1596 lines
2.4 MiB
1596 lines
2.4 MiB
{
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"cells": [
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{
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"cell_type": "markdown",
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"id": "717f94d3-edfa-4122-9902-212a3456bb8c",
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"metadata": {},
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"source": [
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"[EDA](eda.ipynb)"
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]
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},
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{
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"cell_type": "markdown",
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"id": "43c4fe12-eb94-434c-8808-15fd7cdcf17d",
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"metadata": {},
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"source": [
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"# Modeling"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "c47122c5-bdcd-4b6b-8d22-8958ad910eca",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2022-08-01T14:49:27.108272Z",
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"iopub.status.busy": "2022-08-01T14:49:27.107585Z",
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"iopub.status.idle": "2022-08-01T14:49:28.795162Z",
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"shell.execute_reply": "2022-08-01T14:49:28.794368Z",
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"shell.execute_reply.started": "2022-08-01T14:49:27.108146Z"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"import numpy as np\n",
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"from sklearn.model_selection import train_test_split\n",
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"from sklearn.pipeline import Pipeline\n",
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"from sklearn.preprocessing import QuantileTransformer\n",
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"from sklearn.linear_model import Ridge,Lasso,LinearRegression\n",
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"from sklearn.tree import DecisionTreeRegressor\n",
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"from sklearn.neighbors import KNeighborsRegressor\n",
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"from sklearn.svm import LinearSVR\n",
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"from sklearn.metrics import mean_squared_error,r2_score"
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]
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},
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{
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"cell_type": "markdown",
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"id": "1cbc710d-f819-4200-9add-25bc699d8b46",
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"metadata": {},
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"source": [
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"Load in the data"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "78f30ccd-7153-4d8e-9784-4dce46a46fb2",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2022-08-01T14:49:28.797832Z",
|
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"iopub.status.busy": "2022-08-01T14:49:28.797191Z",
|
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"iopub.status.idle": "2022-08-01T14:49:28.858368Z",
|
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"shell.execute_reply": "2022-08-01T14:49:28.857624Z",
|
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"shell.execute_reply.started": "2022-08-01T14:49:28.797801Z"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"X_e = pd.read_csv('data/X_engineered.csv')\n",
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"X_s = pd.read_csv('data/X_straight.csv')\n",
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"y = pd.read_csv('data/y.csv').mpg"
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]
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},
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{
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"cell_type": "markdown",
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"id": "046eba55-3375-4e28-8776-1bec54e4f72f",
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"metadata": {},
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"source": [
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"Transform it, QuantileTransformer works best in my testing"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "cd8eb496-d624-49a5-b1c8-0e1bed4abc1e",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2022-08-01T14:49:28.860006Z",
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"iopub.status.busy": "2022-08-01T14:49:28.859406Z",
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"iopub.status.idle": "2022-08-01T14:49:28.876483Z",
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"shell.execute_reply": "2022-08-01T14:49:28.875734Z",
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"shell.execute_reply.started": "2022-08-01T14:49:28.859962Z"
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},
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"tags": []
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},
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"outputs": [],
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"source": [
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"qt = QuantileTransformer(n_quantiles=297)\n",
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"qt_eng = qt.fit_transform(X_e)\n",
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"qt_str = qt.fit_transform(X_s)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"id": "9fa8177f-8491-4a10-8515-4678c25a1abe",
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"metadata": {
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"execution": {
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"iopub.execute_input": "2022-08-01T14:49:28.878114Z",
|
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"iopub.status.busy": "2022-08-01T14:49:28.877540Z",
|
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"iopub.status.idle": "2022-08-01T14:49:28.888152Z",
|
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"shell.execute_reply": "2022-08-01T14:49:28.887394Z",
|
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"shell.execute_reply.started": "2022-08-01T14:49:28.878087Z"
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},
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"tags": []
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},
|
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"outputs": [],
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"source": [
|
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"def run(X,y,model_type):\n",
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" r2_test_list = []\n",
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" r2_train_list = []\n",
|
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" rmse_test_list = []\n",
|
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" rmse_train_list = []\n",
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" \n",
|
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" for i in range(201):\n",
|
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" X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
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" \n",
|
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" model = model_type.fit(X_train,y_train)\n",
|
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" test_predict = model.predict(X_test)\n",
|
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" train_predict = model.predict(X_train)\n",
