)\n", "plt.hist(x0_rec, bins=50, color=\"seagreen\", alpha=0.8)\n", "plt.title(\"After inverse transforms\")\n", "plt.xlabel(\"Tree height (m)\")\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "083b4ac7-ae3e-40d0-a8e4-f91ddd2eace7", "metadata": { "id": "083b4ac7-ae3e-40d0-a8e4-f91ddd2eace7", "outputId": "c4cfa1ad-a4f4-47f7-b791-fcc7805e9519", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "data.shape[1]: 20, n_plots_x: 5, n_plots_y: 4\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Normalize features to [0, 1]\n", "scaler_data = MinMaxScaler()\n", "data_transformed = scaler_data.fit_transform(data)\n", "\n", "# Grid size (near-square)\n", "n_plots_x = int(np.ceil(np.sqrt(data.shape[1])))\n", "n_plots_y = int(np.floor(np.sqrt(data.shape[1])))\n", "print('data.shape[1]: {}, n_plots_x: {}, n_plots_y: {}'.format(data.shape[1], n_plots_x, n_plots_y))\n", "\n", "# Subplots and flat axes\n", "fig, ax = plt.subplots(n_plots_x, n_plots_y, figsize=(15, 10), dpi=100, facecolor='w', edgecolor='k')\n", "ax = np.array(ax).ravel()\n", "\n", "# Hist per feature (normalized)\n", "for idx in range(data.shape[1]):\n", " ax[idx].hist(data_transformed[:, idx].ravel(), bins=30, color='steelblue', alpha=0.8)\n", " ax[idx].set_title(data.columns[idx])\n", "\n", "# Layout\n", "fig.tight_layout()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "22d6a5ad-93e0-4567-af09-e5b385d7ff4d", "metadata": { "id": "22d6a5ad-93e0-4567-af09-e5b385d7ff4d", "outputId": "49f56f19-d85f-4ace-f730-99d16e51e081", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train.shape: torch.Size([70000, 20]), X_test.shape: torch.Size([30000, 20]), y_train.shape: torch.Size([70000]), y_test.shape: torch.Size([30000])\n", "X_train.min: 0.0, X_test.min: 0.0, y_train.min: -2.261296272277832, y_test.min: -2.261296272277832\n", "X_train.max: 1.0, X_test.max: 1.0, y_train.max: 2.261296272277832, y_test.max: 2.261296272277832\n" ] } ], "source": [ "# Let's use all the data as one big minibatch\n", "tree_height = x3.copy() # We will the normalized tree_height\n", "\n", "#Split the data\n", "X_train, X_test, y_train, y_test = train_test_split(data_transformed,tree_height, 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.min: {}, y_train.min: {}, y_test.min: {}'.format(X_train.min(), X_test.min(), y_train.min(), y_test.min()))\n", "print('X_train.max: {}, X_test.max: {}, y_train.max: {}, y_test.max: {}'.format(X_train.max(), X_test.max(), y_train.max(), y_test.max()))" ] }, { "cell_type": "code", "execution_count": null, "id": "88159fda-e429-4c2e-922b-198f0adceb56", "metadata": { "id": "88159fda-e429-4c2e-922b-198f0adceb56", "tags": [] }, "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()\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": null, "id": "36f33413-e85f-48af-8cdf-5989575c0bf1", "metadata": { "id": "36f33413-e85f-48af-8cdf-5989575c0bf1", "outputId": "42082691-ae20-47ef-b79b-b655572630b8", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.5\n", "Epoch 0, train: 0.6429, val: 8.2494, r: -0.1007\n", "Epoch 500, train: nan, val: nan, r: nan\n", "Epoch 1000, train: nan, val: nan, r: nan\n", "Epoch 1500, train: nan, val: nan, r: nan\n", "Epoch 2000, train: nan, val: nan, r: nan\n", "Epoch 2500, train: nan, val: nan, r: nan\n", "Epoch 3000, train: nan, val: nan, r: nan\n", "Epoch 3500, train: nan, val: nan, r: nan\n", "Epoch 4000, train: nan, val: nan, r: nan\n", "Epoch 4500, train: nan, val: nan, r: nan\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.1\n", "Epoch 0, train: 0.2114, val: 0.2048, r: -0.0597\n", "Epoch 500, train: 0.1527, val: 0.1555, r: 0.4249\n", "Epoch 1000, train: 0.1517, val: 0.1546, r: 0.4309\n", "Epoch 1500, train: 0.1513, val: 0.1541, r: 0.4334\n", "Epoch 2000, train: 0.1511, val: 0.1539, r: 0.4347\n", "Epoch 2500, train: 0.1510, val: 0.1538, r: 0.4355\n", "Epoch 3000, train: 0.1509, val: 0.1537, r: 0.4361\n", "Epoch 3500, train: 0.1508, val: 0.1536, r: 0.4365\n", "Epoch 4000, train: 0.1507, val: 0.1536, r: 0.4368\n", "Epoch 4500, train: 0.1507, val: 0.1535, r: 0.4371\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.05\n", "Epoch 0, train: 0.2027, val: 0.2031, r: -0.1429\n", "Epoch 500, train: 0.1537, val: 0.1564, r: 0.4206\n", "Epoch 1000, train: 0.1524, val: 0.1551, r: 0.4274\n", "Epoch 1500, train: 0.1518, val: 0.1546, r: 0.4306\n", "Epoch 2000, train: 0.1515, val: 0.1543, r: 0.4325\n", "Epoch 2500, train: 0.1513, val: 0.1541, r: 0.4337\n", "Epoch 3000, train: 0.1511, val: 0.1539, r: 0.4346\n", "Epoch 3500, train: 0.1510, val: 0.1538, r: 0.4352\n", "Epoch 4000, train: 0.1509, val: 0.1538, r: 0.4357\n", "Epoch 4500, train: 0.1509, val: 0.1537, r: 0.4360\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.01\n", "Epoch 0, train: 0.3875, val: 0.3572, r: -0.2029\n", "Epoch 500, train: 0.1706, val: 0.1732, r: 0.3439\n", "Epoch 1000, train: 0.1600, val: 0.1627, r: 0.4002\n", "Epoch 1500, train: 0.1563, val: 0.1591, r: 0.4105\n", "Epoch 2000, train: 0.1548, val: 0.1576, r: 0.4154\n", "Epoch 2500, train: 0.1540, val: 0.1568, r: 0.4186\n", "Epoch 3000, train: 0.1535, val: 0.1563, r: 0.4209\n", "Epoch 3500, train: 0.1531, val: 0.1560, r: 0.4226\n", "Epoch 4000, train: 0.1529, val: 0.1557, r: 0.4241\n", "Epoch 4500, train: 0.1527, val: 0.1555, r: 0.4253\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.001\n", "Epoch 0, train: 0.2326, val: 0.2318, r: -0.1197\n", "Epoch 500, train: 0.1907, val: 0.1924, r: -0.0472\n", "Epoch 1000, train: 0.1867, val: 0.1885, r: 0.0821\n", "Epoch 1500, train: 0.1832, val: 0.1850, r: 0.1937\n", "Epoch 2000, train: 0.1800, val: 0.1820, r: 0.2704\n", "Epoch 2500, train: 0.1773, val: 0.1793, r: 0.3182\n", "Epoch 3000, train: 0.1748, val: 0.1769, r: 0.3476\n", "Epoch 3500, train: 0.1726, val: 0.1747, r: 0.3663\n", "Epoch 4000, train: 0.1706, val: 0.1728, r: 0.3786\n", "Epoch 4500, train: 0.1689, val: 0.1711, r: 0.3870\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Hyperparameters\n", "epoch = 5000\n", "out_size = 1\n", "lr_range = [0.5, 0.1, 0.05, 0.01, 0.001] # learning rates\n", "\n", "for lr in lr_range:\n", " print('\\nlr: {}'.format(lr))\n", "\n", " # Fresh model/optimizer each run\n", " if 'model' in globals():\n", " del model, criterion, optimizer\n", "\n", " # Model, loss, optimizer. Notice that no non-linear activation is being used\n", " model = Perceptron(data.shape[1], out_size)\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.SGD(model.parameters(), lr=lr)\n", "\n", " all_loss_train = []\n", " all_loss_val = []\n", "\n", " for epoch in range(epoch):\n", " # Train step\n", " model.train()\n", " optimizer.zero_grad()\n", " y_pred = model(X_train)\n", " loss = criterion(y_pred.squeeze(), y_train)\n", " loss.backward()\n", " optimizer.step()\n", " all_loss_train.append(loss.item())\n", "\n", " # Val step\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred_val = model(X_test)\n", " val_loss = criterion(y_pred_val.squeeze(), y_test)\n", " all_loss_val.append(val_loss.item())\n", "\n", " # Periodic metrics\n", " if epoch % 500 == 0:\n", " y_np = y_pred_val.detach().cpu().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(\n", " y_np, y_test.cpu().numpy().squeeze()\n", " )\n", " print('Epoch {}, train: {:.4f}, val: {:.4f}, r: {:.4f}'\n", " .format(epoch, all_loss_train[-1], all_loss_val[-1], r_value))\n", "\n", " # Plot losses and final scatter\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", " ax[0].plot(all_loss_train, label='train')\n", " ax[0].plot(all_loss_val, label='val')\n", " ax[0].set_title('Learning rate: {:.4f}'.format(lr))\n", " ax[0].legend()\n", "\n", " ax[1].scatter(y_np, y_test.cpu().numpy().squeeze(), alpha=0.3)\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()\n" ] }, { "cell_type": "markdown", "id": "2359a724", "metadata": { "id": "2359a724" }, "source": [ "Let's see the effect of adding a non-linear activation" ] }, { "cell_type": "code", "execution_count": null, "id": "26d06e48-36f5-4699-a0f7-6afafeca25bc", "metadata": { "id": "26d06e48-36f5-4699-a0f7-6afafeca25bc", "outputId": "d447739b-b59b-421b-ed6b-284a4faed5b3", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.5\n", "Epoch 0, train: 0.1975, val: 0.3391, r: 0.0630\n", "Epoch 500, train: 0.2624, val: 0.4150, r: 0.4285\n", "Epoch 1000, train: 0.2656, val: 0.4176, r: 0.4323\n", "Epoch 1500, train: 0.2698, val: 0.4221, r: 0.4336\n", "Epoch 2000, train: 0.2723, val: 0.4248, r: 0.4344\n", "Epoch 2500, train: 0.2739, val: 0.4263, r: 0.4349\n", "Epoch 3000, train: 0.2750, val: 0.4272, r: 0.4353\n", "Epoch 3500, train: 0.2758, val: 0.4280, r: 0.4356\n", "Epoch 4000, train: 0.2766, val: 0.4287, r: 0.4359\n", "Epoch 4500, train: 0.2772, val: 0.4293, r: 0.4361\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.1\n", "Epoch 0, train: 0.2231, val: 0.1906, r: 0.0445\n", "Epoch 500, train: 0.1520, val: 0.1550, r: 0.4282\n", "Epoch 1000, train: 0.1513, val: 0.1543, r: 0.4326\n", "Epoch 1500, train: 0.1509, val: 0.1539, r: 0.4348\n", "Epoch 2000, train: 0.1507, val: 0.1537, r: 0.4362\n", "Epoch 2500, train: 0.1506, val: 0.1535, r: 0.4372\n", "Epoch 3000, train: 0.1505, val: 0.1534, r: 0.4378\n", "Epoch 3500, train: 0.1504, val: 0.1533, r: 0.4383\n", "Epoch 4000, train: 0.1503, val: 0.1532, r: 0.4387\n", "Epoch 4500, train: 0.1503, val: 0.1532, r: 0.4390\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.01\n", "Epoch 0, train: 0.3765, val: 0.3505, r: 0.1727\n", "Epoch 500, train: 0.1656, val: 0.1683, r: 0.3561\n", "Epoch 1000, train: 0.1590, val: 0.1618, r: 0.3960\n", "Epoch 1500, train: 0.1563, val: 0.1591, r: 0.4077\n", "Epoch 2000, train: 0.1550, val: 0.1578, r: 0.4133\n", "Epoch 2500, train: 0.1542, val: 0.1570, r: 0.4169\n", "Epoch 3000, train: 0.1536, val: 0.1565, r: 0.4195\n", "Epoch 3500, train: 0.1533, val: 0.1561, r: 0.4214\n", "Epoch 4000, train: 0.1530, val: 0.1559, r: 0.4231\n", "Epoch 4500, train: 0.1527, val: 0.1556, r: 0.4244\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.05\n", "Epoch 0, train: 0.2363, val: 0.2242, r: -0.2098\n", "Epoch 500, train: 0.1546, val: 0.1573, r: 0.4165\n", "Epoch 1000, train: 0.1528, val: 0.1556, r: 0.4245\n", "Epoch 1500, train: 0.1521, val: 0.1550, r: 0.4283\n", "Epoch 2000, train: 0.1517, val: 0.1546, r: 0.4307\n", "Epoch 2500, train: 0.1514, val: 0.1543, r: 0.4322\n", "Epoch 3000, train: 0.1512, val: 0.1541, r: 0.4333\n", "Epoch 3500, train: 0.1511, val: 0.1540, r: 0.4342\n", "Epoch 4000, train: 0.1509, val: 0.1539, r: 0.4349\n", "Epoch 4500, train: 0.1509, val: 0.1538, r: 0.4354\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.001\n", "Epoch 0, train: 0.2269, val: 0.2298, r: 0.1256\n", "Epoch 500, train: 0.1841, val: 0.1871, r: 0.1775\n", "Epoch 1000, train: 0.1802, val: 0.1833, r: 0.2058\n", "Epoch 1500, train: 0.1769, val: 0.1800, r: 0.2329\n", "Epoch 2000, train: 0.1741, val: 0.1772, r: 0.2582\n", "Epoch 2500, train: 0.1717, val: 0.1748, r: 0.2811\n", "Epoch 3000, train: 0.1696, val: 0.1727, r: 0.3015\n", "Epoch 3500, train: 0.1678, val: 0.1709, r: 0.3191\n", "Epoch 4000, train: 0.1662, val: 0.1694, r: 0.3340\n", "Epoch 4500, train: 0.1648, val: 0.1680, r: 0.3466\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0MAAAHUCAYAAAD4PPM9AAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdd5xkVZ3//9fNlavz9OQZGIacQQFFGBUQkUWMa0JE1wCusnzXuIrioriKivoTFVdBV2FZdkEFQUSZEVZEiSs5DJN7ejpWrrrx/P643UX3dPdMT6InfJ6PRz+Yvn3r1qlbRdX91DnnfTSllEIIIYQQQggh9jH6TDdACCGEEEIIIWaCFENCCCGEEEKIfZIUQ0IIIYQQQoh9khRDQgghhBBCiH2SFENCCCGEEEKIfZIUQ0IIIYQQQoh9khRDQgghhBBCiH2SFENCCCGEEEKIfZIUQ0IIIYQQQoh9khRDYquuu+46NE3jwQcfnOmmbLNTTz2VU089daabsd2uv/56rrrqqpf0Ph9++GFe+9rXkslkaGlp4U1vehMvvPDCtG//+9//nhNPPJFUKkVHRwfnn38+fX19E/bzfZ/LLruMRYsW4TgOBx10EN/97ncn7PfEE09w4YUXcuKJJ5JOp9E0jRUrVkx5///5n//JUUcdRSKRYM6cOVx88cVUKpVpt18IsX3OP/98Fi1aNNPN2C633XYb5513HocffjiWZaFp2rRvu3HjRj73uc9x4okn0tHRQS6X49hjj+Waa64hDMNx+55//vlomjblz/3339/c9zvf+Q4nnHACHR0dOI7DggUL+Pu//3ueeOKJCW246qqreNOb3sTixYvRNG2P/tybzBe/+MVtek5eKtv7eVOtVvn7v/97DjzwQLLZLOl0mkMPPZTLL7+carW6xdt+7nOfQ9M0DjvssCmPfemll7J06VIcx6G9vZ1ly5bx3HPPTdj38ccf561vfSudnZ04jsOiRYu48MILp/fg9yLmTDdAiF3p6quvnukm7JDrr7+exx9/nIsvvvglub+nn36aU089laOOOor/+q//otFocOmll3LyySfz6KOP0tnZucXb//GPf+TMM8/krLPO4le/+hV9fX186lOf4jWveQ0PPvggjuM0973wwgv5j//4D/71X/+V448/njvvvJOPf/zjlMtlPvvZzzb3e/DBB/nlL3/J0UcfzWte8xpuvfXWKe//F7/4Be9+97v5wAc+wLe+9S2effZZPvWpT/Hkk0/yu9/9bsdPkBBir3TLLbdw//33c/TRR+M4Dg899NC0b/vQQw/xs5/9jPPOO4/Pf/7zWJbFHXfcwUc+8hHuv/9+fvKTnzT3/fznP8+HP/zhCcc4++yzcRyH448/vrltcHCQM888kyOPPJLW1lZeeOEFvvrVr/Lyl7+chx56iAMPPLC57w9+8APS6TSvfvWrt/geKXaeHfm88X0fpRSXXHIJixcvRtd17rnnHr70pS+xYsUKfv/73096u0cffZQrr7ySWbNmTfr3SqXCsmXL6Onp4dOf/jRHHHEExWKR++67j1qtNm7f5cuXc9ZZZ3HyySfzgx/8gI6ODtauXcsjjzyyfSdkT6aE2Iprr71WAeqBBx6Y0XZEUaRqtdqMtmFHbWv7zzrrLLVw4cJd05hJvPWtb1UdHR2qWCw2t61evVpZlqU++clPbvX2xx9/vDrkkEOU7/vNbX/6058UoK6++urmtscff1xpmqa+8pWvjLv9P/zDP6hkMqkGBweb28IwbP77pptuUoBavnz5hPsOgkDNnj1bnX766eO2/+IXv1CAuv3227fafiHE9nvve9/7kr5f7Uxj32cuuugitS2XR0NDQ8rzvAnbR4+zdu3aLd5+xYoVClCf+9zntnpfTz75pALU5z//+XHbx7b/0EMPVaeccsr0Gr8NZvIz+Atf+MI2PSe72q76vPnkJz+pALVy5coJf/N9Xx111FHqYx/7mDrllFPUoYceOmGfj3/84yqdTk96+7Gq1aqaPXu2Ouuss1QURdvV1r2JDJMTO81zzz3HO9/5Trq6unAch4MPPpjvfe974/ZpNBr8v//3/zjqqKPI5/O0tbVx4okn8qtf/WrC8TRN46Mf/Sg/+MEPOPjgg3Ech5/+9KfNYXvLly/nIx/5CB0dHbS3t/OmN72Jnp6eccfYfJjc6tWr0TSNK6+8km9+85ssXryYTCbDiSeeOG54wqgf/ehHza7mQw45hOuvv37aQ0EWLVrEG97wBm6++WaOPvpoEokEl112GQDf+973eNWrXkVXVxfpdJrDDz+cr33ta/i+P67tv/nNb1izZs24YRSjPM/j8ssv56CDDsJxHDo7O3nf+95Hf3//Vts2mSAIuO2223jzm99MLpdrbl+4cCHLli3jlltu2eLtN2zYwAMPPMB73vMeTPPFTueTTjqJpUuXjrv9L3/5S5RSvO997xt3jPe9733U63V++9vfNrfp+vTepu6//342btw44ZhvfetbyWQyW22/EGJq/f39fPCDH2T+/PnN95tXvOIVU36DParRaPCZz3yGxYsXY9s2c+fO5aKLLqJQKIzbb/T98pZbbuGII44gkUiw33778Z3vfGfCMUulEv/8z/887pgXX3zxVocXbcl032cm09raimVZE7a/7GUvA2D9+vVbvP2Pf/xjNE3jggsu2Op9jfbOj32PhR1r/1Sm+gzemosvvph0Ok2pVJrwt7e//e3MmjWr+Vl34403cvrppzN79mySySQHH3wwn/70p6f1XGqaxhe/+MUJ2xctWsT5558/bltvby8f+tCHmDdvHrZts3jxYi677DKCINjq/UxmV33eTPX8Anz1q19laGiIL3/5y5Petlar8e///u+89a1vZb/99tvi/dx0001s3LiRT3ziE7vl8MOXmhRDYqd48sknOf7443n88cf5xje+wW233cZZZ53Fxz72sWYBAOC6LkNDQ/zzP/8zv/zlL7nhhht45StfyZve9CZ+9rOfTTjuL3/5S77//e9z6aWXcuedd3LyySc3//aBD3wAy7K4/vrr+drXvsaKFSt497vfPa32fu973+Ouu+7iqquu4he/+AXVapXXv/71FIvF5j7XXHMNH/zgBzniiCO4+eab+dznPsdll122xfkqm3v44Yf5xCc+wcc+9jF++9vf8uY3vxmAlStX8s53vpP/+I//4LbbbuP9738/X//61/nQhz7UvO3VV1/NK17xCrq7u/nzn//c/AGIoohzzjmHr371q7zzne/kN7/5DV/96le56667OPXUU6nX683jjBaP11133RbbunLlSur1OkccccSEvx1xxBE8//zzNBqNKW//+OOPN/ed7Pajfx/dt7Ozk+7u7gn7jT3Wtpjq/i3L4qCDDtquYwohYu95z3v45S9/yaWXXsrvfvc7/v3f/53Xvva1DA4OTnkbpRRvfOMbufLKK3nPe97Db37zGy655BJ++tOf8upXvxrXdcft/+ijj3LxxRfzT//0T9xyyy2cdNJJfPzjH+fKK69s7lOr1TjllFP46U9/ysc+9jHuuOMOPvWpT3Hdddfxd3/3dyilmvuOzjPZlvfsnenuu+/GNE2WLl065T7FYpH//u//5jWveQ2LFy+edJ8wDHFdl6effpoPfOADdHV1TbgI31W29Bk8lQsuuIBarcZ//dd/jdteKBT41a9+xbvf/e5m8fjcc8/x+te/nh//+Mf89re/5eKLL+a//uu/OPvss3faY+jt7eVlL3sZd955J5deeil33HEH73//+7niiiv4h3/4h3H7js7pWr169RaPubM+b5RSBEFAqVTit7/9Ld/4xjd4xzvewYIFC8bt9+STT3L55Zfz/e9/n0wmM+mxHnroIarVKgcccAAf+chHaG1txbZtjjvuOH7zm9+M2/eee+4B4tfWK1/5SmzbprW1lXe84x0TvlTeJ8xsx5TYE0xnmNwZZ5yh5s2bN254lVJKffSjH1WJREINDQ1NersgCJTv++r973+/Ovroo8f9DVD5fH7CbUfbc+GFF47b/rWvfU0BauPGjc1tp5xyyrjhAqtWrVKAOvzww1UQBM3tf/3rXxWgbrjhBqVUPOSgu7tbvfzlLx93H2vWrFGWZU1rKMjChQuVYRjqmWee2eJ+YRgq3/fVz372M2UYxrjHO9UwuRtuuEEB6n/+53/GbX/ggQcmDEn76U9/qgzDUD/96U+32I7R4Wyj52Csr3zlKwpQPT09U95+dHjAn//85wl/++AHP6hs227+ftppp6kDDzxw0uPYtq0++MEPTvq3LQ2T+/KXvzzh+R91+umnq6VLl07ZdiHElmUyGXXxxRdvcZ/Nh8n99re/VYD62te+Nm6/G2+8UQHqmmuuaW5buHCh0jRNPfroo+P2Pe2001Qul1PValUppdQVV1yhdF2f8Hn03//93xOGJ1122WXKMAy1YsWKbXqs2zpMbjJ33nmn0nVd/dM//dMW9/v+978/5fvuKMdxFKAAtXTpUvXkk09u8Zg7a5jcVJ/B03HMMceok046ady2q6++WgHqsccem/Q2URQp3/fVH//4RwWo//u//2v+bbJhcoD6whe+MOE4CxcuVO9973ubv3/oQx9SmUxGrVmzZtx+V155pQLUE0880dx2wQUXKMMw1OrVq7f4+HbW583oZ/noz/ve975xw8yViq8RXv7yl6t3vOMdzW2TDZMbPVYul1OveMUr1K9//Wt12223qWXLlilN09Rvf/vb5r5nnHGGAlRLS4v65Cc/qe6++271gx/8QLW3t6slS5Y0/3/bV0jPkNhhjUaDP/zhD5x77rmkUimCIGj+vP71r6fRaIwbgnbTTTfxile8gkwmg2maWJbFj3/8Y5566qkJx371q19Na2vrpPf7d3/3d+N+H/2GZs2aNVtt81lnnYVhGFPe9plnnqG3t5e3ve1t4263YMECXvGKV2z1+GOPO9m3go888gh/93d/R3t7O4ZhYFkW5513HmEY8uyzz271uLfddhstLS2cffbZ4873UUcdRXd397hvQs877zyCIOC8886bVpu31GU+ne70qfbZfPuO3s+O3r8QYvpe9rKXcd1113H55Zdz//33jxvSO5W7774bYMKQpbe+9a2k02n+8Ic/jNt+6KGHcuSRR47b9s53vpNSqcTDDz8MxO99hx12GEcdddS4974zzjhjQi/QpZdeShAEnHLKKdvxiLffww8/zNve9jZOOOEErrjiii3u++Mf/5j29nbOPffcKfe57777+POf/8zPf/5zstksy5YtmzRRblfY0mfwlrzvfe/jvvvu45lnnmluu/baazn++OPHpaC98MILvPOd76S7u7v5WTj6fE12TbA9brvtNpYtW8acOXPGvWbOPPNMIA7+GfXjH/+YIAhYuHDhtI69o583Z5xxBg888AB33303X/7yl/mf//kf3vzmNxNFUXOfb37zmzz33HNbTZYdvY1t29xxxx2cffbZnHXWWdx2223Mnj2bf/3Xf52w79vf/nb+7d/+jWXLlvGhD32IH//4xzz//PNcf/3102r/3kKKIbHDBgcHCYKA7373u1iWNe7n9a9/PQADAwMA3HzzzbztbW9j7ty5/PznP+fPf/4zDzzwABdccMGkQ7Bmz5495f22t7eP+300qWzsELHtve3o0I/JElumSnGZzGTtX7t2LSeffDIbNmzg29/+Nvfeey8PPPBAc37VdNq/adMmCoUCtm1POOe9vb3N870tRs/JZMNehoaG0DSNlpaW7b59W1vbuH0n269areJ53rh9p2tb7l8IsW1uvPFG3vve9/Lv//7vnHjiibS1tXHeeefR29s75W0GBwcxTXNCCqWmaXR3d0/4f3XzYbNjt43uu2nTJv72t79NeN/LZrMopbbrvW9neuSRRzjttNM44IADuP3228claG7ub3/7Gw8++CDvfve7t7jfMcccwwknnMC73vUuli9fjlJqXOLmrrSlz+Atede73oXjOM3h2U8++SQPPPDAuOF9lUqFk08+mb/85S9cfvnlrFixggceeICbb74ZmN5n4XRs2rSJW2+9dcJr5tBDDwXYJZ+X0/28aW1t5bjjjmPZsmV89rOf5ZprruHXv/51cx712rVrufTSS/nCF76AbdsUCgUKhQJBEBBFEYVCoXmeRtt00kknkc1mm/eRSqU45ZRTml8ojN33jDPOGNee0S8Vxu67L5BobbHDWltbMQyD97znPVx00UWT7jM6FvrnP/85ixcv5sYbbxz3zcnmY8dHzdS3+aNvFJs2bZrwty19+G9usvb/8pe/pFqtcvPNN4/79unRRx+d9nFHQyPGBg2MNfaNcLr2339/kskkjz322IS/PfbYYyxZsoREIjHl7Ue/7XvssceaRfDY24/9NvDwww/nP//zP+nt7R13ATR631Otn7Alhx9+ePMYhxxySHN7EAQ8/fTTvOMd79jmYwohYh0dHVx11VVcddVVrF27ll//+td8+tOfpq+vb8r3ofb2doIgoL+/f1xBpJSit7d3XIw0TP7eOrpt9D25o6ODZDI5Lq5683bOlEceeYTXvva1LFy4kN/97nfk8/kt7v/jH/8YiOe/Tlc2m+Wggw6a1giCnWF7P4NbW1s555xz+NnPfsbll1/OtddeSyKRGPc+fPfdd9PT08OKFSvG9d5tHq4xFcdxJr122LxA6ejo4IgjjpgyeGDOnDnTur+xdtXnzWjoxujz+8ILL1Cv1/n4xz/Oxz/+8Qn7t7a28vGPf5yrrrpq0vm6o5RS40I2jjjiCP7zP/9zyv13RSDH7mzferRil0ilUixbtoxHHnmEI444guOOO27Cz+gHmaZp2LY97g22t7d30jS5mXTggQfS3d09YQLo2rVrue+++3bo2KOPfew3gUopfvSjH03Y13GcSb8de8Mb3sDg4CBhGE56vseuPzFdpmly9tlnc/PNN1Mul5vb165dy/Lly3nTm960xdvPnTuXl73sZfz85z8ft9Dg/fffzzPPPDPu9ueccw6apk1IJrruuutIJpO87nWv2+b2v/zlL2f27NkTgiL++7//m0qlstX2CyGmZ8GCBXz0ox/ltNNO2+I3yK95zWuA+Euwsf7nf/6HarXa/PuoJ554gv/7v/8bt+36668nm81yzDHHAPF738qVK2lvb5/0vW+mFn199NFHee1rX8u8efO46667tjq0zHVdfv7zn/Oyl71sm778GRgYaH45tbt73/veR09PD7fffjs///nPOffcc8eNLpjssxDghz/84bSOv2jRIv72t7+N23b33XdPWPT0DW94A48//jj777//pK+Z7SmGdtXnzfLlywGaz+9RRx3F8uXLJ/wceeSRLFq0iOXLl/PRj34UiHvxTjzxRP70pz+NS/Kr1Wr88Y9/5IQTTmhuO/fcc9E0jTvuuGPc/d9xxx0opcbtu0+YyQlLYs8wGljwb//2b+qmm26a8FOtVtUTTzyhWltb1cte9jJ17bXXquXLl6tf//rX6pvf/KZatmxZ81g/+clPFKA+8pGPqD/84Q/quuuuU/vvv7864IADJp0cedFFF03Zns0n0C5fvnzC5PqpAhS+/vWvTzgum03G/OEPf6gA9eY3v1n95je/Ub/4xS/U0qVL1YIFC9TixYu3et4WLlyozjrrrAnbn3rqKWXbtjr11FPV7bffrm6++WZ12mmnNc/B2PaPThq9+uqr1V/+8pfmYw6CQJ155pmqra1NXXbZZeqOO+5Qv//979V1112n3vve96qbb765eYzpBiiMti2TyahXvepVzbYddthhas6cOaqvr2/cvoZhqFe/+tXjti1fvlyZpqnOPfdcddddd6lf/OIXav78+eqwww5TjUZj3L4f+MAHlOM46utf/7pasWKF+uxnP6s0TVNf/vKXx+1XrVabr7X/9//+nwLUF7/4RXXTTTdNWMvhP/7jPxSgPvjBD6rly5era665RrW0tKjTTjttq49dCDG5QqGgjj76aPX1r39d3XrrrWrFihXq61//ukokEuqd73xnc7/NAxSiKFJnnHGGsixLffGLX1R33XWX+sY3vqEymYw6+uijx70nLFy4UM2dO1ctWLBA/eQnP1F33HGHete73tX87BlVqVTU0UcfrebNm6e+8Y1vqLvuukvdeeed6kc/+pF661vfqu6///7mvtsSoLB69erm+8zrXvc6BTR/H/tZs3r1amUYhrrgggua255++mnV3t6u2tra1K233qr+/Oc/j/vZ/L1TKaX+8z//c0KIxObn/Pjjj1ff+ta31G233ab+8Ic/qO9///vqoIMOUqlUasLn3wMPPNBs7/z589UhhxzS/H1sGMDoZ+DYgIGpTPUZPF1hGKp58+apefPmKUD97ne/G/f3gYEB1draqo488kh18803q1tvvVX9/d//ffOz8Nprr23uO1mAwuWXX640TVOf//zn1e9//3v1ne98Ry1dulTl8/lxj6+np0ctXLhQHXTQQerqq69Wf/jDH9RvfvMb9b3vfU+dddZZat26dc19pxugoNT0P29WrFihDMNQl112WXPbD37wA/Wud71L/fSnP1V33323uvXWW9UnP/lJlUwm1UknnTQhRGFzU60z9Kc//UnZtq1OOOEEdcstt6hf/vKX6uSTT1aWZan77rtv3L4f/ehHla7r6pJLLlF33XWX+t73vqdaW1vV0UcfrVzX3erj35tIMSS2arT4mOpn1apVSqn4TfaCCy5Qc+fOVZZlqc7OTnXSSSepyy+/fNzxvvrVr6pFixYpx3HUwQcfrH70ox9NmRQzk8WQUkpdc801asmSJcq2bbV06VL1k5/8RJ1zzjkTku8mM1UxpJRSt956qzryyCNVIpFQc+fOVZ/4xCfUHXfcMaH9Q0ND6i1veYtqaWlRmqaNO0e+76srr7yyeZxMJqMOOugg9aEPfUg999xzE87X2A+WLXnwwQfVa17zGpVKpVQul1NvfOMb1fPPPz9hP2DSxKLf/e536oQTTlCJREK1tbWp8847T23atGnCfp7nqS984QtqwYIFzfP7ne98Z8J+o8/ZZD+TJe1df/316ogjjlC2bavu7m71sY99TJXL5Wk9diHERI1GQ334wx9WRxxxhMrlciqZTKoDDzxQfeELXxiXOjXZoqv1el196lOfUgsXLlSWZanZs2erj3zkI2p4eHjcfqPvl//93/+tDj30UGXbtlq0aJH65je/OaE9lUpFfe5zn1MHHnigsm1b5fN5dfjhh6t/+qd/Ur29vc39Rj9XJkuf3NyWPufGXlhPVkxs7TNysvfe0047TaXTaVUqlSZtT6PRUB/4wAfUwQcfrDKZjDJNU82bN0+9+93vHpd+Nuq9733vtO7/scceU4D69Kc/vdVzsqPFkFJKffazn1WAmj9//riFYUfdd9996sQTT1SpVEp1dnaqD3zgA+rhhx+eVjHkuq765Cc/qebPn6+SyaQ65ZRT1KOPPjohTU4ppfr7+9XHPvYxtXjxYmVZlmpra1PHHnus+pd/+RdVqVSa+42ex9Hrmq2ZzufN6LXJ2OuLP/3pT+oNb3iDmjNnjrJtW6VSKXXkkUeqf/3Xf51WkttUxZBSSt17773qlFNOUalUSqVSKfXqV79a/elPf5qwXxAE6qtf/apasmTJFv/f3BdoSo0J5RdCbFGhUGDp0qW88Y1v5Jprrpnp5gghxF5h0aJFHHbYYdx2220z3ZS92tVXX80nP/lJVq5cuU1hQELszSRAQYgp9Pb28uUvf5lly5bR3t7OmjVr+Na3vkW5XJ50IqMQQgixO1u+fDkf+9jHpBASYgwphoSYguM4rF69mgsvvJChoSFSqRQnnHACP/jBD5qRnEIIIcSe4qabbtqh24dhyJYGFGmaNm4NPyH2BDJMTgghhBBCbNWpp546bpHSzS1cuJDVq1e/dA0SYieQYkgIIYQQQmzVM888M27phc05jtNcg0eIPYUUQ0IIIYQQQoh9kiy6KoQQQgghhNgn7TUBClEU0dPTQzabba5qLIQQYtdTSlEul5kzZw66Lt+xjZLPJSGEmDnT/Wzaa4qhnp4e5s+fP9PNEEKIfda6deuYN2/eTDdjtyGfS0IIMfO29tm01xRD2WwWiB9wLpeb4dYIIcS+o1QqMX/+/Ob7sIjJ55IQQsyc6X427TXF0OgQhFwuJx86QggxA2Qo2HjyuSSEEDNva59NMrhbCCGEEEIIsU+SYkgIIYQQQgixT5JiSAghhBBCCLFP2mvmDAkhxJaEYYjv+zPdjD2SYRiYpilzgoQQQux1pBgSQuz1KpUK69evRyk1003ZY6VSKWbPno1t2zPdFCGEEGKnkWJICLFXC8OQ9evXk0ql6OzslN6NbaSUwvM8+vv7WbVqFQcccIAsrCqEEGKvIcWQEGKv5vs+Sik6OztJJpMz3Zw9UjKZxLIs1qxZg+d5JBKJmW6SEEIIsVPI13tCiH2C9AjtGOkNEkIIsTeSTzchhBBCCCHEPmm7iqGrr76axYsXk0gkOPbYY7n33nun3Pfmm2/mtNNOo7Ozk1wux4knnsidd945YZ/jjjuOlpYW0uk0Rx11FP/xH/+xPU0TQgghhBD7IKUUw1WP3mKD4aq3x4Xm7Ont31Nt85yhG2+8kYsvvpirr76aV7ziFfzwhz/kzDPP5Mknn2TBggUT9r/nnns47bTT+MpXvkJLSwvXXnstZ599Nn/5y184+uijAWhra+Nf/uVfOOigg7Btm9tuu433ve99dHV1ccYZZ+z4oxRCiH3YokWLuPjii7n44otnuilCCLFL9JUaPL6hxIZCDS+MsA2duS0pDpuboyu3+89z3NPbvyfT1DaWnS9/+cs55phj+P73v9/cdvDBB/PGN76RK664YlrHOPTQQ3n729/OpZdeOuU+xxxzDGeddRb/+q//Oq1jlkol8vk8xWKRXC43rdsIIfZ+jUaDVatWNXuz9xSnnnoqRx11FFddddUOH6u/v590Ok0qldruY2zpPMr77+TkvAjx0ugrNVjxTD/FukdXNkHCMmj4IX3lBvmkzakHdu7WBcWe3v7d1XTfg7dpmJzneTz00EOcfvrp47affvrp3HfffdM6RhRFlMtl2traJv27Uoo//OEPPPPMM7zqVa+a8jiu61Iqlcb9CCHEvkIpRRAE09q3s7NzhwohIYTYXSmleHxDiWLdY1F7mrRjYugaacdkUXuaYt3j8Q2l3XbI2Z7e/r3BNhVDAwMDhGHIrFmzxm2fNWsWvb290zrGN77xDarVKm9729vGbS8Wi2QyGWzb5qyzzuK73/0up5122pTHueKKK8jn882f+fPnb8tDGe+FP8LVJ8HNH9z+Ywgh9ghKKWpeMCM/0/0wO//88/njH//It7/9bTRNQ9M0rrvuOjRN48477+S4447DcRzuvfdeVq5cyTnnnMOsWbPIZDIcf/zx/P73vx93vEWLFo3rYdI0jX//93/n3HPPJZVKccABB/DrX/96Z55mIYR4SRRqPhsKNbqyiQmpoZqm0ZVNsKFQo1DzZ6iFW7ant39vsF3rDG3+ZCmlphVbe8MNN/DFL36RX/3qV3R1dY37Wzab5dFHH6VSqfCHP/yBSy65hP32249TTz110mN95jOf4ZJLLmn+XiqVtr8g8qrQ9wRYsgaJEHu7uh9yyKV3bn3HXeDJL51Byt762+63v/1tnn32WQ477DC+9KUvAfDEE08A8MlPfpIrr7yS/fbbj5aWFtavX8/rX/96Lr/8chKJBD/96U85++yzeeaZZyadxznqsssu42tf+xpf//rX+e53v8u73vUu1qxZM2WvvRBC7I7cIMILIxKWMenfE5bBQNXFDaKXuGXTs6e3f2+wTcVQR0cHhmFM6AXq6+ub0Fu0uRtvvJH3v//93HTTTbz2ta+d8Hdd11myZAkARx11FE899RRXXHHFlMWQ4zg4jrMtzZ+aYcX/jaTqFkLMvHw+j23bpFIpuru7AXj66acB+NKXvjSu17y9vZ0jjzyy+fvll1/OLbfcwq9//Ws++tGPTnkf559/Pu94xzsA+MpXvsJ3v/td/vrXv/K6171uVzwkIYTYJRxTxzZ0Gn5I2pl4WdvwQ2xDxzF3z9Vk9vT27w22qRiybZtjjz2Wu+66i3PPPbe5/a677uKcc86Z8nY33HADF1xwATfccANnnXXWtO5LKYXrutvSvO2nj5yGcHrj74UQe66kZfDkl2YmpTI5xTd/2+K4444b93u1WuWyyy7jtttuo6enhyAIqNfrrF27dovHOeKII5r/TqfTZLNZ+vr6drh9QgjxUmpJWcxtSbGyv8wiOz1upJJSir5yg/07s7SkrBls5dT29PbvDbZ5mNwll1zCe97zHo477jhOPPFErrnmGtauXcuHP/xhIB6+tmHDBn72s58BcSF03nnn8e1vf5sTTjih2auUTCbJ5/NAPP/nuOOOY//998fzPG6//XZ+9rOfjUus26WkZ0iIfYamadMaqra7SqfT437/xCc+wZ133smVV17JkiVLSCaTvOUtb8HzvC0ex7LGf7BqmkYUyTAMIcSeRdM0DpubY6DisnqwOjGNLWVz2NzctKZzzIQ9vf17g22+Inj729/O4OAgX/rSl9i4cSOHHXYYt99+OwsXLgRg48aN476R/OEPf0gQBFx00UVcdNFFze3vfe97ue6664D4m80LL7yQ9evXk0wmOeigg/j5z3/O29/+9h18eNOkj1wUhFIMCSF2D7ZtE4bhVve79957Of/885u99ZVKhdWrV+/i1gkhxO6jK5fg1AM7m+v0DFRdbENn/87sHrFOz57e/j3ddn09euGFF3LhhRdO+rfRAmfUihUrtnq8yy+/nMsvv3x7mrJzGCOnIZJhckKI3cOiRYv4y1/+wurVq8lkMlP22ixZsoSbb76Zs88+G03T+PznPy89PEKIfU5XLsGyrEOh5uMGEY6pk0+aFOsBvcUGjqnTkrJ22x6Wydq/O7d3byKzsUB6hoQQu51//ud/xjAMDjnkEDo7O6ecA/Stb32L1tZWTjrpJM4++2zOOOMMjjnmmJe4tUIIMfM0TaM1bdOdT+CHESueGeC2v/Xwm8d6uO1vPSx/up++UmOmmzmlse1vTdtSCL1E9tyB8zuTzBkSQuxmli5dyp///Odx284///wJ+y1atIi777573LaxQ5KBCcPmJlvvqFAobFc7hRBid9NXarDimX6KdW/cHJyV/WUGKi6nHtgpQ89Ek/QMwZieIRkmJ4QQQgixp1JK8fiGEsW6x6L2NGnHxNA10o7JovY0xbrH4xtK014EW+z9pBiCMXOGpGdICCGEEGJPVaj5bCjU6MomJgwz0zSNrmyCDYUahZpc84mYFEMgc4aEEEIIIfYCbhDhhRGJKdZ1S1gGXhjhBhI0I2JSDMH4OUPSbSqEEEIIsUdyTB3b0Gn4ky9N0PBDbEPHMeUSWMTklQCgj8mRiLa+rocQQgghhNj9tKQs5rak6Cs3JswLUkrRV24wtyVFS8qa4ghiXyPFELzYMwQyb0gIIYQQYg+laRqHzc2RT9qsHqxSdQPCSFF1A1YPVsmnbA6bm5PYatEkxRBQcMd8cyDzhoQQQggh9lhduQSnHtjJ/p1ZSg2f9YUapYbP/p1ZTl0qsdpiPFlnCLh/TYnXjf4SSby2EEIIIcSerCuXYFnWoVDzcYMIx9RpSVnSIyQmkGIIMA2LSGnompKeISGEEEKIvYCmabSm7ZluhtjNyTA5wDQ0fEYiGGXOkBBiL7Bo0SKuuuqqmW7GHu2KK67g+OOPJ5vN0tXVxRvf+EaeeeaZmW6WEEKInUiKIcAydILRYkh6hoQQQgB//OMfueiii7j//vu56667CIKA008/nWq1OtNNE0IIsZPIMDnA1LUXiyGZMySEEAL47W9/O+73a6+9lq6uLh566CFe9apXTdjfdV1c123+XiqVdnkbhRBC7BjpGQJMQ8cfrQulZ0iIvZtS4FVn5meaizr/8Ic/ZO7cuUTR+BXS/+7v/o73vve9rFy5knPOOYdZs2aRyWQ4/vjj+f3vf78rzpYYo1gsAtDW1jbp36+44gry+XzzZ/78+S9l84QQQmwH6RkCLGNsz5AUQ0Ls1fwafGXOzNz3Z3vATm91t7e+9a187GMfY/ny5bzmNa8BYHh4mDvvvJNbb72VSqXC61//ei6//HISiQQ//elPOfvss3nmmWdYsGDBrn4U+ySlFJdccgmvfOUrOeywwybd5zOf+QyXXHJJ8/dSqSQFkRBC7OakGAJMfeycIRkmJ4SYWW1tbbzuda/j+uuvbxZDN910E21tbbzmNa/BMAyOPPLI5v6XX345t9xyC7/+9a/56Ec/OlPN3qt99KMf5W9/+xv/+7//O+U+juPgOM5L2CohhBA7Sooh4p4hXxmgIT1DQuztrFTcQzNT9z1N73rXu/jgBz/I1VdfjeM4/OIXv+Dv//7vMQyDarXKZZddxm233UZPTw9BEFCv11m7du0ubPy+6x//8R/59a9/zT333MO8efNmujlCCCF2IimGiOcMBTJnSIh9g6ZNa6jaTDv77LOJoojf/OY3HH/88dx7771885vfBOATn/gEd955J1deeSVLliwhmUzylre8Bc/zZrjVexelFP/4j//ILbfcwooVK1i8ePFMN0kIIcROJsUQcZpcQ+YMCSF2I8lkkje96U384he/4Pnnn2fp0qUce+yxANx7772cf/75nHvuuQBUKhVWr149g63dO1100UVcf/31/OpXvyKbzdLb2wtAPp8nmUzOcOuEEELsDFIMEa8z5MucISHEbuZd73oXZ599Nk888QTvfve7m9uXLFnCzTffzNlnn42maXz+85+fkDwndtz3v/99AE499dRx26+99lrOP//8l75BQgghdjophgBzTJqcCj20GW6PEEIAvPrVr6atrY1nnnmGd77znc3t3/rWt7jgggs46aST6Ojo4FOf+pSsabMLqGlGoQshhNhzSTEEWPqL6wwFgY81w+0RQggAwzDo6ZkY9rBo0SLuvvvucdsuuuiicb/LsDkhhBBi62TRVUZ6hlTcMxQFMgFZCCGEEEKIfYEUQ4wfJhcGEqAghBBCCCHEvkCKIUaHyUnPkBBCCCGEEPsSKYYAXdcIR+YMRdIzJIQQQgghxD5BiqERoTY6TE56hoTYG0ky2I6R8yeEEGJvJMXQiFCLe4aU9AwJsVcxjPiLDs+TLzp2RK1WA8CyJG9TCCHE3kOitUdEI8VQFMoFkxB7E9M0SaVS9Pf3Y1kWui7fAW0LpRS1Wo2+vj5aWlqaxaUQQgixN5BiaESomaAgCqVnSIi9iaZpzJ49m1WrVrFmzZqZbs4eq6Wlhe7u7pluhhBCCLFTSTE0IhophmSYnBB7H9u2OeCAA2So3HayLEt6hIQQQuyVpBgaMTpMTknPkBB7JV3XSSQSM90MIYQQQuxGZPD8iEiXYkgIIYQQQoh9iRRDI5T0DAkhhBBCCLFPkWJoRKSPxMVKMSSEEEIIIcQ+QYqhEUqGyQkhhBBCCLFPkQCFEaPD5IiCmW2IEEIIIYR4ySmlKNR83CDCMXVaUhaaps10s8QuJsXQiNEABRkmJ4QQQgixb+krNXh8Q4kNhRpeGGEbOnNbUhw2N0dXTpJI92ZSDI0yRuYMRVIMCSGEEELsK/pKDVY800+x7tGVTZCwDBp+yMr+MgMVl1MP7JSCaC8mc4ZGNIfJhTJMTgghhBBiX6CU4vENJYp1j0XtadKOiaFrpB2TRe1pinWPxzeUUErNdFPFLiLF0CjpGRJCCCGE2KcUaj4bCjW6sokJ84M0TaMrm2BDoUahJteHe6vtKoauvvpqFi9eTCKR4Nhjj+Xee++dct+bb76Z0047jc7OTnK5HCeeeCJ33nnnuH1+9KMfcfLJJ9Pa2kprayuvfe1r+etf/7o9TdtuSpdiSAghhBBiX+IGEV4YkbCMSf+esAy8MMINope4ZeKlss3F0I033sjFF1/Mv/zLv/DII49w8sknc+aZZ7J27dpJ97/nnns47bTTuP3223nooYdYtmwZZ599No888khznxUrVvCOd7yD5cuX8+c//5kFCxZw+umns2HDhu1/ZNtqpBjSJUBBCCGEEGKf4Jg6tqHT8MNJ/97wQ2xDxzG3fsmslGK46tFbbDBc9WRo3R5CU9v4TL385S/nmGOO4fvf/35z28EHH8wb3/hGrrjiimkd49BDD+Xtb387l1566aR/D8OQ1tZW/r//7//jvPPOm9YxS6US+XyeYrFILpeb1m3G+smPvsMFGz5Pb/4ouv/pj9t8eyGE2Fft6Pvv3krOixDbJooi1gzWKLsBWcdkYXsKXd+1MzqUUix/up+V/WUWtafHDZVTSrF6sMr+nVmWHdS5xZhtSaPb/Uz3PXib0uQ8z+Ohhx7i05/+9Ljtp59+Ovfdd9+0jhFFEeVymba2tin3qdVq+L6/xX1c18V13ebvpVJpWvc/pZE5Q5oMkxNCCCGEeEk92VPkzid6WdlfxQ1CHNNg/840ZxzazSFz8rvsfjVN47C5OQYqLqsHq+PS5PrKDfIpm8Pm5rZaCEka3Z5rm8rtgYEBwjBk1qxZ47bPmjWL3t7eaR3jG9/4BtVqlbe97W1T7vPpT3+auXPn8trXvnbKfa644gry+XzzZ/78+dN7EFNQhgOAHnk7dBwhhBBCCDF9T/YUufZ/V/H4hhJtKYv9OzK0pSwe31Di2v9dxZM9xV16/125BKce2Mn+nVlKDZ/1hRqlhs/+nVlOXbrlQkbS6PZ827XO0ObVsVJqWiv03nDDDXzxi1/kV7/6FV1dXZPu87WvfY0bbriBFStWkEhM/eL7zGc+wyWXXNL8vVQq7VBBpI30DOnSMySEEEII8ZKIoog7n+hlqOZz0KwM2siwuFzSJuuYPL2pwp1P9HJQd3bKIXNKKQo1HzeIcEydlpQ1revSsbpyCZZlnW0+zrak0bWm7W1qk3hpbFMx1NHRgWEYE3qB+vr6JvQWbe7GG2/k/e9/PzfddNOUPT5XXnklX/nKV/j973/PEUccscXjOY6D4zjb0vwterFnSIohIYQQQoiXwprBGiv7q8xtSTQLoVGarjO3JcHK/iprBmss7sxMuP3OnKujaRqtabtZXG0quVstiqaTRjdQdSWNbje2TcWQbdsce+yx3HXXXZx77rnN7XfddRfnnHPOlLe74YYbuOCCC7jhhhs466yzJt3n61//Opdffjl33nknxx133LY0a+cw454hQ4bJCSGEEGIn2Rm9FnuzshvgBiEpOzlmq6LhR4SRQtc1XD+k7AYTbrsr5upsa3E1No0u7Uy8rN6WNDoxM7Z5mNwll1zCe97zHo477jhOPPFErrnmGtauXcuHP/xhIB6+tmHDBn72s58BcSF03nnn8e1vf5sTTjih2auUTCbJ5+MJcV/72tf4/Oc/z/XXX8+iRYua+2QyGTKZid8C7BIjPUOGkp4hIYQQQuw4SRjbuqxj4pgGNS8gl7SpeQF9ZZdywydUCs+PUIDnj+9Z2XyuzmiBmXZMFtlpVg9WeXxDiWVZZ9rF5/YUVy0pi7ktqTiNzp6YRtdXbrB/Z5aWlLVjJ0rsMttcpr797W/nqquu4ktf+hJHHXUU99xzD7fffjsLFy4EYOPGjePWHPrhD39IEARcdNFFzJ49u/nz8Y9/vLnP1Vdfjed5vOUtbxm3z5VXXrkTHuL0aGY8jtOQYXJCCCGE2EGjF9Yr+8vkEhbzWlLkEhYr+8useKafvlJjppv4kppqDZ6F7Sn270yzodCg0vBYM1BjuOriGAYZy6DqhSRMnef7yuPO2XTn6gxXvWmt/bO9QQijaXT5pM3qwSpVNyCMFFU3YPVgdVppdGJmbVeAwoUXXsiFF1446d+uu+66cb+vWLFiq8dbvXr19jRjp9KNkWJIeoaEEEIIsQN2Ra/FnmxrPWRnHNrNhuE6j6wrYmrQmXVoBBFDNZeWhMWpS7sou8G4czaduTqrB6ssf7qfmh/ghRGWrtGSdNivK8XcltS4IYs7EoQwmkY3+hgHqi62obN/Z1Z6AfcA21UM7ZXMMcPklIJ94M1JCCGEEDufJIy9aDpDzw6Zk+fNx87jh39cSbHu01tysUydBW1pjpnfwoL2NFU3GHfOtjZXp69cZ/VAFYBF7WlcP+L5/jJ/WjmIZegcMjvHQd25ZrGyo0EI25tGJ2aeFEMjDCt+M9JREIVgyKkRQgghxLaThLHYtvSQLe7I8Iol7TimiRdGJE2DzqzdjNPe/Jxtaa5OpCIe21DGNnUO7s5SagQ8ubFE1Q+Y35JkuO5RqPk8P6Yg2xlBCKNpdGLPItEWIzRzTEx36M5cQ4QQQgixRxt7YT2ZfSVhbGs9ZJ1Zh+f6yjzbW6HuBTimQT5psag9zax8Yty6Qpufs83n6lQaPsW6z4bhGo+sKeD6Pos6Umwo1HlozTBDNY+ujE3CNmlLOVS9gM6M05wLlE+azG1J0VduTJgXNBqEMDq0TuxdpPtjxGiAAgChB6RnrC1CCCGE2HNJwlhsSz1kxbrHqv4aK/vL1LyAjrTDYNVjoOJx+Nz8tM7Z6Fyd/31ugAfXDDNYdUHFhVJvsc6mkkfNCxiu+WQcg7oXMr8tScIyCFyfIFLNIYvFesBhc3MMVFxWD1bHDenrKzckCGEvJsXQCNO0iJSGrikIJURBCCGEENtntNdiX7+wnmroWbHu8dj6EsM1l4xjsqAtjalrDFQ9NhZqAOzfmZn2OfOjiK6swwGzMoQR/HXVIBuKDRKGzqxcgqQVEkSKVQNxD9TCjhSmrmMZ+rjhd915CULYF0kxNMI0DHxMHHwIZJicEEIIIbafJIxN3kOmUKwZrFNxPWxTpzufJJcw4wJyTm7klopi3WOgqrZ4zkbnJJXqPgfPzoEGf1tfpOz6ZG2DRhBR80JMXcMydTw/YrDaQAHHLGwl7RjU3PHD76YbhCCL6e49pBgaYZk67mgxFHoz3RwhhBBC7OH29YSxyXrIgkjRU6zjR9CatFjYlhp3PmZlHYarHkfMa2FWLu5Rm6oYWT1Q5aneEq0pCzSouiEv9FcZLLuEgBuEbCjUyCYsnCgurKpuSMMO6cg4oJh0+N3WghCmigo/dE4W2zT2yed6TybF0Ajb0PBHT4cUQ0IIIYQYsSO9APt6wlhXLsEpSzv4y6oh1g3XKdV9Kg2fJZ1ZFnWkaEnF56ZQ81gzVGOg5NJTqlP2Ag7pzvPy/VrRtPHnb7QYeWpjkUfXF+jIOHRmEhg6rBqoMFT1sUwdQ9PwlKLs+tRcSCVMEqY5Uvio7VoUdaqo8P9bX+De5/rpzNo4ljFhLSWx+5JiaIRl6FIMCSGEEGKcrS0YKqamlOK5TRUe21Ckv9wgiiIsQyPrmHRm7XGF0OMbSgxUXWquT9UNWDtUY9VAlUfWDfPW4+ZxyJw8ML4YaU3ZdKYTmDpsLNZYN1RnuOKiAEPXsHQTwwhxTAMviEjZJgkrHg7X8CMO6Nq2IYtTRYUHUUSh6rG+UMcyNI5ZkMENonFrKW3tPmTY3cyRYmiEbep4ygQNCKQYEkIIIfZ101kwVAqiyfWVGvzvcwPc+1w/ZTegJWmTT5m0pmz8SPGXVYO8TEHKMXi2r0J/pUHNDRisenTnkyxqS+EFEasGa9z04Ho+fIpNVy4xrhgBaM/a9JYaZB2TvnIDTdexNUUQRmiaRtIyySVMym6A64UsbkvxmkO6efVBXbSm7W0qOCaLCh+dA1XzAxa3p6h6IQ0/IpOYuJbSVPclBffMkmJohPQMCSGEEGLUtiwYuq99gz9ZLwbQ3Faq+zy8ZoiH1w7TCCJakiaDFZeV/WVMQydj66wbbrBuuM78liR9ZRcvjPDDiNn5JPNak+i6TsLWWdyeYn2hzl9WDfHKJR2sH66Stk0KdR9L11nQmqJcD1hfqOOHEUlTBw0KdT8OTkhYRBGEkaIWhMxvT/OqpZ20ZZxpP7bR53eyqPCqGzJYdWlJ2liGTtkN8KN4YVhN05rR3YWaP+lwSSm4Z54UQyNsU8djZPKcLLoqhBBC7NO2tmDo1i5yd7bdZRjVZL0YGcdEKah6QdybM1Clv9ygWA8IVcTzVZ9QKXIJC9cPqbkBugZ1L6QeRFS8gEojIJ+06Mo5pOwXL08tU0fXNZ7cWCJh6jyxsYSBTqAiokiRS1p0ZG3cICAII8IIOjI2mYRJ3Q9xgwg3iLANjXQ2wSlLO7EMnd5iY8J5HPvY3CAkjBQd6QSHz8uzpCtN3Qto+BGDVZfOrIOGhh9GBFGEZVp4QYRp6FhjFosdG929OSm4dw9SDI2wDR2v2TMk6wwJIYQQ+7ItLRgKW77I3dleimFU0ym2JuvF6CvX+f1TfWgoXra4nZaUzXC9wPrhOqWGTzZhYeiQtkwafkjVDdF0WNKVZqDskrFNunMJhgyPtG1SboS0pxWaplF1AzYM1+grN1g/VOOhNUNUvZDZubhArbkBz/eX0TWdrG2gaTpBGOKYOp0Zh3zaQkXQ8EN6CnUsQ+d/n+3n3uf60XWN7lyCea1pDp2TpVgP+OOz/dS8gHzCZGPBpbdYp+wO8rsne1nQlqIlZbJuuM5j630O6IoDICxDx9R1PD+k6AZ05xKknRdfMw1/fHT3WLtbwb2vkmJohGXo1GWYnBBCCCGYesHQUVu6yN2ZxhYgnVmHMIKK6/P4hgL9lQbLDuza4YJoOsXWZL0YCkV/2SdpaWiaTn/FxTY0BssNDF0jiCKGKy5tGQdD19E1Rc0PMDTYVGhQ9yJeGCiTsEyGaj6RAgV05xOEYcSTG4usH6oTKIXnB0Qq7olZ1V+lNWUyK5cibRn0FD0Gyy6GrrANE5RisOZTrAc0gpB1g1WKrk8UwoNrhkjZJrPzCea3pWnPlLn3uX6KdZ9Sw8fSNTYUGkRKkXEMlIL1QzXWDdc5Yl6OJR1ZVg5UeHJjiYGKy1HzW0jbJiv7K8xrTY6LCldKTRrdPWp3Krj3ZVIMjbBNHV+NnA5ZdFUIIYTYp022YOiorV3k7ixjC5DWlMUL/TUGqy5BFGFoGusLDWxD541Hz53QvukuGrqhUOeBVUP4UcSsLcxZmawXY3S+TGvKQQEbhmtsKtZZN1wniqJmmIAXKUxdwwsV1YaPHxHHXxsa6YTBorY0aVtnoNKg5pq0py3WDNZYO1QjGJl/E0QKHQgURJFisOKhMfqYNAwNUo5FLhH3ENVdn55ig0rdJ1QQKUCLc7JqXsDGYoOKF6IpRS5pkzB12rM2z/eVKbkhbSmLlGUzVA/iYiwI2FRqkLJNDuzO0p6xea6vwsNrh+nMOHRkbGxTx9Q1wkjR8EP6yg1ySYt5rUk2ldwJz8VLVXDvLkMsd1dSDI2wDG3MnCEZJieEEELsyyZbMHS0UOgrN7Z5fZrtMVqAJCydxzeUqXp+PFHftPCDiL5yg3ue7efQOXmWdmeB6fXyjO6zfrjKkxtLFGrxsK/2dIShm5POWZmsF2PsfJmaF7BuqI5j6SNzdxRpy6DuhhRqPoYeFySjnRyjvUB1L2LtcJ3OjEMuYTFY9Xl0XZG6H4DGSLEQEYTx/hD/1w2ht+SiaRqmBgnbwLF0Kg1IOxqlRkCl4eNFoOugFJg6cUEVQakeUPcClKYxWI1HBNmDOp4fkXYMym6IXo6/HM84cQDEuqF63INU95mdT7K0K82GQgPD0JmdTzBQ8XhwzTAdWZv2tEN72kHT4C+rBid9Ll6KgluS6rZOiqERtjk2TU56hoQQQoh9XVcuwakHdjYvJgeqLrahs3/ntq1Ps73cIMILIoarPlXPZ1Y2AaO9CpbB3HySZ/srPLa+yAGzMvSX3a0mkwHNfdK2iY5OV9aht1Sn3Ag4fF6OfNKeMGdlsl6M5nyZIKSn0CBQEWnNxLEMVKRww3h+ECGEEYTqxcdm6IBSGCOVymDFpSvnMCefYLDqgqZhGRpRpPBDxehAsbGlZ6hAVwrT1tA1KNV9lKaRdAwsIy64NA2ikYIoUuCNGXEWhgAKd6TMsvwIw9DxgggIGajEPSmK+LZhFBFFcaGyaqDCYNXDMjSOnN9Cdy5J3Q9YO1gjaZss6cqwZrBKX8kln7JoSdoYOhN63HZlwS1JddMjxdCIOEAh/rYj9F0mH70phBBCiH1JVy7BsqwzI8OMHFMniBS95QatSbtZCI3yIkVr0mKg2mC46m01meyx9UXQaO5TqPuEKqLFiXtlNpUbrBmsc/g8Cw1t3JyVWTmHuS0pnu8v06kcgpGhb21pmzUDFfrLDVpSFkEY0p5yKDU8yl4Q99wYiiAEA1Ba3EujVPxvjXiB1JoX0l/x6ExbJC2DxkiaW92PiIh7dAA2nz0TAX4IjqURRIqUYxAGEcP1gIj4+BEv9khNxWCkWIsi6r6GqesoIipuBCgcQ6fihoTKI1nUCUIo1n1m5+NzZ+gaGcfi4Nk5Vg1UuPupPoqNON57Q7GOqeu0px0WtCUYHllkdlnWmXbBva1D3SSpbvqkGBphGS9Ga0dSDAkhhBBihKZptKbt5gXpZPM/doWWlEVHxuGB1UN0ZsaniSmlKDZ8ZuWSGLpGf9ndajLZ8/1lIE5R0zQNS9cxDb05/K0laTNYdam6IRnHHDdnRdM0uvMO9z7Xz8NrhknaBgnLwNBgqO7TCCKyCYvBqks2YVCoxwVMxjExdY3hmkcYga6BrmuAIlJQ90O8QKFQeIGPF4S0pmzyjsVgzcML4l4bXRuZ9zMJL1RUXR/L0LFDhW3r1N2QcKQAmuJmm50j0EaG7oWRouaFJG2TRhCgA6amEY08Hg0YqDQIVXzfm59rheKvqwaZ3ZJkfmsKy9Txg4iNxRqlus/+XalxKXFbK7i3Z6ibJNVNnxRDI8YGKIRBc/aQEEIIIcSMzL3QNI3D5+b53+f66Sk26Mw48UiWMKLY8ElbJl05Z6TDSNtqMlnNC2Gkxwcg7Ri0pW16S/GaO5apE7g+fhhNmLMy+vizCRPLSFFphNS9gJof0pGyySXiK6e6Fy98Oqcl2QwriIi/dNY0haVroGkEYRRfpGtxD5MfKJSmMLW48HIsDV2LIxJGh6lNVXYqwAviOUxh5GEVNLwgYiQzYVoCFV8U6xpEITRUhGWGoBS6rlH1IyxDw/UDNo1EhCctvTmM78W2KDYWPGp+SFfWwRk5145lMMtMsKncYFPRozVtjUuJGy24N7e9Q90kqW76pBgaYepac52h0GvMcGuEEEIIsbuYybkXB8zKcPIBnfxl1SA1L6Qc+ZiGTncuwYLWFIW6x/6dWTqz9laTyVK2AWjNfTRNY2FbinI9oK/ikjR1dC2Or149WG3OWQGaQ64On5sH4iQ5P4owdY2+Up2qF6KPDAUbrDboTDsYOgxVfIbrLu0pm6GahwJsXQOl4YYRlqZh6Bo+CkOLC7K8Y4KukfNDyo2gGbYwVaaaRlzEGDr4UVzEhYClxUXOdI0WT+HIfeloce+SAsuElqSFZZqEkYp7kjSdRhDhx5OPmudlsObGC9FOaKhGS9Kmt9wgmzS3mhK3I0Pddpdo+D2BFEMjNE0j1EaGyQWyzpAQQgghZnbuxeiwvKXdWQo1j5Ib0Jq0yCQsDA36K26zYGlN21tNJlvSmQUNXuivNPdpGbn9msEaz/aVaU3ZhKEaN2dluOpNGHKVSbx4CalrGuuHq0Dcm2NoGhtLdcIowg1DkqaBpsU9UlU3JCBCqZHiRilcPwRNI5e0aEka8TwgPyJvmzRSBv3VsFlYGMTFyigNSNs6kVJ4gcLQwI9GhrsxvSFyo0JAjRzcNuLH6EUROjAra9PdkkKpuK8qaWr0llxMg7gXSsULxXpBSM0NmJNP0fBDcgk17rkwDY1CzaMj40yZEjf6vPeVXJ7rKzMrN/G1tbWhbrtDNPyeQoqhMUI9fiFFss6QEEIIIZi5uRebD8tzgxClFFUvJFBq0kn2W0smO3xe3KszWPHG7WMZOtmEwQn7tXP8olbmtqSaF8nDVY91wzUKdY/OjDNpW10/Yt1wndaUzUDFZc1gbaRHJyJSkLQMuvMJOjI2T/WW8YIITYsLA9swUCOJb0EUsb7QIGGZBGFE3Q9JWDoJU8ePIhxDQ9MVNffFIAVdG0mqi1Q8nE4DRkMa4n9uU0EUERdcphHPp0o7JglTp+Yr1g83SFg6rh9SbPi4XkQQKe5/YYi5rXVSlkmx7uGYOgfPzjBQ8emruOQTVnN4Y3/FJeuYHD43P2nxPPZ5H6i4PNtbZv/OLIs7U+ST419fWxrqtjtEw+8ppBgaI9Ti06GkGBJCCCEEMzP3YqpheZtKdSzD4PjFLxYsYy9mp5tMNtk+S7pyk65FNFroPbOpQrkesHRWlpbUixflhZrHI+uGKdR8FnWkqbgBc1oSBBGkLJ3uliS9hTpKg9ZkGsOI5wF5QcTaoTqmrpFNmgxVPcr1YGQ4XEAQQhDGsdcJU6PNtvGjOD4bFOZIEIOpa3H0toqHyRkauGOqn+kWQjovFlimHhdwjqFTCBWuH4coVL2QXMLEDyNsXcdw4qJr3XCVx3uKRErRkXHIJEye7atw5NwWCg0/fmwNH0OPC7uXL27ngFmZrT7vKdukZ7jOuuEqFffF2HOlFFU3pFj3CMII25i8oJnpaPg9hRRDY0SGDaEMkxNCCCFE7KWee7GlYXmLOzKsHqzSV/I4dM7kPQtbSyZTSmEZOgfPzrK4I0XCilPhNk8vG3tR3pl1KDcCVvZXcIOIw+fmaUnFF+VrBmtsKjVY3JFmU6lBqR6weKTdm8oNLF3n5AM6eHpTlbl5hwO6MvQUqhQbIaGCIIya6ykFUZy5XQriwARDg0CLCBUkMOjO2WhAIwhJWRpVLy5UVfTiekK+2raeIIgLIUN7ce5RvICrSXvGJlCKTcUGfqRwLB3L0DEMHVsHP1Qji7AGdGRsdE2jIx1HoK8eqFLzQl65pJ3OjEOx7lFzQxZ1pHjlAR0Thq0NVz3ufXaAjcU6B3dn0XUdpVRcTBbrVFyPNYN15rfB2qEagxWPvnKD7lyCR9YVOHxuftLiZiaj4fcUUgyNEY3MGZKeISGEEELASz/3olDzWT9cJW2bFOo+lq6TduI5N1saljfZOjSjxxuNAveCkCd6ypMm4o0tliYrxg7szuD6IeuH6zimzjELWhmqejy2oUCkFL2lBhuL8TCyUClyCQs/jPjLqkFe6Heo+yGPrh2mO5+gVPfpKdZRCoojc6H8QKGPFCTBSHKc0ohT5oCNvsemsodSYOtQc1/cL274xDWIpkMDTANMXUcjIlLxIqttKWskUhyUptA0hR+GlOoeuaTVXGfIDSIiFB3KIZey8ELFkq40tqkzUPZY8Uw/CVNH0zXa0w6WMb6HcbQH7rm+Mo+uHSbtmFQaAd35RLwuUWsccDFc91g5UKG3VI97IZViTkuSA7rSvNBfYbDiTRnkMVVSnYhJMTSG0keLIX+GWyKEEEKInWVbF6wc66Wee7GhUOfJjSV0dEIVYRo6bWmbhW0pWlL2pMPyJov9zjgmSkHVC+I5R35Ifzm+kN+vIz0uEa+/3ODoBa3kkhZ1L2D9cHXCHKl80uaI+Xkcy6CnWCfbX6bmhlS9OEI6l7AoVH0MHVb2V6i5AXU/xA0ieksNdCCIFIauYRlQqvlUvCB+fkYWEIoYv5ZQFI0vcEb/5o7ZuK29QJtTgBdCGMWhDhoRSdugUPPoKdapeSH1kUQGx4JGEGF7wUiIg0bKNtA1jaofEFYUSdsgVJBPWqwbrqEwOHxuno6sg4pg3XCN5U/3seygLoBmD1zC0jEMjVI9YGV/FdOA+a1p5rYmWdCWJF0x+PMLA1iWzuxcgs5ckgNnpWlJOSilZBHVHSDF0BiRMVI1S8+QEEIIsVfYGesDvVRzL/pKDR5YNUSh5tOVdWhxHLwwLibK9YDD5ubihUXHDMubbH5RX7nO75/qQ0PxssXtzM0neXjtMGuHasxrSRK0JTF0k7Rj0hLYPLhmiMc2FFnckaYRRKwbqnLM/DbSm+Ul5JM2xyxsIbvJ5FUHdPBET4lV/VVm5xIoTSNCMVwJ8PyQQt0nihRpS6fmBjSCCB3FSj+k4oZ4YRQvwKppBBGgjV9YVbHjhc62GLt2aqEWUqiNljsvtsML4mGRtUZIS9oiAsJQkbB00rZJzYvnPDVcn6d7K2wqNUg7Jg+sGiRhW+SSJhnHoqcQz5VqSdvNHrieYoOBchw93p62qXkBFddnYxHK9YC0Ez/feccCNKpewJqhOhAnAsoiqttPiqEx1EiaHKEUQ0IIIcSebmeuD7Sr516MDk/zo4gDurL0lurkEhYJy8AxdfpGUtqyCYMlXTlaUtakQ9oUiv6yT9LS0DQ9Ti9LmFS9kMXtKYoNnzWDdQ6fZ1Gs+TzRU6IRxPNyWlI2bhDy2HqfR9YNc+zC1nFhCRAnx+WTJlGk6Bmqk0mYbCo3mNeSIIgUNdePC4hIoRR4EdS9AC+MJ/OU3ahZXMQLqaq490eN7xWaSSO1GfBiIaRr8dyikPiPfhBimQb1IMLQdMIovlXdC3h4XYGBijuSkBegoZFLRGhANmHSCCL+8HQf+3VmOKArAxoMVFxMQyeK4teWrlu4fki+1WJTucEja+tommJeW5KEaU4okrMJSxZR3U5SDI0RGSNfgYQSoCCEEELsyXbF+kC7cu7FaIT3rGyC9nREuRGwqdygJWljmTpJU+fZvjIn7NfeHJY32fo/VTdksOrSmnJQwFDVoz1lx6ljCYuWpMZg1aXSCFgzVKPqB8zJJxiqeURK0Zl1OKAry5MbS6wZrJFLmtS8CD+MF1hdNVCl5gU8sq7AUxtLmLpG3YtY1V9DobBMncGqRxhF8YKlmsKPVHPh1LFe6t6fbTG6yKsiDldQxL1HGoAGVT/CjlS87pGKGK75pG2DshtgaHFinq6DY2hYRrx4a8X1KdZN5rcmeGxDibVDVQ6bm6PqhgxVPRa2J+ktuBTqHknLHCkuA/rLLm4Qsl9nBkPT0XWNhD6mSB6qsX9HWhZR3U5SDI0RjhRDWtCY4ZYIIYQQYkfM1PpA22tshLehmxw+L8eawTqDVZeg4eOHcY/BgbOydGadCbcZ5YcRQRRhmVbcE9PwQYvXzfHCCNvUCVyfYj2OfM4nLIJQYepxUpqGxqKOFAMVl8d6ihTrPn4U0fBDhqseVTckYRtkHYO0beIFIW4QMlTzUEqRdUxQCqVpaDpEoWJP7awY10M0UrXpI8P5NA0UGoapoxRx/LYG7kjqoNI0zJHiOWEZVL0QI4RS3aOSsmhN27h+xFDVwzJ0giiiPe3gmAZ9ZZehqkvDj6h4AQnToLXdpjufoFD3mGUmYCRQI5+wGKx4mLrG4XNbZBHV7SDl4xijPUN6KMWQEEIIsSebzvpA3kis8+5gbIQ3xPNzDp+XY+msLGnbJAgVXhDx2IYCy5/up6/UmHAbAMvQMXUdf+Txm4ZOPmHRlrYpNnw8P8TU48u/IIywdY1C3aM97ZB2jOZ9L+lMU3UD1gxVaXghCcPA1qFY9yjUPGxDww8jyo2Q9rRNe8rC0DV0DZKmjmNqJC0DL9hd+36mRxGn1kWAY2o4poZl6OQTJl1ph66sQ2fGBjT6y16cLhcpMraJaWg4VpwEmDB1vDAuHIdrPgtaUrSmLXqLLqauNZ+zlG2ysC1JZzbBkfPyHNydI2EZpByDhW0p0nY8bM71QyKlmomGKceURVS3k/QMjWWO9gzJnCEhhBBiT/ZSrw+0oyaL8C7VfVb1V6m4HpqusaQty6xsojnn6ZSlHRNuk3YM2tMOPYUqmqbRnU+SSZgsbEvFxxussX9nhkwinvezoVinNe2wsD2JNtIPolBsKnu0pSxOPqATxzIYKLusGarih4q65/Fw3ccxdRK2Ti0IMQwN29AJwpAg0ogi0LSQYIbP687kBoqko0OkqHshfqhIqrh3zDJ0ZucTpB2dfMKm7PpsKLoMVFxySRNb13GDCM3V2K/DpLvFIZ0wSFom/RWXtG0yWG3QmrQpugGOEff8rOyvsnqwSkfGZmBkKN1wzYp7DF2fMILuXIJTDpj+/DcxnhRDYygjfhHpEqAghBBC7NFe6vWBdtTmEd6dWYdV/TWGay62qdOatFjUkSKTsEg7JqsHqzzRU+bQOdkJsd+dWYuV/QqNiM6MQ6TiHqN80kLXNVpSFoWaF/da6DqHzcmST744VLDSCFg7VGVhe5pZuQTFus8LAxUKdQ/L0EhaJoNVD414Hk2kIsJQUfcCIjXS6xZEuHt4r9DmIqDhRliGhq8UbhBSboQooCNtsbA9hWUaDNc8TCOecVSs+3hBiK7pKBWxf2eGYxa0UKj7HNSd59A5WZ7oKROEJXqKddYV6nSkHdwgZLDqoaKIuS1JbFNjY6FGuR5Hue/XmcYLQnqLDQ6dm+eAWZkdfnw7EkG/J5NiaCwrLoaMSIohIYQQYk/2Uq8PtDOMjfB+rq/Myv4yGcekO59srjME4+c8Hb2ghVMP7OSxDUWe76tQ80JStsFrDupkNIJ5faGGbegcNb+VQ+dksU0DN4go1ePUuOGaj2UYzfOzaqCGZegs6cwCsGaohhco8kmL4WoAGoTR6PwkRdo2sWyNMFJEKEwdglBt1yKou7uQOE4b4mAFiOcQBZFiU7lBe9qmXPNphCGtKZtKw8c0dOpeREvK5PC5OQp1v/n668ol6Mw6LO5IccicLD1DDR7vKVCox/HqHZk0rSmTNYN1qp7PcM1l9UCNJbPSFOo+uaTFrFyCQs3foeJlZ0TQ76mkGBpDmaM9Q5ImJ4QQ+7p77rmHr3/96zz00ENs3LiRW265hTe+8Y0z3SyxDV6q9YF2ptEI77ktSWpewIK2NLmEOeEid+ziq3pzMRzV/Mkn44vt0cJnsm/6u/MJWlLWhPOzpCtNwtJwLL2ZdNaZsQmiiEI9oOFFBFGIGZmkbIMgjGj4cWR2xjLxoiheD0lXeIHC3xurImgm5FkjiQrFehyjrekaLbaFF0QYuo6mabSnLVrSDr0ll2UHdXH43DxducSEIsTzQypeyP6daRa0penM2uiaTjZhsWaoRm+hzsr+Mmhg6BCYOn9ZNYit6+RTFvt1ZpjbktymwmhnRtDviaQYGmukGDIjCVAQQoh9XbVa5cgjj+R973sfb37zm2e6OWI77er1gXYFTdPoyjl0ZBxMXZu0raNznkp1n0fXFSjWPbpzyeaF7AsDFQarHqce2El3fuoL2cnOTz5psuKZAVb2l8knLfyR7RnHJJswKVSqBBF4YYgeKBoj1U7CMnEsA+UTxz9bBm7g77LzNNNGBwEGkSIII+pK4Zga3bkEoKFr8Vyiw+flWdKVRQMaQcjR81toyzgTihDXj3i0r8IzvWV6CnX6Sy5z21LNXsF80mJRe5qnNhZHhivqzMolcYOQ5/uq/GnlAKahc8jsLAd156dV8O+KCPo9jRRDY+jNYXJenKG4lz7pQgghtu7MM8/kzDPPnOlmiJ1gV64PtKtMZ87Tfh0Z1g3XtvtCdvM5IrNyL+43OsTwub4yPYUaoYovjQZHEtP8IMT1odwAQ9fIJUxsQ0PTwDJ1IhTlhr/bLKS6KwUKqo0QYySLI+OYOKZBqBRzW5Ps15Ehn7RIWgYbinW8UBFFEfevHGLdcJX9OjJ4QciTG8tUvZC2tE0YKSpeSG+x3lxYtSVlY2jQ8CNyCVjckaHU8Hmyp0zV85nXkqRQ9ynUfJ7vK9FfbnD0glZySatZ5BbrAXUvoK/sxov0KsW6ocoeE0G/K0gxNNboMDkiCH0w984nXQghxM7nui6u++Kc01KpNIOtEbuT7ZmYPp05T/PbUvxl1eB2XchubY5IVy7BYXNzPNlTpOZHeEEcHFDzAzQdMk58gV1yAzw/pFD3qfshuYRJGCqCICJU8Roue+kouXECIIjA8MJ4kdSRc7Cp2GDVQJV8yqYr4zCnNcn6oSp/eWGAu57qw9I1Bis+pUbcg7awLUkYKfpLDRp+yPzWJCU3XiA3lzBZM1QDYEF7ClA8vbHCQLXBrFyChGnQomlUvZA5hsHDa4d5bEORWTmHmhcSRWqk17DKcC2ey5RNGKDglAO6SHdOLAvGDsfcW0kxNIZuj+lKDBpSDAkhhJi2K664gssuu2ymmyF2MzsyMX1rc54ixVbXUprsQnY6c0Q6sw69RZc5rUkWdaR5fEOBv60vYuoa3a0peooNSm5A0tRpT5oMVH0afkTd85q9QXvv5fPUIuIFf82ReURVL8SPGmwq1nk8glzC4rF1BdrSDkEUMa8lTdUL2DBcJ5MwGK6ZpB2DgqlTrPvUvZCMbbBmoELDC8kkTDoyDl4Q8URPiUfXFzA0jXIjIJuw4gCHus8TPSXKrke5ETBUddlYbDBU9ZoFa3c+QRAqGl7IYNXnd0/18jq9mwXt6XGPZ3eLoN8VpBgaQzfHFkOSKCeEEGL6PvOZz3DJJZc0fy+VSsyfP38GWyRm2s6YmL6lOU/DVW+b11Ka7hyRI+fleK6vRMI0yCdt9u/M8Oj6IgnLoOKF+GE8VM7UoegqFIogiufRGADNUId9i6lruEGcsmfqGkGkqPvxOdE0GK5FNLyA7ryDaRi0pS0c08TUob/sMlz1yadMPD8iVBF9ZZd6EDBc9QGNiAQbh2s8saFApEEUKdqzNmEEwzWPYs0jiBT5hEUjiCg3AgxdJ2Hq6EDdC0cWxTXIJwwKdY+2lMlwzePhtQXmtSbRRxbl3R0j6HcFKYbGsEyDhrJIaD4E9ZlujhBCiD2I4zg4jjPTzRC7iZ05MX2qOU/bs5ZSoeazoVDb4tC6p3tLrB+u8ei6AhnbwrZ0/DDC1uN29JVdDF0n65houobrR/gjawrpjKSc7YvdQkBjpCKM51gpFHHqnGGAqet4UUQ9COkru4BG3Q85dHaOYiMgDCM0QyNhGAQhpEwoNjxStsm81hSdWYeNwzUeXDtMzQtpS5kodLwgoivnkHNM1gzX0NHIOCZ1Ly6SgzBC1zQaQUQ+GRdJQ1WPOS1J0rZFpKAlqbFyoMLaoRrz29K7dQT9zrZdfV5XX301ixcvJpFIcOyxx3LvvfdOue/NN9/MaaedRmdnJ7lcjhNPPJE777xz3D5PPPEEb37zm1m0aBGapnHVVVdtT7N2mGPquIy8YUjPkBBCCCG203SKjtH5PNtrdF5RPmmzerBK1Q0II0XVDVg9WJ30QtYNoi0OrXODkCc3llg3VCPtWOSSJknLoNTwqXohgxUPFJg6mIaBoekkLQNNj9fbMfX44n8frYUIorgQAkCLz4VGvCZRI4jwQwgCRRTFvUiDVY+H1xUIwijuSVIRRdcnbRnkEjYNP6LmhgRhyLrhOr1lF4jTLAZrAcW6x9qhKs/2ltlYqpO1TcIootzwQdNI2SZhpOLQi3Akhh2NYsPH9SNMQ8MwNBa0p3BMg4GKy/pCjVLDZ//OLKcu3btjtWE7iqEbb7yRiy++mH/5l3/hkUce4eSTT+bMM89k7dq1k+5/zz33cNppp3H77bfz0EMPsWzZMs4++2weeeSR5j61Wo399tuPr371q3R3d2//o9lBlqHjMvLNSyDx2kIIsS+rVCo8+uijPProowCsWrWKRx99dMrPOyHG2lrRkbAMvDAaN59HKcVw1aO32GC46qHU1seZjc4r2r8zS6nhb/VC1jH15tC6zSkUz/dV8cOIg2dnaE1ZbCq7KBSL25LYpk5fJb4Yr3sRbhBS9QKKDR8vjIsAL4rT1fZlo6s9RSPDBiOgHrxYJEUKKl5AqREnuw1XXKqNgIobUPci0pZJLmUyXPfQFQxWGgxVfdYOVlk7WKXqhmiahqVpGJpGpGC45jNU8ejK2qBpDNV8TC1eGHew6tJTqFFxAwbKDWpuQLnu0z9yv4amYeg681qSvO6w2Zx1+BzecMQclh209xdCsB3D5L75zW/y/ve/nw984AMAXHXVVdx55518//vf54orrpiw/+a9PF/5ylf41a9+xa233srRRx8NwPHHH8/xxx8PwKc//eltbdJOY5s6DWXFJbwvxZAQQuzLHnzwQZYtW9b8fXQ+0Hvf+16uu+66GWqV2FOMLTqmM59nR4IWOrMOR83PM7clXt+mM2vTmrabPUJj0+xsQ2NOS5IX+isThtZVGgFrh6p0ZmxWDdQZrLhsKjXoKdTpzDjMyTn0Fhv0FBvomoahgReEuCN11T46TWhKk/WOKSAEwhCCkWopMhSR65N2LFpTOg0/4Pk+j+Gah6VrDNVcyo2QRhDgBRFBFJ9rNEjbBoauYepQdgNWD9ZIGDoNQvxQ4YbxbcqNkDBSeBHYekjC0ql5AVXXZ2FbmsGKx2FzcxwxL9+cM7Sv2KZiyPM8HnrooQkFy+mnn8599903rWNEUUS5XKatrW1b7nqCXRFhakvPkBBCiBGnnnrqtL6ZF/uuLUVmb8t8nh0JWthaETXZ39O2ia5prB6s0plxCBVUGj7rCvW4p6KmUWr4dGUS5BI2G4t1NhTrVOoeUaTQdA0NqLghYfRiEST/t0xt83Oj8eIQuiiKo7mVioezuUHErJyDH4RsKjeoNCLKeOjEIQxKxQUVCsqNENOATMIijEL6Ki5nHtrN2qEaz/VVSZgaDT+K13/S42fKV1DzQ7JhHH++sdTgkNlZzji0e5sLoe2Jjd/dbFMxNDAwQBiGzJo1a9z2WbNm0dvbO61jfOMb36BarfK2t71tW+56gl0RYepYOo3mnCEphoQQQggxua0VIdNZJ+iwuTmA7Q5a2FoRddjcXPPYm9+/hoZl6Dy4ZpjBqkvDj9PhNhQaWEaD2fkkYeTSlXWYk09Q9QNqbkDCNmhPWzT8iLCq8EcuqEeHhInpGT1XuhaHK4SRin9UvKbTxkKDRhBS80LUyH7RyMK3Y0WAF0LN9TE0DT9UrBmooTRFEEb01gKiSGGZOinTJIgUXhD3EpXdgK5sgs6cw1uOnc8hc/Lb9Bh2pDdzd7JdaXKb/8+olJpWFXjDDTfwxS9+kV/96ld0dXVtz1037YoI04RpSM+QEEIIIbZouj05W1snqCuXYLjqTTtoYWyinFKKxzYU6S3W6c4n4gtm/cUiatVglTuf6CVtGyzuyEwosh7bUKRcD+jMOnTnE6wZrDJY9eLiJtKIVESh5sUX2bpOwwtRShFFcU+AFyoMXSOMNHRNESiZK7Q9QkXcLQSUGgF+GOL5Ci+MB9mN/AeltlxsegHYhsIxNF4YrJKwdDqzNknbYLjmoWtgGRqz8gnyCYtiw6cz43DCfm2Yus6ijsw2tXv0/4FCzSXjWKRtkyhSPN9XmnZs/O5im4qhjo4ODMOY0AvU19c3obdoczfeeCPvf//7uemmm3jta1+77S3dzK6IMHUsHVdJmpwQQgghJretkdlbWicIphe0MNnCqc9tqrD86T4aQcSGYh1T12lPOyxsT5JP2mQck7+tL3LSfu1omoZSiqob4kcRBjBc9Vg3XOM1nV2sGqiysdggCCM0oOoFrBqssagtRcUN4+InCAlChaHrmIaGbcJQzSeI1EjvhoYK1YtJamLamlEWCiqeIlCjvTxRswja2mnVNdB0jaoXzxFyfR3D0Ela8dw129TjeV56/O+2lEXKNvBDhaaBbUx/aNvo/wPrh2soBWuG6nEanqHTlrKpuLVpx8bvDrapGLJtm2OPPZa77rqLc889t7n9rrvu4pxzzpnydjfccAMXXHABN9xwA2edddb2t3YXc0yD8mjPkC/rDAkhhBBivG2JzB7tyZlqnSDYctCCUorBikvDC6l7QXMkTl+pwR+f7ae31GBhWwrHMvCDiI3FGqW6z+HzcuiahhuE6LpGoeaxZqjGUNWjVPfpLdXpK7kYusadT/TSW3RJ2jrZhE3KMXAsg7Lrs7HUIGka9I8kyBla3M6qp8g6JhlLZziIL9h1TU0YwiW2j+srom0cdKhp8fwjL4hoRHFQhq7raMpCA0r1AFRExQ3oL2nx3DHHZLDqsaA1xcNrhjlifgudWyjcRxVqPk/3FukvuwQqXuDVTlh4YURvuYGpaTzdW+ToBS1Tvu53J9s8TO6SSy7hPe95D8cddxwnnngi11xzDWvXruXDH/4wEA9f27BhAz/72c+AuBA677zz+Pa3v80JJ5zQ7FVKJpPk8/HYRM/zePLJJ5v/3rBhA48++iiZTIYlS5bslAc6HQlLZ0DmDAkhhBBiCtvbkzOVqYIWCjWPNYM1nu0r05qy+d/nBlg1UOPQOVme6ClT84JmQaZrGo5lMMtMsKncYM1gnVk5G8c0KNQ8eosuVT9e1HP1YJWBskux5qFpMFTzaPghScsgnwyIVDx/JWebZBI2fhA2k+8sE/JJi6oXUHZDlIoIo3jeir+vLiy0k21PEIVBPJ8oCFXz+TB1RRhF9FdcNBRoWtzLFAQYWryPVfOYr5LUMwnuemoTj20osqgjTcUNtjgHqOGHrB2qEYSKWbkXvxRI6AaOqbOp1GDtUG3S+Pbd0TYXQ29/+9sZHBzkS1/6Ehs3buSwww7j9ttvZ+HChQBs3Lhx3BoMP/zhDwmCgIsuuoiLLrqouX1sNGlPT08zZhvgyiuv5Morr+SUU05hxYoV2/nQtp1jGrLoqhBCCLEX2dlpV9samb01kwUtuH7EI+uG6Su7dOUcjp7fgmMarOwvs2awSt0PWNiWIogUvaUGjqnHj0nTaEnaDFQaGDrs15Hmhf4KCkhZOg9sqFCouqgoQotX36ThBUQReFq8WGtL0qLoBQy4AYap01usE4QKXYvQI7BMHUPTCMMQX0ITdgujyXJjhygqNJKmQc2Ln6ex3XaaoWEZGrZhoDSNXMKg1AhZ/kwfCwcyvObgTpKWOWWiYcMPqbghbZP8v6RpGinbYKjm773FEMCFF17IhRdeOOnfNl97YTrFzKJFi3aL+FLH1Gmo0QAFGSYnhBBC7Ml2RdrVtkRmT9fYoIX1w1We3FiiUPM5ZHaORR0p8kkbhaJDOTy2ochw1aUjbeMYOp4fsm64TlfWxjYMQqXoK7vs15HhkDlZfn7/2uZim72l+kgPAiOLdSoUGpYZ5zV7oaLihviBoh5ErNxUwR+Jf44fINTcgLo/vhBKmBqmpqj423VKxS6gaxoR8VwuUEQjAehKQSZhMiubwDI0ym7IQNXD1DVCBaW6i1Jg6Bppx2ShneLpjWXufW6AZQd20pq2SVgGGcek6gXkElY8Rm+UUlS9gIxjTtl7urvZrmJob5WwpGdICCGE2BvsyNo9WzJZT45j6QxV4+FobWmLQ+dkt7n3aTRoYfVAirIbcsQ8i86sg4ZGse6xZrDOYNWlt1jn6d4yj/eUmhebSkF/2aQz6+AYOt25BIfOzdFTaFCse2ws1OmrekRhHHaQsEzQoNoIUApMXY9TzIKIuhtgGRppx6BYjce+KaDmK2p+iMb4xVVH176JlCy5ujtxgwh/JNwiUmAaYJtxb09bysI2dcIoDk8YLLs4tkFHxqbcCCjWfbIJq/m66ynWeaq3xEClwQFdOea1JlnQlmLdUI1N5QYtSRvL1PGDiELdwzYN5rempBjaEzmm3iyGIr/BvrX+rhBCCLF32NbEt201tifn6d4Sa4dqVNyAjGOQsDSe6Ck3k+S2haZpJG2ThBUnw40WQo+tL1H1fGxTp+oG1L0QN4jozGh0ZhwafkjdC4kiRWve4cCuDGsGq6werFJxA/xIYenQCCCIFJoVX/PU9Xh9oEhF6Bp4YTxt37FMGl44mvg8/txO8rtGHMUtZo4GmNqLc44iBVGoRp6fOC3OMQ38MKLhR7ihRxAqIhWhIsgqRUfmxZTmsa+7fMJCU/ESNCv7y/SXG8zOJ3CDiChSDNU8AtfH1HW6c0l0XeOg7tw29Y7OJCmGxogXXY2HyYVeTYohIYQQYg+0PYlv26orl+BQpVgzWKUza3PE3DxtaRs3iLar90kpxXDVY+1gleGqT8Js0JV1WDNYp+r5zX8P1XwyCZOUbVD3IspuyKyszVDVY+1QjYxjsr5Q44WBGtW6y7rheM6PoUHC1qm5IVXXp+FrcWEEqEgREA+dSzsGhqlRcePixmDk4npsWzf7d93f1uwzsbPZOpiGQaTCZpiFRjyPSNMAXSOM4jk8VT8k51homsIxDEIVUW4oVKRoyyTIJ01WDcSvu1nZBI0gwrZ08kmbtGOwerBKe9phTkuCYt1ndksiHpanFBU3oGVkQeE9IVYbpBgaxzGN5jpDkSdpckIIIcSeaGclvm0pfEEpxRM9ZYIo4oi5Lc3tpqFvc+9TX6nBn54f4KE1wwxUXPrLLgo4aFaWRhDRnrZxA8VgpYHnh7SlHNrSFkNVj0rDxzbjpDA/UjzfV+GhtcN4gcILQjw/xDR03EChaRGGruEGEfrIoqmGHrdZi8CLQjRdG1lgFUwdTF3D28JqqjI4buaZxGsMRVFIpLQ4PY6RImhk/o+mFF6gsA0NQ4vn9SRMHcvQSTtx6uBQLeLYRa2AxmDVpSVpo4Biw6c7lyDtGM0vE0oNn5cvbmf9cJ0NhRr1MA4OWTJmQeE9hRRDYxi6hq/HXYSRrDMkhBBC7JF2RuLb1sIXdlbvU1+pwa3/18PDawuYOsxtSdKasnmqt8RfVw+SsAyOWdBKECmKjQBTjxfMTNom3WY8VymftBiueYCi3PAp1eMhde7IQphJS0cDan5EOLKQp2aMXEATF0MdGZP+io9l6jS8ED3OVCDayug3KYRmXkQ8/DF+rtSLeQYj4ReOoeOHEUGkcEyNhGmhGXr83GlgmQbt6QReGGHqOr2lOsW6h1IWw/WIjG2xsC31YoT2yJcJuaTFslmZnZrWOBOkGNpMOFoMebUZbokQQgghtseOJr5NJ3whUkzZ+6SUIogUAxWXvpI75QWiUorHNhR5ZlOFpKXRnUvCyLyho+a18FRvmQ2FGs9uKjO3NUVrysLzIwwjLuJqXkilEVCq+9T8ED+MqLoBEK/AGYaKSCkaQUQ2YRBEinoIlhH3+oQo2lM289tS2IaOokZf2SNU8ZA5pWmEKmr2MIjdkwJUBIYGwUgBpFQcuW0AlqmRtC3qfkAYKYIIunMWScskn7RIWgataZuqGxAqxaNri6wZrJK0Dea2pjikO0k+aVFpBPhRhB9EWLrWjHTfExZW3RIphjbj68n4VeVJz5AQQgixJ5os8W20oOkrN8hvYU7DdMMXjpqfn7T3qVDzWDNUo7dQp+IGpOw+NhTqkw4dKtR8nu+rEClFa8oZF1GcSVgcNicLKh7OdtS8PJtyCR5dX6Dm+YShTk+hjqbFw550RoYHBhFJW0epeAiciqDhRwShQqm41yCbsLANjUjBIXNzvGK/DkxD57ENBX772EYaYTQSzfxifrbUQ7svBRh6/BxpKk74UyO/d6Rs2rM2kYK+UjxUMlIRrh8xv8XCj+KwhU3FBhuLdRZ1pjlqQZ7Z+QS9pQZJU+fp3hLrC/U4oS6IKDZ8DurO4gV7xjpCWyMZAZsJzWT8D786sw0RQgghxHYbTXzbvzNLqeGzvlCj1PDZvzPLqUunDjaY7vA3gLktKfrKjeZaiYWax+MbSvQW63hhxP6dWWblHFb2l1nxTD99pfHzkd0gouaFaJrCmmTInmOadGYTJOx4CNusvEN3LkHVDXhuoEIQKVpTJjUvpOGHJEyDTMLCMoyRwkeLh7tFimBkmFSkwA0C/Ig48MEPeXDNMA+tLfBkTxnDNMg6ZrM3KBq5uLbkinG35kega3GPnzYSp20AoVIM13yKNQ/XDwlCRcLS8YKITWWPnkKdTaU6veU6jqVj6Rqbih4L21N055LU/JBn+yo801tCRxGqiLa0DWj88dmBCa/pPZH0DG0mNJLgA74MkxNCCCH2ZKNr90xnTsNoWMK64RqFukfnmJjhsUbnS3ihGtf71JlxWD1QY7juYenQmnZY3Jki41ikbXPSQAXH1EnZBkpp+EGEs9mQOy+MSFo6iztSLOlKU6z7zG9L0fAjKl6IZWg0/Hieh50w6MzabBhu4AYRphGvH1SsK0IVp8ZZuoZpa5i6jqHBcC2gv+KRMHW6WxLUg5DWhEU+bTNQcQkiheeH1P2QuifR2bszRTxEztDAC+N5RL6CUsPHMrTmOlC2YdAIFFXPRylI2gZrh+ooFAd3Z8k4FlU/YKjmc+icLPc85xIpFb8G/Ii5LWkWtifJJawJr+ktBY7szqQY2kww0jOkSTEkhBBC7PGmM6dhbFhCoebzzKYK5XrA0llZWlLjbzs2fKE1bTfXG3qur8TKgTJpx2JOPsnC9iT5pN1sw2SBCi0piyVdGVb2Vxmuuc05QxAXZ8W6h65rHDW/lWUHdVKsB7hBRKHm8bsnNpJxbHRN8cymMk9tLJFPWFRTEX2lOkEI+YSJGukJikYmkFi6galrWKaODjSCiOFaQLHhk0tYWIZOFCnaUjamoWEZOptKddYO1bcapiBm1ujiqmrM6LUogkYUD5G0TQ1FRMOL9/WsiJRm0p6xKdYDan7E2qEa3fkEQ1WP7lyCXMLi8Ll5SvWAw+bmmduaRCN+jY59TfthtMXAkd2ZFEObUWYKAD2QYkgIIYTY220eltCZdSg3Alb2V3CDiMPn5psF0WThC6O9T3NbEtS8iAVtKXJJs3nBOGqyOG9N0zh8bp7VA1UeXltg3XCNjoyDAgarHmEYcdSCVg6fl0fX9WYRFRdiDrmERdox0XSdFwZqDNcDWlLxRPlCzafihUSArmmgKzTiCG5D1wjCiJoXD50Lo4iUYdKasjB0nULNJ+UYJCyT/Tsy+GFIT6HRXJcIZP7Q7ihSEASMe45CFQ+fU4AfKoJAEQEpR2e/9iRJx0ahqHtVDC3uSdI1SNkGm8oNqp5PW8oml7RoSdrjXtejr+kNhRpP9pS3GDiyOxdEUgxtJrLiniEjkAAFIYQQYm82VVjCgd0ZXD9k/XAdx9Q5ZkErbhBNGb6gaRpduQQdGRtT1yYUQjB1nHdXLsHZR86hLW3z0Jphegp10KA97XDMglZeeUDHhAvJzdPy5rQkOGxOnqd6C/hh3C3QlrbJ2AalRkBR09BNSJgGCcuIF1GNIsKRHoNswiaXMPFDRWvaIlKKYt0njBTFhsemYjxkDqQI2p2NDpXTefF5UsTJcjovJsxBHKzRV/VpieJiOYwiNhQa6JpizWCNrGNScUNKDZ+NRZf9OtIUah7FukcuaZFJmPFrWtd5oa+21cCR6ay3NVOkGNqMstKAFENCCCHE3m40LKEz61D14mhqy9DJJS2OmJ/HsQx6inWy/WVakjb7b2FByR2J8+7KJXjj0XM5ZWkn/WUX0OjIxPMtvFAxXPXGzb+YLC1vdt7h2U06G0sNEqbO/NYUjSAkUtCetvEjCMIQU9fRdag0IoIoiofMGZBJmJTqAaau0ZmNH19/qcGDq4cYqvpsZX1asZtQxPOFxhatmz91GuBHEX2lBsWqhxcpHEMnAqquTxTFr7Gy6+MGIQOVBv2lOo/3FOP/PxIm+3WmySZs9u9MU6i5kwaOAKRtk6c2FlnckWJRR3q3LIikGNqMZo0Mk1MBBB6Ye3Z2uhBCCCEm5wYRQ9W452O47o0UBzrtaYeF7UmOWdhCdpPJKUs7md+a2uKE8B2J8x69fVvGoS3j0Fdq8H/rtzz/YjQt7/ENJZ7uLfLkxjKGrrN/Z4akHaeF9ZZdWpIWHXoCbyQSOYgiUHHKnKGPhCnoOinbpO6FVLyQfMLE1KEeRvh+1BweJ71Ce4atPU+GHs8lqnsh5ShEAWlbJ2UZGLqOoWsYuqKn0MA2dDQVUfU1Ug60JE2KNZ/7Vg5xQFeGYxbkWTNUxTYNlIK0Y6BpWjNifrDs0V9tgKZxcHdut5xDJMXQ5pz0i//2q1IMCSGEEHupUt1n9UCVSCm6sgks08IPIjYWa5TqPvt3xQXQ/NbUtBaWHFugbCjUGKi62Ia+xR6lzU1nwdexBdEpaYveUp2urMMJi1vpyiao+REDFRfL0PFDxUDVpc2xCKIIN1QkTQ0v0Kj7IaYOfhBRqvvMyiVImDoDVZfegkvNjf9u6qDrGg1fSUG0h9m8iDVH1h8KR8IWRpeSqnkRbhCRMA26cjbz25KsG65TaQTMzsevt6obUqgHWKZB1tBo+CF/en6QnkKDF4wqKcekLWXjmDprhqp4gSKXNOjIOLSmrN12DpEUQ5sxLQdfGVhaCF4Nkq0z3SQhhBBC7GRKKdYN1bBNnUgpbFNH0zQcy2CWmaC3VOexDSFnHDpr0qFtU9mWOO/J2jSdBV9H51/0lRrcv3KI+1YOYhkaT/VG9JV9FrYn6cg4ZBIWfhjRX3HpyDigNFYNVemtB2hKi9eYDxVuEKJpHpqmkUsYzMrYbBiuY5s6aUvDDRVeoOJ1Zrb3hIsZM7YgsnQNPwI01Yzg1hgZShfFw+cqbkB/2SMMFX6kSFrxXLO634gnHqFQoWLVQIWaG7B/V4aqF6AixcNrhxiouJi6RlvaYbAKB87K0pl14vj53XAOkSyhtRnH1KkzsraAxGsLIYQQe6VCzaenWOfQOXnStkVfxaXhh0SRohFE+BH4Qcj81tQ2X7SNxnl35xO0pu1p3366C74Wan6zB+m5/hKWrjErmyBlGWws1nhsfQk/CEnZJpWGTxCGrBmq0QjjbgBNxQEKlhHfR8LWaU9bOIZOf8XjsZ4i5Ua8/pCvNIJQ4QWRFEJ7IF2LF18d5Y+EZuhaXASMLZQ0iL8UAIZqHsVGQBDG/z9sKrv4YRy20Za08VXcU1R2A9ozDoam81xfeWQB4AhN03H9+N8VN6BU9ye8hncX0jO0mYRlUMMhRw286kw3RwghhBC7gBtEeGHEvJYUKdtgzVCNoapHueFjGjrzW1KYJuSS0+8V2ty2LkI52qbEmMVXFYqqG4c76JqGF0Q0/JCnNsZRxvt1ZEYCDhSJkV6t1UNV7nnOxdI11g3V2FR2SRg6hqFhGjr5hEmxEWcwz29NYOga64frKCCbMAijuI1+GFD3FUE4cRK+2DOYelwQBUH8exC9mDanayMdPSMsg3h+mK7R8EJqXoiGYsNwFTSD2XmHtGPghwrPj0g7cRlRaQRkEyaOZaKHIUpBteHTlk4ztyWJH0Y8vbHCAbMyGHr8GnZ3o0QOKYY245g6NeWMRG1IopwQQgixN3JMHdvQafghLSmbfNKKi44owtLjy8WyG0yIwp6usQu5TncRyrFtSjsmxbrHmsE6A5UGNT/ADyBl6RwxNx+n4GUclIpv1192mdcSzxcq1QPKjYBD52RJWCatqTgAYaDqkbLB1CBSiiBU9JYbeEFEEIJj6WQTNmEUB0tUAkWkJDhhTxbFo9rGaa5DpMZvM404vbBc91EKLENDodHwIxKWhhcovDBCRYq6H5CwDbrzSYZqLhoaB3VnGK75DFc9Gl5I3Q9YPVjF9SMiVaG/0sA0dBKmTqnu053fPeYNSTG0Gcc0aDSHyUnPkBBCCLE3miwKO5OIL4uUUqwerE4Zhb010w1BUCqOze4ve4CiI2szJ5/khYEKraHF4xvKDFQb+EFEzQ8Zqno4psFND63HNBRJy2ao6lL3Q4arPv2VRjwnJFDYpkZfycPQNY5d0EqkFP+3oYipafSXG/GCq2OGvpkahCpi7VANpeKhVKFUQXs8P3qx+Bm3YK6CsZ2UCmj4CrR4Hpml6+QSFn6k8MO4F8gPIwbKLhoRfqRotXTaUjYVz0cjHk45XPVAA13XcQyd4ZpPxQ1GkgvBDyMMDR5ZO0xLytotghSkGNpMwtKpjRZDnswZEkIIIfZGOxqFPZXphCA8tqHIvKrHfc8P8mRvkXIjQAPaMw5LujIA/HV1gWLNxfUj6kG8ckxXJsHsfIKne0tsKNRpTdu0JC1sUydhxd+299R8cikTxzToyNokbJ2WtI0XxHOEVvfXiIjQlBq3Hk2ggBDCMETT4vhlsXfQiIfGOaaOF0WMTB2btMtPRfHOCUtnQXsSQ9OpuB41X8XR642AfNIg45i4gWLtYAVN12hJ2mwsNmj4AfmERcOM6K94KMXIsMyQdcMNDurOcticPIW6t9sEKUgxtJnmMDmQAAUhhBBiL7YzorA3t7UQhISlc/tjGylUPXpKcU9Ody5JW8amXPe57/kBunIOVTf+Rr3qBuSSFrlknMaFUtT9kLoXkrYjWtssAqVR8wOSlk5tZKjdUfNaOGR2lgfXFvCDCNvQKNd93DAkbxsM+QGKFyfQj14Xh8S/BJKWsEcbfV41wDbiIXGaDilDxw0UkVJxqtwIg3h+URDG84oK9YC/rSuST9k4Rpy0mLL1ZrT2ks40hVpAf9Ul65iUGh4DFY9cwiKXsJmbNHl+U4Ugiii5ISnbIGFq7NeZoTVtY5t6M0hhOrH1u5IUQ5tJ2saLaXISoCCEEELs1XYkCnsyk4UgjCrWPZ7dVOH5vgq6Bq0Ji5RjUvUDakM+CctkoOqyvljHBNKOxeLODO1ph8TI3KVn+io0gojWtAWaxmDNoyXpkHNMNpVd3CAkowzmtSZB07ANnXXDNRL/P3v/HW9ZVtb7wt8xxkwr77wrh67OCZpucupWgo0B8aJwULyK+gqtVxFfvSIeD3Cvp9Vz5YIc4ICeI0YOr6JyRAQbbSRJ7obOuXLt2nnlmcYY7x9zrV059q7a1dXjC+tTe80115xjrT3n7vGM53l+P0/QTXIk0MtNkQHgWB8ax8WBGD4Gl7EVhZ+UVUW5mhACndoVYQwNGF1cC2ogrBDnFvoZlqLHTA2Melux5JHZLuOVgHX1Eo1IsW85oZtqRss+040QT0rKocIiGZeKzWNlDIZyUNwXka+Y7yYXhJCCC4aOohR4h8rkXGbI4XA4HI6LnqEU9mpwtAjCEIstxBDaCYKiJ6Na8vGVxFrLrsUevpcxXQvpJjntJCftpUS+YrQcgChMLttxhhKCUuARBR61UkCiNTq3hJ4cnFOwc75LM87Zt9xj31KfTpLRSw1SQJobBtVQTi77ImUY4BoL+rBfsrWFWpwZlEkOg2FJEQTltjBkHSrOGWPxZHGcVFvKgUQiWOoXqos/dP0E49US+5s9vvTIPOsbIWlu6OoiiBoth2wcKeFJQS/T+IP6yzjTBEqetUDJauKCoaMo+4pZ63qGHA6Hw+G4mDhTmeuz5XjCDFB4ssy1+8S5xgqxIm2MtbSSHCkH5pe2CJwCJdHG0k0yZtsJ28YV2lissWhrkMqnFnpsGy8jEOiBbNjDM23mugn37G/iSUGWGzwpyE0xsUUWq/5SDJTGHBclJ/rV5haEPpQR8kSRNSp5gji3SDvIEjE0Yy3MWZFi5boRCLaMhiS5ZaadUS+HdBNNMvAjmq6XGKuEVIKAzGjKvmS2k7C+UaYSKqy1zLbjsxYoWW1cMHQU5UAdlhlyZXIOh8PhcDzVORuZ69PleEHW8YQZ9i71eGCmhRSSNNO0M0OmLfWSTy/NUVLSjnPSrFDqqgQKIQTLcY5SCVO1kFwbEm0oeQpjLNVQFf09xtCOM2bbMY/PdSkFknY/o59plIBeaqgGRQZKG4sRFmNcedzTkaOVts3AhLeop7Mr3kNDcY1UFwFTJAWZB76n6GU5zb6kFHjsWegy347ppoX5aqPkkeaGxV6GLwW5sTx4sMNUPWTTaEQveXICJecCFwwdRenwYMhlhhwOh8PheEpzujLXZ3vsEwVZhwsz7Fzo8tBMGykk2yfK9FLNY7MdlnspcVasqOe68HDxpKUUeGwaK2G0Ze9yn9l2Qj3qM1rxma5FLPczjCnUug62E5b7A2+XTAOCKAjopEVg1U5yPFkIN/hSkuS5C4QcKwwr6NLMHHNdrJTQCYpyTgwCi6cUcVpct0vdlFAJDFCNfGqhYqwSkORmcN36XLOhTuQr2klOkpsnJVByLnDB0FGUA4++HfxyXM+Qw+FwOBxPWU5H5vps5X1PJ8i65cpJlropdz44h7GW9Y2Ig62YkZLPZDVkphUXGZxcY60l8hVKekxUQzaOlCkHCqUknTTjsqkKoe+xZQx2L/bYu9Snm+Q0+xnNfkaWG7AWpQSZNsSZppvmxDkILJm2WFtIJysJxjjxBMchksN0DIZS3DDsG4J+pqmGisArrvOEou8nNxYlBVIIom7KgWafkSjguTvGeNGlEyS54bXP2oiU8pyXqJ4tLhg6inKgaFMqniSttR2Mw+FwOByOs+ZUMtdTteis5H1PFmRt9cs8MNPmiw/Pc8uVkwAcbPfpJZqDrZg9i30MhrFywPpGif3LPRZ6Kb6S1EsBW8bKbBotF0II1hL5kolqhR951ibKoU+gBHc+OIsxC8w0Y/qpphoobOihBLTjnH5maPXzFelkC2hjEaKQV4aiWV5YyJ/0t+x4KuMPxBGONtgV4tC2HDC5JfcsuSpKLbOBaqKhUJrzpKSXaTxjafd7LN6T8tIrJtg4UiYzsK62tvLZJ8MFQ0cR+YqOLYIhG7e5cOJWh8PhcDgcZ8LJZK7h7OV9TxRkLXUTHprtMLPU57t7lpnrxISe4quPL6A1WGEJPEEngT1LMfXQY8t4GSkl6+oRY1WfqWpE4CuSTLPcT2mUA8YrAeXQZ10jYqmb0ss0129s0M80pcBjptkn0wYhBO1Y040zjv5IuQVpwVOFuphTkXNIBoIIosgY+rLwGLJHBUfDDGI71fRzy2jZx1OCvF90IJUDhTaQa0tOkf3pZ5pv7VqmE+c8Pte5IDNCQ1wwdBSHZ4ZM0uL4fz4dDofD4XBc6JxI5nrI2cr7Hi/I2r3Q5cuPLrDYT/GlIDOGXQtdDiz3eXS2y1QtZLIW4UeCkbKh2c+IM02t5HNl4HPtphF6qWahm9BOczwpWd8oM1nzAbEyxiQ3LHQTlropuxZ6SCFY6mVkRhMohRQCbe1xy98MhammK41zAASexFrIdRE5KwFSFaIHwhTXi5JFv5CxFmktmTHEaVaoF1pLNVJkusiWBp7A2EIp0VrLQjtmpyf55N17efRgg5FKwCWTVTaOlC6owMgFQ0dR8hUdWwbAxq5MzuFwOByOpyonkrkGzkred6gc1+yl5NrQT3Oqkc9SN+XLj80z102YrkVYC70sZ6mXsb8ZA5DkGl8V5XmBVIxXBAdbfR6f7XLjllGEsFy7sUYvrZBpg68kZV/w4EyHjaNlrLVYa2n1Mx480Ga+ndBJcjxZTGZbcY4SGk9JfCXJjTlh0DPc7nNIRtnx9MKTUA4lWOgkBq1BCoGQkBkIPUHoS7SFJNOD1wQms7Rig2DQe2YFuTEoKQb9RQZtxYqgyLp64Tv06FyX2ccX8JTk6vU1rlzXuGBEFFwwdBRSClKvCIZE0l7j0TgcDofD4ThbhBDHlbmOs0PyvtdsqJ2W/9ARynG5Yc9in8fnikDmkdkOi92sKHFTkuV+OvBZUXRTTTlQxJlh71KfRskn1ZZOXAgf5NoQ55on5rvsXuixaazEZDWi1U/5ymNt0jynm+UcWO4xVg6Z7cTMtGLyXFOPfOJMM1KRA1NVjRSayJcrZf5KMDSMwQ5kk4dYOZBVdqmipx0SSLNCVENJQegJstxiBvVxpUARBR6duJB9z+2h1xDFdWVskV0VANaSabEShFsL1VASeIq9SzHTdcumkRLL/YzlXsajs60nrea4Wrhg6Djkfh2MC4YcDofD4XiqM1WPjpC5nu8mBEqyY7LGukbIffvbp/QfOp5yXOAJvvr4Ep974CDaQiAFQsByPyX0FPXIY6GbkuSafpaDFbTinJ0LXXJtkVJQCRSeFCwOJLJbcUbgSSJf4UvJRDVgqh4yu5zyndYyC72M5W5KNfColbxC9lgWhquVyKeTJOQWhsoJgqInREmJlZY0t0dkgc6wVcpxEaEH5r4WBl5Vg34yU6jH5cYWPlVKEHoe3TTHIJCqUCaMAkmaFz9LUbxPCIsnBdZaEEVmafdCDykF0/WIKPAYEYJuqrmqFjHfSc5azXE1ccHQcdB+FRKQeQ+MBuk6hxwOh8PheKoyVY+4pRYekQFKc82/PTx/Sv+hEynHrW+UueUKxecfnmfPQhcpi0leJfAByxPzXWaaMb0kJzeWkq8o+ZIsLwKhkifJtCHJ4aGDbcarAdO1iFKoaPUzlvopgmLlPtYGKQSNksfMch8lIAoVkkLWuCjdy5By0AivBIEnSHPL8H+5tq4czrGCtoW3kJQDg1VjQcJIySczEOcGtKEaefQzUygRiuIa8pWk5MlCfIFCvh0g8iD0FP3cUA4k07WQA62EqWpIqIr7JlCSdpyRG3vWao6rzZl1DD5NMEH10BMnr+1wOBwOx1MeIQSjlYB1jYiRss99+9srAU4l9FBSFP5D4xWa/ZR797VWeoROJM89Ug55/iVjTNcjdkzWqIUeudH0skLeOvAEkV8obSWZJtUWz5N4ArS1pNoekb3xPcFSN8WYYoV9vpuw1Esw2jBSDlCD7FMnyWn2EtpJznI3JVAwVQvZ1Igo+RLfU1RCRSWQKAFJbouMkcNxGMYWWSDsoOxtEC1vGSsTKEGcGTpJTpppksyQ5BZtoRwqIt8vspuhjyeL/iEpJRZL5AsaJZ+FXkY66Gd7dL5LN8kLY2FVGABHviLV5ozVHFcblxk6DkEYEbd8IpFB0obS6FoPyeFwOBwOxyqx3MvYu9SlEngs9zN8KamECiHEMf5Dp5LnHq+EjFUDyoHHYjdhoZMxVvHJ8kJxK8ktShTS1r0kLwQUPEluLIESSFk8di30kFhibTCmyB6VfcVCN2XreJVUG5q9DGst2lqSzGCtoJtm+EoRKrkyTimh3dcwkE12OI6HpgjEK6FHOVCFwmFu8STUQ49OktPpawbxEoGEsXLAeCUk0xohPOqlQma77CuqoY+Q0OxnpNoyVg4IB4p1S92MTHephB7bJypUQkUvPaTmOFx4WAtjVhcMHYeSX8hrRwyCIYfD4XA4HOedczVB2rfc5/4DLSQSbYuV6rFKwNaxMiPl4Aj/oVPJcye5YctYGSw8PtdlvBrQ6qUsdFPiTCMFrGuUaMUpuQZjiwbzyJeEyqOTZCwNVtB9Kcl0UdKWG0M30ZQCybpGxHLP0uxlGAtpbsl1oR5nraWPQSDwPcFYJSDyJcZYkrzYDkUGaqCj4HCskBnIrSHOi4BGScmjsz2qkaISKNqxRlhW1ONGSh6+EiR5US4XeoLJWsS1G+rctGWUBw92eGK+S5xpDJZODO0kpxxKFroJEsGW0cLCZqjmmOaaOx9cPmXv3rnCBUPHoRwUxquTogVOXtvhcDgcjvPOEeptqzhBmm3FfOOJRZZ7GVO1kJEwJNWGmVZMu59z7cY6vpIrK9ankuc+2I7ZNFqmFvncs69JN8np54Y01wgJdd+nHCqs9YuAR/n0Mo0nJJ4syueKkMWSGDMomSsa2rWFbmJ48EALi0Brg7UDc0wNyaABXgASS4Ckmxq6aU6j5LPUy5ACUp0XKnKHlUI5HEM6sUEJQzVU+NbSzwyloChj6ySaQBWiCJmGXYs9Sn4h/OFJSaIN16yvM1mLkErSyzTbJipoY5lrJ7TiHE8KWv2ciUpIveSRacvOhS6NcsC6RnhavXvnEhcMHYdy4NEZGK+6zJDD4XA4HOeX46m3rcYEaSiGkBnDZVM1Zlp96pFP5Eus9TjYSnhops1ELeCyqfpKJmooz/3EQpdq6CGFwFjLwWZMK84Ln59+zr6lHr4SrG9EpJkm04ZcGxY7KZ4SGAu1yCPThlRrEm1IdOEfJAQoaVFSImGltM4CS30NDIOe4gd9+Oca/FvyJYEvaPYMyzbDWEM6aBbSTkLbcRKshX6qaZuidM6Tgn5mi8yor0hSXXhrZRZhNaPVkFroIaVg42iJeuTz+HyHXpJTCz0ExfV47YYG6xsRnVjTToqM6VIv5ar1Da7ZUDuid2+40FAJPbYFFXYudM+L2pwLho5DKVC0B8arTkDB4XA4HI7zx4nU21ZjgjQUQ5iuRYxXDO04Z9di4RvUzzS9NOex+Q7P3DTCiy+bXDn+VD3i2o11PnvfDN/d2yTJNdhiArltosL6RsR8u4WxMNtNWehmRSBkLGluiv0ReEpwsBUTSEmam6KnB1b+tZbCcFUqlDKYo6SwV+KZQvjrmNdacU6ki/6LXpJDoUdXmGOaIwMoh+No7OCCshbm2glCFvLYFV/hCYEUObkpFOY2j5bZMVnGWKhHPuPVgMlqyBPzPQ62Y8qBx/qRMlvHSzRKAZYiU7TUy3jVtevYNlE5qTjJ0b1751JtzgVDx6EcKJcZcjgcDodjDTiXE6TDxRCU9Ng6XmLPUo/FXkqoJCVfFbLBgeLefS0mqiFT9WilZK8SKF5wyThCwAMHWuxd6tPspXxj5zL372/SSnL6iUZbi0AM/FfsYU6ngl6S09QgBjLG2rdgBdqawuPFgqYQVxDWkhuOUIIzK0c6NiASWOJco3WRCQpEkXGy1vUKOU6O4dA1okThM1TyJKFSheGqhcBTKCspBR7tOKMda7ZNVNkyXqYd57zq2nUICY/Odtk+UaYaeYOeNcBCN8m5al2dbRPFIsepxEkO7907l5yVtPYHP/hBtm/fThRF3HjjjXzxi1884b5/+7d/y8tf/nImJyep1+s8//nP57Of/ewx+33iE5/g6quvJgxDrr76av7u7/7ubIa2KgwFFACXGXI4HA6H4zxyOhOks5XjPVwMwWJZ6uWMlX2etWWEq9YXk7TtE1Wu29hYkdc2xqxkqrZPVJmqR5R8j9zCSMXnoYMd7j/QpJfl+FIQ+R7aWFpxRjvJkRKElFhACYGnJAgIPUHJK/oucmNQAgJPUo98AglaF7IH3nFmapIiE3T4N2CAWEOSHyqvS22RDUqMq5BznB6SQ0Ib2tiVYD7VGm0MnpSEvmS5nyEEbB0vUfI9Um3IDDzvknE2jZaY7yT0Eo02lm6Sr/QIXbuxvrLIcfj9eDzi7JDa3Ln+zGfExz/+cd761rfyjne8g7vuuosXv/jF3Hrrrezevfu4+3/hC1/g5S9/OZ/+9Kf51re+xS233MIP/uAPctddd63s8+///u+87nWv441vfCPf+c53eOMb38iP/diP8bWvfe3sP9mT4MgyOZcZcjgcDofjfHEuJ0hDMYTZdkwnzlnoJoyUA0p+IS0c54bxakA19FYyULsWekdkqqy17F3u8sjBFvfta7HUS1jsJCx2MjpJjsZSCQpxBCUsvVQTZ0XvTj/TJLkZeLIIjChkh42FOC9MMLUp/IiSgcT28b6G0w0DLYdKnxyOUzHMw+a2EPDo54ZmvzBINbbY7ntFxjL0FJdO1WiUgiPuyal6xM1XTLJjskYrzti73KMVZ+yYrHHz5Uf2+h1+P1p7ZLhurWW2HbNxpMxI2T+3n9seffZT8NznPpdnPetZfOhDH1rZdtVVV/HDP/zD3H777ad1jGuuuYbXve51/PZv/zYAr3vd62i1WvzTP/3Tyj7f933fx+joKB/72MdO65itVotGo0Gz2aRer5/BJzqWP/rC4yT//E5+0fskPOfn4VW//6SO53A4HBczq/n392LCfS9nh7WWOx+cK9Tbxo9Vb9u50GXHZI1brpw8q6bqoTjD3qU+e5a6TNcicmNpxhkV3+PajXVGygHaWPYu93j2tjG+sXORTSNl2nHGAwda3L1nmf3LPXIDlVChjWWpm5EbQzlQGAu9OMcKkEKsmKv6SqCkwFqDRlDxPaqhoh1nxJkmPirwKUSxHY7zw7Fll8Uj8ouMZi3y2TZWpp8b6pHHq5+5kWroHfeePF1Z/BOJpcy2Yxrl4JgA6kw43b/BZ7SskqYp3/rWt3jFK15xxPZXvOIVfOUrXzmtYxhjaLfbjI2NrWz793//92OO+cpXvvKkx0yShFardcRjtahFHk1bKZ7Ey6t2XIfD4XA4HCdnqN7WKAXsXChc609WanOmDFeuL52qkGnLwVZMP9OsG4gkjJSLPqThanct9PCl4In5Dl97YoF797eQGEbLAbkx9BJNN8kx1mBsIZhgbWHMYixgLb4q1LkCT1INFdaCNRZrDbm1WAqz16MnZasZCDnvVcepMBTXiScK+fbhNaNEkfWJlKDZzzDGsn2yghCc8J4UQjBaCVjXiBitBCe8X88kk3SuOCMBhfn5ebTWTE9PH7F9enqamZmZ0zrGH/zBH9DtdvmxH/uxlW0zMzNnfMzbb7+dd73rXWcw+tOnGnksUy2e9BbPyTkcDofD4XAcn+EEaegzNN9NCJRkx2RtVYwYp+oRP3D9erCCR+ZaXDJRpRp6R6xqDw0hS75kvpPwpUcXSHJNJ85RUmBMYY6aZBlQSG0HSmIGSm9D4QIhiidDuWIDGCExxtDLDL0sIR9khKQoJqLpkyxtG/YUHR5MuQyT43SwFNesFOB7hSmroSjz7AiB8hRT9YCRUkA7zlflnpyqR9xSC8+JwfLpcFZqckcPrtDHP/WAP/axj/HOd76TT37yk0xNTT2pY7797W/nbW9728rzVqvF5s2bT2f4p6QaeizbQTDUd8GQw+FwOBznm3M9QZJS8rwdY8S5Zr6TIIU4pkRnXSPkC48sEOe2CDAGXiwW8L3ClDLJBVmm0bbwCfKUpBp55NqgrUXbYk5jB8PuJRprTNGkbi36MHEDs0peQK5NyPFkyA14EgSCkl+UdoZKUg59No+WuHyqxvdcOcmm0cpKP89SN31S9+kwk7QWnFEwNDExgVLqmIzN7OzsMZmdo/n4xz/Oz/zMz/DXf/3XvOxlLzvitXXr1p3xMcMwJAzDMxn+aVOLPJZWgqGlc3IOh8PhcDgcJ+dcT5BOloE63BDy0skKM8t9di92MdbiK4HWlkroUQks8x2N1gJtLMIaWr0MY6EcSIwVZFlRQtdO8hXBBDhMcdvhuICwFBkhjUXKwqvKCkvJGnwpeGy+w+cemOUNz9nCXLtQW9y71KUZZ0gEm0crPPeSUaYbpbX+KKfFGQVDQRBw4403cscdd/Ca17xmZfsdd9zBq1/96hO+72Mf+xhvetOb+NjHPsb3f//3H/P685//fO644w5+5Vd+ZWXbP//zP/OCF7zgTIa3alRDnyVqxRNXJudwOBwOxwXF6TZnnw4nykAd7ndkjMVikVIyWQvJtCEKFFluSDILSDxpi6SOKOSya5FASkWc5lgj0BaS3J4w8XN087rDsdYoAUlm0IAShlwbPCWZqod8Z/cSaWYIfEkv1WAt3cTQz3K+u6/JXXuW+NGbNnH1hsZaf4xTcsZlcm9729t44xvfyE033cTzn/98PvKRj7B7927e/OY3A0X52r59+/izP/szoAiEfvInf5L3ve99PO95z1vJAJVKJRqN4gv65V/+ZV7ykpfwe7/3e7z61a/mk5/8JJ/73Of40pe+tFqf84yoRoeVycVNMBrk8f0OHA6Hw+FwnD+GBqj7lnuk2hAoycaR8pPqWzheBmrod5Rkhj1LPeY7KQea/cJTJTfEmaGT5Ay7c6w1RJ6iGvmUA0U302S5ITcWbc2g5EgSZ+a4QY8LhBwXGtkgchdA5AnKvqIb5+zNizLPA80YCwSewFeKSybKrKuXyLThiYUef/3Nvbz5pcEFnyE6Y5H+173udbz3ve/l3e9+N8985jP5whe+wKc//Wm2bt0KwIEDB47wHPrwhz9Mnuf8wi/8AuvXr195/PIv//LKPi94wQv4n//zf/Inf/InXH/99Xz0ox/l4x//OM997nNX4SOeOdXQo8lATQ5bBEQOh8PhWDP+/M//nBe+8IVs2LCBXbt2AfDe976XT37yk2s8Msf55GCzzz9+9wB371lGScHGkRL1yOexuTaff2iO2Va8aucKPUmSae7as8RMO2as7IO1LPcSlvsZM82YZj8nTg1CFGarQkoEMFEL2TxSwlrIjcVakJJCcY6zdLx3ONYICXhK4XsKYy2dOGOpl7LQTZlp9tm90OeJ+S5ffmyBe/cvoy1sHy9zoNnna08sHuMhdKFxVgIKt912G7fddttxX/voRz96xPPPf/7zp3XM1772tbz2ta89m+GsOtXQI8ejZUvURb8olSuPnfqNDofD4Vh1PvShD/Hbv/3bvPWtb+V3fud30LqQ3hoZGeG9733vScu0HRcPB5t9/urru3lopk295LHQTRivhGwdL7FtvMLOhS737mtxSy1cFZGFRskjyQ2z7YTNIxG7Oumg1K3IFulCPZvQK4KfNC+yP3Ges2uhj7WWdj/FAkoKsKAH6Z8Le2rocBxCAEJCnGtEbMl0cfVaa4mz4oIO/cIRqx3n3LuvTZwZdkxVsRYenmmzdGnKWPXc9PmvBm5x4jgoKSgHyinKORwOxwXA+9//fv7oj/6Id7zjHSh1qGT5pptu4p577lnDkTnOF7OtmE/fM8ODM22maiET1YiyrzjQ7HHP3hatOGOqFrFvucdyLzvt41prWeqmzDRjlrrpESvYzX5O6ClqoeLLTyzw6FyHLDekuSE/rHwozi2dJKde8vBU4U90sNVnrh2TmkKmWFtLnFtyA67o3vFUQFL0DEEh9GFt0e+WW4u2lsxYcmMHkvKK0PMo+R5JnvPwwQ7f3LnEwVafB2Za3Png6mZtV5uzygw9HahFHktxjS3MOREFh8PhWEOeeOIJbrjhhmO2h2FIt9tdgxE5zifWWu7d12Kxl9CIfKqhjxSC0FdMexEH2zG7FvpcvaFG2jUk+el135yq9yjJDZkuen7avaI3yBiLQKCERQ7MfLSBZj8j04ZOosm1Xen/kUA/P/K8mkM+QA7HhYgESj4YJFleZEGVLSS3fSURFIEQgKckUha+REYUctxZrlnuZWwcKTFS9nl0ts1iL+Wll09y2XT1vPkHnS4uGDoB1dCj2R/0DTl5bYfD4Vgztm/fzt13373Smzrkn/7pn7j66qvXaFSO88VQ1W19vcRiNyPVhmgoaiQEI6WAhW7CYjckUJLQO3XRy2wr5s6HZjnYjGmUfUZKAUrCo3Ntdi10efb2Mcq+ZK6d0Ek1oS9RRpCgEVKQaTNYKRdYY4hzS5LnDKrhVjhRWObEEhwXKkpAOVCEStBJNWogc6ikpBoqsNDspxgDvoJQCeJUDzy3Cr8tKUBbQ5rnpLnPcj/lkbkOuxa63HLFFNdtajxp4+TVxAVDJ6AaHSav7crkHA6HY834tV/7NX7hF36BOI6x1vL1r3+dj33sY9x+++388R//8VoPz3GOGaq6bWyUGKsEzLRiQk+urC77niSLU2aaCc/cPLJiAnki+W1rLV9+dJ5v7VrGk7Cv2ceTksiXWGPZ34x56GCLrWMlHp/rsNTLaMVZ4SFE4SUEFm0s1hRZoKJjovAPchkfx1OageiHrwQC0BZ8JahHHpVAsdhLyXRR/qmkwPcKo+JWnBXZIgtKQppbFro5Y1VDNYwoBR7tfsa9+5ssdFNuvmLyggmIXDB0AmrhYcarrkzO4XA41oyf/umfJs9zfv3Xf51er8cb3vAGNm7cyPve9z5e//rXr/XwHE+C0/ELCj1JoCRJbtg6Vqbdz5ntFCVzgZJ0koxWP+fq9T7XbqwjhDhpCdxyL+MLD89hrKVRi/A9SbOf8p09TQSWreNVJJJObJhtx3STHGMsWa6RQpBqiy7ioRWKlXAXCDkuFiyhEsjQQ0lByfeoRookN/hSEnqGRBcLAnmuV4yEBUWQBAJtDK1+QpKWyY2l5Cu6Mmd9I6LZT1dV7OTJ4oKhE1ANPRZtvXjSnVvbwTgcDsfTnJ/7uZ/j537u55ifn8cYw9TU1FoPyfEkOV2/oJGyz8aRMo/Ntdk2XuHajXV2LfZY7Ka0+hnNOOPKdTVuvXYdU/WIg80+n75nhsVewvp6iY2NEklueGyuzVw7ppdq2knO5ZNVpCq6d5r9nEAJhBD0shyBYl8zx1iQosgGxTmARQ7SQMPAxwLCRUGOiwQpwWhLN9XUSwGTtZCbL58kzgzf3LWIRLChEfL4Qp8k1/QGinK+hEyDUoLQU0RKEvqKnUtdEq3ZNFrCU5JAKaZqakXs5Gh/r7XAqcmdgGrkMctI8aQzu6ZjcTgcDkfBxMTEeQ+EPvjBD7J9+3aiKOLGG2/ki1/84nk9/8XIbCvm8w/N8dhcm3rks2mkfEK/ICEE126s0ygF7Fzo4ivJNevrXLO+znQj5HmXjPOG52xhulFakd/+6hMLHGwm3HegxX0HWmTasG28wkwr5v79TUZKPumgATzODO04oxr6lAOf5V5Ks5+xe7GHJwVKCqQATxUr30rA4W1JguJ5sPYL3A7Hk0YBnhJIKWhEkn6m+doTi3z18Xl2L/ZIc0MzzqlHPrXAQ4riHjCAkEUgNFLyEZ4oxEcG99Lde5sESlAJFZGvCkPj0xQ7Ode4zNAJqIYee2yjeNKZWdvBOBwOx9OY7du3n7SU4vHHHz9n5/74xz/OW9/6Vj74wQ/ywhe+kA9/+MPceuut3H///WzZsuWcnfdiZqgO1+ynbBuvrPxuK6HHtuD4fkFT9Yibr5g8JpN0w+axlUzSUH77oZk207WQauiTasNMK6bdz7l2Y52Rks8DccbG0QrNOCP0JNoUUsGeElhj6cYZSgi0NmxoRDwy1yW3MFLyibNiAlcERUVfhbUW4zJDjosEISE1ljjWPJ72GK9H+Eqyd7G474y2VCKPUiAx1halc4Ek15py4FMNPTJj0bnF8wSD5CudJGexWyw0+EqettjJ+cAFQydgpOzzbTtSPHGZIYfD4Vgz3vrWtx7xPMsy7rrrLj7zmc/wa7/2a+f03O95z3v4mZ/5GX72Z38WgPe+97189rOf5UMf+hC33377OT33xcpQHW6qFh0T5AohjvALOryEZqoecUstPKEowr37Wiz1Muolj2pUyG9HUhF6ktlOwq7FHlvHyggpGK14aGOZ7SREniwksFNNL9N4qli51tZikQRS4EuJrySelHiqkM9WsuiLMAaSzLp+IcdTnuJulBhjsBYyA70kZzTy8ARIT6KxpLmhHHoEyifTBiHAWsVkLWSsHDA38OzqpwZfCUbKAYEn0AZ2LfSoRYpLp+orYidrjQuGTsBIyWd2JRg6CMYUhZQOh8PhOK/88i//8nG3f+ADH+Cb3/zmOTtvmqZ861vf4jd+4zeO2P6KV7yCr3zlK8fsnyQJSZKsPG+1WudsbE9lhupwkX98+9HIV8x3k+OW0AghjttjMAyw1jVCFroJ2SBYinODNpbIkyx0UtbVQsYrIcbANRvq7F7qsdBNsQiW+kmRnRqvYgYqcfOtmEQbGpFHvRwgRdEwtDwIuvYu9uhmBkvRd3BhFP04HGeHBdLcwKAUVFvoZ4YDrQRPQj81ZNqSa4MV4EuJkpI4ywciCsWiwOaREnEesHuhT+ALRis+xhaS3Q/PtnneJeMrYicXAm52fwJGKwELDMrkTO68hhwOh+MC49Zbb+UTn/jEOTv+/Pw8Wmump6eP2D49Pc3MzLHl07fffjuNRmPlsXnz5nM2tqcyQ3W4ONPHfT3O9HFLaKy1LHVTZpoxS4OV5yHDAGusEjBeCTnQitm50OOR2TaPzBbeQbsXuzw23+VZW0aZbkQs91N2TFS4ccsoz9s+ymS1xEjkM1kNmW0nLLYT5jopvSTHAN1Ek2tNJ9FEgRyUAxWBkCcg8ApJYYfjqYymUIbTtuiPC1XR+9PNDL3UkGpLnBuSrPDaYlAqJ6Wgl2iWeyn9TBNnhul6yFQtYrGbYSmMikfLAc/eNnrByGqDywydkEbJJ8OjKeo0bKvoG6qMr/WwHA6HwzHgb/7mbxgbGzvn5zl69dJae9wVzbe//e287W1vW3nearVcQHQcjlCHCypHfJfWWmbbMTsma0eU0JxKeW5FfjszjJY9ljoJ7UQzXvUphR6dJGOunTJW8bly/SYmquERx6uXAl513TqavYy79yyx3M8w1nLFdIX9zYSDrZg0T/GkIPAkU7WQmWaMtYLQs0XGSIAwdsVzyOF4qjL0zPKUwFhLbuzK4oOlKJbqppp+pvFk4TcU+YLFXsZsOyHy+5R8RTnw8DxB2ffY2CizbbxCJVBsHCmv6ec7GhcMnYCRcpGGn2eEBq2iVG76mjUelcPhcDz9uOGGG46ZMM/MzDA3N8cHP/jBc3beiYkJlFLHZIFmZ2ePyRYBhGFIGIbnbDwXC0N1uPlOws6FLlO1iMgvjBtn2zGNcnBECc1Qea7ZT4/Y97G5NvOdhJuvmGSyFrJxpMyjc23a/ZyxashoBdpJRjvJ6CWGy6ZqhaJcM+Gq9XVuuXLyiP6jRsnjzofmaMUZ125s8Ohcl04/I5BJIaeNRZuiFG6+k9JJc0JPUA5C+pmm2c8L/yGH4yKgCHossSlK3+ygW8QaKCpcLVluSS2UA4k2MDbo4VvoJPRMjhCSscBny1iZ3Gju2dfkZVdNXTC9QkNcMHQCRkrFL+qgabBDAO2Dazsgh8PheJrywz/8w0c8l1IyOTnJzTffzJVXXnnOzhsEATfeeCN33HEHr3nNa1a233HHHbz61a8+Z+d9OnC0Otx8NyFQkh2TtSN8hk5bee7KycJ/aKHLI7Ntpmoh1dCjnfgsdTO2jHo8a+sogZIr4gxHT8iWexn7l/tsHa9QDhT9TPOZvcvsXY6x1uIpicQyXgnIckMrTrFSYQXkxqwoyrnMkONiITu6Cc4Mrm9LkQkVxbWeW0snyWmUAqZrAXaQTRop+1QCRTfVNCIPQSHMcKHhgqETMDrIDM2YRiG67uS1HQ6H47yT5znbtm3jla98JevWrTvv53/b297GG9/4Rm666Sae//zn85GPfITdu3fz5je/+byP5WLjZOpwQ85EeW6qHvHs7WM8ONOkE+ccbMUoJVnfiLhyusZIyacV58x3Eh440KKfafYv90lzQ24svhQcbCdsHxd87YkFvru3yb5mH4mlEvoEniTONWXfQwSWpV5KZiHLivcfbsLqcFyMDAP9REPkHdqWZhaloNXPSHPN+kaJJLd004zQlyz1UraOlblurEw3zS8Ys9UhLhg6AbXIQwg4aEeLDa39azsgh8PheBrieR5vectbeOCBB9bk/K973etYWFjg3e9+NwcOHODaa6/l05/+NFu3bl2T8VxsnEgdbsiZKs8FSpJpw77lmF6aI4SgG+d0k5xy4NHuZ8x3Eh452KEa+WwbK9FLDTPtmLl2n33LcTG5yw1pZsgyg5KCVpIhU4EvBXOdhHKomKj67F1K6GNRQiBw8tqOi5vhcsRQOXGY5bFA5El8JWgnOZUkZ101JPQFm0fL5MZw2XSVRilg73LvtMxWrbUnXShZTVwwdAKkFDRKPnuTyWLD8u61HZDD4XA8TXnuc5/LXXfdtWYByG233cZtt922Jud+unO48lwlPHbKEmcaXwr6ac69+5r8ywMH2bMY00016xsREsF8N2HXYz3qJY9a6IGw6MTQ7qc8PNNmshawdbxMySvz4IE23VRTCRSRL9F9i9YWX0q0KLJHqdZkPYMStpAgFhJtjCuPc1z0DEMYDei8uNo9Ab6ESugzqJ6j08+Zo/DzKgUKYxWBUidUijyaUwmmrDYuGDoJIyWfvfEwGNqztoNxOByOpym33XYbv/qrv8revXu58cYbqVQqR7x+/fXXr9HIHOeaUynPPTbXQQj44sNz3DfT4pGZDkoKRksecaYpBx4SQT/LWeqlCMBgsabwREHAYjdEG4PWlkBJtCqkgrUpjFWttWhr8YRADDJA3TTH2GKeMFULB+VBMYkzGnI8jZAUCwCeJ8lyjbZFoNTNcnpZjqfKLPVStk9UKQeSXYu9Y5Qij+Z0BFNWOyBywdBJGCkH7F2cKJ4s7y7ygReIQZTD4XBc7LzpTW/ive99L6973esA+KVf+qWV14QQKxLXWh/fr8bx1OdkynOPzXU40OyzYaSMpyRZbvElK43dSha9CgdafXqJRluLUgKjDUIIcmOQQtLsZzx0sIMSAl9J/JKgm2q6icZTkjQ3SFH8999gSQeBksAyXg2ZrIV0E41SghUVBYfjIkcAgQIhJMZaepnGGKiVPIyxZMbS7GeUOoqr1hWB0NFKkUdz2oIptXBVS+ZcMHQSRso+D9hBZihtF8ar5XPvaeFwOBwO+NM//VN+93d/lyeeeGKth+JYQ45RnuskZNrQTTSj5YBrNtRo9nMybfC8ogTnQCtBUfikdGKNxRB4ksyAVBJPFkaSmTHkqUFg0UDFVzTKPmOBIsljJioh7SSjm+RF/1JeTPikgMBX1EKP5X6RdbIIPCz5Wn9hDsd5QABKSSqBRzfJSLXFV6JYKBACTwlCr/ApOtCMueWKKa7b1DhpVudwwRSATpyTGYMvJZVQHSGYspoCDC4YOglj5YCEgF4wTjldKLJDLhhyOByO88LQ5M+JFTiGynOPHOxwz94mu5e67FvuUY187t3XZqLqE3pFFmepl5FkZhAMKbQ1YKGfGnwJvq/oZZpsYApkKKSxU23RuaEc+kyVfOZkSj8vso5SgjTgKYnwBEqARbDUS0kzTT8z5Nq4QMjxtEAJCJTAGIvBYKwgULBxrMxkNSTODfXIoxYWogcj5YBnbmkghWSmGZ9QEGEomJJkhkfnOix2U3Jt8JRkrBKweaRcvH4aAgxngguGTsJErTDPW/TXHQqGNjxzbQflcDgcTyPOlXqQ48lxPpWehsy1E+7es0yznzJWDqiFPvXI40CzR7PnUY88mv2MpV5K6El6mWGhD0lmEILCENWCpyxmUM42rH6Xg14gbS39LGPPco6ShVRwkhssRT9RPfLRVgCa3AgWugndJCfNDzWXOxwXM76ESqCQUpJpDcbiKUEt8llfL9HPNJGvWN8oM1JS7F7q8/DBFp/6zgGEgMzYEwoihJ4kyTSPHuyQW0sj8gkin1QbZlox8+2EzWOlUwownCkuGDoJk9UiGJqVU2ziPljetcYjcjgcjqcXl19++Skn2YuLi+dpNA44/0pPcGwvQTfRBL5ECMF0LeJgO0ZriFNDlluSLCfNddFTZkHYorTNAL1MIwUICbkBKwBEMRHThsVORimQBLKYmCEgUop6yUMJQSfJUEpyyVhEM9H0Uo1xOnKOpwGeKNSWq5FH4CnAJ1SCA60EXwnmOwlCQBmPx+c7aGPpJzkL3ZReqrl6fZ1LJ2uEvjyuIEKj5JHkhtl2wpXTVYQsgp5IKkIlePBgh6l6SKO0uuGLC4ZOwkStqEfcxXqeBTD/yJqOx+FwOJ5uvOtd76LRaKz1MBwD1kLpCY41X62EirFKwEwrJqyGNCKfe/c38T1BKZAs9TKsEIS+xFpDpi1KgDaQA6GCUBV9DYU4giXPDUoAQrBppEwnyelmmsiThL6iHWcYW0wE4yznicU+gRJIJ6rteBowXJIyxmIRBJ7EWhir+BgEQhQZo0Y5QBvLwVZMJ8noZ4ZQSTaNlljqZ9x/oMW1G+tsGz9WEKHZzwk9xVQtZLaTMFIK8D1JlhuW+ylT9ZDQUzT7uesZOl9MVos/6A/l64sN8w+v4WgcDofj6cfrX/96pqam1noYDtZO6QmONV8VQrB1rEy7nzPbSfCloJPk5LnBWEs99KiWfCJPkRnDbLtPP7V4aiirDRqBkgJ/4H8ihERKgSdgtOyjZDHB68Q57Tgn0xZPMniPpJdqcl00jDscFzsC8JVAqcJ8WAqoRD4vvmyS7+5vsX+pj6+KTE6zn5Fpi+9J2ommESkqoUfkKWY7CbsWe1y/sXGMIEKSG0JfcsOWEfYuxSx0E/Ikw5OS9Y0ym0Yj2gMxk9XEBUMnYZgZ+k4yXWyYe2gNR+NwOBxPL1y/0IXF0dmZwxFCnDOlJzi++erIQKZ350KX7+5dZraVkOqiNE5JiaDI/AghKfke/TQDit6g3IKyBmkUsdZFQCMgTgwIuO9Ai0BJklzTS3TRD2TBGstSN0FKSaAEUeDRTZJV/awOx4WIEFCPfF506TjXbGxwoJlw7cY6L9wxzt7lR9Gm8OJa6qUs9bLi/vA8+n6h5FgcQ9CIPA4s9xmvBNQinzQ/JIgwvM9DT3HdpjrdRJNpg68KNbleolf6FFcTFwydhGHP0F29SWwkEP1F6M5DZWKNR+ZwOBwXP0M1OceFwdHZmaOJfMV8N1n1VVs4uflqN845sByvjEFJQZwaWnHGUj8l1xatNaGSVCOFJwVL3QwpLBqLNoVwAsX/8aWgl2paeY7mqAI4C8JYBJpAgTZFYOVwXGxIDomCCIqeO4uhEno8dLDDZC3kOdtGya1gohYgRJERGin59FJNveQRZ4ZK4BH6CmOgl+bMtGJmmjGJNoSeIvIkrX7GukZ0zH1eDQ+FKdZaZtvxKU1bzwYXDJ2E0XJQ/FE1Iaa+CdXaU2SHXDDkcDgc5xxjnD7XhcTxsjOHE2d6sKq7uqu2UKwoX7Ohxq6FLt/Zu0SgFGlu2LnQYfdin3KoWNeI2L3YRwpIhKGX5mS5QQpB4EsUglY/RwhBmhtyC0JYAgXYwsRXStDWkp/Ex3cgSkesIdbuGnVcfAzvYCWKQMiTEHiK5V7Op+6dIfIltdBn92KPW69dR6AU1hbqi4vdIjOU5IaNoxHlQNGKc+JMM9tK6CQpJU8yUQlY7GUoAXftXmKk7DNVj05osjzbjk9p2nq2uGDoJEgpGK8EzLYTeo1LqbX2wNwDsO2Faz00h8PhcDjOKyfLzpzLVVsohBvu299m53yHrz6xyGI3IcstUkAUKK5aX2fLaJlmP6fZK8rWtDZYCxpLnBbRja8kWEPgQ54WctupLoIiC0U/0aqP3uF4amEoAqLQkzTKHlbbgYAITFYDtoyV6WeaBw602DnXYd1ICW0sGxsRk7WQfUs9lvsZeW7wPY/RsmTPUo8003hSUok82knOaCngmg11lvvpSr/hMSbL3YRASXZM1s6ZYqULhk7BRDVktp2wWL2CGnfC/rvXekgOh8PhcJx3hBBrsmo7VLC7e88S39i5SDfOUULQMxprLUluuHdfk0wbtk+UeWAmZ66TYIVESlPIZw/8hIQpDFi1PVT+Zm3xcEGQw3F4JkhSDTykEDRTTWYF1UgxXS8ReB6B51ELPL6zt0k70WwbL3H/TIfQE1iK7rxdi302j5W5ccsoX9+5QJwbQh+qoc/6RomtY2VGygGBJ4/oNxyaLJ8vLzMXDJ2CyVoIB2BP+Uq2Auy/a62H5HA4HA7HmnAuVm1PZOBqrWWpm/KFh+e4Z88S3965SKuf0ygpWrFeiWIM0M80j891uXRKMFLymfMVWW7I8kI5TgoIVPFzbot/h8GQC4IcjkNYCgl6EES+pNnP6WeawBOMlAIqwaGewdwWyorLvZRsNGKyFhBnhSCCkIJyUYNKL9PUIp8r1zXYMBIxXgmphGoluDlev6EQYtWFWE6EC4ZOwYaR4g/7/eJSXgQw+wCkPQjKazouh8PhcDjWgtVctT2Rgeu6RshMM+Hbu5f4ymPzzLX6zLVTgkDSa2q00WgDFoGxFpNbOnHOwVZMllsEAgkoJfCwFFMygcEeEQg5HI5jMUCWa9rxocWCauAx3YhItUUaQ+AJtDFkxpAby0gpYOt4hX5WGBFji9I63xO8+NJxxio+07WIanRsGe257Dc8HVwwdAo2jpQAeLhXg+o0dA7CzHdhy/PWeGQOh8PhcKwNq7FqeyID17v3LHHgnj6NcsBcOyFOc7SxGCxZZrDWFiaPDBQHLQhr6Wea2VZMJ84xHCqNg8GEzhYeQ8NA6HC1LIfDcSQG8D1Fw/dI8z6hr2j2UxZ7CUoIqqGHryRpbvCVoOQreqlmtp3QiTO0tWS5wVD0Hl02VeexuTaV0Duv/Yanw9qEYE8hNo4WwdC+5Rg23lhs3PO1NRyRw+FwOBxPbY42cK2EHmpQVmMtLPYyZpp9rLXUSj66sAHCWDvoAbIIURigIiDTlkxbFns5yaBHKAokSgqMgdRArjlCBtsFQg7HsSig4gsiX7B1tMQNW+qUfcFSN6XVS+knhk6smWnGzDR79NNCIlsJ2LXQZbmXEvqKWuhhrCXThrv2NlnXCGmUAnYudOkmObkxzLZj7tnXwleSazbU1sxbzgVDp2DjSFEOt2+5D9teXGx8/N/WcEQOh8PhcDy1OZGBazfRLPZSxqsBB9sJ9ZJPKShktKUQZLoQPzAWclN4BOUGNEVws9IHZEHnZsVMFVzw43CcCkkhnmCsxVrJnuWYzz+0QGYFxkIzzsmNRglLP8vZv5xgMJR8yTd2LbN3qU+oBFhoxRmlwGP7eIU41cw0E156+QQ7JmvsW+7z+Yfm+MpjC8y2+/TSnPv2t5ltxWvyuV2Z3CkYZoYONPuY7S8tosddX4E8AS9c07E5HA6Hw3GhciJhBDixgWtmDLkuHOszbZBSUAv9lUBHisMEEI5q/Dm87M0CfT2UB4ZskBUSuH4hh+NEGCAxIA34ypBkOam2VCKfoCTpJBntWNMlJzdF4FQv+YxXAuY6Kb1U8+icZqIaMl4NCX3J5rEKW8bL7FvuccOWkRW/sMlawPUbG4xVApLc8Nhcm/lOws1XTJ4T+eyT4YKhUzBdC1FSkGnLXOkSpitT0J2FPV+H7S9e6+E5HA6Hw3HBcSJhhKHi3IkMXH1ZlLa14wxjLMvdhLl2QqQkEkjQ2NxytCeqLweqcfaoDBEQ5yvJIcTg4bJEDsexDBcUDJBru/JzxVeEvmRkoOTYjnMUBolkOc7pHmyRaoEUIERhsJpqzXSjxGjZo+R7LHRT4kzzwIE2uTFcv3FkZXHEU5JtQYWdC90Vv6HzWTLnyuROgack6wYR6t7lGHbcUrzw8GfWcFQOh8PhcFyYDIURHptrU498No2UqUc+j821+fxDc8y24hUD19l2XIggDMi0odXPuWdvi/lOwpcenef+/S16uSbTBl9JyqHEF+AV7UKFapwUDLQUOHoKZTkyY+QCIYfjWIr7qOgZAvCkIMs1aW6Y68S04pzZdoqxxX3qCYnWhjw3g9LVomzVAt0kp59qJIJdC31m2/2VxY/jlcdCIcoyVYtW/IbO92d3nIJhqdzepR5c9UPFxvv+Doz7k+pwOBwOx5ATCSNUQo9t4xWaA6d5gGs31o9oqF7spHx79xKz7ZgsL8rlrLXkxiIoVqnTwWTLU5LQL6YwdnDe4c/D7M+Qw392JXIOx/E55C80vGcsqQEpBGluWO4m9FJNrjVmcL+lxuJJgScEgRL4nqTkK6JAIYUg8ASdJOWefW02jJSIfHXc8tghw9cP9xs6H7hg6DS4ZKICwGNzXbj0ZRDUoLUP9n59jUfmcDgcDseFw4mEEeDYld+hgeuOyRrNfsq39yyy2E2YrBX9BuPVgPFKhK8EWguUAGsN2kDgFROnYQ+QtjCcXx1eJgcuAHI4TsYwuzrEHvaCJwQlXwKCOC8WJvpZIWbST/OBaqNCSoGUAk9AkmuUBItlrhXTSzVZrtk8Wiby1UqG6Hisld+QC4ZOgx2TVQAem+uAH8GV31+8cNefr+GoHA6Hw+G4sDiRMMKQo1d+p+oRt1w5yYsvm2TzWIVnbxsj8hWlQDJdKzFe9WmUApQqSnMERVAkpURiiTxBMCiXM8ZNahyOM8ETEHmCekkxjD8MhVCJscUChi8lgSeKDKwxxGlevA6EShF6itzYQY+RINeWTEOcG3qZYbIWsXWiTL3kn7A8Fg75DW0cKZ93vyH3d+M02DE1yAzNdooNN72p+Peev4He4hqNyuFwOByOC4vDhRGOx/FWfoUQlAKPyJdUI59WP2e5n7Kv2WfnQo9WnJHmw4yQRAjQxtLPLZ5XlMtZO1CZO18f1OF4ihMIKAeKyXrI+kaJSqgQg168yJd4qjA2zkzRE+RLUEriKclIOaAWeghhi8yPtoX3F5bQl1QDhRKC9Y2Qy6erjFdCQk8ihDimPFYbSzfJ2bnQpVEOuHZj/bz7DZ1VMPTBD36Q7du3E0URN954I1/84hdPuO+BAwd4wxvewBVXXIGUkre+9a3H7JNlGe9+97vZsWMHURTxjGc8g8985sIRKBhmhp6Y7xaeBZufA+uuhzyGb/73NR6dw+FwOBwXBme78jsMopZ7GYvdpAiIehlxpgf9QxZjQFuLEEXw40nwlcSTha+JK4dzOE6fRsUn8ARppmn1M3JTZFhrkST0ioxPMAhgsJbIKxYxapFP5CvKviyyP0lOposSutxY6pFPOVBIIQk8RSfJj7jnDy+PbcUZe5eLBY8dkzVuvvz8y2rDWQRDH//4x3nrW9/KO97xDu666y5e/OIXc+utt7J79+7j7p8kCZOTk7zjHe/gGc94xnH3+a3f+i0+/OEP8/73v5/777+fN7/5zbzmNa/hrrvuOtPhnRM2jZYJlCTJDfuX+yAEvOD/KF788vtddsjhcDgcDjjpyu8TC118JZmqhyz3siOCpZGyz4aREo/Pt9HWkmSaTpKjDaSDrm4DJKlBCkMlkEghGKsElCNF4AmKzgaHw3EqJAMpeiHwlMIKiDxJFCgQRVZofT1i/UiJsWrAdC2iEnoIoFHyVwKhoZBC4MkicAJ6iSbODeMVn26qCTx1TLZnWB77A9dv4Puv28APXL+BW65cm0Bo+H2cEe95z3v4mZ/5GX72Z3+Wq666ive+971s3ryZD33oQ8fdf9u2bbzvfe/jJ3/yJ2k0Gsfd58///M/5zd/8TV71qldxySWX8Ja3vIVXvvKV/MEf/MGZDu+coKRg+0BE4ZHZdrHx2v8Npq6BpAlfvDDG6XA4HA7HWnO8ld99y326SU4vzfnaEwt86rv7ufPBuRXHeSEE5UCxa77HQjshzjRJZuhnGmtByiLQySzEmcGThWpVL8lZ7uYkA08Ulx1yOE6OoJDQ1toUAZEErS25MdRCj1BJjDYs9FKy3DBaCvA9QTvRlAMPJWHPUp9mrBFi6C0Eoa8KURMhiHzFprES6+oRz942etwgRwjBaCVgXSNitBKc99K4wzkj09U0TfnWt77Fb/zGbxyx/RWveAVf+cpXznoQSZIQRUd+UaVSiS996UsnfU+SJCvPW63WWZ//dLhqfY2HDra5d1+L77lyGqSCl78L/vK18NUPwXWvhQ03nNMxOBwOh8PxVGCqHnFLLVxRl/vGE0soCbXIRwqBsZZHD3OcBwrJbSEoh95AZCHFGMgBqQ+pXqUamv2cwJf00pw0t1gXBTkcp4WvIBiov9Ujn16SMd/NCv+g3BD6RYmc70m0tfTSnNlWgieLTGwrzsiMwZeFiH296mGAsVLA5rEy1UiRa7hmQ53QU2wcKR9xfmsty72MJDeEnmSk7K9pIARnGAzNz8+jtWZ6evqI7dPT08zMzJz1IF75ylfynve8h5e85CXs2LGDf/mXf+GTn/wkWh+/ARPg9ttv513vetdZn/NMuXZjg7+/ez/37Gse2njZy4sM0b2fgL+/DX72XyAon/ggDofD4XA8TRBCMFL2uWt3ynI/wxjL7sU+uSkyO6Mln/lOigR8T9BNc9Y3IjKtybVHkluyPCfXFk2x+qx1Ud7TTTWxLrJGAljR2HY4HCelHHhYa9EGFroJcWZRogiSwsFrvTSnoQJ8JUmzwux4tBKQaAMIqqGPJ2Cxl7HUy4l8wbLIYanHltEKSkEr1jxzc+2I/sDZVsy9+1rsW+6RakOgJBtHyly7sb5mJXJwlgIKR0dw1tonFdW9733v47LLLuPKK68kCAJ+8Rd/kZ/+6Z9GqeNLcwK8/e1vp9lsrjz27Nlz1uc/Ha7fNALAPXubR75w63+ByiTM3g//8Mu45SmHw+FwOAqWexkPzrSYbcXMtPqUfcV4JcRawzd2LfLVx+b562/v4VPf2c9CO0EKSz/R9FJNyZeUAw+hJNpAftj6qKV4bgzYgQywk8d1OI7FE0f20mljGS37KyqMnoJa5BF4HqFSlH2FJwWZMdQjhUVQDT1CX6KEoBIolBQYCtntTGuy3FINFHlu2Nvs8cR8D1+JI3qFZlsxn39ojsfm2tQjn00jZeqRz2NzbT7/0KGS2bXgjP52TExMoJQ6Jgs0Ozt7TLboTJicnOTv//7v6Xa77Nq1iwcffJBqtcr27dtP+J4wDKnX60c8ziXXbKgjBMy0Ymbbh/3CKuPw2j8BoeCe/x984f85p+NwOBwOh+OpQpxpdi/2SLVmuhYReJIDzR537W5yYDlhsZOwZ6HH4/M9vr17iUcPdumkOc1+IbAQ+gpj7UrS5/B/LYWogjaHfnY4HEeiLajDoiEpoJdqunEhbmJs4QnkSRgte5QCj8BTJJmh1c/xFdRCD2MEqbb4ShCookTVUmSNPE9gscTaoHURbG1oREzWQqBImty7r0Wzn7JtvEIl9FBSUAk9to1XaPZT7t3XOkaB8nxxRsFQEATceOON3HHHHUdsv+OOO3jBC17wpAcTRREbN24kz3M+8YlP8OpXv/pJH3O1qIQelw4ktu/avXzki9tfDLf+XvHznf83/PsHzu/gHA6Hw+G4AIkHqnCVwKObah480OSrjy2yf7lPlucYoJfltJOc3FgCXzJRDVECmnFOJ87RuS36hYoWBZcBcjjOkHwQY0gBubH00kIJTooiUNHaghAoKalHXpE58iS+EggJiTZ005zFbspCLwOKDFNmwFeCeuhTi3wqgc8V62q87KppeplmebDvsHdwqhYdU0kmhGCqFrFvubey//nmjHqGAN72trfxxje+kZtuuonnP//5fOQjH2H37t28+c1vBorytX379vFnf/ZnK++5++67Aeh0OszNzXH33XcTBAFXX301AF/72tfYt28fz3zmM9m3bx/vfOc7Mcbw67/+66vwEVeP514yxiOzHf79sQVeec26I198zs8VEtuf/8/w2d+EPIEX/UpR5OxwOBwOx9OQyFdUQ8VCN2W5m/LEQpd2nOFLSaINvVgjEUxUJL0kJ1QCKQT1yGOxl9KNDcPquEIKeE0/jsPxlMNyaAHBk0Xw43uCJC+yQr4nkUCgJO04w5OSbprTTzUHtaFRClCeYHMtYN8yLPczlCyOGXhy5Z5Nc8P2yQrPv2SCesln73KPJC/ytUluSLUh8o/f/hL5ivlusrL/+eaMg6HXve51LCws8O53v5sDBw5w7bXX8ulPf5qtW7cChcnq0Z5DN9xwSGXtW9/6Fn/1V3/F1q1b2blzJwBxHPNbv/VbPP7441SrVV71qlfx53/+54yMjJz9JzsHvGDHBH/x1d38+2MLx9/hpb8OOimktv/lXdA+AN/3u4XynMPhcDgcTxOGilGtfsZEJeCJuS57lvr0M403cLFP0qLXQErLUj9HYFleSEAUkzNr4XAZJUsRELnOXIfj+AyDnsNDCgH4spC+DgbGqYGS5DolzjVVD0q+T5ZblvsZka9I8hyDpRpGbJsos285Zr6bs2k0IvALc2RjDeNlj9DzCEPFjokqN20dZbQS0E1yAlWcCw6ZKseZphIeG3rEmT5i//PNGQdDALfddhu33XbbcV/76Ec/esy2U9UAvvSlL+X+++8/m6GcV553yTgADx1sM9dOVmohVxACvve3oTxRZIe+/hFY2gU/8hEojZz/ATscDofDcZ45QjEqNxxsJRxoxSgBSkhya0hzQ2YGcwNTGDUqBf3UAhpPQW6O7QNygZDDcWKOvl8EhUpcLfKohj5JpvGUoBR67Cj7PDbXwWgQAZjBfZkbiycFo+WAG7aMsH6khBSCg+1kxWsIC0u9lDiH0arPNRvqXL2+zkg5wFrLbDtmx+QhJbmRss/GkTKPzbXZFlSOKJU73v7nm7MKhp6ujFUCrtlQ5779Le58aJYfu2nz8Xd8/m1QWwd//xZ45LPwkZvh9X8J09ec1/E6HA6Hw3E+GSpGNfspU7WIyFcsdtOBPK+gGiqSHJb7OdoalARPikFwVGR+Aln0EYQe9DPrAiCH4yzwJFQDRaYt5cCjFCiW+xlxbumnhkbZZ6ISIQQYa0lyg6cEU7WQy6Zq+EqybqSEEIIt4xWqoUcl8ugkmlxrlnoZI6WA9SMR16yvUwo8uknObDumUQ6OUJITolCWm+8k7FzorvxtiDN93P3P+3e1Jmd9CvN916zjvv0t/umeAycOhgCu/REYuwQ+/kZYegL++GXwg38I1//o+Rusw+FwOBynwWoYIR6tGDV8/2QtZKIWkGaGODf0M1P0KqiiJCZJDTkgBiVwGvAsIFwmyOE4GzwB9ZKPFJAZTZIbjM0HXl3FPa6NpeQrKqHiqvU17jvQZut4mRdfOoEQgm/uWloxYQ2UxPck121qEChFs58SZ4ZbLp9k73LMvuUeC72UQEl2TNaO6xs0VY+4+YrJlazxfDc56f7nExcMnSG3XreeP7jjYb706DzNfkajdJKU3oZnws//G/zNm+DxO+FvfxYe+1d41e9DWDtvY3Y4HA6H40SslhHiiRSjGiWfiWpIO84oaYu2FkuO0ZZ+pskH+w17G1JTKF45rQSH4/QJVHEP5QbqJY9KoOgmGiWgm+SUA49a6K1kh0bKkomaTzPOWehmbB0r8awtI9RLARbLeCXkQLPHtBeRaoOnJIFUVALFXNtw2VSNy9YVj9NdSJmqR9xSC5/0wstq4xQqz5BLp6pcMV0j05b/dfe+U7+hPAY/8Ql46W+AkPCdv4IPvwT233XuB+twOBwOx0lYTSPEEylGVSOPHZM1LILUWEq+RFhLZgxCFqvYksILJTus6cFlhRyOkzNQm0eJQpGt5CuUKFrYm/2MTBuUlGQGMm1IcoOSgtFKwEg5oBXn1EOf0ZLPs7aMEWcGay0CwdbxEpXAZ6bVZ66TMFoKAMvOhe4RZW1CFMdb14gYrQSnDGzOdP/zgQuGzoLXP6coj/vzr+46PYMoqeCWt8NP/SPUN8Hi4/DHL4cv/2Fhn+1wOBwOx3lmtY0QD1eMOhyB4OoNNbaMlvFlYdwopURJQdmXjJZ9SoFEO6U4h+O0WQmEZCGQ4EtRZFSlJNMWQWGQWg4VUaGpTZwZJqohz902ylQ94PLpOt971RTbpyrcsHWURilg50KXbpJTDX12TJWRUiEBz4N2krNjssbNl0+uaVnbauPK5M6CH3nWJn7/Mw/x8MHCc+gFl06c3hu3vgDe/EX4h1+CB/4B7viP8Mg/w6s/AKNbz+2gHQ6Hw+E4jNM1QlzqpgghTlnWcjLFqHrks3WiwmQt4Bs7FxHWAhZfSay1ZLk5RgnL4XAcYng32cP+VRJKvmKqGrDcz0AIRsqSSCnS3CClJFQSE1i0sRhbLHZIKdk2XmbreAlPSlpxxsaRElO18JienldeM83m0TL1kn/BlLWtNi4YOgsaJZ8fvWkTf/bvu3jPHQ/z/B3jp39hlMfgx/4cvvUn8Nl3wM4vwodeCLf+Ljzzx51Jq8PhcDjOC6djhLhzocudD87Ry/JT9hOdSjFq42iJq9ZNoaRk71KPR2fbtBNNs59h7LGTPYfjYkRwyAg19KGfHXpNcgJ5bFkIjmhjyIt1BIyFaqioBB79zOB7isnQJ1ASiyX0PcarAfXIpxVnaGvZNFLCWrhmQ4OpeggWdi50V2SthRAXZE/PucYFQ2fJL9xyKR//xh6+uWuJf31wlu+9avr03ywE3PQm2P7SQn57z9fgk78AD3wKfvB9UDuDYzkcDofDcRacyghxtt1n53wXgG3jlZXA5rG5NvOdhJuvOLZU5lSKUb6SbBwtsWEkIs0N39y9hCcgUAJjLbmhmOw5HBcpw8tbCsBKFGZlJUDAysLAMPwIPcF0PUIgaMYZctAfBJbNoxUskOSaRuSxfiRitpWyeazC9okS9VJAbiz9NOex2S6dNMNaUFLQS44vaz3s6Xk64YKhs2S6HvFTL9zGh//tcX77k/fxvEvGj/sfk5MyvgN++p/gK++HO38HHv4n+ODX4Af+X7jmh8/JuB0Oh8PhgJOXtRlruGdfm8CTXLWuhpRFi3El9NgWVNi50OXefS1uqYUIIY6R5r75igma/fyI1WWApW5K2ffYu9zjmvU17j/QwngSyOhlRR+Td1iKKMfhuPgIJVQjRTct+uuMZeW6F0DkS5SEPC9KSUNfgbWMV0Os1WwYqfBD16/jWVvH6KSaaqBolHzmOxmff3iW6XpINTykdjxaDqiEHg/NdNjf7DPXiRkpBReErPWFgAuGngS/9D2X8anvHGDfcp/b/+kB/u8fvu7MDyIVvOitcNnL4W9/Hg7eA3/9v8ODPwq3/n5RVudwOBwOxypzsrK2XQtdslxzw5bRlUDo8PcN+4mWe4Vi1Ymkudc1iknW4fLdi92UnfNdummGEqC1JbOCXBuEAF8JcmvR+nijdjie+nieIPA8eqlmUPWGtkW2VmEZLfv4UtCMc5Qs+vVKgaSkFFJ6PHvbKC+5YvqYIGa0EvDQwYhHZ7tsnyhTjTzEIMdUj3wmakUW6Nnbxoh89bQogTsdXDD0JKiEHr/7v13HG//71/mLr+7mxq2jvOaGTWd3sOlr4Of+Ff7t9+BL74F7/hoe/zy86v9xWSKHw+FwnBNOVNa2cbSMwTJ9ghXjyFfMdxP2Lfe5f3+hSHd4MHV4KR3AnQ/NcrAZ0yj7bBot40nBFx6eY76bYilWxb1i8ZvMWLRxvUOOixMBpLml1U8JPI+RsiTJC9lrTwnyvBAUqVdDrlxfZ6QS0EtyjLH0c8u1G+v82E2bjwmEhgsOe5d6PD7f4eGDLbaMVbh0qkLoKWbbMSPlgOddMv60zwQdjbCnq5l5gdNqtWg0GjSbTer1+nk99x/880O8/18fJfQkf/mzz+WmbU8ym7P3m0UP0dyDxfOrfhBe9Qeul8jhcFyQrOXf3wuZp9L3cnSZm7WWf7znAPXIP24JeDfJafZTRsoBB1sx28aPLLOztvAjuWSiSrOf8tUnlvAkaGtJM81CN8Naw8OzXdJMg7DEqSVxqnKOiwxB0R+kLSiKoN9ToKRiQ6NENfRItWGxm2KxWCsIPMFYKeAV165j20SFxW7KTDNhrOJz67XrmG6UjjjH0C9suCiRZIZH59rsWuzhK8nV6+tcua7+tCuJO92/wc5naBV468su53uunCLJDT/9J9/g3n3NJ3fATTfBz38BXvJrIL1ChvsDz4G7P1YsmzkcDofDsYocbYQ4WgnYOFJmth0f4zNkrS1WmUshzV52Umnuu/cs87kHZkmynErgESnFroUej8512LPYR1JkgHIN2rhAyHHxISimbgLwFUghEUIiEEjBoEyu6A3aPFbhuZeMcvX6BlvGK2hj2bfcRxvLMzeP8Krr1h8TCB3PL2ysGvDsbWN83zXr2D5RZtNImZuvmHhaBUJngguGVgElBR94w7N4zvYx2knOj//x1/jGzsUnd1AvhO/5Lfi5O2Hd9RAvw9+/Gf7yR6G5d1XG7XA4HA7H8Rj2Ex1uwqiNpZvkKw70l0yVSc2JpblDX7JrsUsryRirBrTijIdm2yz3M8bKPp6SGGvItSHTGuPW+hwXIWbwkAI8KbBA2fcoB4U5ai/L6SaGiVrIVevqrG+UCX3JpdNVXnXder7/ug38wPUbuOXK4xudnsgvTAhBLfK5dLJGM05p9p0cyYlwwdAqUQoU/+Onns2NW0dp9jN+4o+/xmfunXnyB15/fdFL9L2/DSqAR++ADzwPvvk/wLg1NIfD4XCcG4b9RDsma7TijL3LPVpxtuJAv6FRIteWmVafTpJjj+ryWeymNHsZWWZ58ECbu/cssWexR5xphBCEatAroQ25BuFmJI6LEDl4CCA3hbtKJZBM10vUIp9K4LFptMS1GxpUQo800/RTzZaxMtsmKivZ2hMJHZyOX1iqi54kx/Fxf3pWkWro8Rc/81xedtU0SW54y19+iw/c+egxJQZnjPLhxb8Kb/4SbHoOpG341K/An/0QzD+yOoN3OBwOh+MopuoRt1w5yQ9cv+GIFWqAu3Yvs2exxxcfmefrTyxwz96iVAeK0p3HZjt00xxtDLOthGYvI9eGdqzZt9hnoZuQG1YMJDOnHue4CBlmhrQFK2C6FjBVjwh9ia8Eka/YPFai5CviNOeJhR7rGyWeu33stJTeDvcLOx5xpgmUJPTclP9EuG9mlSkFiv/2E8/ix5+7BWvhv3z2Id78F9+iHWenfvOpmLwC3vQZeOXt4JVg5xfhQy+Az/8e5MmTP77D4XA4HEdxdD/RXDvh8w/N8fh8h8una2xolOimml0LHb6zp8mBZo8nFros9wuDR2Mt2hi0gciThAraScZSLxuoyAmnHOd4SiIAdZrK1JaiTO7W69bz1pdfwcuuWsczNo9w1fo61ggONPvsWe6zZbzMj9606ZjeoBMx9As7WX/fxpHyiteX41ictPY5wFOS33nNdVy7scF/+uR9fPa+gzw6+2X+6xuexVXrn6SikFTw/NvgilvhH38VHvsX+Px/LqS4f/C9sO1Fq/IZHA6Hw+E4mqObtYUQlAPFrsUeC52U/c0+3TRnvByw3E3pJDntJGc08siMJdWGbCCbnWqLEMWTodqWw/FUQQGBV3QsWMsR4h8eRRYIBhLxFsq+YPtklR2TNZ53yTg7JqsDKewuzThDErF5tBBQON1ACE7uFzbbjmmUC28h5yd0Ypy09jnmrt1LvOUvvs1MKybwJL/1/VfxxudtXZ2L0lq49xPwmbdDd7bY9syfgFf8X86s1eFwnDcu1L+/a83F+L0sdVM+9Z39KCXwlcRXkkqowEI30exb7nLf/jbrR0IONBMW2gnL/ZQ4M6SD3gY9aBrPNYepaYGw4CrlHBcqgiO9ryRFVshSlHnaw173ZHE9e14x1zMGqqFix1SV524f500vuoTRSnCMpP2TMUE93Nj4aPPjp6uK3On+DXaZoXPMDVtG+cdfehG/9jff5V8fnOW3P3kfX3h4nt9/7fWMVYInd3Ah4LrXwqXfC597F3zrT+Duv4CH/wle+Z/h+tcV+zgcDofDsQrsW+5x34EWQhTlb56UjFdCto6XqJd8+mmR/dk0UmGxk4GwTNUilrsp+5I+cWYQ1qKEJAgsxhTeQ9oekiB2bd6OCw0lwJeCRB+SCREUUywlBNZacnNINS5QAmNBimLRAGsJPIU18Ph8l33L/RVRhNEnOxccMFWPuKUWrlpw9XTC9QydB8arIf/9f7+J//SDVxMoyeceOMit7/sCX350fnVOUBotSuTe9FmYvAp6C/B3P18ILCw8tjrncDgcDsfTmtlWzDeeWGKpl+JLwXglpOwrDjR73LO3xf7lmJl2zGjJZ6TsUw4Vc62MuXZCrA0KiScLdavQE1gryI1FiiLDlFtc75DjgkRbSAfa78PQwgJSwkjZQ8lCDbFRUlQChaVIGQ2Lr8LAox55bB4ro43l8bnOkxfXOg5H9/e5QOj0cMHQeUIIwU+/cDt/9wsvYMdkhYOthB//46/xrn+474QKIGfMlucVZq3f+9vgRfDEF+CDz4c7b4esvzrncDgcDsfTjmGvUKY1l0/V6OcGAYS+YroW0U0zds53WO6mTNcLye00NygF3STHlwKpQOthI7nC2GJlPdeGODOrFggpAb6bAzpWGTPIXg4fBshy6CQapSQlXzJaDpiuh/hKEPgSIQSBEtRCj02jZaSELWMVmr2M5d4qCGs5VgUXDJ1nrtnQ4B/+jxfxhuduAeBPvryT7//DL/KdPcurcwIvKGS4b/t32PE9oBP4t9+FDzwXHvqn1TmHw+FwOJ5WDI0dp+slto6Xqfges52EOCvMUku+Ytdin8ATTNYCdi/1QAietWWE0UpIN9UkmUHbIkhKdE7kCyJPFpLDg/MIIPJOX6HreJiBVPfhExxPHlrRdzjOlmEJZ2GgCkoVZZ6BkoxVAkJfkeniWpNYKoHHVD1ifSOiFCqqUcClUxVS43x/LiRcMLQGlAOP//ya6/iTn342U7WQx+a6/MiHvsJ77niYTK/SzTF2CfzE38KPfhRqG2B5F3zs9fCXPwaLj6/OORwOh8PxtOBwY8eRgTrVunpEP9OFX5CGqVrAs7eOs9zPWOikNCKfyWrEjskylUChjSU3liw3ZHnxc3KUhJyBQXAlaUQevjxkWAmHVuVPxdDbZchqT3ZcYPX04vDrTlAEQhVf0Sj5lHwPKQSCIrhH2KJPSEiUFFQCj8laxCUTNa7bWCf0lPP9ucBwv4k15JYrpvjnX3kJP/iMDWhj+cN/eYTXfPDLPHKwvTonEAKueQ384jfghW8F6cMjn4UPPA/+9Xcg7a3OeRwOh8NxUXO0seNIOeD6jQ2evXWMm7aNce3GOlevr/PCyyYoBx6z7ZhOkvPATIt79rZY6Kb4qpgc5gZibemlBm0sYrDKLsWwKV0QeJLxikfgSUIPfFk8PAnBKWYuh6t6CYqSudS4fiTH2SE5MiC3FD1E2kIl8Ih8SZIbmr0UJQWjZZ+xis+GkYgr1tXYMlbmGZtHuG5TnVrosXOhS9n3sNaek74hx5njgqE1ZqQc8P7/cAN/+B9uoFHyuXdfi+9//5f4oy88jjardJOEVXj5u+AtX4FLbi5K577w+0Xp3AOfKuR7HA6Hw3HBYK1lqZsy04xZ6qZrPmk6nrGjEIJq5DFS8ummOZtGK1w2XeWll0/SiHwemWnxyGyHbpoRKEkl9Ch5ckXkVFvIzaFVdyWKhvRcW5q9nP3LySCDxKAZHbQpApvTQQA+UA7Uqk923H81L36UOHRNwqFMo6G4DnNtWOyl9FKNkJBb0MZSCnzGqxGXTdeYqAakxjLXSti/1OdfHpxl53yXvcs9/vGeA9z54ByzrXitPqJjgAuGLhB+6Bkb+OdfeQk3XzFJmht+59MP8Nr/9hUenV2lLBHA5OXwxr+HH/1TqG+C5m74+I/DX77Wqc45HA7HBcJsK+bOB+f41Hf384/37OdT392/5pOmobFjoxSwc6FLN8nRxtJNcnYudI8wdrx0qsJo2aeb6sFimyDVphA2UAI5nGRyKItjGcgUc8izJdUWbW0huS0PebqcKBAZBlRHlNRJSLQh8gWhglCdfYnb4dkBx8WPsaAkBFIcU3KpRNEr1Es1vTQnzy2BEoyWAzaPlpiuh1y3scGGkQq+ktx3YJmvPbGARfCsrSNcua5OPfJ5bK7N5x9yAdFa44KhC4jpesSf/NSzuf1HrqMaety1e5lXve9LfODOR1evl0gIuOaH4Re/Di96W1E69+jniizRP/8WxM3VOY/D4XA4zpjZVsznH5rjsbk29chn00j5gpk0TdUjbr5ikh2TNVpxxt7lHq04Y8dkjZsvn1wxdnx0tvBRUVKgB14rSgqa/YxWorEUk8zhyrsQIBEYU2SKADw1CI5kkX2SsOJFdCIOV/ryBEQBhIEk9BTlwKMW+ZQDj2ogz2jyc7i5pssIPX0oAnLo5Ud6C4X+IcNhX0k8UQT7mTHsXuzzyGyHfcsxB1sJm8dKPG/7GLWoyKy+7KpJ1jfKRS9R6LFtvEKzn3LvvtaaZ3+fzrhg6AJDCMF/eM4W/vlXXsItV0ySasN/+exD/PAHvsx9+1cxUAkq8LL/BLd9FS59GZgMvvJ++MNnwTf/BxjnA+5wOBznk6F8dbOfsm28QiX0LrhJ01Q94pYrJ/mB6zfw/ddt4Aeu38AtVx4KhKy1fHfPMt1Uc8lUhZKn6Gc5vVRjLYSeKAKLQfZnaLQ6nG5ait4hKYoMUjlQRL4i8FQRQMki0DmalayNgMgTlAJJyffwpCLyBaWBgEOSa7SFetk7RmFOMVAIO2pmNCzrky4t9LRnmNVUUgx63SS5KUyDfSmRwtJLc0bLAcv9lPv2tZjvJBgL2ycrSHHkxSWEYKoWsW+556S21xAXDF2gbBgp8T9+6tm858eeQaPkc9/+Fq/+r1/mPf/8EEm+ioHKxKXwE5+AH/8bmLgcevPwqV+BD78EHv+31TuPw+FwOE7KUL56qhYdY5Z4IU2aTmbs+MjBDl/buUA7zphtJSgJubFFhif0CJWHEBIBK5LaEqgEkkAJlCwCpnrkUwkVJV/SSXJ8TxIM+o2UFHgDMYVhWZwUhzJJ5UBiBUxUC8+XyFMrwZenJLWo6F0aLvdLIFBQDhV+IQZ2RJBkBv1KbuH+6cXxYt9QCZSUKFkE/lmer8i4+16Rl7QWJqohU9XCf+ve/U0qgWKsEhz3PJGvSHPDbCu+YHoEn254az0Ax4kRQvAjz9rEiy6b4Lf//j4+c98Mf/ivj/KZ+2b4/dc+g2duHlm9k1328kJc4Rv/HT7/n+HgvfBnPwRX/gC8/N0wvmP1zuVwOByOYzhcvvp4RL5ivptcsP4ks62Yf3t4jqVuxmQ1opNmjFUCDjRj+mmONYCwSFmsqPtAmhmEhCjwsWg8ayn7imLJT5BpizaWyBNoKZAIPCVR1pBr8H1BbuxKVghjaceaSslnul7iwHJMFHisq0VUSoo0s3TTnCfmuzDoUSr5Eqkk2liMFcUY4YiaOCmLQCvNLRfmt+9YbYbBkASGS9BCFEbDvpQkuaaXaow2BApyLehlmrFKgKcEaW5Ic4MxMFWLSDKDFx6bg5ht93livktuDJ4qVBs3jpS5dmN9JePqOLe4zNBTgKlaxH9744188MefxXgl4OGDHX7kg1/m9k8/sCJzuiooH573Zvilu+E5/x8QCh781KCf6D+6fiKHw/G04nd+53d4wQteQLlcZmRk5Jyf72j56qOJM33B+pMMS/z6ac5UPWSiFlLyPDJrGSn7YKGT5sRp8dmqoVdMKr1iJb2f5tQjRSmQJNoSeZKRko+xFk9KpIDI95iuR2wcjahGPqWwyBaFSqJkkenRBkqhxw2bRxiv+Cgp6KUabQ2NyGfjSMRkNWC6GlD25aBMzxJKgScEnhRFGZ6Fki+ohoqSrwbZL4v/ZNxgHWvOmfz6BiKGRwS/mbFobQh9ie8ppCyC6W3jFbZPlgk9SbOXMduK6WWazaMVLp+usW28coQS45DlXsJXH18i04bpWnRB9Qg+nbjw/qI6TsirrlvPHW97KT/8zA0YCx/+wuN833u/wJcfnV/dE5XH4FX/Bd7yZdjxPYN+oj+E999YZI60q2t1OBwXP2ma8qM/+qO85S1vOS/nO5589RBrLbPtmI0j5SK4uMAYlvhtGS8zUY3ItGbLWJmxclgspw8moUPHCAOsr0dcta7O+pESvhJ0U02uoRZ5yIH4gieLIKSbajwB42WPsq9Y3yixdaxCOSj6quqRouwrKiWPK9dVKPmKXlKU54Hl/plicvnlR+e4a0+TPc2YyFd4SqCBWJuVEnRLoULnK4kVFovFGkuacygL9SRxIdX5QVD4UykOK6c8wX4nYuiBBUWwnRnLfDumG6eUfEW95IEQdBONMRYpIDeGy6eqXDpdYbwacN2mxjFKjJ0k4+s7lxFYbto6RjXyL7gewacLrkzuKcZYJeC9r7+BH3zGBn7z7+5h50KPH//jr/Ejz9rIO151FePVcPVONnUV/MTfwiP/DJ/9TVh4FP7xbfDVD8HL3glXfv+hzlKHw+G4yHjXu94FwEc/+tHzcr6hfPV8J2HnQpepWkTkK+JMM9uOj5CvvtAYlviVfI+t4yVa/YxOmlH2BZk2aDPoq1CC0Pcoh14hlCAl16yv0081e5a6JDkYa0m1xRiD0cXP1hoyLelrSy3yuHp9DSUFuxZ7RJ5iJPL4+q4lyoEi9Dz2N2OUEEgJ5cAjzjTNOCfOBbXIx1OCalBkfOJMY03x/UshikyUtUVAZsBYg6EI4KQ9fvnUmTBchXZT3HOLP9Bul1IQeoI4Nyv9PUdnfKQ4JOl+OIf3o5lBcO5JQZxZIl9S9hX9TDPTSij5kpGyz2g5YLGbcf+BFusaJZ6xaYTLpquMlAsvyX3LPea7Cbku5Liv3T7O6FH9REf3CB79umN1ccHQU5TvvWqaO7aP8QeffYg/++ou/vbb+7jzwVl+81VX8dobN63efyyFgMtfCZfcAt/6E/i334OFRwp/os3Pg1f8X7D5OatzLofD4XgKkyQJSZKsPG+1Wmd8jKF89eGTpkBJdkzWLugegsNL/BqlgOs21bl/f4svPbpMlhflZUIIIl/iSchyw7I2jIpiAhkFRcnRXDvBUxJjDM1+Tm4stZLAGoPveYxVAoyFnfM94rxQqOspzbd3L9NNcqZrAXFm0NZSCRSL3YzAk9RCD2tzKoFitOQjZcBcN6VR8hir+LT6mtxoBII41+QGkkyjlKQc+pRsMZ7hIv1QZltxbEC00vElDmXCPAHZYVkxQTEpH/7sAqPTZzi7OdF3pmCg9FZIumfaUAt9As/QSTTa2CPEMIYBj6cESX7kUYWAXBeZwnKgmKpG1Eseexb7bBiJSHMzkI83aGPRprgXjDXsW+5TDjyu2VArgpt6xC21kOVeRpIbmr2MLz46y/QJ7ukLvUfwYsKVyT2FqUc+73r1tfztW17AletqLPUyfu1vvst/+KOv8thcZ3VP5gXw3J8v+ole/P8FrwR7vgr//eXw8Z+A+UdX93wOh8PxFOP222+n0WisPDZv3nxWxzmVfPWFyNElfvWSjxSC0FNcub7KVC2iGnoDzyFJpg2+lJQCSTfTjFdCcgMGwXUb60w3SkzWIq5cV+eaDXXGayVKoWS6HmKs5UCzT5IbyqFiphnTzzRCWBb7GfPdlG6i6aaaJDf0E02aW0K/8BrKTNGz5AlBbgSXTtbZPFaiEvq0Bz1NvifxfUU5UNRDj0BJapEikIeq/iSDEqqjv4yB2ZGUQ5lwCDxJIA95Fg3fIymkvEMlOL5shuN4nCp4lBKgyOJYIDGGqVrI9okyU7XjZFksGHPsUQeewUghil+rKDKXUsGW8RKjlYBLJqtcPl1ny1iZ3Bj2N2O0EVwyUWGyFhB4h36zhysxTtVDQk89JXsELzbcN3wRcMOWUf7h/3gRb7/1SiJf8tXHF7n1vV/kfZ97ZHVluAGiOnzvf4Rf+jbc8MZiueSBf4APPAf+8VehM7u653M4HI5V5J3vfCdCiJM+vvnNb57Vsd/+9rfTbDZXHnv27DnrcZ5MvvpCZFjiN+yLmGsnzLZjAiUxprCL2DxWJvI9KqHHRCXEU9BJckKp2DRSQhuDFEVfRpIZRisBoV90ewSeZKIccsPmUS6dqrJxtMSP3LCBkXJAkhvGyx6j5RBjQRuDsJZmLxtIeBs6SUYgBb4S5NrQyzTrRyLGqz65NfhKcu3GOltHy1y5rs7W0QrjlYDMQCdJiXONJxVhoKiEkkogqZYUUgl8BaGiCJQoSumsLTIKMPjZFuV69ZLCl8XnCTxBNZTUQ4/QO0Ezy3lkaFh7oTP0pzohgw+irSnKJH1FPVAs9XLm2ympNgy/7uFxMguZGZiqqkOHCZWgHnmMln0iT9HLNLOthGrg000MUhQ9PrWSz1Q9YvNoCSlgy1iJ6zY2CD11wszOU7lH8GLDlcldJPhK8vMv3cGrrlvPb/39vfzbw3P8v597mP/1nX38zmuu43mXjK/uCesb4NX/FZ7/C/C5d8LDn4Fv/DF853/CC36p2B5WV/ecDofD8ST5xV/8RV7/+tefdJ9t27ad1bHDMCQMV7Fv8ynG4SV+D8y0aMYZIKhGHhtHymDB0mShkyIUJDmMV32u3VinFCikEExWQ5pxRpwbSgP/lV6WUw4UtcjDWIGx0CgF5EYw04wLAYVySK4tiTa0+xliIAmX5prQk4S+QinoZgaLZawSUg0VC50Ea4sSqfWNEl6RUmDnQo9a6NHspSu9JsZqpBBEviLyFNO1kL1LfXppjhACay3NWHO4xJAeznFtUSo4UgrJS0XWKs704HxFf1LkCXqZPe2SuaIHqwi6zrZ3yZNQChTdZCBmLiA357ds72zKBIfvOd57tQWbg1KQ5IWIhqc8ZJ7Qy4oyORiIItgii6TNIfU4Bn1F3sDvKvI9lLSF35UUJNZQL3nUyx67Fvp4qugd6qQ5c+2EbqppxZqv7Vwi8iStfsa6xrFZ3adyj+DFhguGLjI2j5X56E8/m0999wDv+of7eWyuy+s/8lVec8NG3n7rlatfZjF1Fbzh47DzS4X89v5vFz5F3/hjePGvwk0/Dd7Td3LgcDguLCYmJpiYmFjrYVx0WGtZ7mUYC8/c3GDbeAlrDLPtYgJaHogVXLu+zqNzXVpxhlSCq9bXaZR8di32mKiGXDpVYaaVsGehx5w2VCKP0XJAPfIHej2WONOU/EIUoZtoSr7CGAbZI58k08TG4CuBTsH3FDsmKoOgxjJWCVhfD7jvQJvQU4Se5NLJGpdOlVnq5Sx1E9bVI3wpaCc5STuhFnqAxROSXq7Bavq5oV7yCT3JQjcl0YPM1nFm9sZYokCxZbJMSSl2L/XoJTkWy2IvI/QUo2XBnqWYU7WIKFGU1llTZJu01rTS0w8nhj0ykVeIWcRphicFxljSNWhPKQeDc+enF9RJCtlziyAZ9OwcjQGEhtwajBLMtPp4kpW+HjHwmFISkAIlitcMxWv+oHTRWkuqNXlqkUKwvhGx3M8oB4pnbBwh17BvqU83yWjGOQDTtZBNoxGLvQwl4K7dS4yU/ePOv56qPYIXGy4YuggRQvCDz9jASy6f5Pc/8yB/9fXd/N1d+/jc/Qf5lZdfzk8+fyueWuUKyW0vgp/7V7jv7+Bf3g1LT8Bn/k/4yvvh5v8TnvEGUO5yczgcTx12797N4uIiu3fvRmvN3XffDcCll15Kteoy30NmW/HKZC7VhkBJNoyU2DBSJtUW0c+Y7SQ0Ip9S4LF5tMT9B1LqoU898mgnOdduaNAo+dx/oI3EUAoVnVgzpiSTFZ9OqlnfKFOLPPqpZrIaUvIlnhJIoUjyHE96SCkZrwSAIMtzskCyvhESBYpWkqOEoBZ6PDLXITeWdWWf0UrI9sky1SjgOdtG+NcH55jrxDR7Ob1Bw32rn6GkJPItcZqTSInfTRmr+JSDgOV+hsmLSbS0A2WygTqZp6AR+Vy7vk6t5NOKc26+YoqJasCDM23u2r1EO86JM4s4RZ5EUJR9WQyJKSTH9fGigROggEAJ6mW/KL8E9i0XghEIC/mR+w+V185lpsiYorolM4bTcbQVg+YdX0JuxAk/v6b4vkpKUo185tsxqS6+A18JcgO5tUhrV+TUhS38rKqRhzaGflqIaNQjxfpGxHQ9pBR45MZQCT1eetkk39y1yOPzXapBUe5YKwV00pzRUsA1G+osDySyb6mFx83yHC2sEHqFqIjLCJ0/hL1IBMxbrRaNRoNms0m9Xl/r4VxQfHfvMv/xk/fxnT3LAFy5rsa7X30tz9k+dm5OqDO46y/g334f2vuLbWM74JbfhGt+ZNjZ6HA4LhIu1r+/P/VTP8Wf/umfHrP9zjvv5Oabbz7l+y/W7+VwZlsxn39ojmY/PaLM52CrEDjItKWfabDQTTT9LC/6dRoRr7xmHdsnqoSeJM01//CdA9y9ZwmlJCVfsnepz1IvxZeSy6arXL+pQT8zHFiOqUUe28bL/K/v7KfZz9HGkOYaY4sej1Kg2LXQRQrBiy6bAAT9LCfXln5mWOgkrG+UuGSyytbxEo3Soab6h2dafObeGWbahTx3kmvSvJDXlgI8KfFV0fPjK0U1lCx2M/pZsZ+vCmW9ZJiJKvs0yj4vu2oduYGxis+t165DCMEn797P5+6fYbbVp53ktGNNcpLgRonChynJD6miGXP6GZXIl1RChe8pfFEsnvZSjTYGawzLsTlScpoi+DiDeOuMKfsCYyA+jZNIiuDSVxIlBGluTvi+YRnhRC3CaMN8JyUbSKNXA4lFkGqNseBLMZDQlkxWQ8aqAYEnWOxltHo503WfSybrbBotE/nw8EyH9Y0S6/7/7d15nBxVufDxXy29d0/PvmayL2QPIRDCvskOIl4FES5cQS+8V8XlVeCiIr6vL+C9Kl6voCKKG4ILclWQTVklEBISyEb2yTJLZp/pvaurzvtHzXQyySQkk5nMZOb5fj79gamq7j6nplNTTz/nPCfqJ57J8Y/NLcQzNj6PQW1RgJqiIBOKgxQGvSQyObrTFpfOq5YS2UfZoV6DJRgaIxxH8fjynXzrmffoSLojmq9cWMMdF82kLDJEw9isNCx/GF79DiR7FoYtnw3nfAVmXCRrFAkxSsj1t3+j/bwopXjxvRa2tMSYWBLKf5PdmcyyvS3JxuYYfo9OxOdBKUXYb1Lg91BbFGLx5CIqooH9Xqcw4GVHR5L2RJZYyqIrZRHL5KgtCrBoQjE1RUEqoz7W1HfTmcqyoz3B+oYYjuOQyLqzPsJ+9/1MXefs48r40PHj8hW5MjmHne1J/rGljfHFQQoCZk82pqdPKN7Z0cXKHW2onizNtrYUqaw7NErhBlvuEDqbrOPg03QcpTANDcsBr6FjGJC23G/5i4IeOlMW5xxXwUkTS/oMf9rY2M3/e2Y921uStMbTxLPOQbMwvTf4aq+fdU3DslV+nZwDZXIiXp2gz8Sj68SzFlbOQdP1fPYHpUjnHFRPwGAdhbtDDfD29Cdr7yk3fiB+U8ejQ1HISzrn0JXIknX2zB0ycIMlcAM42wG/x51nZuVUPlsU9GiYhuGugaXA0NzPixvguPPP4lmbAr+J5SgWTypmUmmYoFdnTX03yYxNOmfTFs+Qytl0Jy1mVBYwrSJMcdBHyGfk/z3YjmJXZ5JL5lb3O3dIDJ1DvQYP6Cv6Bx54gEmTJuH3+znhhBN49dVXD3hsY2Mj11xzDTNmzEDXdT73uc/1e9z999/PjBkzCAQC1NbW8vnPf550Oj2Q5ol+6LrGx04az9+/eBYfO2k8mgZPvF3POf/5Eo/8Yxs5ewgGCnv8biGFW99xAyBfFJrXwmMfg5+cC1tehNERiwshxJjTmbSo70xSHvH3CYTW1HfTFEtTEfER9JrMrIpQUeCnNOznA7MquWxBVT4Q2vd1ikJe5tVEOXFCMadPL+OKBTV8+PgapldEOG1aKWcfV8as6ihnzShjalmE6miQ4pAXTdcpi/iYWBqiKhpgQkmIC2ZX8E8n1FJVGKA47KM47KOqMMC0igilYS+mrvUJhMDNXm1rT2A5iqRlk7EcdE3hMw1Mw6A46MXUdYJeE0PXKfJ70HRI2w5+r8m08hC1xQGiAQ8TSkKcNqWUiSVhxheHuHB2Zb5EulKKjkQWRylCHoOsbWMr1afsdn8cIGP3FE1w3IBF61kjR9eBnippxj7F6XoDnmzOpjNt4ShFOqfI2TYhn1tCHNxFZm11+JkgQ3Mfh8OjQcSnEw168PYM3d/3bY2eR36hWw1MQyfgNQh6jPw6Tr1ZO59Xx+sxMAzdzZpBT6Co8udGAWlLkcrmsB2FhsJyFKapUxX1M6+2iPNnVzK9IkLIZzKuMMD44hAasKa+m8auFCG/yaKJRZw3q5KTJ5ZSGPKhUBT4PYT9Zp8hblIie+Q77Ekcjz/+OJ/73Od44IEHOPXUU/nRj37ERRddxLp16xg/fvx+x2cyGcrKyrjzzjv57ne/2+9r/vrXv+b222/npz/9KaeccgobN27khhtuADjgc8TAFIW83HPlXK46sZav/c8a3t3Vxdf/vI7H3trJ1y6bxSlThmBisS8MZ3wJTrwJ/vFf8OYPoX4F/PIKmHg6nHkbTDp98N9XCCHEkMnkHLK2g9/jfhWvlGJ7e5KElaM87EMBbYkMXtNgZlUBdW0JdnWkmFYRPujraJpbga5X0GeSth0C3j03meUFfs4Ke5lUGmRWdYSGjjRdqSzpnCLoNZhaHmZOdQEeQ6epK91nHkZvSeMtLTEmekN9blxbY2m2tsQp8nsI+DTqu9NkLPfLwng6R852MHpKsM+qKmDh+EJ2dSTY0pygvjNNd9rCaxhURAKUF/gImDo7OlLMqSlg3rgomqb1mWPVEsuwsTlOR8otPuExwLL3zDfq1TvZ3+qp9GZq4PXooBS6rmP11PE2dXfSv671vA57SkhnLAel6Xh1d4iYoTsETD0/v8noDaj2CYZMyAcStnILL+QclS9FreFWpdu78ENv0HGgTE/Qo1MU8lJV4MeyHTbuju9XLrs3gOsNIbSez5jCDXC6Utn8a5s9fc/ZinRPFYjeoYOWs2e4n7FXQGQ7oOl7TnRpyMvE0hATS4JEA15CPoNldZ14DY2OpFvYQNOgujDInOo9Vd4KAiaJbI51jd1sb0sSDeyZ79NbIntKWURKZI9ghx0Mfec73+HGG2/kpptuAtyMzrPPPsuDDz7IPffcs9/xEydO5Hvf+x4AP/3pT/t9zaVLl3LqqadyzTXX5J/zsY99jGXLlh1u88QhWlBbyB//16k8/tZOvvXse7zXFOOah97kwtmV/PvFMxlfEhz8Nw0UwXl3wcm3uEPnlj8Mda+6jwmn9gRFZ8jwOSGEOAb4THduTNqyCflMEhmb9kSWqN+9Gcz2lI72GDqaplEe8VPfmaQzafWZO7Hv6+yrv2/W9yvaoOvUFAWZXBampjBANmeztiHWp6hDTWEwP0Stv5LGqWyONfVdGJpGeYGP1ngW21E9i8e6E/xztlt3ubYowJnTy/CaOumcTUnYxzNrdtMWz1EUhJzj0J3KsT3pFlm4YHYluq7vN8fKcZS7Do1yMxsKzV3Us2exVtvZM+ytJyZDB8IBk0mlYVpiGdJWjqyjUI6DoYOjdHQdcraTnx/jKLAcheMolK5I9ywum84pdF3h9ehETJO05ZCznXzApfdUrvMaOllboRw3w+I1dTTbybepN/DScTM+WdU7R0nD69FJZ/bM7Sn0m5QXeMnZ0BrPkLVtPKY7lK03CHP2Ku/dW9OhN0PkNzQCHoO4YaJrNkqBx9TQdXcNqb3nTxm4wZiDexJ7P0KaAq9H65nbZWNoOjWFAUojPkAjnrHoSFosmlDIgtoiCgIeUtkcr21qpSDQt7iBhsbE0iCt8Qwbm2NURf2UhH1SIvsYclg5u2w2y4oVKzj//PP7bD///PN5/fXXB9yI0047jRUrVuSDn61bt/L0009zySWXHPA5mUyG7u7uPg9xeAxd45rF43nxi2dx/ZIJGLrGM2ubOO87L/OtZ94jnsm9/4sMRLgcLroXPrvSzRYZXtj+D/jF5fCzi2T4nBBCDIPeoVtNXWk6Etn9FoLc176LRrrBght4oBSdqSwlIXf+BIDfY5C1nf0WoTzUxSejAZOORJY19V089W4jm1tiFPg9jCsMUhDwsLs7zboGdxjTyxtb2bL3fr+HLS0xXtrQQnN3Ol/SeEpZhO60xa7OJLtjacJ+D/PHRWlNZFEoJpUEKQh6yNoOmqaRU4qQ36QqGiAaMNnSEqcllsVjGlw0t4JZVQU4msaWljibdnczsSTIlQvHURzy0R7PsHpXF12pLBNLQoR8Jk5PEOT36Ji6hkfX84FQ772zYs/PAVPDNHW8pk5hwC07bug6Xl1D4b5OcchDwGPgMXUiPh2/18BrGoT9JqUhL7quu0GW41a9yzk9RR9Mg6DP6JuR0t1GZG137ouha6ieoMXQdUxNwzQ0TMPNuui6GwhpuBXbdF3Htsmvo+TRIZ1zaE9YpHM2XakcbQkLHYXH0AmYOrqmYeh91xByAyvwe90hcImMTdhnEA140HV3PaG05WDZ+wwP1N1FVHu3KeUWX/D0nENN0ygI+BhfGqI45GVtQxcvrGtieV0HpWEfZ80oZ3plhMqon4DXJOvsyWDuLRrwcvz4QoqCXjqSWXZ1JulOW0wpi3DW9DIpkT3CHVZmqLW1Fdu2qaio6LO9oqKCpqamATfi6quvpqWlhdNOOw2lFLlcjltuuYXbb7/9gM+55557uPvuuwf8nmKPopCXuz84h2sWT+D//GUdr21u5YGXtvC7Fbu47cLjuPL4GnR9CL7RiI6DS74Np30B/nE/rPg57FjqDp+rXexmiqacI5kiIYQYYv2Vx947k9KffReNDHlNDE0nnnErq4V8HiaUBPLzcg40d+JQFp+sKPDyl3cb2dGeZEtznFTWZlpFhJKQg6GbBL0GpWEfW1vjbG6JURL0MLkskv82PuQzmegNUdeWyJc53rekcVcyy2ubW9E0jS0tCZRShLwG4wsD1Gsa8XSOiM/DzMoIsbTFusZuYpkcBQEPk3oKSEwtj9ASy5LM5tjZniToNdi0O8a6xm5ytmJne5LpFXvapWkQ8XnI2YrOZBbHcdA0N0hx9soEeQwdXVOEfB5Mw81oNHSnKQt5SVom2VyOpOUWbQj7NCw0gl4Dr6GRzjkYukZRwEs06CGWsshYNpqmuesLKYVtO9iOwtczHyeTs90Ka0A6B7rmDj/0mDopy8FxHHKOwmPqBDyGW3zBdl/HZygM3aAw5KU05KMjkSVt2WRsh0TWRimHjKXhNQ0UimxOkcspAl63BDbpHJlc3/p4XhPKIwH8XgPbcQMnx3EI+0y6UlY+89Pnc4UbHBqaBtig6Ri6RtDrzicK+UwsWxHwGhSHPMwdFyXi9xJPW3SmLLL7BO3vl8H0mQazqwo4bVopAa8pJbKPIQNa+GXfX6xS6oh+2S+99BLf/OY3eeCBB1i8eDGbN2/m1ltvpaqqiq9+9av9PueOO+7gC1/4Qv7n7u5uamtrB9wGATMqI/zyxpN4YX0z//epdWxvS/K/f/cOv1xax9cum80JE4qG5o2jNXDxf8Bpn4d/fA+W/wx2vgm/uhLGnQhn3g5Tz5WgSAghhsCBymNvaYnRGs9w1owDf7O996KRuzoSODg0xyymlUeYWBrMl6x+v7kTB1t80mtq/H5FPY1dKXTdnXNT4PdQ15Ygls4xoSRAe9KiPZGlI5llR1uSheMLKQn7KQzuGY7X31A9TdPyQ/Z8PdkCRynKC3zYNsSzFnbPQq1Br+FmrnSIZ3IUB314TYOawkD+HkjXdCoK/HSlsmxtSbCx2S3BXFHgo6k7RVN3Gl1zA5XCoJdowJ1w3522QLnlpfdOjvXOyfGZ7iKjCiiL+IkGTHZ3Z2iJZ8nmHDRNx2+Sn2vl8+gYGng9BtlEFlPX8Xp0LFth6KD35F3GFwVpiWfxeQyMnvLShq4R9QdIWTa7YynQwO/VCfk9PYGIIoebwaqIuGWoCwIe/KZONqfY1h7HcdzKb2G/SSxjodugcgqzp5y3pkMiY2H1FG/SdQh4TDK2Q6anwpvH0DB1UJqGjqIrbZHKOZSGvNhAd9omkc25mSTU/iXBcRel9XkMAjkH23GDQl3X88Fz2rJJWzYVET+FQR9hn0k04KG6UPUJnN9vrtnen++JpSEJgI4xhxUMlZaWYhjGflmg5ubm/bJFh+OrX/0q1113XX4e0ty5c0kkEnzqU5/izjvvRO9nXRqfz4fPN0QloccwTdP4wKwKzpheyiP/qOP7f9/MO7u6+PCDr/PBBdV86YIZjCsagvlEAAXVcNF9cOrn3KBoxc9g11vw6w9D9fFuBum4S2WdIiGEGCRKKdbUd+eHbh0sk3KgG7w9GZZCFk4o5q1t7ViOg6nr2I465LkT/S0+mbFy/OiVbexoTzKpJEjWUbTHs6Qtdxh32rLZ2ZGkOOwh6veihbzsaE/SGner2s2pKegTEPk9Bq2JzH5D9WDPcL019Z2EfWZPhTV/z7wh6E5bFAa91BT6yeQUJ00q4h9b2/YbNqVQbG9LkbVton4PHtPNSEQDXsojPrrSFtvb3Yn2vUPPco4i0Dueq7fSW88QupDPJOQ3SFsOpg4lQS9o7pIZXq9ORcRHp6lTU+hnYmmY5ljGLSaRdUjlbEpCbuW8eDqXX/tINzT8hkEm5xD0Gu57eHW6Ujbji72cN6uStliaP6xsQM/m3MptPW0Nes2eYgru3KJMzmFCSYhZVQUksjZtq7K0xTNkbfe9UO4xCijwm2R6qrvpmtZz7ixyDqSsHB5D7/mC3T2PWcddZNZvQA53XpGvZ6hgWzxDNmfj92goU8dyFFZuT2lyj+EWuvAYGrrS6crZmIZOZYGfyaUhfB6DutY42ZxDNLhnOCccOHB+vwzmSJkbpJSSRVwPw2EF5o75hAAASltJREFUQ16vlxNOOIHnn3+eD33oQ/ntzz//PB/84AcH3IhkMrlfwGMY7jcwo2QZpGOOzzT41zOn8KGFNfznsxv43Ypd/M+qBv66pol/OWUi/+vsqUQDQ1QZpaDKnVN02ufc6nPLfwoNK+G310HpdDdYmvdRMKQyixBCHIn+ymP3OljRg331ZliKQu4Nf38ZnoMNudv3dcC9ofvzqlYaulJMKgni95ooy8ZnukPt4hmLtOVWF5tYEsTvcYd3BTwGxUEPCSuXDzp6+9Y7VM9raHQksvvdLM6pKaAlnmZXZ5qWWIaaaIAs0JW2CHk9TC+P0JnKMq08QnmBv99hU4mMTVsiQ8hruhmOnvubkM+gNOwn0RanLZ4lnsmxoz3lBlhRm02tcSIBD2GfSTJj057IEPAY1JaE8Joatu0WQGiKpUlnc3Snc4Rtk7ZcFr/XpDIaYHZ1AZXxDO2JHJbj0B7PsLk5juW4/fR7NOIZm8KAj+KQl85UlpyjSGZsLNthfHGIkyYWURLy0ZnMMaMiQiKTc+/FeuYHRQNeSoImde0pEpkc44qCzK2OEgl4iAYVC8YV8trmFpJZm2zOxmu6RTQUbvk5v2mg6W5gZNnucLtE2iKbc+/3PEbPukC2+7s1dfB6TQyHnqF6bhYrbbnP9RruUD1bKWIod1im4+A1dXyGTirrkMpaZG3w6O68trZEFr9Hpz1pEfF7mLjXcM5e/QXOB8tgHsrn+2gYyJDXse6wh8l94Qtf4LrrrmPRokUsWbKEH//4x+zYsYObb74ZcIev1dfX84tf/CL/nFWrVgEQj8dpaWlh1apVeL1eZs2aBcBll13Gd77zHY4//vj8MLmvfvWrXH755RjG/hPVxNFTHvHzrX+azz8vmcg3n1rP0q1t/OiVrTy+fCefPWca1548Ae9Q1c6PVMKF/88dPvfmg7DsJ9C6Ef7nf8GL/w9O+Qws/GfwDlGmSgghRrl9y1rv62CZlAPpL8MzkG+mO5MWOzsSBD1uAQDoHXrloTOZxWMYNMdSRAMed70Z5WahKgv8ZHIO0YCH9kTWnWzvN/NDmUpCPlbu7KShM9XvzeLZM8rxGjqvbGxhY0ucooCHigK3VHZnKktBwMO4ooD7Hn4vTd1JJpWG8/2zbAfLtsk4UFUYyGccNDQmlAToTGZp6HKHzLXE0xQHPaSzNiU9w+Z0XaM07KMs4iWTc5hVFSHgNWmNZdA0WNvQxa7ONIamYegalQUBJpeFsWyH5XWd1Bb78ZoalaEAYZ/BjvYkbd1Z/KZB0rLd4MLUiaUtYukcZWEfc2oKMHWd8gIf6BrdaYup5SF8pvt72NWZIuwz8ZkG0Z6FatsSFm3xDCGf+xlJWjnKIz5mVUeoa0vQnsxSGPAyrtDDttYYW1oT2I5GUchAU5CzFbbjlsQuDPrI2DbZnMpXkvObGoapYRg6ZWEfKcsmls7R3J3BY2hYORvlQMqy0XsC3IDHJJ3NgaaRtRUpK+dmomxFVYGfgNcglsnREs9gaBq6pnFcZYSqvda9UkqRyNh0pbI9BUH6fm4H6/M9FI5kyOtQORayVIcdDF111VW0tbXxjW98g8bGRubMmcPTTz/NhAkTAHeR1R07dvR5zvHHH5///xUrVvDoo48yYcIE6urqAPjKV76Cpml85Stfob6+nrKyMi677DK++c1vHkHXxGCaUxPl0U8u5sUNzfy/p99jc3Ocb/xlHT9fWseXLziOi+dWDt2HO1wG537NzQgtfxiWPgDdu+CZ2+CVb8HiW+Ckm9zS3UIIIQ7ZQMpaH4q9MzwDlck5OCgCHtMN2HSjJ1vlI5XN0ZWySFs2xSEvOcdhd8wi5PMwqyrA9rYUHaksjgPpnI2WgeZYGk3T6EhmaUtkDnqzeMXxNcyujrJ6VxetiTSGrqFpUBLyoWnw5rY2tzKe5dASyxDP2EwpC7sV83I2rTE3+PAZGvFMzl2IEzerMq0ihNNzw90az1AW8jOxLETE7y7sqmluKWtdh/WNMWIZG8tR7O7OUBxyM0dFQQ/VUT+aphMNmHhNjXjapqE7wa6OJBG/yUmTSigLu2Wek1mb7rRF2GtSEvYQy9jE0zl3nlLOJuzzUBz24jUMTpxUlK/e9+TKBjY0NdMet2jsTBH0mRQGvRT6PbTEM6SyDit3dLC+MYapQ2HQx7giPwtqC0HBzs4ksXSOwpCXassmnrHRlJs9iwTcEuaNXQpT0yjyeEhmc3SnctiO4y4Am3PozCpQKQzdPZeGpuHz6thKobuFC0llbfAYeA1QXgMr55DNOVi2TshjgMcNBCN+D7XFPmzHoSXmlk7vTGbzmc/OZJbt7Una4lmaY2kqC/ys3NnJ3JponyBiMD7fg20whrwOtmMlS6WpUTIOrbu7m2g0SldXFwUFBcPdnFEtZzv8dvkuvvP8RlrjGQCOH1/InRfPZNHE4qFvgJWGVb925xV1bne3eSOw6F9gyb+5GSUhxFEj19/+HQvnRSnFi++1uJPCS/afFF7XlmBKWYSzjys76t/mdiSy/PmdenZ1pOhIWZSH99zEJTI5trXEWb+7m9rCIDMqCygJ+5hQEiAa8NKVyrKhKU5DV4oZlWEKA16qowG60xat8cwh93Xvb7W7UxYrd3bQnbL6BFJbWxN0pyzKIl4sW7G91S2ckM7m3KFjAQ9TysPMrCzA0DW2tSaZUuYu3PnM2t0UBb14DHhlUxu7OlIEfTqmruPvGQ5WHfXx9o4ubKWYUhZid3earOVQFPZh6hot8QwZyyHiczNo6ZxNWdjH1HI3OGtLZOlIZtjelsJrQFvCoitlYds2lq1I2w4lQS9zaqJUFwY5ZUopZx9XRkssw5/faeDtHZ3kbHc9n1gmR3faIp11CxIUBr2EfCYdySzxlEXccvAYMLu6gHk1hfg9BoGex5bWGK9sbKEzYZFTKl8evKErg8/Uifg8+fV9emrtoZTCwQ2Wco7CURD06VSEfTTFsuiahlIONhphr4GjFBnLrYyn6xDymoR7huN1Ja2eynE+CnqGI3p0N4MU9htMKQ2zsyPlBs9ANOhlWnmItOUQDXj7ZFVGYrajI5HlL+82UOD39PvFRqLnd3fpvOqjEsgdKEvVHEvvdz6HyqFegwdUTU6Mbaahc83i8XxwQTU/fmUrP35lKyt3dPJPP1zKBbMruO3C45hcFn7/Fxoojx9OvBEWXg9r/wivfRea18Lr/wVv/ggWfAyWfBpKpw1dG4QQYhQYyZPCC4MexhWFaI1nCeYcmuMZon4PXsOtlKZpMKM8wtSKCHNrovnsC0CB30NpxG37iROL8XvcechPrW48rPlRvRkApRTrGrrpTln7fes+p7qAbW0JAqZBcyxNPJOjutDfM2fGIZayeGtrO2sbuvCbBhG/B79HI+z3UBUNsL09SWfPukYRv+kulqpDQ2eqZ+J+gMqoj1lVBYT9HtY2dJLIOHSlLHfeTU4Rz7hD1DyGRnsyS2nEx3FVEdY3xmhPZFAK5tYUkLYcOlMdZCx3jpCmuRXk4ukcq3Z1srM9gdfQWFAbZU19N45SnD2jlB3taVrjaYJ+g/Kwj/W7Y3hNg/njouxsTxH2mxT43aCoPWGxqz1NdUGGyqiff+zoYOPuGN3pHDnbARQoN8vTEsuga+AzfaApUpZNznG/o1eOyi/kqnvdUuOmoWHqOm0Ji4DHzaJp6CSzNvGeuU2Oo/B4DEqCXhwFWVvRncrhoOhM5kjlHJJZm+oiPx5dpyjoYVdnmm0tCdI5h8oCH1PLC5hVHSEa8OYD5d6sSkss42Y7OpJ0pix0XaO2KMDiScVU7DXc7mgbiiGvAzUSs1QHI8GQGLCQz+TzH5jOxxeP57svbOTxt3by7NrdvLC+mY+cMI7PnjuN6sIhvDAYJsz7CMz9J9j4LLz2Hbck94pH3Mf0i9xM0cTTpCy3EEIcwEidFL53oAZJt2hC2qbNypC0bCaWhTn3uHIaOtO0xjP56mS9gVxh0MvJk0vy7W/qSg/4ZvH9C034WF7XQTxjEQ16KI+4wVBzLENbPMPuWJK2JMypLuC0qaX4PQZbW+JoQFNXitZ4lkklQUqCisbuFC1xd4K/3rPm0LSKCNMqCkhZNl7TxGsoUtkcTd1pYukcoMjaNrGMIuAxmFASQtd0JhQHe4Z9pSmL+MjmbFq63XWQvKaObTtoQBYHzdLY2ZHmhfW7OWVqSb6/IZ9JNOglkQlh2Q6dyQzbO5J4dY2G7gwZxy133RJ3MzUVBX536GFrghU7OmiOpelM5noqwYHHNAl6dTQLkraNraAjniGWcivJRf0m8UyOXE/ftZ5y3KbuDh80dZ1E1qYk7BZRak9mcRxFOue4i7N63UVow34P2ZxNe8Iimclh6BpeU0c5irZEho5kFg2YUBqiJOTFG/YS8ppYjiLnOPkS53sHypt2x1m1s5P6zhSprE0s4w7VXL2rk5U7OvnIonHMqo4Oyuf/cA3VkNeBGKzCLEeLBEPiiJUX+Lnnynn8y6mTuO+v7/G395p57K2dPLGynutOnsD/OmsKJeEhLIOuaTDjQvex/XV4/fuw4a+wsedRNR+WfAZmXyEV6IQQoh8jdVL4vusYdaUtdPzUFoVYPLmIimigz7yEgwVyR3Kz+H7futsONHalCJgGpWG3DHPIZzLRo2PZDmU5P4ZOvghB7zfk6xu7yTkOk0uDJC230llp2Mf4kpA74d9j0J220DR62m1QEvKxtTWGoWkkeqrO6Zp7o1/g9/QMd3P7HfCalIV9JDI5trYm6EhkaE9mAA0r4w5903W3SpwOKN2dW/XC2t0UhX2UR9zX0dAI95yzrpTlVvtFI5a2iPg8WDYkszl8pomuKbqSdj5zksu5aydpGtiOhpPNYeXcz5Wpg6bpaMrB0CHnaFiOwjR0UE5+HpWOwlE2aG7xh5xS2Eph6m6lOkt3F2nVDXdlpoztgHKHNsbS7qKsjq2wldOzEKs75F/TNOIpC4DKAj/lBX40oDme6VOJ0O8xaImnWV3fRX1nis5ElqSVozDgpSjoJWvZbGtL8rvlu7j5TO+wZIgOdR2k/tb5GmwjKUt1KCQYEoNmekWEh284keV17Xzr2Q0s29bOw69t47FlO7jx9Ml88vRJRPxD/I9wwinuo3UzvPEDWPUbaHwHnrgJXrgLFv8rnHAD+IfnmxshhBipRuKkcOi7jlF/gdqhBnJHcrP4foFUPGP1TOjX8Bp7gqmMrcjkbErCXlJWjqytsBz3BlDTNKJBD8kmmyWT3WpuluPg0XVCPrdYhO24Q8cKA16aY2kmekMUBU064haxjEVZ2EM6l8NnGOiahqlrjCvaUyY6bdmMKwwQ9Xt4ceNu2uMWynHX8NHAHYOGG1TYSpFz3PV/ujMWOQUTSnKEfX3PR8BjoOlukKfrGh7dDT4cBYYOmZwim7PJ9aRWLMdd+8fQ3MpxtlJkc+4QOJ8BTk857GK/h5Rlk3UcNBQeU6OqMIDX0Emk3XWlbAUhr07OdkhlbfymW1o7resEPFAY8JKxbbpTOXZ1pgF3bSRlu+s2acqtLOf0VJLzenRSOYego0hmcz3rFplE/X0rEaYtG9tRtMTSpLI2SStHRcSfH3Xi95pMKgmyszPFm1s7uGzB/hmRoTaShryOpCzVoRgZrRCjyqKJxTz+qZP5+SdOYk6Nuwjbf/1tE2d860UeemUracse+kaUToVLvwufXwtnfwVC5dBdD89/Db4zC565Azq2D307hBBCHLHeQK0y6s8vgHk4+3uPmVNTQDTgpa4tQSKTw3YUiUyOurbEQW8WewOp5lh6v/UPlVJ0JS3Kwj68hkbW3vNtt+0obEf1rqWKz9Tz6w4BbqCh3MntYb9JUdDrzn3ae10kU2fuuCjRgJdtrXEau9IUhjxUFvhJWg5e08DnMZhUEqIk7KMjmUOh8gFedaE756g87Kci4sU03Up1mubeBGpo7jQe5fZF1zRqom5GaEdbcr/+loY9hL0GVs8aP1ZPAKX3ZFu60ll0XXeHmSmFprmhWe9ZVUqjZ+YQjnIXj83ZilTOwTAMzJ6hcIau9wR4bvYn6DPxGBrpnMJj6KStHFbPor5eQyca9BANuvPGNM2tkqeUwtR7M0Y92SnVs2CsBqlMjmTWDbTaE1l2tqdAuf3K2Y4byPWcx9KQH8t2iGUsCgPe/Ybfe02DoMdgZ0eCzqTVz6d46PVmUqeURehOW+zqTNKdtphSFuGs6UevrPb7/XtpjqWpKQwelSzVoZDMkBgSmqZx5vQyzphWyl/XNPHt5zawpSXBN59ez8OvbeOz507jI4vG4TGGOB4PlcCZX3LXJFr9O1j6A2hZD288AG/+EI67FBbf7GaTZF6REEKMagOdH/V+37pXRv3UFAZYVtdOVyqLz3QzA4buZiC6klm8HqPPukPgZlJKwj46UxbVheqA2appFWEKgx7e2NLOu/XdPZXYvEwoDRHyGTR1ZbCVQ8B0h3O1xNyhcdGgl9riIA3bUpw8pZgNTXHWNMZwHAd62qahsBUEDD0fsJVG/BimRcBr9tvfRROK2Lw7zq7OJMmsTWnYi65pNMcyBL0mAT+kYnbPXB93PSFHuVkghXKH5OEGJvRklDQUHkNDR6fLyuHRNTqTFgV+RTpnUxLyupmjnCKHA5rWM/fJoDDowdTd8uKFQQ855ZDO2OQcdxig39DwGm7AksrmsG1wNDeoKg76KAp5aYllaE9kqWtPUhz0YGg6Vs7JB8pzx0XdBW8tm6Lg/hnUrO0Q8Jg4qGEd/jUShryOpCzVoZDS2uKoyNkOT6ys53svbKK+MwW4K4Z/9txpXD6/2h0ffDQoBZv/Bku/D1tf2rO9Yg6c9CmY+xFZxFWIwyTX3/7JeRm5Bloa+WDrpgD8aVUDq3Z2YBg6JSEv4Fah60zlmFdTwEmTSijsuZHurVJWGvaRzTl0p61+bxr3/ka/sTPF71fsoiziw+8x3OF0aHvWx4llaUmkWVBbxMzKAubUFOAoeGp1A+MKg3SlsvzyjTrq21Okcw4+r46OW7ZaBzyGxriiIJfPr8YwdBZPKmFXR6rf/rbGMzyxop636tpIWjY+w0DTIeI36UhkaIlb5GwHpRySWbcgQe8NZ0/BOBTg0cgviqt6skiOUu58E+WW0y4MeplSFiTi85K2cqRzqqcwQ5awzyTs92Do7hwqTYPOZJZUNkc65+AoB1N3s026hlui21F4TB0NjfHFQYpC7gK3AY/hLuhqOxSFvMyqKmBcUYg5NQWURXz8+Z0Gnl7dyLjCAH7vnnyCUormeIaingV5L5tfMyKHnB5tw73O0KFegyUYEkdVJmfz6Js7+MGLm2mNZwGYXBriM+dO5bJ5RzEoAti91i3F/e5vIecGaASKYOE/w4k3QeH4o9cWIY5hcv3tn5yX0elggVRzd5rXNrXy9o4O2hIZUBD0mnhMt4JW78Ks+wY7wCHdNB5sLRmlFC0xt0raxXOrmFjqzova+zkKeGVjM9vakuxsS5CyHHRNARoRv0llNMCE4hATS4PMrSnk7OPcth2ov47j8Pb2Tt6t76IrZYFStCWy7GpPsKMjRUcii9ejY9uKeNoi2zNK3sEdomfoUOA30TWtJ3BRhLwmpRF3DaWulEVh0EOB34NhaIS9JpPLwpw8uYTNzXFe2tBMdaEfj+GuyWQ7il0dKdY0dGI7DtmcwsrZ5BwNNIWpu/OqdM2tNuc3NQqDPnRNURLxUxLy0NKdZV5tIWdML6OmMNCnv7u7Uvzw5a3saE8yqSSI1zTI2g5daYugxyAa8LCgtmhY1uUaqYZzTSYJhsSIlsjk+MXS7fz4lS109IytHbagKNkOK38Fbz0EnTvcbZoOMy52s0WTzpAhdEIchFx/+yfnZWxSStGRyNISywKKsogPy3ZY2xA7aLBzKDeNA1kkd+/nTCgJsqY+xtbWOKmMxZbmOLGsTWHAw7TyEErTKQx4WDihiLNnlB/yt/d7t91raLTEMvzl3QZefK+ZroyFV9PpSls9lejAZ2gYho5paFQU+Mg5brW3WCZHxO+hJOxm1Rq70sysLODMGWUYuo6j3DWVCgNeZldH+P2K+j2BicfAyjk0dqV4r6mbZE/xg4BHJ5516EhkSGdtso4i3LM+VFkkQHM8Rc6GigIfYa8HB4drT57InJr+Cy2ta+jid8t30dCVIugxCHhMwn4Dv8dgXHHwqM7NEQcnwZA4JhwsKLp8fg2GfhSDEMd21yt684ew7eU928tmwkmfhHlXgW8IF5MV4hgl19/+yXkRexusb8ibu9O8tKGFrlT2fYfV9fccv0dn0+4EXckssaxFJqsI+g0cR1Hg93D6tDJOm1Z6xDf0zd1pnn63kb+uaaQ9mcXUNCzHxtQNKgp8BL0mzbEM7cksHkMjZ0NJ2Mu0sjBe02B7e5zWRJbp5RFOn1pG2G/mz2Nv0FdR4OX3K+pp6Exi6BoeQyeWyRFLWcTTOdChJhrEa2gkrBx1rUmSmRyFIS8VBT7GF4coCfkoi3gJeE2snEPOcd53mNvuLrdq3M6OBA6KqN+TH04ngdDIIcGQOKbEMzl+sbSOh17Z2ico+uy507hsfvXRDYoAmt+DZT+Gdx4DK+Fu80bcRV4XfQIq5x7d9ggxgsn1t39yXsRQGchcjL2f057I0hLLAFAadgOB0rCPuTVRplWEB20Yk1KKjU0x3tzWTnN3GstR7O5O4TMNZlUVsLU1wbJtbQS9BiGfhyllYUI+k5SVY+WOTkpC7jo+J04q7lO0IJHJ0Z22uHReNQ2dSf60qoEtrQlS2RxdSYvyAh8oME2DTM4ti23oGr6eYCnkNYj4TRZNLKG8wIeGdsDM2sH6NtLW5RJ9STAkjkkHCor+7eypXL6geuirz+0r1QmrHoW3fgLtW/ZsH3cinPAvMPtDUnBBjHly/e2fnBcxlAZyM77vcDaArK2G/GZ+7/ftTlnsbE/S0JViV0eSN7a0EfCaTCkPEQ143aFu3Wl2d6eZWhZG1zVOnFCczwyBW7J8V2eSxZNK3AIVyQxhn4dYJsc7uzrBUbTEs8yqKsBj6vlgyGto7OpM4TF0ulIWp08tpTIaeN/Mmjg2STAkjmm9QdGPX9mar9dfUxjg5jMn85FFtQdc1XjIKAXbXoHlP4X3/gKOuy4B/ijM/5gbGJUfd3TbJMQIIdff/sl5EaPRYGREel8jbdm8sG43qxu68guymrpO0GvQGkvj9FR7m1cT7fMeiUyOrlSWwqCX3d3p/PypeCbHW3XtaEqxtilGWdjH9PJwft5vxrJJWja1RUF2dSSpLQ5gGvpRr3Imjg4JhsSoEM/k+OXS7Tz82tZ89bnSsI+bTp/ExxePJ+IfhgW7Yrth1a9gxSN7Ci4AjD/FHUI363IwfUe/XUIME7n+9k/OixhthqJUcnN3mhc3NLO7K0006CHs82Boite3dpDMWJw5vbzP/J3e4WwVkQBdqSwFgT2V9RSK1bu6aehM0J3K0RLPsnB8IQGvCUqxO5amsiBAJGAypSzM8bWFRyUzJoaHBENiVElbNr9dvpMfvbw1v05Rgd/khlMmcsOpkygejnr+jgNb/g4rfgYb/gqqp2ZooBgWXAMLr4ey6Ue/XUIcZXL97Z+cFzGaHLRwQ8DLWTMGPrysvyAr7DNpi2dRqH4LRcyqivDmtnbGFQb7zCvuSmVZvaub5niKxs4MVVE/pWEviZ4FWssjfmqKAjIcbgyQYEiMSpbt8D+rGnjgpc1sbXELGwQ8BtcsHs8nT59MZXSYLmzdDfD2L+Htn0N3/Z7t406Chde5c4t8keFpmxBDTK6//ZPzIkaLgZT0Hsh77Dv8riWWOWAmymPoB1xzqSuVZUNTnK2tcSJ+A8uGsM9kfHGQ43oWo5VAaPSTYEiMarajeG5tEz94aTNr6rsBd+XsDy8cxyfPmMyUsmEqgW3nYNNzsPKXbpnu3myRJ+gGRMdfC+OXyLpFYlSR62//5LyI0eJgi71C3+puBytJPRAHmqP0fgHatrYElQV+Fk0oIpNz8HvctYBkONzYIcGQGBOUUryyqZUfvLiZZdva89vPm1nBp86YzIkTi4bvohfbDe/8xl3QtW3Tnu3Fk92gaP7HoKB6eNomxCCS62//5LyI0aKpK81Tqxv2G5LWq7e62yVzq4/qCI2BrLkkxg4JhsSY81ZdOz96eSsvrN+d3za/tpBPnT6ZC2ZXYB7tsty9lIKdy9xs0do/Qjbubtd0mHqeGxhNv1CKLohjllx/+yfnRYwWw5kZej9DUdRBjA4SDIkxa0tLnJ+8uo0/vL2LbM4BoLY4wI2nTuKjJ9YS9O5/IT9qMnFY9z9utmjH63u2+wvdYXTzr4baxTKMThxT5PrbPzkvYrQ4GnOGjrR9sgCq2JcEQ2LMa41n+MXS7fxyaV1+AddowMN1J0/gn0+ZQHlkmL8xat0Mq37tDqWLNe7ZXjgB5l3lPkqnDl/7hDhEcv3tn5wXMZrIkDRxrJFgSIgeqazN71fs5CevbWN7WxIAr6HzwQXV3HDqRGZXR4e3gY4Nda/CO4/D+j/tGUYHUHMCzLsa5lwJodLha6MQByHX3/7JeRGjjQxJE8cSCYaE2IftKJ5f18SPXtnKyh2d+e0nTSrmX06ZyAdmDeO8ol7ZJGx4Gt55zF3DqLcanW6684vmXQUzLgJPYHjbKcRe5PrbPzkvYjSSIWniWCHBkBAHsWJ7Oz/7Rx1/XdOE7bj/BKqjfq5bMpGrT6w96hNA+xVvhjV/cAOjxlV7tvsKYNblMOfDMPEMMIZxDpQQyPX3QOS8CCHE8JFgSIhD0NiV4tdv7ODRZTtoT2QB8Jk6Hzq+hutPmcjMqhHyWWrZAO8+Du/+Frp27tkeLIVZH3SH0Y1fAroxfG0UY5Zcf/sn50WIwSeZKXGoJBgS4jCkLZs/v9PAI6/XsbahO7/95MnF3HDKJD4wq6LftRWOOsdxq9Ct/r1blS61Z20lwpVuRbo5V8K4E6UinThq5PrbPzkvQgwumbMkDocEQ0IMgFKK5ds7eOQfdTyzds8QuprCANeePIGPLBpHaXiErAdkW7DtZVjzR1j/Z8h07dkXrd0TGFUtkMBIDCm5/vZPzosQg+eg1ewCXs6aIdXsRF8SDAlxhBo6U/zqje38ZtmOfGluj6Fx0ZwqPr54PCdNKh45qflcxi24sOYJtwDD3hXpiifD7Cvd4KhitgRGYtDJ9bd/cl6EGBwjfZ0jMTJJMCTEIElbNn96p4Ffv7mDd3Z25rdPLQ/z8cXjuXLhOKIBz/A1cF9WCjY95wZGG5+FXGrPvuLJMPMymHk5VC8EfZir54lRQa6//ZPzIsTg6Ehk+cu7DRT4PYR8+xcNSmRydKctLp1XPTIKIIkRQYIhIYbA6l1dPLpsO0+ubCBluWWv/R6dy+dXc+3JE5g3rnB4G7ivTBw2PuNWpdv8N7Aze/YV1MBxl7rB0YRTpPiCGDC5/vZPzosQg6OpK81TqxsYVxjsd/6u7Sh2dSa5ZG41lVEZKidcEgwJMYS60xZPrqzn12/sYMPuWH773JooH188nssXVBP0jrCS15kYbHrenV+06bm+Q+mCpXDcxW7GaNKZYMo3a+LQyfW3f3JehBgckhkSAyHBkBBHgVKKFds7+NUb23l6dRNZ2wEg7DO5bH4VH11Uy4LawpE3htlKw9YX3cDovacg3blnn68Apl/oZoymngve0LA1Uxwb5PrbPzkvQgwOmTMkBkKCISGOsvZElt+v2Mmv39zB9rZkfvv0ijBXnTieDx1fQ/FI/MbKtqDutZ7A6C8Q371nn+GDyWfCjIvcAKmgevjaKUYsuf72T86LEIPnoNXkgl7Omi7V5ERfEgwJMUwcR/HmtnZ+u3wnT69uJJNzs0UeQ+P8WZV89MRaTptaOjLWLdqX48Cut2D9n9zgqHN73/1VC2DGxTDjQqicJ5XpBCDX3wOR8yLE4JJ1hsThkGBIiBGgK2Xxp3ca+O1bO1ldv2cdoOqon39aVMtHThhHbXFwGFt4EEpB83rY+FfY8FfYtRzY63JRUONmi2ZcDBNPA4/8IRqr5PrbPzkvQgw+pRSdSYtMzsFn6hQGPTI0TvRLgiEhRpi1DV389q2dPLmqga6Uld++ZHIJVy6s4aK5VYT7mRg6YsSb3VLdG59x1zSy9gwFxBOCKWe7gdH0CyBUOnztFEedXH/7J+dFCCGGjwRDQoxQacvm2bVN/Hb5Tv6xuS2/PeAxuHBOJVcurOGUKSN0GF0vKwXbXnUXeN34DMQa99qpQfXxMO0DMPUDULNQynaPcnL97Z+cFyGEGD4SDAlxDNjVkeTJlfX84e16trUm8tsrCnxccXwN/7RwHNMqIsPYwkOgFDSugg3PuMFR07t99weKYMo5bmA09VwIlw9LM8XQketv/+S8CCHE8JFgSIhjiFKKlTs7eeLtXfz5ncY+w+jm1kS5cmENl8+vpiTsG8ZWHqLuRtj8gvvY8iJkuvrur5rvBkbTPgA1i8AYwUMDxSGR62//5LwIIcTwkWBIiGNUJmfz9/XN/OHtel7a0EzOcf+JmrrG6dNKuXxBNR+YVTmy5xf1snNudbrNz7vBUeM7fff7oz1Zo/NgyrlQUDU87RRHRK6//ZPzIoQQw0eCISFGgbZ4hj+/08Af3q7vU43O79E5d2YFl8+v5qwZZfjMY2ROTmw3bPkbbHreLcKw92KvAGXHweSz3MeEU8Ev/5aPBXL97Z+cFyGEGD4SDAkxymxujvOndxr406p66vZa1DXiN7lwdiWXL6hmyeQSTEMfxlYeBseG+hVuYLT5BWhYSZ/S3ZoB407cExyNWwSGZ5gaKw5Grr/9k/MihBDDZ0iDoQceeID/+I//oLGxkdmzZ3P//fdz+umn93tsY2MjX/ziF1mxYgWbNm3is5/9LPfff3+fY8466yxefvnl/Z578cUX89RTTx1Sm+SPjhgrlFKsru/iT6sa+Mu7jTR1p/P7SsNeLp1XzWXzq1k4vvDYWnsh2Q51r8LWl9xH+9a++71hN1s0+Sy3jHfZcbLo6wgh19/+yXkRQojhc6jX4MOedPD444/zuc99jgceeIBTTz2VH/3oR1x00UWsW7eO8ePH73d8JpOhrKyMO++8k+9+97v9vuYTTzxBNpvN/9zW1sb8+fP5yEc+crjNE2LU0zSNeeMKmTeukH+/eCbL6tr50zsNPL26kdZ4lkder+OR1+sYVxTg0nnVXDy3krk10ZEfGAWLYdYH3QdAx3bY9vKe4CjZBpuedR8A4Yo9WaOJp0Nh7fC0WwghhBDHrMPODC1evJiFCxfy4IMP5rfNnDmTK664gnvuueegzz3rrLNYsGDBfpmhfd1///187Wtfo7GxkVAodEjtkm/gxFiXzTm8trmFP61q4Ll1u0lm7fy+cUUBLp5bxcVzq5g/7hgIjPblOLB7zZ7AaPvrkEv1PaZwghsUTTzNfUhwdNTI9bd/cl6EEGL4DElmKJvNsmLFCm6//fY+288//3xef/31gbW0Hw8//DBXX331QQOhTCZDJpPJ/9zd3T1o7y/Eschr6pxzXAXnHFdBKmvzt/d28/TqRv7+XjO7OlL8+JWt/PiVrdQUBrhwTiUXz63i+NpC9JG8uGsvXYeqee7j1M9CLgM7l8HWF2Hry+58o87tsGo7rPqV+xwJjoQQQgjxPg4rGGptbcW2bSoqKvpsr6iooKmpaVAatGzZMtasWcPDDz980OPuuece7r777kF5TyFGm4DX4NJ51Vw6r5pkNsdLG1rygVF9Z4qHX9vGw69to7LAz4VzKrlkXhUnjC86NgIjANMHk053H+cCmRjsfBPqXnMf9W+/T3B0KhTuP6xXCCGEEGPLgBYq2XeIjVJq0IbdPPzww8yZM4eTTjrpoMfdcccdfOELX8j/3N3dTW2tfPMrxL6CXjM/RC5t2by80Q2M/ra+mabudH6OUXnEx/mzKzh/ViUnTy7Bax4jVekAfBF3raKp57k/H0pwFB0PE5bA+JNh/BIoneFmoIQQQggxZhxWMFRaWophGPtlgZqbm/fLFg1EMpnkscce4xvf+Mb7Huvz+fD5fEf8nkKMJX6PwQWzK7lgdiVpy+a1Ta08vbqR59ftpjmW4Vdv7OBXb+wg4jM567hyzp9VwVkzyoj4j7GS1ocSHHXtgHd3wLuPu8f4C3sCo57gqPp4NwMlhBBCiFHrsIIhr9fLCSecwPPPP8+HPvSh/Pbnn3+eD37wg0fcmN/+9rdkMhmuvfbaI34tIcTB+T0G582q4LxZFWRyNq9vbuO5dbt5ft1uWnsWe/3zOw14DI1TppTygVkVfGBWBRUF/uFu+uHbLziKw663YMcbsGOp+//pTtj4jPsAMHxQs3BPcFR7EgSKhq0LQgghhBh8h11N7vHHH+e6667jhz/8IUuWLOHHP/4xDz30EGvXrmXChAnccccd1NfX84tf/CL/nFWrVgFw0003MWPGDL70pS/h9XqZNWtWn9c+/fTTqamp4bHHHjvsjkjVHiEGh+MoVu3q5Lm1u3luXRNbWxJ99i+oLcwPp5taHh6mVg4y24Kmd/cERzvegETL/seVz3KDo9rF7oKwxZNlrSPk+nsgcl6EEGL4DPmiq9/61rdobGxkzpw5fPe73+WMM84A4IYbbqCuro6XXnppz5v0c7MwYcIE6urq8j9v3LiRGTNm8Nxzz/GBD3zgcJskf3SEGCKbm+M8v84NjFbu6Oyzb1JpiLNnlHPuzHJOnFh8bM0zOhil3EVfdyzdExy1bd7/uECxGxSNOxFqT4TqheAfe9cfuf72T86LEEIMnyENhkYi+aMjxNBr7k7zwvpmnlvXxOub28jaTn5f2Gdy2tRSzplZzlkzyiiPHIPD6Q4m3gI733ADo11vQcMqsDP7HKS52aNxi3oCpJOgZNqoL8wg19/+yXkRQojhI8GQEGJIxTM5XtvUwt/WN/PihhZa430Dg3njopxzXDnnHFfOnOrosVO2+1DlstC02g2Mdi1z/9u5Y//jfFEYdwLULHLnIFUvhMiRF5wZSeT62z85L0IIMXwkGBJCHDWOo1hd38Xf32vmxQ3NvLurq8/+soiPs6aXcc5x5Zw6rZSCY6063aGK7e4Jjt6CXcuh4W2wkvsfV1DjVqvrDY6qj4dA4VFv7mCR62//5LwIIcTwkWBICDFsmrvTvLShhb+/18yrm1pIZO38PkPXOL62kDOml3HG9DLm1kQxRlvWqJedg+a1sHMZNKx0S3q3vAf0c9ktnrInOKpZCJXzwBs86k0eiNF4/a2rq+P//J//w9///neampqorq7m2muv5c4778Tr9R7Sa4zG8yKEEMeKQ70GD2jRVSGEOJjyAj8fPbGWj55YSyZn89a2Dv723m5e3tDC1tYEy7d3sHx7B995fiOFQQ+nTS11g6NpZVRGR9FcI8OEqvnuo1cmDo3vuFmj+rfd/3bUQfsW97H6d+5xmg5lM6HmeDdAqloAFbPAExiOnow57733Ho7j8KMf/YipU6eyZs0aPvnJT5JIJPjP//zP4W6eEEKIQSKZISHEUbWzPcmrm1p5ZWML/9jcSiyT67N/ekWYM6a5WaOTJhXj9xjD1NKjKNneExyt3BMkxZv2P04zoGyGmzWqmuf+t3LusA+xGyvX3//4j//gwQcfZOvWrYd0/Fg5L0IIMRJJZkgIMSLVFge5ZvF4rlk8npztsGpnJ69sbOHlTa28u6uTjbvjbNwd5yevbcNn6iyeXMIZ00o5dWopMyoio68QA0CwuO+isADdDXsyRw0rofFdSLZC8zr38e5e67EVTdwTIFUtcP9/lBVpGAm6urooLi4+4P5MJkMms6eQSHd399FolhBCiCMgmSEhxIjRkcjy2mY3a/TKphZ2d/etUFcS8nLylBJOnVLKKVNKmFAS7Hcds1FJKYg1ukFR4zvuIrGN70JXPxXsAMIVPQHS/D1ZpMIJQ1Lmeyxcf7ds2cLChQv59re/zU033dTvMV//+te5++6799s+ms+LEEKMVFJAQQhxTFNKsXF3nFc3tfDKplbe2tZOyrL7HFMd9XPKVDcwOmVK6eiab3Soku17AqPe/7ZupN8iDd4IVMx2H5VzoGIulM8EX/iImnAsXX8PFLDs7a233mLRokX5nxsaGjjzzDM588wz+clPfnLA5/WXGaqtrT0mzosQQow2EgwJIUaVbM7hnV2dvL65jX9saWXljg4su+/la3JpiFOmuoHRyZNLKA4dWtWvUSebgN1r98ogvQPN68HO9nOwBsWToGIOXPIdCJcd9tsdS9ff1tZWWltbD3rMxIkT8fvdwLqhoYGzzz6bxYsX88gjj6AfRmbtWDovQggx2kgwJIQY1VJZm7fq2nl9Sxuvb2llTX0Xzj5Xs1lVBZwypYTFk0s4aWIx0eAoXd/oUNgWtG5yg6Tdq6FpDexeA/Hd7n7dhH9vANN32C89Wq+/9fX1nH322Zxwwgn86le/wjAOr5jHaD0vQghxLJBgSAgxpnQlLd7c1pYPjjbujvfZr2kwoyLC4knFnDSphBMnFVEeGYPD6vYVb3GDou56OP7aAb3EaLz+9g6NGz9+PL/4xS/6BEKVlZWH9Bqj8bwIIcSxQqrJCSHGlGjQw/mzKzl/tnuj2hxLs3RLG29sbePNbe1sbUnwXlOM95pi/HzpdsAdVrd4cjEn9QRINYVjcA2fcBmEzx7uVow4zz33HJs3b2bz5s2MGzeuz75R8h2iEEIIJDMkhBgjWmIZ3qprZ9m2dt7c1s57Td3se/WrKQz0ZI7cx6TS0NipVncE5PrbPzkvQggxfCQzJIQQeymL+Lh4bhUXz60CoDOZZXldB8vq3OBoTX0X9Z0pnlhZzxMr6wG3lPfCCUWc0POYWxMdG4vACiGEEGOEBENCiDGpMOjlvFkVnDfLXZw0kcnx9o6OfOZo1c5O2hJZnl+3m+fXuUUGPIbGnJooJ4zfEyCVF8i8IyGEEOJYJcGQEEIAIZ/J6dPKOH2aW1o6k7NZU9/N29s7WLG9g+XbO2iNZ1i5o5OVOzr5yWvbAKgtDuSDo4UTijiusgBDl6F1QgghxLFAgiEhhOiHzzTy2Z9P4k6a39meYsWOdjc4qutgw+4YO9tT7GxP8eSqBgBCXoPjxxexoLaQBbWFzK8tpCxy+OWqhRBCCDH0JBgSQohDoGka40uCjC8J8qHj3episbTFqp2drOjJHq3c0Uk8k+O1za28tnnPwp41hQHm10bd4GhcIXNqooR8cvkVQgghhpv8NRZCiAGK+D19htbZjmLj7hgrtnfwzs5O3tnVyabmOPWdKeo7Uzy9ugkAXYPpFZF85mj+uEKmV4QxDX04uyOEEEKMORIMCSHEIDF0jZlVBcysKuDakycAEM/keHdXJ+/s7MoHSI1d6fyaR4+9tROAgMdgbk2U+bXRfIA0riggpb2FEEKIISTBkBBCDKGwz+SUKaWcMqU0v213d5pVOzvzwdG7O7uIZXIsq2tnWV17/rjCoIc51VFm1xQwtybKnOooE0qCEiAJIYQQg0SCISGEOMoqCvxcMLuSC2ZXAuA4iq2tcVb1ZI9W7ezkvaZuOpPWfvOPIn6T2dU9wVHPY1JJCF0q2AkhRhClFJ1Ji0zOwWfqFAY98kWOGJEkGBJCiGGm6xpTyyNMLY/wTye4xRmyOYeNu2Osqe9idX0Xaxq6Wd/YTSyd442t7byxdU8GKeQ1mL13BqkmypSysJT4FkIMi+buNGvqu6nvTJK1HbyGTk1hkDk1BbI2mxhxJBgSQogRyGvq+czP1T3bLNthc3OcNfVd7qOhm3UN3SSy9n5D7PwenRmVBcyqKmBWVYRZ1QXMqCwgLFXshBBDqLk7zUsbWuhKZSmP+PF7DNKWzZaWGK3xDGfNKJOASIwo8ldRCCGOER5Dzxdo+MiiWsCtYLe1Je5mj+q7WVPfxdqGLhJZ252TtLOzz2tMLAkys8oNkmZWFTCzuoDqqF+GrwghjphSijX13XSlskwsCeWvKyGfyURviLq2BGvquzk74pNrjhgxJBgSQohjmKFrTKuIMK0iwpUL3W2Oo6hrS7C+Mca6xi7WNXSzvjFGU3eaurYkdW1J/rqmKf8a0YCHmVURvv+xhbJArBBiwDqTFvWdScoj+3/Bomka5RE/9Z1JOpMWRSHvMLVSiL4kGBJCiFFG1zUml4WZXBbmknlV+e3tiSzrG7t7gqNu1jV2s7k5TlfK4u3tnRQGPcPYaiHEsS6Tc8jaDn6P0e9+v8egNZEhk3OOcsuEODAJhoQQYowoDnk5dWopp07dU+Y7k7PZtNtdGNYji74KIY6Az9TxGjppyybUz/zEtGXjNXR8plxrxMghn0YhhBjDfKbBnJpovsy3EEIMVGHQQ01hkOZYGqVUn31KKZpjaWoKg5KFFiOKBENCCCGEEOKIaZrGnJoCogEvdW0JEpkctqNIZHLUtSWIBr3MqSmQ4gliRJFhckIIIYQQYlCUF/g5a0ZZfp2h1kQGr6EzpSwi6wyJEUmCISGEEEIIMWjKC/ycHfHRmbTI5Bx8pk5h0CMZITEiSTAkhBBCCCEGlaZpUj5bHBNkzpAQQgghhBBiTJJgSAghhBBCCDEmSTAkhBBCCCGEGJMkGBJCCCGEEEKMSRIMCSGEEEIIIcYkCYaEEEIIIYQQY5IEQ0IIIYQQQogxSYIhIYQQQgghxJgkwZAQQgghhBBiTJJgSAghhBBCCDEmmcPdgMGilAKgu7t7mFsihBBjS+91t/c6LFzyd0kIIYbPof5tGjXBUCwWA6C2tnaYWyKEEGNTLBYjGo0OdzNGDPm7JIQQw+/9/jZpapR8lec4Dg0NDUQiETRNO+znd3d3U1tby86dOykoKBiCFo5s0n/pv/Rf+j/Q/iuliMViVFdXo+sy+rrXkf5dOlJj7XM91voL0uex0Oex1l8YvD4f6t+mUZMZ0nWdcePGHfHrFBQUjJkPW3+k/9J/6b/0fyAkI7S/wfq7dKTG2ud6rPUXpM9jwVjrLwxOnw/lb5N8hSeEEEIIIYQYkyQYEkIIIYQQQoxJEgz18Pl83HXXXfh8vuFuyrCQ/kv/pf/S/7Ha/9FqrP1ex1p/Qfo8Foy1/sLR7/OoKaAghBBCCCGEEIdDMkNCCCGEEEKIMUmCISGEEEIIIcSYJMGQEEIIIYQQYkySYEgIIYQQQggxJkkwBDzwwANMmjQJv9/PCSecwKuvvjrcTRqQV155hcsuu4zq6mo0TePJJ5/ss18pxde//nWqq6sJBAKcddZZrF27ts8xmUyGz3zmM5SWlhIKhbj88svZtWtXn2M6Ojq47rrriEajRKNRrrvuOjo7O4e4dwd3zz33cOKJJxKJRCgvL+eKK65gw4YNfY4Zzf1/8MEHmTdvXn6BsiVLlvDXv/41v380970/99xzD5qm8bnPfS6/bbSfg69//etomtbnUVlZmd8/2vsvBv67Wb9+PZdffjnRaJRIJMLJJ5/Mjh07hr7Bg+BIP4//+q//iqZp3H///UPWxsF2uH22LIvbbruNuXPnEgqFqK6u5p//+Z9paGg4eo0+DId7T/byyy9zwgkn4Pf7mTx5Mj/84Q+PUksHz+H0+YknnuADH/gAZWVl+b/3zz777FFs7eAY6L33P/7xD0zTZMGCBYPXGDXGPfbYY8rj8aiHHnpIrVu3Tt16660qFAqp7du3D3fTDtvTTz+t7rzzTvWHP/xBAeqPf/xjn/333nuvikQi6g9/+INavXq1uuqqq1RVVZXq7u7OH3PzzTermpoa9fzzz6u3335bnX322Wr+/Pkql8vlj7nwwgvVnDlz1Ouvv65ef/11NWfOHHXppZcerW7264ILLlA/+9nP1Jo1a9SqVavUJZdcosaPH6/i8Xj+mNHc/z/96U/qqaeeUhs2bFAbNmxQ//7v/648Ho9as2aNUmp0931fy5YtUxMnTlTz5s1Tt956a377aD8Hd911l5o9e7ZqbGzMP5qbm/P7R3v/xcB+N5s3b1bFxcXqS1/6knr77bfVli1b1F/+8he1e/fuo9TqI3Mkn8c//vGPav78+aq6ulp997vfHdqGDqLD7XNnZ6c677zz1OOPP67ee+89tXTpUrV48WJ1wgknHMVWH5rDvSfbunWrCgaD6tZbb1Xr1q1TDz30kPJ4POr3v//9UW75wB1un2+99VZ13333qWXLlqmNGzeqO+64Q3k8HvX2228f5ZYP3EDvvTs7O9XkyZPV+eefr+bPnz9o7RnzwdBJJ52kbr755j7bjjvuOHX77bcPU4sGx77BkOM4qrKyUt177735bel0WkWjUfXDH/5QKeV+yDwej3rsscfyx9TX1ytd19UzzzyjlFJq3bp1ClBvvPFG/pilS5cqQL333ntD3KtD19zcrAD18ssvK6XGXv+VUqqoqEj95Cc/GVN9j8Viatq0aer5559XZ555Zj4YGgvn4K677jrgH4ex0P+xbqC/m6uuukpde+21R6OJg+5IPo+7du1SNTU1as2aNWrChAnHTDA0WP8Gly1bpoAR98Xv4d6TffnLX1bHHXdcn23/+q//qk4++eQha+NgG4z70FmzZqm77757sJs2ZAba56uuukp95StfOejfu4EY08PkstksK1as4Pzzz++z/fzzz+f1118fplYNjW3bttHU1NSnrz6fjzPPPDPf1xUrVmBZVp9jqqurmTNnTv6YpUuXEo1GWbx4cf6Yk08+mWg0OqLOWVdXFwDFxcXA2Oq/bds89thjJBIJlixZMqb6/m//9m9ccsklnHfeeX22j5VzsGnTJqqrq5k0aRJXX301W7duBcZO/8eygfxuHMfhqaeeYvr06VxwwQWUl5ezePHi/YZYj1QD/Tw6jsN1113Hl770JWbPnn00mjpoBuvfYFdXF5qmUVhYOAStHJiB3JMtXbp0v+MvuOACli9fjmVZQ9bWwTIY96GO4xCLxfL3OyPdQPv8s5/9jC1btnDXXXcNepvGdDDU2tqKbdtUVFT02V5RUUFTU9MwtWpo9PbnYH1tamrC6/VSVFR00GPKy8v3e/3y8vIRc86UUnzhC1/gtNNOY86cOcDY6P/q1asJh8P4fD5uvvlm/vjHPzJr1qwx0XeAxx57jLfffpt77rlnv31j4RwsXryYX/ziFzz77LM89NBDNDU1ccopp9DW1jYm+j/WDeR309zcTDwe59577+XCCy/kueee40Mf+hBXXnklL7/88lA3+YgN9PN43333YZomn/3sZ4eyeUNiMP4NptNpbr/9dq655hoKCgoGu4kDNpB7sqampn6Pz+VytLa2DllbB8tg3Id++9vfJpFI8NGPfnQomjjoBtLnTZs2cfvtt/PrX/8a0zQHvU1jOhjqpWlan5+VUvttGy0G0td9j+nv+JF0zj796U/z7rvv8pvf/Ga/faO5/zNmzGDVqlW88cYb3HLLLVx//fWsW7cuv380933nzp3ceuut/OpXv8Lv9x/wuNF8Di666CI+/OEPM3fuXM477zyeeuopAH7+85/njxnN/R+t+iuMse9j+fLlwOH/bhzHAeCDH/wgn//851mwYAG33347l1566bBOQh/KPq9YsYLvfe97PPLIIyPqMzuUfd6bZVlcffXVOI7DAw88MOj9GAyHe53q7/j+to9kA70P/c1vfsPXv/51Hn/88X6D5JHsUPts2zbXXHMNd999N9OnTx+Stgx+eHUMKS0txTCM/SLR5ubm/SLWY11vVammpiaqqqry2/fua2VlJdlslo6Ojj7fDjc3N3PKKafkj9m9e/d+r9/S0jIiztlnPvMZ/vSnP/HKK68wbty4/Pax0H+v18vUqVMBWLRoEW+99Rbf+973uO2224DR3fcVK1bQ3NzMCSeckN9m2zavvPIK//3f/52vLDiaz8G+QqEQc+fOZdOmTVxxxRXA2Or/aPHpT3+aq6+++qDHTJw4kXffffewfzelpaWYpsmsWbP6bJ85cyavvfbawBt9hIayz6+++irNzc2MHz8+v822bb74xS9y//33U1dXd0RtH6ih7HMvy7L46Ec/yrZt2/j73/8+orJCMLB7ssrKyn6PN02TkpKSIWvrYDmS+9DHH3+cG2+8kd/97nf7DQ0fyQ63z7FYjOXLl7Ny5Uo+/elPA+4XOUopTNPkueee45xzzjmyRg3a7KNj1EknnaRuueWWPttmzpw5agso3HffffltmUym3wnUjz/+eP6YhoaGfidQv/nmm/lj3njjjWGfQO04jvq3f/s3VV1drTZu3Njv/tHc//6cc8456vrrrx8Tfe/u7larV6/u81i0aJG69tpr1erVq8fEOdhXOp1WNTU16u677x6T/R9rBvq7WbJkyX4FFK644gr1sY99bMjaOlgG0ufW1tb9rhXV1dXqtttuOyY+wwP9PWezWXXFFVeo2bNn96kyOdIc7j3Zl7/8ZTVz5sw+226++eZjroDC4d6HPvroo8rv9+9XNfhYcTh9tm17v3+zt9xyi5oxY4ZavXp1n6rBAzXmg6He8n4PP/ywWrdunfrc5z6nQqGQqqurG+6mHbZYLKZWrlypVq5cqQD1ne98R61cuTJfLebee+9V0WhUPfHEE2r16tXqYx/7WL+ldceNG6deeOEF9fbbb6tzzjmn39K68+bNU0uXLlVLly5Vc+fOHfbSurfccouKRqPqpZde6lNaOJlM5o8Zzf2/44471CuvvKK2bdum3n33XfXv//7vStd19dxzzymlRnffD2TvanJKjf5z8MUvflG99NJLauvWreqNN95Ql156qYpEIvlr2Wjvvzi0382MGTPUE088kf/5iSeeUB6PR/34xz9WmzZtUt///veVYRjq1VdfPdrNH5CB9Hlfx1I1OaUOv8+WZanLL79cjRs3Tq1atarP38hMJjMcXTig97snu/3229V1112XP763tPbnP/95tW7dOvXwww8fs6W1D7XPjz76qDJNU/3gBz/o87vs7Owcri4ctsPt874Gu5rcmA+GlFLqBz/4gZowYYLyer1q4cKF+XLMx5oXX3xRAfs9rr/+eqWUmx256667VGVlpfL5fOqMM85Qq1ev7vMaqVRKffrTn1bFxcUqEAioSy+9VO3YsaPPMW1tberjH/+4ikQiKhKJqI9//OOqo6PjKPWyf/31G1A/+9nP8seM5v5/4hOfyH+Gy8rK1LnnnpsPhJQa3X0/kH2DodF+DnrXDfJ4PKq6ulpdeeWVau3atfn9o73/4tB+N/teF5VS6uGHH1ZTp05Vfr9fzZ8/Xz355JNHr9FHaKB93tuxFgwdbp+3bdt2wL+RL7744lFv//s52D3Z9ddfr84888w+x7/00kvq+OOPV16vV02cOFE9+OCDR7nFR+5w+nzmmWce9F7vWHG4v+e9DXYwpCnVM9NMCCGEEEIIIcYQqSYnhBBCCCGEGJMkGBJCCCGEEEKMSRIMCSGEEEIIIcYkCYaEEEIIIYQQY5IEQ0IIIYQQQogxSYIhIYQQQgghxJgkwZAQQgghhBBiTJJgSAghhBBCCDEmSTAkhBBCCDFGff3rX2fBggX5n2+44QauuOKKI3rNwXgNIY4WCYaEEEIIIUaYG264AU3T0DQNj8fD5MmT+d//+3+TSCSG9H2/973v8cgjjxzSsXV1dWiaxqpVqwb8GkIMN3O4GyCEEEIIIfZ34YUX8rOf/QzLsnj11Ve56aabSCQSPPjgg32OsywLj8czKO8ZjUZHxGsIcbRIZkgIIYQQYgTy+XxUVlZSW1vLNddcw8c//nGefPLJ/NC2n/70p0yePBmfz4dSiq6uLj71qU9RXl5OQUEB55xzDu+8806f17z33nupqKggEolw4403kk6n++zfd4ib4zjcd999TJ06FZ/Px/jx4/nmN78JwKRJkwA4/vjj0TSNs846q9/XyGQyfPazn6W8vBy/389pp53GW2+9ld//0ksvoWkaf/vb31i0aBHBYJBTTjmFDRs2DOLZFKJ/EgwJIYQQQhwDAoEAlmUBsHnzZn7729/yhz/8IT9M7ZJLLqGpqYmnn36aFStWsHDhQs4991za29sB+O1vf8tdd93FN7/5TZYvX05VVRUPPPDAQd/zjjvu4L777uOrX/0q69at49FHH6WiogKAZcuWAfDCCy/Q2NjIE0880e9rfPnLX+YPf/gDP//5z3n77beZOnUqF1xwQb5dve68806+/e1vs3z5ckzT5BOf+MSAz5UQh0qGyQkhhBBCjHDLli3j0Ucf5dxzzwUgm83yy1/+krKyMgD+/ve/s3r1apqbm/H5fAD853/+J08++SS///3v+dSnPsX999/PJz7xCW666SYA/u///b+88MIL+2WHesViMb73ve/x3//931x//fUATJkyhdNOOw0g/94lJSVUVlb2+xq9w/oeeeQRLrroIgAeeughnn/+eR5++GG+9KUv5Y/95je/yZlnngnA7bffziWXXEI6ncbv9w/8xAnxPiQzJIQQQggxAv3lL38hHA7j9/tZsmQJZ5xxBt///vcBmDBhQj4YAVixYgXxeJySkhLC4XD+sW3bNrZs2QLA+vXrWbJkSZ/32Pfnva1fv55MJpMPwAZiy5YtWJbFqaeemt/m8Xg46aSTWL9+fZ9j582bl///qqoqAJqbmwf83kIcCskMCSGEEEKMQGeffTYPPvggHo+H6urqPkUSQqFQn2Mdx6GqqoqXXnppv9cpLCwc0PsHAoEBPW9vSikANE3bb/u+2/buX+8+x3GOuA1CHIxkhoQQQgghRqBQKMTUqVOZMGHC+1aLW7hwIU1NTZimydSpU/s8SktLAZg5cyZvvPFGn+ft+/Pepk2bRiAQ4G9/+1u/+71eLwC2bR/wNaZOnYrX6+W1117Lb7Msi+XLlzNz5syD9kmIo0EyQ0IIIYQQx7jzzjuPJUuWcMUVV3DfffcxY8YMGhoaePrpp7niiitYtGgRt956K9dffz2LFi3itNNO49e//jVr165l8uTJ/b6m3+/ntttu48tf/jJer5dTTz2VlpYW1q5dy4033kh5eTmBQIBnnnmGcePG4ff79yurHQqFuOWWW/jSl75EcXEx48eP51vf+hbJZJIbb7zxaJwaIQ5KgiEhhBBCiGOcpmk8/fTT3HnnnXziE5+gpaWFyspKzjjjjHz1t6uuuootW7Zw2223kU6n+fCHP8wtt9zCs88+e8DX/epXv4ppmnzta1+joaGBqqoqbr75ZgBM0+S//uu/+MY3vsHXvvY1Tj/99H6H6d177704jsN1111HLBZj0aJFPPvssxQVFQ3JuRDicGiqdzCnEEIIIYQQQowhMmdICCGEEEIIMSZJMCSEEEIIIYQYkyQYEkIIIYQQQoxJEgwJIYQQQgghxiQJhoQQQgghhBBjkgRDQgghhBBCiDFJgiEhhBBCCCHEmCTBkBBCCCGEEGJMkmBICCGEEEIIMSZJMCSEEEIIIYQYkyQYEkIIIYQQQoxJ/x/KS7806svZiQAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Hyperparams\n", "epoch = 5000\n", "out_size = 1\n", "lr_range = [0.5, 0.1, 0.01, 0.05, 0.001]\n", "\n", "for lr in lr_range:\n", " print('\\nlr: {}'.format(lr))\n", "\n", " # Reset model/optimizer each run\n", " if 'model' in globals():\n", " del model, criterion, optimizer\n", "\n", " # Model with tanh activation, MSE loss, SGD optimizer\n", " model = Perceptron(data.shape[1], out_size, use_activation_fn='tanh')\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.SGD(model.parameters(), lr=lr)\n", "\n", " all_loss_train = []\n", " all_loss_val = []\n", "\n", " for epoch in range(epoch):\n", " # Train\n", " model.train()\n", " optimizer.zero_grad()\n", " y_pred_train = model(X_train)\n", " loss_train = criterion(y_pred_train.squeeze(), y_train)\n", " loss_train.backward()\n", " optimizer.step()\n", " all_loss_train.append(loss_train.item())\n", "\n", " # Validate\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred_val = model(X_test)\n", " loss_val = criterion(y_pred_val.squeeze(), y_test)\n", " all_loss_val.append(loss_val.item())\n", "\n", " # Periodic metrics/log\n", " if epoch % 500 == 0:\n", " y_np = y_pred_val.detach().cpu().numpy().squeeze()\n", " r_true = y_test.detach().cpu().