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" \n",
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" r2_test = r2_score(y_test, test_predict)\n",
|
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" r2_train = r2_score(y_train, train_predict)\n",
|
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" rmse_test = mean_squared_error(y_test, test_predict ,squared=False)\n",
|
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" rmse_train = mean_squared_error(y_train, train_predict ,squared=False)\n",
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" \n",
|
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" r2_test_list.append(r2_test)\n",
|
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" r2_train_list.append(r2_train)\n",
|
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" rmse_test_list.append(rmse_test)\n",
|
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" rmse_train_list.append(rmse_train)\n",
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"\n",
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" plt.subplots(figsize=(10,6))\n",
|
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" plt.title('R-squared over 200 iterations')\n",
|
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" plt.plot(r2_test_list,label='R2 Test')\n",
|
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" plt.plot(r2_train_list,label='R2 Train')\n",
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" plt.legend()\n",
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" plt.show();\n",
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" \n",
|
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" avg = np.mean\n",
|
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" print(f'''\\\n",
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".-------------------------------------------------.\n",
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"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
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"|-----------|----------|-------------|------------|\n",
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"| Min: {min(r2_test_list):.2f} | Min:{min(r2_train_list):.2f} | Min: {min(rmse_test_list):.2f} | Min:{min(rmse_train_list):.2f} |\n",
|
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"| Avg: {avg(r2_test_list):.2f} | Avg:{avg(r2_train_list):.2f} | Avg: {avg(rmse_test_list):.2f} | Avg:{avg(rmse_train_list):.2f} |\n",
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"| Max: {max(r2_test_list):.2f} | Max:{max(r2_train_list):.2f} | Max: {max(rmse_test_list):.2f} | Max:{max(rmse_train_list):.2f} |\n",
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"'-------------------------------------------------'\n",
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" ''')\n",
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" \n",
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" plt.subplots(figsize=(10,5))\n",
|
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" plt.title('RMSE over 200 iterations')\n",
|
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" plt.plot(rmse_test_list,label='RMSE Test')\n",
|
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" plt.plot(rmse_train_list,label='RMSE Train')\n",
|
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" plt.legend()\n",
|
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" plt.show();"
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]
|
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},
|
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{
|
|
"cell_type": "markdown",
|
|
"id": "a91815c9-27db-495e-bc3d-1d8d160129de",
|
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"metadata": {},
|
|
"source": [
|
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"# Linear Regression"
|
|
]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 5,
|
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"id": "9a4029e4-1e8c-442f-ac56-66a8f6aaa62d",
|
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"metadata": {
|
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"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:28.889515Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:28.889180Z",
|
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"iopub.status.idle": "2022-08-01T14:49:29.884061Z",
|
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"shell.execute_reply": "2022-08-01T14:49:29.883304Z",
|
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"shell.execute_reply.started": "2022-08-01T14:49:28.889488Z"
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},
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"tags": []
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},
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"outputs": [
|
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{
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"name": "stdout",
|
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"output_type": "stream",
|
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"text": [
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"Linear Regression With Engineered Features\n"
|
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]
|
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},
|
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{
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"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.62 | Min:0.71 | Min: 3.16 | Min:3.65 |\n",
|
|
"| Avg: 0.73 | Avg:0.74 | Avg: 4.04 | Avg:3.96 |\n",
|
|
"| Max: 0.82 | Max:0.77 | Max: 4.88 | Max:4.23 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('Linear Regression With Engineered Features')\n",
|
|
"run(qt_eng,y,LinearRegression())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "ec59f39b-e805-42f8-b8c8-2bad572b3e94",
|
|
"metadata": {},
|
|
"source": [
|
|
"This is my most robust model when fed unseen data despite the slightly lower relative scores"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 6,
|
|
"id": "af02cb2a-a36b-4d57-9a8a-dea4923fd804",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:29.885712Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:29.885123Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:30.819624Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:30.818807Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:29.885686Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Linear Regression With Vanilla Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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ccsklpNNpv57WZz/72UV99w033OB/X4QI5yK+ds8JfvtDt3GyUFvyZ4/MVLj2777HzfumV2DPIkR4bEJKSdOVNHVYsB31FfRkuRHJAs7StjpnCqatDsCrXvUqbrzxRv78z/+cTCbDRz7yEbZt28bx48e56qqreNaznsXg4KD/2RtvvBGAgwcP8tznPndesVLXdbFtu+t3f/3rX1/unxMhwlkFMxHkK01W96eW9Nlj+SqehMMzFZ60Ejt3FuKOQzOU6i5PuXDsTO9KhBWCs0DIbiXDheY7XffcJlmRknWKuO666zh27BgAF154Idu2bQNg3bp1rFq1isnJyQW3cdNNN/HUpz6Vl770pVx66aUAvOAFL+Cqq65ix44dvO997/Pfu3nzZqampjh48CAXX3wxv/u7v8uOHTt45jOfSbVaXYFfeHq49+gclUZns2WECKcCsxov1TuHPnohX2moxy5hk3MR77lpH//wjQfP9G5EWEGYe6bZhej4JRxWQMkKwoWdVbRzBWenkvWNN8P4vcu7zTWXwrP/flFvdV2X733ve7zmNa+Z99qtt95Ko9Fg69ati9rWrbfeyp49e9iyZQsAH/zgBxkeHqZarfKEJzyBF73oRYyMjLR85pFHHuETn/gE73//+/mN3/gNPve5z/Hyl798Ud/3aKDScPi19/yUt9xwMb/z5C1nenciPE5gJopibenkPV9R5KqbN+VcRKNHGCnC4wNNpzfRaaxgnSxXf2dkfI+waFSrVXbt2sXIyAgzMzM84xnPaHn9xIkTvOIVr+BDH/oQlrW4Q3vNNdf4BAvg3e9+N5dffjnXXnstR44c4ZFHHpn3mS1btrBr1y4ArrrqKg4ePHjKv2klkK80abqS2Uo0oUVYPji+krV0kmWuxXx0TfpwPe+c98s83tHURMfpomQFJGv5ybbh781z/Bo7O5WsRSpOyw3jyZqbm+O5z30uN954I2984xsBKBQKPOc5z+Ftb3sb11577aK3mc1m/b9vuukmvvvd73LzzTeTyWS4/vrrqdXmm3yTyaT/t23bj7lwYaGmJrJ6VEU4wjLCqC6npGRVVbiwEClZPnoZoiM8PmDOb1cly6+TtfzWDl/JijxZEZaKgYEB3v3ud/POd76TZrNJo9HghS98Ia985St58YtffMrbnZubY2hoiEwmw4MPPsgtt9yyjHv96KFQVTds1KohwnLCrIhLp0KyylrJ0mQrggrjdFM4Ijw+4IcLu3qyHo0SDuc2kT87lazHAK644