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_np, r_true)\n", " print('Epoch {}, train: {:.4f}, val: {:.4f}, r: {:.4f}'\n", " .format(epoch, all_loss_train[-1], all_loss_val[-1], r_value))\n", "\n", " # Plots: losses and final scatter\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", " ax[0].plot(all_loss_train, label='train')\n", " ax[0].plot(all_loss_val, label='val')\n", " ax[0].set_title('Learning rate: {:.4f}'.format(lr))\n", " ax[0].legend()\n", "\n", " ax[1].scatter(y_np, r_true, alpha=0.3)\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()\n" ] }, { "cell_type": "markdown", "id": "6eca3905-eadf-48c5-96fd-f69969d30eae", "metadata": { "id": "6eca3905-eadf-48c5-96fd-f69969d30eae" }, "source": [ "TanH works nicely. Would sigmoid or relu do well too? Try it!" ] }, { "cell_type": "markdown", "id": "806cca1e-e488-4d51-a159-fe39b734621f", "metadata": { "id": "806cca1e-e488-4d51-a159-fe39b734621f" }, "source": [ "We have tested SGD extensively. Now let's see what other optimizers have to offer (BACK TO SLIDES)" ] }, { "cell_type": "code", "execution_count": null, "id": "e9738ffc-3f9f-4e30-a45c-fe626d52bbdd", "metadata": { "id": "e9738ffc-3f9f-4e30-a45c-fe626d52bbdd", "outputId": "cc42a8e3-6423-4e3b-d958-fd45a84f7428", "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.5\n", "Epoch 0, train: 0.1966, val: 21.2664, r: -0.0081\n", "Epoch 500, train: 0.1506, val: 0.1534, r: 0.4378\n", "Epoch 1000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 1500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 2000, train: 0.9653, val: 0.9759, r: 0.4176\n", "Epoch 2500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 3000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 3500, train: 0.1549, val: 0.1540, r: 0.4382\n", "Epoch 4000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 4500, train: 0.1506, val: 0.1533, r: 0.4382\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.1\n", "Epoch 0, train: 0.2058, val: 0.4035, r: 0.1423\n", "Epoch 500, train: 0.1506, val: 0.1534, r: 0.4380\n", "Epoch 1000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 1500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 2000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 2500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 3000, train: 0.1506, val: 0.1534, r: 0.4382\n", "Epoch 3500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 4000, train: 0.1508, val: 0.1534, r: 0.4383\n", "Epoch 4500, train: 0.1506, val: 0.1533, r: 0.4382\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0QAAAHUCAYAAAAa4OhEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeZhcZZX48e/da+8t3ensCYGEJWE1sg0SUEBUVrefuOEGM+IwjDOOMjMiOCiOMIr6iOMyAo6C4ggouyigIKCIoOxLyJ50eq296q7v74/b3Xanu5PuztLp5Hyep5WuunXrvbc6VffUe855NaWUQgghhBBCCCH2QfpUD0AIIYQQQgghpooEREIIIYQQQoh9lgREQgghhBBCiH2WBERCCCGEEEKIfZYEREIIIYQQQoh9lgREQgghhBBCiH2WBERCCCGEEEKIfZYEREIIIYQQQoh9lgREQgghhBBCiH2WBERiu2644QY0TeOPf/zjVA9lwlauXMnKlSunehiTdtNNN3Httdfu1uf805/+xJve9CYymQyNjY2ce+65vPbaa+N67J133skHPvABli9fjmVZaJo25ra+73PFFVewcOFCHMfhwAMP5Bvf+Mao27722muce+65NDY2kslkOOWUU/jTn/406rY//vGPOfzww0kkEsyePZtLLrmEcrk8rvELISbv/PPPZ+HChVM9jEmZyHvXWMb73lMul7nkkkuYPXs2iUSCww8/nB//+Mej7tP3fb7yla+wfPlykskkjY2NHHfccTz66KPDtrv22ms599xzWbRoEZqmTevPvdFcfvnlk3pNdrWd9Xnz/PPP4zjOqNdav/rVrzjllFOYPXs2juPQ1tbGySefzN133z1iP67rcvXVV7Ns2TLS6TQzZ87k9NNPH/H38uSTT3LRRRexfPlystksM2fO5E1vehMPPPDAhMe+t5CASOzVrrvuOq677rqpHsak7e6A6MUXX2TlypV4nsctt9zC97//fV5++WVOOOEEurq6tvv42267jccff5yDDz6Yww47bJvbfvzjH+eqq67ioosu4r777uOcc87hH/7hH/jiF784bLuuri5OOOEEXn75Zb7//e9zyy23UK/XWblyJS+99NKwbX/0ox/xnve8hxUrVnDPPffwuc99jhtuuIFzzz134idDCLHPmMh712gm8t5z7rnncuONN/K5z32Oe+65hxUrVvCe97yHm266adh2YRhyzjnn8PnPf573vOc93HPPPfzoRz/izW9+M5VKZdi2//3f/83atWs5+eSTaW1tnfD4xcTtrM+bMAz58Ic/zIwZM0a9v6enh0MOOYSvfvWr/PKXv+Tb3/42lmXx1re+lR/+8IfDtv3Yxz7GZz7zGc4++2zuuOMOvvnNb9LV1cWJJ57IH/7wh8Htbr75Zv7whz/w4Q9/mJ///Od873vfw3Ec3vjGN/KDH/xg4idjb6CE2I7rr79eAeqJJ56Y0nFEUaSq1eqUjmFHTXT8b33rW9WCBQt2zWBG8c53vlPNmDFDFQqFwdvWrFmjLMtS//Iv/7Ldx4dhOPjfF110kRrrLebZZ59VmqapL37xi8Nu/9jHPqaSyaTq6ekZvO1Tn/qUsixLrVmzZvC2QqGgZsyYod71rncN3hYEgZo1a5Y69dRTh+3zRz/6kQLU3Xffvd3xCyEm74Mf/OBufb/amcb73jWaibz33HXXXQpQN91007BtTznlFDV79mwVBMHgbV/96leVruvqsccem9D4DznkEHXiiSeOe/zjNZWfwZ/73Ocm9Jrsajvz8+bqq69Wc+bMUV/72tfGfa3leZ6aM2eOOuGEEwZvq9fryjAM9b73vW/Ytps2bVKAuvjiiwdv27Jly6jHdOihh6rFixePe+x7E5khEjvNK6+8wnnnnUdbWxuO43DQQQfxzW9+c9g29Xqdf/qnf+Lwww+noaGB5uZmjj32WH7+85+P2J+maXziE5/gv//7vznooINwHIcbb7xxMIXvwQcf5O/+7u+YMWMGLS0tnHvuuWzatGnYPrZOmVuzZg2apnHNNdfwla98hUWLFpHJZDj22GN5/PHHR4zhu9/9LkuWLMFxHA4++GBuuummcaeFLFy4kLe97W3ceuutHHHEESQSCa644goAvvnNb/KGN7yBtrY20uk0y5cv58tf/jK+7w8b+1133cXatWvRNG3wZ4DneVx55ZUceOCBOI5Da2srH/rQh8Y1kzOaIAi48847efvb304ulxu8fcGCBZx00kncdttt292Hro/vLeX2229HKcWHPvShYbd/6EMfolarce+99w7edtttt3HyySezYMGCwdtyuRznnnsud9xxB0EQAPD444+zefPmEft85zvfSSaTGdf4hRCj6+rq4oILLmDevHmD7zfHH388v/rVr7b5uHq9zqWXXsqiRYuwbZs5c+Zw0UUXkc/nh2038H552223ceihh5JIJNhvv/34+te/PmKfxWKRf/7nfx62z0suuWTErMlEjPe9azQTee+57bbbyGQyvPOd7xy27Yc+9CE2bdrE73//+8Hbvva1r/GGN7yBY445ZpeOfyxjfQZvzyWXXEI6naZYLI64793vfjczZ84c/Kz7yU9+wqmnnsqsWbNIJpMcdNBBfOYznxnXa6lpGpdffvmI2xcuXMj5558/7LaOjg4uvPBC5s6di23bLFq0iCuuuGLw82OidtbnzSuvvMJll13GddddN+xzd3ssy6KxsRHTNAdv03UdXddpaGgYtm0ul0PXdRKJxOBtbW1tI/ZpGAZHHXUU69evH/c49iYSEImd4vnnn2fFihU8++yz/Nd//Rd33nknb33rW7n44osHgwCI81t7e3v553/+Z26//XZuvvlm/uZv/oZzzz131Gna22+/nW9961tcdtll3HfffZxwwgmD9330ox/FsixuuukmvvzlL/PQQw/xvve9b1zj/eY3v8n999/Ptddey49+9CMqlQpvectbKBQKg9t85zvf4YILLuDQQw/l1ltv5d///d+54ooreOihh8Z9Xv70pz/xqU99iosvvph7772Xt7/97QCsWrWK8847j//93//lzjvv5CMf+QhXX301F1544eBjr7vuOo4//nja29t57LHHBn8AoijirLPO4ktf+hLnnXced911F1/60pe4//77WblyJbVabXA/AwHkDTfcsM2xrlq1ilqtxqGHHjrivkMPPZRXX32Ver0+7mPflmeffZbW1lba29tHPM/A/QC1Wo1Vq1aNOaZarTZY3zTwmK23tSyLAw88cPB+IcTEvf/97+f222/nsssu45e//CXf+973eNOb3kRPT8+Yj1FKcfbZZ3PNNdfw/ve/n7vuuotPfvKT3HjjjZx88sm4rjts+6effppLLrmEf/zHf+S2227juOOO4x/+4R+45pprBrepVquceOKJ3HjjjVx88cXcc889fPrTn+aGG27gzDPPRCk1uO1A3clE3rMnYyLvPc8++ywHHXTQsAvZoY8d2Hb9+vWsWbOG5cuX86//+q/MnDkT0zQ55JBDxhWU7Czb+gwey4c//GGq1Sq33HLLsNvz+Tw///nPed/73odlWUAcELzlLW/hf/7nf7j33nu55JJLuOWWWzjjjDN22jF0dHTw+te/nvvuu4/LLruMe+65h4985CNcddVVfOxjHxu27fnnn4+maaxZs2ab+9wZnzdKKT760Y/ytre9jTPPPHO720dRRBAEbNq0ic997nO8/PLL/NM//dOw5/74xz/OjTfeyO23306xWGTNmjV87GMfo6GhYcSxbi0IAh5++GEOOeSQ7Y5lrzS1E1RiOhhPytxpp52m5s6dOyzVSimlPvGJT6hEIqF6e3tHfVwQBMr3ffWRj3xEHXHEEcPuA1RDQ8OIxw6M5+Mf//iw27/85S8rQG3evHnwthNPPHFY6sDq1asVoJYvXz4sNeEPf/iDAtTNN9+slIrTD9rb29XRRx897DnWrl2rLMsaV1rIggULlGEY6qWXXtrmdmEYKt/31Q9+8ANlGMaw4x0rZe7mm29WgPrZz3427PYnnnhCAeq6664bvO3GG29UhmGoG2+8cZvj+N3vfjfsHAz1xS9+UQFq06ZN29zHUNtKOznllFPU0qVLR73Ptm11wQUXKKWU2rhxowLUVVddNWK7m266SQHq0UcfVUop9YUvfGHE6z/g1FNPVUuWLBn32IUQw2UyGXXJJZdsc5utU+buvfdeBagvf/nLw7b7yU9+ogD1ne98Z/C2BQsWKE3T1NNPPz1s21NOOUXlcjlVqVSUUkpdddVVStf1EZ9H//d//zciVemKK65QhmGohx56aELHOtGUuYm89xxwwAHqtNNOG7HdQFrTQBrxY489pgCVy+XUwQcfrG655RZ13333qXe84x0jzt3WdlbK3FifweNx5JFHquOOO27Ybdddd50C1DPPPDPqY6IoUr7vq9/85jcKUH/+858H7xstZQ5Qn/vc50bsZ8GCBeqDH/zg4O8XXnihymQyau3atcO2u+aaaxSgnnvuucHbPvzhDyvDMIalaI9mZ3zefOMb31BNTU2qo6NDKbX9a63TTjtNAYN/F7feeuuIbaIoUpdddpnSdX1w2/nz56unnnpqu+P5t3/7NwWo22+/fbvb7o1khkjssHq9zq9//WvOOeccUqkUQRAM/rzlLW+hXq8PS0f76U9/yvHHH08mk8E0TSzL4n/+53944YUXRuz75JNPpqmpadTn3foblYFvatauXbvdMb/1rW/FMIwxH/vSSy/R0dHBu971rmGPmz9/Pscff/x29z90v0uWLBlx+1NPPcWZZ55JS0sLhmFgWRYf+MAHCMOQl19+ebv7vfPOO2lsbOSMM84Ydr4PP/xw2tvbh30j+oEPfIAgCPjABz4wrjFvq5PPzuzyM5Hn2Rnb7okdioSYLl7/+tdzww03cOWVV/L4448PS+8dy0DHqq3Tl975zneSTqf59a9/Pez2Qw45ZERDg/POO49isTjYVfLOO+9k2bJlHH744cPe+0477bQRs0GXXXYZQRBw4oknTuKIJ2687z3jeT+LogiIP1/vvvtu3vnOd3Lqqadyyy23cOSRR/L5z39+J41627b1GbwtH/rQh3j00UeHNb65/vrrWbFiBcuWLRu87bXXXuO8886jvb198LNw4PUa7ZpgMu68805OOukkZs+ePexv5vTTTwfgN7/5zeC2//M//0MQBMNStLdlsp83a9eu5dJLL+Xqq69m5syZ43qub3zjG/zhD3/g5z//Oaeddhrvfve7ufnmm4dt84UvfIFrrrmGyy+/nAcffJCf//znLF26lFNOOYWnnnpqzH1/73vf4wtf+AL/9E//xFlnnTWu8extJCASO6ynp4cgCPjGN76BZVnDft7ylrcA0N3dDcCtt97Ku971LubMmcMPf/hDHnvsMZ544gk+/OEPj5qONWvWrDGft6WlZdjvjuMADEsXm+xjB9JARnujGu+bF4w+/nXr1nHCCSewceNGvva1r/Hwww/zxBNPDNZbjWf8W7ZsIZ/PY9v2iHPe0dExeL4nYuCcjJYC09vbi6ZpNDY2Tni/Yz3XaM9TqVTwPI/m5mYAmpqa0DRtzDEBg9tub/wD2wkhJu4nP/kJH/zgB/ne977HscceS3NzMx/4wAfo6OgY8zE9PT2Ypjmi65mmabS3t4/4t7p1Cu3Q2wa23bJlC3/5y19GvO9ls1mUUpN679tRE3nvGeu9b6z3swMPPHDYxbmmaZx22mls2LCBzs7OnXcQY9jWZ/C2vPe978VxnMFU7eeff54nnnhiWM1NuVzmhBNO4Pe//z1XXnklDz30EE888QS33norML7PwvHYsmULd9xxx4i/mYHUsF3xebm9z5uLLrqIZcuW8fa3v518Pk8+n6darQLxeRmavj/ggAMOYMWKFZx55pnccsstvPGNb+Siiy4aDJ5feOEFLrvsMq644go++9nPsnLlSs4880zuuusuGhsb+eQnPznqWK6//nouvPBCLrjgAq6++uoJnYe9ibn9TYTYtqamJgzD4P3vfz8XXXTRqNssWrQIgB/+8IcsWrSIn/zkJ8O+Qdk6l3zAVH2rP/Bmt2XLlhH3besCYGujjf/222+nUqlw6623Dvuge/rpp8e934FGEkObDwyVzWbHva8BixcvJplM8swzz4y475lnnmH//fcfVpS5I5YvX86Pf/xjOjo6hl0EDTz3wDeIyWSS/ffff8wxJZNJ9ttvv8F9Dtx+8MEHD24XBAEvvvgi73nPe3bK2IXYF82YMYNrr72Wa6+9lnXr1vGLX/yCz3zmM3R2do75PtTS0kIQBHR1dQ0LipRSdHR0sGLFimHbj/beOnDbwHvyjBkzSCaTfP/73x9znLvbRN57li9fzs0330wQBMPqiLZ+71u8eDGpVGrU51P9dVK7opHC1ib7GdzU1MRZZ53FD37wA6688kquv/56EonEsHPxwAMPsGnTJh566KFhs3hbN9wYi+M4o147bB2kzJgxg0MPPZQvfOELo+5n9uzZ43q+oXb08+bZZ59l7dq1o86+nXTSSTQ0NGz3PLz+9a/n3nvvpauri5kzZ/LnP/8ZpdSIf1eWZXHYYYcNmwkbcP311/PRj36UD37wg/z3f//3Pp1JITNEYoelUilOOukknnrqKQ499FBe97rXjfgZ+DDTNA3btof9o+vo6Bi1y9xUWrp0Ke3t7SOKQtetWzdigbOJGjj2gVkpiD/gvvvd747Y1nGcUb8le9vb3kZPTw9hGI56vpcuXTrhcZmmyRlnnMGtt95KqVQavH3dunU8+OCDO3Utn7POOgtN00YUB99www0kk0ne/OY3D952zjnn8MADDwzrfFMqlbj11ls588wzBy8qjj76aGbNmjWiecT//d//US6XZS0iIXaS+fPn84lPfGKbCyQDvPGNbwQYsVbKz372MyqVyuD9A5577jn+/Oc/D7vtpptuIpvNcuSRRwLxe9+qVatoaWkZ9b1vKhaGnch7zznnnEO5XOZnP/vZsG1vvPFGZs+ezdFHHw3E78dnnXUWL7zwwrACf6UU9957L4sXL56S4G8iBjrn3X333fzwhz/knHPOGZZlMNpnIcC3v/3tce1/4cKF/OUvfxl22wMPPDBiYdS3ve1tPPvssyxevHjUv5nJBEQ7+nnz4x//mAcffHDYz6c//WkgXlPqzjvv3ObjlVL85je/obGxcfD6auA4tu6Y67ouf/rTn5g7d+6w22+44QY++tGP8r73vY/vfe97+3QwBEhTBbF9A4V+//mf/6l++tOfjvipVCrqueeeU01NTer1r3+9uv7669WDDz6ofvGLX6ivfOUr6qSTThrc1/e//30FqL/7u79Tv/71r9UNN9ygFi9erA444IBRCyYvuuiiMcezdeHhgw8+qAD14IMPDt42VlOFq6++esR+2apA89vf/rYC1Nvf/nZ11113qR/96EdqyZIlav78+WrRokXbPW8LFixQb33rW0fc/sILLyjbttXKlSvV3XffrW699VZ1yimnDJ6DoeMfKCS97rrr1O9///vBYw6CQJ1++umqublZXXHFFeqee+5Rv/rVr9QNN9ygPvjBDw4rthxvU4WBsWUyGfWGN7xhcGzLli1Ts2fPVp2dncO2NQxDnXzyycNuW7NmzeDfxZvf/GYFDP6+9ev10Y9+VDmOo66++mr10EMPqX/9139VmqapL3zhC8O26+zsVLNmzVLLly9Xt912m7r77rvVG97wBpXNZtULL7wwbNv//d//VYC64IIL1IMPPqi+853vqMbGRnXKKads99iFEKPL5/PqiCOOUFdffbW644471EMPPaSuvvpqlUgk1HnnnTe43dZNFaIoUqeddpqyLEtdfvnl6v7771f/9V//pTKZjDriiCNUvV4f3HbBggVqzpw5av78+er73/++uueee9R73/vewc+eAeVyWR1xxBFq7ty56r/+67/U/fffr+677z713e9+V73zne9Ujz/++OC2E2mqMN73rjVr1ijDMNSHP/zhYY+fyHvPKaecopqamtR3vvMd9cADD6iPfexjClA//OEPh2336quvqsbGRrV06VJ18803q7vuukudc845StM09dOf/nTYtk888cTgeOfNm6cOPvjgwd+HNggY+Awc2nRgLGN9Bo9XGIZq7ty5au7cuQpQv/zlL4fd393drZqamtRhhx2mbr31VnXHHXeo//f//t/gZ+H1118/uO1oTRWuvPJKpWma+uxnP6t+9atfqa9//etqyZIlqqGhYdjxbdq0SS1YsEAdeOCB6rrrrlO//vWv1V133aW++c1vqre+9a1q/fr1g9uOt6mCUuN/zR966CFlGIa64oortrm/sa5tzjzzTPXZz35W/exnP1MPPfSQuummm9Spp56qAPXNb35zcLswDNWKFStUIpFQl112mfrVr36lfvazn6mVK1cqQP3v//7v4La33HKL0nVdHXnkkep3v/udeuyxx4b9DP23ua+QgEhs18A/0rF+Vq9erZSK32g//OEPqzlz5ijLslRra6s67rjj1JVXXjlsf1/60pfUwoULleM46qCDDlLf/e53x+wgM5UBkVJKfec731H777+/sm1bLVmyRH3/+99XZ5111oiOeKMZKyBSSqk77rhDHXbYYSqRSKg5c+aoT33qU+qee+4ZMf7e3l71jne8QzU2NipN04adI9/31TXXXDO4n0wmow488EB14YUXqldeeWXE+Rr64bItf/zjH9Ub3/hGlUqlVC6XU2effbZ69dVXR2wHjOhktK2/la0/gD3PU5/73OfU/PnzB8/v17/+9VHH9Oqrr6qzzz5b5XI5lUql1Bvf+Eb15JNPjrrtTTfdpA499FBl27Zqb29XF198sSqVSuM6diHESPV6Xf3t3/6tOvTQQ1Uul1PJZFItXbpUfe5znxvs/qbU6Auz1mo19elPf1otWLBAWZalZs2apf7u7/5O9fX1Ddtu4P3y//7v/9QhhxyibNtWCxcuVF/5yldGjKdcLqt///d/V0uXLlW2bauGhga1fPly9Y//+I+DHbuU+utF9ND31LGM971rWwHFeN97SqWSuvjii1V7e7uybVsdeuiho3b3VEqpZ555Rr31rW9V2WxWJRIJdcwxx6g77rhjxHYf/OAHxxz/0Pf+Z555RgHqM5/5zHbPyY4GREop9a//+q8KUPPmzRu2eOyARx99VB177LEqlUqp1tZW9dGPflT96U9/GldA5Lqu+pd/+Rc1b948lUwm1YknnqiefvrpEV3mlFKqq6tLXXzxxWrRokXKsizV3NysjjrqKPVv//ZvqlwuD243cB4Hrmu2Zzyv+cC1yWgd8YYa69rmP//zP9WKFStUU1OTMgxDtbS0qNNOO03deeedI/aRz+fVv/3bv6mDDjpIpVIp1dbWNvjl61Db+nuZyPHvTTSlhjTtF0JsUz6fZ8mSJZx99tl85zvfmerhCCHEXmHhwoUsW7Zsu6lCYsdcd911/Mu//AurVq2aUIMgIfZ20lRBiDF0dHTwhS98gZNOOomWlhbWrl3LV7/6VUqlEv/wD/8w1cMTQgghJuTBBx/k4osvlmBIiK1IQCTEGBzHYc2aNXz84x+nt7eXVCrFMcccw3//93/vuys5CyGEmLZ++tOf7tDjwzBkW4lFmqYNW+NPiOlCUuaEEEIIIcR2rVy5ctT2zQMWLFgwrCueENOFBERCCCGEEGK7XnrppWHLMmzNcZzBNXqEmE4kIBJCCCGEEELss2RhViGEEEIIIcQ+a69pqhBFEZs2bSKbzcpqu0IIsRsppSiVSsyePRtdl+/ZBsjnkhBCTJ2JfDbtNQHRpk2bmDdv3lQPQwgh9lnr169n7ty5Uz2MPYZ8LgkhxNQbz2fTXhMQZbNZID7oXC43xaMRQoh9R7FYZN68eYPvwyImn0tCCDF1JvLZtNcERAPpCLlcTj54hBBiCkha2HDyuSSEEFNvPJ9NkuwthBBCCCGE2GdJQCSEEEIIIYTYZ0lAJIQQQgghhNhn7TU1REIIsS1hGOL7/lQPY1oyDAPTNKVGSAghxF5JAiIhxF6vXC6zYcMGlFJTPZRpK5VKMWvWLGzbnuqhCCGEEDuVBERCiL1aGIZs2LCBVCpFa2urzHJMkFIKz/Po6upi9erVHHDAAbL4qhBCiL2KBERCiL2a7/sopWhtbSWZTE71cKalZDKJZVmsXbsWz/NIJBJTPSQhhBBip5Gv+YQQ+wSZGdoxMiskhBBibyWfcEIIIYQQQoh9lqTMCSGEEEIIsZMopchXfdwgwjF1GlPWYJbCtu4TU0cCIiGE2MstXLiQSy65hEsuuWSqhyKEEHu1zmKdZzcW2Ziv4oURtqEzpzHFsjk5gDHva8tJbeZUkoBICCH2QCtXruTwww/n2muv3eF9PfHEE6TT6R0flBBCiDF1Fus89FIXhZpHWzZBwjKo+yGrukq81lVG0yBSasR93WWXlUtbJSiaQlJDJIQQ05BSiiAIxrVta2srqVRqF49ICCH2XUopnt1YpFDzWNiSJu2YGLpG2jFZ0Jzilc4SL20ps6AlNey+hS1pCjWPZzcWZa28KSQBEcDq38J1x8HPPjbVIxFC7GJKKapeMCU/4/2wO//88/nNb37D1772NTRNQ9M0brjhBjRN47777uN1r3sdjuPw8MMPs2rVKs466yxmzpxJJpNhxYoV/OpXvxq2v4ULFw6badI0je9973ucc845pFIpDjjgAH7xi1/szNMshBD7lHzVZ2O+Sls2MaImqOpFRJEiUoqqFw27T9M02rIJNuar5Kv+7hyyGEJS5gDcEnQ+B7Z8gyrE3q7mhxx82X1T8tzPf/40Uvb233a/9rWv8fLLL7Ns2TI+//nPA/Dcc88B8C//8i9cc8017LfffjQ2NrJhwwbe8pa3cOWVV5JIJLjxxhs544wzeOmll5g/f/6Yz3HFFVfw5S9/mauvvppvfOMbvPe972Xt2rU0NzfvnIMVQoh9iBtEeGFEwjJG3OdHEaChaQo/jEbcn7AMuisubjDyPrF7TGqG6LrrrmPRokUkEgmOOuooHn744XE97ne/+x2maXL44YePuO9nP/sZBx98MI7jcPDBB3PbbbdNZmhCCDHtNTQ0YNs2qVSK9vZ22tvbMYz4Q/bzn/88p5xyCosXL6alpYXDDjuMCy+8kOXLl3PAAQdw5ZVXst9++213xuf888/nPe95D/vvvz9f/OIXqVQq/OEPf9gdhyeEEHsdx9SxDZ26H464z9J1QKGUhmWMvPSu+yG2oeOYkrg1VSY8Q/STn/yESy65hOuuu47jjz+eb3/725x++uk8//zz2/w2slAo8IEPfIA3vvGNbNmyZdh9jz32GO9+97v5j//4D8455xxuu+023vWud/HII49w9NFHT/yohBBiDEnL4PnPnzZlz72jXve61w37vVKpcMUVV3DnnXeyadMmgiCgVquxbt26be7n0EMPHfzvdDpNNpuls7Nzh8cnhBD7osaUxZzGFKu6Siy008PS5lK2jq5rKDRS9vCgRylFZ6nO4tYsjSlrdw9b9JtwQPSVr3yFj3zkI3z0ox8F4Nprr+W+++7jW9/6FlddddWYj7vwwgs577zzMAyD22+/fdh91157LaeccgqXXnopAJdeeim/+c1vuPbaa7n55psnOkQhhBiTpmnjSlvbU23dLe5Tn/oU9913H9dccw37778/yWSSd7zjHXiet839WNbwD15N04giSdcQQojJ0DSNZXNydJdd1vRUhnWS6yzVOWBmFg1Y21MdcV9DymbZnJysRzSFJjQ353keTz75JKeeeuqw20899VQeffTRMR93/fXXs2rVKj73uc+Nev9jjz02Yp+nnXbaNvfpui7FYnHYjxBC7C1s2yYMR6ZebO3hhx/m/PPP55xzzmH58uW0t7ezZs2aXT9AIYQQw7TlEqxc2sri1izFus+GfJVi3Wdxa5YzD5vNGYfNHvW+lUuk5fZUm9DXpN3d3YRhyMyZM4fdPnPmTDo6OkZ9zCuvvMJnPvMZHn74YUxz9Kfr6OiY0D4BrrrqKq644oqJDF8IIaaNhQsX8vvf/541a9aQyWTGnL3Zf//9ufXWWznjjDPQNI3PfvazMtMjhBC7mVKKfNUnUnD4vAYOn9eAFyocU6cxZQ3O/pyUdchXfdwgGnGfmDqTqt7a+oVTSo36YoZhyHnnnccVV1zBkiVLdso+B1x66aUUCoXBn/Xr10/gCEYXSft3IcQe4p//+Z8xDIODDz6Y1tbWMWuCvvrVr9LU1MRxxx3HGWecwWmnncaRRx65m0crhBD7rs5inQdf7OLOv2zirmc2cdczm3l6fQFdg6a0Pex6VtM0mtI27Q2JEfeJqTOhGaIZM2ZgGMaImZvOzs4RMzwApVKJP/7xjzz11FN84hOfACCKIpRSmKbJL3/5S04++WTa29vHvc8BjuPgOM5Ehj+mzYUas4AXNxc5eKfsUQghdsySJUt47LHHht12/vnnj9hu4cKFPPDAA8Nuu+iii4b9vnUK3WjrIeXz+UmNUwgh9mWdxToPvdRFoeYNqw1a1VWiu+yycqmkw00HE5ohsm2bo446ivvvv3/Y7ffffz/HHXfciO1zuRzPPPMMTz/99ODP3/7t37J06VKefvrpwQ5yxx577Ih9/vKXvxx1n7vCk2v7AKgH28/XF0IIIYQQQinFsxuLFGoeC1vSpB0TQ9dIOyYLW9IUah7PbiyOe1FuMXUm3Grpk5/8JO9///t53etex7HHHst3vvMd1q1bx9/+7d8CcSrbxo0b+cEPfoCu6yxbtmzY49va2kgkEsNu/4d/+Afe8IY38J//+Z+cddZZ/PznP+dXv/oVjzzyyA4enhBCCCGEEDtfvuqzMR93jds69U3TNNqyCTbmq+SrPk1pe4pGKcZjwgHRu9/9bnp6evj85z/P5s2bWbZsGXfffTcLFiwAYPPmzdtd/2Jrxx13HD/+8Y/593//dz772c+yePFifvKTn8gaREIIIYQQYo/kBhFeGJEYY425hGXQXXFxA2l0s6eb1GIcH//4x/n4xz8+6n033HDDNh97+eWXc/nll4+4/R3veAfveMc7JjMcIYQQQgghdivH1LENnbofknZGXlLX/RDb0HHMSfUwE7uRvEJCCCGEEEJMUGPKYk5jis5SfUSdkFKKzlKdOY0pGlPWGHsQewoJiIQQQgghhJggTdNYNidHQ9JmTU+FihsQRoqKG7Cmp0JDymbZnJy01p4GJpUyt7dRxH+o8ucqhBBCCCHGqy2XYOXSVp7dWGRjvkp3xcU2dBa3Zlk2Jyctt6cJCYiEEEIIIYSYpLZcgpOyDvmqjxtEOKZOY8qSmaFpRAIiIYQQQgghdoCmadJaexqTGiIhhNgLLVy4kGuvvXaqhzGtXXXVVaxYsYJsNktbWxtnn302L7300lQPSwghxE4mAZEQQggxit/85jdcdNFFPP7449x///0EQcCpp55KpVKZ6qEJIYTYiSRlTgghhBjFvffeO+z366+/nra2Np588kne8IY3jNjedV1c1x38vVgs7vIxCiGE2HEyQySE2LcoBV5lan62WqdiLN/+9reZM2cOUTR8dfMzzzyTD37wg6xatYqzzjqLmTNnkslkWLFiBb/61a92xdkSQxQKBQCam5tHvf+qq66ioaFh8GfevHm7c3hCCCEmSWaIhBD7Fr8KX5w9Nc/9r5vATm93s3e+851cfPHFPPjgg7zxjW8EoK+vj/vuu4877riDcrnMW97yFq688koSiQQ33ngjZ5xxBi+99BLz58/f1UexT1JK8clPfpK/+Zu/YdmyZaNuc+mll/LJT35y8PdisShBkRBCTAMSEAkhxB6mubmZN7/5zdx0002DAdFPf/pTmpubeeMb34hhGBx22GGD21955ZXcdttt/OIXv+ATn/jEVA17r/aJT3yCv/zlLzzyyCNjbuM4Do7j7MZRCSGE2BkkIBJC7FusVDxTM1XPPU7vfe97ueCCC7juuutwHIcf/ehH/L//9/8wDINKpcIVV1zBnXfeyaZNmwiCgFqtxrp163bh4Pddf//3f88vfvELfvvb3zJ37typHo4QQoidTAIiIcS+RdPGlbY21c444wyiKOKuu+5ixYoVPPzww3zlK18B4FOf+hT33Xcf11xzDfvvvz/JZJJ3vOMdeJ43xaPeuyil+Pu//3tuu+02HnroIRYtWjTVQxJCCLELSEAkhBB7oGQyybnnnsuPfvQjXn31VZYsWcJRRx0FwMMPP8z555/POeecA0C5XGbNmjVTONq900UXXcRNN93Ez3/+c7LZLB0dHQA0NDSQTCaneHRCCCF2FgmIhBBiD/Xe976XM844g+eee473ve99g7fvv//+3HrrrZxxxhlomsZnP/vZER3pxI771re+BcDKlSuH3X799ddz/vnn7/4BCSGE2CUkIBJCiD3UySefTHNzMy+99BLnnXfe4O1f/epX+fCHP8xxxx3HjBkz+PSnPy1r3uwCapxt0oUQQkxvEhABoE31AIQQYgTDMNi0aWQDiIULF/LAAw8Mu+2iiy4a9ruk0AkhhBDjIwuzDqEh3wYKIYQQQgixL5GASAghhBBCCLHPkoBICCGEEEIIsc+SgEgIIYQQQgixz5KASAixT5COYTtGzp8QQoi9lQREQoi9mmEYAHieN8Ujmd6q1SoAlmVN8UiEEEKInUvabgsh9mqmaZJKpejq6sKyLHRdvgeaCKUU1WqVzs5OGhsbBwNMIYQQYm8hAZEQYq+maRqzZs1i9erVrF27dqqHM201NjbS3t4+1cMQQgghdjoJiIQQez3btjnggAMkbW6SLMuSmSEhhBB7LQmIhBD7BF3XSSQSUz0MIYQQQuxhJJleCCGEEEIIsc+SgEgIIYQQQgixz5KACOgqVAA4XF81xSMRQgghhBBC7E4SEAFL+n4z1UMQQgghhBBCTAFpqgBY+FM9BCGEEEIIMQ0opchXfdwgwjF1GlMWmqZN9bDEDpCASAghhBBCiHHoLNZ5dmORjfkqXhhhGzpzGlMsm5OjLSedTKcrCYiEEEIIIYTYjs5inYde6qJQ82jLJkhYBnU/ZFVXie6yy8qlrRIUTVNSQySEEEIIIcQ2KKV4dmORQs1jYUuatGNi6Bppx2RhS5pCzePZjUWUUlM9VDEJEhAJIYQQQgixDfmqz8Z8lbZsYkS9kKZptGUTbMxXyVelLn06koBICCGEEEKIbXCDCC+MSFjGqPcnLAMvjHCDaDePTOwMUkMkhBBCCCHENjimjm3o1P2QtDPy8rnuh9iGjmPu+rkG6XK380lABCjkj0gIIYQQYipMhwv8xpTFnMYUq7pKLLTTw8anlKKzVGdxa5bGlDWp/Y/3HEiXu11DAiIhhBBCCDElpssFvqZpLJuTo7vssqanMqzLXGepTkPKZtmc3KQCufGeA+lyt+tIQAQyPySEEEIIsZtNtwv8tlyClUtbB4OX7oqLbegsbs1OOoAb7znYusvdQOCVdkwW2mnW9FR4dmORk7LOHje7Nh1IQARIg0QhhBBCiN1nul7gt+USrMzYrO2pUnIDso7JgpYUuj7x2qGJnIOJdLlrSts75Vj3JRIQAZqEREIIIYQQu82ecoE/0fql0dLbVndPLsVvIudgPF3uuiuudLmbJAmIhBBCCCGm2HRoLLAz7YoL/J0R3Gyrfmlnp/hN5BzsSV3u9kYSEAkhhBBCTKHp0lhgZ9rZF/i7OrjZFSl+EzkHu7rL3b5Owkik7bYQQgghpsbAhfmqrhK5hMXcxhS5hMWqrhIPvdRFZ7E+1UPcJRqSJg0Jm1e7SpTqPkr9tXxh4AJ/TmNqXBf4Ez2HWwc3acfE0LU4uGlJU6h5PLuxOGxME0lv2/q5+ioeHYU6fRVv2D4HgpzOUn3Y7aOdg4Eudw1JmzU9FSpuQBgpKm7Amp7KDnW5EzJDJIQQQggxJaZrY4EdNTCbsyFfZXV3lZe3lFnQnGL/1iyOpU+ojfVkzuFk6pcmk+K39ayVpWs0Jh32a0sNBjoTaeW9K7rciZgEREIIIYQQU2BPaSywOw1NVZvTmGRGxubVzgrreitsKtQ5eFaWA9sbxn2Bv7uCm4mm+G2dkuf6Ea92lfjdqh4sQ+fgWTkObM+xbE5uQkFOWy4x2HVuX6k32x0kIBJCCCGEmAL7Wuew0WZz0o7JikU2B83Ksrq7ytymFCuXzhh3G+vdEdwAE6rh2fo4CzWf5zcXqfgB8xqT9NU88lWfV4fUK510YOu4gxxN0/aaAHlPITVEQgghhBBTYOiF+Wj2ts5hY83maGhkExaLW+PgoVALxr3P0c6hUopyPaCv6tFTdrF0bdg5HFq/VKx7lOo+fVWPshsQqWjU+qWBGp5c0uKFzfFsTqHmU3b9ETU8Q48TYG1vlYof0JZxSNgmzSmHihfQmnEG65UAmtI27Q0JmtK2zPjsZjJDJIQQQggxBfa1zmG7YkZs63NYqPms7a3SW/Hwg4hC3efA9ixeEAdMQ+uXXtxc4nev9pC0DZpSFgnLRNc0ls7MjFm/ZOk6nSWXFzqKoKAl43DUgiaO33/GYHrb0OOsuCG9FY+GxF9nfCxTJ3B9gkjtlWmR05EEREIIIYQQU2Bg1mG8RfXT3a5YS2foOXxmY4GukosfRqRsg7qKaE7bgMZvXu5m2ZzcYCpbNmHQkLQo1X1KNR/XC2lvSJB2TLZq+AYMrwl63YImQgXluk++5uNtFcANPU4/igjCCDvx16DWDyJMXccy9L0uLXK62jvmYIUQQgghpqGBzmGLW7MU6z4b8lWKdZ/FrVlWLpnYQp97uom0mR7NWC2s23IJTlwyA02DvqqHrkOoYE5jmtctaGLZ7Bz5qst9z3WQr3ksaEnRVfLRNDhqQRMrFjbT3pBkVkOSk5e2olDD2m5vXROUSVg0JC3mNKU4eFaOYt0ftv3Q4zR1DdPQ8cJo4CDI1zxa0g5px9jhtMhttfUW4yczREIIIYQQU2hf6Ry2IzNiYy28esjsLLZpkK/6pCyDEw6YgW0aWIZO2jHQ+teazDgWf9lY5LjFLVS9iJ6KS2PSRtN0kpZGY8pkY75GUyoOdjb0VchXG2lK2+SrPhv6KqRtk3zNx9L7961po3ayG3qcXaU6adugt+LRmLQo1H3SjsWCliQodigtcl9c0HdXkYAIWZhVCCGE2FsopaZlYLGvdA4bay2d/VozzGtKESnoq3jDXretW1gPBFFPr+/j4Ve6aM06uEHEy1uKLJ6RZeGMFJmtUvJ0XcMNQnRNww8j/DAkNHW6SnU6CnW6SnUK9YB1vVVa0jYNKYsjFzTTlLbZmK/x/OYiOjqhijANnea0zYLmFI0pe9S0t6HHGUQFNhXqbMjXmN+cZv+2NKau79CCqmOdk1VDOtdJUDR+EhABGjK9KIQQQkx38o359LD1jFix5rO+t8rvV/eMeN1mZGweX9XL+r4K+83IkLLjmRk/jCjUfDb01bAMnSUzM2zM11ifr1J2A5bNydGY+muAGUUKxzSIlML1IjqLLqvdCl1ll3I9xDQ00rZJc9qm7Ab0VDweeHELugZPrO4lX/Vpyzo0Og5eGNFRrFOqxc9jGfqoaW8Dx3nE/EY25mu81lWmUPUpuQFuEE16QdUoinj8tR429NVYNCNFqn8mbG9f0HdXkoBICCGEENOefGM+vQzMiHUW6zy9Pj/sdat5Ac9szPPnDX2kbIO/bChgGzq9FZ/mtM38piTr+mpU/ZBFLSnKrk/dD8klTLpLdSpe3GmuIRnPMimlKLs+i1vTbCnU6at6+KEiX/PxA4VpxAFTGClMLW7RnbAMNvRVuffZDtKOwQFtWTqKNXIJi4Rl4Jg6nWWXtT1VsgmD/dtyo6a9DRxnU9rmkNm5HZ697CzWeXxVL798YQuWodFTcWlJOyxoSdKQtPfaBX13NQmIhBBCCDGtjbbgJyDfmO/hRnvd8lWPtb1VNvZWeGFLGUPTyPQHJI5l0FGs01V08YKQ5oxDECrW91Wp+RFhFLGl6BJEit6qR2vGIZcw6Sq7NKYdjt8/y/89uZGN+Tqzcg6b8jXcIMQwdCxTI0SxIV9lTlOS2Y1JSrWAlzqKnLikjRkZh1I9YEupTmPSxjJ1kqbOy50ljtmvZUTa21ipm6MFKONN8xwI+tf3VbB0jZnZBGGk2FyoUqz5LJ+boyE5egrfdE0l3V0mFRBdd911XH311WzevJlDDjmEa6+9lhNOOGHUbR955BE+/elP8+KLL1KtVlmwYAEXXngh//iP/zi4zQ033MCHPvShEY+t1WokEvJtjhBCCCHGNtaCn8Be+4353nCBu/Xrlq/Gi5RWfJ+yF5G1DRRQ8ULW9lZZ3JqhLeOwtrdKvuaRTZi81l2hUIvT2Rw7nrnpytfY1Fel7oYsas1w5Pwm/uaAGViGTmvWxjI0ukoulhk3RQjCED/Q0DTwfI1ZDQksXSdUipofousaDUmb5XNzrO2p0VNx8eseQahwTJ2lMzO0Zp3B49o6ddPSNRqTDota49omx9Rxg3idolI9YH1vlU2F2jbTPIcGj/vNyNBbidcxSlgGM80EW0p11vbUWD7XGtG5TlJJt2/CAdFPfvITLrnkEq677jqOP/54vv3tb3P66afz/PPPM3/+/BHbp9NpPvGJT3DooYeSTqd55JFHuPDCC0mn01xwwQWD2+VyOV566aVhj91dwZA0VRBCCCGmr12x4OeeaCAI2piv8lpnlXzNxY/UtL3AHfq6KaVY21ul4gfkHIvOoktDyqbmh+SSNl2lOp3FOgtnpGlMWnQU6rzcWWZzvk7GMVnfW6Ov4oGm0ZQ0sQ2N5pRN0jIo1OJ21G4Q4VgGR87P0FP2KNZ9qm4JP1To/cGkH8La3iplN6QlHT8+jCLKbkCkYFFLkqSlsaa3SqUeUAsCfvncFtb0VDl5aSu6rvPQS13kax4ZxyT0FGu7K6zr7aTihSQtHaXAsQzStoEXROSSFofMbmBuY2rMNM+hwWPKNmhO23QU6zimjqbFf+Pr+6q0ZS2qfsT+rVkakiYvd5R46OVO+ioeM3MJGpM2ho6kkm5lwgHRV77yFT7ykY/w0Y9+FIBrr72W++67j29961tcddVVI7Y/4ogjOOKIIwZ/X7hwIbfeeisPP/zwsIBI0zTa29sncwxCCCGE2IftigU/J2J3zNYMfMv/YkeR5zcX8cOIBc0p9m/N4lj6HnGBO97zMLBdoeoThIqaH4DS6K14NCQswkgRKoUCDF1jZs7BDyI2FWs0p+3+QCJkTXedbMKkOWPRV/WpeCFBGNJVimduntlUoOwFrOutkK/5vGXZLGwjnp2ZkbXww4hy3cc0dExTiwO0IKJYV/RVffIVi0PmNPCH1b2kbIOKF9JVcumtuHiBouwFGBpsKdb5/Zpefv3CFg6f10gQxTVJL24usb6vQs2LiJTCDyNKmtbfEjyku6jwooi5TUlWdZZJ2QaNKXvUNM+hwaOmaSxoTlGs+bzSWcb1Q9wgpOyG9FVcFs3IcPCsHA++2MXdz25mVVcZU9dI2gatGYe5TWnmNyfo65+Rk1TSCQZEnufx5JNP8pnPfGbY7aeeeiqPPvrouPbx1FNP8eijj3LllVcOu71cLrNgwQLCMOTwww/nP/7jP4YFUltzXRfXdQd/LxaLEziS4WSGSAghhJi+BhbCXNVVYqGdHlHLsSNrvWzP7khHGqgdydc88lUfx9Rozybpq/k8v7nIsjk5FrZMvFZqMoHcWI8Z73kYup0bhKzvrbKqq8LSmWmCMMJOWHhE6GiU6gGtWYfmlI1t6qzqqlD2AkpunC5mWzrNaQs/UHSXXCIgUhquHxCG8YzQmt4qs3IJ/rw+Ty5hYhsGf97Qh+dHrO2uECio133yEaDANnX8KCCMoCOIiFQeyzLI2CamBn31gHzFo+IGmKZOQ8LC0DRsQ+eFzUWe31RgSVuWTMKk6oWYmo6pR+SrAWGk0HSNBVmbLUWXUj3ANDQ29kHFCzAMjWP3awEgbZs8vylPc9qiLevQWXKpugHreyvkUhZ1L8T1A17rLFN0fXQ0bFNnfnMSPwy5/amNJCyDtd1xvVEmYVL3QjYX4vbincU6B8/O7HWppJM1oYCou7ubMAyZOXPmsNtnzpxJR0fHNh87d+5curq6CIKAyy+/fHCGCeDAAw/khhtuYPny5RSLRb72ta9x/PHH8+c//5kDDjhg1P1dddVVXHHFFRMZ/pgkHBJCCCGmrx1Z8HNH7I7OdkNrR1ozDmt7qjSnHBzLwLGMuNNZb5VD5zRMqFZqMoHcWI9pb3AGx7it8zDyfCWwDYM/rO7h8df6cKy4dbSuQaTi9tKtaQc0DVPXmdec4uD2LGt7a0QKwjDCD+NUOzeIsA3wI4Wh65iGRtLW0dHorXo4hs7jr/VimTobemt0l+r01VxQGl4Ig8mUQYSuaygUfqQIFMzLOnSWPUr1AIBaEBIohaNpeGHE+r4quqahIkXZi+it9LBwRhrXVyRtnVBBJmHSVXLRQugux/VHoVJkLZOqGxIpxdNenqaUhRcqNvRWWd1T4ferewf+Euip+PhhRFPKoupF9FY96m6AIqIegKEpnt0Q0ZpLEkQRWSeeBZvdmMQLFX4Y0Fv1SFg+veU4IDtgZnrap5LuDJNqqrD1G4pSartvMg8//DDlcpnHH3+cz3zmM+y///685z3vAeCYY47hmGOOGdz2+OOP58gjj+Qb3/gGX//610fd36WXXsonP/nJwd+LxSLz5s2bzOEIIYQQYpoba8HPya71sj27q7Pd0NoRL4wIogjLjGe6NE2jIWHRW/GouCFJe3y1UpMJ5MZ6zKudRR5+xSWXtFg2OzfmeViZsUc9X7Mbk5y4pI0n1vTQWXKpe1Xacg5L2zOUagFlz8fQIV+LW25XvYC2nEPaNghCxdreONUslzDxggiNuE7HixS2aZFNmJRdn1I9QNchaZukbB0vDPEC0PvzhIYmU1qmwtYNSl5I1Q3I1wIakyZKKbpKLkpByjGIIkWp7scpcipCV3Fg5YbwWleFpG1guRqRghlpB424bsoNFI6l010J6fSjOLiqa4QKinWfhU0pKn5IEEbUg5BSPcDrD9TCMJ7ZqvohXhBh6Dq6rmGbGpamUfJC6r1VZmRs1pYrtGQdql5AV9nDDyMcSwMUKdtgXV8FhaJY82lv2LfriCYUEM2YMQPDMEbMBnV2do6YNdraokWLAFi+fDlbtmzh8ssvHwyItqbrOitWrOCVV14Zc3+O4+A4zpj3CyGEEGLfsvWCn7uy+9ru6mw3rPEAYOo6fn9zAADb0CnVffwoQvPZbq3UZAK5bT2mNZvgyXV5LEMfkXIz9Dys7amOeb6a0jbHLZ4R17oYOhowvyWFF0S82llhXW8Fy4hfy/3bcsxtSvL71T2Uaj69FZ8txTqRUpRqIaGKCA0dQ9dI23HDgWI9JGMb2KZOqeah0EnaJkGoqHoRmqYwdQ1NxTNMYQj1KASg5odszNdoSJpx57n+WNPWDQpegFKAUkQRhEOOKYig6oU0JU3cUNFdiQOpMIqAiN5KiB8oNC1+bROWQbHu01mooymFYehk++vhbF2nEoU02gblUFH2Qtwgip+bCA2dhpSFZRiU6z4VPyBSFn4UUXcDthRd/CDEMjVMPf67aUzGL5ep66zvq3LAzMw+XUc0oYDItm2OOuoo7r//fs4555zB2++//37OOuusce9HKTWs/me0+59++mmWL18+keFNmtotzyKEEEKIXW2stV52tt3V2W54wwiDlrTD5kKVmWYC+lO2TEPH1LXBWqmGpElfxRs1KJxMILetxwSRImUZlFyfihuS2aqpxcB5KLnBNs9X0jZpTNscvaiFzqI7mJY3rynJsjk59mvNMKcxOVgH9tymAo+/1kvaNmhI2pRqHoGKU+iCMCTjGFTdkLIbAIrWBgffV9QDCAKfhqQNaFT9OlEEBnHb7UgpvBBMHRxDR9dBoajWIwIVYOjghVB2A/ww+mt631bHowNhBCU3xDF1KvUw3peCjkK9v7MdaErDCxW6FncLDBV0lT1aMjaFmofrK0pugIaiXPdIWNbg30UQxo0n0OL9ahrYZtz8oVwP0dDiWbcgwtA1lNLxtQAFbMjXmJFxOHh2jk352j5fRzThlLlPfvKTvP/97+d1r3sdxx57LN/5zndYt24df/u3fwvEqWwbN27kBz/4AQDf/OY3mT9/PgceeCAQr0t0zTXX8Pd///eD+7ziiis45phjOOCAAygWi3z961/n6aef5pvf/ObOOEYhhBBCiJ1qd3W227phxIKWJMWaz5ZSnYaENZhK1lWq05h2aG9weOil7jFrgyYTyG3rMZauk7RMan4cIIx1HrKOOa7zNacxySGzc9uc5VNKxQEAilzSpC2wKbsBSUtH16J4FkfTqPoBCkXaNsnaJlvcOklTpxCE2IZGLmGSr+oEXkgURSjtr1+SJ2wD29CpegFWBJERt97WUYQqbs8NEKqRX6xr/f+jFHiBIorCwd8jBUEQBy+6pmGZOkrFXeQMAww93mdfJU5xQ2l4UfTXY1YaSoFlxOcjCKO4kUQQYZs6iji4KrtximA9CEnZJoam4StF3Y+wDY0oUrSkbRa2JNlYqO/zdUQTDoje/e5309PTw+c//3k2b97MsmXLuPvuu1mwYAEAmzdvZt26dYPbR1HEpZdeyurVqzFNk8WLF/OlL32JCy+8cHCbfD7PBRdcQEdHBw0NDRxxxBH89re/5fWvf/1OOMTt02SOSAghhBATsLs6243WMOLg2dlRU8nG09xgMoHcth6TdgwyCYPeXhdTH1ljPnAeFrSkWN09vvO1vVm+fNWn4gW8flELnaU6G/N1lIqwTQPbNEDFQUvCMuL0M01jc6Eer8OTsvjD6j68QJG0DXJJCy+M0IiDFR2FDqQsA68/wAsVNDgmJTegv0N4PO5tvG7xvmJBFM84RcTBkjbwYE3D1LV4DEFEzQtJ2Aa9ZQ8/jDvSOQYYGvhR/JCyH6ArjbC/0cRAoOTGeX7UfEXQfzy6rsWvowaWoaMrhWPooENDwiTjGPRU4gYPhao/bRf43Rk0pdReEQ0Ui0UaGhooFArkcrkJPfaxL5/NsdUH418uL+yC0QkhxN5rR95/92ZyXvZ+YzUaGOhst3LJzlsTaESHNz2uGxlIJWtImjz0UncccLSMDDhW91RozyV43YIm/rgmT0exyqIZmRHbrempsLg1y0kHtg6rIXrwxa4x9/3MxgKlesCsxgQzt3EeduR8DW33Xaj6PPxqJ/Oa0lS9gEde6aLmR/SWXTrLLp4f4oWKxpSFYxnkqx4zMgnOOLSdTMLiR79fR2exTlvGpuJF5GtxeqGGoh5EmFo8A6PrOrqmk3YsgjAgX/Nxg7hznO9HuGNMqsRtC4azNbAtjWzCplzzCJRGwtKJFCTMuMlDPVBYOlS9eMcJSyeMVNxRTyksDQLinRuahq7HNUBBFBFGCl3XMDWdpGNgGTrluodlGOgaeKEiYepkHItM0iJh6uSSJgnTJJc0WTgjhWMa03KB37FM5D14Ul3m9j77XiQshBBCiB2zOzvbba9hRF/FG7POp1j36S55/GVDgbW9FQxNp6vkUnZDFrdmttuifHttzec2p1g2O0dHwd3meZjs+do6GAxCxfreKrZh4IcRnSUXTdMwDZ3mtE3dC1GaYkFTGsvScf0kS2ZmCRU4psHKJa3c/cxmNhVdUrZJe84hXw2oeAFJW6cpaRJGUKj5aCZxowal4ZgGihBD11EG6HqEG4ysH1KMDIpCBUpp+GGIZmgEXkSxHqFpEEQGlg6WAb4fESqwDeL6JE0jjCIiBV5/yp0CQhRaCL4eogNK00hZBknHpDVlU3QDQttARfF6m7qm8CIVr4WEolDz6K24zG5KsqQ9TVPKwdDZIxb4nQoSEAkhhBBCTNLu7Gy3rVSysep8CjWPZzYUKbkelq7RmkmQtAzcIKJYi5slOJax3cBkPMHMQbO2v9DreM/XwIzQxnyVJ1b34YchM3NJEpZBzQ9Y1VXhty93krJNym5IQ9IinTRJhQabgzrNKYcjFzaRskyCKOKY/Wawoa/GxnyVXMriTQfPZHV3OV4QVddpb9QwNY1iPaCr7JI2dRxLpyEZ12n1uHGXOMfQCaP4XGsapB2d0lhTRUNEQD2IiFSEH0LQHy2ZACqi6sczQVp/wOOFcSCG6q892mp/jqVh6RpeEOFHYOmKpGUwK5cgl7CoBCGOaVL1AjSgOWNT9yJqQYBbCKj4ITNSCZoSNuv7amwuuLSkHeY3J+irejulZfx0IgGREEIIIcQO2F2d7bZltDofhWJtT42K59OUtKkFEQnTIO2YLJudG0yjW7GwmYRlbDeQ214wM97zsL3tBmeE+qo8u6nApnyN2Y1JQgWLW9NkHIsVCxq45Y9lukoubdkEFS/AMjSqXkBrxiHjmBSqAVFCsX9bjgNmZjhgZmZw7HFjgYjV3TW8MGRWQ4L5zUlu/sMGHnq5C6t/7aNSPaBQ9anUw7jpQn+AomuApqFpGgkD6uHwYxit0UKkoB4Mvy9S4AZqMEDS+evs0kDnuK2LWwwgbRuYuo6mhRBE5BIWsxqSHDwrixfGtWBbSnUMLV4HyTEMshmTQj2g7AaoSJG0NRK2jqbF52JtT5lCzWP/tvROaRk/nUhAJIQQQgixBxlaLzPeGafRmjxU3JCeiktDwqLgBrTnEqRsnXI9wI8iMrZJvuqRsIxxX/juaPC3vWMbWmdUqPk8uzFPyY1Y1VXm96t7OaAtw3GLW2hKOcxscOireDiWTr6u6Kl4tGYcZjUkiJTi5c4Sx+zXMiwFsClts6VQ4+GXe3ilq4gXKppTFnU/R9Df9WDl0hl0ljweW9XN2p4qbhDGawxFf52piRRxHlwUDgYz2zLQUGHrTaOBfQ2cnyHbhGqUB/Q/pu6HgMI0NFK2QcYxQIctRY/OsktT0kKhYZtxnVIQRQQRhJFCRYqEZVB2Q/60Nk+EwjJ0sgmLnoqPrsPcxtQ+1XlOAiKIw28hhBBCiJ1kMkENjNI8Yau22WMZrc6n7odUvQDX18g4Fk1Ji2c2FemteARhhKHpREQcuaB5l80EDD0PxZrP+t4qmwq1EcfWmo2Dm4df6aajUCPtGPz+tV56qz4taRvLsCjWAl7ZUqJSDzh6v2aSpkmy0WDZ7AYCpego1Km6IbUgRNc0mlI2KxY2DTtvz23M893fvsarXWWUAtvUSdkGz20q0ZSy8EPFge1ZFrYk+cs6AzcI8aPRgxkAfwKtycaz6Xi3qXgKQwtpME1sU8cNFTU3pCdy2ZyvUqxZ+EGEH4b9jRXirnRpx8QN4jWKKl6AaWgkLJMgjCjXfWxD55n1BdK2tcMt46cTCYiQhVmFEEIIsfNMNqgZqwvbeAvdt67zyVd9/DBelLQ9l2Bdb42KH9CQsLATFmXXp7Pk88TqXtqyzk4voh96HnorHmu6K9imziGzG5jbmBo8tte6yrRkbDpLdZ5enydtm6zrrVKoezSlbEzdwNA1sgkTP4y7wj2/uUQmYaCh05CyyTgm85tTVNwQP4zwgoDOkke+6rO6q8yClhQvbC7ypXtf5OUtZez+ltSKeJHVVZ1lAqXQNY3fv9aDoWtszlfx+ydJ9rRrRUVch5SvBeSSBpqK10lKWwZBpMhXPPwoIoinsijUA2xd669PCklaJkEUr9FkmQbK1Kl4IboG+ZpHzQtpSO47YcK+c6RCCCGEELvYZIMapdTgGkJDW1unHZOFdpo1PZVxFboPrfOp+yFPrO5jc6FCX9Wn4ge0ZfofrxQ1P+SAtix+FO20InqlFH0Vjxc7SjyxpheUYkFLii0FRaTin9e6KqRsg8aUTWNg85uXO0k5FgfPypKxLRQRmwp10raOBlRcn7RjYujghtCUtOku19G1BNmkQcqOZzI0NDKOybqeMg+83IXrhTy1rg/LNGjP2nSXXV7rquAYcUe6WhDRW/WouiGaHjdMACgrRcUNqExk+meKhArK9Xih2UzCIpc06av65D0f+gM8y9AxNHCDkIoXoWvgBh5py6TqhqR1HV0D09Doqfg0Jk1Stk6hFtCYsnZLw5CpJgERI4vVhBBCCCEmakeCmoGOaqO1zdY0jbZsYtyF7kPrfI5ZrHHXX1xeXt/DzKwTzxD4IfmaR9qxWDgjhanrO1RE/9eOcDWeWtvHi1tKvLC5SMUNaM85dJZdal5IWzaBbep0ll3W9lbJJUzW9VUxDB1TjxcPtS2dihuhKUXZDYGQKIrI1+KFQx3LwDChWAk4fF6S2Y1J1vZUB4PPVZ0l7n2ug5of0pZ1iBTkKx7PbchTckNMHZKWSaTixgqV/g5uFuBFCl2DhKbtcTNC2xJEkLJ1ZmQSzGp0iKhRrvuEaOhanOxX9xRKi9cvUiiiCAxDwwsjdC9A1zU0pUCDJTNzNKSs+PVcl5/wTOd0JAGREEIIIcROMJmgZiCYWN8X396adUbdd8Iy6K64Ey50b8slWLGoiZe2lPAjRU/FxdR1ZjWkWNCSpCFpE0ZqUvuGv6bFvdhR4Kl1fWwuuDimjq4p2hsS1P2IZzYU0TTIJWwcS6MhYdFb8egqefRWPFrS9mCXuOa0zea+GnU/RNM0DEPD1A3qQUC54mHp4AcB2YTN3+w/g4Nn53huU4mN+SpdpTp/WNtLEClaMw6gkbJNvCCk7kfUvJAIqHlxJ76EGa9j5Jg6URQRBBGGocWLoUbTJyTSiLve1T2fsmtQcwPSjoEbQhhG+KHCDxWmAZquoaMRKUUQKQxdw9Q1Mo5BLYiYmbDYry2NF0Q8sbqXIIomlb453UhAhPRUEEIIIcSOG2stoAFbBzVDa2zyNY+XtpQp1QOWtmdoSA6fqan7IbahT6rQfU5jikNm5TCMOH3KMnTSjoHWvzD9ZPc9kB6Yr7r0VXyqbkTKNogiRaEa0JC0aUnbdOPSU/LYlK+yZGYW29Ap1X1qQYgfRKAUnh/hhxHzm5I8t7GApuv4QYAXgGPpJE0dx9DwgpCeio+hGzy3KY9C45DZWY6Y38grW0r8fnUvM7M2XggNSYti3Wd9T9zEwTTi9X3iLm0RbhARKYVl6YRh/+KpoaJY8xnH0kJ7DAVUvQg3cCnUQ4IoIlRxUBcpRagUhqHTkDBRQM0PCcOIuheRVx691XiGyTYM2lodynU/nrUzIhbtQPrmdLLvtI8QQgghhNiFhq4FNJqhgcdAMLGqq0QuYXFAa5bZDQlWdZX5y/oChZo3+DilFJ2lOnMaUzSmrAmPqzFlMacpRcUNaExaZBxzMBia7L6Hpge2ZuPFPJWmaEjaNKVtQqXoqfhoGjQmLWxTZ3OxTi0I+4MTHT8I2VKs85dNBborHs9vKvFyZxnH0tlvRoow0qj5ccNqTY8Dzmp/XY+uaTy7scTT6/v4zcvd+GFEwjbwwnih0rRjglJsKdbxI0XS0rH0uCZpYB2hsH+WxPND3FChFIQR0yoYgjggckNF3Y+oej51L6TmhnGAHsQLvhoa+JFC1+MZJTTww4hiPaDuBXEziihkY6HGy50l/DBi5jhmOvcWEhAJIYQQQuwEA2sBdZbqqK0KlIcGHg1Jc1itUdoxMQ2dJTOzzG1KsiFf46WOMkEUUXED1vRUaEjZw9bTmYiBltwNSZs1PRUqbkAYqR3a99D0wCBSuEGEBlh6PAvVkLQo1ny8IMLQdTJO3Pq5I19lU75KEES81FGkr+phaBr7taRI2QabC3W6yx7zm1PMzDm0Zx0sXadQ9XEDRS5h0JpxaMs5bCm5bCnV2dBX5dmNRTK2gdkfkBq6RtUPKbsBKdvANg00PQ4MdD0OInTiAKgWKDQtvm+axULDxLM/Ci+Mg6AonnwjiiAI45TBQtXHC0OiqH/RV+KZMT+MqLghdS+ku+yxoa+GY40eJiSsOPDcm9YpkpQ5IYQQQoidYLS1gAZqLzpL9cHAo1ALRq01akzZLJ/TgGPqbCrUyG4xaUxZLG7N7nAh+9YtubsrLrahj3vfW6+rVPfDwfRApRhsYe1HCtvUaUrZlN2AfNUfDPhStkZ3JaDmBYSqSqRgbkOShK1TDSIs06A1a7Out8IrnWUa0xZL25pY3VMl6oZcwsQxdQKlSDsmuh5QqYfUEyEb+iocNi/HfjPSPPhihaSlx7MjkcK0NHRNp1RT2KaG0d95zY8ijCieGTK16TcztLWBtZIG/n/gxyAO/JSKiABDB5TC0kFpcWe+hKlT9SMqXkC9L6Sv4nNQe44DZmZHPM+OpG/uqSQgEkIIIUbx29/+lquvvponn3ySzZs3c9ttt3H22WdP9bDEHm48gUdHoT5mrVFjyubI+U1ku0qcuKSVeU2pndbqeGhL7om0UR5tXaWGhI3rR9T9kLRjMKshyeZinYrnYxk2pq4zI+OQcUy6yx5eEJFxDOa3pJjdkGRNb7U/iFJoCjKOSc2P1xDKORaluk9rQwJN0wkiyCRMUv3bxCl/YOo6TWmLcj2kUPfZXKgzO+fgBxHPbSqRsvT+WYwApSCTsLAMnbofAKBhkEjqNKUsNuXr1MPp00hhNAPx3NZHMZDAGcVN5LB0nXoQoSlIWgamYaCAtG2hUOhAoe7z2Gs9tGZtGlN/bfQxMNO5uDU7qfTNPZUEREIIIcQoKpUKhx12GB/60Id4+9vfPtXDEdPI9gKPobVGaWfkpZgbRDQmbeY1pSbVBntbhrbkHo+x1lXqKFbpKsUNIpbNzsVrDRVrvNZdpadcRyloTDkkbJ0ZGZuEZdDekGDFgiYK9YCOUp2WtIOGYkO+TlopDmrPYpkaC5qT/GldHj9UrO+t4HoBURhRqvskLZOcY1H1AprSDlnHZHOhTtU1eeCFTjbma8xvSfJqZ4ViPcANQqqexsysQzZpUvdCqr4WB19BRMI0KNQDFBoGitGrv/Z8A7NCEAdGQ3/XhvyYen/KoIpT5XRA1xQJ00ShcANwbB0vNPCDkD+syXPc4maSljlipnNvaagAEhAJIYQQozr99NM5/fTTp3oYYpraVuAxUGu0qqvEQjs97MJyT/oGflvrKi2akaHshhRrPqt7KszMJnjdghYsw+CFjiJ+EJKJInIJhxULmynVfeY0ptD1uMudqesUah6FWkBvxWV9b5UtxTphBKGKKNUDlFJsKdQp+wEaGrahk01Y1IOAhGXSlnXwgoiqH1KqBazrqZByTJa2N7CoJc2qnjLruqv0VnyKNY+S61P1QpSKA4KkpeFY8WKk070cZutZoa1/HxYkqf4Oy4q4y55ugBbXGukaBJEi6RgcMa+JohuwpehiGt6EUiynGwmIhBBCiJ3AdV1c1x38vVgsTuFoxJ5svLVG4/kGfuvanp2VXgfbX1dpcWuGjfkq7bkEhZqPF0Ysbc/w+oXNtOYcWtIOrVkbN4i4+9nNgymCaccgYen8eX0B24jXCqrU67zaWabsBoRKkbJMZuZs2nIOUTFuFV3xAlZ3l5nTkGTu7CQ6sLqnSls2XsfINA3asvGFetUDxzSZ2ZCg6oX0VIMRx1f1FBUvmNaNFLZn6ExRXOMFkR8xsMxS1QtxTB/bMAiVQtc1okhjVoPNfm0Z8jWPE/ZvI5eMZ4gSloFl6CilZIZo77P3vKBCCCGmxlVXXcUVV1wx1cMQ08SONjmA0Wt75jSmdto3+ONZV8mxDFYsbCZhGWMGZX0VbzBFMOUYlOtxM4QgjHAMg7Lr01l20TWNlKVTcUNA4foRxZqPZWikbAvHNCjX48DopS0lGlMOi2aked3CJu78yybacwl6Kx4b+qpsztfxoxANjYo3PBFuIEiYrulxE7H1TJFGXEs0cLsXQVfZxzB8bEOnOW3TkLQ4aHYDpq7hmAaaBi9sLu2yv7M9gQREQgghxE5w6aWX8slPfnLw92KxyLx586ZwRGJPN9kmBzB2bc+qrhLdZZeVS1t3+GJ1e7VOA93GEpaxzbqkgRTBP2/IE0WKzYUar3VXsAyNev9aRG4Q0ppxSNoWfuRS9yM2+3WqXkTK1jE0i+aUTTah4lbajsnSmVk+dPwC8lWfUs2np+TSWXIp1n10TSNr6fTVA+rBVi3Qd+isTG+jzYZFgN3fcKHuR7TlbA5qz9FVdmlO2Tzyahd9VY9ZuSRzGpK4QbRT/872BBIQsW//wxBCCLFzOI6D4zjb31CIISba5AC2Xduz0E6zpqfCsxuLnJR1diitaWfVOmmaRnuDwz3PVOmt+jSlLBKWhmUYdJXrKDTaMgnmNKUo1TwKtThAVCruQFcIQqpeiGlqLGnL0pJxOHhWlrRjUqyH/GFNL2t6qvRWvf6FVxWmodPlB9R8ucobD93QyTgmjqXjhxG9lTq6rvNiR4l1fVUaEha9FZ/mtM2C5hQLW3be39meQAIiIYQQQohpZHu1PW3ZBBvzVfJVf4e61O2sWielFB0Fl1mNSdobkmwu1Kj7Ck1FzMomCcIahq7h+QGbinW8IEJFcY2KaWoEYbxWULHm82pnmYUtKWzTYFV3ma5SnVe2VFBKDT7GjxRBFBFFimneSXu3sHTIOPHitWnHpLvkAzo1P2R9X5WZWYeMY+GFER3FOqVaEKfL7aS/sz2BBERCCCHEKMrlMq+++urg76tXr+bpp5+mubmZ+fPnT+HIxL5uPLU93RW3fw2eyRlo1hApOHxeI+t7q2wq1CZV6zQQwC1uzZCyDfZrTZNL2nSXa8xIO1S9gN6qx6ZCHc+P0DVQuoapx4GWpoFpaKBgU75KzQ/oLrt0lFzStkHNCzF0jaRlUA8jVAToarBxgNi2MAIviLCMCMvQCIKI3oqLHykcUyeTMNE1jYRu4Jg6nWWXtb1VDpmVwwujHfo721NIQCSEEEKM4o9//CMnnXTS4O8D9UEf/OAHueGGG6ZoVEKMr7bH0jVqXkBHoT7h7nOjNWuY3Zjk6EUt5JLWhPc3NIDTNI1swuKQ2Vme2aAo1j2yCYvuchzA1YMQTdNIGBpeGOGHCsvQiCJFd8VFQ4OKj+tHJGwDQ9MougEZx4xrYQwNXTNw/XCv7h63M0XEr1HSATcI6asE/PrFTuY3Jym5IXU/Yk5TkpRtomlaf/qcR29/swzH1Kf6EHaYBERCCCHEKFauXIlS8hWzmJhd2QZ7wPZqe1Z1ldE0eOSVbrxoYl3BxmrW8FpXmZ6yx8qlrRNOjxoI4GpeAGj4UYSl6yybk2VtT41CvUioFBGQsg28IF41J4wUUaSoh4qBQ3RMjYg4NU4pSDrxLJmK4sWFNE0j6+gEQYg/oVHuu+LOc4pK3Sdf8UlYOhVXka9aZBPxwrd+GLFwRpqUbWIbOsWaz+ZijSPmNU/5elk7gwREQgghhBA7wa5ugz1gW7U9q7rKbC7UmN2YIpe0JtR9bjzNGp7ZWOAIXcML1bgDvsaURdo2eey1HgxdJ4wizP6ZBaUUUaiY35ymr+pRrHpU3JAoCrEMHcuAMIoIIkUUQaggZxvMb0mxpVin7oUkDJ2yF4Cu4QURfhji7Qs9tXcSRdyK2wsjdE1nRtYGpdFTcbEMnWzCoLvsYRk6i9vSlN2AQt3noNm5ca+XtaeTgEgIIYQQYgdNtg32ZGeURlvHyNI1NA1mN6ZYNjs34e5z22vWkLB0Hnyxk1c7S5iGPu6Ar6vk0lf1KLshph4yI+NQ9UL+tK4P149Y2p7l2P2a+cuGAo+u6galQNPIOHF9kKZr+BGkbA3VfzxNSYtS3aez5KGhqHkRYRRh6DqGpiRdboKUIl6HKOOga3E9ll8PCVVE1rJJ2ya9VY9En44bRBzYnuUty9r3ipbbIAGREEIIIcQOmWwb7B2dUdp6HaOaF/DIK93kkiODqvF0n9tWs4ZCzeOVLRU6inUOaMvQ3pAcM+AbGuTZhsYzGwpESnHS0hms663TXa6zIV9FA5rTNi1pm6aUjWMZJB0Tyi5EUKgHBKFCR6EBum5gGxphCD0Vj1Ldp+oGOJaOqWuEEfhhhCuZruOmEzetsIw4RbHixi3OVRJ0TccLI/I1j8WtGQxDoyXjML85xenL2pnZkJzq4e80EhAJIYQQQuyAybTBnsiM0rZmkYauY9RRqONFk+8+N1azBoWKa336x9qQtDF0bdSAr6vkDgvyglCxvrfKkplZGlMODSmbzqJNzY9Y0GyApuiteKzuLrOup0oQxmsIabrCMAzKrk8UgabiZhFK6ZTcGpuLNYJIoSKo+SGhii/uI2R9yYlQxLNDSikCpVH1AkxdoytQJGwdU4eueki+6pNNmhy7XwtvXjZrr5kZGiABkRBCCCHEDphoG+yJzChtHWBsaxZpPN3nttUVbKxmDRU3pLtcB02jJWOTdv56nEMDvle2lHl6fX5YkNdRrNFRrKNrGinboDFlY5sGYRTRV4kouR6b8zWeWttLV8VHR6EAy9BpzViYhkbNDQijCC9UcZtnP06J0wBdi+uKFBACtgaBQlLmxmkgeByYJXKD+BadkKqnMNDiWi8gDBSvdVXoLrt7XUA0/fvkCSGEEGKfppSir+LRUajTV/F2e3fAoYHIaLYORMY7o/TKljIPvdTFqq4SuYTF3MYUuYTFqq4SD73URWexPuyxAwFNZ6k+4hwopegs1ZnTmBqzK9hAs4aGpM2angpl16dQ81nfV2VjvkpDwmRBc2rEmBOWgRuEPLOxMBjkpR0TQ9doSNq0ZR0KdZ+1vVWUUlS9kM6iS3fFJV/16Sx7dFd9vCDE719JteaHbCq4uF58W81X+CG4vhq8iFf8NRga4Ckwp3+N/24XhPTXYam4u58C1w/prXoYmsa8piTL5uZY31fjp3/cwJZCbaqHvFPJDBEQf8cQU/0tG4UQQgix59tdnd22ZXttsDtLdRa3ZgcDkfHMKHWV68MCjPHUJW2r+1xnqU5Dyt5uV7DWrMPh8xr53avd/O6V7rhOxw8p1AJaM+GQYCSuN/HDCD+MCENFd9mlPTc8yEs7BjMyCSo9cdvushsvqmoaOtW6x/reOE2uKWmSV/HF+EBGX6keoGvgGPEMBv3BT/9/jsmTnLkJU4Cug6lrWLqGPxAYaYpc2ma/1gwp2yRlmazP1/j9a32ccfjIgH66koBICCGEENPSZDu77WwDgUhXuc4Lm4s0pCwyjoWhxx3Wtg5ExpPaFkajBxgDzzdWg4TRus/Zhs7i1ux2g8SB4PLFjiLPbyqSr3mYmkba+esMUF/F47B5DQRR3JbZD0OKtYA5jUmyCWtEkKehMb85SUexxrq+CjMyFl0ll5k5myd6KtT8kIakCZqOqeuEUYhCYeoaXhDPVESGhqFrOCYEkcIPJOLZ2UwDEqbRP0MEuq6RMjQiBXZ/90JQ2KZByjJY31cZsznHdCQBkRBCCCGmncl2dtuVLF2ns+TyQkcRFLRkHI5a0MTx+88YFoiMZ0ZpRjpBvuZNqkHC1t3nxtPOeyC4zNc88lUf1d/Zrbfq0YjNguYMtlHjte4K63urLJ6ZYUbapuaFJMy4G9manjItGYtZDanB/RZqHut6a1TdkJob8vT6AsW6z+yGJGnHwKpquH5EPfAJoghd1zA1jUjFz6/pkLJNIqVIWSb5mos78ZdGbIcfQsJUJG2DiheiIgiVQtc0NuZrGLpGc8ahIWmStEwi1JjNOaYjqSGC/n/yQgghhJguJtLZbVcbCCZ6Ki6vW9DEmw5q55j9WmjNOnijXDRuXatTcYP+lscBa3oqNKRsls9twDbHX5c02nM0piwcM143pq/i0Vt2R62zGhpctmYcKm7c7jpSirmNyXhsXsji1gyNSYt83aejUGddb41iPSBSEISKnrLHE6vzRCo+5kLN45kNRTblKxiGxjH7tXDC/i00Ji1qfkCkFJapk7JNGpIWuYSFrmlEkcLQtcGKhjCKWyh4YRR3RNuxl0uMIlTgBnGQowFeENcTWYZOEEWECnrLdV7qKKPrioaENebf3nQkM0RCCCGEmHYm2tltNJNdFHXrfYw2U9WQtJjdqMacqdpealtr1mFDX23cdUlbG1pb1VNx6S55QFwj1Jy2h9VZDQ0uvTCi4gXU/JC0baHpOmnHpFz3aUpZZBImraGNF0akbIM5jUls04h/d0zW91X545o+Dp6dY3VXlb6qi23qNCUtFs1I05A02VKs89tXeqj7ITnHpOSGRJFiIBMuVIq6GxGpuH4oaRtYhk53yaMu6XK7kCIMIwIFhhG33E45BkF/sJ5zDPwgpLPgsWKhFac67iX2niMRQgghxD5jR1tM76xmDPmqz8a+KmnHJF/zsQydtGOgoW13MdTtpbZNtkHC0NoqxzToLfuU3AD6U6Ca09awOqtIMRhcKuLZJS+MyDgmqr/RQdUPKdV93CBAoaEDM3MJEnZ87hO6wX4z0lTdgDCK10Ra1VXCMnWyCYv5zSkqbsDzm4qs76tRqfvUwhDbMPCCiHqkMAwNU49nm0IVt9ROWSaWrlOsBnj9MxVi19AhXgNKQVvOwfUjql6AYxqU6wEaEEQRm4pVXu2s8NBL3bu1ecmuJAERoMnkqxBCCDGtTLSz21A7sxnDxnyV5zYX0TSIlMLUdVrSDgtakjQk7XHNVI1lMg0Shs5YLWhO8cymIrUgZG5jEg3YUqrTVfJZNifL2p4qz24scvi8hiHBpcGMjM3a/rbbVS+iXPfxQoVSiq6ij2HEwZBpDA82/TCiKWWTMDVasw6mqceLfJbiZhO9FQ9T10haBknbwAg0im5AqBSmDiiohwo/goQB6YSFhkZfzaPuKwxNw5drtl3GCyGTNNA0jVnZBPUwouaFaMTpkJapMashgWNp2KbGMxvzdJXqnHRg27QPiiQgEkIIIcS0M9kW0zuzGUNnsc4Tq/voq3rMzDpkEjZ+ELG5UKVY81k+N4ep62POVI1nlmqiDRKGpr9VvYjeikdD4q/bNyZteiouVS89OHt1+LyGYcHl0plZXthc5LWuKklLA00jmzDRNYWuKYq1gIUtaRJDjqlSD3ilq4SuQb7m8cLmEvm6z4y0Q8n16Sq6uGFEQ9LENnX8CJSmkXNMyl6AocVfT+uRIuUYNKcsZmQSrOutEkYGkfLj7mfEHdFQ4O09Nf17BAVU3RA0xYZ8jQUtafZrSfH8ljJoGo6h01Ws4yswNIPmtMOmfA3L0DnnyDmDf2M7IxV1d5OAiOHFeUr197oXQgghxB5tMjMoE2nGsK2WwgOBlR+GLGnL0lGqkwUcy2CmmWBLqc6a7irZpMn+o8xUTWSWStO0cbc3HlpbVaz7BGGEnfjrc1umTuD6+GFELmHRXXHxQjUsuGzNOsxpTLKpr0bFC0lYJgnLoDFpkbAsXu0s0Vf1qAchtmmQr/q8sqWIQmNhS5KukkekFFXX56meKpapoZQiYVvx+IIIy9DoLrnoOszIOIQRRCo+ryU3wDZ0VBQRhhHNKZMwivDDkEjFaV2GpuO5wbjOiRg/PwoxDYN8zSfqqbCpUKVYD2lMWoCi7IYkbbO/2YeiHkQ8/EoXy+Y0sKQ9u0esCzYZEhAJIYQQYtoabQalIWlSqAV0FOojvqHeGc0Y4K+B1cxckuZ0RKke0Fl2aUhY2IZO0jJ4pbPEMfu1jJip2pUtw4fWVlm6jmnELbETeny8fhBh6jpW/zYDs1dNaXswuHyls0Sx5nPw7Bx+qOLFUa24G1xL2qE1Y7O6u0pfxUPXNTb11UDTOGBGioqv8IIQQ9MwDQ0/itBCHU0H1/fx0ftnIUBpUPcVhVqArmlYZnzeym7AhnyNKIwvuIs1jSBSKMA0NJSCCJke2tkCBVoIzSmTIIroLtXRdZ2EqaOUouxGNKVtWrMOdT+iUAuY15Tg1a4Kz2ws0JA0+c3L3VO+LthkSEAkhBBCiGlt6AxKPPPSPeY31DvajGHA0MAq7Zgsm5NjbW+V3opHqe5jaHEg9rqFzSMuAnfWLNVoBmqrXu0sMiPj4Jg6XSWXuY3xc+VrHrMaUqRsnbU91WF1VgPB5ZzGJFUvYH5zmmzCoOpF+GE02DBiXlMKN+wiYRu4ftyS29DhxS0VUrZOsR4QRBF+fweEmh8MXlh7UUgQRqQTFu25BN0lL26nHSn8UMfSIYqg4vYHVTqYOrgBhICmKUwU5dG7kYsdpGsQokiYJhUvQilFFEXk6z6zcklasw6OaWDocW1ZxbVoTNl0ler8fnXvHrUu2ERIQAQg6xAJIYQQ09540tDidLDJNWMYauvAqjFl05C0qLghfhThBxFBFDGnMTnisTtrlmo0mqbR3uDw8CsuT67LowO9FZ+OYp2GpEV7Q4LWrMXanuqodVaaptGWc5iRcTB1DV3TyTjDg0PH0pnfnKKv4tFddglVRMa2SdkGJTdgY39dianFszlKxQ0ZXD/ANPU47U2HpGnQkrGpeyG6ES/G2lN28fsDWcvU8PyQqq8Gyxu8EJkb2kVMDQxDw9A0vCjCNEBFYBs6NS/ENjQ04vRHQ9cII0Vf1WNhSwY/jFjfV4ubd+zkIH932HtWVBJCCCHEPmvrNLS0Y2LoWvwNdUuaQs3j2Y1FgO0uijpWO+uhBmZiOkv1wUVONU0jkzBpTFpUvIC5TelRA6uhwdRoxjtLpZSir+INW2x1oIYjl7RY0JymMW3TnLHww4hize/fp8bi1iwrl4yewjTasQ19zi2lOpYR1wu96aA29m/Lsqglzf6tGXTitDzXD7GtOG0uUhp+EFFyI3rLAW4QUqoHbCm5eGGEaWpECmpuSNmL8EIwdPoDqv5mCzpY/adDKod2DQV4oaK77NJddql5IX4IERr1IOKVLWXWdJfpLNYpVD0qfkAmYTGzwR5cUHdbQb4XRpMK8ncHmSECZM1jIYQQYnqbSBraZJoxjGZuU5JVXWWe31xkQXNqsNh8e+sE7UjL8AGjFa/PbkxSqPoUah7LZudAi1PP/DDC0GBdX415jSlOOrCVprQ94nmH1mEdMjs7Zgc/29AJTJ32hhQpx2BeU5rNhSq2r9Fb8bCtuOak7sepdkoRJ+MMXG4pqPkRNS+KAx0jbs/th/HFsgYEQXzxrNDimQkNPFmUdZcKFYOvkUYceOpEWH6AY+poGv1BUkikNJa2ZzlqfgP5WsC8pvhLhx1NRZ0qEhAJIYQQYtqbaBraRNtZDzU0GKl6AV0ll66Sy4ysTUva2W5gNdmW4UOff7TUwOc2FljdXeGI+U2Dj80MuThdpOsU6z6apg3b97Y6g3UU3BFBY1vO4fere0hY8QK0C1qSFGs+6/IVal5ILmFScgO8IA6GbFMjCME2FG4YN0bQdY1af/6bZWhkEzYV16fshoQKIi3uOgcK1f/fEg7tPgPnOgKqbkRjxhpss55JmJi6TmvWoa/q05h2OHq/Jp7bVNrhVNSpIgERIDVEQgghxPQ2mWYJE2lnPWDrYKQtm2BBS8C6nipJ2+ToRS0cMDOz3cBqsrNU2+pQ196Q4C8bC3QWXWY1jJwpG602aevjcSydnrLLY6/1kLEN3rxsJofPa8AL1WDQmK/6w851Q9Jm+dwcXhjxoiqjaxo6OpoBTWmTmh+iIkXZ9TGUIu1YeEHcac4ydFxfUaz76JpG2tYputHgFbmpg05cXyQB0dSI+mf3dE1H1yCbiOvlivWA9lyKYxbHjUM0TZt0kD/VJCCCYQsPyT82IYQQYvrZGWlo2zNWMJJxLA6alWNNT4UNfTUOmJkZ1/4mM0u1rdRA2zRoTNlsKdaouBkyieGXeVsHhVsfT7Hu85fVBVZ1lSjWfSpuyFMb+jh5aRtHLmgebBAx9FwvsFJUvYhIwUHtGdZ0l+gu+8zMOuTrPkGgqPshSkUodFIORCqi4keoKG6fHSqo+5C0DBzTQHeHNNVWEGlKGilMEQ3ii2OlaEiZzG9KceziGZhG3L1wxaIm2nIJlFJYhs7Bs7O81lklX3PprqhJpaJOBQmIkCBICCGEmO52NA1tPHZFu+yJzlJtKzUw7Ri0ZxO8uKWIF4YMvcwbLSgcejzFus/vX+vlte4yhq7TknZwTJ/VXVVuyq/j4Ve6OGJ+Ewe2N7BsTo5lc3K81lXm1y92EkVxkZBSEWEUP5cXKWpuSN0PqXsBfgRKQcYwSdompXpACPj9kU68PlK8LtFQwZC6FrF7acTd15QGFT/CDxSzG9PMbEhQdUMaUxYJyxiZcqnrNKZs9mvNMKcxOe5U1KkkARGSMCeEEELsDXZWs4Sx7Mp22dsz0PSgUPUIwoiaF3f4GkpDY2aDzca8yeZCHcc0thkUDhyPY+m8sqHEmt4KAFnHJFKKcj1EQ+FYBlU3ZHO+TtULWNtT4fWLmgCFG8TrDRk62IZBNmHRW/UpVDxKnk/NDQmi/oJ94lmqSEEQ9k889I/di0B5Uf+iqzGDeO0hMTUU/a+FAj+MSNkGS9szoBgMrr0gHHUx1i3FOnU/om0PXXdoaxIQCSGEEGKvsSPNErZnZy3qOlHDvoEPItb31nitq8LrFjTTmLYGO8mZukbNj3jDklZyCYtNhdo2g8KB41nTXeWp9X10F11MU6fmh3hBRBhFpB2TlG3QW/WobCqwoDnFK1vKPLaqG02HhGmgVISm4hki1w+oegHlmkfVjwj+Wg4Udy4LFW4weuPsMJI1hvY0Aw0CdU3jkDk5LEMfbE9/yOwsz20qTdvFWIeSgEgIIYQQe5XJNEsYj91Rp7S10TrK2abG46/1cd/zHczMOdS8cDAoas85HNieY9nsHEfQOKwZwtYXpY0pi4xj8tBLXfRWPAxDI2MbeFG8ZhFoJCwo1XyqboCmaQSRolwPeG5TgaRjMiuXxDJ1KnWfnopLyQ2JIkXNjwYvpgfPEX+dKRrN1nfJ7NDUGnjtLB1yCZOkZVKs+4PBtWXoOz2FdKpIQCSEEEIIMQ67o05pwMCiqw+/0k1HocaBs7LoWjzzNKshxVHzI37xl02s7qqQcgxUpPDCiI2FGhvzdY5e1MyBs+J6n21djCoFhgamHgc7gVKoaGBmQFH1wjh9zg0oeQG9ZY+i6+F5iqRl4IchJdent+wTRAF1N0Jpkyv7kVKhPYttxovjJmyTRa1pzjl8Nu2NqcHguqNQn7IU0p1NAiIhhBBCiHHa1XVKEM8KPbOxwF82FPjzhjw5x8SPFAtbUjQkbRSKjYU6SkHS1mlLO2wq1nCDuD7nNbeMpkE9iOguu6xc2jrquPJVn4oXcPwBM3hidS/Pby5SqgbYpkbCMnAMnb6qT80LUEDKNnCDAD+Iu771Vj0qfohpGPhRiOtHBIA2JLKRIGf6GVxDV4Fl6TSnbOY1pZjZkBwWXE9VCumuIAERw/+xKrX1BK8QQgghxF/tyjqlzmKdO/68iZe2lKm4AX0VF9cP6a36dBbrvH5RM7qmsaqzjGPoKAM2FevUvIimlIOuaxRqPut6q7Rl4tqNseo43CDCDUKaUg5HzG8kDGFDvoJl6CRsRb7iUax7aEDSNkHTCBXoGug6eCF4YUjaimuFwv6JgKHXVRoSFE0nQ/9CgjCu+XJMnTBSbCrUac44g/dPRQrpriIBkRBCCCHEBO2KOiWlFL97tZs/rcuTtDSaUxaluo2habhByKquCpmEybzGJMV6QDZh0FnwqPohTSkL04i/ic84cVvrvrpHo+ewsW/0Oo5izWdNd5WX/BK6rpF0dGY1JCm5AWU3oOqHRFE8CwXgBSE1Lw5+hgY6FT/uMjda5CPB0PQzMDWgaZBLmuSSFq4f8cTqXtqyzuBs4+5MId3V9vw5rN1B/rUKIYQQ+4SB2pyOQp2+itefGbJn6Kt4PLm2D1OH9lySXNIim7DwwojGpIWhwarOMlU/QilFb8XHCyMMDXR96CLz8THlHIuS65Ov+SPqODqLdZ5a34cXxrVHLSmb5rRNwjZpzTicsH8Lh89rIOXouH5E3Qtwg4goUn9txzz4fBBJh7i9wsC/BtMA29JREXQU6zSnbfwo4tmNxWH/ZgZSSBe3ZinWfTbkq4ONF1YuGT1Vc08kM0RCCCGE2CeMWEDS0JnTmNpptT8DawVNNo2uq+TSU3aZ3ZgETUMD2rIONS+gUA9I2gaFmk93qU6hFre31jXiJgiaR9axsAyNuheRsgxySYt8zUfXtWF1HEopnt1YpFjzef3CRp7dWGJ9voYXRFS9gL6qz2vdFdK2BipOk4srChRqjBw4CYb2HhpgaBpJ08BXCj0IKboBSUsftWvcrkwh3V0kIAIpGRJCCCH2cqO1r677Iau6SttsPDCR/e94sKXBVh3a0o7JgpY0nSWX3opLqR6wuqfKjIxNsRbXAQWholz38YO/dvya2ZBAB2peyLym5LA6jnzVH2yXHO8/YH1fld6qh2PoJAyd7opH1QM37G+frYE/iahHFledfnTiADhUipRhMDObwNBgS8GjKW2N2jVuV7W6310kZU4IIYQQe7WBGZGBBSTTjomha/ECki1pCjVvRCrQRAwEW6u6SuQSFnMbU+QSFqu6Sjz0Uhedxfq49tOatWlJO/RslcqXdkwWNCdpTNq0ZmyWzszw9iPnsKQ9h6HrBEqha1pc9+MFtGYdZmZt1vTWmNWQ5OhFzcO+rXeDaLBdskLRVw1oSlkcMivHvOYkpqkRRBEJS8fSNUwtXj9IMfEqA02Tb9+nI9vUiZTCDyJySYvWrENHqU4QqWnRNW6iJnVE1113HYsWLSKRSHDUUUfx8MMPj7ntI488wvHHH09LSwvJZJIDDzyQr371qyO2+9nPfsbBBx+M4zgcfPDB3HbbbZMZmhBCCCHEMENnRLa3gORE7cxgqyltc+T8JsIworNUp+7Hi5zW/ZCusksQRcxqTDG7McmGfJ0wUqRtAx0NNI20bWIbOklTp6fqM78lxTtfN5e2XGJY3ZRtaIPtkituyIa+KqV6PEu0rrfC6u4KdT9C1zQSlknaMSd1wagDkYrT6QzJxpk2dA0sQyOMFJqu4QcRfhCRr3rMyDjTomvcRE04aP/JT37CJZdcwnXXXcfxxx/Pt7/9bU4//XSef/555s+fP2L7dDrNJz7xCQ499FDS6TSPPPIIF154Iel0mgsuuACAxx57jHe/+938x3/8B+eccw633XYb73rXu3jkkUc4+uijd/wot0P+jQohhBB7r6EzIqPZkQUkJxJsDaQUjVVrpGkaf3PADHorHq90lihUPQb6uem6xkGzc9S8kGc2FthccImUwjLj+iDXDdC0CMswsE2dI+Y1cdz+LZi6zgMvdLKpUBtM5ZvdkCTjmHSW6mgarO+rYuoaWcei6vqUvRBDU3QWFX4YUfejSfXPHnY295zeFWI7QgUVN8SxdOY2JvHDiBe3lJndkGD5nIZpVRs0Xpqa4Pzw0UcfzZFHHsm3vvWtwdsOOuggzj77bK666qpx7ePcc88lnU7zv//7vwC8+93vplgscs899wxu8+Y3v5mmpiZuvvnmUffhui6u6w7+XiwWmTdvHoVCgVwuN5FD4uFr3s0J5XsB8D/bh2XsfVOBQgixqxSLRRoaGib1/rs3k/Oy5+ireNz5l03kEtaoC0hW3IBi3edth86ecB1ER6HOXc9sYm5jCkMfeaEYRooN+SpvXT6b9obEuGqNOot1ntlQ4NWuElUvJGUb7N+aZV5Tkm8//BqrOsukbAPT0OmrerhBhIoU9SAkmzBZ0JzCsQxaswm6Sy62qXPI7AZm5hKDLZG1/gjn2U1FVnWXacs4BJHita4yvRWPhqSFpkG5HlCoh4NfHktcs/cziGeIsgmLbNLCMTQMQ+fdK+bxvmMWTJuAaCLvwRO68vc8jyeffJJTTz112O2nnnoqjz766Lj28dRTT/Hoo49y4oknDt722GOPjdjnaaedts19XnXVVTQ0NAz+zJs3bwJHIoQQQoh9xcACkp2l+ojUtYEFJOc0piaVCuSY+mD62Wjqfoht6Dimvt1aoy2FGn0Vj0jBEfMbeedR83jP6xfwrtfN5+SD2mjJ2PSUXfwooiFpUqwH1L2QlGWQTZiEkSJfC7CMuF3ypnyNSCmiSPH85iIb+qooBQuaUygUjmWQsnQaHJPuskt3yY1nrJI2SmmYuk4QxmsMGZoUnu/tTOKJQNPQyCQMFrWmaM5YBJEiiiLmN6cA9ti29TtiQilz3d3dhGHIzJkzh90+c+ZMOjo6tvnYuXPn0tXVRRAEXH755f+fvT8PljQ7y3vR31rrm3Lec43dVdWTWqJb0HQLJARYOgZ88HAFcbEFPsYOM9hYGKOQjQOFbQJxwhaOsAlhAmGwHRb43CvLdjiCa1s2iDAYGQxCckuo1YN6rLlqzzl94xruHyv3rl1Td1V3dVdV1/pF7K7O3Lnz+zJ3Zu71rPd9n4cf+qEf2v3euXPnrvs+P/zhD/OhD31o9/JOhSgQCAQCgUBgL69XgKRzDucc7TjixfUJdy+0MQ5iKemkvj1vdVxy73KPQSvid55Z35012jlWJ404mnR44syI/88fnqCdSIrG0k4U9y51uXux4+2z84a1cQXOkSjB0+cmTKoGJWBUNVgDFocUzGaYYp45P+buhTZ5YzizNuX0Vs5dC20WuynL3ZRRqdk/l3H/Sp/HT23x4tqUQ4MWm0XD+WHJdm4w1hJLgRRQaYdwXhztzAYF3hxIwAqIBCx2E6QQbOUacAjhaCx85ivn2ZhUTGvzutjW30xelfHHpR8YzrlX/BD57Gc/y2Qy4Q/+4A/4yZ/8Se677z6+7/u+71XfZ5qmpGn6Ks4+EAgEAoHAncZOgOROu9r6tCJRknuXe69qQbe39e3EZs6XTw353WfX2ddLmW+ndDNFFisOL/gF47DQV501GpUNx9ennNjKOTyXkUYRRaP5n8+u00kj3nqgz0InYZQ3nB9X5LVhUmmK2mCtxSCw1tvAKQVPnx9zsN9mWDSc2S6QUjBoxdiZG925Uckwb8hiiZkpm6VOwpmtnNo6tLFU2lDUZma17RCwK7YELvTOvcmQgJSw0k25a7HF+VFDJ5XMZQmV9uYef/TSBie3Cv7kW5c4PNe+obb1N5vrEkRLS0sopS6r3Kyurl5W4bmUY8eOAfDwww9z/vx5fvqnf3pXEO3fv/9V3WcgEAgEAoHAtXKjAiT3ZhplsaRqLINZCOrGtAYBmzkcGLR46KAXW+eG5RWNHRyOJ8+MOLU19a5xaUyiJOfGJcOiYVI2HBhkzLVjHj+1xfq4RkroJopJqbEOBI5IgAashc1JjbMwnNZkkeLwfAsHjMuGSEkGrZivnBmyPq1x1rKZN0ghMMbSTiMmpUYAcSRBW7T11SDnoJ9KxpUJ1aE3G9JX/SaV5tRWRSeVLHdStktN1RjKxjCuNGpS8EcvbfOtD8TMtxOOJh1e2pjyxOkR7+2lt8180aVcVztokiQ8+uijfOYzn7no+s985jN80zd90zXfj3PuIkOEd73rXZfd52/+5m9e130GAoFAIBAIvBI7AZL7BxnzneRVtcnt2GwfWWyzNm4oGs39K10eOzLHgbkWBwYtvuNt+zgwl3FuWOGcu+qs0aTUPL82wSF2jQxObRdU2nJokJFEEc+cG/H02RFaW5xzTCvN6rjGOIfdKdbMZnwSJai19bNIQNn4tqeiNmjjqz/rk5LnVyesjyuUlLTiiFgKamM5vZWzXTZoB/1U0Usj0kgQ+8xYxqXBXqE6dHsugwM7COfb5Upj2ZhW4GBSG6rGIKXAAf0sZqGdcmqr4AvHt9jO69dsW3+rcN0tcx/60If4/u//fh577DHe9a538Su/8iucOHGCH/mRHwH8bM/p06f5tV/7NQB+8Rd/kbvvvpsHH3wQ8LlE/+Sf/BN+7Md+bPc+f/zHf5xv/dZv5R//43/M+973Pn7913+d3/qt3+J//s//eSMeYyAQCAQCgTucq1ldXy97bbbz2i8e51oJCIFAsNxNKRqDFJJ9exaKO8YOz6+NOZpcmCEaFZph0eBwFLXgxbUJ58c+K6iqDY0xbExqTm0VXtBY3/amsSgpaYyv4CgJifKVnFobKm3pphHDouGps2Osg3YqeX51zKlhSW0MvSwhUZKVnmJYaipt2M5BCEccAUJgcVhmFSKu3ikXOuhub4yDREkSKRBKkkTKZ1wJSJVkmDcsdmJ6WYQTjkmpOb6ZM2jFr8m2/lbhugXR+9//fjY2NviZn/kZzp49y0MPPcSnP/1pjhw5AsDZs2c5ceLE7u2ttXz4wx/mxRdfJIoi7r33Xn72Z3+Wv/7X//rubb7pm76Jf/tv/y1//+//ff7BP/gH3HvvvXzqU596QzKIYKczNhAIBAKBwO3M1UTPtVhdXyt7M41GZYO2lji64E6XKMm4bGispZ/FFy0UD8+3eH5twlNnR9y92KYVRxS1ZlRopIS5liKOfI6QxHF2WFA0Gm0covI22b5FTiCFIFYCEFjj5YgTAucgUhIhvFvYpNLUxjHIIrpxTGUceaVpxxHTWtMYR9lojIXaGITwpglCSkalxlqIpPAGEuZy4fMq4okCtyBJBEnkXzexFLsBvt0sYdoYkkjQTiKMhUhK5jsxm9OaaeVfMztOircrr8pU4QMf+AAf+MAHrvi9T3ziExdd/rEf+7GLqkFX43u+53v4nu/5nldzOjeUN4l7YCAQCAQCdxRXEz37B+lui9ted7lXOwy+t/UtVpJISmptAIGxDm0tSkliKXctt0dFw5Nn/LlN64b1cc3quGK5l5IqSStR1Maw1I3Ja4ezlmFtKbWhaixCQiIFsVJUjaUyFiUEvTRCSYmxllo70shnxwggr403TAAWOwmH5jIODFps5A3ntnOmtSavDbFqiKRESLxFt/PVgqoxGOc3tl9u4zgsm94clBrA0Mti2rFiWGmGpaadxix1EnqZF++TyrLQTemlERvTmtoYhkXDvcu9V2Vbf6vwqgRRIBAIBAKBwK3CXpODvaLnubUxn312jV4W8fChwUVW10fiNk+dG/PZr67z3geXmWvvWFvXgGO5l15xxmhv69uRxTZZLHn63AQpwDhLXlkOz7dojGar0LQixe88s0rRGI4stFnpZRQLvt2onUQ8cnjAV1fHPHNuwksbPjdoWDVsTXwekZi1LKlIAr4qZJ2gsY5xpWnFwgsX52hFMfPtmGHesL/fojGGuXZCK5KsjmsmlWZtXLE+qdGz/jcpBGksiYQABdOZXUKpLTNPBe9gF3jTU2tH2Rj6WUQ/jeimiv39hMVuxrDQPHt+NJt1iyi1xVrH2WHJgbnWq7Ktv5UIgigQCAQCgcBty16Tg0vzfZZdyv8+vkWs2hf9zHZec3wz59x2wdNnR7y4MaWsDZt5TdFocLDYTXn0yDzfdO8iSaQuasPbyTT6ypkxG+Oasm5wCKQUdFNFrQ2/8ZVVFrsxjfG22iu9DG0dRxbaDFoxdy+0eWF9wpNnxyy0Y1qxZGNaEUtJLKTP+bEQK0EUKSIEtbVYvIDRlZ8TaqxvW1NCkCWSYaFJE8VCN6FoDAf6GS+uT9mYVKw5h3WOSEKt/XNhLNSNQcYKY91uC5xxgA1ZQ3cSFl8ZPDMseWBfl14a8dxqTtFY+q2Etx+eAwFFbTixmbO/n/HQwQEPHx7c1pbbEARRIBAIBAKB25i9JgeX7lBr62gliklpmFaGbhaxndc8cXrEtNH0WjGFNnz1/JiTm1PSOOLB/V06ScT6pOI///FZ/vDFDe5e6JDG8qLZoz/xwBL/38+doNCGA3NtRmWDwDtxRRJObBZYa8mSiH29lCyWnBuVnB+WdLOISlvySvPM2THTRtNJI/b1M7bymo28IpoIGudNFPJS00oVEhAStPZzQp3EzxtNqgZtHHll6Ldj7p7vcHSxw2ZeMa0MSvhykBSCpW7KuKwph96FTs+Uj3WO2lwsf0woDN1x1BYSYfn6u+Y5stTmd55eYzNvuHepy4MHepTacnwjZ3+/xWNH53lwf4/5TnKzT/s1EwQR3r8/EAgEAoHA7cdek4NLiZUkixVFrWmst6w+vpkzbTQr3ZRKGyalpmgM8+0YgWBcGhY7KQvthFNbQ9YnFb0s5tEj81SN5fm1MWuTknuXOsRK8o4j8/RaEY12NMaBcDx7foKUsDGtMdOKSZXSy2I6ieSFjSlppHjrvh69NOP45pThSBNJybHFNoN2THPekiUKV2mc8MYJWjtq4y27IylQwlfB7prLiCMvtqwT3Lfc8XNFziKE4NTWlPVpQ9F417m8MehZC5wADOCMQztfHYoUOAtNWBrdsRgL50YFQgraWcTprZzfe2GDs+OSxU5CrCRpJHjq3Ijn1yYXGZTcKDfHN5ogiAKBQCAQCNy27DU56KQXL2s6qaKXejesSAqmlWFzWjOYGQ+sjSuamUFBJ/UZQJOyoWgMq5OaSEmSCLamNeVMUMybmM+9tM0fvrDBqGzopjHGOmIliJVkUhmePT+mnSgiJUmln8E5Nywoak0SSdqxAuFNGLJIcXCQsTmpeXZ9QjuOfGUpkuQVOOsQwtFYQW1mrm7WEUeCcdnw4qajFSsSJbDWcnq7QArBixtTisZwfljhcGSRJIsltXYMS43F5xbFEqTwoZzOsRvCGrhzsQ4++9U19s+1WGgnLHVTJGC05dnzY44sdji2OKCVRBcZlDx0qM+5YXVD3BzfaIIgAkKcWCAQCAQCtydXy/cBwEErURwctFgbl6SRom682Dg/u9xOIvLKEEuBE2CcI68Nk7Khn0XkjfazOsYyLGqeOD2majTOQaIU50cl00oz10o4ttzm3KhkUvpcoTRWCA1rVUUkJZt5Qz9TJEqijWVaa5a6Ge1a088Szg5z1sYlRW2JI8UgixlW2mcPOYf0DwkrQEpJrATDvGZjVvEx1tFLIwadhEQK8kojhCPCmyeMSk1eGRrtq0EW3yIlLjxdgQAOKLRjVDQoKdicNhhrme+mjMuGWjtaccSRxTZz7YSjSYcvnx7y1NkRB+Yy9t0AN8c3mtvXMPwGEj4AAoFAIBC4PRFC8NChPoNWwksbU6aVxljHtNK8tDHl0HyLP//YYe5b6VNqw6RuGJaaA4M2X3NowKAVA74dbVQ0TCvDuGjQxuIcOCdII0kkBcc3CqZ1w6FBizSS1MYyrTTLvYRCa45vFEwqDQLOjypObxZsFzXaQm0skYBxqVmdVJwZFnTSmLfs77LYTXFY5tsJ852EQTvm8HyLxV5CK5bEUpBEEqV8AGusfHVpUvn2t0Y7Ku1orL9/ayyx8pWzxVnLUtFohnlDoe1l656XC1wN3HkI/OsMIcAJRmXDRl6zPa05MJfRWMuJzZwnTo/YzmvAGy0c35ySSD+IIqVv6Ty62JltJIxwt3C2TagQXYILHwmBQCAQCNxWrPQz3vOW5d0covVpRaIk9y73dtt13nrA8XV3DVjqZpzeynnwQA8hBOvjFs+tTji+OSVvHLGE7WmNcY5upljoZByYawGwMa2YayXU1q8W3Mz04IW1HJzjlM5pjJ21n1mEkLSTCOscZW3R1guvzChiKXnoYI+5doIQsDYu2Z42aOvYymu0tmzNduh7LW+DPCoN47JGOACHcY7ajxX5IFZ89WhtUqGU8PNV2jJtNLW+IHpCS1zg5VDCuxYKB5X2L7AskkxrQyQkVljm2zHTxtvHL7Zjvnp+zFZR84UT2/RbMYudlCOLLQathJVexuntnO28uWUNGIIgCgQCgUAgcNuz0s94by+96kC3EIKFbsq33L/E7zyzxvEN70ynBGxOarZyTRZLv2BzcG5Us134atDRxTZ6FroaqYj1aY2SglHREEmBEDCdtdk11pseOBzWWm+DrQS1MTTGB7jOtRIms2DUuTb0UkWsJN0s4qmzI84PSyIlcc6hhKRsLI1pcNZhLDTWESuw/u4APwckZ4tYYx3DQlNrS6UtsZRUV5FBO9UAHVRSAN865hxEava6bgxZpGinio1JzbjUtFM/HzdQktObOcfXHevTin4Ws9xLUUJwdpgzKhoePtynm8asTyuqW/hFFgRRIBAIBAKBNwVCiFfcgd5bTTq1OeULJ7aIYsl9S21K46i1r6MsdxMmjWVUGZQAEBgLZ4Ylc62YxliKxttVp0qiWjGNtcTGUWiLcBAlAmMNG5UF50giyWIvpZ0q1scVf3xqyNlhyf8+sc2w2KkK+WBYKSGLIwSCSaWZVo50ZqTnYLcyhAOFX8Qa50CAsFBWXpxZwLyMf7bD5x0FAuBfL5HwrychBakQs40FL5yHZcO+fkYWSax1rE4r2pEiVoJeFtNOFCDYF2WcH5cc3yi4Z1mQKEka3bqTOkEQBQKBQCAQeNPxcva/O9WkL52M+d3n1nn0rjn6rYhp7Q0HEuXthrfzmhObBS9tFPSyiCySKAHHljo8c25ErARbU81CJ2ZUaCQSFfk8n1I7hLZIfMUIII0iHtzX37UKf+LMkI1JTazYrRpFQqJiP59krMFYi8CvUEvtXeF2wlN3Hyv+Outdv33A5kwwWQflKzxXQQ8FdlBAP1UopRi0YoTz2VfT0pDGirlWDMLb3eeNZlpquj3FYseLJOd8+ybCV0LXJyWRhIcOzTHXjm/2w7sqQRAFAoFAIBB4U7E6Knfnia5m/yuEQEpBrQ2TSrA6rjDOoYSgm8VkScRyN2NYNDx2dJ77VnqMiobHT2xxajtnWGgiKYiV/9lISayzOOsd4CJlwIE2fkEZzVzhYgnnpzVVbTi9PaXWjiMLLTqpb8WTUnjhpUEKH7paG4PFC5/qCurF4r+54xyn8KGqYSo6cL0kkWCxl5HGvqIzrQzrowolBQ8eGPCuexfYzjXrk5ITWzlSCO5d7rHUSzi+UbA6qRhkMYmSGOdYHVfcs9TloUP9WzqPKAiiQCAQCNzy/Jt/82/45//8n/Piiy/yv/7X/+LIkSN87GMf49ixY7zvfe+72acXuElcqQq0Nq74nWfWGBY1K69g/1s3hu3cW1EvdBKMg8ZY1icVRa1Z6CRkccShuRb7Bxn7Bxlz7Zg/eH6Tx09sszouEfhZC20MZePVSitRZEpi8aqknfq8lqLRfO7FTaaNpdaGonYIAaeHJRtTjcHST2O0hSRSVI13zLPWzwi9TOebfz72/BvEUOB6EUAWK9LYt7gZ49jfz0gjxVw74lvuX2Rfv8VCRxNJ2N9v0RjLvSsdumlML4s5vpmzOa0Zlw3W+p//1gdubcttCIIoEAgEArc4v/RLv8RP/dRP8cEPfpB/+A//Icb4XqC5uTk+9rGPBUF0h3KlKtDBQYtR2TAsao4uXsgk6qQRR5MOL21MeeL0iPf2UgCGRUO/HbE+rgAotPFtZziGOZwblXzbW1c4stjePe5KP+MdRwf85pMxJxHs66fMtWPOD0vWJxXGgDaWLJa0Yj9PUWvvSjctNXUkUcrPUgj8rEalHZVufLubhXaiqLVja9rghK/6XI9jcWiBC7waHN62va4tKpM01nFsqcOfOzRASj/Ldmo7J1GShw7N8TUHe3zlzJjn18Z0koi5dsKgFTOtDLUxnB2WPHRwwP37ujf7ob0iQRABLgSzBgKBwC3LL/zCL/Av/sW/4Lu+67v42Z/92d3rH3vsMf7O3/k7N/HMAjeL1VF5xSrQE2eGvLQ+5euPzF3WniOEuMj+F7xBwtsPDfjNJ85zuiiYa8ekkaLShq2iJo0Ubz3gW322pjWVtgzzmv/y5bNMKk2sBKe2C9YnFduFRpsLczxFY3EI2rGik0rqxlEIR6wkgpkYEjN3uNk5ageT0pDXBmNnVZ5XUeq5dMYoELhWtINz44Jlm5GlinYiefd9i+wbtK44kyeEYH1S8dLGdPe9KITfbDgw1+Lhw4NbulVuhyCI8DtBO9zCmVGBQCBwR/Liiy/yyCOPXHZ9mqZMp9ObcEaBm4lzjidOj65YBTowyPjy6SHnhzX7By1vRrCHLFYX2f/W2iKRHFvusp3XbBc1ZeOttO+aa6OU5Nyw4r8/tcqZYcHmtOaZc2POjUruWerSz2I+f3yL45sFZlaW2REjsRIzMwVBYxylcVgnqLXdHUrfQUp/G2Y/ewu7EwfuAMaVY1wVZBFMKsNmrvnxP3kfaXy5bLiWDDB4eZOTW4EgiAKBQCBwS3Ps2DG++MUvcuTIkYuu/6//9b/ytre97SadVeBmsZ03nN72GUKXLqgSpZhvxZwbl9xXdemmFy9zysZcZP+rrePcuOToYptkX8dn98za79JIcH5c8UcvbTIqG44stjk/rNDWYqzl7HAKTpBGEiUETvi2ODszN9DWu8xZ5w0VnLWAwDpHJCVSSrAWY6GyNzYWPuztBl4LDu9mKKVkVDb892dW2cpr3n54QBqry0xKXikD7FpMTm42QRBdSigRBQKBwC3FT/zET/CjP/qjlGWJc47Pfe5zfPKTn+SjH/0o//Jf/subfXqBN5gdy+osVpd9r51K+q2EZ1ZHbE8rOqnarRI551gdl9yz3MU5R6UtrViyPa1Z7iYIIZlrJxduOylxVlBpTT+LGeaac6OClV5K2RjOjSocDud8432sBNY6nPALSiXEbrjlsNLMpTHdlmBUNkgHOB+yGopBgVsNiQ9mjZUkkYJpqfnKmRF3zbd49MgClbaXmZRcLQPsau2tVzI5uZkEQXQJYv1pOPjQzT6NQCAQCMz4q3/1r6K15u/+3b9Lnuf8xb/4Fzl06BA///M/z/d+7/fe7NMLvMGkkSRRkrIxdPZUgIZFzfGNgnPjku1pze8+t859yz3uW+mQRmrmCAdntgqePjvC4qhqw6TSvLg+4fB8h0T5/J9h2RAJSaUbqsbylTNDKm05vV2wv5chEFSND2yd1gY7s+t2gJICues85+WOAwbtCCkk29OGXM/mjW7KMxgIvALiQlhvZSyJEggc50cVZWPpZpeblFyp/e3l2luv5effSIIgAtjbY6zrm3cagUAgELgiP/zDP8wP//APs76+jrWWlZWVm31KgZvEXDvm0Fyb59fGHE38ImtY1Hz51IhJVRNJwTuOLBIpwfHNKWeGBW870KedKJ46O2K7aGjHilYc0UkV/SxiY9LQjkviSBEpyf5+RtVo/uCFKf1WxJFI0stiNicVG9Nqty2unFWrwDvFCQESgYoEzjrszEEukoKNvAEnMM4FMRS4pRGAcQ5jLMY55jspUgiKxtDMlNKlJiVXqg69XHvrtfz8G4l85Zu8+XEX/ZJCy1wgEAjcqiwtLb3hYujjH/84x44dI8syHn30UT772c++occPXIwQgocO9Rm0El7amDKpGl5cy9nKK9+200r4mkN9vuHYAv/n1+zn2FKbbhLx0vqU9UnNXXMtDgxatFPFdtkwaMX0M4VB8NYDfe5b7rAxLvnNr5xnfVKyPqn50qkhJzentNJo1gbnfEuRFBhj/ewQgPOucXXjmNaWSjuUgH6mkEIwrTTWhnVG4NbGzuzfy9kMXKMNhTa+NVRekA5ZrKiNvcggZC8v1956LT//RhIqRIFAIBC4pTl27NjLtlO88MILr9uxP/WpT/HBD36Qj3/847z73e/ml3/5l/nO7/xOnnzySe6+++7X7biBl2evs9Wzqz4HpZtG7B+0OLLQ3p0F6mUx9y51+b3n19mYNtyz2PYzDNpirKOfRozKhv2DNuBYn9Q8c27Eyc0c5xwH51pY56gazUsbhvlOTKokIGi0RUlBN4sQpcY2fvFYNvZCQKqDTqZY6KRs5DVJLDC134HvJVDUoG/ScxgIXI2dYN9OLGnHEY21REKirUVbw458uNSk5FKu1t66wyv9/BtJEESXEkwVAoFA4Jbigx/84EWXm6bh8ccf57/9t//GT/zET7yux/65n/s5fvAHf5Af+qEfAuBjH/sYv/Ebv8Ev/dIv8dGPfvR1PXbg5dlxtjo01yKvNXcvdOhn0WXi2ThYm1SkStEYx/GtCeOywTlHGimyWNFJHEeX2sy1El6KFfv7GeOqoZUoNiY1VePQxrA9hQNzGbGDJFIzBzlHpCSxsTTWLyN2BRFgncM435LTzL4hpM9AlNKF3rnALUkqYaWTMqw1zgmOzLdoJYpnzk+5f5+vFK2NS+5b6TPXjq94H1dqb91hx+Tk3uXeVX/+jSQIossIgigQCARuJX78x3/8itf/4i/+Ip///Odft+PWdc0XvvAFfvInf/Ki67/jO76D3//937/s9lVVUVXV7uXRaPS6ndudyJVyTACSSJAoSdUYyC5f1kzKBiUEjbF8/vgmRWN3292qyJLXmrWxX7yNSsP2tKbWhvVJTa0tlbFoY2etboJKW95xdIH793WZVoYTG1OeWR0DszmEPamoDphWFmML2onCzWaKrIOivrFW24HAa0WyR59LQa4di52Ufitm0IopasPjJzY5vZ1jrK+gfvP9VzdE2GlvvTS4tWwMq+OSQTvhoUP9m26oAEEQXcbqqOCum30SgUAgEHhFvvM7v5MPf/jD/Ot//a9fl/tfX1/HGMO+ffsuun7fvn2cO3fustt/9KMf5SMf+cjrci53OlfKMemmEc7BtNKc3Cr449NDHljpcWSxfZF99nbRMMhinl4ds5XXLHQSpBBenNSGWkCpHcOiYTtvGJU1g1aMto5RqZHCW2pnaURea/Ja8/S5EQcHGZt5zemtglr7KtBOq9Heoo91PgBWSVC+NASAeaOfxEDgFVASIgGxFOwftHnr/i6P3D1HXhsePzlkK9c01hIryeG5jFaieOL0iKVuelXr7GsNbr3ZBEF0Cc+vTYMgCgQCgduA//Af/gMLCwuv+3Eu3b10zl1xR/PDH/4wH/rQh3Yvj0Yj7ror/EV5rVwpx2R1XPBbT60icHzDsUW+/u45Hj+xzZNnR6xPKh65a540lqyOS/b1U9ZGFdNSo4D1cU2kBEoIpIC8sSx3E8raUBtLJ4kZFd78IJ7lCLnZbJCxMC0bhkXDS+sTrHPUxhspyJnttnPuIrFjgdpCU1oENnTIBW5ZJCCEpJ/FxApODUvU6SHDQtMYx7GlNs7BY0fnvZBxXJN19isFt94KBEEUCAQCgVuaRx555LLe83PnzrG2tsbHP/7x1+24S0tLKKUuqwatrq5eVjUCSNOUNE1ft/O5E7lSjonDsTZuaMUCISRrk4q3Hxrw2NF5XlrPeXZ1zP8+ucnbDvS5d7nH4fkWT54Z+RFhIchiibWW2hjKxpFEgm4aUTSGu+dbPLc+ZSvXSCnopTG1NkxqTdHY3eqOBKQUWDsTQA4MPqD1amu8nepRIHCrIqQgVoJCG6Ja0E5jsihiTdcYazm5mfP2w3M+iBUBgmu2zr5acOutQhBElxJMFQKBQOCW4ru+67suuiylZHl5mfe85z08+OCDr9txkyTh0Ucf5TOf+Qzf/d3fvXv9Zz7zGd73vve9bscNXGBvjgkCJpVmmNec2c5nbXGCzWnNtDIMWglvvyvmwFzGVt7wLfcvc3Spw7lhybg09FrecKFpLKV2KCfpzvTrmWHJoBXzyF3zjErDyY2CxhiyWNJYizFe7Cg1qwTNKkOpEhALqsZXfgRhGRG4fbHWISPf5tkYAzgcfuZNCoHxY3QXkcWK9Wl1S1hnvxaCILoEFz7JAoFA4JZBa83Ro0f5U3/qT7F///43/Pgf+tCH+P7v/34ee+wx3vWud/Erv/IrnDhxgh/5kR95w8/lTmQnx6TShufXpmxMK0ZFw+ntggP9FkvdhGmlWZ96M4tOqljspBSNoZV4AVQ2hnHljRXGpQYceaVRQjBox0RKsDFtsFjOjAoe3N/l7KjgxMaU7bxGW4dzoGazFTszQtpYagdprHzQqr1yBWiPx0IgcEvjHOS1IVYCbSJGheb45pSqsaz0Wyz3EsrGMq0M3fTarLdvF4IgCgQCgcAtSxRF/I2/8Td46qmnbsrx3//+97OxscHP/MzPcPbsWR566CE+/elPc+TIkZtyPncaaSSpGstz57fR1jLXSkgjyca05syw4MWNCYmSgKOTxix0Epa76UULtEnlZ35qY1HSsZlrmtludjm2RFLQy2Ie2j9gbVyz1El5+ECf9VHFtDYIBBqvdmrjdoWPF0XQWIMQlzh0EYRQ4PajmfV1JpFgqZtwz0oPAYyKhlT52aLNvKYx/pV+q1lnvxaCILqEUCEKBAKBW4tv/MZv5PHHH79pIuQDH/gAH/jAB27Kse9Udiy2i9q3yK2OKx7c10XImfhJFOe3c/LGsn+Qsb+X0VjH8Y0JT54Z8p4HVhi0IpxzvLhW0Ikl1kac3W5mgaogENTG/83vJJKVfkplHP/75BYSmNSauvELP7sTF3SFJYKZLSJ3Ool2hFFYTQRuRySw0EnoZd5o5MhCGyF85ejMsCRWEikE00rfctbZr4UgiC7F3d49kIFAIPBm4wMf+AB/+2//bU6dOsWjjz5Kp9O56Ptvf/vbb9KZBV4P9lpsbxc1z69PaYzl5FbBSj8jUT5TqDKOLJJEQrBVNGznNefHJZV2fPHUNgefaXHXfJuTWxPSWPHCRk6pDTiHQJJEil4m0dZSW8cTZ0YoIXh+dULZGD8TsVP5uQZ1s3OTS1cRQRgFbhcUsNCJ6aQRS52YUWVYndQc6GdsTGuc8++57bwmiW496+zXQhBEhAHIQCAQuBX5gR/4AT72sY/x/ve/H4C/9bf+1u73xGywXQiBMSHR5c3CpRbbsZL00ilVZJhWhs1phXUwrQ33rXSQUrI2rnj63AgpJCu9FovdmEY7Pv/SJr/33DrPr/q2ulgJBlnMpDZYa5HeJAttHbGUTGqDsxbr/HVCCNqJomx0sMoO3BG0U8ndix228oZz44p2olgbFwgcW3nNNxxd5P98aD/9VkzZGLJYESt51SiC24kgiC4h5EYHAoHArcGv/uqv8rM/+7O8+OKLN/tUAm8AV7TYdtBOIxajhO2iZr6TsdJLQTgO9FvU2lA1hk4Sc9dCi1aimJSGU1tjtLE8tzZlu6g5ttAmixWlNTTa0BhH0RiSSNFJI/b3U84MS8rGYJ3DOUckJbGCwvs1XPNMkAQSJbA4jAkBrIHbAwFIBBuTiknVMClrjHU01nFyM6edxGwXDZ97cRNtHbXx83dJJDk0177tK0VBEMHFoQFBDwUCgcAtwc5MZzAwuDPYa7G9s9vcSRUL7YQTmzntWLI1rTiy0KKTxDTasj5piJWciaGIadnwzPkx47JhoZ3QTRW1VpwZlgyLBikESaQwzmCsY1JqIikYlQ3jUhMpibU7xgmOqrDo2brgepYHZiaoUA6sty0Oy4vArYwA8sZQj0sa4/DTeqCEz+PqJoqnzg75/efXkVJwz3KXYwsd9g0Snl8bsz6peM9blm9bURQE0WWEj6xAIBC4Vbjd2zBuZXaMC97I5PiXO+aOxXYWq93bD4uGaa05Nyopag0COmmEwPHiRs5CO6afxaSRYlpqnjgz4sywoN+KOT+qGBaNrxpVDXltUAL6rRhjBGPthcqo1Dy/NqWXRghnSSJJXhsabV+1kNkxIFZCYGbCPpK+Rd+EZUbgFsQCwkJtHUKAEzuzc45SGyZ1w2bRkMWSXhIxKWpObDrGVcrDh/ps5TVPnB7x3l56W35uB0F0GeGTKhAIBG4VHnjggVf847q5ufkGnc2bh73GBbWxJOr1b3t5pWOmkSRRkrIxdNKI7dkCa9po7l3usD6uWJ3WvLQ+pZ0olroJ/VbM9rRmK/fXnx4W9NKIg4MM4xxnh5ai9hNAnVRR1patvAIkSoCTIJyjajSJEkRSMdeO2SpqjLssg/Jl2Wmp2wlvNdYRR/4eZuvKWVvS5cYLgcCtgAWkgFhBY3faP33VdFL55k/r/C7BZt5QG29jHynBw4cG3gglb5jvJDf1cbwagiACLvrICw4LgUAgcMvwkY98hMFgcLNP403FpcYFWawoG/O6tr1cyzGXeymH5to8vzbmSNzm+GbOtNGsdFMEUGvDkaUu9620OTesuGu+RT+L+e1nVvnK2SGNtgxaMQf7GVkc4ZyllUi28gatDSu9lDVXUxkQDhySSIEUEmstZWNRCmzpdpcC17oi2CucfBXIYRyYxvmd99mdORG2XQO3Lg5AQCQFUgiUFOiZGGq7WQhrJOkkklQqYimptOErp0ccmmv7NlN9e8r9IIguIXxQBQKBwK3D937v97KysnKzT+NNw5WMC8C3oR1NOry0Mb3hbS/XfMwHl3noUJ/1ScVT58ac2y7otWJqbdkuarpZwoP7uwxaCVkUMSob/sRblpFScHq7wDpHY7zbVWMsW3mNFAIJjCuDcSWV9i15iRJIIcliH/w6qSxKChptGJcNxlwQOdeyLth7G2MvVID2GjHo2Q1vv2aiwJ2CApQAIQVYqLTB+DE4tLU4vODPK0snk6SxopsqTg9Lnl8d8+D+/m4g8u3G7XnWryPuWsIGAoFAIPC6czv2od/qXMm4YAchBCu9bLft5Y04JkAniXjq7JCX1qcs91Le85ZlDs+1mVSacdWQN4YDgzYPH+ozaPlWnCxWbE5rfufpdZ46O5o5w8GoaDixlbM+rshLTTuWHBhkxFIwrQxV45hWmrLx80GNcVTGEkeKLFZo67DGixgpZl/X+XgdXhBZruwwF1YZgVsVixc/ZW3RxvqAYQfRbJPBOYeSO0LJ7bbWdWLJ2VHJoB0z145v9sN4VYQKERA+ngKBQODWw4UW5hvOlYwL9pLFivVpdUPbXq52zO285vhmzsa4Zm1aghC8dX+fhw71ee+Dy6xPK7JYMmgldFKF2FNbWR0XvLQ+BWC5m3J4rkOlNZPKMJ5UTCvvHqdkzLRuiCOJlFBrv8tdG4eSBoEkkoJ+FmOsRQifxVJpSzMTRjtzP47ra6ELr97A7YYDnAUjfLXIOb8pECmoNURK+PeEFOB8e9yk0kRC0k4U9yx3b9uNrCCIALHnYyt8gAUCgcCtgbW3Zy/6rcylxgWXUjaGRMkb2vZy6TEdjjPbJU+c3qY2jn6mWOqmzLfj3Zmib71/kQODjOdWp/Szi3ecrbN8+fSYJJK8dX8PIQRZIvnqmrfm1u2Y7bwmVoJzo5LaWA4OMmIleG5tSmMc7LbXOZZ7KYudhGfOjam1w+HYqwdfzbogrCUCtyM7hh9iNu8WSUEUCSQCqyxprGjH3nikaAxnhyW9LOboUodD8xmH5lo3+yG8aoIgCgQCgUDgDmGuHe8aFxxNOhft5jrnWB2X3Lvcu6FtL3uPOW9ijm8UfPn0NttFTS+N2ZgI3rK/y3IvZbmb8sSZEZ/8o5MkSvDC+oSvnh9x90KH+1Y6pJHi+MaURhseuXseKeWFSqITOOHIIl+J6mUJVWNpJYqDgzbLvZj1acN2XmOt84s9IRA4nl+bMq00At8CFAjciaSRoDGOOJIkSjDXTljoJAyyhGnTsJ03aOPfY1mseOuBPg+s9KiN4b6V/m3bLgdBEF1G2NUJBAKBwJsVIcSuccFLG9OLHN9WxyWDdsJDh/o3tO1l55gvrk/47WfWsdZSacuglfhZHmsYF5pR4eeWVkclm3nNn7h/mW+9r8Vza2OOb045Myx424E+h+bbWOfopBFbeU2tLaW23L3Q4uRWwfqkZFhoGp0jBKy0UyZ1Q99EHBhkRFKwPq3QxlLUms28xs5ag6wN7W6BOxOJt6YHwb3LHY4sdJg2mv2DFq1IMa0Nz62O2S5qBu2Ye5d7PHSox/qkZq6T3vDPjTeaIIgAF2y3A4FAIHCHsNLPeM9blnczgdanFYmSswXOa8shulrw6nIvZb6d0E0VlRYUw5JY+euXOgmbec0Tp0Z+VsEYBllMHEnm2wmPtee5e6HN8+sT5lsJb9vf5fETW5zaLlGzuaAzWwWREsRSsNRLd+eWitIwKjVppBiXmkYbJqVG4qtJQggk3pBhxx3u9l3SBQKvHiX8a7+VSPYPWrzj2DxfOTNhVDTIliCLBLGSZLGiFSt6WcSkMjfkc+NWIAiiQCAQCATuMFb6Ge/tpVcUL6+WlwtejZVkWmvedc8i08oggG4WEQnJ2rRia1Lx0voUJSXzM6eqWEq28pqvnh+zPq6ojOXU5nm+dHqL7WmNBQ7NtYikYG1S45zj0FzG1rQhjSTaOCwO3TgaYzm5Zcgr7y4XK3at5Hxu0IWqUNgWDdyJWAG1hcU05uBcxlahuXelzflhzUsbE05t51grOLrY5shih7vm2zx8eMD9+25fI4W9BEF0CcHVKBAIBAJ3AkKIG5Yo/0rBq2872Kc2llYS0UkjDi+0eWk2t1NZSyuNqK2lMY61SQUOnj435IkzY4ZFTSeRREpydtu3+mWRwjjL2e2ShU5MLGFSGV7ayEmVpBUrprUXZdY5rLXktcXMcoDczD6u0S4IoEAAXyGttSaWkkllsLZi0I6JlMA6uGu+w9sO9ljuZUxLzantHG0tc+34tq8OQRBEgUAgEAgEXgPXErz6wtqEWIpdp7m759s8eWbIel6xr5fhnHe20rPK0tlRwVPnRgAMsohm5lK3PqmIpKCdKtJIEUnDi+s1VeOII0FeG/qDiK2pN07wIayOce3b4iQXBJC2oRoUCFyEhcb495m1jvki4eBci7fs73Ggn3Fyu+DxE9toY1FScma7IFaS7/76Q7d9lSgEs17C7f4LDQQCgUDgjeRawl6HecNcK2V1XOKcI1Y+X2h/P6PWlrVJiZQSJSXnRiXnRyXDoiFSAqUkeaU5teV3pIVwSCFIIsm+fovFbgrCIaXAWsuZ7YK1Sc0wbxgVmqIxM3EkiSNJFikEvlIUyzAzFAjsUBgoah8nvNhJODMs+f3nN4gkPHl2zLlRSStWLHZS2omi1JbPPrvGs+cnN/nMXztBEF1CaJkLBAKBQODauZaw19pa7llpM2glvLQxZVjUKCE4PNdi0I64a6HDSi9FCJBCYK23O6oaw2ZeM60MZWMQQtCOI6xzaOOIlJ85AsHW1M8RWet254IaYykbi7HgzMxPWzj0jlO3C1WiQGAvxjmGecO5UcVCK2ZzWvGlk0OmTcNKNyWLFVIKslhxcJAxrjRfPj287dfPQRAFAoFAIBB41ewNXr0SRa3RxhJLydfdNcc9S11KbZjUDaPKcGShSy9VnB9XTMoGKQXaeSOEaW0Yl5px5S25IylorMNYNxNPMK4MaSTQxtJY33a3UwEyM2FkHRSNQ0k/DyGEF0P69l7DBQI3nPVxRVFrysYwrQ2RFJzeLnxl9ZIKsDaOuXbC+qRiO29u0hnfGMIMUSAQCAQCgVfNy4W9bk1rPn98k1hJ/udz6ySR5OBci/c8sMJSN+P0Vk4/i/jcS5vUjUZJSVs51scgpUAKQTdVs4FvizGWRvj5n0E7RlvD9rTGWO+S0EsV0xqstlyar9o4iLQlUpIsklTaYkMIayBwEZWB59amHFloU2lLK47YKuo9raWOsrFoY9nKaw7Pt4mkoNK395spCCKAkEMUCAQCgcCr4mphr+dHJZ97cQOH4J339FnptSgbwwtrEzYmNQ8d6qOt5bPPrjMpG/b1UvLtglGlZ4YJ0FhHbRyREggcpXY01pFGiuFUszmtqRuz6xrXyyJq7RDiyo4JpXZkwtJPFNb6ilIgEPDsrIatdWzkNRLBgwe6NNayNq4wzrE91WwVNdNK7+YRddKINLq9m85u77O/QYg9n5pBDgUCgUAgcH3shL3eu9xjVDac3Jry1fNj2mnMe9+yxIFBGyWFd55b7DAsas4NK7720AAp/F/eYdGAEBjrWO4ndNKYNJI02jIpNaVxaOutsqWwlFrPZou8oUI7VkwrzbjWWAeR8IscwYXFjsO3zm3kmlKz21oXCAQ8UoAQjqoxOAFKCN5xdIFYSZ477/OIhHMcnmtzbKnD2WHF2rii1ldumb1dCBWiQCAQCAQCr5m9Ya+rowpjV9nXT+mkEZNK0xhLrCSdVLHSy3j63IhTWxHVzIo7rw2Dtr8shSCNBZPKMZkFuSo5W6xJqDUYZ1DCzwFNK02iBNPKiybw1+/8HIDbWzRy0IoFzjkaS6gUBQL494dz/ksIwXwrpp1GfNtb9/GbXznPdlFzz3KHVhIhgWGlOTzfopdFfOXMmJX+5U6TtwtBEAUCgUAgEHjVOOfYzhsqbUkjyVw7ptKWSAlqbXlhbcTGtEJbSyQli52UQaZ48uyIA/2MXitlvp3w0mbBxqTEWB+kOir8ULeSkEQSJbyhAoB1DiEESSzpKcFmrpnW7rK5IQdcabTBAs2sFU+KnVsGAoGdqmo3jXj74QH7By0WOgnL/YQ46jOtDdNKEynJ/n7G3fNtGmN56uyQY0ttji51bktRFAQR4WMwEAgEAoFXw+qo5InTI05v59SzUNVDc20Oz7eoGstz57d9mn0rIY5iGm05O8z54skKKeCtDy7zldNjnj4/BAeRkORNw6jUuxlBnSQinrnICSEoGotzjoVODA5KbdD2cjH0cligtlDbsAIIBHYQQBRBr5XwjqMLfMOxBSaVAQRprPj6u7uUjaWx3jWyMYYTWzkb45q1aQlC8Nb9fR461Geln93sh3NdBEHExTNEgUAgEAgEPFeq/uzs/q6OSn7nmTWGRb1rpFA2hufXxqyOCzYnNavjigf3dRHS962lsaLnIv741JBji20abVmflGxNG6QQs/uHlzZzqsbiBCSRIq/tLIcIjPWCZmNSgwA7a4VTMyvt0P0WCFw/Aj93l0ZqN2Po5GbB1xwasNxLSJR3ZuxmXjps5zVfOTNm2mhakWSpmzLfjnl+bcz6pOI9b1m+rUTRqzJV+PjHP86xY8fIsoxHH32Uz372s1e97X/8j/+Rb//2b2d5eZl+v8+73vUufuM3fuOi23ziE59ACHHZV1mWr+b0AoFAIBAIvEZWRyW//fQa//mPz/BfvnyG//zHZ/jtp9dYHZU453ji9IhhUXN0sUMnjS4yTVgdVWzmNcu9hNVpTdkYrHWUjWF1VNNJI8DxX584y5dPj9jOK05t5Xzl7JjTw4JmZpsdCYFz0BiDdn7WZ2cLUzvfDmfx15kghgKBa0YBnVjQivxmghIgpKAxhnHZ8PnjW7y4PmWYNzTGcmiuzerYv/edcxzfzJk2mpVOQtEYlrsZy7101zTlidOj2yqs9boF0ac+9Sk++MEP8vf+3t/j8ccf51u+5Vv4zu/8Tk6cOHHF2//u7/4u3/7t386nP/1pvvCFL/De976XP/fn/hyPP/74Rbfr9/ucPXv2oq8se2OUpQu224FAIBAI7LJT/Xl+bUw/izk816af+d3f33lmjWfPTzi9nbPSu8IQtYBESTbzmqVOQjeJ2M5r1qcVRWM4MJex0ks5vlnw1fNTjLEoqWglilQJjHHeVCGSxJFCWz8vtHOU8Fc6ELgBCMA5lJR0U0WWSCIBdQPGOQ7Pt3jk7nk2phX/46vr7B+k9LOYJ8+OeG51zOmtgiwSrE4qOmnMkcUWAl/QWOllnN7OX1NYq3OOrWnNuWHJ1rR+3cXVdbfM/dzP/Rw/+IM/yA/90A8B8LGPfYzf+I3f4Jd+6Zf46Ec/etntP/axj110+R/9o3/Er//6r/Of/tN/4pFHHtm9XgjB/v37r/d0AoFAIBAI3EAurf7sCJ5OGnE06fDSxpQ/PrXNdl4TK4kDOqlCIBgWNcc3Cp5bHfHc+TFro5L5TsKgFbOv3+LoYov9/ZTjGzlbeUMkIZaSwjjacYRWjqKxRPLCVmWpfc5QLC+uEAUCgVfHTjWktpBIiKREOocRlnaqmO8k9FsJB+YycPDSxpSnz46JlWBtXHF6K+fsqGSll3L/So+3HewzaCW795/FivVp9arDWq82m/h6ziZdlyCq65ovfOEL/ORP/uRF13/Hd3wHv//7v39N92GtZTwes7CwcNH1k8mEI0eOYIzh677u6/i//+//+yLBdClVVVFV1e7l0Wh0HY/k6oQP2kAgEAjcyWznzVWrP0II0kjxhy9sMCwaIjUmjRVL3YQDg4zjGzlnhyVr4wKBwDpH2WiEACkE1jrszCa7FSsaY8kbSxILGmspa4OUglRF1MahrcU5b7fdhD/QgcBrYseGPpYCM9tkMNaRNxrhQEqBiiUH+xl57XO+umlEGik+++wax5Y6PHZ0ngf29fjDFzew1qGvYExSNoZEyVcV1vpys4mv52zSdQmi9fV1jDHs27fvouv37dvHuXPnruk+/uk//adMp1P+wl/4C7vXPfjgg3ziE5/g4YcfZjQa8fM///O8+93v5ktf+hL333//Fe/nox/9KB/5yEeu5/Svidup3zEQCAQCgRtNpS21sWSxuux723nNc6sTzo4KIunbZdJIcnx9Sqk1iZTkjWF9UhNJaHLDpFa0YuMvG8vprRylBMeWW6yPG05s5OSNA8QsJdVnA8WRICNio6l3s1GimfPczuxQIBC4djqpJJGSxjqstiSRwgmH0Y7aWgTe2n513JAmFY3xjo6ro4pxpdk/yOimMZ0k4p7lLueGBdOq4fhGwcOHYwQ+22t1XHLvco+5dnxd53ct1eknTo94by+94dber8pU4dKTcLM8gFfik5/8JD/90z/Npz71KVZWVnavf+c738lf+kt/ia/92q/lW77lW/h3/+7f8cADD/ALv/ALV72vD3/4wwyHw92vkydPvpqHMuP280sPBAKBQOD1II0kiZKUzcXJ8zuD1OdHJY12pJGin8UoIVASTm8VHN/KWR1VRBLmOyndJEI4x7ioeeLUmOPrOavjEm0sVePopREOqLTDOod0PmOoqA04ODCXIgE7M0zQ1rvMBQKB60Pi21NjJUgiiZjNEGntw4zTWLHYSdnfS5nUDcfXc6aVrxKdHxXMtROSyG+SCCE4stCmk8Q0Fs4MC0aFZlppXtqYMmgnPHSof92i5ZWq0zdiNulqXFeFaGlpCaXUZdWg1dXVy6pGl/KpT32KH/zBH+Tf//t/z7d927e97G2llLzjHe/g2Wefvept0jQlTdNrP/mXYa/t9u0YJhUIBAKBwI1irh1zaK7N82tjjiYdEDCtDNt5zZmtnGFRE0eK+1a65LVldVTy3NoEIXwQqxKwr98hjSOccwyLGmsdBstcO+LgXEasFF84vsnGxLe+Z5FESt9iZ613vLLW8tXzE/SeuSEHmKueeSAQuBpSQt4YaiPIIgnOv5c6iaKdKJI4opnN/EQCSm05uZnT2i/ZKhoe3Nenk16oGs/NRM9L6znPr485sZmz1E24d7n3qmd9Xq46Da99NunluC5BlCQJjz76KJ/5zGf47u/+7t3rP/OZz/C+973vqj/3yU9+kh/4gR/gk5/8JH/mz/yZVzyOc44vfvGLPPzww9dzeq+B0CYXCAQCgQD4jcGHDvVZn1Q8cWZEURvGVcPWtOb51QlCwEMHBwgh6aSSlX7Kme2cbqoYVQ5vqH1hc9FaqIxjrhVjHBSNpdKOSWUYV4ZYCbJYIoVECkGU+L6NUampjZ8fEnhb7UAg8OrQFqx1COVoBGjnaEpDLg1FY2gnlrw2NMaRRJJ2IvnjU0MabemlEfsGCeKSjqq5dsJ9K4JeS/GeB1ZY6WcXZZVdL3ur096a/2Jey2zSK3HdLnMf+tCH+P7v/34ee+wx3vWud/Erv/IrnDhxgh/5kR8BfCvb6dOn+bVf+zXAi6G//Jf/Mj//8z/PO9/5zt3qUqvVYjAYAPCRj3yEd77zndx///2MRiP+2T/7Z3zxi1/kF3/xF2/U47x2XKjFBwKBQODOZqWf8dChPk+dHXFmWNCOFZ0kYq4dMyo1W0XDXEfjHJzYLBiWfiHVNA6VSCZlQxpJjPVzQw7Ikoi1ScnZ7RJjLZNKgwNtHZV2KGnIYsWgnVI1lq1Ck0aAgEb7lp/wFzoQeHVI/OZCZaCxFiVBKu/cOK0s07omVt5xzlhL0cD6pKTUbb72rjnKxl42IuOcY21Scf9Knwf2915zl9Wl1elLj/VqZ5OuhesWRO9///vZ2NjgZ37mZzh79iwPPfQQn/70pzly5AgAZ8+evSiT6Jd/+ZfRWvOjP/qj/OiP/uju9X/lr/wVPvGJTwCwvb3NX/trf41z584xGAx45JFH+N3f/V2+4Ru+4TU+vGsltMkFAoFAILCDtZbnVid004hvuW+JJJbEQvLk2YTPH99iWjac2Myx1jGpDYkSNJEkiQTGOorGsJ1XCCSTWhNLybRq2JjUJLFiseNnh5Tw1aMsVix2Eg4O2uzrJ/zvE1sAfsh7VhqSwhsrhEJRIHB9RHLWhjozJ3EOYiWx1re4WnwoaxIJ5loxee23HhbaCQfn2gxaMbW2vLQxvcj5bXVcvup5oSuxtzr9eh/rsmO7N4mt2mg0YjAYMBwO6ff71/Wz/+Of/l/8ifF/BuDTj/xz/vT7vu/1OMVAIBB4U/JaPn/fzNys58U5x3beUGlLGsnrbmFZHZX8wfOb/OZT54iVoJ1ELHZSjiy2sBb+21fOcnZYYqyj34oZZBGnhyWNtug9VtmlNlhrKbWjk0i0dVgnOLbURiDYnNYUjaExlkgK+q2Y5V5GqgRPnxuxNmmQs0Wc4OI5okAgcG2kym9SKOHb5qSELFL0WortQqO1BSFmDo6CbhaTxZLaOBa7Md/3jruwTvCNxxY5tVW8IdlANyqH6Ho+g6+7QhQIBAKBQODW5LUuJHYyQE5uTYmlYF8vw1jH2WHOqGh4+HCfd9+7xG8/s8oz58cksaRlFPt6KZvT2ifVS8HGuCSWgl4n845y2lEVFXGsaLRFSYkS3kQhlgIlBaOiQVtHP4tpjGVmghWEUCDwGshigbbCv6ck9DJFqhSRVCTKv8+qxuKEwAJKChLl5wMFgqpxOOE3P967r/uaNluulZV+xnt76RtyrB2CILqEN0e9LBAIBAJ3Gq810HBvBsg9S102p16gZLFiX5RxflzO8kb6fMPRBUZFw8G5FmkkaScR9y53AXjy7Ag3yzOptaWVKIwzOAd14zg3qshiSdVYrHMkiUIiGBUlDhhkik4aUzRu100q/GkOBF4d2jjiSGKs33jwBSFHjG+bi6QPTRY4jBO0E8lcJ6EVSyaVodaOTqZII4kQgvlO8oac9xt5LAiC6DKC63YgEAgEbjduRKDh3gyQdqJY6CScG5W7C6G5VsLGtGJSaizw8OE53nqgRxIpYiXppIpJqTk3Kqm0pWwiHtzfY66dcHJzyu9NKrQxGOeIpENIgTOQ12Z3MbbcTXlgf59nz4/Zyus38BkMBN6cVMaRxH42qGg0lbZYa8liicNH3Sy0JdulZjmLObrYIYkkG9OGXqqojOGBudfHyOBWIggiYO/eU6gQBQKBQOB243oCDXd2XS+dNSobs5sBshO8OC40q5OKQRYTSUFea15czzk0n3H3Qpv1SXXRMRtjGRY1jbEcW+pwcNACII0Uc62IYd5gnWVagxICKcEYi7aOVhJx13yLqnFo40iUQCvfVrc3iygQCFw72kJRauJ2Agi0s2AF2jhakaS2hkljSJWk347RFvK8pm4M+3pdDgyy183I4FYiCKLLCB+5gUAgELi9uN5AwyvNGg1aMVVjdjNAdoIXj2/mbE5r8krTWMd9Kx3eec8iAL/zzNpFblCjomFj2jDXilnpZSAEZWNYn9b0smQmwEAp62eH8K08EphvxWxMa2KlyWKFFJJe6lt8Km2otP/7HKy3A4HrwwK1sXRSxeH5FuNSM6kMjTUoBLESLLRj0kgxLGqcg/2DFu99cJl337d0w00TbkWCIAoEAoFA4DbnegINrzZrdG5UsjauKRvLw4cGvk2unTBoxUwqzQvrE+5f7vNn374fKX0w4nvesrwrrNanFVVjWe4mdLOYTuLF2bhs2BhXSClIIkltDLEUOOd3qdNYkiooteX4Zs7hQUYrjXD42Yey1BggUQLjHMJ55zkIW5iBwNWIBTgBkYDlfsqBQRuAfhaz1DOc3S5JlOLd9y+gtePFzRyB49jSgAf393n74Tnu39d901eGdgiCCAg5RIFAIBC4nbnWQMNBK+J3nlm/4qzRsaTDtDKMioYX1sb0sgQphc8aqhruWujwznsXdsUQeDeo93QTjm/kjCuNtQ6E49RWyfmxnz86s10wrTXGWBrjXeXSSGFmPertRKFmx5lWhhc3cg7NtzDWsTn1u9VKAAKEg3YsMc5RNi4IokDgCmQKosg7OmaJpJXEDFoJ4Dg7LOgkEQfnWkxrw93zXVYGKQ+Vvh32vpUOf/btBy56n98JBEEUCAQCgcBtzrUGGg4L/bKzRvcsdXjm/JjNqebLZ8ZU2pBGinuXO3zz/Zdbd1/aehcJGBWGojHktWZ1VHJuVJJX3mVOCIiUpJ6JIylgo6mYayUs9lLyxmKdZXVcYSwY62d7Db4aJIBoJqTCVmYgcDGzfQMiJVHCYQSUtaWoNdYahJTktWW+Lam1JYskcSQQCHpZzL3LHYZFw7DQb6jD261AEESAY+9O2k08kUAgEAgEXiUr/eyyFrZESe5d7u3mEJ0bli87a1Q1lhObOceWOnzTvYvIWVbQpNI8cXrEUjfdFUWXtt5VjeW5tTFfPjPk5EZOohQL3ZgsUkRSMCk1eWOJpKQxPry1mf3NrYylMYZECQQK5xyNBC7JIXJA3riLgloDgQB0Yi+Eisa7yEkh0NYhhGBcaL56fspSL8FYR6ktrVix1E1J1IXPgktnDe8kgiACRPhYDQQCgcCbgFcKNHy5WSPnHM+tjdHGcs9Sh152wWZ3uesusu4GLrL5HhYNT54dMW0aemlMN41oJRHTSjMsGwZZzFw7phr7xZhzF1d4ysZwZqtksZuAE2zkFdZdPYMo/NUOBC4gASkkaRShTUNtHNY5lIQ0ErRTybRumG5qBlnMfCsiiSMOzbfopBcE0d5ZwzuNIIgCgUAgEHgT8XKBhi83azSpNMc3c44sdOhmFy8PLrXuBnZb7wCOb+ZMG00/jVkdVRyYyzDWcWQhY1JprPOW3M5e3O62I2xK7bOJauNojKEx1lty37inJRC4LdmRK1d6L1xokcMLIOFopxGm1KSRIIkUZW0Zl5oslkgBy90EbR0HOglHFtq7nwF7Zw3f7JlDVyIIIuDivaaw7xQIBAKBNycvN2v0wvqEWEnuW+kgrjChc2k7zU7r3bQybE5rBlmMsQ7jHK04YlJpWknMfDvhxOaUsvG71rH02Shm9udW4E0TIgFlrckbAw6kC41xgUCkfJWnbNzuPB2AFBArgRISPWuRi1RELP34R6IUUvrb+fesr/oIIdjXbzFoxcRK+ha6S2YN7xRnub0EQRQIBAKBwB3E1WaN7l/u04oj0ujK80WXttPstN411qKNJcliaixKCCptkEJQNZph0VA2xoug2WiCEOzOAUnpLbWdg3qWwGosNDaIoUCgMlAZh8S/Z1qJQAqJFI4siqitpSodnTTCWkvRWNqxYl8vxTiBdZaiMSx2EkalZrGb8n3fcJj1ib7qrOGdSBBEQPCqCQQCgcCdxJVmjXYsuV/JununnWan9W6pm+46x2WxpJfGPL8+IVWCU1sFW3kNgLUX6j1iT3XIWKhmjkax9JctoTYUCOxlx+ZgWjsiYYgUaKuxziGFIIsEjXE0jSVrxyAEkRRoI0mUwzrY38+QQtDLEh4+PH/VWcM7kSCILiN8BAcCgUDgzc+VZo2uxbp7Z9H00KE+a5OSExtTL5hGFcu9mEpb6sYyKb2sSaVARHK31W7vkmu3SiRASb+Aa4wNf4kDgZdBO9AawCIBpWBUajqJQinBxsTb1ndTRWUcSgo6qaKVKLpZRBarl501vBMJgigQCAQCgQBwbdbde4mlZG1Sc3ZYsDauOLklmWslHJrPWB1VPpAVgXWCViywQNM4hLzQPifxMw9pLGnHiiQybOUGh58rMi5sVQYCV0Lg209jKZFCkEQR8x3FqNBs5TXDUjCXxRxcbNNNY7pZxF3zLcrGcG5YhsrQHoIgugTnwosiEAgEAncur2TdDRdnED12ZJ5H7p7n7HbOV86MOL1dsNBNaKeKw/NtNqY1L65P6GcxRWOZWg0ONBe7zRnraIwjVQolDNb5+SKs3xEPBAIXkFyYxZPCt8N1s4hKOwbtmG6qKLRlrpNwcNBisZtSNIZKWz777BqNdSRKcmiufUfPDu0QBNElHNr+I+D/utmnEQgEAoHATePl2mmcc7sZREcW2uS1xTrL4fkOS92ETz9xnv29FkvtlLl2TDdTHN+YktcW4xxCSMyejKGdxBOtLY30jlmxmiUECnz5KAiiQOAihIBI+n87WUQvi3nwQI+tvCGSAocgjfxs3z3LHcalZpjXtJMWg1ay2w77/NqY9UnFe96yfEeLoiCILuFrT/4a8LGbfRqBQCAQCNySbOcNp7dz0kjx5TMjNiYVea0RQtBJI3pphLaW+W7Cdl6TxRIlBJPGgHM453Z3tsFrnZ3/j4UgjhTaNjM7bkluNYoLdsOXZhgFAncakYReGhEpibWWXhohpEBKSTeLeGClx3bRsDGu2S5qSm1BwIG5Fg8fGuxWeztpxNGkc1Ho8p3aPhcEESD2fKwqF2LgAoFAIBC4GpW2bEwrNicNm3lNrQ1lY6m0pTIGaxytRPHggR51Y3ny3AiHQ+AQUhAJH5SiZ0NEsYT5ToIQAuMc/VQyKgUWx1InohkZ9tosSHwr3Y4rtw0FpMBtwI1K1RL4maEkkkgpkJFC4A1JnHVEUrLYTbl7oc3auGIrz3j3fUv88altBq3kMsFzaejynWq0IF/5JoFAIBAIBAKeRAnWxzXnxyXTSjOtDFmsWOgkLHdSSm1ZG1ecH1UcmEvJK02iFGmkfHikFCgliZRv95FSMGgnLHZ9sOuZUYUSIB1sFw21cbOsogtiSM0CJyGIocDtgeC1h7wIIJGglEAgGGQxrVjRWMd8K6JoNIudlE7qs8SmteatBwbs62c01pHFV84Yy2JFbeyuE+SdSKgQAYXs3OxTCAQCgUDgtsE5x9a0AgTdNMI5ELMsoVYsqWazP+NSo61l3yAlVi2stayOKmpraYykHQssgmmlMc7RGD/0LQFtofRddt6WG/+vtfiVoYU4gsRBbb0b3Y1Azr52lobXukS8URWAwJsPgRfxzl2bQUg7EjgczgmEgCQSVNphrSOOJK1Y0kokcSRJkCghGVWaLInpZYq1ccWk0szNrPJjJXeDlDvp5Uv/S0OX70SCIAJ+t/9n+VPDf3ezTyMQCAQCgVseX7ERuy50w1jhAG0seuZclUSSjUnNw4cGJJGaDXnDuNKU2pLFilh5MwZrHUVjcNaHRyIgEn5BiAMnvSixCGIlqLXFGC8+rIGFlqJxMC0NzWtUJP1UsNhJGZaaaW3oxJJJ5Vvpjb0wx3QldkNnuXZhFETUnUEaCTqJYlLqVxREqYJ33jNPK4k5tV0icXRbEYmUJJGiMZayMeSNRUnBgUHGfDtmK28Ylw2fe2mTNFLcu9zhm+9bYqWf4ZzbDVK+ltDlO5EgiICj+xfh5M0+i0AgEAgEPM65WzZFflQ0rI0qhIC5dkLRaIZ5Q2McnTRisRsjheTMsGRUNjgHpbZYa6ka7zSnrSGNBJtTi3WQRH63u64tODA4pBA01oEA4cA4h8FhASVmlSMJaRzRURJtKpra13P2VniuFd+OpxBCcWQx4dRWgXUQR45OohgVDeYVxowlvhLQXOPB966Nr/Wcg4i6/dDWMa4M9RV+wXsNQwC0gbVRzUJPcNdCm6OLHY4tdXj40ID7Vjps5w1r4xrnLEkkmdaGz7+0xcE5Qy+NkVJgrWNSNTxxesRSN2Wln11X6PKdSBBEwH0r3Zt9CoFAIBAIAD7jZycYtTb2lsoKcc5xcisnTXzq/XInYW0KzkI78XMIo9JweC6h1obKWPb1Ep5fz8krQyz9fQxzvwQUeMcsax251rthrACNdX433V2YvRBiFuQ6+8oURJEklt5iOK8tFoiUv0Fjr0087JxHpS153bDYjemlMZU21NowKhuaa/BcskAiwIprb+HbmS25VpGzkz9zaaVBAkkEqfLtVbXxt7tRrYSBa2en8WxH/yghSCJBfckvQwFuJvh3vmOAM6OK+W7Kd7xthW+5f+WiDZGFbspCNwX8e+m3n15DW8s9S93d2zjnyBLJU2fGlI3hzzy8n+Veel2hy3caQRAFAoFAIHCLsDfwdO8u7q2SFbKdN5zZLnj07gGTQnN6lGO1m80lCIw1gA9YRQiOLrQ4u13SGItx1i8MlaTRjkIbOokijiTaOIy1CCFQSlFpc1GVRcz+syMcZoUj32LnwDjBcj/DuJJRodEzMRAr78hVantFYbAjhLJI4XCU2rIxrakaw7HlDlUj2JhWlPo6nqRZ9ep6EHI2G3UFrlQ5cvjFdDSbkXcC2rH04fJC0EocpjLXfR6B104EKAWN8b+jTurb3K5oWLDHfn7n30jCcj8FAY+fGPKNxxYR4srObzsW+Cu9bFcMbec1T50d8fzalM285veeX+fLp7d51z1LfPP9S7z3weVbtvp8M7lzp6cCgUDg9UTXN/sMArcZewNPjy526KQRSvpsn6OLHYZFzROnR7ibsMr1Jgo1J7dytoualV6Lb75/kYV2xrg25I2mNpp2EhFFkm6qGGQxnSRiVGnaieLoQpt+K6HbilnoJnQSRStWu1vjUSSJlPQZRZc8RAvgIFJiVxwIQCmJACZVw/q4mu2MC2IFnUQx305oJT4bqRULEjmrsOAXqzutd9oarHMoIbAOpo3h1FbB06vT6xJDiRL0sxj1CqsrCWTSV8Mkl4shif9eGgkS5c9zl9kiWsid50TSSWK6aeyffyl2n9MgiN54NDAbOyNL5IXZMuHng/Zinf8d+Rm5mYiPJKmSHJprcXZY8Icvbl71PV9pS23srnvcdl7zuZc2+NKpIUXdsNxN6CURw6Lhvz99nv/fF8+wNq6Y7yTsH2S7dveBUCHyhE+MQCBwI3n8/4Ff/1H4878KX/NdN/tsArcJV9rt3eFmZoXsbeHbzhueOT9hXGge2Nfj2966wmee9LvfSkqUgLko5msODTi1VbCZNzTaMt9OmGvFLCCwzlE2hlhKFjoxJ7cKnLNIHJVxZJFAK4Gw7qI2Mm/c4HYrJhYoG8uobGgnEY2w9LIUay1rk4oslvSziHFlUFKSxBIcDIsabS+IDG2ZtZc5rJ2JLwOrk+b6nyznqLW5SOAIvDue80UznPNzRiqSCGNpzOVtc2kkkEKQxopYCSa1pm78vFUkQUmBnlXhjHU463AWamN9Fo2SRMrSuBDSdDPY+V1WtfXCFWazcoJopxWUC62fO5XKaOYGN6kMFkErUZzcKnbf85fOFiZK7LrHtRPF8c2cM9sliYL5dkZtHFmquGu+zahseHZ1zJdPDfk/3nrnBrBejSCIAoFA4Ebz6z/q//33fwW+ZnhzzyVw23Dpbu+lZLFifVq9oVkhOy1820VNN41Y6qasjUueX5tSactDBwc8cvc8J7Zy5rOYraLmyEKXe5c75JXh8ZNbtBPJoJUwLDSDVgwISq2Z7yYY62d+YiUotV8wGueH0HdEgmVWMZE7PXMOPZsNkggiKamNI4l8RaiXKYyDxlqKxj+nnUSx2ElpJYqvnhszrjVYt2vpLWD3PuHl3eReDm1hXFoMF2fOqJkqUhKwDoOfmxJSMkgFzkGsFMOyptb+8bdTRTtROGcx2iJnFSNtIY0UaQTGWsrGMq01ZaOJlMQ6RxZHpEqh9fX0+gVuBJHw4sfiq0XKevMP/zoTCOmQ5kIbpH9tQzuRSCmJpMThODfMmWslTKvGmx9cYbbw4FyLThKxOi5Z6qac3S6wztFNExyQN9pXSWOFEIJhXvPc2pivPzJ/xwawXo0giMBv2QQCgUAgsId/+A//If/lv/wXvvjFL5IkCdvb26/r8fyO762TFbLTwnd6u8Bax/GNHG0tjbY453h+fUIaSe5d6rIxqTm1XbLST7lroUVRW4SAhU7CqPAVnLz28zngaMWKua7i2dUJxljmWhFSSqyzTGuDEIJY+QqRsX4xGUnvNMcsl8U5R68VsdhNkAJGpeHsqGCp2+cbjszz5LkxrUShraOfRcy1YpyDLFGMK2/goHcMG27AMkByQVzZS6syQtCKJbV2WLwQy2KJkAJjIVaSg/NtkolkdVz5lkHnGJcNxjosglT5qpGMYL4dU2nHxqTadS7zlQb/ZDXG+q9QHXpDkUAWCUrjK3a+rROs84HEEm+wgHAI52fcQCCFo9YOjSUWlqI2nB+VHJzL0MbyW0+epzYW6xwrvYw0kmxMK/7g+Q2EhE6seL6oGVca8K+xYanJlGK5m8Jsdg8EeW3u6ADWqxEEUSAQCAQCV6Cua/78n//zvOtd7+Jf/at/9bofb64d31JZIdt5w9PnRqyOSrS1zLUS4iim0ZbaOHTR8OL6lF4r4q6FFiv9lDTyYqPSlq+7a57veNsK/+lLZ3nm/IQ0FjgktbbktWFSeeHTShRlYxHCkUURC50UbSybeU1eaZzzwsjis4l2QiZjJdg3yMgrw3bRUDZ+wfjk2TGpEgzLBuElAueFoJdGJJEkixTtWFFrQ7PTlrdHOFxqYnCtdthZ7MVNbS60+u1UuXDOt/sJZn1zfmaqnUS0E8W41GxMSlqRpJMoam1925sUNMaRRA4loNSOdqQYltpXG8SFc0R4V732bO5IGxcsut8gdp9nAbX1rZc7LZnG+hbJLPbzaUI7okighPBhxNq30MXS0Uok2lgqYzEWzg1rFts1n3txA4vgvW9ZojGWPz61zfNrU0Zlw7TSLHYT7lnsUO28r5xgvpuy3E13N1dqYwFHO1F3dADr1QiCCLghW0OBQCAQeFPxkY98BIBPfOITb8jxhBC3VFZI2RhObOY0xnCg39rtpkhjb5BwdlhgneBb71/h7oU2g1bEsNC78w21NnzlzJh+ywuRqjEsdxIqbamMX+A/uL/LVt7whZc2ffUHizaCorGUtfE2xc7vsqexoKjAGMd8L2GukxAryfrEG5ikERjjW+VGpXdY6ySSSdH4asq0RglY7qUs9RKmlaEYVYBfsO60z8US8j2dZq8kKHYEk7YOnPCVLMuu25wU0M0UaaSotK/cgNgVdomSSAnjQuPSCCnAWEcsJVksaCWSstYIIWgLy1wnZlIZpmWDcW7XHcs5kArkzBgijiSVsbfcmPSbUaS5Pf9j7c5MkEAIh3G+KtTsDA4Jf1lJwXyaMKkN47JBzcSvdZAqhVMOJWF1XGOdY76T8NTZCeOy5oX1HCUcC+2EXhaxNa05P66Ya8ckSpEmgrsXWojZAJNzjmFRI6Xgvjs8gPVqBEEUCAQCgcANoKoqqqravTwaja77Plb62S2TFVI2hkmlWWjHl7eWC+9+t5k39LNodx5h59/VUcn/+Oo6w6Lm8HyH5W6LZ1dHfOHENkVjeHBfj7sWOsy3I546O6KbxWwXNdZatnNfQbLW0U4kxvgFZ6IUnZ63917sxMy1Y546N6bWlljA1I8F0TSWWluMcRSNIZ7Zb/sFqmBa+8rQcjelajTG+ZY16/ztgVkt6uURQCcVWCvQ2qINRMqRRQptfACttf6pm1YGYwWdVLLYSSgaH6pZGcvGdu0rSM4/5431bneF1jT2QquTkpIskkxKQ6T8rNWO2JnpL5yBHEM6szJPJRSvdiDqBrHzypGzTKSXe14FfmH6KuwsbgmEdz1HCb9xIGevPSUllbbe4VAKxEwQ19ZSG8NiJ6aavV5bsxnCVhwxaMWUjWFU+fm7Z8+PqIzbNU1ACBIr0Zl/PVlgvhsxLr1L4lI3xQEb0xpjLF939zwPHx4EQ4UrEARRIBAIBAI3gI9+9KO7VaXXwko/47299KZnhWSxopsq8trQy9xlLXx5beim6jITiEvtw4UQdFJ4WzRgM28Ylw1L3YyHDnb58pkxTggePTLHE6dHnN0ucTgEDqUkiVKsDBIOL7T3tKG5mQGFY1rrXacu6xypkruzFmb2DZVKOpHPgmnFCqkkrUjQaEO/laAEVBaMNlQzE4ZEXgh13XnUexfyEl+xWmilTGpN6RzGOIyFaW2IhA+KFbEXS5V25E4z1/aVtsY4jDVU2s9ztGNFJ/NCKq8dWawQwv8O7lposdxL2ZrWvLiWsz4paSXSzxbtERg7/9YG3KxMEUuBnIm7N7oqE+HzkXbmv6QQ5M3F7YSXjVoBcQRaXzDUuJ0Qws8QNda/DxY6McYJxpWmqP3sXRJ5UbwySDm9VfqWOiVJhaMxFiUFWaxYbMdESpI3hkRKtoqGoja0EsWgne5uUjQzV8GFTkJZG1Z6LR4+lPL0uTFntgsQsNhJ+fq75/nm+5fu+ADWqxEEEQTb7UAgELhD+Omf/ulXFC1/9Ed/xGOPPXbd9/3hD3+YD33oQ7uXR6MRd91113XfD/j2uZvtApXFirsX2pzcLFidVAyymGQmOIZlQ6Ikhxdalwmiq9mHa+uIpOCu+TZ5o1mbNGxOawZZTBYrHjokmNaaLJKMK0MWSeJI8vbDcyz1MsrGsDmtiZRgc1JzaD7jzHZBqQ3jUiMRu21iSkgQ1tsbO29T7ZAghK/sZAngqPMGhGS5GzGpNBYoakukHEVtfRvcDIcPP80iRRJLhBAk0rc+abfHsW7XDc5iNRfN+WjraEvBXDvm/Kj0FYFI7s4J7c4fCUiUnyeyTjAtLQudlJObBbWBprC7gmHvCmZnZikSUNqZCQUX2vqud7Uzn0m0g2llfRis9NWP2lz9vgQXn0cSKw4MMgatiOObBZOqodFePF4qePx4lRdxWSyYvkGuEHsF8CtxJSGXSe8kJ4RASkk/9tWaygDOMshiYgWTyhLN5nekkNy90KJsDHlj0GYmiIQkkpZxbUmVI1GSuU7CuVExs3CPiGYDSs65XSe5XhJR1hYp4U++dR9/+uEDrI0rQLDcS0Lm0CsQBFEgEAgE7hj+5t/8m3zv937vy97m6NGjr+q+0zQlTdNX9bO3InPtmAf3DygbP4eymdeMy4ZISfb3MoSAB/cPLptHuJp9eCx98KoDtLUUjUEbS5L5n1dSsNBJObbU5vRWSRIJrIUs8UuVHSOFu+ZbJEqSxdFMgAgOzGVUjSOSvu2snhkx7Di+GetvFymJMYZIChbaKXOthI1JzaTS9NKIw3MtYiU5PSzQxjLIIrZLv/rvzSo4o1LTzWIGrYiNSUPUGD8sP7NbFnhRtWO9vROiGinpTSJwzLdTEiUoG2/CIIVDW0WWKJT0rWVCCJwQdBPFuGpYGxc0xtCKBdq63VbCHXaWuhYvhpLZ/Rhmi/WXWfDvLPL3GkjEAjpJzEbeIMWF683LqIa9o/p2dqdJJDg83+bhQ3228rM0xmKMxogLIbk7YbOREsRSUhvjHdrEyx/vRqC8xwVKXHAHfLnK1N7T2RFSGogQdJKIfb2UXhazOir9uUuojCWLIozVHJzLcE6QKsXRpYytac2JrRIp/NyYwwujzUmJdXDXQpuDg5TVUYmahe7uzKHlzQUnudp69d9OfNV2vpOw0H3zfB693gRBBMF2OxAIBO4QlpaWWFpautmncVuw1+RhO684MOgjpcBax6RqmOukVzR5uNQ+3DnHtDLUxtCOFavjik6qaMWKaFZxyoRkWmlvj91OqLRjbVSQxZFfBOJdspSUGAfvfcsKX3tXn1HR8AcvbHL3fJvNvGFrWnshYX2I6cziDWO9QHPOIaVEAO1E8djBee5Z7vCHL2xxaivHOkcSK/7kg/t4172L9LKYx49v8fkTm6yOKvLG0szCYSvtGLQUjYkQQrA1aWbtehcvmi2gHCglfGufgWnZzJzFJEpBN01oxZI0UuSNZlw25I0mVoLGOopasz6pSSPFoO0rZHEEaHdhfmj2pfAmFL00YrvU4Lgob0lw8SzPTg6Ont1u5zZxBOvTCu0gUcJnMznfmrhTCbNXqPLsCCs5a5cblYYnTg85vjllXGrmWinOgSn1bl5PJLwJhLU+k0rJC+11r7cJg3UXhOyuIcY1IsUsd8j62aAskqSxYnNaM6q88M4iicBhraPWljPblX8fjApObSeMK02jDU5ALLw9t7FuNiPmKGvNqa2Ct981oJdGPH5iyPlRyVw7Yb6dsNxNaSeK1XGJELC/56tOW9P6prTa3q4EQRQIBAKBwBU4ceIEm5ubnDhxAmMMX/ziFwG477776Ha7N/fk3iAuNXkoap+FdN9K/6omD3vtw+d0womtnM1pjTaWWjvODHMO9Nu0E8l8K+Hkdk4sYb6dsNRNGRUNS52Yc8MS7SzCeUGzNqnIIsn+QcbDhwcs9TL+X193kKfPjTm1XcxCXx3NzE7bAsJBYxyx8ivenaF2JXwe0f37evwfD67wbW/dx/GNnPGsUnRksY2Uvt6x3PWti//rhQ2285q81oyrhl4akUWK2lhSpUiihlkxCSUu2C43Mwtmax1SCWprEY0XVVI6auMtmSMp0NbQThRFrclrS94YTmz4ENw4kgzaCZuTemZXLjDWYPdUfgQQx7DYiilm7Xqp8m1oCC9WnbFM9rSixbNMp123OgGJEPSSCIRgUmtv/z3Lh1JS7FqJXypUvPmFf7xJrFDS20hbZ1kdV+AcUnpDgVaiMM5RNL4drzG+pVIJXy3Us/ZBOft6vbwhdkSXkjNRdq29c0Bpduaj/PM4rjTxtGLH8FzgMM5XOktjfIXSOtanFeCojKNs/NyQdQ4nBHrmSpcqP0s0qf1GwF9511GWuimf+vxJvnRySKwEKz3/2jy1XTApNUu9hNPDgk8/cZZESQ7Ntd9wM5bblSCIAoFAIBC4Aj/1Uz/Fr/7qr+5efuSRRwD47d/+bd7znvfcpLN647lek4edytILaxP+x1dXUcoPkWeRZL2p6GcJrUTy/FpOqQ2NtqRZxL0rHdJI8fiJbU5uldw1nzHXStkuNdt5TS+N+MZjixcNhr/znkXe93UH+a2nzjMuGvLaIqUkixyO2UyOA20sEt9q1ook/VbCW/b1ePiQd9wSQnBs+XKRu+OWtz6t6WcR9650ObbY4bm1CaNS7wl2dfRbMaWuZnMjgPQ5QfFMiFjnqBtDFEkGWYJovAW3wDEpLZGyXiQ0hrJxdFPFAytdGus4uVUQSYFzFmMtSeSrCL4F0e62l1kE0oGUCuc0nURhHKTKu5w12qHtBSGTSGglkrqxWAtI/3hasWKxl/CW/T2+dHLM+XHpqzrOkSovWip9hRkgQBtwErpKkUSSYtZO2IoE49IwzGuEkDhnEfiwWXDIWS7PqDIIfJZSZV6+fW2nmnWl21zJDGMHxcUzVTttc9q4a27R84L2QkUUvLibVIZ+KyZVkkgpeplkfVxTNv56gGntfd0j63DOm2jMZYraCjqpYtCKZ1U4iTGWtx7sc3CuzXwn4XvfcTd3za/zheNbnN0uQfhq51I3YX+/xaG51q5d//NrY9YnFe95y3IQRa9AEESBQCAQCFyBT3ziE29YBtGtzvWaPCz3Uha7Ce00JpJ+ARhJyZHFLnMtxdPnxpwfFhycb3HvsneiG5eGOnbctdCehbz6FjJtHUvdlIcPDbh/X/ciISaE4E8/fIA0Enz22Q0G7YSFTsTZ7ZKNaYMxDu0s46JhUjfMtRIe3N/n29+2j3ff9/KOWztued4O3GGc4+hCB4efk3p+fUo7loxLy7jU7Oul3tI79xZpkRKzIXi/+x8JQSMcEu9AFytBZS0dKVHK97DltcE5x75BSj+LsUKQxdLP0ljLuPQKrJfGjKtmFsDq27ziSNJKxCz01rvvCSGI8PNX3TSi0obtXKOtlxDWQV4ZtLkwPZAoL3wipTgw1yYSit97YZ0hjrqxFPqCYthpZ9v9dzbzYy1slw3L3ZQ09u2T2liiSKANZLFkWllvRT2rCLVmt3PMcqekgtrsGmPstNddeuxL9cvO3NFOWO2lAkfhq0ESdo0d9Oz2aeQFWqXtK4bzxsrbtWexJFaKvNYkkeLQfIt2rDi5VVDUmlp750E5a5/bms1kJcpXO/PaUjWGXiul1JZECd6yr0ccKYyxNNbSSSIq7c9gpZ/xXY8c4k88sMzauMIBz5wbcX5ccWzxQqBzJ404mnR4aWPKE6dHvLeXhva5lyEIokAgEAgEAjeU7bxhUmm+6d4FQNAYS6wkjbF85bTPUomV5O6FDpEUnB8VxErxjmPzHJq7POT15SpSK/2MR48s8pUzYzqJQkrBofk2K33fgmWxTEtfdfh/P3qYbzi2cEXHLefcRVUw5xynt3O6acTxjZy5VgJC+MW9dRxdbFNry8G5Fk+eHTHMGxyQxrM2sVlAp1T46tSsxUwqQRop0kRydLHLQjdhWmrOj0u284ZeFvOW/T0SpXhpY8KJzYKi8VWgLFYzQWZ8RWU2VyWwGGexVpFIiZKgLURSstRNaIyfX6mM253tYTZXZGYdYjvzQ3Zm6GCsY5g3xLFkrhUzKRvfdrhHmOxUaOROsK1k1+yh0Y7zw5L5tqLWDusEg1bEpGx8xUpKjDSzCo8/P+e8nblx3go9VoJ2pKi0oWlmIaezY7nZuUp54TF4AepFUaR8QK2bzVntInaygiTGXvhOIgW9NGJc+RZBM7NuF0AWQa29eQL4uSEHXsDEijSSFFrQiRVvP9znq+em3vhAWMrGn6NvifQzWHOtmFYSc3iuxfq04eRsfq2dSMalN+noJorz44b5dspcKyaNLlhWCCFY6KYsdL0d+x+9tMm+S1wdd2630ss4vZ2znTc33bnyViYIokAgEAgEAjeUHae51h5TBOccf3x6wrTRHBxkbOY11jk6acyxpS4vbUxZHdV8zcHBdVek+q2Yo0tt5tsp1nm3rnYqyWvfliaFYDuv+bq756/ovLU6Knni9IhTW1OGZYNE0MtiNqYlBwZttLXEkW93MrNqUTeO0NZxYJBxfDNnWhkSKXDKh7WmkQ+vLWuDBYz2bXtzWUQ7VUjphd6jdy8gpeDJM0MqbRm0YraLhs28oqg18+2YuxdbbOc1m5OauvG25/GsJS+SklYW+xkUB/sHKc4JtvJ6N9NGCsu08dbkbnY7mM0czdzo9oqMpU5MEkm+cmbojTSAlV5GbSyTSnub85kosHYmTIQXQ3vRDrZzg3O+6pPX+EpJrGbVIUc5c3PQ1nrbaiFnFu3QbWWAo5NEbE5rhHMMUsWk0mjr2/3akWRc6ZlYEli3M4fkbc7VzGGvFQvaiSJv7O4slJ6ZYIC/7aTSGOu8K5/zQbcwa0VUbneQaSfjSuJbImtjaRpL7hxfOjWibiyxlAipUMIyrTTa+UqQAHpZRBxJpFQMWo71sWJUNPRbfllea8P5cUk7iWglikPz7cvcHHcoG8N23hDPHBw7qUJwQRhlsWJ9Wu1WmAJXJggiCDlEgUAgEAjcQC51mgOYVmY3d0gbRyQlsfK73q91J3unvS6Sgk56YeHYTeXs2Jokkhftsu+wOir5nWfWOLWVUzaGSWkoGs2oaJjWmseOetHRaEsaK5QUKCEotR+Gr7SlnUQstBO2cv8zkdIo5cNgzawylCjJYjfj0SNz9FsJqRKsTmtObOXcu9RhpZ8Cgn1978L2hy9ugpB0UkFeGbamvmKWRZKJEEgB3Symk0YsdxOsg8Zaji116Wcxx9enHN/MOb1dAl4kZpFgWPo1j8Mv7NNIkkg/7G+Mb1Gb1pY0NpzZLkljxb5ewkqvzblhwVahkcKLMTNTE5EQWC6uxOysrHaqLABFbehkMYfmM7S1aCtYTiIkDiF8BXFYaGLpaKcR/SyiqL1DYRxJhLG+HU5KUgWxUtTO4iex/MxYK/ZOb/PtGBysT0uK2jHXjmmlEarUCAFVY3y1yHmxlCiBE9LnRznf2rjTPuic//1Z41vpfB6TIIoklXUIY2glEucE00KjdswzLKx0E5xwaOPoZBGu9DNjh+ZTYgm5g3tXOmxPa9YmNWkssTgW29lMDLWu6Oa489r9oxe3eOb8mBfWJ7STiMVOypHFFoOWfw+VjTdCudJrP3CBIIgCgUAgELiDubRV7EZY9e51mjua+LmGxlqfO5RGrE0rDgzadNILWUWvZid759zLxjDIEs6Nco4tXTxn5JxjdVxy73Lvsl32nTmhU1s5w6IhbwyDLGauHbPQifn88W3+8MUNHjowYLuo2RdlZJGfxzm5nXPXXJu81vSyiMPzGfFmwYsbmlYS0469Rfi00ljnWGwnHFxos9LLdgd2BlnMxqTm/9/enYfJVZX5A//e/dbe+5Z9T0gCZAESwLAKYUDFUYEZBoOi/kBREEcFHSSoCIwbuIDgKKAjEBUQR3AJSlhM2LJAFrKStZf0WnvVXc/vj1tdXdVdnXR3bvVW7+d5+knXrVunzrn3duW+dc55j8hzWNAQAjjgvbY4JIHHgfYEwBgUUUQibcFmNnyyAMNmqAkqSBs2yrwSNJMhoVuYWulH0COgI2Hg9CmVmFHtQ2tUw6t7O9AaS4PngaRuQ+Q5iJwzwMywnEn9AgcosoBoysrMrXGGG/oVCV5FQDhlQpYEBFQR7QkdhulkzeseccZxDMwunCK7O+uezQBPZj7U7qNxCByH6qAHZV4Jhtk9p4khko7DYsxJgS5w4BQRetKZW+NXZERSBmwbCHhE8ByHtNHTFsAZTmhn2mQzQOR4eGUGWeSRNkyosjM3JwVk5mdxEAQequgEhQLHIambYDYDx3NgNmBmvjiXRGc4X0AVAThBFOD0GFb7PdANC+0pDWWqglq/jNa4jqNxHWUeCTycuUQmA0TO6UHtSBrwygLqQx4EVAm8wKM+pGJapR/lXhkTyvvPEtcdyIeTmtPjmtDhEXk0R5KIpgwsnBhEUJX6vfZJPgqIAFqHiBBCSEnqHirWGE5Ct2zXUvXmrmF0oCOBmoDqJBewGRojKZRnvsXOHdoz2G+ye9ddM2y0xTTENQu1mYBBt5yJ+/UhteC37OGkgSNdCaQNC0nDQo2/Z+K5R5YwvyGAd45E0RxNo8wjoTmagk8WAQ7wiAIiaWfOj2nZ2N+WRMqwUOGTUeaREFBEmDZwpCuBkFfCmTOq0BE3cDSWRplHhpSZp9QaS2NatQ8LJ4YAAO1xDf/c3YGYZmJSmYq02Z2m2alXXDOhirwT2PA8KkMSGJwgNGWYkAQeCyYG0BYzEE4amFfnx6waH5qjaURTBqIpHu0JA3wmdLFtOGsdGYaTYU4WIHDO+keSyGNunR/725PwSiIqfRKaI2kwW4BtW0gaDDZz5it1p8gWMsPNzNzIiHN6dWZU++GVBLzXkUTIJ8EnOz1vFX4FYMDRWAohRUSXzWDZyCZd8MkCKn0eVPplvHmwE2AcJpR5kDQsCGlncVuRc0a0mRZgWzYkwcnUJ2d6D4MeAUfDaaQNyxkWx3GYXOGDTxbQFE1DN+xM0J4J7DgOHJzhczzHIaCKEHkeKd1ygmJVQsgrojNuQDMthDwi1ICMjiNapqdNRFCVoFk2gh45s7itDhtAfUiFbTspu32Kk7rdp0i4bGEZVsyucbLUZb6cAICuhJ73hQUAbGuMIpLSMa3Kjwqf4TzWTIRUCV0pHbta4qgKyCjzyv32MJEeFBARQgghJaj7G+ZISkdNQHU9VW/vNYw004IiCeB4HgsaAtkhPcCxe3EGU/fOhI7NhzoRTVvZxAM1QQVlnpqC5WimMx8nnnZ6hnrfNJZ5FUws98AriagOqGiLa+hMGgiozlpFumnjSFcKadMZGjcpM9dDt2yIHI+GMmdo2IxqP+bWOwvJHuxIoSOhwdQMWDZQF1RxzqyeY71oUjneOtAJWeDQlTJhWE5g55MEqLIIzXQy50k8l53zkzYtJHQL1X4VZV4JE8t9qA3a2NcWR1tCR21QAc8BFT4Z8bQFMAO8k6fbCQ4sOzNvx8k4YDMbCd0GYwwdcR3lXhnRtAEGZ2HbgIeHZgpgnImEZuX1CnWnsJZ4DpLAOecc3T1HPDiBhyhwkHgOKd2CIAgIeURIPI+OhIa0ZcOniKjyK7BshpRmgBd46DbD/vYEFFFAXUBFR9KAYTkJLmSBg2VzEBmDzTmZ4hSRw5RKD8A4aJmAeUK5NzOHjKGpKwU+s1hulV9BW0yDnrbAcU4AJHAMsixC5AQADAFVRDxtQZF4VAcUeGRnDplpO0MmRYF3FsLNpA+XBB5VARm2bWNKhR+yyKE9oUHiOXzo1AmIpAw0R9JIGTa8soCZNX4snBDK+5vr7wuLieUeNIaTqMkkUugOeg52Omt+2TbQFElhwYQglk2vpJTbA0ABESGEEFJiuoeKRVI6phYxVW/vNYyiKQObD3ehK2lAEoRsINMaSyM0wG+y+6u7aduIJHW0x3X4ZBFzJ5ZB5DnE0ybePNAFy2b4wCkNeTeHisiDB4eUYRYMxAzTRrlPRkNIxUUn1TlrDRkW1Exmsc2HurC9KYqlU8uxtzUBy3JSJIcEDk2RNI50JTG50guvIgIMCHlkLJwoIaFZ0E0LLZE05mfSiXcLeiTMrvUjqMo4Gk0hljbRJQrwKRJEIZO6OWWhpkyCX5WgSjzqQwoWTwqhM2mgNqiCMYbqgIJzZlfjYEcCXQkd0ZQJRRKgZpIL2ABUCYinTaQNZ26OR3KOiZBZIFURBXQmDNQFVTAAbVEdHomHyDkLp3okAbLAI5o2YGSyy4FzFpnlOMArOQkkErqJkCqjOqAgnNKcNY1s4KQJQfhUEWnDRsq0UB9SoRkWYpqJMo+IlmgajOMRUET4ZAFgDBzHoTakZoJABlkQEFAZDnWmYGVW45VEDgnNwv72JKZW+qCIPBKahYUNfqQtCxLPQbMYDN2EbjInI53NIAg8YDPYnDOnqdqvoi6ooCmcQtpkmFypAuBQH/KgOqAgqZuIpw1nSGgmo0S1TwYD0JXSEU07wbNhWTBsIKBKmFTuxSmTylHmlY45VPVYX1jsa4sjoRvO8MuMMq+MkMe5ttKmhbZ4GqdNraBgaIAoIAKNmCOEEFJawkkj7xvmXG6n6s3NGFcXcnowur/1bk9okAUeM6oD2WF6x5vTVKjuDAwH2pNoiqYQVCUoEo+AKkGVBJR7ZbREU9h1NI6pjRGcnxPklXklTCr34Z3GCHTTgirn3BYxhnBKz6Q9llETVPOORVdCR1MkjSmVPvgUEeVeOaf3x0kzLos8Lp5fh8OdqezQQTXTYxJJGagr82QXh+2miDxUScSUShEJ3URjOA2fKkKzLIBzBrpJAgcxM7ywK2mgyq9ia1MUhmmDgeG5rSYmlHkxvyGA8+bU4M0DnZBEDuGkCYGTUOGTcbAjiZhmgmWG4vGcM3xO4DlUB1RU+mTENBNJzURbQkO5V4QmcIikGCIpA35FQF2ZHxU+CQfb42iKpNGVNKAKPFSJQ8p0MsuldBOMAZPKVMys8eJIFw+v7Cw8evr0CgRU5ybesJz5TRPLPWiLaYimDEws96LCJ8O2GXTLSXFumBbiug1JFODJLBabNmxkpkVB5HmIgjMfSLdsJymDbSPkEVATUrD7aBy7O5weS8AZItidNa8upAKZJBiK4FxDFgOCqgSWNuCRRIiZNaTaEzqQ6QlK52QQ9MkCjnSlkEybiOs2OuI60rqNKZU+TK3yYW5dMHtN9/e3dbwvLN5tjqI9piNVYcKv9gTyHMfBr4rgNKDMI0OVhILlk74oICKEEEJKTHda7P5umIqZqrd3r1Fu0DOQOU2F6p7QLDRHUoDt3LymTGch0BScIWEeSUTSsLC3NY7Fk8uzN6Icx+GM6eXYfLgL+zuSmFbphSwJMEwb4ZR+zLTHveuR2/uTm+p7WpUfM6r9xwwCc+UmpJhZ7UNjVxK6xaMzriFmmhAFDrNqAvAqAlpjaSQ1C22xNGqDKhZNLkdtUM0b+rhgQhDTqnxoiTjBWplHREyzYcPJntbdsyFyTkrsuqAHtUEFpg2omcVB04aNoKLAEC14ZRF+VYRfETCjygdFFpDSbcR1ZzHXgCJCM2wkjDTCSQsCx6Hcp6DCp6AtrqPc5wSXls3QHtMgcDw8mSCxNZbGxAof5tYH8ds3DyOccuZc8eBQ6VMwrcqHlGEj1ZWEkTn2ZV4JLZE0vIqT1U8UnPLAnDWh4roJ3bDglwUc6EiiNZpGTDOdhXENy0mFzQF+RQQYQ0KzMLnSg+mVARjMRntMg2nZkAQOMc2CkXTWUfIqAnjOCZpkwwJ459wd6kwiljZhWAwh1ekFlUUeR7qSUCUBtUH5uElMjveFxeRKL1pjzvy8KZU+mLaTRbA7SQklUhg8CogIIYSQElMoLXauYqfqLfTt+EDnNBWqu2HZ0Czbmf8CZ02ZpkgKmuHM7eG5zCKaohN05d6E1oY8+NjSifjdW0dwJJyCRxYyPUvKMdMeF6oHB865sUZ+qu9yn1wwCAScnqa0YWWH4qmSgPkNAbTF0tjfnkBAcYad1QcVNEfTAAMq/DL8iojaoIqOmI7JlV4snlwGnnfOV+7Qx5aIc+ySuoWdLTHsb08CcBaLDapOXU3Lzkvy4ATCTg9LNGWg2q9g6ZQyHAqncKA9gfqQiljawr72BIIeCV5ZQJlHQkNQgQ2GcNKEKHjQkdQBMCgih6ZICrNq/Sjzys4xbQiiJaL1CRLrQgpe3duOtGHDI/GIpxmShomuhI4jXUnUhhTYNpDWLRiCk3nPshlUSXCCIZF3ki3wPMBxCKkiDqUMZ90iSYAiCZl1nQzoJoNlmUjoFsLMgCw4wwU7EwYYi6E5nEZ7QnfKF3k0hATMqw+iLqSi3CNhdp0fL+9ph08WEU0Z2HM0ho6EDo/sBGoCB+g2g1+VIApOBry/bm9BtV+FbvefxOR4X1h4JCdQbwqn8W5LDF5JgEcS4c8EYBMrvJRIYZAoICKEEEJKTKG02N0Gm+DADYOZ01So7pLAQxGcG/rOhAbLBgQAPlWCaTvZ5zriGmJpA3/yNWFRuCLvJvSkhhCuP0fG6/s7cbgrBdt2hrxVB1QsnBBCdaDvYq6DPYa9g8Du3rCdLVEc6kwirpnwKwImV3hRH/IgZViIpQ0cjWlItJuoDSqYXx/ClCofvLKz5tKhziQYA+bWBbLBULfcoY+LJpfhg6fUY+PBTjR2pTJzdkxneJlhZdcA4jggpjnrHQVUEWnDSeqQMkz84Z0m1PgVhDwSeB6YVCEhkrTAcc58pfkNAbRENRzuTKLcJ8OyAEniIMBJMtCVMABwOHliKJs8YF59/vDIkEfEs1uasOlAF5rDKRi2Dcty0l97RA5dCR2RtAFZ5GFZFng420QeqPApSGom4poJjuPAwZnLFEubEDknALUshpThpBbvSugIJ3WYjEEVeHhlZ54Xg43miIY9R2MAg7O2Esuk8wZDTUjFGdPKcbgrjVd2t6MxnIIs8OB5Z22qgEdEuVeCxDvzlnTbxsxqHyzbxs7mGJKaifPm1mBiuReaaRdMYnK8LyxaYym0xzRUB1WUeWXENAMpw0Rnp4b6kBNs0tyhwaGAiBBCCCkxhdJiDyXBgVsGO6epb915lHtl7D4aQ1K3UOaVEPLK0C1nyFM0ZcCniKjwyEgbNva2RvvchNaGPPjAKQ3YczSOrUciaE+k0ZXU8Pr+DhzpSvX5Fv9EjmF3b1hjOIXWaBqGZaHCKyGpW9hzNIaNB8PwSDxOm1aBmTUBbDnShXBCR9Iw4ZGcm+XWWBo+WQQLMHjkwrdzuUMfZcHJRmbZNsIpAyHm9GqoIg/DYrBtBsO2IfIAs52sc91Z8OpCKo7GdCQ0wxkCJjnD5FSJQzRtwSMLeN+sGryxvxNVAQWtUeeY87wTlHgVETOrA5BEDosmlaHCrxScK7bnaBwv7W5FOKlBEDjENGftKpsxhC2A423A4CFnkiAgs9YQY4BuMkgSD1EQwHPOGkN+WUBX0oBPFRDXLLTGIuhK6IinjeyCsTw4VPkUWGBIaCYSug3DtKBn0m87WeecrHmmBew5GkelTwY4oCtpoDagIqEb0AwLbXENumE52fsYQ0I34VcktERSaEvoaI9rKLMZtjdFEUmbmFLhxdTK/IAfcAJqryziYEcCc+sD4LmeYNdmNrY2xiCLPJZMDiGpO714AIeAKqA9oaMlomFePaMeokGggIgQQggpQb3TYh9vbksxDXZOU++66wknG9z0amfCOWOAblloj+noShpQRB61AQWTK31IGhaqAyra41qfTHptMQ1bDocRSemoC3qOm4p8KMewuzcsnNJhZ9I21wc9AMchoNp4+0gEjNko93rQHtdx8oQQAqqIgx1J7G6NYdOhMObXBzGjOoCJ5R68vr+jT08Cy8yFiaR0ZzFcgYNuMVQFZKQMC02RNABnIdSQV0ZXQockcGDgnXk3aQtmysDkCg+mV/vRlTAQVEWEUwaiWgIhj4S6oAq/ImF6dcDJAAcOHUkNnXEDKdNCmVeGLPDQLQttMQ1dCR1VfgWaaaM1msbWIxHsbXMCWK8sYEa1H4c6U85wNTg9PLplg9k2DJvBsADOAjjYMEzAqwhOz6AI2IxDXDOhWzamV/kQ8skIKBIkHki1RJ21iWwbdUEFnQkdmumkGLeYDY8sQZFFSIKTmc4wLeims54SAKgCD0USwDjAsm1E0zo2HuzE5Eof/IoIWeTw9pE4WmM6YmkdmmEjnDJR4ZVR5pXgU0W81+Es/OuVBHhEJ+lDSySFWMp0rpNMwL/naBxHulJoDCfRkdBwsD2JI+E0Fk4IoCbgQdqwcLAjAcO0MKvWh+1NcSeJh207a1L5FFQHJNcSopQSCogIIYSQEnWsBAfDaShzmgrV/UhXEv/zynvoSupojeroSurwK05ShEnlXngkIXMDyfr0Og01Fflgj2F3b5hfcYKcMo+cTXermQw2Y+AYB1US0ZnQkdCsbErl+pCKrqSOs2dVYWqVDwBwpCuVN2wvnNRxsDOJjriO1lgadUEVmw+HManci0qfAlUU0BJJoSmShszz4MChJqgipVvoSGiQeR6SyFDhFTG/oQyKJKAxnEZKc+baNIScRXY9soCYZsAMM1T6ZTBmoz2mI6aZmFjmAcdxSOomWmMaoikdnQkDh+QkJpapaI/raImmnV6ezCpF7zZFneFtPIejSR2W7SzKanEc7Mw8MJYzhE0VOfCCs+gqz3FQMwvldiUN+FUJbTENSd1ELGUhqIrwyiJqAiqORjVohg2eY0jozupIlmXDsJ3AmzFkUobzMJizTcoMx0xZQNKwYJgaJNFJBLGjKQrGAZVeAbopQDcZ0oaFuGagvkyBZTEw24amm7BsZyji0VgaAUVEWrdxsDOJ+fVBdCQ0vLS7DYBzbdYEVFR4FWxvimDTwTCmVhmo8MmYUO5FTDPREtGddPEeGZIowTBtNEeSCCdFVPrloiREGc8oIALgVygtISGEkNJ0rPS/w2Woc5oK1X3plArwPNCR0LG9KYqGkMfpweA4pA0LosBD4vk+vU4nkop8MMewuzfMJ4gwbRuS2NMmy2aZ2MhZXFQzLRi2nX2PSr+ClGnBI4vZOuYO21NEAXtb44ikDYAxNJR5MKvGh/fa4miPa/DJIlK6iVk1fkRSOqr9KkRBgMgD7QkNfCbTnKoIqPIqUCVn+FlKt5AyLfhkAV5FRNq0IPI8agMSDnclYTMGqTtYZU4i76Ru4mB7EmnThFcW4ZUsSAKHV/Z2oCWSwuQKH+pCaqYXyUZzJIXGSArlHgkJ3cl8x3McBJGDYTtlWjaDaTshVFyzoIiAxPOwmQ2/IsJjWQinDJSlDQQ9MlRZRmdCR1wzoaYN6KaTKKPSLyOpm0gatrNGELMRUmWoIo/GiDNETuCdFWZtBtg2g8UYDJPBtBhEzobIcYjrJpK6hWq/jDKvjLQBiLyT9dC0GVoiWjY7nQ0OEi+gKqBAEQSEUwYEcGjsTKIuoKA9poMPcJhX3zPMsqHMg7qggndbYphY5sV5c6vBGMPmQ12IpQ1MKvdmg2lFElArqtnzIQs0XG4wipM+ZoxZOqVipKtACCGElKzu+Tghj4wDHQkkNBOW7czpONCRGPCcpjKvhAnlXiR1C5PKQzkU6gAAPvdJREFUvajyKxB5DuA4MMYQSTvfsvsUoU+v00CG7emWfcLfvHf3htmMQeR5GDnlCTwHxgAwp6eoO3jr1l9P2blzqjG9yo/dR2NoiqTgkwVMqfTjlIkh1IeceSrRlAGOc9KDy6IARRKR0J0U4ZG0AVUQnBTSIo+gKvUEBXCCUt1i2TWUBI5z6gpkb8gN00Z1QEHII+NoLI3GrhSShhMMJQ0LPkWCX5EQTWmwmLN2lCo6yQhUSUBdUIUk8EhoJgSOQ0Jzkj7YmUlCNnPShDvHyQlUBIGHYVlIZubweGUJAVXEpAofJpZ7IXA8eB6I6yYOdabQFEkCDJBFHgLHocwjwSdLqA2oqPErUATOeQ3HwbAYVFEAB2cuUDxtQrOcBWztTKIImwFVfgmGDUTTJkTRSQ8e8sjwyQLCSR0dCR0CB9QGnGBM5p31qUKqBJPZaI1r2N+eAABMrvT2ucZ5nsfUSh+SRiZZRPfzXOb458g9H2RwqIeIEEIIISPOjTlNuYkO2jI9Ih2JNMo9MiKaCZ8kYkqFF0DftVqGKxV5d2/Y3rYYKjKLxtaKKsBxUESnZ4jBRtowUV/mza4tc6yespqgikWTOexti2NWrd+5IVcEcJlFV7t7uKJpA2dMq0RVQEF7XMe+tjhsZkKVeVT7FJT5ZMRSBna3xmHxDBIPRNIWAAZvprcomtJRGVABMLTGNYRUCRV+CRzHo8Ino8In4VBnCgc6khA4Zx5QuVd25iAlDSR1G1V+GXHNRNrsCUBViUelV8H+jjjK/RJSpun0zoDL9NIAPA/wmSiA5zLrJNnOWkemzQDY2fN4NJJGXHMWUwWcJAyRpBPU8ByHoEeCbTuLuqZNC4LOIZw2EZAFpE3LCXwYg804MJvBzARkEu+kK9dNG5ZtQxZliJlyGACTOQu8BlUR+9sT4HkO9SEVAs+jJZpGTDMg8DxEgQPPOT2Zosij2iNl6tpX797MqoAMnuOyx7+7ly2SNrLnQ7d6h0vkWCggIoQQQsio4MacptzAyrSiaIqkcDicwpQKr5PpTOAL9joNVyry3KAtoTlDz5qjKfhkMTv8Kpq2kDZsVPsV2AxI6+ZxM9fpFoMoOAurdvfs5Oq+qQ56JJxfW4NJ5V6s29WKzoSOuqCKgMdZN+e99gQEgUM4aWBPWwJeSUCVT4XfIyKc0mFagMhzSBk26oIqqv0KOA6oDsg5C8r60RZLI+hxEisoAofWhI6QR0JzxMk8p5k2LNu5aU9ozlyjuG5A003ERR6KIMAjC9BNG222jZRhO71TAgAGSAIP07bAgUOlX0VKN6GZFjxKdxpqA0GPiKhmQuI5VAYUTK/2oyOz7pNfEdCRMKBITmrvxkgaQUXAhIllaI6mEU3qiGWGvjGOgQcgik5geeqkEPa1JdCe1KGkdHgkERaznflHAEIeCQwMAY8EReCdTHi2jSkVXiiiM/cqYdhIaBaqfDLeN7MK77UnBhyMV/oUVHgVtMU1dCZ0xNIGRIHPOx/FWkNsvBpSQPTAAw/gu9/9LpqbmzF//nzcd999eN/73ldw36effhoPPvggtmzZAk3TMH/+fKxevRoXX3xx3n5PPfUUbr/9duzbtw8zZszAXXfdhQ9/+MNDqR4hhBBCxig35jR1B1aLJpehMZzEe61JhFMaYroBzSrc6zScqchzg7budYg6kwb8ioDp1QHUhzxgDEjoJo6EkwPqKRtMDxfHcZhd5wR33T1y4ZQOWeBx6qRyzG8IIJIysfVIBG3xFPa3JxBJmVg0sRw1QQUeWYTE8/DKPA52JjGjOpCXDr0lkoIoCJAygVlrQodPEjG1yovmSBrhhA6fKkHgnaFxBzsS0AwLzGaYWu3HhHIP3tzfhXDSQH2ZiqqAgsOdSRg2A7MZ0oaZ6RHiEPQ4C5J2JnTUBmTMrgvicFfK6Z0yGSaWeRBNmdBtC5LAY1KFF62xNAzLSdQgKwJEjsfEci9OnRTCvIYQtjdG8OaBTuxsiUE3LZg2j5RuwyPzqPDLaIvrAAcwm+FoVIMqGRB5HpMrvRB5HpphoStlYkK5M0eqMZyGyHOYWqmgzCMhpknoShioC/KYUeXDvPogNJMNOBjvDjwXNgSR1G0Ytt3nfAzXGmLjxaADojVr1uDmm2/GAw88gLPOOgsPPfQQLrnkEuzYsQOTJ0/us//LL7+M97///fjOd76DsrIyPPLII/jABz6A119/HYsWLQIAbNiwAVdeeSW+9a1v4cMf/jCeeeYZXHHFFXj11VdxxhlnnHgrCSGEEFJSugOrcp+M+Q2hAfU6DWcq8tygLW1YSBsWVEmAKgnZm9nB9JQNpYfrWD1ytSFgVq0/k2wihTf3d8KwbYQ8cjZQPNiZzAsUu4/f1sYIWmMaDnY6SSrqgiqmVHgR8kiYXu3F+n1pqLINxmwcjWpI6BZ4MHA8j/kTQlg2rQJTK3144d1WMMZQ41dgmAw2bJiWsz4SgzOETRR4WBZDbUjFqZlFX210IKjKmQV7ORzpSoHBWRsorRlIpE1UBxRMqfBiQrkHfkWCwDtp1w93pnDmzCqUeWWYNoNh2eiM69AsG35FQHlmjlRcM51hicxZkFUVncWBAx4JR7pSUCQOUyu8SBk2BI5zUo5btjNETuAxrcoHjgPm1of6WVur/2C8e9/u4xtUpYLngwwcxxgb1CDDM844A4sXL8aDDz6Y3TZv3jxcfvnluPvuuwdUxvz583HllVfiG9/4BgDgyiuvRDQaxZ///OfsPitXrkR5eTmeeOKJAZUZjUYRCoUQiUQQDAYH0SIA0SbgB/N6Hq+ODO71hBCSa3Uo5/fx/3lyQp+/4xgdl7Gr0KKhY+EGs3vB10hKL3hTfe7s6iEHda3RdM+6T5YNWeAxocxbMFBkjGUWWW1DQjNQ7VcgCE6ChOZICvs7kuDBgXEMR7qSkHgesihgQpmK06dVIORxegibwglsPRJFTVBGUySNRNrE5Eo/GspUlHslJDQTKcNGZ0LHzGo/TMZwNJLGoa4UQqqTiS+SNuCTRMyfEIQk8AgnNWxvimFiuQcn1Qf7BI4HOhKYUR3AKROD+P3GIzjUmUJM01HhkXGoK4XmaBqWzeARMnOOVAk856QOTxlOivRl08px1sxqTK3yI5oysPlQFyIpHX5FAs8785nimoEyn5J3TgZzjAezb6kazGfwoHqIdF3Hxo0bceutt+Ztv+iii7B+/foBlWHbNmKxGCoqejK7bdiwAV/84hfz9rv44otx33339VuOpmnQNC37OBqNDuj9CSGEEEKOZTSkIh+KYvZwDWZ+V/eQPNO28dftLdiwvxOaaUERBcyo9uGq0yZBM20nUEgaqPI76+tMrfRmgyEAqA16YdQDZ8+sgmGzbC9Vpa87JTiPlJHGtGo/3je7GgD67Z0q8zprTR3sMKGIPKYUyOiWm1791Ekh1Jd5sPlwGBPLPFBlEXU2Q2tMgw2GiOYsKFvpk3DenBpIIo/OpAHLYrhm+WRU+p1jXRdS84YmpnRn6OLMmmCfczKYYzxa1hAbLwYVELW3t8OyLNTW1uZtr62tRUtLy4DK+P73v49EIoErrrgiu62lpWXQZd5999248847B1F7QgghhJDxrZg3yoMJFLt7MHyKiDNnVILPLLAa10w0hdM4Z3YVplf54JFFlHslVAeUbFa8bmnDgizyqAmqKPfJqAkoxw32zg8omFTuxUu725DUTUyp8MIji5nEDWl4FRHVwHEzuukWw/RqP0SBd9Y24jhIAg+fzMNmPGRBwMQKDxgYfKqEcq+MKr+KI+EkDCu/zMEGkwM9xmM1cB+NhpRUofcJZIwN6A/tiSeewOrVq/Hss8+ipqbmhMq87bbbcMstt2QfR6NRTJo0aSDVJ4QQQggZt4Z6o+zWUEHGGLY1RhFJ6ZhWmT+fqdrvDEvb3hTDuXOqMK8uiH1tMVT7FeTGQ4XmPQ0ksCiUMKIjqWeDp4nlHry+v2NAyScmlHlwUn0A4aSBhG4hoZmwwaHc58zXEnkOScNJ1tD7tb1R8DK6DSogqqqqgiAIfXpuWltb+/Tw9LZmzRpcd911+N3vfocLL7ww77m6urpBl6koChRFGUz1CSGEEEJIAW7OSXESMThD1o41LC2SMged2W+ggUV/wRMAHOlKDTj5xNy6EPa2RjEvoMKwbOxujSOc1OGVeLTGNdSHnLWi3EzNTobfoJKUy7KMJUuWYO3atXnb165dizPPPLPf1z3xxBO49tpr8fjjj+PSSy/t8/zy5cv7lPm3v/3tmGW6anB5JQghhBBCxo3uZAz72mIIqhImlnkRVCXsa4th3a42tEbTgypPM23oVs+iq72pkgDdsqGZdnbe04zqAKJpA0fCSUTTBmZUB04oCQTQEzzVhZwhdxzHZdOrhzwyDnQkkNBMWDZDQjP7rE/VvW+ZV0F7XIMiCphdHYDE89h5NA5R4DGxXEVSswqubUXGjkEPmbvllltwzTXXYOnSpVi+fDkefvhhHDp0CNdffz0AZyhbY2MjfvWrXwFwgqGPf/zjuP/++7Fs2bJsT5DH40Eo5GRiuummm7BixQrce++9+NCHPoRnn30WL7zwAl599VW32kkIIYQQQnrJHd42NWd4m08RMVX24UBHAtsaozgvoAz4Rn8wayIBw58gYDDJJ3rvq1s2JlV4UBNUMousmtBMuyip2cnwGXRAdOWVV6KjowPf/OY30dzcjAULFuD555/HlClTAADNzc04dOhQdv+HHnoIpmnic5/7HD73uc9lt69atQqPPvooAODMM8/Ek08+if/6r//C7bffjhkzZmDNmjXDtwYRRfKEEEIIKUEDHd4WThoDngMzlDWRhnuOzYlmdAt5RERSJmV4GyeGlFThs5/9LD772c8WfK47yOm2bt26AZX50Y9+FB/96EeHUh1CCCGEEDIEAxne1p7QoJn2gMvsHmo2mLlBI+FEM7pRkoTxY1BziAghRRQ5Arz030CifaRrQgghpETkDm8r5FiZ046lmHODCHHbkHqICCFF8NgHgc59wIFXgFX/N9K1IYQQUgKGMrxtoGjxUDJWUEBEyGjRuc/5d//LI1sPQgghJaPYw9to/R0yFlBARAghhBBSwgaTdY2Q8YgCIgAQ6JsLQsg417kf2PQrYNkNgL9mpGtDCBllaHgbKWUUEAGAr2qka0AIIcX1y5VAvAVofIvmqBFCCqLhbaRUUUBECCGlIO4sio0D/xzZehBCSAljjFEv3ChEAREhhJQSVji1LiGEkOJqjaaz87R0y4Ys8JhQ5qV5WqMABUSEEEIIIYQUUWs0jXW72hBJ6XmZ/Pa1xdAe13DuHFqbaSTRwqyEEEIIIYQUCWMM2xqjiKR0TK30waeIEHgOPkXE1EofIikd2xqjYIyNdFVLFgVEBdAFOQxsG9jzAhBvG+maDJxtAwfXA3pipGtCCCGEkDEinDTQGE6iJqD2mS/EcRxqAioaw0mEk8YI1ZBQQFQAxUPD4J01wG8+Avz0tJGuycC9/iDwyCXA/35kpGtCCCGEkDFCM23olg1VEgo+r0oCdMuGZtrDXDPSjQKiAigeGga7nnf+TXW5X/a7f3J+3LbxMeffQxvcL3s8MNJA53sjXQtCCCFkVFFEHrLAI20UTmqTNizIAg9FpNvykUJHvgCbuoiKjxXpWxAjBay52vlJhV0t2gKlxTymX1wI/GgRpXUmhBBCcpR5JUwo86I1lu4zLYMxhtZYGhPKvCjzSiNUQ0IBUQEUD/Wy6VfAz84GIo0jXZPjs3O+fUl2uFp0W1x3tbxxp2Wr8+/bT7hfdqQRSEfdL5cQQggpMo7jsGBCECGPjAMdCSQ0E5bNkNBMHOhIIOSVsWBCkNYjGkEUEBXAaNBcvj9+3rnZXfsN14pkxeohyj13Lke2hjVOrgtTB9bdCxzZWJTiDcPlwDHaDPzwJOC/p7lbLiGEEDJMaoIqzp1TjRnVAUTTBo6Ek4imDcyoDuDc2ZRye6TROkQFUA9RYcxIuDZorDWaRq1LZeXJOXkMzNVBbmy8fH/wxkPAuu84P6sjrhe/s7ETC90s8PBrzr+26WapPdcKfSNHCCFkGNQEVZwXUBBOGtBMG4rIo8wrUc/QKDBO7vDcRQFRYUe60q6VFU1qrpWVJ6fn6e0j7t7ss/HyeXV0e1GLj6ZdDlyKNXdrzX8APz3D6TEjhBBChgHHcSj3yagLqSj3yRQMjRIUEBVAQ+YKO9SZcq2s4h3hnpI7Eu7e6PLjJVIucjtcHwzJFeljauefgPZdPT1QhBBCCClJFBAVMF7ue13n6rcYRTrIOSePvnPpT5EvcLeLL/q3Z3SlEEIIIaWMAqICKB4qzM3jwhXrIOcGRC7f53Lj5Mqw7bG18FtMK7xug2touAIhhBBS0iggKsA2izS/hWRx7g+schQte934cbAjUdTy3U1lAXQmjJ6yi9J9SwERIYQQUsooICpA3PnsSFdhlBoDQ+ZyynW7F2q89BBphttJD/Ixl3tc+JwTadkunYOcwKozaRxjR0IIIYSMdxQQFcCl3E9FTHop1kStnB4izvVxeeMjIBprcuMr062AKGcB382Hu9wpkxBCCCFjEgVEhbi93sk44eZQqKL1trCx30NkFzm/d/EWxe3mbv1zU5K6FhDlHgOKcwkhhJCSRgFRIZRmrh8u3ugW7RjnJlUYm+ex6LUeY9c3l7vYrlsJIXICIrfnPBFCCCFkbKGAqADTKnJWqzHKzbkhxeshyhky5/aN/zAFEkW/QR9jAVFubV3LkMd6/sZpUTxCCCGktFFAVMCmgzSnoPiGYcicyz1Ew3XbXOyAqGgZ/oqE5Q6TcyuYywmcbeohIoQQQkoaBUQFxDSaQ1TYGMgyl9tD5Pp7jK2elf4Uu4OomAGda/OfhjM9u5EevvcihBBCyKBRQFQAs2nIXLG5PpwtI++G2eX3GK6kChJX7OtvbAV2RRkyN5x/43px130ihBBCyImhgKigsXXDSHrYdu6QObdLHyfXxRjLMpcb5LrXQ5R7nRR5yBxlrSSEEEJGNQqIChljk86Hi5tJFYp1hO1iJlUYN4p8XIoYXzDX5hDlJFVwp8T+2bTwKyGEEDKaUUCU8QfrzOzvoq2NYE1GMzezzBVH7nBHt7/4Hy9T74sfKLp8pHLqazOXhrrl9TRR4EwIIYSUMgqIMlJMyf5+ScdjI1iT0cvd28ac0lycz5Hbg8C7nU1t3PQ4ja12sNy1pdw6pcMYEB1opzlEhBBCyGhGAREZMDezh4m23vOg64Br5dp28YZCqSzV8yAVdrn0YVTkeOiU9Juulpefddv9pAp8kQPdcIqGzBFCCCGjGQVEZMCmmftHugrHZefc3Ip6xNWyRZZzY2uO3VTKxV6HqNzudLfAnODFdikgYnlziIocIRrJ4pZPCCGEkBNCAVHGnDr/SFdh1JtqHXCtrGLdlLOctMyz31rtatnDlXa7+MZWO3KHQeYt0noCLCt3variBoj12/+nqOUTQggh5MRQQJThU8SRrkJJ4Yq0XlDuDbM3ftC1cvsauykWxlr2PVaEpAr5QyuLezwkrauo5ZPiOHDgAK677jpMmzYNHo8HM2bMwB133AFd14//YkIIIWMKRQFZY/cGdyzKvQltjiRRX+VOucVcVDe3zhZjEIr2TsU2xgKi3MVYXeohYsMYEOlWsdd9IsWwc+dO2LaNhx56CDNnzsS2bdvw6U9/GolEAt/73vdGunqEEEJcRAFRRkKpHekqlJTcHqKmrhTqXSrXrTkmheRmrdvWFMUpwbqivVdR5d7/pyOAGhqxqgxEbg+R3PwWMGHiCZeZ20PEF3mdoD1HoxijV0pJW7lyJVauXJl9PH36dOzatQsPPvggBUSEEDLO0JC5jO2T/m2kq1BScudtMBfncLg1x6SQYR1qFmksWtF5PSIHXi3a+7gmJ8j1b/m5S0X2lLng3R+6UmZ/dJN6iMaLSCSCioqKfp/XNA3RaDTvhxBCyOhHAVGGKXhGugolpWhziIrYQ5QbSBQ9wULrjiIWnnuMRv9Q0bzhbS4NicztIQpFd7tSZn/4MTZEkRS2b98+/PjHP8b111/f7z533303QqFQ9mfSpEnDWENCCCFDRQFRhsXR6MHhlBtQuHm7aBexh0hA8eYnDafcYx/XRn+bcoPcaEpzp8xhnNczKrMTjrHEGm5avXo1OI475s9bb72V95qmpiasXLkSH/vYx/CpT32q37Jvu+02RCKR7M/hw4eL3RxCCCEuoCggI+iRRroKJSV3yJycanOtXOZSFrJCcucQFfsm92g0jWLNassd+vfP9zpw8SkuFFrEG+zcHqKmcAo1LpRpFzH5Rm8LsXfY3mvA9r8ETD93pGsxIm688UZcddVVx9xn6tSp2d+bmppw3nnnYfny5Xj44YeP+TpFUaAoihvVJIQQMowoIMr48KIJwJ9yNlgGIFCQVCx8zrf+M9+6E1jxIVfKZcP0zTdf5MU2tzVFULukOGXnHiGOc2nIXO+hirYN8C51QOcNr3RpYdZhDIgqudE3j4SFD4+BwZLFUVVVhaqqgaW1bGxsxHnnnYclS5bgkUceAe/WNU0IIWRUoU/3DEnodSis4maeKnW5PSxKssW1cvNSNBdR/Zb7i1p+TeemopWd37vl0m1x7wDDzZ663LJdCojcWs9orCriyNJxo6mpCeeeey4mTZqE733ve2hra0NLSwtaWtz7vCKEEDI6UA9Rf9reBSYU6St6kp9UwcXhZ8VMqpDL2/Z2UctfuP8XAH5QlLJzj71ou7TIpG32emy51sOae06rEHanzBJfG2hHUwQL6ePtmP72t79h79692Lt3LyZOzE/1Plw90YQQQoYH9RD1g735y5Guwujk0o1A7hwizsUghlnD9c3/2L0hyj32p+1xKejq3ePiZmCa00M0kXNnvtlwDpkbjarffWykqzDqXXvttWCMFfwhhBAyvlBA1I9YKj3SVRidIkdcKSZ3Yr9guXesWZEX2exmasWdQ1RMAuvpzQmkXFrvqFeAoRku9TwVKNuVIkt8yFxdsripxgkhhJCxhAKiHP9jXpL93f/en0ewJqNX+nV3es44FxdjzcWsXkO3ijQXzK+1FqXc4cAXIxjo1SPU0fhe0cp2RYkPmSOEEEJIDwqIcqy1lmZ/543ECNZkFOn17bxpuhNgFCsgsnsHQJQcow++GMe+13VStuFu14ouRir14Uy7TQghhJDRjQKiHK+zeSNdhdGnV0DBaxFXiuWLlPzANnv1EBU5PfZYJBRjWGGvoIUzXRxyWoRrxe5dJgXOhBBCSMmigOhYOvaNdA1GnpU/F8T7zq9cKdbNRAq5WO8b29cfKsr7jGUS0/I3uJGqvNd14jn88omX2a13/XoPixxKkb3nOG39/QmXeUymi3OqCCGEEOIqCohyfO1f5uIR8+KeDT9ePHKVGS16p1N2ich63SC6cJML9B0yZ2x/1pVyCxqj2aYUO5W/IdZ8wmUyvYg9cb17m45uPeEi7d71bS5uGnVs+ElxyyeEEELIkFFAlGPF7Grcaa7K3/jEvwHRE79hHLOs4nyzLaNXT87/3eRKuaxXfaWOXa6UW9COIgZbRSzfY/eaH7f3hRMu09IKzLlzKWDkew17ZI998MQL1WP5j19/8MTLPJa/31nc8odi119GugaEEELIqEABUY65dUEAwBnpnG9zdz0P/GAu8NMzgD9+wRmCtecF4Oh2INEx/ofCFJoL8vrD7r/Plv91pRhOi/XdmOx0pew+frfq+PsMVKHg4bcfd6/8HH2SKvzfF064TCtdICBa/+MTLhcAJL0r7zGnRU842OLSBebCudjLZbICH61uDE0cqkLv/cSVw18PQgghZBTi2DhZZS4ajSIUCiESiSAYDA65nKm3Ppf9/cWL2zBt32+AI28c+0WCDMh+QPE7v/MiwEsAL2R+FwFBAjgOAOe8pvv3gf6bfc0xXjsY3AD3b9vd/xCleR8ARDV/G2MA2HH+BbDzT4XLnHwmEJrQf32yl2tOmbnve6xelQUfAbhjfAeQ96fA8rczG9jxh8Kvm7QMKJvUf7l9yi5AiwJ7/lb4udmXALJvYOcs9/j097i/dsy6CFDL8vcfIPvga+Cjhws/ufBjgyqrT523PVV4v5nvBzzlGFhdex27rb8tvFv9qUDVLKcOucc7e/3azo9t9VwXvX+MFHD4tWOUPxt9rq+eBy5sL7At1gI0vlW4TrNXAkoAAAdc/oDzWTVIbn3+jjd0XAjpwRhDOGlAM20oIo8yrwRuoPcihAzBYD6DKSDq5ZF/7sed/7cj+/jAPZc6PUEH/+nMM2jdAYQPAdEmIFWkngdCCBkJt7dTQOQiOi6EOFqjaWxrjKIxnIRu2ZAFHhPKvFgwIYiaoHr8AggZgsF8BotDeYMHHngA3/3ud9Hc3Iz58+fjvvvuw/ve976C+zY3N+NLX/oSNm7ciD179uALX/gC7rvvvrx9Hn30UXziE5/o89pUKgVVHd4/lE+cNS0vIFr8rbV4+JolWDT3AxBO6jV3wTKduQhaHNDjzr+24SQisAznW2TbdLZ1T/Y/Xg/KcfdB/u+5r+vPcWPe/p9PGxa+/Ze9OMhqcZP4NJbymRXuK2cBp13ntDHbQ8XQfy8X8h7f//e9eCVciR9ID2Iy39bzhmfdBPhr0X+PFwMK9rIBAIftzVE88EYECah4VP7vnpdNPw+YfXFOffvTqzcu5/Edf9yO1+x5+BfhddwkPtPzkmWfBYITjt37lFvvftzxp52IMQ8uFDbhX4ScXsmLv3PM1w2mDQDw8Cv70dEVxnJ+B84VMskEvFXA+24Z5Pv0iKYNfPuFI3jRWoSfyvfjdD4zdytQDyy/Mef9u6+Tgbdh3e52PLRTwc3iUziD39mzy/m3A5Inf/9CZRe4/nc3tePBTWlcIGzCZcLrPU9MXg7MvazwNcLx/f/wQt7jLz+1Ff9MT8dkvhVPyt/uKWPJtZkeotw6o9f7DXY7Cmzvu++tz2zHdnsqPis+i0uEN3uev+gup97MBjihcLmEEDJErdE01u1qQySloyagQpUEpA0L+9piaI9rOHdONQVFZMQNOiBas2YNbr75ZjzwwAM466yz8NBDD+GSSy7Bjh07MHny5D77a5qG6upqfP3rX8cPf/jDfssNBoPYtSt/AvxwB0Pddn17Jeb8lzPhuDOh46M/2wC/IuKkhiDmNwQxocyDupCK2qAKvyLCJ1fC662Br0yEKHAQeW7cdANHo2n873N/BwC8op8MAJhe5cM/Pn/uCZW7Zu3f0cTSWKHfn9323nf+BTx/Ysdt+1uH8dxr7wAApqYfBwA88ellWD6j8oTKBYDHnnGGU+4yJ+OHpjMMbP/d/+LauX7sWaf8p+0V6M454Wb53da8ug77rAQesj7Q8z53nNj7NLfE8Nu/Oqm2r9DvAADMrQvgLzevOOH6vtK+Axvs/digz89u2/HNi+GVh/R9DgDgnY1H8Mxbb+MZ+324MXMM/v6lczCj2n+i1XXK+kMIndDRZFdlr8O3/utCVPkVV8ofiid/71xfNxhfzJ73A/dcOmL1IYSMf4wxbGuMIpLSMbXSl/1/xqeImCr7cKAjgW2NUZwXUMbNfRMZmwY9ZO6MM87A4sWL8eCDPVmZ5s2bh8svvxx3333s1enPPfdcnHrqqQV7iG6++WaEw+HBVCVPMYYm/HV7C/74dhNe3t2GWHpwaaE5DhB5DjznBEhC5ofjuOx3t87fPtfTgZLZxvXZxuWV298+2b24Xt/DM+f37lPt/A4wsPyOpsw+2X4oBrTFNVh24Utkdq0f3e/a/apsOdkyWN7j7l/eay8wCR/A9Gpf9rgdD2OAxRhsm8FiDJbNcKQrVXDfuqCKoOfYN9DcMXpwDMvut86zavywM8eNMcBmzPmxe46ns815bHfvY/e8Rjdt6FbhSfczqn0Qeaf36UT/v7AZw+6j8YLPzazxQ+C4ft8jt23ZY59pZ2O48HEHgDm1gT7TcRh6jkdPuciWnXucWmNawXInVXgy9eUyfxMAn/2dy6trzzk4dn0nVXjgk8W8v4/u1+b+Hdm5z7OeY8uOU+cqv4xyrwyhn8C/9/tm/x57PWYF3r/gc+i+vixE+/kM676+OA74441nQxYHn2uHhoYVRseFlLquhI4/vdOEoCrBp/T9PzihmYimDVx2cgPKffII1JCMZ0UbMqfrOjZu3Ihbb701b/tFF12E9evXD76mOeLxOKZMmQLLsnDqqafiW9/6FhYtWtTv/pqmQdN6bjqi0egJvX8hF8+vw8Xz62BaNva2xbGtMYqdzVG0RNM4Gk2jLaYhrllI6iaSupX3WsYAw3KGsxW+NRr7+ruxPhHvtRUOOk5USzSNFvcvEQDAnlb3j0OufUU6Jr3tLVI7dh0tkPnPBYc7+w/CRlOZudrjOtrjoysz5XBdX4SQ0qNlvuxTpcLDcVVJQHtCg2aOYBZOQjDIgKi9vR2WZaG2tjZve21tLVpaWoZciblz5+LRRx/FwoULEY1Gcf/99+Oss87C22+/jVmzZhV8zd1334077xyetT1EgcfcumA2LXchts2QMiyYFoNp29keC9NyvpU2bedxTw9Kz7e7fXpXeu+D7u093wAj5zUMhb8l7v7WHEDet+jOY6C7dypvH/T0QHXvJ/AcZtb40RJJY9OhLmxrjGDF7GoIPOe8T/dByPZYcTnvkV9+7vbZtQHsbY2jOZLCwY4kZlT7Ue6VnOPU75HuwRjA84DI8xB4p3dA4DkEVQn1ZSreOuDUNalbOGNaReEpPIWmnBTYTeA5BFQRUyt9iKYNbD4UxsaDXZha6cXMmgB4zmlf7r88x/X0WOQ87t6nZ1tPz0bII8GwGH7z2kHsaY3j8kUN8Eii00PhElUSUBNQ0B7X0BhOYW9rHLNrAyjzSsfNDM3zPe0Q+O62chA4Dj5FwLQqH7YcDuO19zqRNiwsnVpesOeNz0wnOt4xcfblUBWQsedoHLplY9uRCIIeCQsmBDM9MoV7bXLrynf3rOY8DnkktMd1NIVTOBp10svPq+/5G8/8iTjnBrn1c57o/tvJnvfcXlsOmF7lh27aeOtgJ9btakN9mYrTp1ZAt+x+p/Xl/d3mlJn7/t1/o73r0LuHuffvPMdhcoUXzZE01u9rR3M4jdl1AdQElOxnk3iCQ1YJISSXIvKQBR5pwyrYQ5Q2LMgCD2UIPdOEuGlQQ+aampowYcIErF+/HsuXL89uv+uuu/DrX/8aO3fuPMar+x8y15tt21i8eDFWrFiBH/3oRwX3KdRDNGnSJBqaQAghw4yGhhVGx4WUOsYYXtzZhn1tsbw5RN3PHehIYEZ1AOfNraY5RMR1RRsyV1VVBUEQ+vQGtba29uk1OhE8z+O0007Dnj17+t1HURQoyshNUCaEEEIIIf3jOA4LJgTRHtdwoCORl2WuNZZGyCtjwYQgBUNkxA2qj1KWZSxZsgRr167N27527VqceeaZrlWKMYYtW7agvr7etTIJIYQQQsjwqgmqOHdONWZUBxBNGzgSTiKaNjCjOoBzZ1PKbTI6DDpv7S233IJrrrkGS5cuxfLly/Hwww/j0KFDuP766wEAt912GxobG/GrX/0q+5otW7YAcBIntLW1YcuWLZBlGSeddBIA4M4778SyZcswa9YsRKNR/OhHP8KWLVvw05/+1IUmEkIIIYSQkVITVHFeQEE4aUAzbSgijzKvRD1DZNQYdEB05ZVXoqOjA9/85jfR3NyMBQsW4Pnnn8eUKVMAOAuxHjp0KO81udniNm7ciMcffxxTpkzBgQMHAADhcBif+cxn0NLSglAohEWLFuHll1/G6aeffgJNI4QQQgghowHHcZRam4xag16HaLSiyauEEDIy6PO3MDouhBAycgbzGUx5DgkhhBBCCCEliwIiQgghhBBCSMmigIgQQgghhBBSsiggIoQQQgghhJQsCogIIYQQQgghJYsCIkIIIYQQQkjJooCIEEIIIYQQUrIoICKEEEIIIYSULAqICCGEEEIIISVLHOkKuIUxBsBZlZYQQsjw6f7c7f4cJg76f4kQQkbOYP5vGjcBUSwWAwBMmjRphGtCCCGlKRaLIRQKjXQ1Rg36f4kQQkbeQP5v4tg4+UrPtm00NTUhEAiA47hBvz4ajWLSpEk4fPgwgsFgEWo4ulH7qf3Ufmr/UNvPGEMsFkNDQwN4nkZidzvR/5cGY7xdw9Se0W08tWc8tQWg9uQazP9N46aHiOd5TJw48YTLCQaD4+ICGipqP7Wf2k/tHwrqGerLrf+XBmO8XcPUntFtPLVnPLUFoPZ0G+j/TfRVHiGEEEIIIaRkUUBECCGEEEIIKVkUEGUoioI77rgDiqKMdFVGBLWf2k/tp/aXavvHg/F2Dqk9o9t4as94agtA7RmqcZNUgRBCCCGEEEIGi3qICCGEEEIIISWLAiJCCCGEEEJIyaKAiBBCCCGEEFKyKCAihBBCCCGElCwKiAA88MADmDZtGlRVxZIlS/DKK6+MdJWG5OWXX8YHPvABNDQ0gOM4/OEPf8h7njGG1atXo6GhAR6PB+eeey62b9+et4+mafj85z+Pqqoq+Hw+fPCDH8SRI0fy9unq6sI111yDUCiEUCiEa665BuFwuMitO7a7774bp512GgKBAGpqanD55Zdj165defuM5/Y/+OCDOPnkk7MLly1fvhx//vOfs8+P57YXcvfdd4PjONx8883ZbeP5GKxevRocx+X91NXVZZ8fz20vFXfddRfOPPNMeL1elJWVDeg1bp33YhjKtdT7Gu/++e53v5vd59xzz+3z/FVXXVXk1gytPddee22fui5btixvn7FyfgzDwFe/+lUsXLgQPp8PDQ0N+PjHP46mpqa8/Ybr/Az2vu6ll17CkiVLoKoqpk+fjp/97Gd99nnqqadw0kknQVEUnHTSSXjmmWdcr3d/BtOep59+Gu9///tRXV2dvR/461//mrfPo48+WvBvKZ1OF7spg2rLunXrCtZz586defu5cm5YiXvyySeZJEns5z//OduxYwe76aabmM/nYwcPHhzpqg3a888/z77+9a+zp556igFgzzzzTN7z99xzDwsEAuypp55iW7duZVdeeSWrr69n0Wg0u8/111/PJkyYwNauXcs2bdrEzjvvPHbKKacw0zSz+6xcuZItWLCArV+/nq1fv54tWLCAXXbZZcPVzIIuvvhi9sgjj7Bt27axLVu2sEsvvZRNnjyZxePx7D7juf1//OMf2XPPPcd27drFdu3axb72ta8xSZLYtm3bGGPju+29vfHGG2zq1Kns5JNPZjfddFN2+3g+BnfccQebP38+a25uzv60trZmnx/PbS8V3/jGN9gPfvADdsstt7BQKDSg17h13othKNdS7vXd3NzMfvnLXzKO49i+ffuy+5xzzjns05/+dN5+4XC4qG1hbGjtWbVqFVu5cmVeXTs6OvL2GSvnJxwOswsvvJCtWbOG7dy5k23YsIGdccYZbMmSJXn7Dcf5Gex93Xvvvce8Xi+76aab2I4dO9jPf/5zJkkS+/3vf5/dZ/369UwQBPad73yHvfvuu+w73/kOE0WRvfbaa67W3Y323HTTTezee+9lb7zxBtu9eze77bbbmCRJbNOmTdl9HnnkERYMBvv8TY22trz44osMANu1a1dePXOvf7fOTckHRKeffjq7/vrr87bNnTuX3XrrrSNUI3f0Dohs22Z1dXXsnnvuyW5Lp9MsFAqxn/3sZ4wx5wNNkiT25JNPZvdpbGxkPM+zv/zlL4wxxnbs2MEA5F1oGzZsYADYzp07i9yqgWttbWUA2EsvvcQYK732M8ZYeXk5+5//+Z+SanssFmOzZs1ia9euZeecc042IBrvx+COO+5gp5xySsHnxnvbS80jjzwyoIDIrfNeDG5dSx/60IfY+eefn7ct9+9+uAy1PatWrWIf+tCH+n1+rJ+fN954gwHIu9kdjvMz2Pu6r3zlK2zu3Ll52/7f//t/bNmyZdnHV1xxBVu5cmXePhdffDG76qqrXKp1/9y4Tz3ppJPYnXfemX080M8Rtw22Ld0BUVdXV79lunVuSnrInK7r2LhxIy666KK87RdddBHWr18/QrUqjv3796OlpSWvrYqi4Jxzzsm2dePGjTAMI2+fhoYGLFiwILvPhg0bEAqFcMYZZ2T3WbZsGUKh0Kg6ZpFIBABQUVEBoLTab1kWnnzySSQSCSxfvryk2v65z30Ol156KS688MK87aVwDPbs2YOGhgZMmzYNV111Fd577z0ApdF20pdb570Y3LiWjh49iueeew7XXXddn+d+85vfoKqqCvPnz8d//ud/IhaLuVb3Qk6kPevWrUNNTQ1mz56NT3/602htbc0+N5bPD+D8P8xxXJ8hnsU8P0O5r9uwYUOf/S+++GK89dZbMAzjmPsU+7PPjftU27YRi8Wy90Pd4vE4pkyZgokTJ+Kyyy7D5s2bXat3ISfSlkWLFqG+vh4XXHABXnzxxbzn3Do34qD2Hmfa29thWRZqa2vzttfW1qKlpWWEalUc3e0p1NaDBw9m95FlGeXl5X326X59S0sLampq+pRfU1Mzao4ZYwy33HILzj77bCxYsABAabR/69atWL58OdLpNPx+P5555hmcdNJJ2Q+F8dx2AHjyySexadMmvPnmm32eG+/n/4wzzsCvfvUrzJ49G0ePHsW3v/1tnHnmmdi+ffu4bzspzK3zXqy6nei19NhjjyEQCOBf//Vf87ZfffXVmDZtGurq6rBt2zbcdtttePvtt7F27VpX6l7IUNtzySWX4GMf+ximTJmC/fv34/bbb8f555+PjRs3QlGUMX1+0uk0br31Vvz7v/87gsFgdnuxz89Q7utaWloK7m+aJtrb21FfX9/vPsX+7HPjPvX73/8+EokErrjiiuy2uXPn4tFHH8XChQsRjUZx//3346yzzsLbb7+NWbNmudqGbkNpS319PR5++GEsWbIEmqbh17/+NS644AKsW7cOK1asAND/+RvsuSnpgKgbx3F5jxljfbaNF0Npa+99Cu0/mo7ZjTfeiHfeeQevvvpqn+fGc/vnzJmDLVu2IBwO46mnnsKqVavw0ksvZZ8fz20/fPgwbrrpJvztb3+Dqqr97jdej8Ell1yS/X3hwoVYvnw5ZsyYgcceeyw7SXu8tn0sW716Ne68885j7vPmm29i6dKlQ34PN877QA20PYXqNdj3/eUvf4mrr766z9/7pz/96ezvCxYswKxZs7B06VJs2rQJixcvHlDZ3YrdniuvvDKvrkuXLsWUKVPw3HPP9Qn0BlNuf4br/BiGgauuugq2beOBBx7Ie87N83Msg73uC+3fe/tI3isO9b2feOIJrF69Gs8++2xekLts2bK8BB5nnXUWFi9ejB//+Mf40Y9+5F7FCxhMW+bMmYM5c+ZkHy9fvhyHDx/G9773vWxANNgy+1PSAVFVVRUEQegTRba2tvaJNse67oxTLS0tqK+vz27PbWtdXR10XUdXV1feN1Ktra0488wzs/scPXq0T/ltbW2j4ph9/vOfxx//+Ee8/PLLmDhxYnZ7KbRflmXMnDkTALB06VK8+eabuP/++/HVr34VwPhu+8aNG9Ha2oolS5Zkt1mWhZdffhk/+clPshkHx/MxyOXz+bBw4ULs2bMHl19+OYDSaftYcuONNx43w9bUqVOHVLZbn3mDMdD2vPPOOyd0Lb3yyivYtWsX1qxZc9x9Fy9eDEmSsGfPnkHfcA9Xe7rV19djypQp2LNnD4CxeX4Mw8AVV1yB/fv34x//+Ede71AhJ3J+ChnKfV1dXV3B/UVRRGVl5TH3KfZn34ncp65ZswbXXXcdfve73/UZRt4bz/M47bTTstdeMbh1z71s2TL87//+b/axa+dmUDOOxqHTTz+d3XDDDXnb5s2bN26TKtx7773ZbZqmFZxgu2bNmuw+TU1NBSdWv/7669l9XnvttRGfWG3bNvvc5z7HGhoa2O7duws+P57bX8j555/PVq1aVRJtj0ajbOvWrXk/S5cuZf/xH//Btm7dWhLHIFc6nWYTJkxgd955Z8m1fbwbbFKFEz3vxXCi19KqVav6ZC/rz9atW/MS7BSDW38b7e3tTFEU9thjjzHGxt750XWdXX755Wz+/Pl5WS6PpRjnZ7D3dV/5ylfYvHnz8rZdf/31fZIqXHLJJXn7rFy5ctiSKgz2PvXxxx9nqqr2yTbcH9u22dKlS9knPvGJE6nqcblxz/2Rj3yEnXfeednHbp2bkg+IulMA/uIXv2A7duxgN998M/P5fOzAgQMjXbVBi8VibPPmzWzz5s0MAPvBD37ANm/enM3wcs8997BQKMSefvpptnXrVvZv//ZvBVOwTpw4kb3wwgts06ZN7Pzzzy+Yevfkk09mGzZsYBs2bGALFy4c8dS7N9xwAwuFQmzdunV5qRmTyWR2n/Hc/ttuu429/PLLbP/+/eydd95hX/va1xjP8+xvf/sbY2x8t70/vbMZjedj8KUvfYmtW7eOvffee+y1115jl112GQsEAtnPsfHc9lJx8OBBtnnzZnbnnXcyv9+f/ayPxWLZfebMmcOefvrp7GO3znsxDORa6t0exhiLRCLM6/WyBx98sE+Ze/fuZXfeeSd788032f79+9lzzz3H5s6dyxYtWjTq2hOLxdiXvvQltn79erZ//3724osvsuXLl7MJEyaMyfNjGAb74Ac/yCZOnMi2bNmS9/+wpmmMseE7P8e7r7v11lvZNddck92/O+32F7/4RbZjxw72i1/8ok/a7X/+859MEAR2zz33sHfffZfdc889w552e6Dtefzxx5koiuynP/1pv+nNV69ezf7yl7+wffv2sc2bN7NPfOITTBTFvCB4NLTlhz/8IXvmmWfY7t272bZt29itt97KALCnnnoqu49b56bkAyLGGPvpT3/KpkyZwmRZZosXLy7qN0nF1J2esPfPqlWrGGPONwB33HEHq6urY4qisBUrVrCtW7fmlZFKpdiNN97IKioqmMfjYZdddhk7dOhQ3j4dHR3s6quvZoFAgAUCAXb11VcfMyXicCjUbgDskUceye4zntv/yU9+MnsNV1dXswsuuCAbDDE2vtven94B0Xg+Bt3ry0iSxBoaGti//uu/su3bt2efH89tLxWrVq0q+Bn34osvZvcp1mdeMQzkWurdHsYYe+ihh5jH4ym4ds2hQ4fYihUrWEVFBZNlmc2YMYN94Qtf6LO2TzEMtj3JZJJddNFFrLq6mkmSxCZPnsxWrVrV59iPlfOzf//+fv8f7r5Gh/P8HOu+btWqVeycc87J23/dunVs0aJFTJZlNnXq1IIB9+9+9zs2Z84cJkkSmzt3bt5NebENpj3nnHPOMe8FGWPs5ptvZpMnT87eM1x00UVs/fr1o64t9957L5sxYwZTVZWVl5ezs88+mz333HN9ynTj3HCMZWaOEUIIIYQQQkiJKel1iAghhBBCCCGljQIiQgghhBBCSMmigIgQQgghhBBSsiggIoQQQgghhJQsCogIIYQQQgghJYsCIkIIIYQQQkjJooCIEEIIIYQQUrIoICKEEEIIIYSULAqICCGEEEJK1OrVq3HqqadmH1977bW4/PLLT6hMN8ogZDhRQEQIIYQQMspce+214DgOHMdBkiRMnz4d//mf/4lEIlHU973//vvx6KOPDmjfAwcOgOM4bNmyZchlEDIaiCNdAUIIIYQQ0tfKlSvxyCOPwDAMvPLKK/jUpz6FRCKBBx98MG8/wzAgSZIr7xkKhUZFGYQMJ+ohIoQQQggZhRRFQV1dHSZNmoR///d/x9VXX40//OEP2WFuv/zlLzF9+nQoigLGGCKRCD7zmc+gpqYGwWAQ559/Pt5+++28Mu+55x7U1tYiEAjguuuuQzqdznu+93A327Zx7733YubMmVAUBZMnT8Zdd90FAJg2bRoAYNGiReA4Dueee27BMjRNwxe+8AXU1NRAVVWcffbZePPNN7PPr1u3DhzH4e9//zuWLl0Kr9eLM888E7t27XLxaBLSPwqICCGEEELGAI/HA8MwAAB79+7Fb3/7Wzz11FPZIWuXXnopWlpa8Pzzz2Pjxo1YvHgxLrjgAnR2dgIAfvvb3+KOO+7AXXfdhbfeegv19fV44IEHjvmet912G+69917cfvvt2LFjBx5//HHU1tYCAN544w0AwAsvvIDm5mY8/fTTBcv4yle+gqeeegqPPfYYNm3ahJkzZ+Liiy/O1qvb17/+dXz/+9/HW2+9BVEU8clPfnLIx4qQwaAhc4QQQggho9wbb7yBxx9/HBdccAEAQNd1/PrXv0Z1dTUA4B//+Ae2bt2K1tZWKIoCAPje976HP/zhD/j973+Pz3zmM7jvvvvwyU9+Ep/61KcAAN/+9rfxwgsv9Okl6haLxXD//ffjJz/5CVatWgUAmDFjBs4++2wAyL53ZWUl6urqCpbRPcTv0UcfxSWXXAIA+PnPf461a9fiF7/4Bb785S9n973rrrtwzjnnAABuvfVWXHrppUin01BVdegHjpABoB4iQgghhJBR6E9/+hP8fj9UVcXy5cuxYsUK/PjHPwYATJkyJRuQAMDGjRsRj8dRWVkJv9+f/dm/fz/27dsHAHj33XexfPnyvPfo/TjXu+++C03TskHYUOzbtw+GYeCss87KbpMkCaeffjrefffdvH1PPvnk7O/19fUAgNbW1iG/NyEDRT1EhBBCCCGj0HnnnYcHH3wQkiShoaEhL3GCz+fL29e2bdTX12PdunV9yikrKxvS+3s8niG9LhdjDADAcVyf7b235bav+znbtk+4DoQcD/UQEUIIIYSMQj6fDzNnzsSUKVOOm0Vu8eLFaGlpgSiKmDlzZt5PVVUVAGDevHl47bXX8l7X+3GuWbNmwePx4O9//3vB52VZBgBYltVvGTNnzoQsy3j11Vez2wzDwFtvvYV58+Yds02EDBfqISKEEEIIGeMuvPBCLF++HJdffjnuvfdezJkzB01NTXj++edx+eWXY+nSpbjpppuwatUqLF26FGeffTZ+85vfYPv27Zg+fXrBMlVVxVe/+lV85StfgSzLOOuss9DW1obt27fjuuuuQ01NDTweD/7yl79g4sSJUFW1T8ptn8+HG264AV/+8pdRUVGByZMn47//+7+RTCZx3XXXDcehIeS4KCAihBBCCBnjOI7D888/j69//ev45Cc/iba2NtTV1WHFihXZrHBXXnkl9u3bh69+9atIp9P4yEc+ghtuuAF//etf+y339ttvhyiK+MY3voGmpibU19fj+uuvBwCIoogf/ehH+OY3v4lvfOMbeN/73ldwyN4999wD27ZxzTXXIBaLYenSpfjrX/+K8vLyohwLQgaLY92DOwkhhBBCCCGkxNAcIkIIIYQQQkjJooCIEEIIIYQQUrIoICKEEEIIIYSULAqICCGEEEIIISWLAiJCCCGEEEJIyaKAiBBCCCGEEFKyKCAihBBCCCGElCwKiAghhBBCCCEliwIiQgghhBBCSMmigIgQQgghhBBSsiggIoQQQgghhJSs/w+RlicQ3EYSswAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.05\n", "Epoch 0, train: 0.2726, val: 0.2291, r: 0.0207\n", "Epoch 500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 1000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 1500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 2000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 2500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 3000, train: 0.1584, val: 0.1600, r: 0.4382\n", "Epoch 3500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 4000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 4500, train: 0.1506, val: 0.1533, r: 0.4382\n" ] }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA0QAAAHUCAYAAAAa4OhEAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuNCwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8ekN5oAAAACXBIWXMAAA9hAAAPYQGoP6dpAAEAAElEQVR4nOzdeZhcZZX48e/da+8t3dk3EsIWkMUooGhQkUEEBAf9iQqI24xxGGTGbRxRfHAZQcWZR2ZEZXEEBEcQ2UQQUEYFGQRlDZA96XR6rb3qru/vj9vddKe7k+7O0unkfJ6nlb5169ZbtzpV99R7znk1pZRCCCGEEEIIIQ5A+lQPQAghhBBCCCGmigREQgghhBBCiAOWBERCCCGEEEKIA5YEREIIIYQQQogDlgREQgghhBBCiAOWBERCCCGEEEKIA5YEREIIIYQQQogDlgREQgghhBBCiAOWBERCCCGEEEKIA5YERGKnbrjhBjRN4//+7/+meigTtnLlSlauXDnVw5i0m2++mauvvnqvPuaf//xn3va2t5HJZGhsbOScc85h7dq1477/gw8+yAknnEAqlWLGjBlceOGFdHZ2Dttn/fr1aJo26s9Pf/rTEcdcu3Yt55xzDo2NjWQyGU455RT+/Oc/j/r4P/3pTzn66KNJJBLMmTOHSy65hHK5PLGTIISYsAsvvJBFixZN9TAm5e677+b888/nyCOPxLIsNE2b8DHG+95TLpe55JJLmDNnDolEgqOPPnrU9z0A3/f59re/zZFHHkkymaSxsZETTzyRP/zhD8P2u/rqqznnnHNYvHgxmqZN68+90Xz5y1+e1Guyp+2uz5vnn38ex3FGvdZ68MEHOeWUU5gzZw6O49DW1sZb3vIW7r333hHHcV2XK6+8kuXLl5NOp5k5cyannXbaiL+XJ598klWrVnHkkUeSzWaZOXMmb3vb23jooYcmPPb9hQREYr92zTXXcM0110z1MCZtbwdEL774IitXrsTzPG677Tauu+46XnrpJU466SS6urp2ev/f/va3nHbaacycOZM777yT7373uzz44IO89a1vxXXdEfv/wz/8A3/84x+H/ZxyyinD9unq6uKkk07ipZde4rrrruO2226jXq+zcuVKVq9ePWzfm266ife9732sWLGC++67jy996UvccMMNnHPOObt2YoQQ+7U77riDxx57jMMPP5zXvOY1E77/RN57zjnnHG688Ua+9KUvcd9997FixQre9773cfPNNw/bLwxDzj77bL7yla/wvve9j/vuu4+bbrqJv/mbv6FSqQzb97/+67/YsGEDb3nLW2htbZ3w+MXE7a7PmzAMueiii5gxY8aot/f09HDEEUfwne98h1//+td8//vfx7IsTj/9dH7yk58M2/ejH/0on/vc53jXu97FXXfdxfe+9z26urp485vfzJ/+9KfB/W655Rb+9Kc/cdFFF3HnnXfywx/+EMdxeOtb38qPf/zjiZ+M/YESYieuv/56BagnnnhiSscRRZGqVqtTOoZdNdHxn3766WrhwoV7ZjCjOPfcc9WMGTNUoVAY3LZ+/XplWZb6zGc+s9P7r1ixQh1++OHK9/3Bbb///e8VoK655prBbevWrVOAuvLKK3d6zE9/+tPKsiy1fv36wW2FQkHNmDFDvec97xncFgSBmj17tnr7298+7P433XSTAtS9996708cSQkzeBRdcsFffr3anMAwH/3vVqlVqIpdHE3nvueeeexSgbr755mH7nnLKKWrOnDkqCILBbd/5zneUruvqj3/844TGf8QRR6g3v/nN4x7/eE3lZ/CXvvSlCb0me9ru/Ly58sor1dy5c9V3v/vdcV9reZ6n5s6dq0466aTBbfV6XRmGoT7wgQ8M27e9vV0B6uKLLx7ctm3btlGf01FHHaWWLFky7rHvT2SGSOw2L7/8Mueddx5tbW04jsNhhx3G9773vWH71Ot1/umf/omjjz6ahoYGmpubOeGEE7jzzjtHHE/TND75yU/yX//1Xxx22GE4jsONN944mML38MMP8/d///fMmDGDlpYWzjnnHNrb24cdY/uUuYFUrauuuopvf/vbLF68mEwmwwknnMBjjz02Ygw/+MEPWLZsGY7jcPjhh3PzzTePOy1k0aJFvPOd7+T222/nmGOOIZFIcPnllwPwve99jze96U20tbWRTqc58sgj+eY3v4nv+8PGfs8997Bhw4ZhKWUDPM/jiiuu4NBDD8VxHFpbW/nQhz40rpmc0QRBwN1338273/1ucrnc4PaFCxdy8sknc8cdd+zw/lu2bOGJJ57ggx/8IKZpDm4/8cQTWbZs2U7vP5Y77riDt7zlLSxcuHBwWy6X45xzzuGuu+4iCAIAHnvsMbZu3cqHPvShYfc/99xzyWQyk358IUQ8U/uxj32M+fPnD77fvOENb+DBBx/c4f3q9Tqf//znWbx4MbZtM3fuXFatWkU+nx+238D75R133MFRRx1FIpHgoIMO4t///d9HHLNYLPLP//zPw455ySWXjJg1mQhdn/zl0ETee+644w4ymQznnnvusH0/9KEP0d7ezuOPPz647bvf/S5vetObOP744/fo+Mcy1mfwzlxyySWk02mKxeKI29773vcyc+bMwc+6W2+9lbe//e3Mnj2bZDLJYYcdxuc+97lxvZaapvHlL395xPZFixZx4YUXDtvW0dHBxz/+cebNm4dt2yxevJjLL7988PNjonbX583LL7/MZZddxjXXXDPsc3dnLMuisbFx2Getruvouk5DQ8OwfXO5HLquk0gkBre1tbWNOKZhGBx33HFs2rRp3OPYn0hAJHaL559/nhUrVvDss8/yrW99i7vvvpvTTz+diy++eDAIgDi/tbe3l3/+53/mF7/4BbfccgtvfOMbOeecc0adpv3FL37Bf/7nf3LZZZdx//33c9JJJw3e9pGPfATLsrj55pv55je/ySOPPMIHPvCBcY33e9/7Hg888ABXX301N910E5VKhXe84x0UCoXBfa699lo+9rGPcdRRR3H77bfzr//6r1x++eU88sgj4z4vf/7zn/n0pz/NxRdfzK9+9Sve/e53A7BmzRrOO+88/vu//5u7776bD3/4w1x55ZV8/OMfH7zvNddcwxve8AZmzZo1LKUMIIoizjrrLL7xjW9w3nnncc899/CNb3yDBx54gJUrV1Kr1QaPMxBA3nDDDTsc65o1a6jVahx11FEjbjvqqKN45ZVXqNfrY97/2WefHdx3tPsP3D7UN77xDWzbJpVK8cY3vpFf/vKXw26v1WqsWbNmzGPWarXB+qaxHt+yLA499NBRH18IMT4f/OAH+cUvfsFll13Gr3/9a374wx/ytre9jZ6enjHvo5TiXe96F1dddRUf/OAHueeee7j00ku58cYbectb3jIijfbpp5/mkksu4VOf+hR33HEHJ554Iv/4j//IVVddNbhPtVrlzW9+MzfeeCMXX3wx9913H5/97Ge54YYbOPPMM1FKDe47UHcykffsyZjIe8+zzz7LYYcdNuxCduh9B/bdtGkT69ev58gjj+Rf/uVfmDlzJqZpcsQRR4wrKNlddvQZPJaLLrqIarXKbbfdNmx7Pp/nzjvv5AMf+ACWZQFxQPCOd7yDH/3oR/zqV7/ikksu4bbbbuOMM87Ybc+ho6OD173uddx///1cdtll3HfffXz4wx/m61//Oh/96EeH7XvhhReiaRrr16/f4TF3x+eNUoqPfOQjvPOd7+TMM8/c6f5RFBEEAe3t7XzpS1/ipZde4p/+6Z+GPfYnPvEJbrzxRn7xi19QLBZZv349H/3oR2loaBjxXLcXBAGPPvooRxxxxE7Hsl+a4hkqMQ2MJ2Xu1FNPVfPmzRuWaqWUUp/85CdVIpFQvb29o94vCALl+7768Ic/rI455phhtwGqoaFhxH0HxvOJT3xi2PZvfvObClBbt24d3PbmN795WOrAQKrWkUceOSw14U9/+pMC1C233KKUitMPZs2apV7/+tcPe4wNGzYoy7LGlRaycOFCZRiGWr169Q73C8NQ+b6vfvzjHyvDMIY937FS5m655RYFqJ///OfDtj/xxBMj0tNuvPFGZRiGuvHGG3c4joHUtoFzMNTXvvY1Baj29vYx7z+QKjBaesfHPvYxZdv24O/t7e3qox/9qLrtttvUo48+qm666SZ1/PHHK0D94Ac/GNxvy5YtClBf//rXRxzz5ptvVoD6wx/+oJRS6qtf/eqI13/A29/+drVs2bIdPn8hxNgymYy65JJLdrjP9ilzv/rVrxSgvvnNbw7b79Zbb1WAuvbaawe3LVy4UGmapp5++ulh+55yyikql8upSqWilFLq61//utJ1fcTn0f/8z/+MSFW6/PLLlWEY6pFHHpnQc51oytxE3nsOPvhgdeqpp47YbyCt6Wtf+5pSSqk//vGPClC5XE4dfvjh6rbbblP333+/+tu//dsR5257uytlbqzP4PE49thj1Yknnjhs2zXXXKMA9cwzz4x6nyiKlO/76re//a0C1F/+8pfB20ZLmQPUl770pRHHWbhwobrgggsGf//4xz+uMpmM2rBhw7D9rrrqKgWo5557bnDbRRddpAzDGJaiPZrd8XnzH//xH6qpqUl1dHQopXZ+rXXqqacqYPDv4vbbbx+xTxRF6rLLLlO6rg/uu2DBAvXUU0/tdDxf+MIXFKB+8Ytf7HTf/ZHMEIldVq/X+c1vfsPZZ59NKpUiCILBn3e84x3U6/Vh6Wg/+9nPeMMb3kAmk8E0TSzL4kc/+hEvvPDCiGO/5S1voampadTH3f4blYFvajZs2LDTMZ9++ukYhjHmfVevXk1HRwfvec97ht1vwYIFvOENb9jp8Yced9myZSO2P/XUU5x55pm0tLRgGAaWZXH++ecThiEvvfTSTo97991309jYyBlnnDHsfB999NHMmjVr2Dei559/PkEQcP75549rzDvq5DOeLj9j7TN0++zZs7n22ms599xzeeMb38h5553H7373O4455hg+97nPjUhjmMiYxvP4QoiJed3rXscNN9zAFVdcwWOPPTYsvXcsAx2rtk9fOvfcc0mn0/zmN78Ztv2II44Y0dDgvPPOo1gsDnaVvPvuu1m+fDlHH330sPe+U089dcRs0GWXXUYQBLz5zW+exDOeuPG+94zn/SyKIiD+fL333ns599xzefvb385tt93Gsccey1e+8pXdNOod29Fn8I586EMf4g9/+MOwxjfXX389K1asYPny5YPb1q5dy3nnncesWbMGPwsHXq/Rrgkm4+677+bkk09mzpw5w/5mTjvtNCBuBjTgRz/6EUEQDEvR3pHJft5s2LCBz3/+81x55ZXMnDlzXI/1H//xH/zpT3/izjvv5NRTT+W9730vt9xyy7B9vvrVr3LVVVfx5S9/mYcffpg777yTQw45hFNOOYWnnnpqzGP/8Ic/5Ktf/Sr/9E//xFlnnTWu8exvJCASu6ynp4cgCPiP//gPLMsa9vOOd7wDgO7ubgBuv/123vOe9zB37lx+8pOf8Mc//pEnnniCiy66aNR0rNmzZ4/5uC0tLcN+dxwHYFi62GTvO5AGMtob1XjfvGD08W/cuJGTTjqJLVu28N3vfpdHH32UJ554YrDeajzj37ZtG/l8Htu2R5zzjo6OwfM9EQPnZLQUmN7eXjRNo7GxcdL3b25u3uHjW5bFe9/7Xnp6enj55ZcBaGpqQtO0MY8JDB53Vx9fCDG2W2+9lQsuuIAf/vCHnHDCCTQ3N3P++efT0dEx5n16enowTXNE1zNN05g1a9aIf6uzZs0acYyBbQP7btu2jb/+9a8j3vey2SxKqUm99+2qibz3tLS0TOj97NBDDx12ca5pGqeeeiqbN28esZzBnrCjz+Adef/734/jOIOp2s8//zxPPPHEsJqbcrnMSSedxOOPP84VV1zBI488whNPPMHtt98OjO+zcDy2bdvGXXfdNeJvZiA1bE98Xu7s82bVqlUsX76cd7/73eTzefL5PNVqFYjPy9D0/QEHH3wwK1as4Mwzz+S2227jrW99K6tWrRoMnl944QUuu+wyLr/8cr74xS+ycuVKzjzzTO655x4aGxu59NJLRx3L9ddfz8c//nE+9rGPceWVV07oPOxPzJ3vIsSONTU1YRgGH/zgB1m1atWo+yxevBiAn/zkJyxevJhbb7112Dcoo7Vkhqn7Vn/gzW7btm0jbtvRBcD2Rhv/L37xCyqVCrfffvuwD7qnn3563McdaCTxq1/9atTbs9nsuI81YMmSJSSTSZ555pkRtz3zzDMsXbp0WFHm9ga+9XvmmWcGA+Gh9x/6reBYVH/+/0CBcDKZZOnSpWOOKZlMctBBBwFw5JFHDm4//PDDB/cLgoAXX3yR973vfTt9fCHE6GbMmMHVV1/N1VdfzcaNG/nlL3/J5z73OTo7O8d8H2ppaSEIArq6uoYFRUopOjo6WLFixbD9R3tvHdg28J48Y8YMkskk11133Zjj3Nsm8t5z5JFHcssttxAEwbA6ooH3uIH3ySVLlpBKpUZ9vO3fJ/ekyX4GNzU1cdZZZ/HjH/+YK664guuvv55EIjHsXDz00EO0t7fzyCOPDJvF277hxlgcxxn12mH7IGXGjBkcddRRfPWrXx31OHPmzBnX4w21q583zz77LBs2bBh19u3kk0+moaFhp+fhda97Hb/61a/o6upi5syZ/OUvf0EpNeLflWVZvOY1rxk2Ezbg+uuv5yMf+QgXXHAB//Vf/3VAZ1LIDJHYZalUipNPPpmnnnqKo446ite+9rUjfgY+zDRNw7btYf/oOjo6Ru0yN5UOOeQQZs2aNaIodOPGjSMWOJuogec+MCsF8QfcD37wgxH7Oo4z6rdk73znO+np6SEMw1HP9yGHHDLhcZmmyRlnnMHtt99OqVQa3L5x40Yefvjhna6tMHfuXF73utfxk5/8hDAMB7c/9thjrF69eqf3932fW2+9lRkzZrB06dLB7WeffTYPPfTQsM43pVKJ22+/nTPPPHPwouL1r389s2fPHtE84n/+538ol8uyFpEQu8mCBQv45Cc/ucMFkgHe+ta3AoxYK+XnP/85lUpl8PYBzz33HH/5y1+Gbbv55pvJZrMce+yxQPzet2bNGlpaWkZ975uKhWEn8t5z9tlnUy6X+fnPfz5s3xtvvJE5c+bw+te/Hojfj8866yxeeOGFYQX+Sil+9atfsWTJkikJ/iZioHPevffey09+8hPOPvvsYVkGo30WAnz/+98f1/EXLVrEX//612HbHnrooRELo77zne/k2WefZcmSJaP+zUwmINrVz5uf/vSnPPzww8N+PvvZzwLxmlJ33333Du+vlOK3v/0tjY2Ng9dXA89j+465ruvy5z//mXnz5g3bfsMNN/CRj3yED3zgA/zwhz88oIMhQJoqiJ0bKPT7t3/7N/Wzn/1sxE+lUlHPPfecampqUq973evU9ddfrx5++GH1y1/+Un37299WJ5988uCxrrvuOgWov//7v1e/+c1v1A033KCWLFmiDj744FELJletWjXmeLYvPHz44YcVoB5++OHBbWM1VRht/Ru2K9D8/ve/rwD17ne/W91zzz3qpptuUsuWLVMLFixQixcv3ul5W7hwoTr99NNHbH/hhReUbdtq5cqV6t5771W33367OuWUUwbPwdDxDxSSXnPNNerxxx8ffM5BEKjTTjtNNTc3q8svv1zdd9996sEHH1Q33HCDuuCCC4YVW463qcLA2DKZjHrTm940OLbly5erOXPmqM7OzmH7Goah3vKWtwzb9vDDDyvTNNXZZ5+tHnjgAXXTTTep+fPnq+XLl6t6vT6436c+9Sn1yU9+Ut1yyy3q4YcfVj/+8Y/VihUrFKCuv/76Ycfs7OxUs2fPVkceeaS644471L333qve9KY3qWw2q1544YVh+/73f/+3AtTHPvYx9fDDD6trr71WNTY2qlNOOWWnz10IMbp8Pq+OOeYYdeWVV6q77rpLPfLII+rKK69UiURCnXfeeYP7bd9UIYoideqppyrLstSXv/xl9cADD6hvfetbKpPJqGOOOWbYe8LChQvV3Llz1YIFC9R1112n7rvvPvX+979/8LNnQLlcVsccc4yaN2+e+ta3vqUeeOABdf/996sf/OAH6txzz1WPPfbY4L4Taaqwfv36wc+0v/mbv1HA4O9DP2vWr1+vDMNQF1100bD7T+S955RTTlFNTU3q2muvVQ899JD66Ec/qgD1k5/8ZNh+r7zyimpsbFSHHHKIuuWWW9Q999yjzj77bKVpmvrZz342bN8nnnhicLzz589Xhx9++ODvQxsEDHwGDm06MJaxPoPHKwxDNW/ePDVv3jwFqF//+tfDbu/u7lZNTU3qNa95jbr99tvVXXfdpf7f//t/g5+FQz8LRmuqcMUVVyhN09QXv/hF9eCDD6p///d/V8uWLVMNDQ3Dnl97e7tauHChOvTQQ9U111yjfvOb36h77rlHfe9731Onn3662rRp0+C+422qoNT4X/NHHnlEGYahLr/88h0eb6xrmzPPPFN98YtfVD//+c/VI488om6++Wb19re/XQHqe9/73uB+YRiqFStWqEQioS677DL14IMPqp///Odq5cqVClD//d//PbjvbbfdpnRdV8cee6z6/e9/r/74xz8O+xn6b/NAIQGR2KmBf6Rj/axbt04pFb/RXnTRRWru3LnKsizV2tqqTjzxRHXFFVcMO943vvENtWjRIuU4jjrssMPUD37wgzE7yExlQKSUUtdee61aunSpsm1bLVu2TF133XXqrLPOGtERbzRjBURKKXXXXXep17zmNSqRSKi5c+eqT3/60+q+++4bMf7e3l71t3/7t6qxsVFpmjbsHPm+r6666qrB42QyGXXooYeqj3/84+rll18ecb62DzTG8n//93/qrW99q0qlUiqXy6l3vetd6pVXXhmxHzBqJ6Nf//rX6vjjj1eJREI1Nzer888/f8QicD/60Y/U6173OtXc3KxM01RNTU3q1FNPVffff/+oY3rllVfUu971LpXL5VQqlVJvfetb1ZNPPjnqvjfffLM66qijlG3batasWeriiy9WpVJpXM9dCDFSvV5Xf/d3f6eOOuoolcvlVDKZVIcccoj60pe+NNj9TanRF2at1Wrqs5/9rFq4cKGyLEvNnj1b/f3f/73q6+sbtt/A++X//M//qCOOOELZtq0WLVqkvv3tb48YT7lcVv/6r/+qDjnkEGXbtmpoaFBHHnmk+tSnPjXYsUupVy+ih76njmVHn3NDL653FFCM972nVCqpiy++WM2aNUvZtq2OOuqoUbt7KqXUM888o04//XSVzWZVIpFQxx9/vLrrrrtG7HfBBReMOf6h7/3PPPOMAtTnPve5nZ6TXQ2IlFLqX/7lXxSg5s+fP2zx2AF/+MMf1AknnKBSqZRqbW1VH/nIR9Sf//zncQVEruuqz3zmM2r+/PkqmUyqN7/5zerpp58e0WVOKaW6urrUxRdfrBYvXqwsy1LNzc3quOOOU1/4whdUuVwe3G/gPA5c1+zMeF7zgWuT0TriDTXWtc2//du/qRUrVqimpiZlGIZqaWlRp556qrr77rtHHCOfz6svfOEL6rDDDlOpVEq1tbUNfvk61I7+Xiby/PcnmlJDmvYLIXYon8+zbNky3vWud3HttddO9XCEEGK/sGjRIpYvX77TVCGxa6655ho+85nPsGbNmgk1CBJifydNFYQYQ0dHB1/96lc5+eSTaWlpYcOGDXznO9+hVCrxj//4j1M9PCGEEGJCHn74YS6++GIJhoTYjgREQozBcRzWr1/PJz7xCXp7e0mlUhx//PH813/914G7krMQQohp62c/+9ku3T8MQ3aUWKRp2rA1/oSYLiRlTgghhBBC7NTKlStHbd88YOHChcO64gkxXUhAJIQQQgghdmr16tXDlmXYnuM4g2v0CDGdSEAkhBBCCCGEOGDJwqxCCCGEEEKIA9Z+01QhiiLa29vJZrOy2q4QQuxFSilKpRJz5sxB1+V7tgHyuSSEEFNnIp9N+01A1N7ezvz586d6GEIIccDatGkT8+bNm+ph7DPkc0kIIabeeD6b9puAKJvNAvGTzuVyUzwaIYQ4cBSLRebPnz/4Pixi8rkkhBBTZyKfTftNQDSQjpDL5eSDRwghpoCkhQ0nn0tCCDH1xvPZJMneQgghhBBCiAOWBERCCCGEEEKIA5YEREIIIYQQQogD1n5TQySEEDsShiG+70/1MKYlwzAwTVNqhIQQQuyXJCASQuz3yuUymzdvRik11UOZtlKpFLNnz8a27akeihBCCLFbSUAkhNivhWHI5s2bSaVStLa2yizHBCml8DyPrq4u1q1bx8EHHyyLrwohhNivSEAkhNiv+b6PUorW1laSyeRUD2daSiaTWJbFhg0b8DyPRCIx1UMSQgghdhv5mk8IcUCQmaFdI7NCQggh9lfyCSeEEEIIIYQ4YEnKnBBCCCGEELuJUop81ccNIhxTpzFlDWYp7Og2MXUkIBJCiP3cokWLuOSSS7jkkkumeihCCLFf6yzWeXZLkS35Kl4YYRs6cxtTLJ+bAxjztrac1GZOJQmIhBBiH7Ry5UqOPvporr766l0+1hNPPEE6nd71QQkhhBhTZ7HOI6u7KNQ82rIJEpZB3Q9Z01VibVcZTYNIqRG3dZddVh7SKkHRFJIaIiGEmIaUUgRBMK59W1tbSaVSe3hEQghx4FJK8eyWIoWax6KWNGnHxNA10o7JwuYUL3eWWL2tzMKW1LDbFrWkKdQ8nt1SlLXyppAERMAf1nTzN1f/jk/d+vRUD0UIsYcppah6wZT8jPfD7sILL+S3v/0t3/3ud9E0DU3TuOGGG9A0jfvvv5/Xvva1OI7Do48+ypo1azjrrLOYOXMmmUyGFStW8OCDDw473qJFi4bNNGmaxg9/+EPOPvtsUqkUBx98ML/85S9352kWQogDSr7qsyVfpS2bGFETVPUiokgRKUXVi4bdpmkabdkEW/JV8lV/bw5ZDCEpc0C5HvBiR4mUbUz1UIQQe1jNDzn8svun5LGf/8qppOydv+1+97vf5aWXXmL58uV85StfAeC5554D4DOf+QxXXXUVBx10EI2NjWzevJl3vOMdXHHFFSQSCW688UbOOOMMVq9ezYIFC8Z8jMsvv5xvfvObXHnllfzHf/wH73//+9mwYQPNzc2758kKIcQBxA0ivDAiYY28lvSjCNDQNIUfRiNuT1gG3RUXNxh5m9g7ZIZICCH2MQ0NDdi2TSqVYtasWcyaNQvDiD9kv/KVr3DKKaewZMkSWlpaeM1rXsPHP/5xjjzySA4++GCuuOIKDjrooJ3O+Fx44YW8733vY+nSpXzta1+jUqnwpz/9aW88PSGE2O84po5t6NT9cMRtlq4DCqU0LGPkpXfdD7ENHceUy/KpIjNEQogDStIyeP4rp07ZY++q1772tcN+r1QqXH755dx99920t7cTBAG1Wo2NGzfu8DhHHXXU4H+n02my2SydnZ27PD4hhDgQNaYs5jamWNNVYpGdHpY2l7J1dF1DoZGyhwc9Sik6S3WWtGZpTFl7e9iinwREQ0gpmxD7P03TxpW2tq/avlvcpz/9ae6//36uuuoqli5dSjKZ5G//9m/xPG+Hx7Gs4R+8mqYRRZKuIYQQk6FpGsvn5uguu6zvqQzrJNdZqnPwzCwasKGnOuK2hpTN8rk5WY9oCk3fq4LdSP4AhRD7Gtu2CcORqRfbe/TRR7nwwgs5++yzASiXy6xfv34Pj04IIcT22nIJVh7SOrjWUHfFxTZ0lrRmR6xDtP1t0nJ7aklAJIQQ+6BFixbx+OOPs379ejKZzJizN0uXLuX222/njDPOQNM0vvjFL8pMjxBC7GVKKfJVn0jB0fMbOHp+A16ocEydxpQ1+OX7yVmHfNXHDaIRt4mpI9VbQgixD/rnf/5nDMPg8MMPp7W1dcyaoO985zs0NTVx4okncsYZZ3Dqqady7LHH7uXRCiHEgauzWOfhF7u4+6/t3PNMO/c8s5WnNxXQNWhK28MCHk3TaErbzGpIjLhNTB2ZIRpC1sMSQuwrli1bxh//+Mdh2y688MIR+y1atIiHHnpo2LZVq1YN+337FLrR1kPK5/OTGqcQQhzIOot1HlndRaHmDasNWtNVorvssvKQVkmHmwZkhgiQ2FwIIYQQQkyEUopntxQp1DwWtaRJOyaGrpF2TBa1pCnUPJ7dUhz3otxi6khAJIQQQgghxATlqz5b8nHXuO1T3zRNoy2bYEu+Sr7qT9EIxXhJQCSEEEIIIcQEuUGEF0YkxlhjLmEZeGGEG0ijm32dBERDyISmEEIIIYQYD8fUsQ2duj/6Egl1P8Q2dBxTLrf3dfIKAdLgQwghhBBCTERjymJuY4rOUn1EnZBSis5SnbmNKRpT1hhHEPsKCYiEEEIIIYSYIE3TWD43R0PSZn1PhYobEEaKihuwvqdCQ8pm+dyctNaeBqTtthBCCCGEEJPQlkuw8pBWnt1SZEu+SnfFxTZ0lrRmWT43Jy23pwkJiIaStohCCCGEEGIC2nIJTs465Ks+bhDhmDqNKUtmhqYRCYiQGiIhhBBCCDF5mqbRlLanehhikqSGSAgh9kOLFi3i6quvnuphTGtf//rXWbFiBdlslra2Nt71rnexevXqqR6WEEKI3UwCIiGEEGIUv/3tb1m1ahWPPfYYDzzwAEEQ8Pa3v51KpTLVQxNCCLEbScrcEFJBJIQQYsCvfvWrYb9ff/31tLW18eSTT/KmN71pxP6u6+K67uDvxWJxj49RCCHErpMZIkBDioiEOGAoBV5lan7G2bjl+9//PnPnziWKhq9ufuaZZ3LBBRewZs0azjrrLGbOnEkmk2HFihU8+OCDe+JsiSEKhQIAzc3No97+9a9/nYaGhsGf+fPn783hCSGEmCSZIRJCHFj8KnxtztQ89r+0g53e6W7nnnsuF198MQ8//DBvfetbAejr6+P+++/nrrvuolwu8453vIMrrriCRCLBjTfeyBlnnMHq1atZsGDBnn4WBySlFJdeeilvfOMbWb58+aj7fP7zn+fSSy8d/L1YLEpQJIQQ04AERENI120hxL6gubmZv/mbv+Hmm28eDIh+9rOf0dzczFvf+lYMw+A1r3nN4P5XXHEFd9xxB7/85S/55Cc/OVXD3q998pOf5K9//Sv/+7//O+Y+juPgOM5eHJUQQojdQQIiQDLmhDiAWKl4pmaqHnuc3v/+9/Oxj32Ma665BsdxuOmmm/h//+//YRgGlUqFyy+/nLvvvpv29naCIKBWq7Fx48Y9OPgD1z/8wz/wy1/+kt/97nfMmzdvqocjhBBiN5OASAhxYNG0caWtTbUzzjiDKIq45557WLFiBY8++ijf/va3Afj0pz/N/fffz1VXXcXSpUtJJpP87d/+LZ7nTfGo9y9KKf7hH/6BO+64g0ceeYTFixdP9ZCEEELsARIQCSHEPiiZTHLOOedw00038corr7Bs2TKOO+44AB599FEuvPBCzj77bADK5TLr16+fwtHun1atWsXNN9/MnXfeSTabpaOjA4CGhgaSyeQUj04IIcTuIgHREEoabwsh9iHvf//7OeOMM3juuef4wAc+MLh96dKl3H777ZxxxhlomsYXv/jFER3pxK77z//8TwBWrlw5bPv111/PhRdeuPcHJIQQYo+QgAgpIRJC7Jve8pa30NzczOrVqznvvPMGt3/nO9/hoosu4sQTT2TGjBl89rOflTVv9gAlnXaEEOKAIAGREELsowzDoL19ZAOIRYsW8dBDDw3btmrVqmG/SwqdEEIIMT6yMKsQQgghhBDigCUB0RCSHSGEEEIIIcSBRQIiQNOkikgIIYQQQogDkQREQgghhBBCiAPWpAKia665hsWLF5NIJDjuuON49NFHx9z39ttv55RTTqG1tZVcLscJJ5zA/fffP2K/fD7PqlWrmD17NolEgsMOO4x77713MsMTQogRpGPYrpHzJ4QQYn814YDo1ltv5ZJLLuELX/gCTz31FCeddBKnnXYaGzduHHX/3/3ud5xyyince++9PPnkk5x88smcccYZPPXUU4P7eJ7HKaecwvr16/mf//kfVq9ezQ9+8APmzp07+Wc2CfJ5L8T+xzAMIH6fEZNXrVYBsCxrikcihBBC7F4Tbrv97W9/mw9/+MN85CMfAeDqq6/m/vvv5z//8z/5+te/PmL/q6++etjvX/va17jzzju56667OOaYYwC47rrr6O3t5Q9/+MPgh+3ChQt3OA7XdXFdd/D3XVmDQyqIhNh/maZJKpWiq6sLy7LQdckUngilFNVqlc7OThobGwcDTCGEEGJ/MaGAyPM8nnzyST73uc8N2/72t7+dP/zhD+M6RhRFlEolmpubB7f98pe/5IQTTmDVqlXceeedtLa2ct555/HZz352zA/fr3/961x++eUTGb4Q4gCkaRqzZ89m3bp1bNiwYaqHM201NjYya9asqR6GEEIIsdtNKCDq7u4mDENmzpw5bPvMmTPp6OgY1zG+9a1vUalUeM973jO4be3atTz00EO8//3v59577+Xll19m1apVBEHAZZddNupxPv/5z3PppZcO/l4sFpk/f/5Eno4Q4gBh2zYHH3ywpM1NkmVZMjMkhBBivzXhlDkY2aZaKTWu1tW33HILX/7yl7nzzjtpa2sb3B5FEW1tbVx77bUYhsFxxx1He3s7V1555ZgBkeM4OI4zmeGPSUqIhNh/6bpOIpGY6mEIIYQQYh8zoYBoxowZGIYxYjaos7NzxKzR9m699VY+/OEP87Of/Yy3ve1tw26bPXv2iG8gDzvsMDo6OvA8D9u2JzLMCZNliIQQQgghhDgwTai62LZtjjvuOB544IFh2x944AFOPPHEMe93yy23cOGFF3LzzTdz+umnj7j9DW94A6+88gpRFA1ue+mll5g9e/YeD4aEEEIIIYQQB64Jt1u69NJL+eEPf8h1113HCy+8wKc+9Sk2btzI3/3d3wFxbc/5558/uP8tt9zC+eefz7e+9S2OP/54Ojo66OjooFAoDO7z93//9/T09PCP//iPvPTSS9xzzz187WtfY9WqVbvhKQohhBBCCCHE6CZcQ/Te976Xnp4evvKVr7B161aWL1/OvffeO9gme+vWrcPWJPr+979PEASsWrVqWIBzwQUXcMMNNwAwf/58fv3rX/OpT32Ko446irlz5/KP//iPfPazn93FpzcxsvCgEEIIIYQQBxZN7SdRQLFYpKGhgUKhQC6Xm9B9//flbq667iYSrYv46aVn7aERCiHE/mlX3n/3Z3JehNg/KaXIV33cIMIxdRpT1riai4m9ayLvwZPqMre/yXY9yS+cy6AIUNjZ7kIIIYQQ4gDUWazz7JYiW/JVvDDCNnTmNqZYPjdHW046mU5XEhABjR3jW1RWCCGEEEIcmDqLdR5Z3UWh5tGWTZCwDOp+yJquEt1ll5WHtEpQNE1NuKmCEEIIIYQQBxKlFM9uKVKoeSxqSZN2TAxdI+2YLGpJU6h5PLulKPXo05QEREIIIYQQQuxAvuqzJV+lLZsYUS+kaRpt2QRb8lXyVX+KRih2hQREQgghhBBC7IAbRHhhRMIyRr09YRl4YYQbRKPeLvZtUkMESF8QIYQQQggxFsfUsQ2duh+SdkZePtf9ENvQccw9P9cgXe52PwmIhBBCCCHElJkOF/iNKYu5jSnWdJVYZKeHjU8pRWepzpLWLI0pa1LHH+85kC53e4YEREIIIYQQYkpMlwt8TdNYPjdHd9llfU9lWJe5zlKdhpTN8rm5SQVy4z0H0uVuz5GASAghhBBC7HXT7QK/LZdg5SGtg8FLd8XFNnSWtGYnHcCN9xxs3+VuIPBKOyaL7DTreyo8u6XIyVlnn5tdmw4kIBJCCCGEEHvVdL3Ab8slWJmx2dBTpeQGZB2ThS0pdH3itUMTOQcT6XLXlLZ3y3M9kEhAJIQQQggh9qp95QJ/ovVLo6W3reueXIrfRM7BeLrcdVdc6XI3SRIQgbSZE0IIIcSUmg6NBXanPXGBvzuCmx3VL+3uFL+JnIN9qcvd/kgCIiGEEEKIKTRdGgvsTrv7An9PBzd7IsVvIudgT3e5O9BJGCmEEEIIMUUGLszXdJXIJSzmNabIJSzWdJV4ZHUXncX6VA9xj2hImjQkbF7pKlGq+yilBm8buMCf25ga1wX+RM/h9sFN2jExdC0OblrSFGoez24pDhvTRNLbtn+svopHR6FOX8UbdsyBIKezVB+2fbRzMNDlriFps76nQsUNCCNFxQ1Y31PZpS53QmaIhBBCCCGmxHRtLLCrBmZzNuerrOuu8tK2MgubUyxtzeJY+oTaWE/mHE6mfmkyKX7bz1pZukZj0uGgttRgoDORVt57osudiElAhJQQCSGEEGLv21caC+xNQ1PV5jYmmZGxeaWzwsbeCu2FOofPznLorIZxX+DvreBmoil+26fkuX7EK10lfr+mB8vQOXx2jkNn5Vg+NzehIKctlxjsOneg1JvtDRIQCSGEEEJMgQOtc9hoszlpx2TFYpvDZmdZ111lXlOKlYfMGHcb670R3AATquHZ/nkWaj7Pby1S8QPmNybpq3nkqz6vDKlXOvnQ1nEHOZqm7TcB8r5CaogAJXNEQgghhNjLhl6Yj2Z/6xw21myOhkY2YbGkNQ4eCrVg3Mcc7RwqpSjXA/qqHj1lF0vXRgQ3cxqSrO+p0FOps61Yp7fiUnYDIhWNWr80UMOTS1q8sDWezSnUfMquP6KGZ+jzBNjQW6XiB7RlHBK2SXPKoeIFtGacwXolgKa0zayGBE1pW2Z89jKZIRJCCCGEmAIHWuewPTEjtv05LNR8NvRW6a14+EFEoe5z6KwsXvBqwNRVcinWfV7cWuThF13QIW3rNKYc0rbJITMzY9YvWbpOZ8nlhY4iKGjJOBy3sIk3LJ0xmN429HlW3JDeikdD4tUZH8vUCVyfIFL7ZVrkdCQBEaChdr6TEEIIIcRuNDDrMN6i+uluT6ylM/QcPrOlQFfJxQ8jUrZBXUU0p21A47cvdbPykFYAHlndxZZ8Dcc0SDs6QRBRqgW4XsScxiRqlMvCoTVBr13YRKigXPfJ13y87QK4oc/TjyKCMMJOvBrU+kGEqetYhr7fpUVOV/vHHKwQQgghxDQ00DlsSWuWYt1nc75Kse6zpDXLymUTW+hzXzeRNtOjGauFdVsuwZuXzUDToK/qoesQKpjbmOa1C5tYPidHoebxzOYCz2wpkK95RJHCMjWOnt/IkfObOHZBE3ObUixoThGpaFjb7e1rgjIJi4akxdymFIfPzlGs+8P2H/o8TV3DNHS8MBp4EuRrHi1ph7Rj7HJa5I7aeovxkxkiIYQQQogpdKB0DtuVGbGxFl49Yk4W2zTIV31SlsFJB8/ANg0sQyftGGj9deJt2QSvdJUAjWzCZENPlcakjabpJExFTSlMXWNtd4Vj5jewua9CvtpIU9omX/XZ3FchbZvkaz6W3n9sTRu1k93Q59lVqpO2DXorHo1Ji0LdJ+1YLGxJgmKX0iIPxAV99xQJiIQQQgix31BKTcvA4kDpHDbWWjoHtWaY35QiUtBX8Ya9btu3sB4Iop7e1MejL3fRmnVwg4iXthVZMiPLohkpMtul5CUsg6oXAhoNSQs/DAlNna5SnY5Cne6yS9UL8cKI3opLWy7BsQubaUrbbMnXeH5rER2dUEWYhk5z2mZhc4rGlD1q2tvQ5xlEBdoLdTbnayxoTrO0LY2p67u0oOpY52TNkM51EhSNnwREANPgjVIIIYQQOybfmE8P28+IFWs+m3qrPL6uZ8TrNiNj89iaXjb1VThoRoaUHc/M+GFEoeazua+GZegsm5lhS77GpnyVshuwfG6OxtSrAWbdD0nZBhB3gessuqxzK3SVXcr1ENvUySZMbFOn5oWs7arw0Ivb0DV4Yl0v+apPW9ah0XHwwoiOYp1SLX4cy9BHTXsbeJ7HLGhkS77G2q4yhapPyQ1wg2jSC6pGUcRja3vY3Fdj8YwUqf6ZsP19Qd89SQIiQJN8SyGEEGJak2/Mp5eBGbHOYp2nN+WHvW41L+CZLXn+srmPlG3w180FbEOnt+LTnLZZ0JRkY1+Nqh+yuCVF2fWp+yG5hEl3qU7FizvNNSTjWaaB+qSlrVkKNY/fvNiJF0Tkaz5+ENcSgaJY82nLJkjZOrqus7mvyq+e7SDtGBzclqWjWCOXsEhYBo6p01l22dBTJZswWNqWGzXtbeB5NqVtjpiT2+XZy85incfW9PLrF7ZhGRo9FZeWtMPCliQNSXu/XdB3T5OASAghhBDT2mgLfgLyjfk+brTXLV/12NBbZUtvhRe2lTE0jUx/QOJYBh3FOl1FFy8Iac44BKFiU1+Vmh8RRhHbii5BpOiterRmHHIJk66yO5ia9vtXetCATMJkS76OF4Q4lkEYKfwwolT3aM6kmdOYpFQLWN1R5M3L2piRcSjVA7aV6jQmbSxTJ2nqvNRZ4viDWkakvY2VujlagDLeNM+BoH9TXwVL15iZTRBGiq2FKsWaz5HzcjQkR0/hm66ppHuLBERCCCGEmNbGWvAT2G+/Md8fLnC3f93y1XiR0orvU/YisraBAipeyIbeKktaM7RlHDb0VsnXPLIJk7XdFQq1OJ3NseOZm658jfa+KnU3ZHFrhmMXNPHGg2dgGToVL+B1i1tY31NhY2+Vigtl1ydSYGgaFS+MO9DpOqFS1PwQXddoSNocOS/Hhp4aPRUXv+4RhArH1DlkZobWrDP4vLZP3bR0jcakw+LWuLbJMXXcIF6nqFQP2NRbpb1Q22Ga59Dg8aAZGXor8TpGCctgpplgW6nOhp4aR86zRnSuk1TSnZOACKSGSAghhJjG9sSCn/uigSBoS77K2s4q+ZqLH6lpe4E79HVTSrGht0rFD8g5Fp3FeFan5ofkkjZdpTqdxTqLZqRpTFp0FOq81Flma75OxjHZ1Fujr+KBptGUNLENjeaUTdIyKNTidtQDjzevMUXWMdnUW6VUD9AD0DX6a5NgQ2+VshvSko7vH0YRZTcgUrC4JUnS0ljfW6VSD6gFAb9+bhvre6q85ZBWdF3nkdVd5GseGcck9BQbuits7O2k4oUkLR2lwLEM0raBF0TkkhZHzGlgXmNqzDTPocFjyjZoTtt0FOs4po6mxX/jm/qqtGUtqn7E0tYsDUmTlzpKPPJSJ30Vj5m5BI1JG0NHUkm3IwGREEIIIaa1PbHg50TsjdmagW/5X+wo8vzWIn4YsbA5xdLWLI6l7xMXuOM9DwP7Fao+Qaio+QEojd6KR0PCIowUoVIowNA1ZuYc/CCivVijOW33BxIh67vrZBMmzRmLvqpPxQsJwpCuUjxz80x7gbIXsLG3Qr7m847lswf/TlKOjhuEVOo+phEvkuoGEV4QUawr+qo++YrFEXMb+NO6XlK2QcUL6Sq59FZcvEBR9gIMDbYV6zy+vpffvLCNo+c3EkQQRYoXt5bY1Feh5kVEqj8lT9P6W4KHdBcVXhQxrynJms4yKdugMWWPmuY5NHjUNI2FzSmKNZ+XO8u4fogbhJTdkL6Ky+IZGQ6fnePhF7u499mtrOkqY+oaSdugNeMwrynNguYEff0zcpJKKgGREEIIIaa5gYUw13SVWGSnR9Ry7MpaLzuzN9KRBmpH8jWPfNXHMTVmZZP01Xye31pk+dwci1omXis1mUBurPuM9zwM3c8NQjb1VlnTVeGQmWmCMMJOWHhE6GiU6gGtWYfmlI1t6qzpqlD2AkpunC5mWzrNaQs/UHSXXCIgUhquHxCG8YzQ+t4qs3MJ/rIpTy5hYhsGf9nch+dHbOiuECio133yEaDANnX8KCCMoCOIiFQeyzLI2CamBn31gHzFo+IGmKZOQ8LC0DRsQ+eFrUWeby+wrC1LJmFS9UJMTcfUI/LVgDBSaLrGwqzNtqJLqR5gGhpb+qDiBRiGxgkHtQCQtk2eb8/TnLZoyzp0llyqbsCm3gq5lEXdC3H9gLWdZYquj46GbeosaE7ihyG/eGoLCctgQ3dcb5RJmNS9kK2FOoV6QGexzuFzMvtdKulkSUAkhBBCiGltVxb83BV7o7Pd0NqR1ozDhp4qzSkHxzJwLCPudNZb5ai5DROqlZpMIDfWfWY1OINj3NF5GHm+EtiGwZ/W9fDY2j4cK24drWsQqbi9dGvaAU3D1HXmN6c4fFaWDb01IgVhGOGHcaqdG0TYBviRwtB1TEMjaevoaPRWPRxD57G1vVimzubeGt2lOn01F5SGF8JgMmUQoesaCoUfKQIF87MOnWWPUj0AoBaEBErhaBpeGLGpr4quaahIUfYieis9LJqRxvUVSVsnVHETh66SixZCdzmuPwqVImuZVN2QSCme9vI0pSy8ULG5t8q6ngqPr+sd+Eugp+LjhxFNKYuqF9Fb9ai7AYqIegCGpnh2c0RrLkkQRWQdCz+MmNOYxAsVfhjQW/VIWD695TggO3hmetqnku4OEhABB/YkoRBCCDH9jbXg52TXetmZvdXZbmjtiBdGBFGEZcYzXZqm0ZCw6K14VNyQpD2+WqnJBHJj3eeVziKPvuySS1osn5Mb8zyszNijnq85jUnevKyNJ9b30FlyqXtV2nIOh8zKUKoFlD0fQ4d8LW65XfUC2nIOadsgCBUbeuNUs1zCxAsiNOI6HS9S2KZFNmFSdv24VkiHpG2SsnW8MMQLQEehAUOTKS1TYesGJS+k6gbkawGNSROlFF0lF6Ug5RhEkaJU9+MUORWhqziwckNY21UhaRtYrkakYEbaQSOum3IDhWPpdFdCOv0oDq7qGqGCYt1nUVOKih8ShBH1IKRUD/D6A7UwjGe2qn6IF0QYuo6ua9imhqVplLyQem+VGRmbDeUKLVmHqhfQVfbwwwjHiluMp2yDjX0VVH+78VkNB3YdkQREQgghhNgvbL/g557svra3OtsNazwAmLqOH0Q4/Q0kbEOnVPfxowjNZ6e1UpMJ5HZ0n9Zsgic35rEMfcQ3zEPPw4ae6pjnqyltc+KSGXGti6GjAQtaUnhBxCudFTb2VrCM+LVc2pZjXlOSx9f1UKr59FZ8thXrREpRqoWEKiI0dAxdI23HDQeK9ZCMbWCbOqWah0InaZsEoaLqRWiawtQ1NBXPMIUh1KMQgJofsiVfoyFpxp3n+mNNWzcoeAFKAUoRRRAOeU5BBFUvpClp4oaK7kocSIVRBET0VkL8QKFp8WubsAyKdZ/OQh1NKQxDJ9tfD2frOpUopNE2KIeKshfiBlH82ERo6DSkLCzDoFz3qfgBkbLwo4i6G7Ct6OIHIZapYerx301jMn65TF1nU1+Vg2dmDug6IgmIhBBCCLHfGGutl91tb3W2G94wwqAl7bC1UGWmmYD+lC3T0DF1bbBWqiFp0lfxRg0KJxPI7eg+QaRIWQYl16fihmS2a2oxcB5KbrDD85W0TRrTNq9f3EJn0R1My5vflGT53BwHtWaY25gcrAN7rr3AY2t7SdsGDUmbUs0jUHEKXRCGZByDqhtSdgNA0drg4PuKegBB4NOQtAGNql8nisBAQ9MgUgovBFMHx9DRdVAoqvWIQAUYOnghlN0AP4xeTe/b7vnoQBhByQ1xTJ1KPYyPpaCjUMcPVdzZTml4oULX4m6BoYKuskdLxqZQ83B9RckN0FCU6x4Jyxr8uwjCuPEEWnxcTQPbjJs/lOshGlo86xZEGLqGUjq+FqCAzfkaMzIOh8/J0Z6vHfB1RBIQCSGEEEJM0N7qbLd9w4iFLUmKNZ9tpToNCWswlayrVKcx7TCrweGR1d1j1gZNJpDb0X0sXSdpmdT8OEAY6zxkHXNc52tuY5Ij5uR2OMunlIoDABS5pElbYFN2A5KWjq5F8SyOplH1AxSKtG2StU22uXWSpk4hCLENjVzCJF/VCbyQKIpQGnGAASRsA9vQqXoBVgSREbfe1lGECvz+6aBQvXqfAVr//ygFXqCIonDw90hBEMTBi65pWKaOUnEXOcMAQ4+P2VeJU9xQGl4UvfqclYZSYBnx+QjCKG4kEUTYpo4iDq7KbpwiWA9CUraJoWn4SlH3I2xDI4oULWmbRS1JthTqB3wd0Z7pPymEEEIIsR8bCFQ6S3WUGn5JPNDZbm5japc72w00jGhI2qzvqWDqOofPydKUcticr+EG0WAq2fI5OZ7dUmRNV4lcwmJeY4pcwmJNV4lHVnfR2b9uzUBgMprRArkd3SftGGQSBjUvxNSHzx4NPQ8LW1LjPl8Ds3yzGhI0pe0Rs1L5qj+4wOqshrhhgFIRtmmQTVg0Jk0MXSNhGaRMA0PT2Fqo05pJsHRmhjCKA5WkbZBLWliGhqFrgIYOGEDKMoj6xxmqOD1Q0+JAKOofvmJkMDQgUq9eZAf9HewiFQdL2sCdNQ1T12jJWGQTBpqKA1LXCynWAuqBQqEw+oMpBZT9gChShFGc7mbocRTnhiGlukehFjde8IIIL4jbj6OBZeg4hk4uYZJwDBoSJhnHoKcSN3goVH36Kt6I1+ZAITNEQgghhBATtDc7223fMGK0VLKGpMkjq7vHrA1a11PhsbU9vHZhEw0Jm45ilcUzMiNmXkZrUb6jtuYQX8TPbkjSVXbRNW3U86Dr+i6dr6HtvgtVHzcImd+UJpsw2Zqv0ZSy6S27dJZdPD/EC+NgwLEM8lWPbNLmjUtbyCQs1nRV6CzWadNskqZB1jFxgwgNRR2FqUHN89H7Z7/SjoXrB2jEqXFJS8f3I9wdTKqMCJYUOJZGNmFTrnkESiNhxjVJNTfEC0PqgSKM4rQ/AMfQCCNF1B8MWRoECsK4GIlIxUFREEXUvQhP1zA1nWzSxjJ0ynUPQzfQgbIXkDB1Mo5FJmmRMHUqXsjja/vIJU0efaUTxzSm5QK/u4MEREIIIYQQk7A3O9vtrGFEX8Ubs86nWPfpLnn8dXOBDb0VDE2nq+RSdkOWtGZ2GpjsLPib15xi+ZwcHQV3h+dhsudr+3bfQajY1FvFNgz8MKKz5KJpGqah05y2qXshSlMsbEpjWTqun2TZzCyhAsc0WLmslXuf2Up70SVlm8zKOeSrARUvIGnrNCVNwggKNR/NJG7UoDQc00ARYug6ygBdj3CDkfVDingWaGhAFCpQSsMPQzRDI/AiivUITYMgMrB0sAzw/YhQgW0Q1ydpGmEUBz9e/yyTAkIUWgi+HqIDStNIWQZJx6Q1ZVN0A0LbQEWg0NA1hRepeC0kFIWaR2/FZU5TkmWz0jSlHAydfWKB36kgAZEQQgghxCTtzc52O2oYMVadT6Hm8czmIiXXw9I1WjMJkpaBG0QUa3GzBMcydhqYjCeYOWz2zhd6He/5GpgR2pKv8sS6PvwwZGYuScIyqPkBa7oq/O6lTlK2SdkNaUhapJMmqdBga1CnOeVw7KImUpZJEEUcf9AMNvfV2JKvkktZvO3wmazrLscLouo6sxo1TE2jWA/oKrukTR3H0mlIxnVaPW7cJc4xdMIoPteaBmlHp7SjqaJ+EVAPIiIV4YfxTA/0X4iriKofzwRp/QGPF8aBGKq/9mi74zmWhqVreEGEH4GlK5KWwexcglzCohKEOKZJ1YtntpozNnUvohYEuIWAih8yI5WgKWGzqa/G1oJLS9phQXOCvqq3W1rGTycSEBEXtgkhhBBCTMbe6my3I6M1eVAoNvTUqHg+TUmbWhCRMA3SjsnyOTnW9VSYlUuwYlEzCcvYaSC3s2BmvOdhZ/sNzgj1VXm2vUB7vsacxiShgiWtaTKOxYqFDdz2f2W6Si5t2QQVL8AyNKpeQGvGIeOYFKoBUUKxtC3HwTMzHDwzMzj2uLFAxLruGl4YMrshwYLmJLf8aTOPvNSF1b/2UakeUKj6VOph3HShP0CJS440NE0jYUB9u/Kq0RotRArqwfDbIgVuoAYDJJ1XZ5cGOsdtX9ZjAGnbwNR1NC2EICKXsJjdkOTw2Vm8MK4F21aqY2jxOkiOYZDNmBTqAWU3QEWKpK2RsHU0LT4XG3rKFGoeS9vSu6Vl/HQiAZEQQgghxD5kaL3MeGecRqvzqbghPRWXhoRFwQ2YlUuQsnXK9QA/isjYJvmqR8Iyxn3hu6vB386e29AFYAs1n2e35Cm5EWu6yjy+rpeD2zKcuKSFppTDzAaHvoqHY+nk64qeikdrxmF2Q4JIKV7qLHH8QS3DUgCb0jbbCjUefamHl7uKeKGiOWVR93Nx8wMNVh4yg86Sxx/XdLOhp4obhPEaQ9GrMzWRIs6Di8LBYGZH+g89IlCKeLVJAwyvPQrH6NoQQX+DC4VpaKRsg4xjgA7bih6dZZempIVCwzb1uLNdFBFEEEYKFSkSlkHZDfnzhjwRCsvQySYseio+ug7zGlMHVOc5CYiEEEIIIXazyQQ1MLJeZvu22WMZrc6n7odUvQDX18g4Fk1Ji2fai/RWPIIwwtB0IiKOXdi8x2YChp6HYs1nU2+V9kJtxHNrzcbBzaMvd9NRqJF2DB5f20tv1aclbWMZFsVawMvbSlTqAa8/qJmkaZJsNFg+p4FAKToKdapuSC0I0TWNppTNikVNw87bc1vy/OB3a3mlq4xSYJs6KdvgufYSTSkLP1QcOivLopYkf91o4AYhfjR6MAPgT6Ap23h2He8+FU9haCENpolt6rihouaG9EQuW/NVijULP4jwwxDLMNA1DVPXSTsmbhCvUVTxAkxDI2GZBGFEue5jGzrPbCqQtq1dbhk/nUhAJIQQQgixG002qBk6OzK0ccF4C923r/PJV338MF6UdFYuwcbeGhU/oCFhYScsyq5PZ8nniXW9tGWd3V5EP/Q89FY81ndXsE2dI+Y0MK8xNfjc1naVacnYdJbqPL0pT9o22dhbpVD3aErZmLqBoWtkEyZ+GJGveTy/tUQmYaCh05CyyTgmC5pTVNywv+10QGfJI1/1WddVZmFLihe2FvnGr17kpW1lbF3DMfW4lbUbsKazTKAUuqbx+NoeDF1ja76K3z9Jsq81o1bEdUj5WkAuaaCpeJ2ktGUQRIp8xcOPIoJ4KotCPcDWtf76pJCkZRJE8RpNlmmg+rvO6Rrkax41L6QheeCECQfOM92RA7TnuhBCCCF2r8kGNUopnt1SHLNt9vqeyrgK3YfW+dT9kCfW9bG1UKGv6lPxA9oy/fdXipofcnBbFj+KdlsRvVKKvorHix0lnljfC0qxsCXFtoIiUvHP2q4KKdugMWXTGNj89qVOUo7F4bOzZGwLRUR7oU7a1tGAiuuTdkwMHdwQmpI23eU6upYgmzRI2fFMhoZGxjHZ2FPmoZe6cL2Qpzb2YZkGs7I23WWXtV0VHCPuSFcLInqrHlU3RNPjhgkAZaWouAGViUz/TJFQQbkeLzSbSVjkkiZ9VZ+850N/gGcZOoYGbhBS8SJ0DdzAI22ZVN2QtK6ja2AaGj0Vn8akScrWKdQCGlPWXmkYMtUkIBJCCCGE2A12JagZ6Kg2WttsTdNoyybGXeg+tM7n+CUa9/zV5aVNPczMOvEMgR+Sr3mkHYtFM1KYur5LRfSvdoSr8dSGPl7cVuKFrUUqbsCsnENn2aXmhbRlE9imTmfZZUNvlVzCZGNfFcPQMfV48VDb0qm4EZpSlN0QCImiiHzNH1xXyDChWAk4en6SOY1JNvRUB4PPNZ0lfvVcBzU/pC3rECnIVzye25yn5IaYOiQtk0jFjRUq/R3cLMCLFLoGCU3b52aEdiSIIGXrzMgkmN3oEFGjXPcJ0dC1ONmv7imUBoamoVBEERiGhhdG6F6ArmtoKl45dtnMHA0pK349N+YnPNM5HUlABNJmTgghhBC7bDJBzUAwsakv3t6adUY9dsIy6K64Ey50b8slWLG4idXbSviRoqfiYuo6sxtSLGxJ0pC0CSM1qWPDq2lxL3YUeGpjH1sLLo6po2uKWQ0J6n7EM5uLaBrkEjaOpdGQsOiteHSVPHorHi1pe7BLXHPaZmtfjbofomkahqFh6gb1IKBc8bB08IOAbMLmjUtncPicHM+1l9iSr9JVqvOnDb0EkaI14wAaKdvEC0LqfkTNC4mAmhd34kuY8TpGjqkTRRFBEGEMLIYaTZ+QSCPuelf3fMquQc0NSDsGbghhGC/06ocK0wBN19DRiJQiiBSGrmHqGhnHoBZEzExYHNSWxgsinljXSxBFk0rfnG4mVS11zTXXsHjxYhKJBMcddxyPPvromPvefvvtnHLKKbS2tpLL5TjhhBO4//77x9z/pz/9KZqm8a53vWsyQxNCCCGEmBJjrQU0IGEZeGE0GHh0Fus8/GIXd/+1nd++1MnqbSX+vCFPoeaNuG/dD7ENfVKF7nMbUxwxO8eRcxt47cJmVixq5sh5ORqS9i4deyA98JXOIn0Vn6obkbINNKBQDTB1jZa0TaK/s117vgpKYRs6QRhRC0L8IML1Qzw/wg8jFjQlQQNN1/HDkJob4IUBSVOnIWFi6nFaV9ULea49z3PtJY6Yk+WdR83hqHmNWLrOzKyNpmk0JC2qXsCmnriJg9n/ssRd2iIKdZ+wPyhQKk4/C0JFseaPaKO9L1NA1YvYWnR5ZVuFkhtQCxRBGBEqRagUhqHTkLBpSFhYho6padS9iHzVY0u+xqa+KsWqT9YxKdfjFDk/iljUku5PV9Timc6WNIVavE6R2o9KTib8r+rWW2/lkksu4Qtf+AJPPfUUJ510EqeddhobN24cdf/f/e53nHLKKdx77708+eSTnHzyyZxxxhk89dRTI/bdsGED//zP/8xJJ5008WcihBBCCDGFhq4FNJqhgcdAMLGmq0QuYXFwa5Y5DQnWdJX566bCsKBIKUVnqc7cxhSNKWvC42pMWcxtSlFxAxqTFhnHREPbpWMPTQ9szcaLeSpN0ZC0aUrbhErRU/HRNGhMWtimztZinVoQ9gcnOn4Qsq1Y56/tBborHs+3l3ips4xj6Rw0I0UYadT8uGG1pscBZ7W/rkfXNJ7dUuLpTX389qVu/DAiYccBpx/FaYooxbZiHT9SJC0dS49rkgbWEQr7Z0k8P8QNVRwURTCOdVb3KQpwQ0Xdj6h6PnUvpOaGcYAexAu+Ghr4kULX4xklNPDDiGI9oO4FcTOKKGRLocZLnSX8MGLmOGY69xcTDoi+/e1v8+EPf5iPfOQjHHbYYVx99dXMnz+f//zP/xx1/6uvvprPfOYzrFixgoMPPpivfe1rHHzwwdx1113D9gvDkPe///1cfvnlHHTQQZN7NpO2/0S4QgghhJgaA2sBdZbqI749Hxp4NCTNYbVGacfENHSWzcwyrynJ5nyN1R1lgiii4gas76nQkLKHraczEQMtuRuSNut7KlTcgDBSu3TsoemBQaRwgwgNsPS4iL8haVGs+XhBhKHrZJy49XNHvkp7vkoQRKzuKNJX9TA0jYNaUqRsg62FOt1ljwXNKWbmHGZlHSxdp1D1cQNFLmHQmnFoyzlsK7lsK9XZ3Ffl2S1FMraB2R+QGrpG1Q8puwEp28A2DTQ9Dgx0Pb7y04kDoFqg0LT4tmkWCw2jgJqv8MI4CIqiOPiLIuIZOS+kUPXxwpAo6l/0lXhmzA8jKm5I3QvpLnts7qvhWKOHCdvPdO4PJlRD5HkeTz75JJ/73OeGbX/729/OH/7wh3EdI4oiSqUSzc3Nw7Z/5StfobW1lQ9/+MM7TMEb4LourusO/l4sFsf1+EIIIYQQe8JoawEN1F50luqDgUehFoxaa9SYsjlybgOOqdNeqJHdZtKYsljSmt3lQvbtW3J3V1xsQx/3sbdfV6nuh4PpgUox2MLajxS2qdOUsim7AfmqPxjwpWyN7kpAzQsIVZVIwbyGJAlbpxpEWKZBa9ZmY2+FlzvLNKYtDmlrYl1PlagbcgkTx9QJlCLtmOh6QKUeUk+EbO6r8Jr5OQ6akebhFyskLT2eHYkUpqWhazqlmsI2NYz+zmt+FGFE8cyQqU2/maHtDayVNPD/Az8GceCnVEQEGDqgFJYOSos78yVMnaofUfEC6n0hfRWfw2blOHhmdsTj7Er65r5qQgFRd3c3YRgyc+bMYdtnzpxJR0fHuI7xrW99i0qlwnve857Bbb///e/50Y9+xNNPPz3usXz961/n8ssvH/f+OyZNFYQQQgz3u9/9jiuvvJInn3ySrVu3cscdd0h9q9ip8QQeHYX6mLVGjSmbYxc0ke0q8eZlrcxvSu22VsdDW3JPpI3yaOsqNSRsXD+i7oekHYPZDUm2FutUPB/LsDF1nRkZh4xj0l328IKIjGOwoCXFnIYk63ur/UGUQlOQcUxqfryGUM6xKNV9WhsSaJpOEEEmYZLq3ydO+QNT12lKW5TrIYW6z9ZCnTk5Bz+IeK69RMrS+2cxApSCTH/9TN0PANAwSCR1mlIW7fk69XB6ZwwNxHPbP4uBBM4obiKHpevUgwhNQdIyMA0DBaRtC4VCBwp1nz+u7aE1a9OYerXRx8BM55LW7KTSN/dVk+oyt/0/HKXUuP6h3nLLLXz5y1/mzjvvpK2tDYBSqcQHPvABfvCDHzBjxoxxj+Hzn/88l1566eDvxWKR+fPnj/v+Q0k4JIQQYnuVSoXXvOY1fOhDH+Ld7373VA9HTCM7CzyG1hqlnZGXYm4Q0Zi0md+UmlQb7B0Z2pJ7PMZaV6mjWKWrFHemWz4nF681VKyxtrtKT7mOUtCYckjYOjMyNgnLYFZDghULmyjUAzpKdVrSDhqKzfk6aaU4bFYWy9RY2Jzkzxvz+KFiU28F1wuIwohS3SdpmeScuFlCU9oh65hsLdSpuiYPvdDJlnyNBS1JXumsUKwHuEFI1dOYmXXIJk3qXkjV1+LgK4hImAaFeoBCw0AxjXopDDMwKwRxYDT0d23Ij6n3pwz2N5HQAV1TJEwThcINwLF1vNDAD0L+tD7PiUuaSVrmiJnO/Wk9ogkFRDNmzMAwjBGzQZ2dnSNmjbZ366238uEPf5if/exnvO1tbxvcvmbNGtavX88ZZ5wxuC2K4hjXNE1Wr17NkiVLRhzPcRwcZ/TWlEIIIcSuOu200zjttNOmehhimtpR4DFQa7Smq8QiOz3swnJf+gZ+R+sqLZ6RoeyGFGs+63oqzMwmeO3CFizD4IWOIn4QkokicgmHFYuaKdV95jam0HU97nKm6xRqHoVaQG/FZVNvlW3FOmEEoYoo1QOUUmwr1Cn7ARoatqGTTVjUg4CEZdKWdfCCiKofUqoFbOypkHJMDpnVwOKWNGt6ymzsrtJb8SnWPEpu3J1OqTggSFoajhV3rZvu5TDbzwpt//uwIEn1rzijIFIKSzdAi2uNdA2CSJF0DI6Z30TRDdhWdDENb0IpltPNhAIi27Y57rjjeOCBBzj77LMHtz/wwAOcddZZY97vlltu4aKLLuKWW27h9NNPH3bboYceyjPPPDNs27/+679SKpX47ne/O+lZn4mZ3lOkQgghpp7UtorxGm+t0Xi+gd++tmd3pdfBztdVWtKaYUu+yqxcgkLNxwsjDpmV4XWLmmnNObSkHVqzNm4Qce+zWwdTBNOOQcLS+cumArYRrxVUqdd5pbNM2Q0IlSJlmczM2bTlHKIi1PyQihewrrvM3IYk8+Yk0YF1PVXasvE6RqZp0JaNL9SrHjimycyGBFUvpKcajHh+VU9R8YJp3UhhZ4bOFMU1XhD5EQPLLFW9EMf0sQ2DUCl0XSOKNGY32BzUliFf8zhpaRu5ZDxDlLAMLEMfd3bYdDHhlLlLL72UD37wg7z2ta/lhBNO4Nprr2Xjxo383d/9HRCnsm3ZsoUf//jHQBwMnX/++Xz3u9/l+OOPH5xdSiaTNDQ0kEgkWL58+bDHaGxsBBixXQghhNhX7d7aVrG/29UmBzB6bc/cxtRu+wZ/POsqOZbBikXNJCxjzKCsr+INpgimHINyPW6GEIQRjmFQdn06yy66ppGydCpuCChcP6JY87EMjZRt4ZgG5XocGK3eVqIx5bB4RprXLmri7r+2MyuXoLfisbmvytZ8HT8K0dCoeMMT4QaChOmaHjcR23/lrxHXEg1s9yLoKvsYho9t6DSnbRqSFofNacDUNRzTQNPgha2lPfZ3ti+YcED03ve+l56eHr7yla+wdetWli9fzr333svChQsB2Lp167A1ib7//e8TBAGrVq1i1apVg9svuOACbrjhhl1/BrvF/hPhCiGEmBq7s7ZVHBgm2+QAxq7tWdNVorvssvKQ1l2+WN1ZrdNAt7GEZeywLmkgRfAvm/NEkWJrocba7gqWoVHvX4vIDUJaMw5J28KPXOp+xFa/TtWLSNk6hmbRnLLJJlTcStsxOWRmlg+9YSH5qk+p5tNTcuksuRTrPrqmkbV0+uoB9WC7Fui7dFamt9FmwyLA7m+4UPcj2nI2h83K0VV2aU7Z/O8rXfRVPWbnksxtSOIG0W79O9sXTKqpwic+8Qk+8YlPjHrb9kHOI488MuHj7/VAaT+a8hNCCDE1pLZVTMZEmxzAjmt7Ftlp1vdUeHZLkZOzzi6lNe2uWidN05jV4HDfM1V6qz5NKYuEpWEZBl3lOgqNtkyCuU0pSjWPQi0OEJWKO9AVgpCqF2KaGsvasrRkHA6fnSXtmBTrIX9a38v6niq9Va9/4VWFaeh0+QE1/0AOf8ZPN3Qyjolj6fhhRG+ljq7rvNhRYmNflYaERW/Fpzlts7A5xaKW3fd3ti+YVEAkhBBCCCGmxs5qe9qyCbbkq+Sr/i51qdtdtU5KKToKLrMbk8xqSLK1UKPuKzQVMTubJAhrGLqG5we0F+t4QYSK4hoV09QIwnitoGLN55XOMotaUtimwZruMl2lOi9vq6CUGryPHymCKCKKFNO8k/ZeYemQceLFa9OOSXfJB3Rqfsimviozsw4Zx8ILIzqKdUq1IE6X201/Z/sCCYggbjUihBBCDFEul3nllVcGf1+3bh1PP/00zc3NLFiwYApHJg5046nt6a64/WvwTM5As4ZIwdHzG9nUW6W9UJtUrdNAALekNUPKNjioNU0uadNdrjEj7VD1AnqrHu2FOp4foWugdA1TjwMtTQPT0EBBe75KzQ/oLrt0lFzStkHNCzF0jaRlUA8jVAToarBxgNixMAIviLCMCMvQCIKI3oqLHykcUyeTMNE1jYRu4Jg6nWWXDb1VjpidwwujXfo721dIQIRUEAkhhBjp//7v/zj55JMHfx+oD9q3amDFgWg8tT2WrlHzAjoK9Ql3nxutWcOcxiSvX9xCLmlN+HhDAzhN08gmLI6Yk+WZzYpi3SObsOguxwFcPQjRNI2EoeGFEX6osAyNKFJ0V1w0NKj4uH5EwjYwNI2iG5BxzLgWxtDQNQPXD/fr7nG7U0T8GiUdcIOQvkrAb17sZEFzkpIbUvcj5jYlSdkmmqb1p8959PY3y3BMfaqfwi6TgEgIIYQYxcqVK1GSQSAmaE+2wR6ws9qeNV1lNA3+9+VuvGhiXcHGatawtqtMT9lj5SGtE06PGgjgal4AaPhRhKXrLJ+bZUNPjUK9SKgUEZCyDbwgXjUnjBRRpKiHarDc2zE1IuLUOKUg6cSzZCqKFxfSNI2soxMEIf6ERnngijvPKSp1n3zFJ2HpVFxFvmqRTcQL3/phxKIZaVK2iW3oFGs+W4s1jpnfPOXrZe0OEhCBNFUQQgghxC7b022wB+yotmdNV5mthRpzGlPkktaEus+Np1nDM1sKHKNreKEad8DXmLJI2yZ/XNuDoeuEUYTZP7OglCIKFQua0/RVPYpVj4obEkUhlqFjGRBGEUGkiCIIFeRsgwUtKbYV69S9kIShU/YC0DW8IMIPQ7wDoaf2bqKIW3F7YYSu6czI2qA0eioulqGTTRh0lz0sQ2dJW5qyG1Co+xw2Jzfu9bL2dRIQgdQQCSGEEGKXTLYN9mRnlEZbx8jSNTQN5jSmWD4nN+Hucztr1pCwdB5+sZNXOkuYhj7ugK+r5NJX9Si7IaYeMiPjUPVC/ryxD9ePOGRWlhMOauavmwv8YU13fF2maWScuD5I0zX8CFK2hup/Pk1Ji1Ldp7PkoaGoeRFhFGHoOoamJF1ugpQiXoco46BrcT2WXw8JVUTWsknbJr1Vj0SfjhtEHDoryzuWz9ovWm6DBESx6R/YCiGEEGKKTLYN9q7OKG2/jlHNC/jfl7vJJUcGVePpPrejZg2FmsfL2yp0FOsc3JZhVkNyzIBvaJBnGxrPbC4QKcXJh8xgY2+d7nKdzfkqGtCctmlJ2zSlbBzLIOmYUHYhgkI9IAgVOgoN0HUD29AIQ+ipeJTqPlU3wLF0TF0jjMAPI1z5nnvcdOJEKcuIUxQrbtziXCVB13S8MCJf81jSmsEwNFoyDguaU5y2fBYzG5JTPfzdRgIiIYQQQohdMJk22BOZUdrRLNLQdYw6CnW8aPLd58Zq1qBQca1P/1gbkjaGro0a8HWV3GFBXhAqNvVWWTYzS2PKoSFl01m0qfkRC5sN0BS9FY913WU29lQJwngNIU1XGIZB2fWJItBU3CxCKZ2SW2NrsUYQKVQENT8kVPHFfcSBvfDqRCni2SGlFIHSqHoBpq7RFSgSto6pQ1c9JF/1ySZNTjiohb9ZPnu/mRkaIAGREEIIIcQumGgb7InMKG0fYOxoFmk83ed21BVsrGYNFTeku1wHTaMlY5N2Xn2eQwO+l7eVeXpTfliQ11Gs0VGso2saKdugMWVjmwZhFNFXiSi5HlvzNZ7a0EtXxUdHoQDL0GnNWJiGRs0NCKMIL1Rxm2c/TonTAF2L64oUEAK2BoFCUubGaSB4HJglcoN4i05I1VMYaHGtFxAGirVdFbrL7n4XEE3/Pnm7heTMCSGEENOVUoq+ikdHoU5fxdvr3QGHBiKj2T4QGe+M0svbyjyyuos1XSVyCYt5jSlyCYs1XSUeWd1FZ7E+7L4DAU1nqT7iHCil6CzVmduYGrMr2ECzhoakzfqeCmXXp1Dz2dRXZUu+SkPCZGFzasSYE5aBG4Q8s6UwGOSlHRND12hI2rRlHQp1nw29VZRSVL2QzqJLd8UlX/XpLHt0V328IMTvX0m15oe0F1xcL95W8xV+CK6vBi/iFa8GQwM8BaZc1k1YENJfh6Xi7n4KXD+kt+phaBrzm5Isn5djU1+Nn/3fZrYValM95N1KZogATSZXhRBCiGlpb3V225GdtcHuLNVZ0podDETGM6PUVa4PCzDGU5e0o+5znaU6DSl7p13BWrMOR89v5PevdPP7l7vjOh0/pFALaM2EQ4KRuN7EDyP8MCIMFd1ll1m54UFe2jGYkUlQ6YnbdpfdeFFV09Cp1j029cZpck1Jk7yKL8YHMvpK9QBdA8fobwjcH/z0/+eYPLmsmzAF6DqYuoala/gDgZGmyKVtDmrNkLJNUpbJpnyNx9f2ccbRIwP66UoCIiGEEEJMS5Pt7La7DQQiXeU6L2wt0pCyyDgWhh53WNs+EBlPalsYjR5gDDzeWA0SRus+Zxs6S1qzOw0SB4LLFzuKPN9eJF/zMDWNtPPqDFBfxeM18xsIorgtsx+GFGsBcxuTZBPWiCBPQ2NBc5KOYo2NfRVmZCy6Si4zczZP9FSo+SENSRM0HVPXCaMQhcLUNbwgnqmIDA1D13BMCCKFH0jEs7uZBiRMo3+GCHRdI2VoRArs/u6FoLBNg5RlsKmvMmZzjulIAiIhhBBCTDuT7ey2J1m6TmfJ5YWOIihoyTgct7CJNyydMSwQGc+M0ox0gnzNm1SDhO27z42nnfdAcJmveeSrPqq/s1tv1aMRm4XNGWyjxtruCpt6qyyZmWFG2qbmhSTMuBvZ+p4yLRmL2Q2pweMWah4be2tU3ZCaG/L0pgLFus+chiRpx8Cqarh+RD3wCaIIXdcwNY1IxY+v6ZCyTSKlSFkm+ZqLO/GXRuyEH0LCVCRtg4oXoiIIlULXNLbkaxi6RnPGoSFpkrRMItSYzTmmI6khEkIIIcS0M5HObnvaQDDRU3F57cIm3nbYLI4/qIXWrIM3ykXj9rU6FTfob3kcsL6nQkPK5sh5Ddjm+OuSRnuMxpSFY8brxvRVPHrL7qh1VkODy9aMQ8WN211HSjGvMRmPzQtZ0pqhMWmRr/t0FOps7K1RrAdECoJQ0VP2eGJdnkjFz7lQ83hmc5H2fAXD0Dj+oBZOWtpCY9Ki5gdESmGZOinbpCFpkUtY6JpGFCkMXRss8Q6juIWCF0ZxR7Rde7nEKEIFbhAHORrgBXE9kWXoBFFEqKC3XGd1RxldVzQkrDH/9qYjmSESQgghxLQz0c5uo5nsoqjbH2O0maqGpMWcRjXmTNXOUttasw6b+2rjrkva3tDaqp6KS3fJA+Iaoea0PazOamhw6YURFS+g5oekbQtN10k7JuW6T1PKIpMwaQ1tvDAiZRvMbUxim0b8u2Oyqa/K/63v4/A5OdZ1VemrutimTlPSYvGMNA1Jk23FOr97uYe6H5JzTEpuSBQpBjLhQqWouxGRiuuHkraBZeh0lzzqki63BynCMCJQYBhxy+2UYxD0B+s5x8APQjoLHisWWXGq435i/3kmQgghhDhg7GqL6d3VjCFf9dnSVyXtmORrPpahk3YMNLSdLoa6s9S2yTZIGFpb5ZgGvWWfkhtAfwpUc9oaVmcVKQaDS0U8u+SFERnHRPU3Oqj6IaW6jxsEKDR0YGYuQcKOz31CNzhoRpqqGxBG8ZpIa7pKWKZONmGxoDlFxQ14vr3Ipr4albpPLQyxDQMviKhHCsPQMPV4tilUcUvtlGVi6TrFaoDXP1Mh9gwd4jWgFLTlHFw/ouoFOKZBuR6gAUEU0V6s8kpnhUdWd+/V5iV7kgREQgghhJh2JtrZbajd2YxhS77Kc1uLaBpESmHqOi1ph4UtSRqS9rhmqsYymQYJQ2esFjaneKa9SC0ImdeYRAO2lep0lXyWz82yoafKs1uKHD2/YUhwaTAjY7Ohv+121Yso1328UKGUoqvoYxhxMGQaw4NNP4xoStkkTI3WrINp6vEin6W42URvxcPUNZKWQdI2MAKNohsQKoWpAwrqocKPIGFAOmGhodFX86j7CkPT8CVhbo/xQsgkDTRNY3Y2QT2MqHkhGnE6pGVqzG5I4FgatqnxzJY8XaU6Jx/aNu2DIgmIhBBCCDHtTLbF9O5sxtBZrPPEuj76qh4zsw6ZhI0fRGwtVCnWfI6cl8PU9TFnqsYzSzXRBglD09+qXkRvxaMh8er+jUmbnopL1UsPzl4dPb9hWHB5yMwsL2wtsrarStLSQNPIJkx0TaFrimItYFFLmsSQ51SpB7zcVULXIF/zeGFriXzdZ0baoeT6dBVd3DCiIWlimzp+BErTyDkmZS/A0OJFUPRIkXIMmlMWMzIJNvZWCSODSPlx9zPijmgo8Pafmv59ggKqbgiaYnO+xsKWNAe1pHh+Wxk0DcfQ6SrW8RUYmkFz2qE9X8MydM4+du7g39juSEXd2yQgEkIIIcS0NJkZlIk0Y9hRS+GBwMoPQ5a1Zeko1ckCjmUw00ywrVRnfXeVbNJk6SgzVROZpdI0bdztjYfWVhXrPkEYYSdefWzL1AlcHz+MyCUsuisuXqiGBZetWYe5jUna+2pUvJCEZZKwDBqTFgnL4pXOEn1Vj3oQYpsG+arPy9uKKDQWtSTpKnlESlF1fZ7qqWKZGkopErYVjy+IsAyN7pKLrsOMjEMYQaTi81pyA2xDR0URYRjRnDIJowg/DIlUnNZlaDqeG4zrnIjx86MQ0zDI13yingrthSrFekhj0gIUZTckaZv9zT4U9SDi0Ze7WD63gWWzsvvEumCTIQGREEIIIaat0WZQGpImhVpAR6E+4hvq3dGMAV4NrGbmkjSnI0r1gM6yS0PCwjZ0kpbBy50ljj+oZcRM1Z5sGT60tsrSdUwjbomd0OPn6wcRpq5j9e8zMHvVlLYHg8uXO0sUaz6Hz8nhhypeHNWKu8G1pB1aMzbruqv0VTx0XaO9rwaaxsEzUlR8hReEGJqGaWj4UYQW6mg6uL6Pj94/CwFKg7qvKNQCdE3DMuPzVnYDNudrRGF8wV2saQSRQgGmoaEURMj00O4WKNBCaE6ZBFFEd6mOruskTB2lFGU3oilt05p1qPsRhVrA/KYEr3RVeGZLgYakyW9f6p7ydcEmQwIiIYQQQkxrQ2dQ4pmX7jG/od7VZgwDhgZWacdk+dwcG3qr9FY8SnUfQ4sDsdcuah5xEbi7ZqlGM1Bb9UpnkRkZB8fU6Sq5zGuMHytf85jdkCJl62zoqQ6rsxoILuc2Jql6AQua02QTBlUvwg+jwYYR85tSuGEXCdvA9eOW3IYOL26rkLJ1ivWAIIrw+zsg1Pxg8MLai0KCMCKdsJiVS9Bd8uJ22pHCD3UsHaIIKm5/UKWDqYMbQAhomsJEUR69G7nYRboGIYqEaVLxIpRSRFFEvu4zO5ekNevgmAaGHteWVVyLxpRNV6nO4+t696l1wSZCAiIhhBBC7BfGk4YWp4NNrhnDUNsHVo0pm4akRcUN8aMIP4gIooi5jckR991ds1Sj0TSNWQ0Oj77s8uTGPDrQW/HpKNZpSFrMakjQmrXY0FMdtc5K0zTacg4zMg6mrqFrOhlneHDoWDoLmlP0VTy6yy6hisjYNinboOQGbOmvKzG1eDZHqbghg+sHmKYep73pkDQNWjI2dS9EN+LFWHvKLn5/IGuZGp4fUvXVYCsFL0TmhvYQUwPD0DA0DS+KMA1QEdiGTs0LsQ0NjTj90dA1wkjRV/VY1JLBDyM29dXi5h27OcjfG/afFZV2wT4YqAohhBBiArZPQ0s7Joauxd9Qt6Qp1Dye3VIE2OmiqGO1sx5qYCams1QfXORU0zQyCZPGpEXFC5jXlB41sBoaTI1mvLNUSin6Kt6wxVYHajhySYuFzWka0zbNGQs/jCjW/P5jaixpzbJy2egpTKM9t6GPua1UxzLieqG3HdbG0rYsi1vSLG3NoBOn5bl+iG3FaXOR0vCDiJIb0VsOcIOQUj1gW8nFCyNMUyNSUHNDyl6EF4Kh0x9Q9Tdb0MHqPx1SObRnKMALFd1ll+6yS80L8UOI0KgHES9vK7O+u0xnsU6h6lHxAzIJi5kN9uCCujsK8r0wmlSQvzfIDJEQQgghpr2JpKFNphnDaOY1JVnTVeb5rUUWNqcGi813tk7QrrQMHzBa8fqcxiSFqk+h5rF8Tg60OPXMDyMMDTb21ZjfmOLkQ1tpStsjHndoHdYRc7JjdvCzDZ3A1JnVkCLlGMxvSrO1UMX2NXorHrYV15zU/TjVTilAg8FpHgU1P6LmRXGgY8Ttuf0wvljWgCCIL54VWjwzoYEni7LuUaFi8DXSiANPnQjLD3BMHU2jP0gKiZTGIbOyHLeggXwtYH5T/KXDrqaiThUJiIQQQggx7U00DW2i7ayHGhqMVL2ArpJLV8llRtamJe3sNLCabMvwoY8/Wmrgc1sKrOuucMyCpsH7ZoZcnC7WdYp1H03Thh17R53BOgruiKCxLefw+LoeEla8AO3CliTFms/GfIWaF5JLmJTcAC+IgyHb1AhCsA2FG8aNEXRdo9af/2YZGtmETcX1KbshoYJIi7vOgUL1/7eEQ3vPwLmOgKob0ZixBtusZxImpq7TmnXoq/o0ph1ef1ATz7WXdjkVdapIQASUFr6Ntie/Qx85mqZ6MEIIIYSYsMk0S5hIO+sB2wcjbdkEC1sCNvZUSdomr1/cwsEzMzsNrCY7S7WjDnWzGhL8dUuBzqLL7IaRM2Wj1SZt/3wcS6en7PLHtT1kbIO/WT6To+c34IVqMGjMV/1h57ohaXPkvBxeGPGiKqNrGjo6mgFNaZOaH6IiRdn1MZQi7Vh4QdxpzjJ0XF9RrPvomkba1im60eAVuamDTlxfJAHR1Ij6Z/d0TUfXIJuI6+WK9YBZuRTHL4kbh2iaNukgf6pJQASgxachYPRvlYQQQgixb9sdaWg7M1YwknEsDpudY31Phc19NQ6emRnX8SYzS7Wj1EDbNGhM2Wwr1qi4GTKJ4Zd52weF2z+fYt3nr+sKrOkqUaz7VNyQpzb38ZZD2jh2YfNgg4ih53qhlaLqRUQKDpuVYX13ie6yz8ysQ77uEwSKuh+iVIRCJ+VApCIqfoSK4vbZoYK6D0nLwDENdHdIU20FkaakkcIU0SAOTpWiIWWyoCnFCUtmYBpx98IVi5toyyVQSmEZOofPybK2s0q+5tJdUZNKRZ0KEhAJIYQQYtrb1TS08dgT7bInOku1o9TAtGMwK5vgxW1FvDBk6GXeaEHh0OdTrPs8vraXtd1lDF2nJe3gmD7ruqrcnN/Ioy93ccyCJg6d1cDyuTmWz82xtqvMb17sJIriIiGlIsIofiwvUtTckLofUvcC/AiUgoxhkrRNSvWAEPD7I514faR4XaKhgiF1LWLv0oi7rykNKn6EHyjmNKaZ2ZCg6oY0piwSljEy5VLXaUzZHNSaYW5jctypqFNJAiIhhBBC7Bd2V7OEsezJdtk7M9D0oFD1CMKImhd3+BpKQ2Nmg82WvMnWQh3HNHYYFA48H8fSeXlzifW9FQCyjkmkFOV6iIbCsQyqbsjWfJ2qF7Chp8LrFjcBCjeI1xsydLANg2zCorfqU6h4lDyfmhsSRP0F+8SzVJGCIOyfeOgfuxeB8qL+RVdjBvHaQ2JqKPpfCwV+GJGyDQ6ZlQHFYHDtBeGoi7FuK9ap+xFt++i6Q9uTgEgIIYQQ+41daZawM7trUdeJGvYNfBCxqbfG2q4Kr13YTGPaGuwkZ+oaNT/iTctaySUs2gu1HQaFA89nfXeVpzb10V10MU2dmh/iBRFhFJF2TFK2QW/Vo9JeYGFzipe3lfnjmm40HRKmgVIRmopniFw/oOoFlGseVT8ieLUcKO5cFircYPTG2WEkawztawYaBOqaxhFzc1iGPtie/og5WZ5rL03bxViHkoCIV9ch0mROVgghhJj2JtMsYTz2Rp3S9kbrKGebGo+t7eP+5zuYmXOoeeFgUDQr53DorBzL5+Q4hsZhzRC2vyhtTFlkHJNHVnfRW/EwDI2MbeBF8ZpFoJGwoFTzqboBmqYRRIpyPeC59gJJx2R2Loll6lTqPj0Vl5IbEkWKmh8NXkwPniNenSkazfY3yezQ1Bp47SwdcgmTpGVSrPuDwbVl6Ls9hXSqSEAEDP/nKoQQQggx0t6oUxowsOjqoy9301GocejsLLoWzzzNbkhx3IKIX/61nXVdFVKOgYoUXhixpVBjS77O6xc3c+jsuN5nRxejSoGhganHwU6gFCoamBlQVL0wTp9zA0peQG/Zo+h6eJ4iaRn4YUjJ9ekt+wRRQN2NUNrkyn7ka+l9i23Gi+MmbJPFrWnOPnoOsxpTg8F1R6E+ZSmku5sEREIIIYQQ47Sn65QgnhV6ZkuBv24u8JfNeXKOiR8pFrWkaEjaKBRbCnWUgqSt05Z2aC/WcIO4PmetW0bToB5EdJddVh7SOuq48lWfihfwhoNn8MS6Xp7fWqRUDbBNjYRl4Bg6fVWfmheggJRt4AYBfhB3feutelT8ENMw8KMQ148IAG1IZCNBzvQzuIauAsvSaU7ZzG9KMbMhOSy4nqoU0j1BAiIhhBBCiAnYk3VKncU6d/2lndXbylTcgL6Ki+uH9FZ9Oot1Xre4GV3TWNNZxjF0lAHtxTo1L6Ip5aDrGoWaz8beKm2ZuHZjrDoON4hwg5CmlMMxCxoJQ9icr2AZOglbka94FOseGpC0TdA0QgW6BroOXgheGJK24lqhsH8iYGgQpCFB0XQy9C8kCOOaL8fUCSNFe6FOc8YZvH0qUkj3FAmIeLWGSAghhBBiPPZEnZJSit+/0s2fN+ZJWhrNKYtS3cbQNNwgZE1XhUzCZH5jkmI9IJsw6Cx4VP2QppSFacTfxGecuK11X92j0XPY0jd6HUex5rO+u8pqv4SuayQdndkNSUpuQNkNqPohURTPQgF4QUjNi4OfoYFOxY+7zI0W+UgwNP0M1H5pGuSSJrmkhetHPLGul7asMzjbuDdTSPe0fX8OSwghhBBiNxmozeko1OmreCi171yy91U8ntzQh6nDrFySXNIim7DwwojGpIWhwZrOMlU/QilFb8XHCyMMDXR9yLfz/WFIzrEouT75mj+ijqOzWOepTX14YVx71JKyaU7bJGyT1ozDSUtbOHp+AylHx/Uj6l6AG0REkXq1HfPg40EkHeL2CwP/GkwDbEtHRdBRrNOctvGjiGe3FIf9mxlIIV3SmqVY99mcrw42Xli5bPRUzX2RzBAJIYQQ4oAwYgFJQ2duY2q31f4MrBU02TS6rpJLT9llTmMSNA0NaMs61LyAQj0gaRsUaj7dpTqFWtzeWteImyBoHlnHwjI06l5EyjLIJS3yNR9d14bVcSileHZLkWLN53WLGnl2S4lN+RpeEFH1AvqqPmu7K6RtDVScJqcUoCnUGDlwEgztPzTA0DSSpoGvFHoQUnQDkpY+ate4PZlCurdIQCSEEEKI/d5o7avrfsiartIOGw9M5Pi7HmxpsF2HtrRjsrAlTWfJpbfiUqoHrOupMiNjU6zFdUBBqCjXffzg1Y5fMxsS6EDNC5nflBxWx5Gv+oPtkuPjB2zqq9Jb9XAMnYSh013xqHrghv3tszXwJxH1yOKq049OHACHSpEyDGZmExgabCt4NKWtUbvG7alW93uLpMwB0nZbCCGE2H8NzIgMLCCZdkwMXYsXkGxJU6h5I1KBJmIg2FrTVSKXsJjXmCKXsFjTVeKR1V10FuvjOk5r1qYl7dCzXSpf2jFZ2JykMWnTmrE5ZGaGdx87l2Wzchi6TqAUuqbFdT9eQGvWYWbWZn1vjdkNSV6/uHnYt/VuEA22S1Yo+qoBTSmLI2bnmN+cxDQ1gigiYelYuoapxesHKSZeE6Rp8u37dGSbOpFS+EFELmnRmnXoKNUJIjUtusZN1P73jIQQQgghhhg6I7KzBSQnancGW01pm2MXNBGGEZ2lOnU/XuS07od0lV2CKGJ2Y4o5jUk25+uEkSJtG+hooGmkbRPb0EmaOj1VnwUtKc597TzacolhdVO2oQ22S664IZv7qpTq8SzRxt4K67or1P0IXdNIWCZpx5zUBaMORCpOpzPku+dpQ9fAMjTCSKHpGn4Q4QcR+arHjIwzLbrGTZQE7UIIIYTYrw2dERnNriwgOZFgayClaKxaI03TeOPBM+iteLzcWaJQ9Rjo56brGofNyVHzQp7ZUmBrwSVSCsuM64NcN0DTIizDwDZ1jpnfxIlLWzB1nYde6KS9UBtM5ZvTkCTjmHSW6mgabOqrYuoaWcei6vqUvRBDU3QWFX4YUfejSfXPHnY2953eFWInQgUVN8SxdOY1JvHDiBe3lZnTkODIuQ3TqjZovCQgGkKTf61CCCHEfmdPLiA50WBrZ7VGbbkEZx49h2c2F3ilq0TVC0nZBktbs8xvSvL9R9eyprNMyjYwDZ1SoDBNnSbdoh6EpBwTTYMXOgp0V1y6Sy62qXPEnAbmNaao+yFru8toxE0bnt1SpB6EtGUc3DCko+iCUmQSFprWv1ZRqOI2zEhccyAYeK0dwyBfC3AMDcPQOXZhEwfPzEz18PYICYhgv4x0hRBCCBHbkwtITiTY2lljhzcvm4FtGkQKjlnQyDELGvH6F8ZsTFn0luMudH4U0ZB02Fr0qHvx4+oaVIoB+VrAUiNul9yer2HqGlGkeH5rET+MaEk7LGxOsaG3SsIySFk6DY5Jd9kdXISzMWkTqThtKgjjNYa0/k5z0iBh/2USv76moZFJGCxuTREBhYqPpkUsaE4BcXv46dpNbiwSEAkhhBBiv7anFpBUSqGUImWZrOsus6A5RajA0nXSTjxjNBBsNSRNHlndPVhrNPBYacdkkZ3m2fYiNz2+kZStU/MjUrbBkhkZFrSk4/bZVZ+uUjx7YxsaL3aUKbs+hgZF1ycKIUKha/TXMFms3lZiQXOKqh/S3lVhS1+V+c0pWjIOrRmHYj1gVmOCg9tyPLW5j3VdFeY2JOmt+Wwr1MlXQ8IowtI1dA3cQKGpuB5ooDZI7B90INLA1KAlY6NrGn3VAFBomsKP4IHnttFTdql44R5pWz+VJCASQgghxH5vYAHJgXS17oqLbegsac1O6oJuaOrbxt4qz2wu8LuXu5mZ/f/s/XmwZddd3w1/1lp7OvOde1Z3a7BkIxkbCYwAE+uJbeKH8AD1EkyoMkkwVBE7FRwnpOxyhakecCYoUamYAKEwpEBRQUjx5o2JMQmODXbwgGwsW5atobvV453PuKc1vH+sc2/fHtXdGrpbvT5VV61z7r5773PuOeeu7/79ft9vymwzpZ0pslixf84vGPu5vuSs0aCoObo65tjGhP0zGWkUkdeaP//6Kq004tV7usy1EgaTmjPDkkllGJWavDJYazH4KhAOlIKvnhmyt9ukn9ec3MyRUtBrxNipG93pQUF/UpPFEjNVNguthJMbEyrr0MZSakNemanVtm+Z2xJbAhd6515hSEBKWGqnHJhvcGZQ00olM1lCqb25x2ePrPHcRs7ffPXCdvvli2Vbf70JgigQCAQCgcAtwYsVILmz9S2LJWVt6U1DUNfGFQhYn8CeXoN793qxdbpfXHTWyOH4yskBxzfG3jUujUmU5PSwoJ/XjIqaPb2MmWbMY8c3WB1WSAntRDEqNNb5GehIgAashfVRhbPQH1dkkWL/bAMHDIuaSEl6jZgvn+yzOq5w1rI+qZFCYIylmUaMCo0A4kiCtmjrq0HOQTeVDEsTqkOvNKSv+o1KzfGNklYqWWylbBaasjYUtWFYatQo57NHNvnOV8XMNhMOJS2OrI15/MSAhzrpTds+d0222x/60Ic4fPgwWZZx//3388lPfvKS2/7hH/4hb3nLW1hcXKTb7fLggw/y0Y9+9JxtfuM3foM3vvGNzM7OMjs7y5vf/GY+85nPXMupXRNbv7p5+i/bMQOBQCAQCLz8bAVI7u5lzLaSa2qT27LZPjjfZGVYk9eau5baPHBwhj0zDfb0Grz1NbvYM5Nxul/inDtn1mgno0Lz9MoIh6/iCAHHN3NKbdnXy0iiiCdPD/jqqQFaW5xzjEvN8rDCOIfdKtYIv6hLlKDSlo1xhQWK2rc95ZVBG1/9WR0VPL08YnVYoqSkEUfEUlAZy4mNCZtFjXbQTRWdNCKNBLHPjGVYGOxFqkM35zI4sIVwvl2uMJa1cQkORpWhrA1SetuxbhYz10w5vpHz+aMbbE6qF2xbf6Nw1YLo0Ucf5T3veQ8f+MAHeOyxx3jjG9/I2972No4dO3bR7T/xiU/wlre8hY985CN8/vOf56GHHuJ7vud7eOyxx7a3+fjHP87f/bt/lz/7sz/j05/+NLfddhtvfetbOXHixLU/sqtA2B2/QHPz/jIDgUAgEAhcHOfcOVk81xrCutNme1L5xeNMIwEhEEKy2E4ptUUKya4dC8UtY4flYXHOsQe5pp/XGGfJK8uzKyOeXR0zmFSc7JcMi4qnl8f8xVOrfO3MCG1925vDoaTEAdp6q+RY+UpOpf3VfAH085onTg15dnVMv6h4ennIp55ZpzKGdupzi5Y6CY00Io0ktQFjHLEAhMDC9pfj0nNDoYPu5sY4UErSUJIsViSRopUoOlnEXCNGG0cnjehkEc1UMio0R9cnOOfIYkVl7DXZ1t8oXHXL3C//8i/zzne+kx/7sR8D4OGHH+ajH/0ov/qrv8oHP/jBC7Z/+OGHz7n9i7/4i/zRH/0R/+2//Tde//rXA/C7v/u752zzG7/xG/zBH/wB//N//k9+5Ed+5GpP8aqR5eDsjWIArfmX/JiBQCAQCAReXC6V7/N8VtdXw06b7UFRo60ljs660yVKMixqamvpZvE5ltv7Zxs8vTLiiVMDbptv0ogj8kozyDVSwkxDEUc+R0jiONXPyWuNNg5RetNr3yInkEIQK2+QbI2XI04InINISYTwbmGjUlMZRy+LaMcxpXFMSk0zjhhXmto4ilpjLFTGIIQ3TRBSMig01kIkhTeQMBcKn2DF/cogiSCJ/OsmlmI7wLedJYxrQxIJmkmEsRBJyWwrZn1cMS79a+ZabetvFK5KEFVVxec//3ne9773nXP/W9/6Vj71qU9d0T6stQyHQ+bm5i65zWQyoa7ry25TliVlWW7fHgwGl9z2+XAqOXtDF9e8n0AgEAgEAteHS4me3b10u8XtYlbXVzsMvrP1LVaSSEoqbQCBsQ5tLUpJYim3LbcHec1XTvpzG1c1q8OK5WHJYiclVZJGoqiMYaEdM6kczlr6laXQhrK2CAmJFMRKUdaW0liUEHTSCCUlxloq7UgjQSeLEcCkMt4wAZhvJeybydjTa7A2qTm9OWFcaSaVIVY1kZQICXbagmcclLXBOL9uc5dpiAti6JVBoQEMnSymGSv6paZfaJppzEIroZN58T4qLXPtlE4asTauqIyhn9fXbFt/o3BVgmh1dRVjDLt27Trn/l27dnH69Okr2scv/dIvMR6P+cEf/MFLbvO+972Pffv28eY3v/mS23zwgx/k537u567sxJ8HIXcoWqtflH0GAoFAIBB4ebhUvs9TK0M++fUVOlnEfft651hdH4ybPHF6yCe/tspD9ywy09yytq4Ax2InveiM0c5Mo4PzTbJY8tXTI6QA4yyT0rJ/tkFtNBu5phEpPv7kMnltODjXZKmTkc/5dqNmEvH6/T2+tjzkydMjjqzlWOfolzUbo8pXgwSkSqIiCfiqkHWC2jqGpaYRCy9cnKMRxcw2Y/qTmt3dBrUxzDQTGpFkeVgxKjUrw5LVUYV2gAMpBGksiYQABeNpU1yhLVNPBe9gF3jFU2lHURu6WUQ3jWinit3dhPl2Rj/XfP3MYDrrFlFoi7WOU/2CPTONa7Ktv5G4Jpe58x+wc+6KnoRHHnmEn/3Zn+WP/uiPWFpauug2//pf/2seeeQRPv7xj5Nll75i8/73v5/3vve927cHgwEHDhy4wkcQCAQCgUDglcBOk4Pz830WXcpfHd0gVs1zfmZzUnF0fcLpzZyvnhrw7NqYojKsTyryWoOD+XbK/Qdn+bY75kkidU4b3lam0ZdPDlkbVhRVjUMgpaCdKipt+OiXl5lvx9TG22ovdTK0dRyca9JrxNw21+SZ1RFfOTVkrhnTiCVr45JYSmIhfc6P9eGoUaSIEFTWYvECRpeGUltq69vWlBBkiaSfa9JEMddOyGvDnm7Gs6tj1kYlK85hnSOSUE2v/xoLVW2QscJYt90CZ6YDQzfvVEjgarH4yuDJfsGrdrXppBFPLU/Ia0u3kfDa/TMgIK8Mx9Yn7O5m3Lu3x337eze15TZcpSBaWFhAKXVBNWh5efmCqtH5PProo7zzne/k93//9y9Z+fm3//bf8ou/+Iv86Z/+Ka997Wsvu780TUnT9GpOPxAIBAKBwCuMnSYH51+c1dbRSBSjwjAuDe0sYnNS8fiJAeNa02nE5NrwtTNDnlsfk8YR9+xu00oiVkcl/7+/PsVfPrvGbXMt0lieM3v0N161wO995hi5NuyZaTIoagTeiSuScGw9x1pLlkTs6qRkseT0oOBMv6CdRZTaMik1T54aMq41rTRiVzdjY1KxNimJRoLaObR1TApNI1VIQEjQ2s8JtRI/bzQqa7RxTEpDtxlz22yLQ/Mt1icl49KghC8HSSFYaKcMi4qi713o9FT5WOeozLnyx4TC0C1HZSERlm86MMvBhSYf/+oK65OaOxba3LOnQ6EtR9cm7O42eODQLPfs7jDbSp5/xzc4VyWIkiTh/vvv52Mf+xjf//3fv33/xz72Mb73e7/3kj/3yCOP8KM/+qM88sgjfPd3f/dFt/k3/+bf8P/+v/8vH/3oR3nggQeu5rQCgUAgEAjcouw0OTifeOqYlVea2nrL6qPrE8a1ZqmdUmrDqNDktWG2GSMQDAvDfCtlrplwfKPP6qikk8Xcf3CWsrY8vTJkZVRwx0KLWEm++eAsnUZErR21cSAcXz8zQkpYG1eYccmoTOlkMa1E8szamDRSvHpXh06acXR9TH+giaTk8HyTXjOmPmPJEoUrNU544wStHZXxlt2RFCjhq2AHZjLiyIst6wR3Lrb8XJGzCCE4vjFmdVyT15Z2GjGpDXraAicAAzjj0M5XhyIFzkIdxNAti7FwepAjpKCZRZzYmPAXz6xxalgw30qIlSSNBE+cHvD0yugcg5JLGZvc6Fx1y9x73/te3vGOd/DAAw/w4IMP8uu//uscO3aMn/iJnwB8K9uJEyf4nd/5HcCLoR/5kR/hV37lV/jWb/3W7epSo9Gg1+sBvk3uX/yLf8Hv/d7vcejQoe1t2u027Xb7RXmggUAgEAgEXnnsNDlopecua1qpopN6N6xICsalYX1c0ZsaD6wMS+qpQUEr9RlAo6Imrw3Lo4pISZIINsYVxVRQzJqYzxzZ5C+fWWNQ1LTTGGMdsRLESjIqDV8/M6SZKCIlSaWfwTndz8krTRJJmrEC4U0Yskixt5exPqr4+uqIZhz5ylIkmZTgrEMIR20FlZm6ullHHAmGRc2z645GrEiUwFrLic0cKQTPro3Ja8OZfonDkUWSLJZU2tEvNBafvRJLkMKHcjrHdghr4NbFOvjk11bYPdNgrpmw0E6RgNGWr58ZcnC+xeH5Ho0kOseg5N59XU73yxfFzfHl5qoF0dvf/nbW1tb4+Z//eU6dOsW9997LRz7yEQ4ePAjAqVOnzskk+rVf+zW01rz73e/m3e9+9/b9f+/v/T0+/OEPAz7otaoqfuAHfuCcY/3Mz/wMP/uzP3sNDysQCAQCgcCtwE6Tg0NJ69yr0Q4aiWJvr8HKsCCNFFXtxcaZ6e1mEjEpDbEUOAHGOSaVYVTUdLOISa39rI6x9POKx08MKWuNc5AoxZlBwbjUzDQSDi82OT0oGBU1DkcaK4SGlbIkkpL1SU03UyRKoo1lXGkW2hnNStPNEk71J6wMC/LKEkeKXhbTL7XPHnIOyTQLSICUklgJ+pOKtWnFx1ifFdNrJSRSMCk1QjgivHnCoNBMSkOtfTXI4lukxNmnKxDAAbl2DPIaJQXr4xpjLbPtlGFRU2lHI444ON9kpplwKGnxpRN9njg1YM9Mxq4Xwc3x5eaaTBXe9a538a53veui39sSOVt8/OMff979HTly5FpO4yUifBwEAoFAIHCzIITYNjk4sjY+x2VueViwb7bBd33DLk73S76+PGBU1TgBe3tN5tsJXzq+yaTUVMaQ15ZJZRjmNdpYYiVxTpBGkkgKnl31ttn7eg1WRiWTvGZcahY7CYNCc3QtZ1RqEHBmUKKEoJ0pQGCdJRIwLDQOmOnn7J1pcvfuNsfWc05sjpltJiSRJIkM8yphY1xSWUtZW5QUVMZOc4Z8dWlUemvtWrvt4NRhoelkEXEckyjJfDOmn2vyWpNXFu18ZWgnYeUT2IkAlMRbHDrBoKgotEEIwf75BrWxHFufMCw09+7r0mvE5JXh6PqYg3MNHCClb+k8lLQ4sjbm8RMDHuqkN2z73DUJolccO343pbYEq4ZAIBAIBG4elroZb7p7cTuHaHVckijJHYud7XadV+9xvO5Aj4V2xomNCffs6SCEYHXY4KnlEUfXx0xqRyxhc1xhnKOdKeZaGXtmGgCsjUtmGgmVdTi8w522jmdWJuAcx/WE2thp+5lFCEkzibDOUVQWbf0cUGYUsZTcu7fDTDNBCFgZFmyOa7R1bEwqtLZsTK/QdxreBnlQGIZFhXAADuMclR8r8kGs+OrRyqhEKeHnq7RlXGsqfVb4hJa4wOVQwrsWCgel9i+wLJKMK0MkJFZYZpsx49rbx883Y752ZshGXvH5Y5t0GzHzrZSD8w16jYSlTsaJzQmbk/qGNWAIgug8nl4Z85rF630WgUAgEAgEroalbsZDnfSSA91CCObaKW+8a4GPP7nC0TXvTKcErI8qNiaaLJZ+webg9KBiM/fVoEPzTfQ0dDVSEavjCiUFg7wmkgIhYDxts6utNz1wOKy13gZbCSpjqI0PcJ1pJIymwagzTeikilhJ2lnEE6cGnOkXRErinEMJSVFbalPjrMNYqK0jVmD97gA/BySni1hjHf1cU2lLqS2xlJSXkEFb1QAdVFIAXz3cqkIKAePakEWKZqpYG1UMC00z9fNxPSU5sT7h6KpjdVzSzWIWOylKCE71Jwzymvv2d2mnMavjkvIGfpEFQXQe2ty4v6xAIBAIBAKXRgjxvFegd1aTjq+P+fyxDaJYcudCk8I4Ku3rKIvthFFtGZQGJQAExsLJfsFMI6Y2lrz2dtWpkqhGTG0tsXHk2iIcRInAWMNaacE5kkgy30lpporVYclfH+9zql/wV8c26edbVSEfDCslZHGEQDAqNePSkU6N9BxsV4ZwoPCLWOMcCBAWitKLMwuYy/hnO3zeUSAA/vUSCf96ElKQCjG9sOCFc7+o2dXNyCKJtY7lcUkzUsRK0MlimolvEd0VZZwZFhxdy7l9UZAoSRqd36x54xAE0XnUQRAFAoFAIHDTczn7361q0hefi/nEU6vcf2CGbiNiXHnDgUR5u+HNScWx9ZwjazmdLCKLJErA4YUWT54eECvBxlgz14oZ5BqJREU+z6fQDqEtEl8xAkijiHt2dbetwh8/2WdtVBErtqtGkZCoWFIZi7EGYy0Cv0IttHeF2wpP3X6s+Pusd/32AZtTwWQdFM/zXIWVT2ALBXRThVKKXiNGOJ99NS4MaayYacQg/IjJpNaMC027o5hveZHknG/fRPhK6OqoIJJw774ZZprx9X54lyQIIkC4ME4YCAQCgcArheVBsT1PdCn7XyEEUgoqbRiVguVhiXFuaoQQkyURi+2Mfl7zwKFZ7lzqMMhrHju2wfHNCf1cE0lBrPzPRkpincVZ7wAXKQMOtPELymjqChdLODOuKCvDic0xlXYcnGvQSn0rnpTCCy8NUvjQ1cqYbdOE8iLqxeK/ueUcp/ChqmF1E7hakkgw38lIY1/RGZeG1UGJkoJ79vR48I45Niea1VHBsY0JUgjuWOyw0Ek4upazPCrpZd7QwzjH8rDk9oU29+7r3rCGChAEUSAQCARuAv7Tf/pP/If/8B949tln+fSnP83Bgwd5+OGHOXz48GWDwQOvbC5WBVoZlnz8yRX6eXWO49zF7H+r2rA58VbUc60E43ynyOqoJK80c62ELI7YN9Ngdy9jdy9jphnzf55e57FjmywPCwR+1kIbQ1F7tdJIFJmSWLwqaaY+ryWvNZ95dp1xbam0Ia8cQsCJfsHaWGOwdNMYbSGJFGWtMdZhrZ8Rukznm38+dvwbxFDgahFAFivS2Le4GePY3c1II8VMM+KNd82zq9tgrqWJJOzuese5O5ZatNOYThZzdH3C+rhiWNRY63/+O191Y1tuQxBEgUAgELjB+dVf/VV++qd/mve85z38wi/8Asb4XqCZmRkefvjhIIhuUS5WBdrbazAoavp5xaH5s5lEF7P/BejnNd1mxOqwBCDXxred4ehP4PSg4M2vXuLgfHP7uEvdjG8+1ONPvhLzHIJd3ZSZZsyZfsHqqMQYP4+cxZJG7OcpKu1d6caFpookSvlZCoGf1Si1o9S1b3ez0EwUlXZsjL1FuJ1ud6WEFrjAtbBl215VFpVJaus4vNDie/b1kNLPsh3fnJAoyb37ZviGvR2+fHLI0ytDWknETDOh14gZl4bKGE71C+7d2+OuXe3r/dCelyCIYNrsGAgEAoEbkX/37/4dv/Ebv8H3fd/38S//5b/cvv+BBx7gn/2zf3YdzyxwvVgeFBetAj1+ss+R1THfdHDmgvYcIcQ59r/gDRJeu6/Hnzx+hhN5zkwzJo0UpTZs5BVppHj1Ht/qszGuKLWlP6n47186xajUxEpwfDNndVSymWu0OTvHk9cWh6AZK1qppKoduXDESiKYiiExdYebnqN2MCoMk8pg7LTKcw2lnvNnjAKBK0U7OD3MWbQZWapoJpJvv3OeXb3GRWfyhBAXZIAJ4S827JlpcN/+3g3dKrdFEETghxUDgUAgcEPy7LPP8vrXv/6C+9M0ZTweX4czClxPnHM8fmJw0SrQnl7Gl070OdOv2N1rXPD3PYvVOfa/lbZIJIcX22xOKjbziqL2VtoHZpooJTndL/lfTyxzsp+zPq548vSQ04OC2xfadLOYzx3d4Oh6zpYn05YYiZWYmikIauMojMM6QaXt9lD6FlL6bZj+7A3sThy4BRiWjmGZk0UwKg3rE81P/s07SeMLZcOVZIDB5U1ObgSCIALCdZRAIBC4cTl8+DBf+MIXOHjw4Dn3//Ef/zGvec1rrtNZBa4Xm5OaE5s+Q+j8BVWiFLONmNPDgjvLNu303GVOUZtz7H+1dZweFhyab5Lsavnsnmn7XRoJzgxLPntknUFRc3C+yZl+ibYWYy2n+mNwgjSSKCFwwrfF2am5gbbeZc46b6jgrAUE1jkiKZFSgrUYC+U06PXFIqxqAi8Eh3czlFIyKGr+15PLbEwqXru/RxqrC0xKni8D7EpMTq43QRAFAoFA4Ibmp37qp3j3u99NURQ45/jMZz7DI488wgc/+EH+43/8j9f79AIvM1uW1VmsLvheM5V0GwlPLg/YHJe0UrVdJXLOsTwsuH2xjXOOUlsasWRzXLHYThBCMtNMzm47KnBWUGpNN4vpTzSnBzlLnZSiNpwelDgczjkEviJkrcMJv6BUQmyHW/ZLzUwa024IBkWNdIDzIauhGBS40ZD4YNZYSRIpGBeaL58ccGC2wf0H5yi1vcCk5FIZYJdqb72Yycn1JAiiQCAQCNzQ/IN/8A/QWvPP//k/ZzKZ8MM//MPs27ePX/mVX+GHfuiHrvfpBV5m0kiSKElRG1o7KkD9vOLoWs7pYcHmuOITT61y52KHO5dapJGaOsLByY2cr54aYHGUlWFUap5dHbF/tkWifP5Pv6iJhKTUNWVt+fLJPqW2nNjM2d3JEAjK2ge2jiuDndp1O0BJgdx2nvNyxwG9ZoQUks1xzURP542uyzMYCDwP4mxYb2ksiRIIHGcGJUVtaWcXmpRcrP3tcu2tV/LzLydBEHHeDFHIJAoEAoEbjh//8R/nx3/8x1ldXcVay9LS0vU+pcB1YqYZs2+mydMrQw4lfpHVzyu+dHzAqKyIpOCbD84TKcHR9TEn+zmv2dOlmSieODVgM69pxopGHNFKFd0sYm1U04wL4kgRKcnubkZZa/7PM2O6jYiDkaSTxayPStbG5XZbXDGtVoF3ihMCJAIVCZx12KmDXCQFa5ManMA4F8RQ4IZGAMY5jLEY55htpUghyGtDPVVK55uUXKw6dLn21iv5+ZcT+fybBAKBQCBwY7CwsPCyi6EPfehDHD58mCzLuP/++/nkJz/5sh4/cC5CCO7d16XXSDiyNmZU1jy7MmFjUvq2nUbCN+zr8i2H5/hb37CbwwtN2knEkdUxq6OKAzMN9vQaNFPFZlHTa8R0M4VB8Oo9Xe5cbLE2LPiTL59hdVSwOqr44vE+z62PaaTRtA3O+ZYiKTDG+tkhAOdd46raMa4spXYoAd1MIYVgXGqsDRdeAzc2dmr/Xkxn4GptyLXxraHyrHTIYkVl7DkGITu5XHvrlfz8y0moEAHnjDLeOIYXgUAgEMCbKlyuneKZZ555yY796KOP8p73vIcPfehDfPu3fzu/9mu/xtve9ja+8pWvcNttt71kxw1cnp3OVl9f9jko7TRid6/Bwbnm9ixQJ4u5Y6HNXzy9ytq45vb5pp9h0BZjHd00YlDU7O41AcfqqOLJ0wOeW5/gnGPvTAPrHGWtObJmmG3FpEoCglpblBS0swhRaGztF49Fbc8GpDpoZYq5VsrapCKJBabyS41OAnkF+jo9h4HApdgK9m3FkmYcUVtLJCTaWrQ1bMmH801KzudS7a1bPN/Pv5wEQXQ+4cJNIBAI3FC85z3vOed2Xdc89thj/I//8T/4qZ/6qZf02L/8y7/MO9/5Tn7sx34MgIcffpiPfvSj/Oqv/iof/OAHX9JjBy7PlrPVvpkGk0pz21yLbhZdIJ6Ng5VRSaoUtXEc3RgxLGqcc6SRIosVrcRxaKHJTCPhSKzY3c0YljWNRLE2qihrhzaGzTHsmcmIHSSRmjrIOSIliY2ltl4EbQsiwDqHcb4lp55+Q0hwCKR0oXcucEOSSlhqpfQrjXOCg7MNGoniyTNj7trlK0Urw4I7l7rMNOOL7uNi7a1bbJmc3LHYueTPv5wEQUQoCgUCgcCNzE/+5E9e9P5//+//PZ/73OdesuNWVcXnP/953ve+951z/1vf+lY+9alPXbB9WZaUZbl9ezAYvGTnditysRwTgCQSJEpS1gayC5c1o6JGCUFtLJ87uk5e2+12tzKyTCrNytAv3gaFYXNcUWnD6qii0pbSWLSx01Y3Qakt33xojrt2tRmXhmNrY55cHgLTOYQdqagOGJcWY3OaicJNZ4qsg7x6ca22A4EXimSHPpeCiXbMt1K6jZheIyavDI8dW+fE5gRjfQX1O+66tCHCVnvr+cGtRW1YHhb0mgn37uted0MFCIIoEAgEAjcpb3vb23j/+9/Pb/3Wb70k+19dXcUYw65du865f9euXZw+ffqC7T/4wQ/ycz/3cy/JudzqXCzHpJ1GOAfjUvPcRs5fn+jzqqUOB+eb59hnb+Y1vSzmq8tDNiYVc60EKYQXJ5WhElBoRz+v2ZzUDIqKXiNGW8eg0EjhLbWzNGJSaSaV5qunB+ztZaxPKk5s5FTaV4G2Wo12Fn2s8wGwSoLypSEAzMv9JAYCz4OSEAmIpWB3r8mrd7d5/W0zTCrDY8/12ZhoamuJlWT/TEYjUTx+YsBCO72kdfaVBrdeb4IgCgQCgcBNyR/8wR8wNzf3kh/n/KuXzrmLXtF8//vfz3vf+97t24PBgAMHDrzk5/dK52I5JsvDnD99YhmB41sOz/NNt83w2LFNvnJqwOqo5PUHZkljyfKwYFc3ZWVQMi40ClgdVkRKoIRACpjUlsV2QlEZKmNpJTGD3JsfxNMcITedDTIWxkVNP685sjrCOkdlvJGCnNpuO+fOETsWqCzUhUVgQ4dc4IZFAkJIullMrOB4v0Cd6NPPNbVxHF5o4hw8cGjWCxnHFVlnP19w641AEESBQCAQuKF5/etff0Hv+enTp1lZWeFDH/rQS3bchYUFlFIXVIOWl5cvqBoBpGlKmqYv2fncilwsx8ThWBnWNGKBEJKVUclr9/V44NAsR1YnfH15yF89t85r9nS5Y7HD/tkGXzk58KkaQpDFEmstlTEUtSOJBO00Iq8Nt802eGp1zMZEI6Wgk8ZU2jCqNHltt6s7EpBSYO1UADkw+IDWS63xtqpHgcCNipCCWAlybYgqQTONyaKIFV1hrOW59Qmv3T/jg1gRILhi6+xLBbfeKARBFAgEAoEbmu/7vu8757aUksXFRd70pjdxzz33vGTHTZKE+++/n4997GN8//d///b9H/vYx/je7/3el+y4gbPszDFBwKjU9CcVJzcn07Y4wfq4Ylwaeo2E1x6I2TOTsTGpeeNdixxaaHG6XzAsDJ2GN1yoa0uhHcpJ2lP9erJf0GvEvP7ALIPC8NxaTm0MWSyprcUYL3aUmlaCppWhVAmIBWXtKz+CEGcYuHmx1iEj3+ZZG4P3YfYzb1IIjB+jO4csVqyOyxvCOvuFEATRBYRPskAgELhR0Fpz6NAhvuu7vovdu3e/7Md/73vfyzve8Q4eeOABHnzwQX7913+dY8eO8RM/8RMv+7ncimzlmJTa8PTKmLVxySCvObGZs6fbYKGdMC41q2NvZtFKFfOtlLw2NBIvgIraMCy9scKw0IBjUmqUEPSaMZESrI1rLJaTg5x7drc5Ncg5tjZmc1KhrcM5UNPZiq0ZIW0slYM0Vj5o1V58BbHDYyEQuKFxDiaVIVYCbSIGuebo+piytix1Gyx2EoraMi4N7fTKrLdvFoIgCgQCgcANSxRF/MN/+A954oknrsvx3/72t7O2tsbP//zPc+rUKe69914+8pGPcPDgwetyPrcaaSQpa8tTZzbR1jLTSEgjydq44mQ/59m1EYmSgKOVxsy1Ehbb6TkLtFHpZ34qY1HSsT7R1NOr2cXQEklBJ4u5d3ePlWHFQivlvj1dVgcl48ogEGi82qmM2xY+XhRBbQ1CnOfQRRBCgZuPetrXmUSChXbC7UsdBDDIa1LlZ4vWJxW18a/0G806+4UQBFEgEAgEbmje8IY38Nhjj103EfKud72Ld73rXdfl2LcqWxbbeeVb5JaHJffsaiPkVPwkijObEya1ZXcvY3cno7aOo2sjvnKyz5tetUSvEeGc49mVnFYssTbi1GY9DVQFgaAyXrK0EslSN6U0jr96bgMJjCpNVfuFn92KC7qIwjHTReRWJ9GWMApiKHAzIoG5VkIn80YjB+eaCOErRyf7BbGSSCEYl/qGs85+IQRBFAgEAoEbmne9613803/6Tzl+/Dj3338/rVbrnO+/9rWvvU5nFngp2GmxvZlXPL06pjaW5zZylroZifKZQqVxZJEkEoKNvGZzUnFmWFBqxxeOb7L3yQYHZps8tzEijRXPrE0otAHnEEiSSNHJJNpaKut4/OQAJQRPL48oauNnIrYqP1egbrY2OX+SIgijwM2CAuZaMa00YqEVMygNy6OKPd2MtXGFc/49tzmpSKIbzzr7hRAEUSAQCARuSH70R3+Uhx9+mLe//e0A/ON//I+3vyemg+1CCIwJiS6vFM632I6VpJOOKSPDuDSsj0usg3FluHOphZSSlWHJV08PkEKy1Gkw346pteNzR9b5i6dWeXrZt9XFStDLYkaVwVqL9CZZaOuIpWRUGZy1WOfvE0LQTBRFrYNVduCWoJlKbptvsTGpOT0saSaKlWGOwLExqfiWQ/P8rXt3023EFLUhixWxkpeMIriZCIIoEAgEAjckv/3bv82//Jf/kmefffZ6n0rgZeCiFtsOmmnEfJSwmVfMtjKWOikIx55ug0obytrQSmIOzDVoJIpRYTi+MUQby1MrYzbzisNzTbJYUVhDrQ21ceS1IYkUrTRidzflZL+gqA3WOZxzRFISK8i9X8MVzwRJIFECi8OYEMAauDkQgESwNioZlTWjosJYR20dz61PaCYxm3nNZ55dR1tHZfz8XRJJ9s00b/pKURBEgUAgELghcVP/4mBgcGuw02J762pzK1XMNROOrU9oxpKNccnBuQatJKbWltVRTazkVAxFjIuaJ88MGRY1c82EdqqotOJkv6Cf10ghSCKFcQZjHaNCE0nBoKgZFppISazdMk5wlLlFT1XQ1bS+mamgQjmw3rY4tM4FbmQEMKkN1bCgNg4/rQdK+DyudqJ44lSfTz29ipSC2xfbHJ5rsauX8PTKkNVRyZvuXrxpRVEQRBcQPrICgUDgRuFmb8O4kdkyLng5k+Mvd8wti+0sVtvb9/OacaU5PSjIKw0CWmmEwPHs2oS5Zkw3i0kjxbjQPH5ywMl+TrcRc2ZQ0s9rXzUqayaVQQnoNmKMEQy1FyqDQvP0yphOGiGcJYkkk8pQa3vNQmbLgFgJgZkK+0h6W2MTlhmBGxALCAuVdQgBTmzNzjkKbRhVNet5TRZLOknEKK84tu4Ylin37euyMal4/MSAhzrpTfm5HQRRIBAIBG5YXvWqVz3vH9f19fWX6WxeOew0LqiMJVEvfdvL8x0zjSSJkhS1oZVGbE4XWONac8dii9VhyfK44sjqmGaiWGgndBsxm+OKjYm//0Q/p5NG7O1lGOc41bfklZ8AaqWKorJsTEpAogQ4CcI5ylqTKEEkFTPNmI28wrgLMigvy1ZL3VZ4q7GOOPJ7mK4rp21JFxovBAI3AhaQAmIFtd1q//RV01Hpmz+t81cJ1ic1lfE29pES3Lev541QJjWzreS6Po5rIQiiQCAQCNyw/NzP/Ry9Xu96n8YrivONC7JYUdTmJW17uZJjLnZS9s00eXplyMG4ydH1CeNas9ROEUClDQcX2ty51OR0v+TAbINuFvNnTy7z5VN9am3pNWL2djOyOMI5SyORbExqtDYsdVJWXEVpQDhwSCIFUkistRS1RSmwhQ9ihSuvDu0UTr4K5DAOTO38lffpzpwIfSiBGxcHICCSAikESgr0VAw13TSENZK0EkkqFbGUlNrw5RMD9s00fZupvjnlfhBE5+PCR1UgEAjcKPzQD/0QS0tL1/s0XjFczLgAfBvaoaTFkbXxi972csXHvGeRe/d1WR2VPHF6yOnNnE4jptKWzbyinSXcs7tNr5GQRRGDouZv3L2IlIITmznWOWrj3a5qY9mYVEghkMCwNBhXUGrfkpcogRSSLPbBr6PSoqSg1oZhUWPMWZFzJauCndsYe7YCtNOIQU83vPmaiQK3CgpQAoQUYKHUBuPH4NDW4vDL5ElpaWWSNFa0U8WJfsHTy0Pu2d3dDkS+2bg5zzoQCAQCr3huxj70G52LGRdsIYRgqZNtt728HMcEaCURT5zqc2R1zGIn5U13L7J/psmo1AzLmklt2NNrct++Lr2Gb8XJYsX6uOLjX13liVODqTMcDPKaYxsTVoclk0LTjCV7ehmxFIxLQ1k7xqWmqP18UG0cpbHEkSKLFdo6rPEiRorp11U+XocXRJaLO8yFy66BGxWLFz9FZdHG+oBhB9H0IoNzDiW3hJLbbq1rxZJTg4JeM2amGV/vh3FNhApRIBAIBG5IXKjYv+hczLhgJ1msWB2XL2rby6WOuTmpOLo+YW1YsTIuQAhevbvLvfu6PHTPIqvjkiyW9BoJrVQhdtRWloc5R1bHACy2U/bPtCi1ZlQahqOScend45SMGVc1cSSREirtr3JXxqGkQSCJpKCbxRhrEcJnsZTaUk+F0dbcj+PqWujCqzdws+EAZ8EIXy1yzl8UiBRUGiIl/HtCCnC+PW5UaiIhaSaK2xfbN+2FrCCIziP8/Q0EAoEbA2tvzl70G5nzjQvOp6gNiZIvatvL+cd0OE5uFjx+YpPKOLqZYqGdMtuMt2eKvvOuefb0Mp5aHtPNzr3ibJ3lSyeGJJHk1bs7CCHIEsnXVrw1t27GbE4qYiU4PSiojGVvLyNWgqdWxtTGwXZ7nWOxkzLfSnjy9JBKOxyOnXrwWpYFYSkRuBnZMvwQ03m3SAqiSCARWGVJY0Uz9sYjeW041S/oZDGHFlrsm83YN9O43g/hmgmCKBAIBAKBW4SZZrxtXHAoaZ1zNdc5x/Kw4I7Fzova9rLzmLMm5uhazpdObLKZV3TSmLWR4O7dbRY7KYvtlMdPDnjks8+RKMEzqyO+dmbAbXMt7lxqkUaKo2tjam14/W2zSCnPVhKdwAlHFvlKVCdLKGtLI1Hs7TVZ7MSsjms2JxXWOr/YEwKB4+mVMeNSI/AtQIHArUgaCWrjiCNJogQzzYS5VkIvSxjXNZuTGm38eyyLFa/e0+VVSx0qY7hzqXvTtstBEEQA7Kzu3aSVvkAgEAgEnhchxLZxwZG18TmOb8vDgl4z4d593Re17WXrmM+ujvizJ1ex1lJqS6+R+FkeaxjmmkHu55aWBwXrk4q/cdci33lng6dWhhxdH3Oyn/OaPV32zTaxztFKIzYmFZW2FNpy21yD5zZyVkcF/VxT6wlCwFIzZVTVdE3Enl5GJAWr4xJtLHmlWZ9U2GlrkLWh3S1wayLx1vQguGOxxcG5FuNas7vXoBEpxpXhqeUhm3lFrxlzx2KHe/d1WB1VzLTSF/1z4+UmCCLO61MPPXOBQCAQeAWz1M14092L25lAq+OSRMnpAueF5RBdKnh1sZMy20xop4pSC/J+Qaz8/QuthPVJxePHB35WwRh6WUwcSWabCQ80Z7ltrsnTqyNmGwmv2d3msWMbHN8sUNO5oJMbOZESxFKw0Em355bywjAoNGmkGBaaWhtGhUbiq0lCCCTekGHLHe7mXdIFAteOEv6130gku3sNvvnwLF8+OWKQ18iGIIsEsZJksaIRKzpZxKg0L8rnxo1AEESBQCAQCNxiLHUzHuqkFxUv18rlgldjJRlXmgdvn2dcGgTQziIiIVkZl2yMSo6sjlFSMjt1qoqlZGNS8bUzQ1aHJaWxHF8/wxdPbLA5rrDAvpkGkRSsjCqcc+ybydgY16SRRBuHxaFrR20sz20YJqV3l4sV21ZyPjfobFUoXBYN3IpYAZWF+TRm70zGRq65Y6nJmX7FkbURxzcnWCs4NN/k4HyLA7NN7tvf465dN6+Rwk6CIALC9aBAIBAI3GoIIV60RPnnC159zd4ulbE0kohWGrF/rsmR6dxOaS2NNKKylto4VkYlOPjq6T6PnxzSzytaiSRSklObvtUvixTGWU5tFsy1YmIJo9JwZG1CqiSNWDGuvCizzmGtZVJZzDQHyE3t42rtggAKBPAV0kprYikZlQZrS3rNmEgJrIMDsy1es7fDYidjXGiOb07Q1jLTjG/66hAEQQScNzcUWuYCgUAgELhiriR49ZmVEbEU205zt802+crJPquTkl2dDOe8s5WeVpZODXKeOD0AoJdF1FOXutVRSSQFzVSRRopIGp5drShrRxwJJpWh24vYGHvjBB/C6hhWvi1OclYAaRuqQYHAOViojX+fWeuYzRP2zjS4e3eHPd2M5zZzHju2iTYWJSUnN3NiJfn+b9p301eJQjBrIBAIBAKBa+ZKwl77k5qZRsrysMA5R6x8vtDubkalLSujAiklSkpODwrODAr6eU2kBEpJJqXm+Ia/Ii2EQwpBEkl2dRvMt1MQDikF1lpObuasjCr6k5pBrslrMxVHkjiSZJFC4CtFsQw9IoHAFrmBvPJxwvOthJP9gk89vUYk4SunhpweFDRixXwrpZkoCm355NdX+PqZ0XU+8xdOEEQQqkKBQCAQCFwjVxL2WlnL7UtNeo2EI2tj+nmFEoL9Mw16zYgDcy2WOilCgBQCax0CKGvD+qRiXBqK2iCEoBlHWOfQxhEpP3MEgo2xnyOy1m3PBdXGUtQWY8GZqZ+2cOgtp24XqkSBwE6Mc/QnNacHJXONmPVxyRef6zOua5baKVmskFKQxYq9vYxhqfnSif5NH6QdBFEgEAgEAoFrZmfw6sXIK402llhKXndghtsX2hTaMKpqBqXh4FybTqo4MywZFTVSCrTzRgjjyjAsNMPSW3JHUlBbh7FuKp5gWBrSSKCNpba+7W6rAmSmwsg6yGuHkn4eQggvhvTNvYYLBF50VocleaUpasO4MkRScGIz95XV8yrA2jhmmgmro5LNSX2dzvjFIcwQAecWzMOnYyAQCAQCV8rlwl43xhWfO7pOrCR//tQqSSTZO9PgTa9aYqGdcWJjQjeL+MyRdapao6SkqRyrQ5BSIIWgnarpwLfFGEst/PxPrxmjrWFzXGGsd0nopIpxBVZbzs9XrR1E2hIpSRZJSm2xIYQ1EDiH0sBTK2MOzjUptaURR2zk1Y6VsqOoLdpYNiYV+2ebRFJQ6pv7zRQEEYQ01kAgEAgErpFLhb2eGRR85tk1HIJvvb3LUqdBURueWRmxNqq4d18XbS2f/Poqo6JmVydlspkzKPXUMAFq66iMI1ICgaPQjto60kjRH2vWxxVVbbZd4zpZRKUdQlzcMaHQjkxYuonCWl9RCgQCnq3VsLWOtUmFRHDPnja1tawMS4xzbI41G3nFuNTbeUStNCKNbu6ms5v77F8CggFnIBAIBAJXx1bY6x2LHQZFzXMbY752ZkgzjXno7gX29JooKbzz3HyLfl5xul/yjft6SOH/7vbzGoTAWMdiN6GVxqSRpNaWUaEpjENbb5UthaXQejpb5A0VmrFiXGqGlcY6iIRf5AjOLnYcvnVubaIpNNutdYFAwCMFCOEoa4MToITgmw/NESvJU2d8HpFwjv0zTQ4vtDjVL1kZllT64i2zNwvXJIg+9KEPcfjwYbIs4/777+eTn/zkJbf9wz/8Q97ylrewuLhIt9vlwQcf5KMf/egF2/2X//JfeM1rXkOaprzmNa/hv/7X/3otp3Zt7BgEE0EQBQKBQCBw1Sx1Mx66Z5G//dq9vPHOJQ7MNfm2O+boNRNGpWZjUjEqvQpZ6mR89fSAzxzZoJxacZfG0WtGNCKFFII0lhjrGJWGorJIIBYQKag0TCqDsxbtHONSU2nNxqTettPWU8MEJUGe7ybnoBELGhHc5Be2A4EXDcfUaMRNc8oaMc004s2v3sV8KyWNJa/Z0+HuPV329FK0c+yfbdDJIr58cnhTGytc9cfAo48+ynve8x4+8IEP8Nhjj/HGN76Rt73tbRw7duyi23/iE5/gLW95Cx/5yEf4/Oc/z0MPPcT3fM/38Nhjj21v8+lPf5q3v/3tvOMd7+CLX/wi73jHO/jBH/xB/vIv//LaH1kgEAgEAoGXHOccG+OK0/2CzUnNTDPeDnSstOVLxwd89sg6nzu6zmePrPOl4wNWhwVfOTXgufUJnUbK7QtN2pnPDzLWB6n2JzXjyqAkZIkkixUqkkjpw1aFECSxYr4Z4RCMK0dx3kVqh583Oj9zyAK18e4KMrTNBwLbbFVV22nEa/f3OLzQZq6VsNhNuGd3Fykl41KTa8vubsa9e3vs7mY8carPkdXxTSuKhLvKM3/DG97AN33TN/Grv/qr2/e9+tWv5vu+7/v44Ac/eEX7+IZv+Abe/va389M//dMAvP3tb2cwGPDHf/zH29v8rb/1t5idneWRRx656D7KsqQsy+3bg8GAAwcO0O/36Xa7V/OQOPP4x9n1B98LwOf/9h9z/wPfdlU/HwgEArcyg8GAXq93TZ+/r2RuhedleVDw+IkBJzYnVNNQ1X0zTfbPNvjTJ87w3Po0zb6REE/b3zbzijODEing/3ndXr58YshXz/QxBvqTiuVRiTaOWMKk9vuMpy5y3i3O4pxjrpWAg9IYBoXB3pzrsEDghkEAaQSzzZRvv3OBb79znlFp+JZD8/z50yvs6zUoakttvWtkbQzHNnLWhhUr44LXHZjl1bu73Luvy1I3u94P56o+g6+qQlRVFZ///Od561vfes79b33rW/nUpz51Rfuw1jIcDpmbm9u+79Of/vQF+/yu7/quy+7zgx/8IL1eb/vrwIEDV/FIzmPH1aF0dPza9xMIBAKBwCuIndWfrZyfLZYHBR9/coWnV4Z0s5j9M026WczTK0P+6tg666OK5WHJUjsljbfa4PwQ9plBQTYVSKujgo1xzajUzDRjdnVSamsZlRrjLEkkyCvLsDBMKoM2jtrC2qhibVIxyL2pghJhMDoQuFYEfu4ujdR2xtBz6zl7ZxosdhIS5Z0Z21nEbDNBW8uXT/qw1kjBQjtltunf/x9/coXlQXG9H9JVcVUuc6urqxhj2LVr1zn379q1i9OnT1/RPn7pl36J8XjMD/7gD27fd/r06ave5/vf/37e+973bt/eqhBdEzs+4G///C/Cm37wMhsHAoFAIPDK51LVn3v3dVnspDx+YkA/rzg0f9Zqu5VGHEpaPHFqwPqkYrGTsDyu6GUxiZJUxrI8qGilEeD448dPcWy9oKhrJpWdZgQ5am0RAmIhcA5qY3xmkDs7C7R1ewsTKkSBwBWjgCwWWOeozNRgRApqYxgWNZ87usGubsb+2Sa1sedY6wMcXZ8wrjVLrYTlUcmeXpPFTspiO+XI2pjHTwx4qJNekF10o3JNttvnPzg37eV9Ph555BF+9md/lj/6oz9iaWnpBe0zTVPSNL2Ks74yhNMv+j4DgUAgELiZ2Kr+9PNq20a7qA1PrwxZHZW87sAMJzYnLHWyC/9WC0iUZH1Sce+eDuPKsjmpkFIQK8memQxtLUfXxvRzTSwFSioaiUBrS15bpBAkkUBJibZ+PSCmPrBB9wQCLwICcA4lJe1IYJzDGkdVQxp7s4R7982wNi75319b5d59XVams3+JEpzYyGmlkuVRSSuNOTjfQCC2TVNObE7YnNTMtpJrOj3nHJuTmlJb0kgy04xfUnF1VYJoYWEBpdQFlZvl5eULKjzn8+ijj/LOd76T3//93+fNb37zOd/bvXv3Ne3zpUDcpMNggUAgEAi8GDjnLlv9ObI25q+Pb7I5qYiVxAGtVCEQ9POKo2s5Ty0PeOrMkJVBwWwrodeI2dVtcGi+we5uytG1CRuTmkhCLCW5cTTjCK0ceW2JpNuuBBXat8TFEuqLxwsFAoGrYKu1tLKQSIikRDqHEZZmqphtJXQbCXtmMnBwZG3MV08NiZVgZVhyYmPCqUHBUiflrqUOr9nbpdc4K3yyWLE6Lq85rPVy1emXajbpqtptkyTh/vvv52Mf+9g593/sYx/j277t0kYEjzzyCH//7/99fu/3fo/v/u7vvuD7Dz744AX7/JM/+ZPL7vOlI3zUBgKBQODWZXNSX7L6I4QgjRR/+cwaXzre5xNfW+F/f22Fzzy7zrH1MX99vM9XTw841c8R+HacotYMipqVYcEzKxNO9svtUEcQTGpLrKC2lrzSPlMoiRBCoq3FOZ+NEjJUA4EXhsDbzKeRQElBonzu16TWlLXBWlBSsrebMal8ztfWe/6TX1/h+EbOA4dmeeieXdyx2KaVROiLuJkUtSFR8prCWi83m/hSziZddcvce9/7Xt7xjnfwwAMP8OCDD/Lrv/7rHDt2jJ/4iZ8A/GzPiRMn+J3f+R3Ai6Ef+ZEf4Vd+5Vf41m/91u1KUKPRoNfrAfCTP/mTfOd3fif/6l/9K773e7+XP/qjP+JP//RP+fM///MX63FeMUVtuf6+GIFAIBAIXB9KbamMJYvVBd/bnFQ8tTzi1CAnkoLlUUkaSY6ujim0JpGSSW1YHVVEEuqJYVQpGrHxt43lxMYEpQSHFxusDmuOrU2Y1A6m7TbgTRPiSJARsVZX29ko0TRPSNsgkAKBq6WVShIpqa3DaksSKZxwGO2orEUgqK1jeViTJiW18Y6Oy4OSYanZ3ctopzGtJOL2xTan+znjsuboWs59+2MEwm8/LLhjscNMM76q87uS6vRLNZt01dLt7W9/Ow8//DA///M/z+te9zo+8YlP8JGPfISDBw8CcOrUqXMyiX7t134NrTXvfve72bNnz/bXT/7kT25v823f9m385//8n/mt3/otXvva1/LhD3+YRx99lDe84Q0vwkO8OkZl/bIfMxAIBAKBG4U0kiRKUtTnhvo45zi6PuHMoKDWjjRSdLMYJQRKwomNnKMbE5YHJZGE2VZKO4kQzjHMKx4/PuTo6oTlYYE2lrJ2dNIIB5TaYZ1DOrDOkVcGHOyZSZGAdV4AaQsmKKFA4KqR+PbUWAmSSHqDZefQ2qEtpLFivpWyu5MyqmqOrk4Yl75KdGaQM9NMSCJ/kUQIwcG5Jq0kprZwsp8zyDXjUnNkbUyvmXDvvu5Vi5bnq07vnE16sbkmU4V3vetdvOtd77ro9z784Q+fc/vjH//4Fe3zB37gB/iBH/iBazmdF8xNYoARCAQCgcBLzkwzPtdRSsC4NGxOKk5uTOjnFXGkuHOpzaSyLA8KnloZIYQPYlUCdnVbpHGEc45+XmGtw2CZaUbsncmIleLzR9dZG/k8wSySSOlb7Kz1FtrWWr52ZnROqKoDzCXPPBAIXAopYVIbKiPIIgnOv5daiaKZKJI4op7O/EQCCm15bn1CY7dkI6+5Z1eXVnq2ajwzFT1HVic8vTrk2PqEhXbCHYuda571uVx1Gl74bNLluCZBFAgEAoFA4JWJEIJ793VZHZU8fnJAXhmGZc3GuOLp5RFCwL17ewghaaWSpW7Kyc0J7VQxKB3eUPvslUZroTSOmUaMmQarltoxKg3D0hArQRZLpJBIIYgS3xY3KDSV8fNDgmCrHQi8ELQFax1COWoB2jnqwjCRhrw2NBPLpDLUxpFEkmYi+evjfWpt6aQRu3qJd5HbwUwz4c4lQaeheNOrlljqZi/IDW5nddpb85/LC5lNej5ChlkgEAgEAoFzWOpm3LuvyyCvObo+pqgMrSTaXuxs5PV06FpzbD2nX/iFVF07nBCMihrnHMb6uSEHZEnEyqjgS8cH/NXRDUalBgfaOkrtKLVBCJhppWSJF09pBHHkBVFYsAQC147EX1woDYwrixQQKz+bNy4tK6OKyhiUBGO9/f3qqKDQhm88MENR23OCmcG30a6MSu5a6vKq3R1mW8kLmu3Zqk4vD4uLHmt5WLBvpnnVs0lXQqgQnYcILnOBQCAQuMWx1vLU8oh2GvHGOxdIYkksJF85lfC5oxuMi5pj6xOsdYwqQ6IEdSRJIu9aldeGzUmJQDKqNLGUjMuatVFFEivmW352SAlfPcpixXwrYW+vya5uwl8d2wDwQ97T0pAUfvEW/koHAldHJKdtqFNzEucgVhJrfYurxYeyJpFgphEzqXxL2lwzYe9Mk14jptKWI2vjc3LJlofFNc8LXYyd1emX+ljnEwRRIBAIBAKvIF5ooOHyoOD/PL3OnzxxhlgJ1icV862Ug/MNXrWrwzOrI071C/rFhG4jppdFDAtvzTvbPGuVvZlrrLUU2qESWJ8YEIJ9MxkCQV45dKRA2KlznCPXxu87r32Lj3NYN82QfMmesUDglUs6tdYG374aS8giRaeh2Mw1WIuUgkiCMVBq7+pWGUdpLYudmFGpecPheY5v5JzYnLA6LkmUfEHzQpdiqZvxprsXt3OIXspj7SQIInhJk28DgUAgEHi5eKGBhlsZIM9tjImlYFcnw1jHqf6EQV5z3/4u337HAn/25DJPnhmSxJKGUezqpKyPKwQCIQVrw4JYCjqtzDvKaUeZl8SxotYWJSVKeBOFWPpMlEFeo62jm8XUxouknRWhIIgCgasniwXaCv+ektDJFKlSRFKRKP8+K2uLEwIL03wiPx8oEJS1wwlHtxHz0K72C7rYcqUsdTMe6qQvy7G2CIIoEAgEAoFXAFtipp9X57SaPL0yZHVU8qa7Fy8rinZmgNy+0GZ97AVKFit2RRlnhsU0b6TLtxyaY5DX7J1pkEaSZhJxx2IbgK+cGuCmeSaVtjQShXEG56CqHacHJVksKWuLdY4kUUgEg7zAAb1M0Upj8tptu0kFMRQIXBvaOOJIYqy/8KAtCOGI8W1zkQQpBAKHcYJmIplpJTRiyag0VNrRyhRpJBFCMNtKXpbzfjmPBUEQXUCYIQoEAoHAzcaLEWi4MwOkmSjmWgmnB8X2QmimkbA2LhkVGgvct3+GV+/pkESKWElaqWJUaE4PCkptKeqIe3Z3mGkmPLc+5i9GJdoYjHNE0iGkwBmYVGZ7MbbYTnnV7i5fPzNkY1K9jM9gIPDKpDSOJPazQXmtKbXFWksWSxwgpWSuKdksNItZzKH5FkkkWRvXdFJFaQyvmrn6kNWbjSCIAAgtc4FAIBC4ebmaQMOtq67nzxoVtdnOANkKXhzmmuVRSS+LiaRgUmmeXZ2wbzbjtrkmq6PynGPWxtLPK2pjObzQYm+vAUAaKWYaEf1JjXWWcQVKCKQEYyzaOhpJxIHZBmXt0MaRKIFWvq1uZxZRIBC4crSFvNDEzQQQaGfBCrRxNCJJZQ2j2pAqSbcZoy1MJhVVbdjVabOnl71kRgY3EkEQAfXub9r+/1f2rzsQCAQCr0SuNtDwYrNGvUZMWZvtDJCt4MWj6xPWxxWTUlNbx51LLb719nkAPv7kyjluUIO8Zm1cM9OIWepkIARFbVgdV3SyZCrAQCnrZ4fwrTwSmG3ErI0rYqXJYoUUkk7qW3xKbSj1dDD8ZXlGA4FXDhaojKWVKvbPNhgWmlFpqK1BIYiVYK4Zk0aKfl7hHOzuNXjonkW+/c6Fl8zI4EYiCCIAefE/IIFAIBAI3AxcTaDhpWaNTg8KVoYVRW25b1/Pt8k1E3oN7zL1zOqIuxa7/O3X7kZKnwp0vhtUWVsW2wntLKaV+L+tw6JmbVgipSCJJJUxxFLgnL9KncaSVEGhLUfXJ+zvZTTSCIeffSgKjQESJTDOIZy3D4ZQNQoELkUswAmIBCx2U/b0mgB0s5iFjuHUZkGiFN9+1xxaO55dnyBwHF7occ/uLq/dP8Ndu9qv+MrQFkEQAbfI7zoQCAQCr1C2Ag2fXhlyKGmds4jZCjS8Y7FDrxHx8SdXLzprdDhpMS4Ng7zmmZUhnSxBSuGzhsqaA3MtvvWOuW0xBFOL3HbC0bUJw1JjrQPhOL5RcGbo549ObuaMK40xltp4V7k0Uphp8GIzUajpccal4dm1CftmGxjrWB/7q9VKAAKEg2YsMc5R1C4IokDgImQKosg7OmaJpJHE9BoJ4DjVz2klEXtnGowrw22zbZZ6KfcWvh32zqUWf/u1e855n98KBEF0HsFUIRAIBAI3G1caaNjP9WVnjW5faPHkmSHrY82XTg4ptSGNFHcstviOuy607j6/9S4SMMgNeW2YVJrlQcHpQcGk9C5zQkCkJNVUHEkBa3XJTCNhvpMyqS3WWZaHJcaCsd562+CrQQKIpkIqXMsMBM5let2ASEmUcBgBRWXJK421BiElk8oy25RU2pJFkjgSCASdLOaOxRb9vKaf65fV4e1GIAii8wiCKBAIBAI3I1cSaHi6X1x21qisLcfWJxxeaPFtd8wjp1lBo1Lz+IkBC+10WxSd33pX1panVoZ86WSf59YmJEox147JIkUkBaNCM6ktkZTUxoe31tM/uaWx1MaQKIFA4ZyjlsB5OUQOmNQuBLUGAufRir0QymvvIieFQFuHEIJhrvnamTELnQRjHYW2NGLFQjslUWc/C86fNbyVCILoPFy45hQIBAKBm5TnCzS83KyRc46nVoZoY7l9oUUnO2uzu9h251h3A+fYfPfzmq+cGjCuazppTDuNaCQR41LTL2p6WcxMM6Yc+sWYc+dWeIracHKjYL6dgBOsTUqsu3QGURBDgcBZJCCFJI0itKmpjMM6h5KQRoJmKhlXNeN1TS+LmW1EJHHEvtkGrfSsINo5a3irEQQRIHZ8LIcKUSAQCARuZi4XaHi5WaNRqTm6PuHgXIt2du7y4HzrbmC79Q7g6PqEca3ppjHLg5I9MxnGOg7OZYxKjXXektvZc9vdtv7iFtpnE1XGURtDbay35H7xnpZA4KZkS65c7L1wtkUOL4CEo5lGmEKTRoIkUhSVZVhoslgiBSy2E7R17GklHJxrbn8G7Jw1fKVnDl2MIIjOI9SHAoFAIPBK5XKzRs+sjoiV5M6l1jkXCrc4v51mq/VuXBrWxxW9LMZYh3GORhwxKjWNJGa2mXBsfUxR+6vWsfTZKGaqhgTeNCESUFSaSW3AgXShMS4QiJSv8hS1256nA5ACYiVQQqKnLXKRioiln7tLlEJKv51/z/qqjxCCXd0GvUZMrKRvoTtv1vBWcZbbSRBE4Ev0gUAgEAjcAlxq1uiuxS6NOCKNLj5fdH47zVbrXW0t2liSLKbCooSg1AYpBGWt6ec1RW28CJqOJgjB9hyQlN5S2zmopgmsxkJtgxgKBEoDpXFI/HumkQikkEjhyKKIylrKwtFKI6y15LWlGSt2dVKME1hnyWvDfCthUGjm2yl/91v2szrSl5w1vBUJggiI1a3XKxkIBAKBW5eLzRptWXI/n3X3VjvNVuvdQjvddo7LYkknjXl6dUSqBMc3cjYmFQDWnq33iB3VIWOhnDrHxdLftoTaUCCwky2bg3HliIQhUqCtxjqHFIIsEtTGUdeWrBmDEERSoI0kUQ7rYHc3QwpBJ0u4b//sJWcNb0WCIDqPMEMUCAQCgVuBi80aXYl199ai6d59XVZGBcfWxl4wDUoWOzGltlS1ZVR4WZNKgYjkdqvdziXXdpVIgJJ+AVcbG/4SBwKXQTvQGsAiAaVgUGhaiUIpwdrI29a3U0VpHEoKWqmikSjaWUQWq8vOGt6KBEEUCAQCgUAAuDLr7p3EUrIyqjjVz1kZljy3IZlpJOybzVgelD6QFYF1gkYssEBdO4Q82z4n8TMPaSxpxookMmxMDA4/V2RcqBYFAhdD4NtPYymRQpBEEbMtxSDXbEwq+oVgJovZO9+knca0s4gDsw2K2nC6X4TK0A6CIAoEAoFAILDN81l3w7kZRA8cnOX1t81yanPCl08OOLGZM9dOaKaK/bNN1sYVz66O6GYxeW0ZWw0ONOe6zRnrqI0jVQolDNb5+SKsvyIeCATOIjk7iyeFb4drZxGldvSaMe1UkWvLTCthb6/BfDslrw2ltnzy6yvU1pEoyb6Z5i09O7RFEEQXED51A4FAIHBrc7l2GufcdgbRwbkmk8pinWX/bIuFdsJHHj/D7k6DhWbKTDOmnSmOro2ZVBbjHEJIzI6Moa0pXq0ttfSOWbGaNrALfPko/GkOBM5BCIik/7eVRXSymHv2dNiY1ERS4BCkkZ/tu32xxbDQ9CcVzaRBr5Fst8M+vTJkdVTyprsXb2lRFARRIBAIBAKBK2ZzUnNic0IaKb50csDaqGRSaYQQtNKIThqhrWW2nbA5qchiiRKCUW3AOZxz21e2wWudrf+PhSCOFNrWUztuycRqFGfths/PMAoEbjUiCZ00IlISay2dNEJIgZSSdhbxqqUOm3nN2rBiM68otAUBe2Ya3Levt13tbaURh5LWOaHLt2r7XBBE53FrvgwCgUAgELgySm1ZG5esj2rWJxWVNhS1pdSW0hiscTQSxT17OlS15SunBzgcAoeQgkj4oBQ9HSKKJcy2EoQQGOfoppJBIbA4FloR9cCw02ZB4lvptly5bSggBW4CXqxULYGfGUoiiZQCGSkE3pDEWUckJfPtlNvmmqwMSzYmGd9+5wJ/fXyTXiO5QPCcH7p8qxotBL/pQCAQCAQCV0yiBKvDijPDgnGpGZeGLFbMtRIWWymFtqwMS84MSvbMpExKTaIUaaR8eKQUKCWJlG/3kVLQaybMt32w68lBiRIgHWzmNZVx06yis2JITQMnIYihwM2B4IVfdBdAIkEpgUDQy2IasaK2jtlGRF5r5lsprdRniY0rzav39NjVzaitI4svnjGWxYrK2G0nyFuRUCEKBAKBQCBwVTjn2BiXgKCdRjgHYpol1Igl5XT2Z1hotLXs6qXEqoG1luVBSWUttZE0Y4FFMC41xjlq44e+JaAtFL7Lztty4/+1Fr8ytBBHkDiorHejezGQ06+tpeGVLhFfrApA4JWHwIt4567MIKQZCRwO5wRCQBIJSu2w1hFHkkYsaSSSOJIkSJSQDEpNlsR0MsXKsGRUamamVvmxkttByq30wqX/+aHLtyJBEAUCgUAgELhifMVGbLvQ9WOFA7Sx6KlzVRJJ1kYV9+3rkURqOuQNw1JTaEsWK2LlzRisdeS1wVkfHomASPgFIQ6c9KLEIoiVoNIWY7z4sAbmGorawbgw1C9QkXRTwXwrpV9oxpWhFUtGpZ9eMvbsHNPF2A6d5cqFURBRtwZpJGglilGhn1cQpQq+9fZZGknM8c0CiaPdiEikJIkUtbEUtWFSW5QU7OllzDZjNiY1w6LmM0fWSSPFHYstvuPOBZa6Gc657SDlKwldvhUJgug8QjBrIBAIBK43zrkbNkV+kNesDEqEgJlmQl5r