gouv/xyPvnJTyKE4Ec/+hHT09N8+MMfBuDDH/6wH9JbLH7lV36F9773vVx22WVs3759SYrYYwlGLVgJM2WEcxdNHdoonkK40JCryJMVwHG9c34CfLzDKFXdQnaNFTS+ezIqRgoRyVoSSqVSy/+/8pWv+H8v1ni+efNm9uzZA8D111/P9ddf77+WTCb5xje+0fFzxnc1Ojrqfx7gTW9606K+99GECRfWnGgAP9dQrjv85Zfu4y+eczFD2cSybts5DSUr8mTNh+PJyJP1OIfjm897G99rK+DJMurZuX6NReHCCMuOSMk6d3Hf8QKfu/Modx2ZXfZtN06jhMNclF04D1G48PEPEy5cqITDSpTbMUrWuX6NRSQrwrKjoJWGlShwF+GxDbMy7jaonw5OL7tQhQuLNeecD18YNF0vMr4/zmEWJk6X87ySJRwiT5ZCRLIiLDuMkhWRrHMPDVed85WYvJ1TrJMlpSRfbZKKq+EuyjBUcKNw4eMeQXbhQhXfPb+h83LBjRpEA2cZyYqauy4OZ/o4GU9WlF147iFQspafZDVOsYRDtenScDw2DatyKVHVd4WmK3E9ecbHiwgrB98X1S1c6HoIof9eZg9t1LtQ4awhWalUiunp6WhAWABSSqanp0mlltbbbTkRlXA4d2EGauMFWU6YiWKp4UJjdt80kgEiX5ZBNAk+/tGrTpaUkobjMZCOA8s/Xi/UN/FcwVmTXbhhwwaOHj26qJ6A5zpSqRQbNmw4Y98fFCM9t2Px5yIMyWqsgJLl9y5copJl/FibR7WSVYlqZUEw8TquJN69N/2icSxf5RM/P8wfPfNChJFHIpxRBJ6s+UTHvDaQjpOvNKk0HIaXMSM4IvEKZw3JisfjLe1nIjx2EYULz12sZLjQL0a6RCVrLlKyOsJMfk3PI83ps6zvPzjBv/9gLy+/dhNrBs6ckh4hgCFXzQ5KlrlXB9NxDrH8HlqfZJ3jyRVnTbgwwtkDP1wYlXA457CSJCucXbgUk66pkbV5RClZEclSWMivs1SYc+JGlo7HDMx92Km1jblX+024sBF5slYCEcmKsOwIipG6kYfuHEN9BUs4hIlbeQl1fUy1943DWsmKCpICoXDhMqXYm0l1ubPUIpw6elV8N/fqYEaFCCNP1sogIlkRlhVSSgrVJjFLIOXyZ6xEeGzDrI4bK3Dew8RtKRmGxvg+1pckk7Cj7EKNIJyzTEqWjJSLxxqaPepkmXt0IK1cQ8tdkNSLlCwgIlkRlhnlhosn1YQGZ9j8vv+HUC+eue8/B7GSdbLC21yKLytfaZCO26TiNoPpeBQuRC2GmsscLozqIj26qDUXjhT0am1jVK7BdMLf3nJioZY+5woikhVhWWEKPa7qV8bXM2Z+r+bhI8+H3Z84M99/jsKQ6pUqRmoKii5FyZqtNBnMKN9Jv86kOtcRnnM7maJPBW7UEPhRwUShxps/dw+X/OU3+c79J3u+t9kju9DcqytVwsFcBithHTibsCiSJYT4FSHEQ0KIvUKIN3d4fUAI8RUhxN1CiPuEEL+z2M9GeHzB+LFWayXrjJGsehGQUJ05M99/jsL3gKyEJ8vzGNb+kaUpWU3fdzKYiUcV32klwcttfO/m8XrLF+7ln7790LJ817mK795/kqe84yY+c8dRPAmHpis939/oUSfLqM4DK2R8D5SsiGT1hBDCBm4Eng1cAvyWEOKStre9HrhfSnk5cD3wT0KIxCI/G+FxBJNZuKpfkayVaK1z3/G5hQ31zap6jMKFjypWtISD6zGk6/gspVZWvtJgUE8kA+m4b4Q/lxGe+JbP+K4eu23ulv3T7D6SX5bvOlfxxd3HyCZjfOcPfwlYeLERbhDdPmYav+yAVnmX25Pl9ghVnktYjJJ1DbBXSrlfStkAPgk8v+09EugTqgJdDpgBnEV+NsLjCEYlWN23MuHCR04Wec67f8JtB2d7v7GpV3iN0rJ+f4TeWNkSDpIhX8lavBqVrzYZyqqJZDCdOGs9Wf/8nYe5e5lISli9WjZPluytZBVrzookRJxLKNcd1g6kOH8sRzpuL0iMwueineuE62TBCtTJMuHjqE7WglgPHAn9/6h+Lox/By4GjgP3An8gpfQW+VkAhBCvFULcLoS4ParqfnZh/2TJz17xw4Xak1Vb5lpZZvsLTpSGZNUjkvVoYqVLOBgla2nZhQ0GtLl3IHN2erKklPzr9x7h6/eeWJbthSff5VKyTLjQ66IyF2vNFSHf5xLKdZdsUhWOzSZtSvXe42u480L7sTf3ajYZI2aJZV8QR3WyFBZDsjr1R2g/as8CdgPrgF3Avwsh+hf5WfWklO+TUl4tpbx6bGxsEbsV4bGAvRMlnv6uH/Llu48DgZI1ZsKFznLfuOZxgcE6UrLOCFa2rY70V92LJVlSSvKVJkOZIFxYd7wVCWOvJMzxrCzToiU88S0XIXZ6lIRoOB61pnfOm6BPF+WGQzahSi5kk7EFlaxwD9F2smOUrETMIh23V8CTFZEsWBzJOgqcF/r/BpRiFcbvAJ+XCnuBA8BFi/xshLMYX7vnBJ6Eh04q71NBT36rjPF9hcyUC964vicrIlmPJnzj+wqEhRzXIxmzyCbsRRvfS3UHx5N+dqEx+Z5tIUMzIa4EyVruOlmdKr4XtQIdhQtPD+W6QzapSFYmEaO8wH3Qoli2LXzMuUjGLFIJe8WUrMj4vjBuA7YJIbYIIRLAS4Avt73nMPDLAEKI1cB2YP8iPxvhLIYJXxyaUspRodokm7DpS65QWrCvZC2SZDUi4/ujiYazknWyJDHbIpeKLdr4bkKD4exCOHtJVrW5PObkcJuV5a743uneNMpjFC48PZTqrk+ycsmFFxstWaRt56U+T8laZuP7Mhe7PVuxYINoKaUjhHgD8C3ABj4opbxPCPE6/fp7gb8FPiyEuBcVIvxTKeUUQKfPrsxPifBoY+9EiYdOFhECDs1oklVr0p+O+/WMVspMueCNG3myzghWypMlpaTpecRtQV8qvmglyydZ6cD4Hn7+bMFyhwubLQrHyhcjNSRrJcLI5xIqDYdswniyYsyUe2fKNpzuiqVZECVsi8wKKFlBW51z+5wvSLIApJRfB77e9tx7Q38fB5652M9GeHzgG1rF+pUda/jRw5O6pY5DfypOSg8Ey02yvMVK0I3Hpyfr7iN50gmbC1f3neld6YjGCnmyXE8iJcRti1wyRnGxJEuXazCG+ShcqLASJRy8HsVIC1G48LTheZJKI1CysokYh2d618lq9jC+m3s0qbshVJe5O0fUVkchqvge4ZTxtXtPcPWmIa7ZMky54TJdbmglK0Y6rkhWdZmzCxedsfI4VbLe+qU9vONbj92CjitVwsGc75gt6EvFKNUWR5Jm25UsHS7MV86uWll+uHC5lKyWyffRULKa8743wtJgmqLnDMlK2lQWyC4ME+j28+Ib320VLlzuTPDI+K4QkawIp4T9kyUeHC9yw6Vr2TSSAVT14UKtSX8qTty2sC2x/NmFC9Ti8WE8Wc0yeGdXJlkvlOrOYzozrtGjjcfpwEzOCaNkLdKTNafJlPFk9Z+lSlbdV7KWyZMVmviWy5jcW8kynqxze8I9HRgVM6NLOCzG+N4SLmwbM801FbcF6YRNZZn8fhCoWBB5siKSFeGU8I094wA8+9I1bBzOAnBouqzChXoiW4m0YG+xZkpDsuBxFTKsN71lDbl85/6T/Nnn71227a1U70IzOccsQS4ZW7QnyyhZJkzYl4xhibOPZBnyunxKVriEw/Ia3zspF6a0SxQuPHWYaz7nG99jlBtOz+4XvRTLhuORiFkIoUjWckYdnBYSf26f84hkRTgl3H+iwOaRDGsH0pw3nFbmd1/JUoNAKm4tf1rwYpvQNkNehcdRyLDueMsmvz84XuCNn7iLT9x6eOE2RYuEIQPL7cky6eenkl2YS8ZIxNRQZ1mC/nT87CNZmpyUV8STtVzhQvXYqRhp2Pi+XNfauQajWpk6WZmkjSeh1sNL1atHZd1RJVFALYh7bWepWInr62xFRLIinBKajkdK+66SMZt1A2mtZDV9JSsVt6mfqSrCYZL1uFKy3GVRHgq1Jq/76B0+CV6ucXClPFmNULiwLxWn1HBaQhLdoKq9x1ueG0yffVXfl9uT5bRMvstrfO+kMofDu+f6pHuqKNdbw4VG0Sr3CCE7PUp1tJOshRbEP3p4ctGh5XCttKhOVoQIp4Cm6/nqAMDG4QwPnCjiSehPhcKFK1bgbpEV3+Fxp2QtR8jljz9zN0dnqzx1u+qusFwDoU+ynOUdWM1kEbMFfckYUkJlEddWvtr0ze4GA2exktVwvWUhRStR8d2/N3sUI4UoZHiqKLeFCzNa0erly2q4Hpbuu9Kp4nvC1iRrgXDh/ccLvPKDt/LjRxbX8s51l//6OlsRkawIp4SmK4nbweWzaSTDIxOq8Gd/2oQLV45kLbriOzzqBUk/ffsR3vKF5fM5GXiepOF6p60SFWtNvnXfSV7zi1t44vkjwPKQLLN/sBLZhcakq8KFwKJChrWm62e6GgxkEuTPNpIVOp6LIZcLYSWM771C+YUQyYoyDE8NRrEKFyOFQOHqhKbr+WSsUwmHpL43zFjdTR2eLNWBxSuprVmN5/b5jkhWhFNCw1WFIQ02jWT9kFNYyVq2TLjpfTC9r2cGUwuaVUj2q78fZSXrJ49M8fGfH+ZYvrrwm5eAgMCc3qRoiO+GoQwxvcxdjlpJYSKw3J4skyUVt4W/ki/VFyZKdccjGW8d5gbScd+IfbYgrP4sR8iwxRC9zA2iexUjhdZr43N3HOWjtxxqee/+yRK37J9eln16PMGQqXDvQugdLmy6ga2jUzFSo2RldF3DeheV0Si/iw31htXMcz08HJGsCKeEpuvNU7IMfE9WYhkL3H31D+Fr/8c31y7Kk5Vbpf5+lD1ZZgL7ps7AXC6YzL3TDReZ7SRjqswGLI+aYSZP2xIrpmTFrEDJKixCyQqHRAz6UosvAfFYQZhkLUdB0hZj8qNY8R1af8vn7jzKx25uJVnv+s7DvPw/f86dh2eXZb+WG7Wmy5V/+x2+uefEo/q9vvE9VMIh/HwnOK70CVT7eak7geXDr2vYZVFsSqEs2pO1Akrp2YqIZEU4JTTd1slr43CIZGklKxWzlq/AXXkKqvnFZxc2KpDVJKv+6IYLzSSy3IOwqTnWOM1J0axWwyRrOVab5ndnE/ay+zAMaYvHLPqSiw8X1h2XZKw1XNiXjC1KBXssoR4OFy5DraxmC8l6dCq+Cy18h6+NhuMx3dYaZqJYx/Ek/+vjdz0mi8ZOlxvMlBvsmyw/qt9rFCtDrnzje49wYcP1fAI1L1y4FJKllazFEqZWw/3yk6y3ffV+fu+jty/7dlcCEcmKcEpoOvM9WQbGk5VO2MtXjLRegGZ1aXWycsrU/WgrWUbRuf3QLBOF2rJtd7lqUNX1OUnF7WVVsgx5yyVjuJ5c1hWsmZjjlupdCCyqVlZ4IjHIJWPUmqfvbXs0sdzhwrBPprlcnqwFlCxTdT983OuOx2yl0VLWYbbc4IJVOSaKNf7o03cvKot0ubF3othVSTPkfqFCoMuNct0hHbpnjUK1YLhQv6+T8d1kF5r3dGsSbbJxF3tPh8t4LBeJD+Ohk0UemTg7EpoikhXhlNB0PeKhyasvFWdE94dryS5cLiWrpkjWkrIL08MgrEfdk9VwPEZzSaSEb923fCFDQ45OlxzUQuHCWFjJ+vxr4eFvn/J2fSUr2dloezowpDoeW5rxPZymbmA+/2hPkqeD5Q4XhtWk5TO+m8fW7UkpKdaajOSSQOtvaTgerqd6nhrMlBs8ccswf37DxXzvwQm+ff/JZdm/peCfv/MIb+lSpNeooMvVR3KxKNWDvoUQVrIWCBd2U7LcDkpWl+LRLZ6sR74Dt3+o576GCd1KKFnVhusvOh/riEhWhFNCu/EdYKNWs/pSy5xd6HlayaosLbswkYVE3xnxZF20po+tY1m/Mv5ywChFp+uhMWQtGbOxLTUEeI4D93wK9t90yts1k6chMcs5uJoJwlR8BxbVJLqbkgWcVb6sVpJ1+vsdJlbLRYa7Gd/rjkfTlQzrRVijRclS1+J0ue5vY7bSYCSb4IVXbADg6GzvJsgrgWrT7Tp2metmsV0HlguVhuP7sSCol7VQCYeunqymN8/4vnC40IM7Pgw/eVfPfQ2rjyvhyao0XP/aeawjIlkaUsqoEvES0O7JAtg0nCGbsInp51Ux0mUYwBslQColq0fBQx9SKiUrnoZk7tFXsvQK8dk713LL/mmmdfrz6aLue7JOr2q2IWupeKBkuQ09kZ0GIW2EwoWgCtYuF3xPlu5dCEtRsto8WUYJO5uULDeYUJZDQWktRrq84cL27ZlMztGcIlnNNiULlHoFqq6ZJ2E4m/DJ+pkgw44nu45d5rpZrj6Si0W57viZhaAWSXFb9OwC0BIubM8ubCvhAN1JVj7syaoXoTrXc19XXMlqRkrWWYc3feYe/uCTu1f0O8p1hy/ffXxFv+PRQnudLIBXPWkzf3bDxf7/03F7eYon1gv6Syu4pgFxrxvXqQES4hlI5Ja9TpbnSb52z4muKzTlVxP8ys41eBJ+tMgCfgsh3PbidAYuU4VfKVmKZElzjBunbuY1JDDbpS7P6cD3ZOnG45mE3VLgshsaHUo4ZJNnIcla5nChuX4StrUs5TsgVCerbQFgskBHsjpc2ObJgoBkzWhFaziXxLZU4dnCIs7zcsNxva5KSeDJerTDhY6/wDBYqEl005WB8b3tPLcUI/XDhZ1/UyEcLmyUoD4HXvffv9LZhZWG07XcxGMNEcnSODRdZv/UyioeX777OG/8xF3snXh0s91WAk3Hm0eyrtg4xMuv3eT/P6Unt9rp3gw1TQCQCFcNwj09WaYQaTyzIkrWHYdnef3H7+xay0cpWTYbhtIAy9bCJTzonw6B8bMLQ0qWV9fkqlGmUGvyo4eXTgzbPVnLWSvLL+GgQ9R9qYWbRJviqO2K61KUsMcKGo7nn6vl8DkaVSMZt5YtEzQIF3rg1MFVx9eQYRMuDF+77UrWdEk9+v7OdLzFr/VowfFk10ncXHcr7el76xf3tGTQVRquHyI0yCVjXcmep5NPupdwcANPlh8uXITx3YynZmHWAQv2LmxW4a6PwdQjXbfRC5WGS8P1zoryEBHJ0mi6HpUVXpmcmFOZZo926u9KoOF6xGOi53vMjXvaBUlDN7NwFIHqqeSYljrxtFKylrmEgxlwprqEARuO8quZMNVyNV4Ny+On07bGbCcVt7F8JUsPnI0SX7zrGK/60K1LVhBMmQETjlvOMg5mMjaEKZtYmGQZkteuZJn9W4yn67GChuv5PRiXU8lKxe0VqPgO/Nfz4Ht/DQRKlgkXNkLXriEy076SpR4NIetLnUklq/N9a8KX88J0R26D6vLV9npkosieY8HYV6o7LcZ3UF6qbmTPKFdmHG6/H8NJIb4nq+GRrzT426/e3xIObTG+G7W7mu+67+b6ituiNZLhOvDz/w/+dRd86fXw03/puo1eMAuNs6FFU0SyNOqOt+LZIiad/+DU2U+yOnmy2pFaQIJeNGrBQGNrktVzYmhRspbf+G6yi7r1v2u4avAyq8TlMmiGB/3TqdJd843vgZKFr2SVqDRcpGTJVdENeTPm3GXNLtTn2yhZ6cTC3QTqbcTMIJfUJSAWULK+tPsYT3/XD89ICYF21HVD9kTMotJFbTDYO1FkfK536RCjBKfi1umfpy+8Du77YquSNXMApvYCgZLlZxfq75MyaMPkK1ltJKv/DFXnd7QK1MnqYEhWiyfLbcKHb4Bb3rts+1BtuEyV6r7/slx3yCVaSVY2GetawsGQqrRf8X1+uNAv4RDyZH381sN84CcHuPXADKDGL7+RvCcD+0Ut33XfzficjLWR+Ds+BN/4Exi5APrWQmXppLTheP54sGwdRVYQEcnSaLhez3ojy4GThmRNn90ky/UknmReuLAd5sY9bZIRUrIsVx3DnkqWWWklNMla5nBhSSues+XOg7+phm9bgrgtls07sGzhwg4V32UjCBeaQXGpnhMzYfrhwmVcZZoJImYFHpKFMlf9LMq23oV+CYgFCpI+OF5k70TpMeH9MBNiZoFGvgBv+PhdvP3rD/R8j5mAUzH79IzvrgN3fxIO/LBVyWpWfFXHkBI/XKiPZ/i4zrYpWUMZUw4mtqjK/ssNc0w6nXtz3bQoSJVpcBtQOLZs+1BuuNQdz1dcK/Vu4cIuJEvvu0+yQmOmIbjzSzg4fP5O9RsmikqpDy8mHdcLxtNad/N7QLKs1rH64E9gYCP89ldheOspKX/h6/+xcG8uhIhkaTRdT6/gV27Vai7aA2e5khXO9OqFhWqvLBqhm3lpSlZ6RYzvZlDLVztXo26GDKWp2GlkWH77L+DuT/n/rS1XuDBUjNSQFtE04cKyP8Es1RgeVHxffuO7qXLvG3UXQTbM/iTbrtNM3EaIhZUss/1HO4usE0wpikzcXlBxnyjWGZ/r3TfT9aReBJym8b0yDUhNzvW2XVctdLTSYZQsP7tQvzHs2QuHC/tSMX/y70/FF5XgsNwwx6QzyepgfC9rD2N5atn2oaK/Z6qo1Kxyo5Pxvfv1YNTuTIfswqYrkTK4n+K2wLYEPz8ww15d5HPSkKyQp1Q4NZD6+3qEC8Mkq2WsPnYnbLgKhID0YE81rBvCSm6kZJ1FMEXxVpIZnyyoi/bg1KNf92WpOFmo8aL3/IyJ4vywQ8MnWQt4shZIC140wkqWo46d40k4egc88t357/c9WStjfDeT81wXQ3sjVKg1GbdOXcm767/hvs/7/w1v53RM5bWmhyVUzSmjZPnqX6Pkh5KWauydV8JhGT1ZvpKlrzlVg633MQgb/MOwLEEuEVvQk2UG8GWp9XaaMKrDQuRSSslctekbyLuh6XnYliBmi9NLsS9P6B0s++FCy9PZvXoSLlQdLAED6dY6WeHFRzhcaEzvsILhwtIEfPpVXdWYQMmaf6yNMldtugGB8EnWxLLtYkVfd5PFOtWmiyeZ58nKJbt7E839l4hZWKK1CXy7X1EIQTpu8+NHphSZT9h+5CWsZFlOSCDoQZDMdyXjdvC9pUmYOwzrr1L/Tw+ekpJViZSssxNmgli2CuVtaLoe0+U6qbjFeKG2Yt+zXLj/RIE7Ds3ywIn5KpCRoduLPLbDzy483Ukq7MkKZxf++J3wjT+e//52JctrqmynZYIZ1GY79FWTUtJ0pb9CTMbsUxsIPE8NYnNH/adajO+nlV2o+vkJIXzSIkLhQkNolqpk+SUcelR8rzbcU6ob1q6eqrDZAsb3Lp4sUCHDhUikGcwfC/eqSbfPJLp7cECdM9eTXZMyDFxXErcEMUucXriwpElFs+KHC229EArChU36UnF/vDDnxUz0QrSWcBgOk6yUIsPL7os7+GO4/4tKWekAQzw7qdDh+8JXOY2CVV56Vm43mESsqVLDV82yidZwYSbZQ8lygnsmZrVmkXa6N4xB/hmXrGb9YJoJLQqEs6NjTkgg6BEuNG11ErYVXF/H9bE2JCs12FMN64bWcOGZvzcXQkSyNMxFt2y+rMmH4bt/owpjgjYwwpUbh4DHvi/L1FLqNBGFaxb1wkIF7ha/M2GSpbMLXV0Ur9Rh5dhufIdlVbOCcOH8FbaZOMyEkoxZp0ayGkWQXivJCm3ndCZGZaJW+2eULNHU16PnIDWRPdVwYa4HyXrb1+7nJe+7Zcn7HFxz2vi+KE9WZyXL7ONCv696OkpWswa3vt8vY3C68MOFPcJDEKgOhZrT0xPn6HBhzD5N47shFSEly4T0cevQrFKsOSoEqMcLcy7NGDOWS7aUcBjW9bRAKVlSQmm5Q7Ylvd+VzmVYzEKjY7iwFiZZ+lwsc7iw6Xr+WDJZrPljTruSle1xHRsFKW5bSrHsUGk/ESrUayIPL7pyPav6k34UI6xk2c3QvNUruzBUIsRXSo/dodqcrb1cf+EQOFV1rywB4et/uTK3VxIRydIwN/6yZRje9RHVekCTALMqeOKWEeCxn2FoBpdON/CiPVmLKeFQKyysMoVKMNja+O5XHm6U5hMoMxCYYqSwrL4sc0w6hQvbyUAiZvmTyZJgZPRa3v/93cKFH/zJAW78wd5Fb7reDKqgm+xCKzR4WjrceqrhwiC7cD4RvHnfNMfyvf1CneDo8JYQoXDhIj1ZCdue91ouFVuwkri5bk9pTLj/S/D1N8GBm3q/rzIDf78J9v+w59tMuHAh43t4QjTEpRMcTyVnxE83XGgWOY1AybKc0Pmt5im0KVntnqy1AynVxqbhMtMWLjTlNpY9ZGjCel1Ika9kdVBKSnXH/y3++GhIVrOyLAu68DU3VWr4i/9Me3ZhIkbDUc3OPU/yOx+61a9xZ0plKCWr9Tw3OkQj0nGb0VyCX9w2xuq+lG9vMdeUEBBzQr9tEUpWiyfr2B0wdrFqdwaKZMGSfVlhj2SkZJ0lCKcSL1uBuXHdXLSibmIT375myzAA+zuRLClVmOgxADPBdDIHL9aTZZSsniTrA89Qil/PnSmoZs8EJKulXkuprYFsOFyY1CRrGZWsXuHCdhk+GV9auLBYa/Lt+8ZbvQpzKtun1iVc+K37xvnPH+9fdEil5ri+umMJo2QFYYCYJlxLJlmu8noFdXlaf/dsucH+qTKVhrtk9UR1GAiuN1XCYSFPlskuPEUlq3EaStbhm9XjQsUWZw+qSebE7p5vC4cLexnxwySrV8jQcbWSZVmn15HBJxdBVmrMDZOsWQpaybItgSWCe8SE4tYMpPz9na00GM6Fw4Wq3IZPiD0XPv4S2Pf9U99nCMhhJUSynDp872+hXgyRrM5K1pp+tc9+bcVwmHAZQobhczxVqvvhwnbju1G2KnWXE4UaP3hoktsOqtILzdA43Z7g4CeFhEjWy6/dyFtuuJi4bTHWn2RSG+6NYj+QjhNbtCcrKOHguJ6a247dAeuvDN6UHlSPS/RlVSMl6+xDWBVYFv+FlDC+R/2tb7iTOlPj/LEsY33JzkrW514Dn//d0//+ZYC5eDuHC7t7XcJYqFUDzRpMPgiHf9Z7Z+oF6FsDQNyECz0vqH/VHjIMG999JWv5w4Vz1eY8YuMPbC3hwsVfU1/afZzXfvQOCrOhgbqgQobdSjjUHY/ZSpN9k4v7jfWmR8ooWXYHJUv7LkpLLOFQ1yGtICzUOgDuPpL3/+5WY6wbmq5H3GpddS/UsqmXJ6svFVswu/C0PFmHdUh08qHe7zPhquLJnm9rOCqZYiHje1hdne6pZMmOCseS0SFc2EKyanmKNccnS/FQeDJQslRnhMMzFZqunGd8h5CSVTwBD38DfvB3p77P4f0OK1lHfq58nvtv8vex3ZPleZJSw2F1vwpplts9WW1//95Hb+fTtx9Z+u6F7r3JYj0ULmxVZY1Hq9xwOKQtKOa6DUcc7DbvXb2DkvWK6zbza1eqptyr+1I0XI98pUmh2vTDvXHXjK3ZpWUXzh5QZMr4sSBQspboy6pEnqyzD+GwRq9mm4tG6WSwQtI33GShhiVUu4gtI9nOnqzxe+HBrwZKzBmEr2R1WDU3QzJ0LwTZhV0mwjk9+Jy8v7d3pVaA3GogpGS5YSVrvG0Hq4CAWHJFPFlGAfHk/Oa185SsmLWk1ZbZtlOeCZ6cMySrsyfLfOdtBxe3IqyHlCw/XBgytJrV6qmECxO25V8X7Z6gOw8H+3dKJKsttAFtKtM3/wy+/3b/v6fryfKzC5c6JlRnYVLXqVpIyTKTffs13Ia645G0tSerh7IWPq69Egxc35O1TMb3ULiwXckq1pr067BfImbNyy5cq5WsR06qsHir8V2TLHOfFU6ox6O3dTWtLwo+yQotZgzRreZ9ktA+iVeaqlDvKq1klcPhQq22m1CklJLvPTDBXYeXptRAcM0JoZWsRndPltmPw9PqHg5IVjBOKyWrN8kKY5UmkRPFOvlKg8FMnJglAuP7wPrF1cmKWzQ9GZyrMMlKDeofu7TjE77+z4Ym0RHJor356jKEC02oEAIlq1BnNJckZltsHs1woFMZh/KUam58aAFl51FALyWr0abWdIORoruGC2cPqUe3DtM9PEX1OcitAiDmaU+W20PJalSUiiXEiniyynXXJyfttbLmG9+XFi70J/SWcKEmWaEBJay+mr9vPxgiZhquJ/nUbYdbFI5aM6j0bGt1KGxoNQPpUkmWUrLskPemdfK+63A++ElLJFmOK4Pq9IR7renjJaUqinnHh/1kk15KVja5sJJltt2L1HTEkVvV4/D5MLWAkmUm+YWUrFAJh8UY34GeZRyarkfM1sb3UBjpS7uP8XcLFDJtgfE2Ncu4ZlJ32zxZWgkBdS6C7EL1O0y48BFdn6mFZKXbPFnhYp+3/efi97MdnYzvxnZQne1ajNRcMyZcWA4b31fvCP5GtW1yPHlKIS1Dqtb2p9qUrHaSpe6DUt3h0Iy6b03WrR9xiIl5xvdO4cIwVvWp33eyUGOu2mQgHceyRKBkDWxoCRd+5vYjvPETd6n/7P44sYq6LhK2VrKO3QmxFKy6OPgSX8laargwVCcrUrLODix3h/uAZAlfyTpZrPmrg82jWaZK9dYie64DVT1J7v3e6e/DacJcvJ0mouYiPVmWJbSS0+WY5g8Gf4eJ6bydKUBqAOIZ4p4awONeTWXfQQdPVkVVe4elebI8F6b3Lfi2Ut3xJ4b25s/zPVlLCxf6x8q0m8iMBp4sx/UVnKbr+ftqtn/bofkk679+dpA//dy9fOu+QCkxJRwgULJsp+IPejHXhAuXrmQlY4GSFQ4Xup5k95E8l6ztB5ZuZFaerPlKVs0Uui2eUPdPecIn7N0qvgP0JWOUGr1LAxiSVVvqmHD4FrBicNlL1IRbmX9efJjQ0gJKVlCMNObX9OuEuWqTmCVIxCymyr2VrJgliLeFkb7/4ARf2r2EquWGrEiPuFTfFyZZsjpLqe7Q1yFcaBYN6wZVuNAUwRwJZRf2+UqWIVnH1eOOF8K9n+19bLtBys7Gd3MOanmfeLbfu6bauwkXVnwlawrGLtJvUsfEVLE/lRI2ZrG/cSTDVKnhK+bz2uro/1cabgclS/2GmKXCws2w8d3tTbJWh5WsapPBdEJdL65ejPWvbwnz/fiRKX74sL7Wv/j7bDzyZb191VZHHrtDZRXa8eBLTtn4HilZZw8qM/ClN+BUgxIBy2J8P7lHtQ7IjvmrmolCndV6dbBlRGVXHJoOqVnV0GCxt0OBzUcZ5uLt5MtZrCcLdGXuXkqWnVD/xu/p/B6pswiT/RBPE9PhQkO2gPkqQLOqTO+wNE/Wns/Bvz+hc1kIf3ckpbrDhiG1/Xbze3vmZTJmLWkg8I9VLQ+xNIxs9cOq9abnt4TJTd4F/3YlnLiHhqMM50dmqi09647MVHjHt5SSEi682amEQ8wp+yFZQ7KWWs5EkTfL93mFSdbeiRKlusP128eAUwwX2j2ULOOBBFUDiYXrZEnZW6UKKr6fAslaezms26X+3ytkaCb5RXiyEjpcqPap87nJa9VhNJtYQMmS2JZFzG41vteb3Rsjz4PnqfFN32MJb/692SzN4MlAkYrHhK9wmol+JKsmcEOywsb3ILtQ/97icaWI/NKfKAX8zo8sbl/DqBdVxADRanzX50BWZo0YOu/eNWRntVaySnVH2RaaFRVCSw74Y/6sXoCdGslSn9k0nKXhev593d5WxyhbSsnq7slqT3DolXkLgZI1UQyULNsSJNwK2Ek1t9XmfNV4ulxX29cLXlt3kPBD9eP3wtpdrV+S7AfEKRnfdb5OpGQ95rH/B3DXRxHHbvefWjYla82lmmSpm3iiWPPj+JtHFclqaa9jwgYbrlEhhnybWdKpw1f/MAixaeydKHXN1LrnaJ63fnHPKRXyMxdvL+P7Qp4sUG1luitZh2Bwo5KQuylZjbJq45Dq10qWWi0n3RBB7aRkxY2StQRP1sT96rtCtanaUdcqwoYhtX2fLJSn4F93YZ9Uv8OEzFJLzC70vRi1vFrp9a8PebJcP7soWdL7OHuQhuNx6YZBAD+zSErJW75wrz8YtUjszS5Klg7JJnwla2n3glFbDKkJhzSNH+upF6nvWFDJchot58HxPGIdlCyfZJ3UJCs9BAd/CizkyerdJDrc/WFJ2YVOXRVdPO9aGN2mnpt6uPv7feN4MfAYdoBfwiHZO5nETIgjueQCnixFWtuN73XHXfyioDqr7pehLQCkpCJXCUOy4hma2ltoFKlwuNDvoRm3GcomfKN+2Pge18SyGFay+tfB6ktg8y/C7R/wJ/pFwxzzoc3qNxg/qB5HvNCCt/3ebSdZlYYbbC87BtnRgGT5StbS1RaTtbhxRI0zB6crJEIqsUHYk3XIV7JMuNBUfFfhwotKP4d3XQL1YqhOVucxPJ2w6UvFmCjUmas06U/HiVmWGncTWRVZ8Jp+ktF0qaG+Ty9QTUHaZMwijqPq8OXGWr/EsnTV9/zSjk3D9b16kZL1WIcmMjJkfjztYqTNqgpXrNnp33BN12Oq1PAl2M1ayWrJMDQr2st/Uz3uawsZnrgbbv8g/PAf/afmqk2e/a8/4su7j3fcle8+MMFHbznUYjheLAwxmnc8Dv2Mhu4dtRiSpZSsLjfC7CEY3KQI6fi9nQdLU4hUK1lxvVpOeIZkic4lHIySZcfVyitU0LQrZg+qxx4FBU0Ibb0OcfjhwuO7YfYAyUmlyLUoWUtYbRllxTIka2CD8qF4SmEwJMuua9NpeZK643HFeYNkErbvy/r07Uf48SNTvPnZFxG3RUtCR90JPFmWr2RVfCUrbrILl9gzruG2hQtD/RXvOjzLcDbBpesHgEUoWbd/AN59JRRVCKfhtIYLTXkQX9Ex6vHWp6kmtDIgSZ1CIgs1iQ4vDJakRJy4W6kkG69V17ad7E2yWpSUziFD15O4nvTrZEH3BJ1CVU2II7lE5+zC/BH450sZrh/t2Fan7njB9eq5vQmMCbkNbQIgKY2SVVNFJ3OrcMtq7DGKVNwOGd9NODdm+cQqk7D9c2vQn4q3hgv71qm/t98A+cNdC4p2hVGqjT/IkCozjlTy/lvbkzfM/T+YiZOMWWoRasaL7JhaqOj5xNQpOxW1xVzXmzTJOjRdnle+AQJP1vF81SeAHZUs22Jt/YAaS6YeXtCTBbCqL+l7sgYz2pPlVZUFwy+/kAdULa+m5yHnkSybDFpdT/TN/5LUYGcla/JheM+TOyq8lYZabCbsUyz0/Cjj3CZZZqVcDm7S0y7hMHG/8gqt3qluusqU32jTrH7SCZu1A6lW8mOI3qZfgP4N80OG+cPq8d5P+xdeodqk6Uomu6xYzSr9a/eeWPLP8MOF4ZX+0TvgQ89m6NhNgFohLYSeRSPzh9QAvfpSNdm0kyUIWur4Spa6YVPSGDDP661kgVKzFhMuNCSr0oNk6eOxvj1cOHsAAEsP2KdqfDf+H6s2qwaygfPAbUBlqoVkxep5va/TNByPTMLmio2D3HZwlm/uOcGff2EP154/zMufuIlMIjavc73xKRklK+5W1PWKIO4Z4/upKVmmHlK4Ls+dh/Nccd4gqbhNKm4tTLJO3qfCQXd/EjDFM4PrLdNe6HZ8jzIeb/4F5a2Z2R9kUHUq4aCPY7eCpGH1aknJMKZ0w8ZrwbJh5IIFlKwpyKnyJOHr+BO3HvZr6zVDyRTpuPHgdN4nX8nKJjuHC4/fCXOHWVc/SNwy7VZay4F4EpzKHPzjFpXt3A2GrAxtVvvnL4BqKoSYHkLqCdQoD4lYyJMVynAzZvew6d2gPx0LwoWFY0rJCn2vf992Qbnu8Nk7jiINYSy3kSw/w1OHC2vBuDzPk2W8UckYuaRuceQrWaOtSlbl1JWscihcCHBopuJf82EYT9b9Jwr+fplr1/dk6VIdSeOnmjnQsRhpO1b3pzgwVcbxpKqRZQmtZPUFmYG1OTxPMlNWHU08fU2YDOVEzCKHVjaNPzaM9FBnT9be76qFk2nFE0K16ZBO2CTjPfy+jyGc4yRLKVlWNZhUlzqxzIMJe/lK1hQTmmSt6gsMnS+9ZiM/eGgyMJma1Vh2DC54mqoA7YYmIkOy3KafVbNQirkJ9X1zz/iSQ4Z+CYdwuPDobQDE9PFaVLgwbPz+/tvhkC7SWJtTKxijZEHnkKGvZCnje0Kba1MmJDFyvhrUvNAxmEeycosLF/pK1iTjc7WOFd3N8RhIx+lLxQIla2Y/ECJZISWr4XjBAL8AzABpN+YCJQtg7gi1pusrArGGUrJkaQJHqxxXbxrmgfECb/j4XVy2YYD3v/JqLEuQTdgtYV8VLgw8WQJPpd0ncpDIkdDG5VPLLlTbDSsWc9UmeydKXLFx0D92/qTZDeZc7P44SNk9u7DhqXpr04+oe27TL6g3HPyxT/pMlfgwAiWrC8kK3VMLNaJuweFbVPhMh14Z3dadZEmprt01O9X/tZJ1PF/lzz5/rxobKjM4h34O0OLJ8vfvW38ODwREyKgOo7mEbuXVdt3phWXCK2FbQlV8b6mfpLbbmD6k7lFDGjvBkIthFS5MEwoXxjNqItYTaKfswrDSaMjVSCeSZZQsz1PHaIkk63N3HuVNn7k76MPqK1mX6N8xpcK8mhCKUPiq7njq3tbH0Xgb+5Jx1Tew3h4uHJunZJ1Kx4dKQzXVNou5RmiBFUY6biME/m/bvqbPn8Maoe4T7SRroRIOoOar/ZPqM4Pak5XyKmo8TSlFmlqefLWJmV6kT7KCcGFGaBHAVHpv+QFDnZUsMxfMHJj3UqXhkknYp94X9lHGOU6y1IBjheTm0y7hML5HMf3BzYpk1QtMzqoJ0ShZAL9//Vau3DjIX3xxj2ozUp5UEnt6CLb+siIXx+8K7esRVYdl+7MVyWpUFuytZiaQE3M17goVglwMOnqy9P7YDUV8FhUuNEpWoww/+ke45T/UC8ZbNrQpmGQ6md9blKwgXOiTrOGtSjkMhwzC4UJQ52MhJcuQPoDyFP/jI7fxtq/dP+9t5njkkjEGM3HyRsnSg0Gs3qZkaT+Qc/N74D2/0HsfCJGs+pxWstarF+aOKiXLhF00yfJ0qCIRs3jilmGkhMs2DPBfr77G98G0p/0rJcvUybJI0UAg1SCYyJLUx7bccBZNDiEwZ4OaTBPVKZg9xIk5tb0to2ol25+KL6xkzR5UpG/qITh2Bw3X65hdWG26qiaVUY9Ht0F2FRz8qTLid7lGzYTVzZMVXiEv1Ii6BRP3B4Z3gNEL1W/p1J+tUVahxdX6+tdKivFqluou/OzfyH7yhQhUKDYwvruKGNzyH7D7v/1N5ivGk5Wg7njzw4raIpF0K8RsgW1ZOJ4L930BmjVfwXbntAWhwyTno03JMuFCpWRlID3kh7WNd6ilGGlIaRzpoWT1pWKKZFWmlarrkywVplyIZN13TI0hvge2PAkIGNuu/h9W0eNZ5YfUSFTG4d+ugvs+r35yzZRSsMkmdK01Q7Iyo+raq8yA64SUrFMzvmcTMQa1gqS+cz7JsixBJm77dRe3r+nzr1cnlKAUty3Snv79swcWFy7sT/kLJV/J8ipapRxUb6rmW7x/XlGTLDcgWb6S1SlcmB7sTbI6nNtKQ2VZJ0+1ZdmjjHObZOkBx66pCVqIZShGelKHLSxLh1+gMKXCdaaEAygJ919+8wo8T/J/PrUbWZ6CzIj63Lor1JsmQvVq8kdg8Dy47g3KQ3DPJ0PZT50ngVLd4fyxLHFb8I0lhgzNYFtuuIEKpkmWtQSSlTKNfLXSw6GfqhVp3pCszWpVNLixNUPM3xHtPdKeLF/JkkbJ2qoew36WjkrWAnWywgkF5SlmSo3WxATzUiMgWUOZRNAkWocLYzrUYEJbxmAuj94OJ+9tCU13gjmnsXpeKQED56kX5o5RbwbG90TTKFmT/vdct3WE/+8VV/GR1zzRJ1igBmdzjUgpaThBxXfbEmQJrTQTWd+47Mmlmb5VCQe13XjM4pmH3wWfepm/sjb+kYH0AiTLmN6vfKXKsLzrYzhtJMtvPt5wVGgRlCIqBGx+Mhz6KY2m29H0DgHJKnZRsiotSlboGEzvgy/8Pvz3b8AHngV7Ph+85nkqnDW4MXhubLsigOb6D8NMzqPbVIZtUd2jpuVWpe5A/hDCqTFA2a+T5e/f9D617ckH9ddLCrUgXAgdCpJq9T7tlVVKvi3YKI/BZ34b7v+irwx4BX0/zezreHzU/k+oUhX9aiGQ1vdm0qupiuDpQX8x4IelY5avsNRDSuOQT7KS7d9CfzquwrqmRpYhWYmsIjXhifjE3er8hIob33dC7YNfALo0AZnhIExbng4I4+g2rPocFuo4ZMpH1DE+olT8Ur1JOm4Tsy19X7nq84mcIpbZUUBCZTrkyTo143smaWNZgpFc4FfrhGxSZcqu7k8ynEnogqmyzZMlSBmSNbN/Xj2/TghHXga0Jyslq9r4PqheqM212lU0WfWVrLhNRhhPVjclK9/6nNPwr+lOJKuqlSwVJel9bL+0+xh//Jm7e75npXHukqzanD+Bx6pq4htIx5e2am2H21REwSgzmmRV8uPYlmip/wIqc+SPn7Wdnx+YoTh9wn8/AxuUYTZcoDN/WE24m56kUmFv+2BQLLELMSzVHdYOpPjFbWN8Y8/44lSJH74DbvtAi1mz3HAUSdFhj5gO4S2qhENcZxeaSaYyrW4gQ2oG9Wp0zWWdw4VtnqyE78kKKVnQWnZhnpKVW1jJMjeznYDKFA3X48TcfPWh6K9kYwyk4ypc6Hn+ij9eVyQr8GTpY2RI4HQonb9wAr73f+FjL4J37YC7/luF8mioyvbpIfUvnvGVrHTCxhKQbAbGd/N9QgietWPNvLBCOm77i4f2jLuYJUKDYE4rWUHm5lJqZZkMOFAks68xCZMPU9XmcrMSX5Bk5Q8DUpGmS34V9nwe4dS6l3AY36OOkQkfbf4FKBwjVz3a9Ro14atuSpa5t2KWaL2/fvZuuPczyvd1co+q1WRQmdJKy4bgOT/DsENRUt8isEolHWivpUmIKTdcv8L5sChq43tM758ThCFnDkCzSrHuICW+kgXKkNwCrd4rJUt5soakXoDkj/iqi2cqq88c6N5PtTyp1BtdwsGEhZJSK1mpQeLNAhAkLbQUI9VV7CEIE47kuoQLq02fhPokC9Q5D0/E934W7v64P0k3XY+Hx9W936JkZVcpomXKOJj7U9e66kPdA6m6PkdaZS/VHV9NziTswJOVHVXvM2Hi8gSz5VMv4VBuOP65HtNkp1O4EIL7atNwlnTCVlVvHM/PLozpcGHK3NfhcGGPMXxVKPISKFlV5XENhQvD3j9hxiMdmozbFjljfO/kyTIh5fA1NvWQyly0E12ULHVskr0y1zV2H8nzzT29a9CtNM5dkmVM71acuA7xDKbjp+fJ2v9DlYq99Wnq/5o01ecmGM0l/JpEYWwZUxeeqGglC5Rhdvj8gGRJqVagg5vUSv2CX4bJB6jX1cVdbbiqFs/dn2rZdrnukEvGuOHStRzLV7n7aPc2CGpHi/Cjd8Ddn2gxa5brrlohom/aplayFml8rzXbVvIHf6KUrGR/UJBuzaXq97ansbdlFxolK+2TrPPVY9j83qi0rpo6ebKatVZSZ27mNZepjL2mx0SxNs/LFm7UOphJqHBh8YQyaSNINDTJsltJljD7F66Z9PP3wI//SQ3wtTzs+z7Vpks/+hikh9T5HtiAnDuiswJt4rZF0lHHReiJultYDNQgXG24KkNREx6jOFmWICdCg2CyLyCwod+7GNSbbosnK+UWwa3j6NCTWYkvSLLMuRjaArteBvU5nlD7aecSDg1PkZ1Vl6j7Bvx6PMOVAx0LkUJrfaFOMCRrKJsI/E9OA+77Iux4AfzejxSZy4cUUNMmaiBEskYuUI+damWFDdO51X4xTEOyKo1AvRmmQMK2W8OFvtdLwtQjflmM/nSc0VyrkvV3X3+Af/nuw4GSJZWSFbMFfUKf78KxQBkwhTndemuV9TBKkyotX99rJossKbUnKz2EJV1yVP3aaYmYYKA5Ae97KonqSZ/sGwWrq/G95iB1UV4/uxA0yQqdA6Nq6se9EyVftTkUVrJyY+p6yQyr82Duz1WKZA0KNV4EJOte8DyKNcdPmsgmYjq7cDJYIJvH8iQzoXChv8Ct5pXPMByl6ACj1gD+ucwkupEs9b7zhjN+L8NwE3aT4JAxyUKlcbx6iYTd2a9osDqkZA1m1PyVltq7aUhWW7hQVNQ1HXervlKa9cOFXZQs6bV25DDj8vlPVWNBG8mvNlzSi1SyyiFSfKYQkazVO0hokjWQSSzsydr9cfji/+yc2nzvZ9TFd8HT1f81afKKky1+rDDMZByrTgc3KKgwmCFZlRkVAhvUoaPh88FzsOaUGb7SUN4NvvBaeOQ7/iaKNYdsMsYzLllN3BZ8+74FGP3D31KD6txRas2gdUyp7gT+sL51xJvqhlis8d0PF2bHVJr9oZ8E5RvMTb7mUkCqPoZh1AogbHWDxjO+7yNLDWknggnNTApS6nDhAkrWt/4M3nd9kH6dP6RWVSMXQHmauqtWgjNtxUZ9T1YqxlAmrsKFhkCObQ9Ilu/J0mTGZDSFTdDj9ypS9/s/Vd3p84eoNlwGhSFZg+qxfz1SX6+puKpDldJE16rNKL9Ol7AYKNWn3HDgx+8k819P87djkBOt4cKkFyh4SzG/h5WshG2R1kTQyiuVz0wS/el4a50s12ntg6ZDrwxtVrWQUgPsaN7XomTZuqq5CheG1GPwS1FkGlNdV+px2yIVt7r+PpPlOZJNBOHCfd9TZPjSF6v/D26C/GFOzlX5iy/eS3NWjylhkpXIqmu+rVH0jT/Yy2d+qDOnsqOqAXqx1ZNVrjm+ehMoWSHj+9TDKlwHMPmQn4QxGFKypssNmq7Hf99yiNv3HvPVs5SnlKy4LQJSXzjuG9+tcmjR0i1kWJ5QipCePNOYUH5NPaev3wHKxKyAfG9tPgzH72RN8T7//PTMLkzFcT1JM39UjQVGLQJ1jRSOKgIMIZKlJur7j6tr8KpNQ0ErM7PfoJS4svFkCRhRyuMgarzINPT4UC9A/lCLkpVNxtQipDzVgWRN+XWyPAnNch4+9z/gn7bDF38fvvNXnY+pObQNx88cHMsZJavzgsHcV5tGMv7f5bqjWidZAkuT6bSsgKVsBNnK0Z5+LOigZAnUNpI5RVCTA1CbC5UKkdg6MzvuVrAsgW2JkPG9kyerQ2ud8XuVTWDbM9R81NYNodIMG997LwJLdaejl+3RxLlLsky23rorSDQLxHAYysR7FyNtlOHbf6GMpvd9vu21ikp3vuT5qjEx+DecqEz6FXTb4Ydt6jOB5AwqzDBzQE1AZrVs/Dk6RBYvHAT0qttM3l/5377/qNxQq66BdJxtq/r8NN+ueODL6rE4TrPR8AfqsiFZAxthZCtxR20/1kGZa0cQLjyg9nvzk5WSNXswMK5CYP492RYyrBeUPC0ExNMktZKVoRb4IJL9QbjQqQOylWQl+9Qkbgbiqb1wx3+B5yiPGOj92QzZUWR50g9pjLeFDI2HJxO3GdSKjGdI1vqrSTolYjgtdbKSNPxkgRZFY3xPkFk5uBHyh6k1PQb0AO8PQAMbgjBPzCZuC9JuAeIZhPQYpNRT9s8mdPLB0duITT2gTdTBgN1nmUFQhQtTsuo39O0ZLvQ81WfTC0KRZuCOWZBxNRmfO+TvB6gBu1h3gtYwP3ibqrRvfDSzB1VV79xq5VHMjJDxyvNIfTpuK2NydTa4fsCfhLON6Z7kM5eMz/dkuQ588mVkjqss2OGwknXvZ1TyiVGqBzdCvcDN9+3jY7ccZva4vg7CJAvUOT58c8uK/KaHJshrryaZQMlyXI/DugedXdNGb+aHC30la9OTFNGafMBXBwfScZ+sTJfq3HtsjnLDpb8ehNQzskLMUsZ3o2TJwlFfGbBLJ4NQfCc/GWglaxXYCaSwyQqjZNV9JQtgQJR9gpywLbKuuhdSjWl/EXLBqhyr+5PsXDcw72uMv9DJH4O+tYFiCeqelZ5S6MpTwYSs/Z33HS+Qils8dftY0MrM7DeoMbcyrdTk7Kg/Zg/ohU62GRQmZfweSjXHD9tlk7ZalIfDhfrzXvEk+WrTX8x4d/23un52vUwtHCbmJ9WEUdFqDcCoVpS6kQWzP5tGMi1h9KYrfQUxbmslS5et6K8c7unHgsCTZesM5ZRoYuMFXTRSA1DL+yHpAcoIr6kylL0qMUvNEbmeStagegz7ssbvVcVmTZSiLWRojo0q4dBbySrV3a5h1kcL5y7JmjuqYr46jXeIEoPpBUjW7R9UN2TfOvjOX7dmDD38TaWWmFUuqMndTpKszzDWN3+FBmrQieEog2iLknWBikvPHQ7CEMZQqy++5NxBIBQuXHeFkva/+zeq/UstYPHb1/Tx8HgP83ejolSw1AAgGXQmfZm6VHdUg891uyA1QLJZJG6LnlKzgWmrI2f2q/3e/AvqGE49FPixzG9LDsz3ZdUKyo8FEM8QwyWGQ1ZUkeamza0KatzoCsQtxvfzr1fq1rf+TP3/+3+rSFg8owgfBKQvO4pwqqR16KOdZJXrDtmEMqQOZhJICY2JvWqFuPYyQF1L4Yrvq4RepQkrIMPFk2pFbcjB4GYonUS4tZCSZUjWeVjlCRI0VbaO1SAmm34oakQUeg6YGRPWmD3ok7LwKravTclKyRoDmbaK6MVxZfIOK7h3fwI+9Gz4zl8CrSUccnaTODo0WVQLmkwyULIANeG5Tbjzo+r8marthvBq9YPUIBlZ8tUQg3TcZqCoj6dpzgtqkZMeos+Z7kk++1IdmkRP3A8PfpWRcdWaxydZ9RI8+HXVM8/0X9P3Y6yo78+5Iy3kwsfOX1P35aGf+E8dm63S5+aVQTyRUUpWdZajU3m/OGg6RIqGKZKwLV/BK9cb6p5fvVORocmHApKViZOMqYrdU6UGN+9T6tVgQ5M6K07aq/glHPq1/4jCcf/0xioTajyJpTr38zT9/7JjuhF7lkyLkpXxzdEDouxbJeIxi5ynazqFlMaxviQ/f8vTuWRd/7yvMi155Nxx6F/b+mK4jINRsQbO8/++7/gcF63pZ6u2ZRwen4JmORhrMyOanE0oI7w+d4Na3cs5MypDVNgwfq/uwxgoWZV6U3m6zPZSA2AnaBQmcD3JugG12POmHlHH4zn/BFufqq4V4zftgErD9cOAZhzuRrLM8xuHMy3h5IYTJIvYliAjq/4Y1V89uiDJyupaYIPpOEKEwn6mi0Z6oCVcOCq0Gj28BYFU45RlkRE1pLBaF74G7UqWlEHHlA4lOlxPJe5k4jFSi1Gyas2IZJ0xzB1RWTG61P+wKDCYSVBpNJD3fEYrIiE0qyokt+Up8ML3KPLz8/cEr9/7WbXK2vTk4DkhIDtGvzfnFxFsRzJmMYQmP8aTBYGXY3pf0GLHhAtzqyCRI1s+CGgVrDIFO38dnvg6uO39NA7ejONJX9q+cHUfx+dq3b0w+76niMhVv62+3p1kRN/cteK0CuGsu0KRLKe4qFAhKJKRlHVE4VhAsgzCSpYQQeX3MOoF3eMKv+lzmgY5akizosqt9pWsD/5ArxDDN/SFz4InvVGVvvjGn8L9X1RZmuc9UbVg8TylbA5t9gfLEaEGwPHCfJJljumgJiLu9AE14erV8ZAo+ipfMmaxirz68NrL1YDhNALFzoS59LHYICZ9P0hAslT21hoxo2oK2XpS1KbqUVFoUabakUnYVBtN37syIgotVbVzVij7J5EjIysMaCJUbjiKXP3HtfDZ32ntRHDvZxRxvPnfkbe+v8XIPCQC83ymrH1A8UDJAl31fe93g+KvpiaTIVkGqQGysjyv+G06YZOtaeKgW7sEP2oN/c5MTyUrm7R9pU5KqXwzR1RNqmRVkfZhEy586OvgVFsXUZpkJTTJsorH1ZjSvvi46DnqGtaFVZuux3ihxqCcCxSQPpXpdvyYOkdjfUlytRDJChHpTMImUT6h7tfRbSqDcaJVyQI1OU+XG9yyX5GsYcdk0F1IRlZ0/SSLPn2uRHWWFEoJTlRPKoP50JbOZRxqc0pl09e8jGf8cGGaILsQlMIRNr73GZLV7K00GphCpur4rmt9sRPJuvTFUJ5AFk9y/4kCO9b1+63MThzXY6mvZI1RyZ9k/NhB9Zze53690Ol3ZtR5Hr0QTtxDseb4LZmyCZuUW1KKuCFZesxvFtT1s3ZQRTCsmX1qTBfCX9if2HsXv/rvP+GX/vEHPOHt3+Wfvh2ElCv1+cb3bLfsQv38ppFsSOl0cLxQSRXLU+r/wEZIDzFUWzhcCCoj3lxP8+pdpQZbwoVjhmTpezEn6ti2IEcNN56df1/AfJI1d1SF5NdcqsiysFpIlrHzZDopWfWiWrB9/Y/hIy+AY3eq8G5Ess4Q5o4qWT+jBrkRUWAwE+cKHkF8/n8o1SoMs9p+yp8oZeTCZ8OP/kmRgsoMPPJt2PmiVikbIDvCoJzrumpIxCxG9YQ+T8kC5cvKH26tsisEDJ9PTk9eY3U9cIxeCL/8Voil8PZ8CQik5O1rFCF55GQXNev+L6tQyGUvUdv0Jv2Mn8SEyqzxSZa7NJK1UejBfXiLUq9M2DOsZIEiHCfvby0sWguRLE2cUtTJUEPGDcla5WcHPXBYT7rxNmn66X+tjJQ/f6865096gwpdTtyn/rkNNWCb6wF1Tk4W5ocLzcrRkCwxq1U6TZJXxUq+ypeMWawSefXhzb+oer3NHgjKVfhKljoW54mJIFxozreeWNYwQzJuM2IZknWhOqz0VrKyyRjD3qw258MIxZYBNvBk5SCRI0WNAU0kt9/1dkWuhs9X14dpyFuahAM/VOT1wmfDN/6E663d/n4MGaKIWjWn47avZrSQrLs/oY55/3oVUpNSTeph0pQaICfLHZWsbF3XlwvfOwC5VfS7Mz2VrFwyULLe88N93PDun/gFd1NVdc0OZRI4nsS759Pquj3vicEGTDuZkjJkx0vH5ocKQV23lzwf7v8SNMqcLNTwJAx4IZKlywnMnFCq3851/fQ11T64VoIhEZyzTNymr6SJz+h2FQKaPUCpVGo5viPZBONzVW4/qCawYWdCHauxC8lS9dvq+EoWsFbMMEAZy2sq4jeytbMnyzftByRLhQulImqJ1nChWXQkYgHJWkhpNFDKpyReGffLRfjoWxtkoZ28T+3P+dcDMLnvToo1h0vW9futzGZOHm3Zb7KjpJw5RSr71vj33KBWowe8vHrv2stUuDCkZGUSsUC9CV9/2VG/XtRarWTZs/uCMV2H7E7uvZN7js6xfU0fcUvwo0emgsPbYnxX43A3Jeu84QzrB9MMZeKBklV3aYZaUWWlSW7pg+HzGWkcX1DJAjhvKOOXHsqYhJi2cOF0qc5QJs4ogZIFyoYQswRZanixDqFCCJWCyKtHv5j3ZRBLqEzdEMk3oft0wp6vZH3+tfDlN8DuT8CBH8G9n6FcdyNP1hlD/ohaoRjlggKD6TjnW3qSvvMjQWjEqcNP/wU2XhcoVc/8WxXOe+8vqKabXlORrDbI7BhD9CZZwz7JCnmyMiPqIp7eqzMLN7auBIbPZ7CqBuS1jiFZ29QqY/h8pB4YDcm6cLWSeB/qRLKcugp3XnSDP3GsF9M+ycpOGZK1S5Esr0rKWlyRynTcZrMY9/cZIYJjONROsi5VUn545VyfawkXAqRFg5yo4ZmQYG6Nr2RNzeT1e9ukacuGX/+gqgj+7H9Qg42pDr774+pxcNM8Jau9jEM5tDIazCQASaJwSA0s6WEAxqwgQzIZs1tJFqiQ4ck9asLIDLcciw1iigFRxsMKyKXOplojZkjFLIYsTWC0krVQuDAdJrrAiJhrI1lhJStLDI+RFIDkgiOfVQTh1d+Gy39LhcxKk0oNlB5c9hvwov9EDm7m92Nf9hW1AXMMRi5gsHa0pcaPr5LlJ+GhbyjlYdOTlZJVnlTXQJuS1SfLvr/E/10Jm77GlJoE7baBtG8NQ+5MT4Uv7Mn6/gMTPDReQB65FYBMfVKVoUjFEHiIAz+Ei54bhDBBTRDJfjJVRbKSlROdSRaoY9cowYNf49ismqwGCVkE+pRZvzh1lL5kjPOGMww6UyAsSn1bGaHon+N0wmaobEjWhX4tLnt2r0o40IrhSC7BnYfzVJsuY31JxrxJdS2lh8lSIWYp43tfSHVcI2aC67VvjbquO5VxMB5IHQnw4lnS1EnSxDKFbUOExQ8X2oIBrdwvpDQa9Kdi9FFVtZf62sKFlqXu29mDQY1CvXCZ2acSC3asGyCdsFnTn6I0c7xlv8mMYiEZ9mbUYi2WwI1lGBQlcgmbQW9WPb/mMiieIFmf9u//XDLmL8Zaxu5Q1fe1AylS1ImXjgcka2CjWszMqlD321+wkyeeP9KSpaeyC9X3bB3LkYhZbBntTFRe+0vn843//YsIIfz7rFGeZUPxLv+eyRgineyDoS2MNo8timT9/Ysu5Z9+Y5feRlt7HN3cebrUYM1AOiCcYSXLEmSFVrI6QSuHX/jZfcq7e3IPEKh9DG0KlKzJhxj5j4vZJo76SpafXTi9T40lT/7f8ObDcN41cPR2irWmT4rPFM5NkuXotPuB8/ybY9Qqkk3Ggslo4n7lQwK47QPKU/GUPwmIzug2eMNt8Kv/Dpf+Olz96qCIaAheepQRUegqzSZsK7hRM6EbVQjd9+yRoBBpGCNbGaifIIbDBveoqqtlPFsjW7F0hpZh8esH02QT9nxfVmlCm+ULcPHzIZHFSw+zTkz54cKB2fvUjZMe8lN3h+wqi0EqbrFJ6EwlY2S87MU65t4W4vHb69wTPNdByUprJcsLK1mNItVSgWKp2PLeFmSG4Xe+ps4XqIy+WBru0aUvhjZDVqlRhmS1K1ktJCsdZ4gisWapRckatYJjnIxbrBKzeCIGG7UKMvVIq+kdILcaz05ynphgkDKNeH8woWsfyhqhlCzjF2F4KxLR8/oCFRZrJVmt4cKsqCtSF0v5q9TRRJNhisS8ulpc2DFVHNRrwj2fVCHEsYvVpJbM0Vx1KWPk/YHbV+PWXUnGLbAqERxHQ7Jye7+sFMRdv6V6/ZXGVRkUcy4MUgP0UZ6neqTjNv3O1HyfDkBuFUMyT6KNmIXRl4pRqjdpOB73HptjSM4hZg+AnSTbmCQdt8kkYowxh3AbMHpB6waEgMGN9FWPkaBJqjbZnWRtvE7dn3d/QnV4AIZkYZ6SVZ89zubRLNlkjBFvCnKrqSZHVbjQNuHCGKO1g+p+zI6q8wBk5/bSr/0zACO5JK4nEQJ+cdsoqz29f8k+cmHjOxXcpLqv1zHNauMhzK1Rfq9OZRxMtqxRsmIZMtQZsDVRiCvC7gqbIavs71PcthjUJGvQ6600GvSn46wR2oDeHi4Eda1M71O1sVbvUPdw31q88XuxBFy0Ri0wN41kaOTHW/bb3O/hc9BMDDBAmTXJKnEcZUfQ9+p2DgZ1spK2P060Klmr/NZjawfSbDbjnymcbFkwdhF9c4pk5VIxRrIJv95Uw/FouJ4fBlzdn2LPXz+LqzcPdzw+cdvyQ6rG+L7pof/kfx76Q7KWrusnQyRr+HxGnAky1sLlWdYOpFk/qMbSQMnSnqzUILI2R7HusKY/yaiYQwrbj1T0iRoxyyJLFcfOdNo8xNM4VpKTE+PsmyypsX/4/IDIDW+hcnIf77lpH9z5EezaDJeK/Tq7MNS78Lb/VAvpa39fHd/1VyFP3E2jUY/ChWcCpanDgFQDTnoIiWDMLpFNxtgsxmlmVinV5K6PKO/Bj96hJGiTVWQwuBGufAU8/9/huf/cMebspkcYoUCiSyZeImaFbtTR1hdHtmlP1uEgxGYwfD42LuvFFJvlMeTI1iBUObyVROEQNq5f00UIwYVr+lqVrFveC+++QjWdvu4NfukJJ7eetWKGwYzqVzVcfMg3TAYkK1j99oJSsk7ipIaDTJILng6v+wnE2zIuxy5SmVJhX1a9MF/JokG2RclSKsCxowdJi0bLe3siloTznqCM+MLSpDtQNi2hje/FcZWCf3w3brXgE9ehTCIYQIe2+KrUiFGaCDxZtaRWJvvWqt839XBrRpwQNHIbOE97suqxULpzsh83lmWNmCUZswLPVnaURmJQXV+9lKxEjI3WBFJYSITycIUUhCw16lbaNzCDWoVuSejJ1hCHVRepcNkt74HDP2tRbp30CKMhRW1AGpKlFh5b7Un/vYZkrT34RbViXXOZIiGgCkmCH3IAIDVASjRJmnNrno7bDLpT89UNgNwakjQYsLpfpyZc+OB4gbrjcaWlMz+3Po2UV2Y43iCdsNgg9L6334MAgxsZqJ9gtSEB3UiWZalQ/P6byI8fAiTDzAULq+woCAtRGmfLaJZswmaVnMHrW0c1PuhnF4KaSFc1DmtDtlCTt7AZKO1lIB1MKKNaib5oTT+r+1OsISBZCeGQFA5xS9XJqg8qVXSNmGEV+rybcCHMDxnqchN+Nl08Q0bUGLD1OUpkQAiqdj9DIlB2EzGLIU3AB708qR4k2KAvFWOt0PWq2sOFoNSOiftUiyKzcFm9k765h9g6lvMXFFtGs35vvcD4HhpztU+rmRhgUJRZHysFz+vtXiIOBdmFiVgXkjVKsjEDSNYOptgidHRkJETSV13MUGkvtqXGyJFckmrTpdJwWkJi4eO2GBj1a3B2DzYuI1pRzoRN68NbsPBYL6a6baYj/NqEhgClBhHNMjEcpWQxRyM54hvjs1aNmK1KODjdlCygER9gkBIThaqqrL/28uDFoc1kmtN8d/dev/DvGjFDOhEjFVe9C2WtAHd9TCWlaG8j669CuHW2yUNRuPBM4P9+9Fvqj8HzwLKpxAYYFQUyCbXirw5tVyfs3s/CD/5OtbF5+t+c0nc1U8OkRSMwDbbBkCwPO4hPG4xcoGrA1OdaW3WAn169RYyzVRzHGd4W+txWLK/JOjHVcoFtX93HQ+NFZfD98bvgm3+qJrf/+XN41tt95aSZXcs6MUUqbjGaaDJUPwqr9eClSdagtUglK2GzSYxT69u08JtjSeUxMVlmUnZWskSdHFXcmL7Zdahl8sQRvyBiRyWrE0zIsH+D8gAksnh2ihFRYN1gmvPmble1bW68Bt73FN5U/Ed/kO1Px9kYVuliSWpWhmFCSpYOF1YSejAf3aayOKXbWtsJqGY3aE9WmVoslGUlBLX0alZr43u4xEMtMaTChQuUcDhPTNDMrtOkbK4ljJYRmmRBqOZRlc3xvD42oYntylcFqsbOX/OfbqZG6RcVUjqjsM+obeuvBGCzFdRd6k/HWM0Mo/l7VLhRCEWwUwOw/yb1ptD17mmVJSdbC9WmEzYj7nQXkqWuiWGZ73pccinVe+7OQ4pUXGk9gmfFYfuvqF2PFUjHbdaZCb4jydrEUGOc9b1IgMFlvwnSY+zIN+inQkK4SLOwsmxkdhXp+hSbR5WBeY2YwcmuoRIbVNmFIeP7+uYR35NHLAkjWxmtHvQJLOAr0dedP0LShjVM4w2c599PGalqZfVTppkew0kOsVZMs7olXKjV53AZh5P3qT6kAxv9haGnlax+WyfW6EVOze5jMBQ+T9gWQ6KIFBZxnGDB0APJmM0GW+9TJ9UyrHqaLNPVO1jTOMzONcE4sHk0S6Y5g0wNqnsdWsmRnqAb8X4GRIl1MU2gcqo6fDO3nh3WwZbswjExh0T4VgG1j+uJeQ3Os+cYzSY535Ascyz1/mWcPBsTSuXz65qVGlSajr/9pUKFCyVDBVXxfsRSvyFjqr0n+/392CCXVgk93e7JCiU2rOlPMSrmqKdGfBKWo+6XcOiqZAH1eL+ySBz+uVKzt98QvKjP7XVzX/fLc6wVM76SJSU4uz+hFuNPfF3wuQ1XA3C5tS8qRnomsM5qHTRL9qAmWTE2iZOUMxtVaKRRUkbpnb/e2vR1CWimlBzd53VogokadIYpUIkPtvo9IFhFQsdwIcA2cZSNYoLGYOi9IQIWvsAuXN3HbKVJ6Uf/Ad/7G+WFeemn5oVB6tl1rBfTpGI2l8f1hGoGL02yBsQiSVbMZrN1kkpuESQLWjMMmxVFRlKtJKvPapChFqyO9IRamDhECrOS7r5yasHm+f6wZmqEYVFg00iGS5371CD6a++Hbc/iUu8BcnqFaVuC7YlJ9br+fMkeYEi0hwvzlBM6LDF6YVDd2BBXjUpmPeeJSQZEiWqYZAG11CqtZNkMUKJJDOIZqvFhFS7s4W3JJFQYvJo9j1piWIcLg/dnqFEXejLSA2RaVtlkG3UmdO3teIEaqNde3nJ91pNqkunz8upRFnGwfLXOJ6OolfvVMa2MGJ+aZcF51yqfV9/aFpJsQlnZNpLVZ7vK39OJZGniPSI733cA/XHJO6x/4+T9qlzDldYjlId3+AP7OjtPOhFjnVnxd1KpBjeSklV2iIP6PR2ImMHoBbDmMi6a/q7vw3RTQbiqnh5jjFm2jGbIJm3WiFka2TVUYgNkRJ2ENi+P2RUGZT4gWQBj21nbOKh9gvrrDMnaOsKQlychXJzceqQ+x4pkKSWrGe+jnlnDWjHDKjFL3VbhPvrW4VhJvvC9H6vF2fge+K/nKXvCK7/oq+deLENG1OmzWu+/it3PAMF5i1vKo+UNKqVylO7nJ4xNhvB3OteGZFmx4JisuZQ4DhfHAiKxeSSriEAyFCIMRw/0ONKIq3DhKmuu5fnK8A52iIP+Ikstyk9Sy6xt9QRuvBaAp6YeIhW3ON86QTW1urWtjDa/X5ZQHrHRUPFY02WhW6/CXkjGLNaKWTJNdVyNamha6riJnG/TWOctrZ9tQLJC2YVAv6iwdkCRrFpixH89K2qqdAQ1mrEeJCvWzyBlRg59UyUxXPis4EV9bl/hfRGZ7KPUt0UpWXGbVNxG4GHd+j5Yf5VPrAAYOA8nM8YV1t6uRVwfLZybJAst/+tVZ9FWK8U+r8igKDOX0VlEI9tU/aNffuspf5e5ofucfMfXhRCssopUYoPzXwzLywNtSlZ2jKpI8xTrbmLCo9IfWiXpyW+zGG+JR29f08ezrFvp+8FblIn3Be+Znw0JVDNr6RcVslTYYWtTvVFdfJJVnve5TshYTdYxTSnbY/IJY82lUDzBxIlQHZlka7hw2FIqgGtu3JFtkB5m7dFvhMKFi1Sy1l+tvEih8FQjOcwoBTYOZ9lpHaQ5tFUpLhc9hz4qbCAYnLbGJpmNrfIL0Bat/qAkB2rQGxN5SvHRYF/NbwmHxIBCaj2DoswGMUXVaq2OXEmtYrWYJRW36JclikIVaK3EhxihQNLuXcJhkzhJObtevb+t5EOGGnVLh271KjUla6y3ZmgSb52IEll4yX/D829s+Y6aVuqyjhrcc16RIjlI5pgRg6zzgslOCME18f04ItYaMtWTU7tXz02o85/1WlWPFoN2O/TEOOjNzH9NY513jBfYP+M1x/6CJwyWuEzsZ3rwcn8iX2PlfSXLifcFZD8MrbhdY+mGtgM9lCyAHS9kW+MBLhNKGXLSwbEtxkZYJfJsGc3RZ9XpFxVqqVUU7UEAEnX1ezdKnSE3tj3Y7tjFrPVOMJwMElKeetEYb7nhIq7fPsaIo0huI7cWN66uLdNap48KTryPWjogWWWjvFoW04l15EqHmPzpf8GHb1AE67e/2kKy3XiaDLWAZOl7tWLnWkhWljK2kDRGVPua4R4kOIwN9gwFeygo9ByGIVmjF/qvO6OKxGx2AgVuy2iWUVGgFAvVMQsrUPqaqccHGBQlVrVlDs4NbGezGKfP1l0fkjG2iWPM5UJjL8CaSylbfTzJvp9U3GaLOEEx27bI1Mbuiy01voYbegdlCpauwAghuDJx2P+/GYvSOnzvxLOQW0WVFGvc40vadjLs64JgLqDMmoEUo6JALTnsjyFZlCcrJ2o4dvdFby3Wz6AosmXiu7D1l1vvMz0WrBZ5ylufSymzqUXJ2iaOYc/s9UsPhQ4EldFd7BJ7/ZIbZwrnJMlaLSeZFYO+J6hoDTBEgf6aGrzySV3r5vk3wos/1CpHLxH1hLqJs11IFsCIKLbe+AZhebk9XCgEx+11PFEP7qXwjZ5bTcPOKCUrTLL66rw9/kGm+i5RmXZ254uvnFSTVl/9JBeKQ1REJlih+yRrcZ6s/tpxLCGZS21c+M3gk7kPfO7LQd9C0ydLE6dVtho4HJMWHE/Bla9kR/EnbBV64FiMJ8t89mWfhV/6E/+pRnKYYVFg43CGHdYB5gbUgNhcvQuAzfWgns0OuZfDsc3+/wuinwGTyAAkcBkVBQq2HsxNw+Bwrz2NuaSa3EdFgUqbklVKjLGaWZIxQU4WFckCKrHBBbMLc1adMTHHXGpDQMpirUpWVbSGC1NelbVMMWWPzfcabvmlVtM+UE2o69dUyM56JeZQg+0xsYbVbuuq+TJrH0cTF7T68owvq+1+axpS4LYS+xFpQnTz1Q1PG5sHnO4ka9RRi61R5nif91ekRYPjfTt90rZGzKrQnJiimulguAb/vnyC9SBle3BBci8veQEAr4p/V/22VDDJT1qjnCcm2TKUYthV6lk5uZqSpa5/0/5rg6tJ1mjIIrB6BzYe2znkP5VJxHjtL21VZvOmIlm17HpcnTCS9qrE8MiJGo1YjkpqNWvFNKtEnmI8IH8T8Q38snUnq777Byqs+ztfb1XZAVeHC/vCniygbPUFbXuAnG611BhSBHGoi8LfjvVMMWmv6vyiKQUTKkhbzG2hLmOsq+31n9s4lOZ8caJ1O3aMWZmjQtJXmuqxPgYoM0KehrRxk4MATGe3YgvJSE23iYrDBeIYM5k2kmXZ7Inv5Er3XpJxiy1inHymjWTlVjFnDbBNaJIVDhdqT1a3ulgL4TI7uAaGtGJqlCwnlgMhOClGGHKnl7TdlFelLuPBvGHChaLM2v4kY8xRiQdKVgalZGWp0egRLqzF+rhQHFU9LS95fstrTmKAglT31NHznksxsYo1YkY1iI7bbDGZ66t3tm+W/PBlbLVO0E9p3muPJhZFsoQQvyKEeEgIsVcI8eYOr/+xEGK3/rdHCOEKIYb1aweFEPfq125f7h9wKljlTTIuglj8nDXAIHNky2oFMJXQA+rGJ8LFzzut76rG1eST6THYj4g5ivb8dhIkc0yJEWok5pviUZNXXKgbsuUmFoLZ1HlsscZbJOeRH7+VAVHho2v+tPOKUKOYUpNMrj7O+e5BDsa2BBOtJjx9LI5kZcvqhp9NdTEEt0OH0MT4HspzOkzTpmSZonctcf6rXw1IXmL/AAAZ69zGqCO2/GJLOLaqQ2rbcjXWiRlOZNSEUOq/gJqMs6GiVYvCcTa4R7nDDghHwepnwAtIlulKn4+FwoUwz48FMJMIyEKlTckqxseIC5dUY5o+WaQg1IRQjA0xJEokrO7tJXK6xMBsch0le4jRthIOaVmjJtTxkjoEm5ZVVskpTor5110nVOLq95kwRdYrMIfa1iG5irFmaNXsuVzk7eOR+IUt25DrdlGKDXIo1fp8M649RF5rZuywVqmczOp5+9OI9VGXcfrd7vfdoC7O+fbmSxnS1dAPpHdCsp8qKcbkDKm4zXoxTTnVIUwFPskaFiVm4l1IQAjTyfXc423hKqGIugmzAtwbu4x+UWFgZjf9TXXdFONjFPTYYFXVpLi2eVhNdqE6c+6GawDYVr+v4/cO1NVkVE2v88Psaa9MylMEqBnLUUqtYUiU2CQmKMSCkNre5MXUSPCltX8Av/ONeQosKJKVEk36TYueeJhkBZNcxlX3bmVIneOBHucnjNVyknG6XIupfrj6NapMhkaxAbvlBazPB1NOOv8QY2KO3aH7VUrJtOxnUgaL3Fqsn5RoMuacZIoBGq5SBydSilgOFhVxy1VPkBJNJlOb5+3SrexklTtOZvpehkSJmdR8Jf+gtYnNri4QrJWsqXJIyTpFw/Yl4iBTcTWHDUh1z6T0AsUoSjOyX9VpWwJSXpUyoXFVhwvHYmUG7RpJ0aScGIZYCheLrKgRFx4ZUafZk2T1YwuJQ8z3QxqUGx6H5WpOyGEeSV/OXHyMUVEgbanuF4Endv41OTmgzvOqQu8WRiuNBUmWEMIGbgSeDVwC/JYQ4pLwe6SU75BS7pJS7gL+DPihlDJ89zxVv341jwEMuVOcCN2wc6KfPlkiXVDS8oTdZUA9BVT0Cj/T6L5iG6JAwRrs+NpBsZ7jdFATgEOo/TwmR6jQSiqmEhs4X4wHrW8e+Cpiz+f4Qt9v8aO5sfZNtaCQUJNWtnqCjc0DPCJCBC7Rh4cIjM0LIF085O/PYuCmhzkuh3lz7ONkP6YNkKYqsB64TT2WcJx/NrGW77lX0i8qeFLgWt1J5EKoxocYocgFjvIN7Y+pwbXkCO6Tm1lV0jftAeXluZWAMM3RT78MSJYxa+YtPZn2r6ex4zdxd/7GvO+djgdhr7LdqmTNxdU5S1VPkvWKvkpU1NeNXe0+WWXLR/X211KMDTIgKsRk0E4mTY2qUMfS0cc0KauMuBOMy5H5G+yAsl5MpOqKCGTcInmp9vGAu4qB5mTQRWHyIdKyyr1sa9lG0Y1xdemf+bR4VsvzDa1kpdqUrCFXEZFaZn64sO5KJuQguWb31Xp/4ySuFHxE3kDzyW/iFu9iTsgREIIpMcyIVGGJdWKKYnI+kQMgPUhBk8lpa2FCemy2ytfca4PflgiRrPTVONjw8Dfpa6jfNhcfoyD0tVBR53hV7TD75Rrc0PBdiI1yyFvFpnKo/EkIufo4BZmhZmVwdOZq0iuTdBUBqsf6KCYUSVwl8uTt4Lx/LfvrXFZ/P+8uPa2jvQDAsZXaMKz9iK7+f0nk1FihCwxnNcmqZtZRkikGnEWoKVIy4k5wVPYYt577Lrjgl/3/FmpNbnJ3MVR4wC9UzD61ALvDDrLXmq7kqBzjsAwIcjWmSO3qxiEm5aBf8HLcXktdxsnOKoKcyqts1OPx+X7THzZUODR990cBmErOV/L3ch4bmgfB81T3goRNvlBk7MGPkaB5Sp4sgAvlAfYnLqQocv5YlPQqFGWapo4mT3k5v71RT9z6frj5Rn8bJUJK7eB5VKw+nhe7jURNncdybFgl6og0aWrEXEW6G1Z3hbeix7rb7cvmtaQq1pu83XkZ/6f5+4wXmszG1DWQqU2QjCkbhJMcnN/KCjiRvRhPCgZm7174d64gFqNkXQPslVLul1I2gE8Cz+/x/t8CPrEcO7dSuPGi/+Iv+Z/+/2fFIBaSxPhuxuUQBVe3S/EkTbd3A8qFUCdJSaZINboMJk6dPioUrA5KFvBOXsmfu6/t+NoBTw38+7x183oujsfWsV5MqppgrqNaDay+lAcv+F0eNhmGXTAXG8GRFn0nbyMtKzzohQYIy6IsMosmWYnKCcoy6SsvC2G20uAtzf/Bu50X8M2xV8MN7wzqj+lQjKkr1gzF+fdPlfmwqybnKgkWrgDTHZX4EEnRZHhKFaa8X24GVA/He7zzGZp7QE0aB35E2e7nPidYpc7Sr3q3mb6WeoCfsdQg0JTwhPt/nU9OzCedeS9HUQaTUxizMTWBJyonyYRCcf51Y1rTdECqpBTak7F1zBkyH3p/WlapapJuigam3RIDzjRHvfm1ed721fv58E9bW61USVGRSVKNGf35IrMyi+tJ9jmrEEi/rQ/H7gDgTrc1zDJVrFMjSbnRem02Y4ZktSpZA840dRmf518DVWtokoGeJCtXO8kEQ2xfN0T8GW/ldbH/67emmWSIIXeatKwyKMrkkx18XxrHUQP/hNV78QJwLF/la54iWQWZpimCkH2RDHdbl8BD3yRTUyv0WXuEPPocl9U5G6kdZJ9c7yseoKrn3y4vZO3c7tb+kua3Vo9zTI5QdzyacRMSrpBwDMnKUUgE++8vCoCKo1SGfZNlZsutZTQMjD9yRLeQMmS9aK7jmiJXqaZ6vWT1MyEH6euh8PsoT5KQDQ45netEAdx7dI58Jdi3QrXJTZ4mU3tVaJb9N3HU3tCiiDVcjzc1X8cfNn7fHxOrttrn4ephJuWAX/Cy2IRH5HoSM4pkWVPq8ajdqlK5nuSO2hoq8SGsParswMn4/Pv9AXcDSVnz+5mO5JJcfvgjXLr7//JU665WklVZnOJHZYbV3gR77a3MiX76tVqVdMuUSON6EteTTHl9ZHpYWNQPcVR2/Y/fBVKS9KqUZSqYO+Jpvp37VZ7i/ZzksZ8BmmQBdStNRtaIa5JV76Fkmfv3q81r5r1Wqjvc7O3gZm8H44Ua07Y6d/HyCVJxi41ignqXzPVZL80+uY7s5O7ev3OFsRiStR44Evr/Uf3cPAghMsCvAJ8LPS2Bbwsh7hBCdGYLjzJSiQTTzSALZ1YqJi2O3cYRVvuE5a+/fB+v+MDPT+u7Go6SO7PFg53fUFGTQF4Mdnz5zsYGbm5uw/PmD5z7XE2y5LqWARfgqLVedUzPH4J934ficbj+zVy0bphyw+XeY92l4roL4wyTPaxWfvc4rYNIiey8TK9uiFUmmZCDQdG4BTBdanCTt4v32y/lL2ZvwLv6fwSZO5ZNXcZVfSGgaQerowNTZX7m7eBkciNVkvMKVC8FZZ2EkD78Q45bazhQ1hXKNcmKuVVVN+vADznYdyWlUP+sWfSEb5QlTbKmUCSrUG0yV21yaHp+uLXqeBzVE3a5jTjM6MElVhon6xbISzVRzmlTNOVJNbnu/Z5quhyCPXeIokwz62XJi4Hg/RopWfNJlmOl8KRgsHoEC49DzvwV4hfuOsbX721N/264HtOyn0RNEYGUU2DWy1JpOIFKYJpjH7udqt3HfbVW5WdKF2Osti0YGlaSuozPI1m5xhQn5SA1Z/7JrjsuE3KIdLfFDZCqjnNCDnPFeYOAqt9lSNZJOciAM02mqsKcM7EuShZwxFPnrGs4K4Tj+SpH5RhTAzuZlIMti7iG4/Hz+DUw+QC5k7eTl1kKboKCzKhMzco0NGv0VY+xT67zs9BAkyxvu1rMhcstAOz7AaPjP+Iubxu1pktTe7KSbpm4o45p3cqpBA6N6RDJqjZd3x905+HOiryvZGmSZWrY+SRL96ZLNdW9m6efSQbJNTXZL03A+65XbbXaoXu3HnK7q6ovff8t/OePA+JfqDV5QG6kmVmtSqY4dTj0U+5LXdnSiqXheEwxwBQDNF1DstR8EJMNpuQAdX1/F+sOezkPa1Lv4+RDTDDMjNeq0sxVm0gpODn8BESzTFPaTFjzr59vNS6jYaXgu38FUrI5U+Vp06q/5SXWIbLG+D6zH965LSCLvaALOT8ktpCnj36tViXcMiWZpul6VBoO0/STdubmV/IP48gtahyrTMH0XhJehTIpwlPRp6wbqIskyR//gzru2ltcJUWGKjFHzRP1HkrW4dyl3OJdzJcbV6pG9iGEG7iPF2pMCn0NFI77SlalS1JVue6w29tKYvyujguPRwuLIVmdqsV12+PnAT9tCxU+WUp5JSrc+HohxC91/BIhXiuEuF0Icfvk5GSntywb0nGbatP1Gfm0PzHOctxa6xOW2w/NsvtIvqfqsxAajseD8jzS+YdaX5g9qAqv6RYys8zPXGo4Hg09gdQ7TCQPNNfSEAnu9bbMm5hMKJHpfarAY3oYtj2TZ+1cQzpu89+3HJ63PYNa0+O4HMGq55EI7mmsazkGJZEl6y2OZFnlCaYYVE12FwHTWuK5l69jqtTgnjYyWCWh0teBRqgf1oGpEjHL4mcX/QX/7Pw67mmcs6KtBor4xD0cTW7zq74X6w73SK2+7PkczB3h6OATWlTEGR0iM+SZ0kk8BFMMqm3oQWOuMr9Rd7XpckKoia4gWknWrBjEkRZi7jBJr+qTrLxeIFCeUvv0sV9TLaBCELOHOCpWU254AZk3JEtKUrJKRXuyXA/KpBiuqIn6sDuCEyICtabLdLnB4ZlWkmgmq3htGjyXlFtijiyFmsP9chPVxAj89F/VYHfsDsZzlzBXc1sWD5NFde7LbQuGputRIEPSaSNZ9QnGGZ6n4pr9mZQDpOvdx5Jk5QSFxGqetUOpVGGSddwbpN+ZIqH7Es50MV07rschT5Gr44sIrR6drZJLxnjwmv/HnzZ/15/Yze+8I6m6AiQOfp8Tcphy3aHuQYE+NdnN7MPCY6+3jlI9uIbmqk1u83S24eGbgy+c2Q+f+W2qA1t5u/My6o6HQ5KmtEm6ZRJNpWTVYllmQyHCKRGQ62rD5cpNQ8Qswe2HOpMsEx4c9OZwpcAR2shtBZMiKCWrKW3yXopJOUi2oUnWI9+B43eBVn5aMKfGqv3OSMex2PUkxbrT0p2hUHMAQWPLL6sw4eGboVnhwcxVLWNpI/S3owlHxQ7uvUmCcGGx5nDQ3qy6hVRmYPJBDtvntZBdgBmt9s2tUYkcx8QqKm7rVFt3XI64Q9y2+fdUS7MHvsIrGp8lIWtU4kNcIg4FxUgP3ayaUOuWTz1xQpGs+73N5On3Q4IJp0SJNI4rqTZcZmUflnSDnoGd8ODX8Kf/wzeTdMuUZco/TgAHKmluHXouoqyU14IeO6siTUrWVCskoG51V7JOpLfxksZbKZDzxwAD0/YqHbc5OVfjpPHOFY6RslUx7nIXklWqOXxdXgtPeI3qLHGGsBiSdRQI/4oNQLfcz5fQFiqUUh7XjxPAF1Dhx3mQUr5PSnm1lPLqsbGFZffTQUpfvOZmm5LBTXXSXkulrgb/A1Mlak2PibYTvxQ0XI+HvPNIlE8EncYBPvpr8IGnq5RoYKYDyQqz+naS4nqSCTfLuy/9PF/wfmHeRLNfhxI5fqfqN3fpiyGWYCAd5wVXrONLdx/rONGDmkhP6AljLr2BopdsGZiKZMnIxWVsiNIEM2KIamNx0tKUHqB+7cr1WAK+/8DJltdrJBnUEng4Y+XAVJmNwxmmR5/Af7tPx+2g/HWD58mWwbsY8sdN91+sqr6jzsd+uVZlZ932fgAmRp5Iw/F8IjJtriVDsorjzIkBqq4arAo1dczz1fk3fa3pctJSE35RtKY81xyYFoP+Sn/G0wZWo0yVJlRnAoCf/KsfWgJg9iDjYg3VhhtcZ2W9f04dG8/39DmeR4UkA7o33nE50jKJHNctYU4Wa/MVAdmv2ono0FBe5shXGtRIcv8lfwhHb4U7/wtO3s/s0KV4EkohQjWlCXb7gsFxJQWZIdFsJVmp+iQTcqgjga87HpNykGQjr0Lm7ZASq3CM659wBU+6QJGk/pQiWZ4nOe4OEvfqiAl1vE92CQVWmq7vFTrqLUyyjuWrrBtMUR/ezu3yolYly5VMJTfA6IUIJCflMOWGQ8PxKFj96prSauA+uY5Sm5K1T65TmXCGZNWL8ImXghAcfMYHKJOm7ri4EkqkSbhl4vqY1qwcZS/pLxKM8grquhzOJtixfoA7DnYmWcbYPCDnqITUjuOWWewps3iikSdPllLdZUIOBkrjoZ+qx33fn79xrWQd9UY7LjYNUZoNjWcFTZbFtmeoYs4/fAcIm/3ZXb4yBbRcw01H7XRYRQ6HCwvVJieSepE1cT9MPsSx2MZ5UYRZHbZsnqcKHR+11s9T8s1ia//WV6pkn6+/iacWv8xXxVM5OHANO6xDQXLK8TuD7+yEn/9/8K4diqiO38NsbIwTTpYZ2ed74