+pOa2jhaacR8O0YKycl+waCocQ4KbbHWUtbeaU5bQxoJ1scW6yCJ/NXuqrLgwOCQQlBbBwKEA+McBocFlJhWjiSkcURLSbQpqStfz9lZ4blSfDueQgjFwfmE4xs51kEcOVqJYpDXmMspouk+lIT6Cg++c8VxpeccRNTNh7aOYWmoLvIL3mkYAqANrAwq5jqCA3NNDs23OLzQ4r59Pe5carE5qVkZVjhnSSLJuDJ87sgGe2cMnTRGSoG1jlFZ8/iJAQvtlKVudlWhy7ciQRCdRxBEgUAgELieLA+K7WDUytgbKivEOcdzGxPSxKfeL7YSVsbgLDQTP4cwKAz7ZxIqbSiNZVcn4enVCZPSEEu/j/7ELwEF3jHLWsdE6+0wVoDaOn813Z2dvRBiGuQ6/coURJEklt5ieFJZLBApv0Ftr0w8bJ1HqS2Tqma+HdNJY0ptqLRhUNTUzyOGwAuaRIAVV97CtzVbcqWrj638mfMrDRJIIkiVb6+qjN/uxWolDFw5W41nW/pHCUESCarzfhkKcFPBv/UdA5wclMy2U976miXeeNfSORdE5topc+0U8O+lP/vqCtpabl9ob2/jnCNLJE+cHFLUhu++bzeLnfSqQpdvNYIgOg8XfOYCgUAgcJ3YGXi68yrujZIVsjmpObmZc/9tPUa55sRggtVuOpcgMNYAPmAVITg01+DUZkFtLMZZvzBUklo7cm1oJYo4kmjjMNYihEApRanNOVUWMf3PlnCYFo58i50D4wSL3QzjCga5Rk/FQKy8I1eh7UWFwZYQyiKFw1Foy9q4oqwNhxdblLVgbVxS6Kt4kqbVq6tByOls1EW4WOXI4RfT0XRG3gloxhLnBAhBI3GY0lz1eQReOBGgFNTG/45aqW9zu6hhwQ77+a1/IwmL3RQEPHaszxsOzyPExZ3ftizwlzrZthjanFQ8cWrA0ytj1icVf/H0Kl86scmDty/wHXct8NA9izds9fl6cutOT12CUCEKBAKBwPVgZ+DpofkWrTRCSZ/tc2i+RT+vePzEAHcdVrneRKHiuY0Jm3nFUqfBd9w1z1wzY1gZJrWmMppmEhFFknaq6GUxrSRiUGqaieLQXJNuI6HdiJlrJ7QSRSNW25fGo0gSKekzis57iBbAQaTEtjgQgFISAYzKmtVhOb0yLogVtBLFbDOhkfhspEYsSOS0woJfrG613mlrsM6hhMA6GNeG4xs5X10eX5UYSpSgm8Wo51ldSSCTvhomuVAMSfz30kiQKH+e20wX0UJuPSeSVhLTTmP//Eux/ZwGQfTyo4Hp2BlZIs/Olgk/H7QT6/zvyM/ITUV8JEmVZN9Mg1P9nL98dv2S7/lSWypjt93jNicVnzmyxheP98mrmsV2QieJ6Oc1/+urZ/j/fuEkK8OS2VbC7l62bXcfCBWiCwgvi0AgEAhcDy52tXeL65kVsrOFb3NS8+SZEcNc86pdHd786iU+9hV/9VtJiRIwE8V8w74exzdy1ic1tbbMNhNmGjFzCKxzFLUhlpK5VsxzGznOWSSO0jiySKCVQFh3ziVKb9zgtismFihqy6CoaSYRtbB0shRrLSujkiyWdLOIYWlQUpLEEhz08wptz4oMbZm2lzmsnYovA8uj+uqfLOeotDlH4Ai8O57zRTOc83NGKpIIY6nNhW1zaSSQQpDGilgJRpWmqv28VSRBSYGeVuGMdTjrcBYqY30WjZJEylK7ENJ0Pdj6XZaV9cIVprNygmirFZSzrZ9blcpo6gY3Kg0WQSNRPLeRb7/nz58tTJTYdo9rJoqj6xNObhYkCmabGZVxZKniwGyTQVHz9eUhXzre5/969a0bwHopgiAKBAKBQOAG4PyrveeTxYrVcfmyZoVstfBt5hXtNGKhnbIyLHh6ZUypLffu7fH622Y5tjFhNovZyCsOzrW5Y7HFpDQ89twGzUTSayT0c02vEQOCQmtm2wnG+pmfWAkK7ReMxvkh9C2RYJlWTORWz5xDT2eDJIJISirjSCJfEepkCuOgtpa89s9pK1HMt1IaieJrp4cMKw3WbVt6C9jeJ1zeTe5yaAvDwmI49wKrmqoiJQHrMPi5KSElvVTgHMRK0S8qKu0ffzNVNBOFcxajLXJaMdIW0kiRRmCspagt40pT1JpISaxzZHFEqhRaX02vX+DFIBJe/Fh8tUhZb/7hX2cCIR3SnG2D9K9taCYSKSWRlDgcp/sTZhoJ47L25gcXmS3cO9OglUQsDwsW2imnNnOsc7TTBAdMau2rpLFCCEF/UvHUypBvOjh7ywawXoogiM5jVoyu9ykEAoFA4AbgF37hF/jv//2/84UvfIEkSdjc3HxJj+ev+N44WSFbLXwnNnOsdRxdm6CtpdYW5xxPr45II8kdC23WRhXHNwuWuikH5hrklUUImGslDHJfwZlUfj4HHI1YMdNWfH15hDGWmUaElBLrLOPKIIQgVr5CZKxfTEbSO80xzWVxztFpRMy3E6SAQWE4NchZaHf5loOzfOX0kEai0NbRzSJmGjHOQZYohqU3cNBbhg0vwsVyyVlxZc+vyghBI5ZU2mHxQiyLJUIKjIVYSfbONklGkuVh6VsGnWNY1BjrsAhS5atGMoLZZkypHWujctu5zFca/JNVG+u/QnXoZUUCWSQojK/Y+bZOsM4HEku8wQLCIZyfcQOBFI5KOzSWWFjyynBmULB3JkMby59+5QyVsVjnWOpkpJFkbVzyf55eQ0hoxYqn84phqQH/GusXmkwpFtspTGf3QDCpzC0dwHopgiAKBAKBQOAiVFXF3/k7f4cHH3yQ3/zN33zJjzfTjG+orJDNSc1XTw9YHhRoa5lpJMRRTK0tlXHovObZ1TGdRsSBuQZL3ZQ08mKj1JbXHZjlra9Z4r998RRPnhmRxgKHpNKWSWUYlV74NBJFUVuEcGRRxFwrRRvL+qRiUmqc88LI4rOJtkImYyXY1cuYlIbNvKao/YLxK6eGpErQL2qElwicEYJOGpFEkixSNGNFpQ31VlveDuFwvonBldphZ7EXN5U52+q3VeXCOd/uJ5j2zfmZqWYS0UwUw0KzNipoRJJWoqi09W1vUlAbRxI5lIBCO5qRol9oX20QZ88R4V31mtO5I21csOh+mdh+ngVU1rdebrVkGutbJLPYz6cJ7YgigRLChxFr30IXS0cjkWhjKY3FWDjdr5hvVnzm2TUsgofuXqA2lr8+vsnTK2MGRc241My3E26fb1Fuva+cYLadsthOty+uVMYCjmaibukA1ksRBFEgEAgEAhfh537u5wD48Ic//LIcTwhxQ2WFFLXh2PqE2hj2dBtsrb7T2BsknOrnWCf4zruWuG2uSa8R0c/19nxDpQ1fPjmk2/BCpKwNi62EUltK4xf49+xuszGp+fyRdV/9waKNIK8tRWW8TbHzV9nTWJCXYIxjtpMw00qIlWR1VPnzisAY3yo3KLzDWiuRjPLaV1PGFUrAYidloZMwLg35oAT8gnWrfS6WMNnRafZ8gmJLMGnrwAlfybJsu81JAe1MkUaKUvvKDYhtYZcoiZQwzDUujZACjHXEUpLFgkYiKSqNEIKmsMy0YkalYVzUGOe23bGcA6lATo0h4khSGnvDGSu8EkWa2/E/1m7NBAmEcBjnq0L11uCQ8LeVFMymCaPKMCxq1FT8WgepUjjlUBKWhxXWOWZbCU+cGjEsKp5ZnaCEY66Z0MkiNsYVZ4YlM82YRCnSRHDbXAMxHWByztHPK6QU3HmLB7BeiiCIAoFAIBB4ESjLkrIst28PBoOr3sdSN7thskKK2jAqNXPNeFsMbSO8+936pKabRdvzCFv/Lg8K/vfXVunnFftnWyy2G3x9ecDnj22S14Z7dnU4MNdithnxxKkB7SxmM6+w1rI58RUkax3NRGKMX3AmStHqeHvv+VbMTDPmidNDKm2JBYz9WBB1bam0xRhHXhviqf22X6AKxpWvDC22U8paY5xvWbPObw9Ma1GXRwCtVGCtQGuLNhApRxYptPEBtNb6p25cGowVtFLJfCshr32oZmksa5uVryA5/5zX1rvd5VpT27OtTkpKskgyKgyR8rNWW2Jnqr9wBiYY0qmVeSohv9aBqBeJrVeOnGYiXe55FfiF6TXYWdwQCO96jhL+woGcvvaUlJTaeodDKRBTQVxZS2UM862Ycvp6bUxnCBtxRK8RU9SGQenn775+ZkBp3LZpAkKQWInO/OvJArPtiGHhXRIX2ikOWBtXGGN53W2z3Le/FwwVLkIQRIFAIBAIvAh88IMf3K4qvRCWuhkPddLrnhWSxYp2qphUhk7mLmjhm1SGdqouMIE43z5cCEErhddEPdYnNcOiZqGdce/eNl86OcQJwf0HZ3j8xIBTmwUOh8ChlCRRiqVewv655o42NDc1oHCMK73t1GWdI1Vye9bCTL+hUkkr8lkwjVghlaQRCWpt6DYSlIDSgtGGcmrCkMizoa5bj3rnQl7iK1ZzjZRRpSmcwxiHsTCuDJHwQbEi9mKp1I6J08w0faWtNg5jDaX28xzNWNHKvJCaVI4sVgjhfwcH5hosdlI2xhXPrkxYHRU0Eulni3YIjK1/KwNuWqaIpUBOxd3LXZWJ8PlIW/NfUggm9bnthBeMWgFxBFqfNdS4mRDCzxDV1r8P5loxxgmGpSav/OxdEnlRvNRLObFR+JY6JUmFozYWJQVZrJhvxkRKMqkNiZRs5DV5ZWgkil4z3b5IUU9dBedaCUVlWOo0uG9fyldPDzm5mYOA+VbKN902y3fctXDLB7BeiiCIAoFAIHDL8LM/+7PPK1o++9nP8sADD1z1vt///vfz3ve+d/v2YDDgwIEDV70f8O1z19sFKosVt801eW49Z3lU0stikqng6Bc1iZLsn2tcIIguZR+urSOSggOzTSa1ZmVUsz6u6GUxWay4d59gXGmySDIsDVkkiSPJa/fPsNDJKGrD+rgiUoL1UcW+2YyTmzmFNgwLjURst4kpIUFYb2/svE21Q4IQvrKTJYCjmtQgJIvtiFGpsUBeWSLlyCvr2+CmOHz4aRYpklgihCCRvvVJux2OddtucBarOWfOR1tHUwpmmjFnBoWvCERye05oe/5IQKL8PJF1gnFhmWulPLeeUxmoc7stGHaKiq2ZpUhAYacmFJxt67taUTSbSbSDcWl9GKz01Y/KXHpfgnPPI4kVe3oZvUbE0fWcUVlTay8ezxc8frzKi7gsFoxfJleInQL4+biYkMukd5ITQiClpBv7ak1pAGfpZTGxglFpiabzO1JIbptrUNSGSW3QZiqIhCSSlmFlSZUjUZKZVsLpQT61cI+IpgNKzrltJ7lOElFUFinhb756F//3fXtYGZaAYLGThMyh5yEIokAgEAjcMvyjf/SP+KEf+qHLbnPo0KFr2neapqRpek0/eyMy04y5Z3ePovZzKOuTimFREynJ7k6GEHDP7t4F8wiXsg+PpQ9edYC2lrw2aGNJMv/zSgrmWimHF5qc2ChIIoG1kCV+qbJlpHBgtkGiJFkcTQWIYM9MRlk7IunbzqqpEcOW45uxfrtISYwxRFIw10yZaSSsjSpGpaaTRuyfaRAryYl+jjaWXhaxWfjVf2dawRkUmnYW02tErI1qotr4Yfmp3bLAi6ot6+2tENVISW8SgWO2mZIoQVF7EwYpHNoqskShpG8tE0LghKCdKIZlzcowpzaGRizQ1m23Em6xtdS1eDGUTPdjmC7WL7Pg31rk7zSQiAW0kpi1SY0UZ+83l1ENO0f17XSnSSTYP9vkvn1dNianqI3FGI0RZ0Nyt8JmIyWIpaQyxju0icsf78VAeY8LlDjrDni5ytTO09kSUhqIELSSiF2dlE4Wszwo/LlLKI0liyKM1eydyXBOkCrFoYWMjXHFsY0CKfzcmMMLo/VRgXVwYK7J3l7K8qBATUN3t+bQJvVZJ7nKevXfTHzVdraVMNd+5XwevdQEQRQIBAKBW4aFhQUWFhau92ncFOw0ediclOzpdZFSYK1jVNbMtNKLmjycbx/unGNcGipjaMaK5WFJK1U0YkU0rThlQjIutbfHbiaU2rEyyMniyC8C8S5ZSkqMg4fuXuIbD3QZ5DX/55l1bpttsj6p2RhXXkhYH2I6tXjDWC/QnHNIKRFAM1E8sHeW2xdb/OUzGxzfmGCdI4kVf/OeXTx4xzydLOaxoxt87tg6y4OSSW2pp+GwpXb0GoraRAgh2BjV03a9cxfNFlAOlBK+tc/AuKinzmISpaCdJjRiSRopJrVmWNRMak2sBLV15JVmdVSRRope01fI4gjQ7uz80PRL4U0oOmnEZqHBcU7ekuDcWZ6tHBw93W5rmziC1XGJdpAo4bOZnG9N3KqE2YtUebaElZy2yw0Kw+Mn+hxdHzMsNDONFOfAFHo7rycS3gTCWp9JpeTZ9rqX2oTBurNCdtsQ4wqRYpo7ZP1sUBZJ0lixPq4YlF54Z5FE4LDWUWnLyc3Svw8GOcc3E4alptYGJyAW3p7bWDedEXMUleb4Rs5rD/TopBGPHetzZlAw00yYbSYstlOaiWJ5WCAE7O74qtPGuLourbY3K0EQBQKBQCBwEY4dO8b6+jrHjh3DGMMXvvAFAO68807a7fb1PbmXifNNHvLKZyHdudS9pMnDTvvwGZ1wbGPC+rhCG0ulHSf7E/Z0mzQTyWwj4bnNCbGE2WbCQjtlkNcstGJO9wu0swjnBc3KqCSLJLt7Gfft77HQyfh/XreXr54ecnwzn4a+OuqpnbYFhIPaOGLlV7xbQ+1K+Dyiu3Z1+L/uWeLNr97F0bUJw2ml6OB8Eyl9vWOx7VsXP/3MGpuTikmlGZY1nTQiixSVsaRKkUQ102ISSpy1Xa6nFszWOqQSVNYiai+qpHRUxlsyR1KgraGZKPJKM6ksk9pwbM2H4MaRpNdMWB9VU7tygbEGu6PyI4A4hvlGTD5t10uVb0NDeLHqjGW0oxUtnmY6bbvVCUiEoJNEIASjSnv772k+lJJi20r8fKHizS/8401ihZLeRto6y/KwBOeQ0hsKNBKFcY689u14tfEtlUr4aqGetg/K6ddL5Q2xJbqUnIqyK+2dAwqzNR/ln8dhqYnHJVuG5wKHcb7SWRjjK5TWsTouAUdpHEXt54asczgh0FNXulT5WaJR5S8E/L0HD7HQTnn0c8/xxef6xEqw1PGvzeObOaNCs9BJONHP+cjjp0iUZN9M82U3Y7lZCYIoEAgEAoGL8NM//dP89m//9vbt17/+9QD82Z/9GW9605uu01m9/FytycNWZemZlRH/+2vLKOWHyLNIslqXdLOERiJ5emVCoQ21tqRZxB1LLdJI8dixTZ7bKDgwmzHTSNksNJuTik4a8YbD8+cMhn/r7fN87+v28qdPnGGY10wqi5SSLHI4pjM5DrSxSHyrWSOSdBsJd+/qcN8+77glhODw4oUid8stb3Vc0c0i7lhqc3i+xVMrIwaF3hHs6ug2YgpdTudGAOlzguKpELHOUdWGKJL0sgRRewtugWNUWCJlvUioDUXtaKeKVy21qa3juY2cSAqcsxhrSSJfRfAtiHa7vcwikA6kVDinaSUK4yBV3uWs1g5tzwqZREIjkVS1xVpA+sfTiBXznYS7d3f44nNDzgwLX9VxjlR50VLqi8wAAdqAk9BWiiSS5NN2wkYkGBaG/qRCCIlzFoEPmwWHnObyDEqDwGcpleby7Wtb1ayLbXMxM4wtFOfOVG21zWnjrrhFzwvasxVR8OJuVBq6jZhUSSKl6GSS1WFFUfv7AcaV93WPrMM5b6IxkykqK2ilil4jnlbhJMZYXr23y96ZJrOthB/65ts4MLvK549ucGqzAOGrnQvthN3dBvtmGtt2/U+vDFkdlbzp7sUgip6HIIgCgUAgELgIH/7wh1+2DKIbnas1eVjspMy3E5ppTCT9AjCSkoPzbWYaiq+eHnKmn7N3tsEdi96JblgYqthxYK45DXn1LWTaOhbaKfft63HXrvY5QkwIwf993x7SSPDJr6/RaybMtSJObRasjWuMcWhnGeY1o6pmppFwz+4ub3nNLr79zss7bm255Xk7cIdxjkNzLRx+Turp1THNWDIsLMNCs6uTekvvibdIi5SYDsH7q/+RENTCIfEOdLESlNbSkhKlfA/bpDI459jVS+lmMVYIslj6WRprGRZegXXSmGFZTwNYfZtXHEkaiZiG3nr3PSEEEX7+qp1GlNqwOdFo6yWEdTApDdqcNX9IlBc+kVLsmWkSCcVfPLNKH0dVW3J9VjFstbNt/zud+bEWNouaxXZKGvv2SW0sUSTQBrJYMi6tt6KeVoQa0+0c09wpqaAy28YYW+115x/7fP2yNXe0FVZ7vsBR+GqQhG1jBz3dPo28QCu1fd5w3lh5u/YslsRKMak0SaTYN9ugGSue28jJK02lvfOgnLbPbUxnshLlq52TylLWhk4jpdCWRAnu3tUhjhTGWGpraSURpfZnsNTN+L7X7+NvvGqRlWGJA548PeDMsOTw/NlA51YacShpcWRtzOMnBjzUSUP73GUIgigQCAQCgcCLyuakZlRqvu2OOUBQG0usJLWxfPmEz1KJleS2uRaRFJwZ5MRK8c2HZ9k3c2HI6+UqUkvdjPsPzvPlk0NaiUJKwb7ZJktd34JlsYwLX3X4/9y/n285PHdRxy3n3DlVMOccJzYntNOIo2sTZhoJCOEX99ZxaL5JpS17Zxp85dSA/qTGAWk8bRObBnRKha9OTVvMpBKkkSJNJIfm28y1E8aF5sywYHNS08li7t7dIVGKI2sjjq3n5LWvAmWxmgoy4ysq07kqgcU4i7WKREqUBG0hkpKFdkJt/PxKadz2bA/TuSIz7RDbmh+yU0MHYx39SU0cS2YaMaOi9m2HO4TJVoVGbgXbSrbNHmrtONMvmG0qKu2wTtBrRIyK2lespMRIM63w+PNzztuZG+et0GMlaEaKUhvqehpyOj2Wm56rlGcfgxegXhRFygfUuumc1TZiKytIYuzZ7yRS0EkjhqVvETRT63YBZBFU2psngJ8bcuAFTKxII0muBa1Y8dr9Xb52euyND4SlqP05+pZIP4M104hpJDH7Zxqsjmuem86vNRPJsPAmHe1EcWZYM9tMmWnEpNFZywohBHPtlLm2t2P/7JF1dp3n6ri13VIn48TmhM1Jfd2dK29kgiAKBAKBQCDworLlNNfYYYrgnOOvT4wY15q9vYz1SYV1jlYac3ihzZG1McuDim/Y27vqilS3EXNooclsM8U679bVTCWTyrelSSHYnFS87rbZizpvLQ8KHj8x4PjGmH5RIxF0spi1ccGeXhNtLXHk253MtFrUjiO0dezpZRxdnzAuDYkUOOXDWtPIh9cWlcECRvu2vZksopkqpPRC7/7b5pBS8JWTfUpt6TViNvOa9UlJXmlmmzG3zTfYnFSsjyqq2tuex9OWvEhKGlnsZ1Ac7O6lOCfYmFTbmTZSWMa1tyZ30+1gOnM0daPbKTIWWjFJJPnyyb430gCWOhmVsYxK7W3Op6LA2qkwEV4M7UQ72JwYnPNVn0mFr5TEalodchRTNwdtrbetFnJq0Q7tRgY4WknE+rhCOEcvVYxKjba+3a8ZSYalnoolgXVbc0je5lxNHfYasaCZKCa13Z6F0lMTDPDbjkqNsc678jkfdAvTVkTltgeZtjKuJL4lsjKWurZMnOOLxwdUtSWWEiEVSljGpUY7XwkSQCeLiCOJlIpew7E6VAzymm7DL8srbTgzLGgmEY1EsW+2eYGb4xZFbdic1MRTB8dWqhCcFUZZrFgdl9sVpsDFkc+/yYV86EMf4vDhw2RZxv33388nP/nJS2576tQpfviHf5i7774bKSXvec97Lrrdww8/zN13302j0eDAgQP8k3/yTyiK4lpOLxAIBAKBwHVkp9PcFuPSbOcOaeOIpCRWfhly/pXsazleGikiKZhtJrSzCCl8m9hsMyGSgiSS51xl32J5UPDxJ1f4wnMbHN/IObVR8tTyiP/95DJ/+cw6xzcmRFJSTxeUSgqUEBTaD8OX2tJMIg7MNug1U1pZTCdTZEnkLaad8+51SrK71+CBQ3N8w94ZXrevhxOCYxsTlIClbsqBuSZ37WrzwMFZmkkEQtJKFZPSsDH2FbMskighkAI6WcxSN+X2hRa3L7S5bb7Ja/bO8OAdC3zDnh6NWHFis2BlVCKdb9mqp2rI4Rf2SkkaSUQaK2Lp7x9Xlkobjq5NOLlZkCrB3tkmWaymJhFi2gq4NS7l1dHOJfdWp9pOR7u8Mkgp2Teb0UoV7SziwFyDQ/MNDs632NPzVY5Y+pavbhYRS4lxjjiSxNJXj6SUpNNWtcr5KSqHtzCPlaCRRuzqNdg306SdKeJIMtNM6LW8JXYni7zpxdR5rxkL2qlEKW8E7l3nBIkS2xWpREkizrryRUKQxIrSumlgqkQJyTjXfl7M+udwsR3TzBRxpGhlEUkkGRWWZhxti9E7llrMNmPWxzXWWezUmn2mmbBvtnFRN8et1+5nn93gyTND/vLZNT57ZJ0vHfehyFsUtTdCudhrP3CWq352Hn30Ud7znvfwgQ98gMcee4w3vvGNvO1tb+PYsWMX3b4sSxYXF/nABz7AN37jN150m9/93d/lfe97Hz/zMz/DE088wW/+5m/y6KOP8v73v/9qTy8QCAQCgcBV4JxjY1xxul+wMa5wW+WDF8CW09zysNjeX22tzx2Sgs28Yr6V0krPZhVlsXdsu5or2VvnXtSGXpZwZpBfcP7OOZaHBftmLrzKvjUndHxjQj+v2chrmqliT6/BoYUmeW35y2fXts8Z58giL7TWJyXtJGJSaTpZxOHF5rbrVyOJmckieo3EX+WPFXt7DQ4vtljqZGSx+v+3d+dxclVl/vg/d7+191a9pZPOShJIgJCwBAJhUQhfQBkdBWEwKuiwqCDOCIgI+BOBGWQGF1CQTR0GlE3GRFmUABowISSQjazdWXpJr7VX3fX8/rhV1VXd1UkvVemk+3m/Xv1KV9XtU+fce7tznjrnPAcczyOgSuiO6djTk8DMoA8zq73ojGoIJw00d8UBxqCIAiyLwWa2MyVQ4FDtV+BWJJS5JdjMWaNS43fh2Do/ErqFOTV+nDu3GhfNr0N9wAWR58HzQNK0IfIcFBFQxb6ROyG9MD+T1c1Kb6LrVaT0iJWJpOG0UxWd/aRsMCfDHQMAlk1dPeAawRk9shmy66G2H4jBtBiCPhcayt0I+lyo8iqo8avpdT+ZIJKDWxGBdHBS5pahW877umXR6eQzJ7Ix0mupNNNCUjcRSRoIJQ2IHA+3zEMWeaQME6ospKdSOvUJqAJcsgiPIsEl8nDLgjP6lZ5DyJgzemRYDJLIQRQ4+F2SE/gqIlwiD0nkUON3o8Itoyelw7CAmnR2wgMx50OAoEeGYaY3C+acEdTuRHqD43IPJld6UBNQMbfOj2mVXkwud+GEhjKcfUzhhAiZQL49kkB9QIXAcXCJPNrCiWxQdLB7n+Qb9pS5Bx98EFdffTWuueYaAM7IzquvvopHHnkE995774Djp06dioceeggA8MQTTxQs891338UZZ5yBK664IvszX/jCF7BmzZrhVo8QQgghQ5SZKtYSSkC37KKl6s3dw6i5O45qn+qMKNgMLeEkyj0KGitdeVN7hvtJdv+6a4aNzqiGmGahxq8gZdjZAKsuoBb8lD2UMLC/N46UYSFhWKj29i08d8kSjqv34aP9EbRFUihzSWiLJOGRRYADXKKAcMpZ82NaNpo6E0gaFio8MspcTmfZtIH9vXEE3BJOn1GF7piBA9EUylwypPQ6pY5oCtOCHsxvCAAAumIa/r69G1HNxOQyFSkzk6bZqVdMM52ghOcg8jwqAxIYnCA0aZiQBB7zGnzojBoIJQzMrfViVrUHbZEUIkkDkSSPrrgBPj1uY9tw9joyDCfDnCxA4Jz9jySRx5xaL5q6EnBLIhrKXYilTHQyBug2LI71TZtL11CAEwCZuXEp54zqzAh64ZYE7O5OIOCR4JGdkbcKrwIw4EA0iYAiotdm6eDGSbrgkQVUelyo9MpYu6cHYBwmlbmQMCwIKWdkSOScGW2mBdiWDUlwMvXJ6dFDv0vAgVAKKcNypsVxHKZUeOCRBbRGUtANOx20pxM2cBw4ONPneI6DTxUh8jySuuUExaqEgFtET8yAZloIuESoPhnd+zVYlgWTifCrEjTLht8lpze31WEDqAuosG1npMmjOB8EeBQJF88vw1nHVDtZ6tJr5wCgN67nracDgE0tTtAzrcqLCo/hPNZMBFQJvUkd29pjqPLJKHPLg44wkT7DCoh0Xce6detw66235j1//vnnY/Xq1SOuxJIlS/Db3/4Wa9aswSmnnILdu3dj5cqVWL58+aA/o2kaNE3LPo5EIiN+f0IIIWSiyXzCHE7q2VGLYqbq7b+HkWZaUNIjI/PqfQi4+tYIZQKDGUHfkD7JHqzuPXEd6/f2IJKysokHqv0KylzVBcvRTGc9TixlIaAOTNxQ5lbQUO6CWxIR9KnojGnoSRjwqc5eRbppY39vEinTmRo3Ob3WQ7dsiByP+jIVpm1jRtCLOXXORrJ7upPojmswNQOWDdT6VSyd1XeuF0wux/vNPZAFDr1JE4blBHYeyZmGp5lO5jyJ57JrflKmhbhuIehVUeaW0FDuQY3fxq7OGDrjOmr8CngOqPDIiKUsgBngnTzdTnBg2el1O07GAZvZiOs2GGPojukodzsbiFq2k31N5jmIqgzeMBHXrOxUuUymOXCAxHOQBM655shMm+PBCTxEgYPEc0jqFgRBQMDlTI3rjmtIWTY8iogqrwLLZkhqBniBh24zNHXFoYgCan0quhMGDMtJcCELHCybg8gY7PR0PkXk0FjpAhgHLR0wTyp3p9eQMbT2JsGnN8ut8irojGrQUxY4zgmABI5BlkWInACAwaeKiKUsKBKPoE+BS3bWkJm2M2VSFHhnI9x0+nBJ4FHlk2HbNhorvJBFDl1xDRLP4dMnTkI4aaAtnELSsOGWBcys9mL+pEDe79xgH1g0lLvQEkqgOp1IIRP07Olx9vyybaA1nMS8SX6cNr2SUm4PwbACoq6uLliWhZqamrzna2pq0N7ePuJKXH755ejs7MSSJUvAGINpmrjuuusGBF657r33Xtx9990jfk9CCCFkospMFQsndUwtYare/nsYRZIG1u/rRW/CgCQI2UCmI5pCYIifZA9Wd9O2EU7o6Irp8Mgi5jSUQeQ5xFIm1jb3wrIZLjmhPq9zqIg8eHBIGmbBQMwwbZR7ZNQHVJx/bK2z15BhQU1nFlu/txebWyNYNLUcOzvisCwnRXJA4NAaTmF/bwJTKt3OtC8GBFwy5jdIiGsWdNNCeziF49LpxDP8LgnH1HjhT08BjKZM9IoCPIoEUUinbk5aqC6T4FUlqBKPuoCCkyYH0JMwUONXwRhD0Kdg6TFB7OmOozeuI5I0oUgC1HRyAWfKGBBLmUgZNiwGuCTnnAjpDVIVUUBP3ECtX4XAAwciOiybwecSEddsuCQBssAjkjKQXS7GAaLAg+cAt+QkkIjrJgKqjKBPQSipOXsa2cCxk/zwqCJSho2kaaEuoEIzLEQ1E2UuEe2RFBjHw6eI8MgCwBg4jkNNQE0HgQyyIMCnMuztScJK78YriRzimoWmrgSmVnqgiDzimoX59V6kLAsSz0GzGAzdhG4yJyOdzZw1RDaDzTFwHI+gV0WtX0FrKImUyTClUgXAoS7gQtCnIKGbiKUMcBwHI51RIuiRwQD0JnVEUk7wbFgWDNtZ8zW53I0TJpejzC0ddG+vg31gsaszhrhuoNrXdy+XuWUEXM69lTItdMZSOHlqBQVDQzSiLHOFUlWO5g/mqlWrcM899+Dhhx/Gqaeeip07d+LGG29EXV0d7rjjjoI/c9ttt+Hmm2/OPo5EIpg8efKI60AIIYRMFKGEkfcJc65ip+rNzRhXG3BGMDKfenfFNcgCjxlBX3aaXv/01/07ioXqzsDQ3JVAayQJvypBkXj4VAmqJKDcLaM9ksS2AzFMbQnj3Jwgr8wtYXK5Bx+1hKGbFlQ5p1vEGEJJPZ32WEa1X807F71xHa3hFBorPfCkkzf0jf44acZlkccFx9ViX08yO3VQTY+YhJMGastc2c1hMxSRhyqJaKwUEddNtIRS8KgiNMsCOGeimyRwENPTC3sTBqq8Kja2RmCYNhgYVmw0ManMjePqfThndjXWNvdAEjmEEiYETkKFR8ae7gSimgmWnorHc87UN4HnEPSpqPQ4o0IJzURnXENdQEWFW0ZTVxxJ3YJPEVBb5kWFR8Kerhjawhp6E860O4/EQbc5CAKQ1E0wBkwuUzGz2o39vTzcsrPx6CnTK+BTnU68YTnrmxrKXeiMaogkDTSUu1HhkWHbDLrlpDg3TAsx3YYkCnClN4tNGTa4dN5tkXfWOFnpn0nqFnTbRsAloDqgYPuBGLZ3OyOWgDNFMJM1rzagAun06Irg3EMWA/yqBJYy4JJEiOk9pLrizpoySeCRyskg6JEF7O9NIpEyEdNtdMd0pHQbjZUeTK3yYE6tP3tPD/a7dagPLLa2RdAV1ZGsMOFV+wJ5juPgVUVwGlDmkqFKQsHyyUDDCoiqqqogCMKA0aCOjo4Bo0bDcccdd+Cqq67KrkuaP38+4vE4vva1r+H2228Hzw+cT6woChRlYOpMQgghhBxcJi32YB2mUqbq7T9qlBv0DGVNU6G6xzULbeEkYDud16TpbASahDMlzCWJSBgWdnbEcNKU8mxHlOM4nDq9HOv39aKpO4FplW7IkgDDtBFK6gdNe9y/HrmjP7mpvqdVeTEj6D1oEJgrk5BiV2cUM4MetPQmoFs8emIaoqYJUeAwq9oHtyKgI5pCQrPQGU2hxq9iwZRy1PjVvKmP8yb5Ma3Kg/awE6yVuURENSeTGWPIjmyInJMSu9bvQo1fgWkDanpz0JRhwytLqAuoqC9TkTScNTMzqjxQZAFJ3UbKBGRRcPac4jmkkjpCCQsCx6Hco6DCo6AzpqPc4wSXls3QFdUgcDxc6SCxI5pCQ4UHc+r8+N3afQglnTVXPDhUehRMq/IgadhI9iZgpM99mVtCezgFt+K8tyg45YE5e0LFdBO6YcErC2juTqAjkkJUM52NcQ3LSYXNAV5FBBhDXLMwpdKF6ZU+GMxGV1SDadmQBA5RzYKRcPZRcisCeM4JmmTDAnjn2u3tSSCaMmFYDAHVGQWVRR77exNQJQE1fvmgAT9w6A8splS60RF11uc1Vnpg2k6q+UySkuFMPyWOYQVEsixj4cKFeP311/FP//RP2edff/11fPrTnx5xJRKJxICgRxCEdK780We7IYQQQkif3LTYHmVgV6DUqXoLfTo+1DVNhepuWDY0y3bWv8DJCtYaTkIznLU9PJfeRFN0gq7cTmhNwIXPLWrA79/fj/2hJFyykB5ZUtLBUOG0x4XqwYFzOtYA4pqZTfVd7pELBoEAslnyMlPxVEnAcfU+dEZTaOqKw6c4087q/AraIimAARVeGV5FRI1fRXdUx5RKN06aUpbtS+VOfWwPO+cuoVv4uD2Kpq4EAGezWL/q1NW07LwkD04g7IywRJIGgl4Fxzf44VVFTOp1oz2aBGMcdnXFnYxrioi6gIqeuA7dckZLFElAd0IHwKCIHFrDScyq8falkq73oz2sDQgSawMK/razCynDhkviEUsxJAwTvXEd+3sTqAkosG0gpVswBCfznmUzqJLgBEMi7yRb4HmA4xBQRexNGs6+RZIARRLS+zoZ0E0GyzIR1y2EmJPxTeA59MQNMBZFWyiFrrgzTVAVedQHBMyt86M2oKLcJeGYWi/e3tEFjywikjSw40AU3XEdLtkJ1AQO0G0GrypBFJwMeK9ubkfQq0K3B09icqgPLFySE6i3hlLY2h6FWxLgkkR40wFYQ4WbEikM07CnzN1888246qqrsGjRIixevBiPPvoo9u7di2uvvRaAM5WtpaUFv/71r7M/s2HDBgBALBZDZ2cnNmzYAFmWceyxxwIALrnkEjz44INYsGBBdsrcHXfcgU996lMQBBruI4QQQoopdxRiquzJ6zgNN8FBMQxnTVOhuksCD0VwOvQ9cQ2W7WQ786gSTNvJPtcd0xBNGfijpxULQhV5ndBj6wO4dqmMfzT1YF9vErbtTHkL+lTMnxRA0DdwRspwz2H/IDAzGvZxewR7exKIaSa8ioApFW7UBVxIGhaiKQMHohriXSZq/AqOqwugscoDdzp19N6eBBgD5tT6BnywnDv1ccGUMnzqhDqs29ODlt5kes2O6UwvMyxwHA/DssFxQFRz9jvyqSJShpPUIWmYePnDVkwp92BOrRcuWUA4qTujQQKPWTVeJDQTW9qiMEwLAbcEywIkiYMAJ8lAb9wAwOH4hkA2ecDcuvzpkQGXiD9saMUHzb1oCyVh2DYsi4HjObhEDr1xHeGUAVnkYVkWeDjPiTxQ4VGQ0EzENBMcx4EDB5HnEE2ZEDknALUshqRhgYcTiIYSOkzGoAq8s+8TAxhstIU17DgQ7dtbiTnBjA2G6oCKU6eVY19vCu9s70JLKAlZ4MHzzt5UPpeIcrcEiXfWLem2jZlBDyzbxsdtUSQ0E+fMqUZDuRuaaRdMYnKoDyw6okl0RTUE/SrK3DKimoGkYaKnR0NdwAk2ae3Q8Aw7ILrsssvQ3d2NH/zgB2hra8O8efOwcuVKNDY2AnA2Yu2/J9GCBQuy369btw7PPPMMGhsb0dzcDAD43ve+B47j8L3vfQ8tLS0IBoO45JJLcM8994yiaYQQQggppFBa7JEkOCiW4a5pGlh3HuVuGdsPRJHQLZS5JQTcMnTLmfIUSRrwKCIqXDJSho2dHZEBndCagAuXnFCPHQdi2Lg/jK54Cr0JDf9o6sb+3uSAT/FHcw4zo2EtoSQ6IikYloUKt4SEbmHHgSjW7QnBJfE4eVoFZlb7sGF/L0JxHQnDhEtyOssd0RQ8sgjmY3DJhbtzuVMfM/v4WLaNUNJAgDmjGqrIw7AYbJvBsG2IPMBsJ+tcJgtebUDFgaiO7lgSe3p41Je5oEg84ikTHTEN+3uSOHlqOVTR2SepI+Kcc553ghK3ImJm0AdJ5LBgchkqvErBtWI7DsTw1vYOhBIaBIFDVHP2rrIZQ8gCON4GDB5yOgkC0vsbMQboJoMk8RAFZx8hVeLhlQX0Jgx4VAExzUJHNIzeuI5YyoCV3jeJB4cqjwILDHHNRFy3YZgW9HT6bSfrnJM1z7SAHQdiqPTIAAf0JgzU+FTEdQOaYaEzpkE3LCd7H2OI6ya8ioT2cBKdcR1dMQ1lNsPm1gjCKRONFW5MrcwP+AEnoHbLIvZ0xzGnzgee6wt2bWZjY0sUsshj4ZQAErozigdw8KkCuuI62sMa5taNbn3/RDOipArXX389rr/++oKvPfXUUwOeO9S0N1EUceedd+LOO+8cSXUIIYQQMkz902Ifam1LKQ13TVP/uutxJxvc9KCz4JwxQLcsdEV19CYMKCKPGp+CKZUeJAwLQZ+Krpg2IJNeZ1TDhn0hhJM6av2uQ6YiH8k5zIyGhZI67HTa5jq/C+A4+FQbH+4PgzEb5W4XumI6jp8UgE8Vsac7ge0dUXywN4Tj6vyYEfShodyFfzR1DxhJYOm1MOGk7myGK3DQLYYqn4ykYaE1nAIA2Iwh4JbRG9chCRwYeGfdTcqCmTQwpcKF6UEveuMG/KqIUNJApC2C1nAKk8tc8CgSTix3QRJ4zK71o6k7jp6IgaRpocwtQxZ46JaFzqiG3riOKq8CzbTREUlh4/4wdnY6AaxbFjAj6MXenqQzXQ3OCI9u2WC2DcNmMCyAswAONgwTcCuCMzIoAjbjENNM6JaN6VUeBDwyfIoEiQeS7RFnbyLbRq1fQU9ch2Y6KcYtZsMlS1BkEZLgZKYzTAu6CQjpGEQVeCiSAMYBlm0jktKxbk8PplR64FVEyCKHD/fH0BHVEU3p0AwboaSJCreMMrcEjypid7ez8a9bEuBKb2zbHk4imjSd+yQd8O84EMP+3iRaQgl0xzXs6UpgfyiF+ZN8qPa5kDIs7OmOwzAtzKrxYHNrzEniYdvOnlQeBUGfVLSEKBPJiAIiQgghhBz9Dpbg4HAayZqmQnXf35vAr97Zjd6Ejo6Ijt6EDq/iJEWYXO6GSxLSHUg2YNRppKnIh3sOM6NhXsUJcspcos9zTwAAP59JREFUcnrzHkAzGWzGwDEOqiSiJ64jrlnZlMp1ARW9CR1LZlVhapUHALC/N5k3bS+U0LGnJ4HumI6OaAq1fhXr94UwudyNSo8CVRTQHk6iNZyCzPPgwKHaryKpW+iOa5B5HpLIUOEWcVx9GRRJQEsohaTmrLWpD6jOBqwCh1BSg2ZaqPTKAGPoiuqIaiYaylzgOA4J3URHVEMkqaMnbmCvnEBDmYqumI72SMoZ5UnvUrS1NeJMb+M5HEjosGxnU1aL42Cn14GxnClsqsiBF5xNV3mOg5reKLc3YcCrSuiMakjoJqJJC35VhFsWUe1TcSCiQTNs8BxDXHc+sLcsG4btBN6MOZfDLfEwmPOclJ6OmbSAhGHBMDVIopMIYktrBIwDKt0CdFOAbjKkDAsxzUBdmQLLYmC2DU139nHyqSIORFPwKSJSuo09PQkcV+dHd1zDW9s7ATj3ZrVPRYVbwebWMD7YE8LUKgMVHhmTyt2Iaibaw7qTLt4lQxIlGKaNtnACoYSISq9ckoQo4xkFRIQQQsgEdrD0v4fLSNc0Far7osYK8DzQHdexuTWC+oDL2cOG45AyLIgCD4nnB4w6jSYV+XDOYWY0zCOIMG0bktjXJstm6djI2VxUMy0Ytp19j0qvgqRpwSWL2TrmTttTRAE7O2IIpwyAMdSXuTCr2oPdnTF0xTR4ZBFJ3cSsai/CSR1BrwpRECDyQFdcA5/ONKcqAqrcClTJmX6W1C0kTQseWYBbEZEyLYg8jxqfhH29CdiMQcoEq8xJ5J3QTezpSiBlmnDLItySBUng8M7ObrSHk5hS4UFtQE2PItloCyfREk6i3CUhrjuZ73iOgyByMGynTMtmMG0nhIppFhQRkHgeNrPhVUS4LAuhpIGylAG/S4Yqy+iJ64hpJtSUAd10EmVUemUkdBMJw3b2CGI2AqoMVeTREnamyAk856whYoBtM1iMwTAZTItB5GyIHIeYbiKhWwh6ZZS5ZaQMQOSdrIemzdAe1rLZ6WxwkHgBVT4FiiAglDQggENLTwK1PgVdUR28j8Pcur5plvVlLtT6FWxtj6KhzI1z5gTBGMP6vb2IpgxMLndng2lFElAjqtnrIQs0XW44SpM+hhBCCCFkiDLrcQIuGc3dccQ1E5btrOlo7o4PeU1TmVvCpHI3ErqFyeVuVHkViDwHcBwYYwinnE/ZPYowYNRpKNP2dMse9SfvmdEwmzGIPA8jpzyB58AYAOaMFGWCt4zBRsrOnh3E9Covth+IojWchEcW0FjpxQkNAdQFnHUqkaQBjnPSg8uiAEUSEdedFOHhlAFVEJwU0iIPvyr1BQVwglLdYtk9lASOc+oKZDvkhmkj6FMQcMk4EE2hpTeJhOEEQwnDgkeR4FUkRJIaLObsHaWKTjICVRJQ61chCTzimgmB4xDXnKQPdnqRkM2cNOHOeXICFUHgYVgWEuk1PG5Zgk8VMbnCg4ZyNwSOB88DMd3E3p4kWsMJgAGyyEPgOJS5JHhkCTU+FdVeBYrAOT/DcTAsBlUUwMFZCxRLmdAsZwNbO50owmZAlVeCYQORlAlRdNKDB1wyPLKAUEJHd1yHwAE1PicYk3lnf6qAKsFkNjpiGpq64gCAKZXuAfc4z/OYWulBwkgni8i8zqXPf47c60GGh0aI0n5gXIXvS79BiHlQNtaVIYQQQiaYYqxpyk100JkeEemOp1DukhHWTHgkEY0VbgAD92o5XKnIM6NhOzujqEhvGlsjqgDHQRGdkSEGGynDRF2ZO7u3zMFGyqr9KhZM4bCzM4ZZNV6nQ64I4NKbrmZGuCIpA6dOq0SVT0FXTMeuzhhsZkKVeQQ9Cso8MqJJA9s7YrB4BokHwikLAIM7PVoUSeqo9KkAGDpiGgKqhAqvBI7jUeGRUeGRsLcniebuBATOWQdU7padNUgJAwndRpVXRkwzkTL7AlBV4lHpVtDUHUO5V0LSNJ3RGXDpURqA5wE+HQXwXHqfJNvZ68i0GQA7ex0PhFOIac5mqoCThCGccIIanuPgd0mwbWdT15RpQdA5hFImfLKAlGk5gQ9jsBkHZjOY6YBM4p105bppw7JtyKIMMV0OA2AyZ4NXvyqiqSsOnudQF1Ah8DzaIylENQMCz0MUOPCcM5IpijyCLild14H6j2ZW+WTwHJc9/5lRtnDKyF4P3aJta4aDAqK0ZuZsLLuH1VBARAghhIyBYqxpyg2sTCuC1nAS+0JJNFa4nUxnAl9w1OlwpSLPDdrimjP1rC2ShEcWs9OvIikLKcNG0KvAZkBKNw+ZuU63GETB2Vg1M7KTK9Op9rsknFtTjcnlbqza1oGeuI5avwqfy9k3Z3dX3FkflDCwozMOtySgyqPC6xIRSuowLUDkOSQNG7V+FUGvAo4Dgj45Z0NZLzqjKfhdTmIFReDQEdcRcEloCzuZ5zTThmU7nfa45qw1iukGNN1ETOShCAJcsgDdtNFp20gadnrtEgAGSAIP07bAgUOlV0VSN6GZFlxKJg21Ab9LREQzIfEcKn0Kpge96E7v++RVBHTHDSiSk9q7JZyCXxEwqaEMbZEUIgkd0fTUN8Yx8ABE0QksT5wcwK7OOLoSOpSkDpckwmK2s/4IQMAlgYHB55KgCLyTCc+20VjhhiIKiGoG4oaNuGahyiPjzJlV2N0VH3IwXulRUOFW0BnT0BPXEU0ZEAU+73qUag+x8YoCojSW+RRlwAAkIYQQQg6XYqxpygRWC6aUoSWUwO6OBEJJDVHdgGYVHnU6nKnIc4O2zD5EPQkDXkXA9KAPdQEXGAPiuon9ocSQRsqGM8LFcRyOqXWCu8yIXCipQxZ4nDi5HMfV+xBOmti4P4zOWBJNXXGEkyYWNJSj2q/AJYuQeB5umceengRmBH156dDbw0mIggApHZh1xHV4JBFTq9xoC6cQiuvwqBIE3pkat6c7Ds2wwGyGqUEvJpW7sLapF6GEgboyFVU+Bft6EjBsBmYzpAwzPSLEwe9yNiTtieuo8ck4ptaPfb1JZ3TKZGgocyGSNKHbFiSBx+QKNzqiKRiWk6hBVgSIHI+GcjdOnBzA3PoANreEsba5Bx+3R6GbFkybR1K34ZJ5VHhldMZ0gAOYzXAgokGVDIg8jymVbog8D82w0Js0MancWSPVEkpB5DlMrVRQ5pIQ1ST0xg3U+nnMqPJgbp0fmsmGHIxnAs/59X4kdBuGbQ+4HodrD7HxggKitEwYRAERIYQQcvTLBFblHhnH1QeGNOp0OFOR5wZtKcNCyrCgSgJUSch2ZoczUjaSEa6DjcjVBIBZNd50sokk1jb1wLBtBFxyNlDc05PICxQz529jSxgdUQ17epwkFbV+FY0VbgRcEqYH3Vi9KwVVtsGYjQMRDXHdAg8Gjudx3KQATptWgamVHryxtQOMMVR7FRgmgw0bpuXsj8TgTGETBR6WxVATUHFietNXG93wq3J6w14O+3uTYHD2BkppBuIpE0GfgsYKNyaVu+BVJAi8k3Z9X08Sp8+sQplbhmkzGJaNnpgOzbLhVQSUp9dIxTTTmZbInA1ZVdHZHNjnkrC/NwlF4jC1wo2kYUPgOCfluGU7U+QEHtOqPOA4YE5dYJC9tQYPxjPHZs6vX5UKXg8ydBQQpbF0fgm6fQghhJDxZTijToczFfmh6jWckbKRjnAdrA65QWW1TxlSoFjtV3GuT8Hkcjfe2t6JuGYg6FVg2gydUWdd18xqL3hw6IjpaIskIfE8BFHAlEoVx9b5wXE85tYFEHCJ2Lg/gmq/DEV2NoKdUulFfZmKcreEuGYiadjoieuYGfTCZAwHwimIvDM6xQHojOuo8Cg4bpIfksAjlNCwmUUxqdyVfq++8+GRRTR3x9Ee1nDO7CC6Yxr29iRR5pZQ4ZKxtzeJtkgKls1QporOmiNVAs85qcPbIikkTRtnzarEGTODmFrlRSRpYP3eXoSTOryKBJ531jPFNANlHmVAMDnUc3yk7CE2XlBAlEYjRIQQQggBjoxU5CNRyo7ycALFzJQ807bx6uZ2vNvUA820oIgCZgQ9uPzkydBM2wkUEgaqvM7+OlMr3Qi4+s57jd8Now5YMrMKhs2yo1SVnkxKcB5JI4VpQS/OPCYIAIOOTpW5nb2m9nSbUEQejQUyuuWmVz9xcgB1ZS6s3xdCQ5kLqiyi1mboiGqwwRDWnA1lKz0SzpldDUnk0ZMwYFkMVy2egkqvc65rA2re1MSk7kxdnFntLxjoDPUcHyl7iI0XFBCl9a0hIoQQQgg5OpWyozycQLEjksKmlgg8iojTZ1SCT2+wGtNMtIZSWHpMFaZXeeCSRZS7JQR9SjYrXkbKsCCLPKr96pBHqXJHpxK6icYKN1yymE7ckIJbEREEDpnRTbcYpge9EAXe2duI4yAJPDwyD5vxkAUBDRUuMDB4VAnlbhlVXhX7QwkYVn6Zww0mh3qOj9bA/UhEAVFaZmToWH7PGNeEEEIIIWTkRtpRZowVJZBijGFTSwThpI5plfnrmYJehubuODa3RnH27CrMrfVjV2cUQa+S96l0oXVPQwksCiWM6E7o2eCpodyFfzR1Dyn5xKQyF46t8yGUMBDXLcQ1EzY4lHuc9VoizyFhOMka+v9sfxS8HNkoIEq7+bg4sGOsa0EIIYQQcvhlRnRaQgnolg1Z4DGpzD2iqXZOIgZnytrBpqWFk+aw1z0NNbAYLHgCgP29ySEnn5hTG8DOjgjm+lQYlo3tHTGEEjrcEo+OmIa6gLNXVDFTs5PDj5KUp1W7abIcIYQQQiaejkgKq7Z1YldnFH5VQkOZG35Vwq7OKFZt60RHJDWs8jTThm71bbranyoJ0C0bmmln1z3NCPoQSRnYH0ogkjIwI+jD2ccER7XuKRM81QacKXccx2WTTwRcMpq744hrJiybIa6ZA/anyhxb5lbQFdOgiAKOCfog8Tw+PhCDKPBoKFeR0KyCe1uRoweNEBXCGEA3MyGEEELGudzpbVNzprd5FBFTZQ+au+PY1BLBOT5lyB394eyJBBz+BAGjyeimWzYmV7hQ7VfSm6ya0EybMrwd5SggyuDyJq5SQEQIIYSQcW+o09tCCWPIa2BGsifS4V5jM9qMbgGXiHDSpAxv4wQFRGl5mU2YDZpNSAghhJDxbijT27riGjTTHnKZI90T6XAbbUY3SpIwflBAlMHn/iGgvYgIIYQQMv4Nd3rbUNHmoeRoQgFRmsX6gqBwQkPARxlCCCGEEDK+jWR621DR5qHkaEEBUZpl9QVESd1EYAzrQgghhBByOJR6ehvtv0OOBhQQZeTmuKcpc4QQQgiZIGh6G5noKCDKyt30a+gLBwkhhBBCjnY0vY1MZBQQpYWqT0Vj+nvKL0cIIYSQiYamt5GJigKitGjlvOz3HKMpc4QQQgghpLgYYzQKdwSigCgtNwZiFBARQgghhJAi6oiksuu0dMuGLPCYVOamdVpHAAqI0uycNUTMNsewJoQQQgghZDzpiKSwalsnwkk9L5Pfrs4oumIazp4dpKBoDNFymTTG+gIidcvvx7AmhBBCCCFkvGCMYVNLBOGkjqmVHngUEQLPwaOImFrpQTipY1NLhGYojSEKiNJy88oJPbvGrB6EEEIIIWT8CCUMtIQSqPapA9YLcRyHap+KllACoYQxRjUkFBCl2SznVNh0QxJCCCGEkNHTTBu6ZUOVhIKvq5IA3bKhmbTty1ihgChtWrW374FtjV1FCCGEEELIuKGIPGSBR8oo3L9MGRZkgYciUrd8rNCZT5sR7AuIGKMInRBCCCGEjF6ZW8KkMjc6oqkB64QYY+iIpjCpzI0ytzRGNSQUEBVCi9oIIYQQQkgRcByHeZP8CLhkNHfHEddMWDZDXDPR3B1HwC1j3iQ/7Uc0hijtdkEUEBFCCCGEkOKo9qs4e3Ywuw9RV1yDLPCYEfTRPkRHAAqICqF4iBBCCCGEFFG1X8U5PgWhhAHNtKGIPMrcEo0MHQEoICrA4mgmISGEEEIIKS6O41Dukce6GqQf6vkXsKMjPtZVIIQQQgghhBwGFBAV8K4+Y6yrQAghw9f2IRDrHOtaEEIIIUcVCohy/NU6EQBg2DSXkxBylGn7EPjlWcADM8e6JoQQQshRhQKiHD4uAQAos3vGuCaEEDJMTW+PdQ0IIYSQoxIFRDlO5rcDAL6c+s0Y14QQQgghhBByOFBARAghhBBCCJmwKCAihBBCCCGETFgUEBFCCCGEEEImLAqICCFkHLBsNtZVIIQQQo5KFBCR0rMtwNTGuhaEjD1WuqBlV2esZGUTQggh4xkFRDm6xNqxrsL49IszgfumAHp8rGtCBtO6HujaOda1GLp4N/Dq7cCBLWNdk6HTYsBDJwB/uKEkxVu2XZJyCSGEkPGOAqIcXbo01lUYnzo2A2YKaFk31jUhhcQ6gEfPBn62sPhlf/Br4LefBbRoccv98y3Auz8DHllc3HIzepuBjq3FLXPTC0BoD7D+t8UtN4NmzBFCCCEjMqKA6OGHH8a0adOgqioWLlyId955Z9Bj29racMUVV2D27NngeR433XRTweNCoRBuuOEG1NXVQVVVzJ07FytXrhxJ9UbMhHBY348cYcItwMbnAcssXpk73wD+/pPiTpWybcDUi1de757ildXfK99wzsF7jxS33PaNxS2vv4dOAB4+DUgUc5Pm0kYsHGiEiBBCCBmJYQdEzz33HG666SbcfvvtWL9+Pc4880xceOGF2Lt3b8HjNU1DMBjE7bffjhNOOKHgMbqu45Of/CSam5vx/PPPY9u2bXjssccwadKk4VZvVLbYjYf1/SYernhF2bYTvPTsLl6ZPz8FeOFq4B+/KF6Zv/0s8PodwO5VxSvzqYuA/5zpTME6WqTCxS2PO0yD26EiBoslXD90WMonhBBCxqlh9yoefPBBXH311bjmmmswd+5c/Pd//zcmT56MRx4p/Anw1KlT8dBDD+GLX/wiAoFAwWOeeOIJ9PT04OWXX8YZZ5yBxsZGLFmyZNAAqlQesT51WN9vwuGKGBBtftEJXn6yoHhl6ukAY+frxSszI7yveGXtXQ1oYWDP34tXZkap1qEUvbNexHupv7xzUMz3KXXAQgERIYQQMhLDCoh0Xce6detw/vnn5z1//vnnY/Xq1SOuxCuvvILFixfjhhtuQE1NDebNm4cf/ehHsCxr0J/RNA2RSCTva7TiTO170Lp+1OURlK5zuW9N8crqj5UgKDhaPr1ng//OHVGKGVz3V6pzQCNEhBBCyBFpWAFRV1cXLMtCTU1N3vM1NTVob28fcSV2796N559/HpZlYeXKlfje976HH//4x7jnnnsG/Zl7770XgUAg+zV58uQRv39GXneia8eoyyPI71wWsxMrlDABRik6lqUIskrBPkoCopKOEJXqHNAIESGEEHIkGtFEfK5fx5YxNuC54bBtG9XV1Xj00UexcOFCXH755bj99tsHnYYHALfddhvC4XD2a9++0U9JisPV9+DV20ddHsFR1MHOcdQERCUICko2QnQUddbtIibVyEUjRIQQQsgRSRzOwVVVVRAEYcBoUEdHx4BRo+Goq6uDJEkQhL4sb3PnzkV7ezt0XYcsywN+RlEUKIoy4vcs5JsXngi8mX4Q7yhq2RNWXge7hJ/qF1MppmMVq8ySd6qPjpEs3bIx8K9CkRytU+Zyg07GSjutkBBCCBlHhjVCJMsyFi5ciNdfz190/vrrr+P0008fcSXOOOMM7Ny5E3bOepPt27ejrq6uYDBUKi29yb4HvvrD9r7jWk4HO2UWsbNdys7lkfxJe27AUrQOb057j5IRva5oqnSFl+gc2KUONnPv211/Ke17TQDNzc24+uqrMW3aNLhcLsyYMQN33nkndL2IKe8JIYQcEYY9Ze7mm2/Gr371KzzxxBPYunUrvvWtb2Hv3r249tprAThT2b74xS/m/cyGDRuwYcMGxGIxdHZ2YsOGDdiypW+H+euuuw7d3d248cYbsX37dqxYsQI/+tGPcMMNpdnRfTApw0KCpUedoq2H9b3HrZzO5epd3WNYkWEoyQhRkdJEl2A6l2H1ddR1ozTTxTSz2EFGCYPWEgVEe7vjJSk3KzfgitEI92h9/PHHsG0bv/zlL7F582b813/9F37xi1/gu9/97lhXjRBCSJENa8ocAFx22WXo7u7GD37wA7S1tWHevHlYuXIlGhudPXza2toG7Em0YEFfauR169bhmWeeQWNjI5qbmwEAkydPxmuvvYZvfetbOP744zFp0iTceOONuOWWW0bRtOFzyQJW2qfin4W3nSdo2sno5XTSWFHPZek6xDb4kS2u6y/nE3sGrjgTBkvQWU/qJjIpKiLJFKr8RX8LvN/cgzOKWmIpRwj7znFnJIFgkQaLrVKlNM/Kud8s42iZoHrEWrZsGZYtW5Z9PH36dGzbtg2PPPIIHnjggTGsGSGEkGIbdkAEANdffz2uv/76gq899dRTA55jQ5iCtHjxYrz33nsjqU7RfPXM6fjcu5/rC4jiXYA3OKZ1OuqV6NN207JGdvMOwd7eFKYWo6Cctm/YH8aChUUoM6ezHtdMeIpQJIe+jrpllmaEKJYyiloeV8ppjTnXbWd7GME5RSq35Ou/cr61bQqISiAcDqOiomLQ1zVNg6Zp2cfF2A6CEEJI6R2m7d6PDpVeGe2o7HviH78Yu8qMFzkd+IbW14pW7L6e5KEPGqH2aJHWCORMb2sJaQc5cGRlrt7VVZwic/b7YiUKYFkpu+epInc6c85xbrA4WqzkCStyRmNL/E4T0a5du/DTn/40Oz28kFJsB0EIIaT0KCDKIfLO6Whn5c4TBzaPYW3GiZwO9uymXxev2BJ2Lm1WpM673TcqYhXrVy1n2pVdpF6vnbsuyShNoCmiuCNPPHICt9DewQ8ciZwgni9iQJQ3QmQVd8RsQPlGovjljxN33XUXOI476Nf777+f9zOtra1YtmwZPve5z+Gaa64ZtOxSbAdBCCGk9Eo16+ioJAlOR/hB85/xH9JjQNc2pwPKU9w4YiXb1yZHpBXwFy8r4CL2UXEKyun0lmlFStKRG7wUKcFC7giR7x8/BqY/WZRyc30i9n9FLU/ICTaLvs4vJ+gM9GwEcElRimW5a3zW/grcadcVpdycN8jiX7sdOP3wJqU5Wnz961/H5ZdfftBjpk6dmv2+tbUV55xzDhYvXoxHH330oD9Xiu0gCCGElB4FRDkym8v+0VqMO8TfwtezG2haBcw4d2wrdjQr0UhO3nKMj54DlnyraGXLxRrNyAlYlrb+CsCPR19mToB58q6fAfjyqIu0rb56qvveGXV5h4PIckdYihwQ5Zzj2R/dD3ymSFnFcof0epqKU2b+G2S/42jS3KCqqqpQVVU1pGNbWlpwzjnnYOHChXjyySfB04djhBAyLtFf9wISUPGitcR58I+DfyJIDqFka1JyOnycMPiBY6kEKbJzy6yI7yxKkSwn7XZJ6lwCEstZ51XkESLbLMF0NiBvCuVQEs0MVynKnMhaW1tx9tlnY/LkyXjggQfQ2dmJ9vb2ARuTE0IIOfpRQNRP0OdMd/i1db6zd8z2PwF7/zHGtTp65Y4+FFVu548/Qgc6S7FOpAQBC8vpqHNmEdcQlbCDnhcQ9e4patl2idZRcazv2pUieQWNChXXa6+9hp07d+Kvf/0rGhoaUFdXl/0ihBAyvlBA1M83z5sFANjFJsE+4QrnyT/cAKTCY1iro5dlpEpSbl7XL1TcDrHzBkXoXJZitKUEnXVm9mXA480iXq/+ZRVxH568KXN/vKlo5QKApZcoIMoJkIV1jxf/DWiEqKi+9KUvgTFW8IsQQsj4QgFRPxccW5P9fu/CWwBfHdC9A3j2SgqKRsA2ipRuekDBOZ+wlyI9es/u0ZdRioBIL372MFaioHVA8JYoTppwoF/2t2hb0coFALsE5xgAOKtI6dwHK/9wJDAhhBBCxiEKiPqp9qvZ71fs1IEv/C8geYDmd4BffQLYO7abxx5tBnQu48XpFItWkTut/UcvIi2jL7P/lLkijJDYenzUZQxQijILlZvsLc37FJldohEi3i5tQMRb/T58oJEMQgghZEgoICpgdo0PALBxfxioXwB8eaUzUtS1HXjiAuDpTwGbXwa06NhW9Chga7H8J1bcXJRyBbNfQDTaTn3/0Zyni5Bq2e4XEL08+IaOQy6yf4DZ/PdRlzng3G0tUors/nvh/PyU4pRbSBGn47H+I1vb/lyUcgeMELVvLEq5GQMCrlX3FbV8QgghZLyigKiAzy1qAADs7kp35utPBK5bDZz0RSfRQtNbwO+XA/dPA371SeCPNwNrHgM+XgG0rnf2xdGiRe2kHa2Y1q+zveUPRTkvit5v+uLPRtnZLrSR5WinkvUPXj56btSf2g8YIXrq/426TE7vF9g/9y/FGV0oFKSaJRol+fWnilYUS4byn/jfy4pS7oCA5RdLilJuhmD1u1/fuo9GiQghhJAh4Ng4WSEaiUQQCAQQDofh9/tHVVZXTMNpP/oLTJth5TfPxLH1OeWF9gJrH3c69r1D2EtE9gKyBxBkgBecjGjZL8FJGc2l49Js+mBulI+LaLRlNr1d+HnRBUxaOPz3yBw7WLmTT3XO9VDKyN2/Zv/7gDHIKNNIyuQ4YPeqwsdKHmfk8VDtzvvVTH+/Z5ARIXclEJzTdy8NR/Mgew/JPufDAMZGdh8MVi4ANC4Z3b01WNmNZwDgBi+70Dnt/9re1YO/79Qzh1a/7PuwvseDlRucA7gqhlbuwQxWfu18QFSdeyP3q5CrXgIEadhvXcy/v+MJnRdCCBk7w/kbTAHRIG545gOs+KgN/7ywAQ987oTCB3XvckaE2jcC3TudkaFIKxDvzNvckRBCjgrf6wTEQwT/BVDHvzA6L4QQMnaG8zf4CN3AZexds2QaVnzUhufX7ccVp07BSVPKBx5UOcP5mv/P+c8z5qQc1qLOlx531qjYVvpfo+9xduE9y//53Of6Px7qMUNR4ni4J67j7lc2QuIsCLBxv/SY82n1//tPQHLnfFI9hHrk1PUvH3fgzxuacD7/Po7xJNCY+hioPg44698AZjsjBIVGNgq1N/3cXc+9jWZWg0uE9/DZsp1O9rJpZwEnXumM6A1p1KHvsW7ZuOP5tfAigSX8JpzjaQa8NcCSbwGicoiRl37Pp48LJ01848UdmMq149PCaiys0JxRy0seAhRfusxhnFMA29qjuOMvXajgovi08HdcKKx1XjjrO0Bw9qhGcq55ZjOmcB1Yyn+IpTUaoEWAM78NuMoHv0ZD8OM3dmNnRxTLhLU40dWBRn0nsOx+wBt02s/6T8ssfD4LHdMeSeHb/9eMOq4HF/JrcJ6w3nl52X2AJziE+ua8njNyuHpXNx58N4Q6rgdfFF/Dyfx256XPPV2U0d23tnfi2TV7sYNNwmeEv+F68RXglH8Fpp8NgDnnhNnOOR/sAxv+CN3kmBBCCCkhCogGsWBKOf55YQOeX7cft7+0CS/fcDoUcYidBY4DJJfz5a0ubUWPcPGeBP5gB7KP77/ngaKUu6NnF35vfYzfW2cDIaD5votGXeZTz7gBAKvsBVjwxaWYHvSOqrxUysBzllPG49ZFaL519HWMh5J42/4r3sYJ+LV1AZpvGn2ZrVIH1rC1AAP+bJ+C5v9v9GVmvGE7WRufsC7Ehq98EmXu4Y8+FPLOW3/HBjuEP9mnAkZxrn9GqD2Cv9vOlLznraVFOx9NsT14n20CGPB/+ulFrTMANIea8Sd7MwDgP8zLcf0Pf1PU8gkhhJDxipIqHMRtF85BmVvC1rYIbnp2AzSTpsENl2nnj1IYVnESTVh2aUe29vWOPvWybua3tRh17l9mMRglKBPAgA0sexPGIEcOXynOQ4ZhlubeMq3S3rOlPCeEEDJajDH0xnW0h1Pojeu0yTE5olBAdBCVXgU/+8JJkAQOf9rUjssffQ87DlCq7eHoHwB93Fac82eXOCB68YP9oy6jfwd1bXPPqMvsfz5DidFnbdP7lRlJFSdw6V/uk38fQhKSEZZdTP3Lbg8XZ+PaYn0YMJj+H9h0REq04S4hhAxTRySFNz/uxB8/asWKja3440etePPjTvo7RY4YFBAdwpJZVXh8+cnwqyLW7w1h2UPv4Jv/ux5/29FFI0ZDkNDzz9HDq3YWpdz+ndZifzr+hw2toy6jf53u/r8toy5T61fm7S9vGnWZ/eu5YW9o1GUWKvfX7+4pSrkAENfy940qZoCsGfn37JOrixPIpfqVu7+3uJsL9z/fj/+teAEoIYSMVEckhVXbOrGrMwq/KqGhzA2/KmFXZxSrtlFQRI4MFBANwVnHBLHim2fi/GNrYNkMr3zYin95/B848e7X8YVH38Ndr2zGb9/bgze2HMCH+0JoCSURThjQTGvCDwkn9PyO6582tRel8xpN5Zc7544/jaq8Qp/eh5OjGynpX8etbZFRt71/nVZ81Daq8oCB9fziE2tGXWahcoGBoxgjFel3Hs578K2ilAsAkX71/uVbu4tSbv/zseT+N4tSbkaqX0D0y7d3T/i/P4SQscUYw6aWCMJJHVMrPfAoIgSeg0cRMbXSg3BSx6aWCP2tImOO0m4P08b9YTyzZi9e39KOrtihpysJPAeXJEASOAg8B47jIHAceA7geQ48l3l+QB6sAbhDZKI62KuHSmLFHeLdGRgYA2zGnNxlzMlhZjPn+czrzpdzDGNOxq5CjqnxggPX93PpsoZSrs0YDkS0guXOrvHltTVThmU75ViMwWYMtu2UY9kMNnM62IWmYU0qc8GjCODADSsRmGUzNHfHYRRYNzKr2pstK3MO7Ez7ctqfPQfp1+yDnM8ZQQ9Ens+Wm2l3/3Iz5TCw7P64LaHC66WmVLid+zR9c/Lp+5YDl70PMtcs93Gmzp1RreA5nVXtBc9xA65Tts3Ib3NfmX11P9j1z9X/vu1fTuYcZN7DZgwd0cJlH1PjJMg41O/KYLYNMt0287tQKCFi/2toD3JODlbvGUEPJGFon3393zeWDPnYXJReujA6L2Si643r+ONHrfCrEjzKwDxecc1EJGXg4uPrUe4pTtIdQjIo7XYJzW8I4N6G+bjn0nnYdiCKjS1hbG+Poqkrjs6Yhs6ohu6Ynu0IWjZDTBv4SflEt/1ArCTlDtbpHKnBgoXR2NFR/Lbv6hxkU9lR2NtT3CldGaVof0axr3+uUt2zpSo3Yzj3xvj4eIwQcqTQTBu6ZUOVCmfpVSUBXXFtwHRwQg43CohGiOc5zK3zY25d4YjTsGwkDQsp3UJCt2BYtjM6Yfd9Ep4Znch8PxRD7bCwIe3rM9SynNEnjusbyTro90DeCIAi8kjoFurKVDz592ZMqXCjscKdLRfpUQeeO3i5mdGJ3HJ3dsTQHkkhlDBw2vRKZ8Qit+4M2XIFvt/IXLp8IWekLuhVsG5vDz7aH0aNX8X0Ko8zujS0U5XFAZBFHmVuGYrIY1NLGNsORBH0KZhW5cmeWAak29jX/tzzwPc7nxwHBFwSoikTW9si2NERw7z6AKq8cl5Gv0y7kVNGX9kDr1O1T4UkcPjrxx3Y053AmbOqIIl83wiE3TdSYeec02wdufT79WuHSxLgkgVsbo2gqSsOryJiepVnwPlkDOD5vvPA8/l15vu9V2aU5kA0hd2dcSR1Eyc1lmfPaabMzDkrVG6mvNz7KvOcRxbhUQSs29OLDftCmFrpwaRy1zDvgoFmVXuhWzb++nEHOqMaZtX4UOmRB/297n+ec8+t8zi/3j5VRJlbxof7QvjDhhacOSuIoE/JjpAeisiPfj8kQgjJUEQessAjZVgFR4hShgVZ4KGItIKDjC2aMkcIIWRU6O9vYXReyETHGMObHzsJFaZWevKm/jPmTC2fEfThnDnBQy4LIGS4hvM3mEJyQgghhBBSdBzHYd4kPwIuGc3dccQ1E5bNENdMNHfHEXDLmDfJT8EQGXM0ZY4QQgghhJREtV/F2bOD2NQSQUsoga64BlngMSPow7xJflT71bGuIiEUEBFCCCGEkNKp9qs4x6cglDCgmTYUkUeZW6KRIXLEoICIEEIIIYSUFMdxlFqbHLFoDREhhBBCCCFkwqKAiBBCCCGEEDJhUUBECCGEEEIImbAoICKEEEIIIYRMWBQQEUIIIYQQQiYsCogIIYQQQgghExYFRIQQQgghhJAJiwIiQgghhBBCyIRFAREhhBBCCCFkwqKAiBBCCCGEEDJhiWNdgWJhjAEAIpHIGNeEEEImlszf3czfYeKg/5cIIWTsDOf/pnETEEWjUQDA5MmTx7gmhBAyMUWjUQQCgbGuxhGD/l8ihJCxN5T/mzg2Tj7Ss20bra2t8Pl84Dhu2D8fiUQwefJk7Nu3D36/vwQ1PLJR+6n91H5q/0jbzxhDNBpFfX09eJ5mYmeM9v+l4Rhv9zC158g2ntozntoCUHtyDef/pnEzQsTzPBoaGkZdjt/vHxc30EhR+6n91H5q/0jQyNBAxfp/aTjG2z1M7Tmyjaf2jKe2ANSejKH+30Qf5RFCCCGEEEImLAqICCGEEEIIIRMWBURpiqLgzjvvhKIoY12VMUHtp/ZT+6n9E7X948F4u4bUniPbeGrPeGoLQO0ZqXGTVIEQQgghhBBChotGiAghhBBCCCETFgVEhBBCCCGEkAmLAiJCCCGEEELIhEUBESGEEEIIIWTCooAIwMMPP4xp06ZBVVUsXLgQ77zzzlhXaUTefvttXHLJJaivrwfHcXj55ZfzXmeM4a677kJ9fT1cLhfOPvtsbN68Oe8YTdPwjW98A1VVVfB4PPjUpz6F/fv35x3T29uLq666CoFAAIFAAFdddRVCoVCJW3dw9957L04++WT4fD5UV1fj0ksvxbZt2/KOGc/tf+SRR3D88cdnNy5bvHgx/vSnP2VfH89tL+Tee+8Fx3G46aabss+N53Nw1113geO4vK/a2trs6+O57RPFPffcg9NPPx1utxtlZWVD+pliXfdSGMm91P8ez3z953/+Z/aYs88+e8Drl19+eYlbM7L2fOlLXxpQ19NOOy3vmKPl+hiGgVtuuQXz58+Hx+NBfX09vvjFL6K1tTXvuMN1fYbbr3vrrbewcOFCqKqK6dOn4xe/+MWAY1544QUce+yxUBQFxx57LF566aWi13sww2nPiy++iE9+8pMIBoPZ/sCrr76ad8xTTz1V8HcplUqVuinDasuqVasK1vPjjz/OO64o14ZNcM8++yyTJIk99thjbMuWLezGG29kHo+H7dmzZ6yrNmwrV65kt99+O3vhhRcYAPbSSy/lvX7fffcxn8/HXnjhBbZx40Z22WWXsbq6OhaJRLLHXHvttWzSpEns9ddfZx988AE755xz2AknnMBM08wes2zZMjZv3jy2evVqtnr1ajZv3jx28cUXH65mFnTBBRewJ598km3atIlt2LCBXXTRRWzKlCksFotljxnP7X/llVfYihUr2LZt29i2bdvYd7/7XSZJEtu0aRNjbHy3vb81a9awqVOnsuOPP57deOON2efH8zm488472XHHHcfa2tqyXx0dHdnXx3PbJ4rvf//77MEHH2Q333wzCwQCQ/qZYl33UhjJvZR7f7e1tbEnnniCcRzHdu3alT1m6dKl7Ktf/WrecaFQqKRtYWxk7Vm+fDlbtmxZXl27u7vzjjlark8oFGKf+MQn2HPPPcc+/vhj9u6777JTTz2VLVy4MO+4w3F9htuv2717N3O73ezGG29kW7ZsYY899hiTJIk9//zz2WNWr17NBEFgP/rRj9jWrVvZj370IyaKInvvvfeKWvditOfGG29k999/P1uzZg3bvn07u+2225gkSeyDDz7IHvPkk08yv98/4HfqSGvLm2++yQCwbdu25dUz9/4v1rWZ8AHRKaecwq699tq85+bMmcNuvfXWMapRcfQPiGzbZrW1tey+++7LPpdKpVggEGC/+MUvGGPOHzRJktizzz6bPaalpYXxPM/+/Oc/M8YY27JlCwOQd6O9++67DAD7+OOPS9yqoevo6GAA2FtvvcUYm3jtZ4yx8vJy9qtf/WpCtT0ajbJZs2ax119/nS1dujQbEI33c3DnnXeyE044oeBr473tE82TTz45pICoWNe9FIp1L336059m5557bt5zub/3h8tI27N8+XL26U9/etDXj/brs2bNGgYgr7N7OK7PcPt13/nOd9icOXPynvvXf/1Xdtppp2Uff/7zn2fLli3LO+aCCy5gl19+eZFqPbhi9FOPPfZYdvfdd2cfD/XvSLENty2ZgKi3t3fQMot1bSb0lDld17Fu3Tqcf/75ec+ff/75WL169RjVqjSamprQ3t6e11ZFUbB06dJsW9etWwfDMPKOqa+vx7x587LHvPvuuwgEAjj11FOzx5x22mkIBAJH1DkLh8MAgIqKCgATq/2WZeHZZ59FPB7H4sWLJ1Tbb7jhBlx00UX4xCc+kff8RDgHO3bsQH19PaZNm4bLL78cu3fvBjAx2k4GKtZ1L4Vi3EsHDhzAihUrcPXVVw947X/+539QVVWF4447Dv/2b/+GaDRatLoXMpr2rFq1CtXV1TjmmGPw1a9+FR0dHdnXjubrAzj/D3McN2CKZymvz0j6de++++6A4y+44AK8//77MAzjoMeU+m9fMfqptm0jGo1m+0MZsVgMjY2NaGhowMUXX4z169cXrd6FjKYtCxYsQF1dHc477zy8+eabea8V69qIwzp6nOnq6oJlWaipqcl7vqamBu3t7WNUq9LItKdQW/fs2ZM9RpZllJeXDzgm8/Pt7e2orq4eUH51dfURc84YY7j55puxZMkSzJs3D8DEaP/GjRuxePFipFIpeL1evPTSSzj22GOzfxTGc9sB4Nlnn8UHH3yAtWvXDnhtvF//U089Fb/+9a9xzDHH4MCBA/jhD3+I008/HZs3bx73bSeFFeu6l6puo72Xnn76afh8PnzmM5/Je/7KK6/EtGnTUFtbi02bNuG2227Dhx9+iNdff70odS9kpO258MIL8bnPfQ6NjY1oamrCHXfcgXPPPRfr1q2DoihH9fVJpVK49dZbccUVV8Dv92efL/X1GUm/rr29veDxpmmiq6sLdXV1gx5T6r99xein/vjHP0Y8HsfnP//57HNz5szBU089hfnz5yMSieChhx7CGWecgQ8//BCzZs0qahsyRtKWuro6PProo1i4cCE0TcNvfvMbnHfeeVi1ahXOOussAINfv+FemwkdEGVwHJf3mDE24LnxYiRt7X9MoeOPpHP29a9/HR999BH+9re/DXhtPLd/9uzZ2LBhA0KhEF544QUsX74cb731Vvb18dz2ffv24cYbb8Rrr70GVVUHPW68noMLL7ww+/38+fOxePFizJgxA08//XR2kfZ4bfvR7K677sLdd9990GPWrl2LRYsWjfg9inHdh2qo7SlUr+G+7xNPPIErr7xywO/7V7/61ez38+bNw6xZs7Bo0SJ88MEHOOmkk4ZUdkap23PZZZfl1XXRokVobGzEihUrBgR6wyl3MIfr+hiGgcsvvxy2bePhhx/Oe62Y1+dghnvfFzq+//Nj2Vcc6Xv/7//+L+666y784Q9/yAtyTzvttLwEHmeccQZOOukk/PSnP8VPfvKT4lW8gOG0Zfbs2Zg9e3b28eLFi7Fv3z488MAD2YBouGUOZkIHRFVVVRAEYUAU2dHRMSDaPNplMk61t7ejrq4u+3xuW2tra6HrOnp7e/M+kero6MDpp5+ePebAgQMDyu/s7Dwiztk3vvENvPLKK3j77bfR0NCQfX4itF+WZcycORMAsGjRIqxduxYPPfQQbrnlFgDju+3r1q1DR0cHFi5cmH3Osiy8/fbb+NnPfpbNODiez0Euj8eD+fPnY8eOHbj00ksBTJy2H02+/vWvHzLD1tSpU0dUdrH+5g3HUNvz0Ucfjepeeuedd7Bt2zY899xzhzz2pJNOgiRJ2LFjx7A73IerPRl1dXVobGzEjh07AByd18cwDHz+859HU1MT/vrXv+aNDhUymutTyEj6dbW1tQWPF0URlZWVBz2m1H/7RtNPfe6553D11Vfj97///YBp5P3xPI+TTz45e++VQrH63Keddhp++9vfZh8X7doMa8XROHTKKaew6667Lu+5uXPnjtukCvfff3/2OU3TCi6wfe6557LHtLa2FlxY/Y9//CN7zHvvvTfmC6tt22Y33HADq6+vZ9u3by/4+nhufyHnnnsuW758+YRoeyQSYRs3bsz7WrRoEfuXf/kXtnHjxglxDnKlUik2adIkdvfdd0+4to93w02qMNrrXgqjvZeWL18+IHvZYDZu3JiXYKcUivW70dXVxRRFYU8//TRj7Oi7Prqus0svvZQdd9xxeVkuD6YU12e4/brvfOc7bO7cuXnPXXvttQOSKlx44YV5xyxbtuywJVUYbj/1mWeeYaqqDsg2PBjbttmiRYvYl7/85dFU9ZCK0ef+7Gc/y84555zs42JdmwkfEGVSAD7++ONsy5Yt7KabbmIej4c1NzePddWGLRqNsvXr17P169czAOzBBx9k69evz2Z4ue+++1ggEGAvvvgi27hxI/vCF75QMAVrQ0MDe+ONN9gHH3zAzj333IKpd48//nj27rvvsnfffZfNnz9/zFPvXnfddSwQCLBVq1blpWZMJBLZY8Zz+2+77Tb29ttvs6amJvbRRx+x7373u4znefbaa68xxsZ32wfTP5vReD4H3/72t9mqVavY7t272Xvvvccuvvhi5vP5sn/HxnPbJ4o9e/aw9evXs7vvvpt5vd7s3/poNJo9Zvbs2ezFF1/MPi7WdS+FodxL/dvDGGPhcJi53W72yCOPDChz586d7O6772Zr165lTU1NbMWKFWzOnDlswYIFR1x7otEo+/a3v81Wr17Nmpqa2JtvvskWL17MJk2adFReH8Mw2Kc+9SnW0NDANmzYkPf/sKZpjLHDd30O1a+79dZb2VVXXZU9PpN2+1vf+hbbsmULe/zxxwek3f773//OBEFg9913H9u6dSu77777Dnva7aG255lnnmGiKLKf//zng6Y3v+uuu9if//xntmvXLrZ+/Xr25S9/mYmimBcEHwlt+a//+i/20ksvse3bt7NNmzaxW2+9lQFgL7zwQvaYYl2bCR8QMcbYz3/+c9bY2MhkWWYnnXRSST9JKqVMesL+X8uXL2eMOZ8A3Hnnnay2tpYpisLOOusstnHjxrwykskk+/rXv84qKiqYy+ViF198Mdu7d2/eMd3d3ezKK69kPp+P+Xw+duWVVx40JeLhUKjdANiTTz6ZPWY8t/8rX/lK9h4OBoPsvPPOywZDjI3vtg+mf0A0ns9BZn8ZSZJYfX09+8xnPsM2b96cfX08t32iWL58ecG/cW+++Wb2mFL9zSuFodxL/dvDGGO//OUvmcvlKrh3zd69e9lZZ53FKioqmCzLbMaMGeyb3/zmgL19SmG47UkkEuz8889nwWCQSZLEpkyZwpYvXz7g3B8t16epqWnQ/4cz9+jhvD4H69ctX76cLV26NO/4VatWsQULFjBZltnUqVMLBty///3v2ezZs5kkSWzOnDl5nfJSG057li5detC+IGOM3XTTTWzKlCnZPsP555/PVq9efcS15f7772czZsxgqqqy8vJytmTJErZixYoBZRbj2nCMpVeOEUIIIYQQQsgEM6H3ISKEEEIIIYRMbBQQEUIIIYQQQiYsCogIIYQQQgghExYFRIQQQgghhJAJiwIiQgghhBBCyIRFAREhhBBCCCFkwqKAiBBCCCGEEDJhUUBECCGEEEIImbAoICKEEEIImaDuuusunHjiidnHX/rSl3DppZeOqsxilEHI4UQBESGEEELIEeZLX/oSOI4Dx3GQJAnTp0/Hv/3bvyEej5f0fR966CE89dRTQzq2ubkZHMdhw4YNIy6DkCOBONYVIIQQQgghAy1btgxPPvkkDMPAO++8g2uuuQbxeByPPPJI3nGGYUCSpKK8ZyAQOCLKIORwohEiQgghhJAjkKIoqK2txeTJk3HFFVfgyiuvxMsvv5yd5vbEE09g+vTpUBQFjDGEw2F87WtfQ3V1Nfx+P84991x8+OGHeWXed999qKmpgc/nw9VXX41UKpX3ev/pbrZt4/7778fMmTOhKAqmTJmCe+65BwAwbdo0AMCCBQvAcRzOPvvsgmVomoZvfvObqK6uhqqqWLJkCdauXZt9fdWqVeA4Dn/5y1+waNEiuN1unH766di2bVsRzyYhg6OAiBBCCCHkKOByuWAYBgBg586d+N3vfocXXnghO2XtoosuQnt7O1auXIl169bhpJNOwnnnnYeenh4AwO9+9zvceeeduOeee/D++++jrq4ODz/88EHf87bbbsP999+PO+64A1u2bMEzzzyDmpoaAMCaNWsAAG+88Qba2trw4osvFizjO9/5Dl544QU8/fTT+OCDDzBz5kxccMEF2Xpl3H777fjxj3+M999/H6Io4itf+cqIzxUhw0FT5gghhBBCjnBr1qzBM888g/POOw8AoOs6fvOb3yAYDAIA/vrXv2Ljxo3o6OiAoigAgAceeAAvv/wynn/+eXzta1/Df//3f+MrX/kKrrnmGgDAD3/4Q7zxxhsDRokyotEoHnroIfzsZz/D8uXLAQAzZszAkiVLACD73pWVlaitrS1YRmaK31NPPYULL7wQAPDYY4/h9ddfx+OPP45///d/zx57zz33YOnSpQCAW2+9FRdddBFSqRRUVR35iSNkCGiEiBBCCCHkCPTHP/4RXq8Xqqpi8eLFOOuss/DTn/4UANDY2JgNSABg3bp1iMViqKyshNfrzX41NTVh165dAICtW7di8eLFee/R/3GurVu3QtO0bBA2Ert27YJhGDjjjDOyz0mShFNOOQVbt27NO/b444/Pfl9XVwcA6OjoGPF7EzJUNEJECCGEEHIEOuecc/DII49AkiTU19fnJU7weDx5x9q2jbq6OqxatWpAOWVlZSN6f5fLNaKfy8UYAwBwHDfg+f7P5bYv85pt26OuAyGHQiNEhBBCCCFHII/Hg5kzZ6KxsfGQWeROOukktLe3QxRFzJw5M++rqqoKADB37ly89957eT/X/3GuWbNmweVy4S9/+UvB12VZBgBYljVoGTNnzoQsy/jb3/6Wfc4wDLz//vuYO3fuQdtEyOFCI0SEEEIIIUe5T3ziE1i8eDEuvfRS3H///Zg9ezZaW1uxcuVKXHrppVi0aBFuvPFGLF++HIsWLcKSJUvwP//zP9i8eTOmT59esExVVXHLLbfgO9/5DmRZxhlnnIHOzk5s3rwZV199Naqrq+FyufDnP/8ZDQ0NUFV1QMptj8eD6667Dv/+7/+OiooKTJkyBf/xH/+BRCKBq6+++nCcGkIOiQIiQgghhJCjHMdxWLlyJW6//XZ85StfQWdnJ2pra3HWWWdls8Jddtll2LVrF2655RakUil89rOfxXXXXYdXX3110HLvuOMOiKKI73//+2htbUVdXR2uvfZaAIAoivjJT36CH/zgB/j+97+PM888s+CUvfvuuw+2beOqq65CNBrFokWL8Oqrr6K8vLwk54KQ4eJYZnInIYQQQgghhEwwtIaIEEIIIYQQMmFRQEQIIYQQQgiZsCggIoQQQgghhExYFBARQgghhBBCJiwKiAghhBBCCCETFgVEhBBCCCGEkAmLAiJCCCGEEELIhEUBESGEEEIIIWTCooCIEEIIIYQQMmFRQEQIIYQQQgiZsCggIoQQQgghhExY/z+a3HjuW3/HggAAAABJRU5ErkJggg==", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.01\n", "Epoch 0, train: 0.2532, val: 0.2187, r: -0.0238\n", "Epoch 500, train: 0.1510, val: 0.1538, r: 0.4356\n", "Epoch 1000, train: 0.1507, val: 0.1534, r: 0.4377\n", "Epoch 1500, train: 0.1506, val: 0.1534, r: 0.4381\n", "Epoch 2000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 2500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 3000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 3500, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 4000, train: 0.1506, val: 0.1533, r: 0.4382\n", "Epoch 4500, train: 0.1506, val: 0.1533, r: 0.4382\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "lr: 0.001\n", "Epoch 0, train: 0.4179, val: 0.4153, r: -0.0727\n", "Epoch 500, train: 0.1734, val: 0.1764, r: 0.2786\n", "Epoch 1000, train: 0.1597, val: 0.1628, r: 0.3857\n", "Epoch 1500, train: 0.1546, val: 0.1576, r: 0.4145\n", "Epoch 2000, train: 0.1525, val: 0.1554, r: 0.4266\n", "Epoch 2500, train: 0.1515, val: 0.1544, r: 0.4321\n", "Epoch 3000, train: 0.1511, val: 0.1539, r: 0.4349\n", "Epoch 3500, train: 0.1508, val: 0.1537, r: 0.4364\n", "Epoch 4000, train: 0.1507, val: 0.1535, r: 0.4372\n", "Epoch 4500, train: 0.1507, val: 0.1534, r: 0.4377\n" ] }, { "data": { "image/png": "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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Try Adam optimizer\n", "epoch = 5000\n", "out_size = 1\n", "lr_range = [0.5, 0.1, 0.05, 0.01, 0.001]\n", "\n", "for lr in lr_range:\n", " print('\\nlr: {}'.format(lr))\n", "\n", " # Fresh model/optimizer each run\n", " if 'model' in globals():\n", " del model, criterion, optimizer\n", "\n", " # Model, loss, optimizer (Adam)\n", " model = Perceptron(data.shape[1], out_size) # or use_activation_fn='tanh' if supported\n", " criterion = torch.nn.MSELoss()\n", " optimizer = torch.optim.Adam(model.parameters(), lr=lr)\n", "\n", " all_loss_train = []\n", " all_loss_val = []\n", "\n", " for epoch in range(epoch):\n", " # Train\n", " model.train()\n", " optimizer.zero_grad()\n", " y_pred_train = model(X_train)\n", " loss_train = criterion(y_pred_train.squeeze(), y_train)\n", " loss_train.backward()\n", " optimizer.step()\n", " all_loss_train.append(loss_train.item())\n", "\n", " # Validate\n", " model.eval()\n", " with torch.no_grad():\n", " y_pred_val = model(X_test)\n", " loss_val = criterion(y_pred_val.squeeze(), y_test)\n", " all_loss_val.append(loss_val.item())\n", "\n", " # Periodic log/metric\n", " if epoch % 500 == 0:\n", " y_np = y_pred_val.detach().cpu().numpy().squeeze()\n", " y_true_np = y_test.detach().cpu().numpy().squeeze()\n", " slope, intercept, r_value, p_value, std_err = scipy.stats.linregress(y_np, y_true_np)\n", " print('Epoch {}, train: {:.4f}, val: {:.4f}, r: {:.4f}'\n", " .format(epoch, all_loss_train[-1], all_loss_val[-1], r_value))\n", "\n", " # Plots: losses and final scatter\n", " fig, ax = plt.subplots(1, 2, figsize=(10, 5))\n", " ax[0].plot(all_loss_train, label='train')\n", " ax[0].plot(all_loss_val, label='val')\n", " ax[0].set_title('Learning rate: {:.4f}'.format(lr))\n", " ax[0].legend()\n", "\n", " ax[1].scatter(y_np, y_true_np, alpha=0.3)\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()\n" ] }, { "cell_type": "markdown", "id": "dc9270f6-4691-4662-aa44-23805068a3c7", "metadata": { "id": "dc9270f6-4691-4662-aa44-23805068a3c7" }, "source": [ "ADAM seems to be quite effective for training in this setup if compared to other tests we did. How is it performing compared to the SVR? How can we make it better? " ] }, { "cell_type": "code", "execution_count": null, "id": "4cda8ef5-bb25-4c3f-b5aa-99a15e885bca", "metadata": { "id": "4cda8ef5-bb25-4c3f-b5aa-99a15e885bca" }, "outputs": [], "source": [] } ], "metadata": { "colab": { "provenance": [] }, "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": "3.12.3" } }, "nbformat": 4, "nbformat_minor": 5 }