OJOmaJM43ge5YY7f5xqh5Tw4Fdh2zNVu7BDN5NwK5RI+WOrlJLpcp17N74SrBiuFBQtNb5URZo0VWImHC26K1lOaKExWWqda42StXVVlvFCjbybpEgWCsfJVU8QEx7FTGe/b6nucEf8asRT39Iz0WulsRiSdRuwTQixRQiRQBGpL7e/SQgxADwF+FLouawQakkuhMgCzwT2LMeOnw5MA1UzmE95wU01FV9PueFwfK5KTd+MnUI7i0XdcXlIao468YB6LE2qNhW7Xg6//Jd8OfsiHrQumPfZUg+SZW7a1OAaJNa810/UM5StnLoB3Tpc/hL/tZdfu4la0+Ozdx7tuM9GyQKY61er42JItp2TGTLe4kgWpZPkrSFqzvyJsBNm9E22dSzHVZuG+P5DEy2vV0kQQ+1L2Ey5f7LMltEsljb6dwqvdsNz/u0nvOeH+/z/z4X8cdXhHUyW6jRdj3LdQWLhrL5MEYncGuoDatCt6OM/5c5XsvL2cODrMEpWtYOS1XA5FjsPF4t8WyJE3fGUVD7RSrLmZFYZoO/8iOrd9pQ/VUVcf/iP6AMB+UNMxNZQbjhMeYZkaYWnoRRJP1zoScoyRUKbzE/I4RYidDyvCKeU+I2Ozf5NyQHs6pS/mJiTWZ/IT13wIli7C77+JyBdyqO7gGAyhIBktStZDdejQJZEWMmSklT1JONyaB4pAzXxTmj10O+zF0ZlRrVhCRUYHUjHKVSb1HSoEYCjt+NgM2m21YZqw+Um73K+417Fnraweiccm62yfjBNXFfobw0XuiRtCy5UGVYTYoRKw6XueMp7V56GyYeRCPbLtS2hlEKticSiuf4a1Wgb4Ft/DlMPwYs/jBjeDEC96eF4HiWZJuGUiOljWrWz1B2Pk6j7/mQo267adFUB2U1D3H0036L+GJhw4YA7S5Ukjr7/xhmlQdxvy5No5JmVfZTrDhNykLhTVtfgwZ+oDR3fHSwADPKHqcdyFMm0ECQDMxa2eLJqDkJA6sKnqSKlh36i+tklB+YtDvy/9bkIk6wpGbx/rtpkMqNLVzzybWiWmUhubhmnIVCy0msuhPVXc3fssnkhbXPusukUPO9foTSBxOId9RdyLLGVdWIaYRblpoeumT/asf+HqjPIf/86PPBVTmS2qwWVzPmlg+JOmSJpHE9SaTihxVYXL+fJPaqd28XPVaVVDt9M3K1Slmn/3BZqDk1XkhjZCFe8nEOspe6p8bdKipSsYWslq9ZDyXJDythEoY1k6WN7wViOiUKdSsNVCSaF42Qrinznk12UrFCf2TOJBUmWlNIB3gB8C3gA+LSU8j4hxOuEEKE69rwQ+LaULWad1cBPhBB3A7cCX5NSfnP5dv/U4JMsfXNOuzk8LYvOpNZTabjsmwx+xsHpxYXGOqHheDzo6YvgpE6vPqbTiq94OfziH/GZ4d+j7M2/GFpIVttEYva9P636C7a/Xmq4TCc2KDl4dHtL8+od6wa4cuMgH7vlUEcyUnNc319SHlQkK6yqFWRmXs2ijnDqUMszZw9R6zARdsJ0uYElVPPlp160ij3HCkyEwgBVGaxIjATteZKD04pk2bpH5GLDhY7r8eB4gUNTAZGes0Kq4trLkFKFsnyiuU61imHLL5HRhe4qWlWY1uTHN6oWx5mzhwNfh1ay5qqtAzNApeFyU/oZ/K/cu5ijr+W1WtNlxhrxW9pMuxmklNRcyZzoh8kHVKHTp/yp6lZw+wfg8M/hW38GTo3JhLqu815aVYv3SZYiy2UZkCyjajXjfZTItJx7o2QBHAmRrIbjMU0/ojLt//Y8OfKaRGWTCXj2PyrCDzTXXKmPw3yS1U3JioeVrHoR26lwUg519PvVdbgQgNLJea9T0AuMUBuc/nScQq1JteEGJOPIrYrsdBZ9qTRcDsq1vCn2ZmaaCw/ox/JV1g+FSVY4XCiJx4RPsmbtEcp1h4brqVpZWslq9m2gRrJlfDDXprXpOqUa3f1JpRo+6X/B+df7qkjd8XA8qZQsp0xMdx+oiKzysYkRqiJDwQvus2rDJaVJVt3xuPtonlLdaVWBtNG9z52lIpO+2tH0VMIF0yr8HK/PMksfxbrDpBzUB+UO5R3d+SJAwoGbWg/a3BEqaVWSoJNqaRZws23G91wyhpUZVJ0EALY+lWTMalHDwn8bwlshgyPV8ZqUg/69W6g2cbNrVBmb+74AwFR687wogkkOGMol4Xe/x1cyL+yqZPWl4rDhKnjev/DTS/6So94w90lt5D65R6mwJ/eoSugz+6HZodPG9CNwwTPgmteCU2W871JFRmQfcdmARoW4U6IkMziupNJwmVlIyXrw64CAC5+tigTPHiDTmFKeLEOy9L3bn47DDf/Eb/L3vipVFSnSXhW7qeaJWg9PluNJf9yeLNZaXjNk9IJVORqux/F8VWUYFo6R0Qk9s6nONexKNeeMt9SBRdbJklJ+XUp5oZRyq5Ty7fq590op3xt6z4ellC9p+9x+KeXl+t8O89kzDRPrNjds1RW+2XEuvUGRrIlAqTl8GkpWw/EYZ1j1XzMk6+jtIGy/EWYyZnVcHYYH0fab1G8iGrdJx+15N3qp7jCb1lmBu35rXgmIV1y3SZnF982/yWpNlyntQamPXDJvX+ZkhnSbCbkjdDPWYmx40Z6sqVKD4WwCyxJcsladEzOZe56kivJ6uFLQ1H9PFOvUmh6bR7NY1tKUrJlKAylbB++yl1Cko28dG87bDMDP9k37YbPYeVepN57/FLK6ZYMJGUy6esUWUrIKsRF/Iij4nqz5Iaxq0yWWSHEocUGLhA5qMpgJeWZmZQ7Xk1rlGFRP/tIfqxT76/9MVeX+4DPh1vfBrpdzS98zqDQc6q5+v1nBGpJlsgtd6f9d1wU4wyrmsRDJCvuyGq5SsoR0feP1nMz6JCqTtFXduV0vh9U7SQ+psGiYZE0W1TEpt13LxpMVa4ZSznVCwcku4cKG4wVqVLEDyZrT7aJCFdqNJ6vScDlpwmXlCaassY5qGQTnfSSXWPAaL9Ud5qpN1g9mSMSE/9vCvzNuW6rbxNWv5ubkdVQaLg3HpWQPKk/W1EO4uk9pmPyWag6WgPiWJ6knvvR6tbi6/i0AJOPGIuHiuJIiaeJuGbtRoCoTOMSoOx4/tq7h1uz1LQSq1lQlBq7arI7Ji997Mzv/6lv8wj/8ICBTumNAQjaoEpAsx5NMxDf4SlasrpSsUs0JlEZNWLju9YrAtIcM80eoZbqTLEOCwtdSsebQn9KZm9ueoR7Pv55kvJVkNdz5JMuR+GU5pgjChXPVJgOZBKzaoVQeYDa3dZ5Z2+yH6SOZitvzSZb20/lKy1W/zdy2FwLw84omDeP3KoLlNuCi56iWUyZ5xMB1lK93zU644R3whtu5d+PLqTbdFlU9pj1ZyvjuMmO8nOGs5M//nko+eOQ78OBX1HWYG4ON6pqypEOZlK9kmWOXjFlgx3DstH8My6RJySpW0yjl3UmW60mGswlilpgXLizWlSJ5/pguBzNVJh8fU8b3wiFqMs6sNdJps5QbzhlvDg3naMX3VFu4sOl6KqMsNQipIcp1h32TJfpTMTYOZzg0czrhQg8QeGMXBzH1Y7er6sS6KnIiZtHoEE4LhwO6hgvjNumETbUZvFdKSbnukM9doKTyS+fXZHr2zrUMpON8afexjvt8Z2wXPPNtVDc9DWgd0PNehqRXUTd4GA9+Hb75ltAPUCSrFB9ZdHbhTLnuF+Yzq33jd3I8SVUqYlUmjbZQ+AbggXQcWyxNyZrSE3uYpDYcjwkxDOuu4Ambh7hwdY4P/uQApXqTVNzC3v4ritBc8nxfFTWfr7oWVbtPkSzPhdIEpfhIy2oYOocLazosE7MtfyAzqDse+VgoxZ4sjieVFyq2WrVg2vki9WLfarjhHxWhef2t8IIbiSWzVBoutaan2rS0hQvLWiF0PC9QtfrUYB8+98fyVVb1JUnELI6G7ou6o7IL1UFVE8EcWfJaAvIzpX713+C1N9GfjrUcDwj8GJW2SavpehRk1lddAJUtC5yUnY3vdcddQMnS131/a7iw6Upmyo2WcNl0bLUfDm6HGUNGs0mabu+SL0YFXD+UJmZ1Chd6qtG3HYPn/jPjqW1KyXI8KrEBpRBO7fUrvbcqWUq5EeuuUARbSnjhe/yK+vOULJkm1ixhN4oUyNB0PepNj28knsUn17zJX/Q5rkfD9UjHbVb1pfinF1/Om555IU/dPsZkse6/L5zpWwmRrKYrmUysV8Tbc7Hrs8zKHKV6kwmjZN3/JUgOqHDy+dcro3r4/p07Qj2nyHCnccQsYPKVpu+tLNSafiNnnvAa+NV/h43XkYzZ1Jut97qBT7Jczy+RMtkWLhxIx2G1LhOZGUWkR+YZ3802U/qYp+LWvDBnoGQFJMD0mrw3n2RaDCuSZfxYV7xcPbZnX+YPgdcMWrCNbiOZUudi0tMkqzyJ3QxKOFTqDjNGKQ+HC/ffpJIP/vvX1Xdf9Bz1/NrL/BqFZZkOCLReCJprOWZbvjJbIUXSC0iWKXbcCY4nSdgWo7nk/HBhzSGXiLF2QC/8HI9SYhWUJojn93FIrqbudh7ri7WzJFz4eISZGM0N23A8SolRGN1GNqFUof2TZbauyrFpJMOh0wkXmkF09U51g3iuirGHmlkmbKtlRWVQXES4MB23ySRalSwzkD60+aXwup927KeWittsX93XkUDWmi5WPAVP+l9kM+rmMgO6lJJZk7JcL7R+8I4Pw8/fE5QQ0JNbJTG6hOxCpWQBxEzoT9/UnpS+d6hEkOViVpqJmIXmZYs2vpsQVXjwrjsub439ETz77xFC8Oonb+H+EwV+8NCk6oOVyMDT/gKSfX5/MXP8G45HLT6oSNbe74F0KSVXt2QogVJr2ifkatMlnbCJWaIlg8fs01yIZM1JJZ/XHY8PjLwJfuebrU1qr3g5vOBGf0LOJmK+v6cUG+oQLkz6x82EC70+dd20hws3DKXZMJjmyGyYZLnkdWaRIVl5mfMN/n7NH8sCO+6v8lvChTrBpJ3QOK5kjix2oxBMvkbJ6pK5arIdgc4ka+6o6kuaDY6p2afxQo0aSb/S/Gx8Vddwtznvpi1Kr+v8iL7XNnQJFzZcj3i43ZG+rxuuRyU+BEhwqsRWq0KXLSSr7qjQUywJT3oD/Mr/U01zNczCst5USRol0sScElajSFFmcDxJ3XFJxq2WkJrxEpkx80VXbeANT9vGk3WygLlOm6FwUDhc6Lgek4nzlBozdxSrOkOeHKVwuLAyrUJSlg1bn6YIsFFsqnmoF3D6NnQ9vsY76+gsQ1DkvV+fT5J9cOUrQIh54cIWT5YTqG9FkcOLpSiRpu54SCkp1Bx1jei+g4xdRCZpd8yGFQI/BJaK2/M8qaUOJMtcQ6W6w6H4VkV0jt0FmVHYcr0KGbab33VCgd8TleBe80OCc0cQSFWM1JWUGy51EqrMhrE1OHVVOPkX/0jVJtzySypZClQbHT1flUJKlhm/Yrb6nQnbCkKuMqkamte1568XyXI9bEsw1pecb3yvN8mlYqwZCD5fTq0GJPbRn3NYru7o0wM1bkUk6wyhPVxYdz2+s+VP4Pk3kknGtCerxNYxQ7JOL1wIYK3ZAY2iWqXVCy0DYKJLuLBXdqEfLkzMDxeawTeV6YNVF3Xdt/VD6RbzskG96ZGMq0vDyK1mm44nKejyASaLDFCT3/G7lKQ9p8uq6cmtlhyl2uVGaMd0ueEPNjEzEemb2g2FCysy5a+kGiGSFRjfF/V1gQ+obXV7JLnVb5nygivWM5xNsHeiNK+jeyYULnQ9iSdRJOvIbfDpV8KaS9kz/Ix5xneYr2ZVG1rJskTL5AvqnJR0014PiyJpmrrERzM5pGT9HkgnbCraR1OODYbChWoBUdTqVdOVvpJlaVN4qY1krRtMc95whiMzrZ4sPytzSlXCniMwvrdXrzar9pN65Sql9M9FpU0ZUEpWBstrBJ6UglGyOvv9VKmCGG5quLuS1b9OkT4NQ7JMKYCmbtdTTK6h0nTmb4OAZJmFQbewIgTh1Y3D3cOFSTvYn2wy5mcXhhvIx1ZtJ26LeZ4sf8L+5b+EJ/5ey3cHSpbbomRZjSJFMjiuR63pkYzZJGKB8mJ+T6rt/JkFkH8PWsEkGDa+u55kOqnVwhN3I7wmM7KPYs1hlhxS6H3e/GT1eP5T1aMJGeqxxO1XvtaO/rvQc/myut4K4XBhy3GwcTzpq+OdPFmO51Egh5cZA4S69+rq/m4lWdtVOaD2um6uJG5bfreNVKxDuFB7M/tC+2gUfIDjqa0qkeXwzbD+SrWAGt0+3/xuSFaoj6UhxH7NvtmDgMoodTyPqiaFMj0ahAv1/cTw+XDN78KrvtLaE1T3FS3LwJNljlfCNkqW8I9rmRQWEsoTVGTS97h1guNJYoZkFdtJliJKY7kk+pKjmlL3pagXOMzqrklVZ43x/fGIcHahlEriL+e2wNh2MnGbfKXBRLHO1rEcm0eUryTfwUOzGDQcj7gtsEzz0jv/Sz2uDylZ3TxZoQm5/SY1K8yUVrLCN7r53EIX2PrBNOOFWksdJPNdqZjdsg0jiRt/jHpjiGQVjgdZXPqmNuHCRnK4ZSDshelS3Z+AAyVL7Z8rpW98D6cSm2OXtK0lG987ma3rJmyjkYrbvOyJinC1x/gNeVDeGT1wJwZVbZ/B8+DlX9AZTTpcWGutbRSG8b7EbWv+OXGUIgbQiPerTDJX0nDVxLgQsgmbStOl3vSoxoeD4qVt4UKlZKm/7WE1sRmy73mS43M11g+mOW843erJcjyKpsn5zD6cWBaHmP8b249bKm6zpj/lJ5UoI7VHXypGw/VayYcnfY+Mf80Vx5G6x2A3JQvAy632r8MWzB1rySwE/BCmKdnhZA3JWtuVPJkw/Yi+ZjuFLg2OzFRJx21Gsomu4cK43aZk1dV1VU8E4UsxdpEiYG2erL4eJt+YJbCEJp/ak2U3S4janK9w1B2XZMwiGbN9ZT3s/QzDNqF8ozJjUZM6CYQknjTGd49Z0xz+qKrzlCcXZOpm9OJgkyp3wNAmFfra+z31f12+QQx2J1nhzD1jfi/WmvR3OB5m8Wh+X+dwoeTL9jOoXfMGQKvIYZ/V6h3KO7bxOhIxFdoPl4Bpuu3jh+WrbQbFDmP0UCbuW2dPZrap2lgz+4JEm1UXzydZU4+oljKZoHisudd8JcuQLKnqZPmex+xI4B2d04kgbfeED02yCtqmAMG5N0pWPBQuLOnOFRRPUiU1b9EYhutJYrZgVV9yXrmkojavx3Q4EaAeaqN1XKzpqmSV6meR8f3xhlQou1DdIIrogGrKaS6e88eybBxWhOJU1SzfZ7HqYvXEQ19XDY9No2DU6qoTyeoZLgwb3xN2y0RjVrgLmf7WD6n4+sm2C7vmuKR8JUsdKzOgN50uStbxu4K/fZI1DpkREsnkosKFDcejUHOCcKFtVvt6IG9XstoMmCpc2BpiXAimynitTckyg7HBK67dRNwW84hrNhQuNPuR77sQhrfCK74IuTEVomiacGF3kmVS5W1LzNv/evP/b+/NoyS5rvPO78WSW63dXb13o7ETIImFILgvEAnulERL1tikebRZNCVbtCVLo830eHRs+dgyvc/QwyN7aMljW/LYliwemxK1WrI1tEiIpkBSBAiQBIEGutHotfbMjIg3f7y4772IfJEZkZVZWZl5f+fgoLs6qyoiM+LFffd+97sJtuvqgdStraTvS4J2FOtrtx+teoDtdox2FGO3fhiIdlSAlZYLNxOjyaL5ZLXD6uFIi/KVrQ46UaIyWYdauLHT1UFjJ0qw6y+rho64gyg9xhs7XXgCmYHUxM1rJktMn8O5Iy39fhLdSGWyAFhB1nMQSydR871CTRYAyMUTZpyPzfr5TGchkC0X6u8FsN062fOQJOh3r6XZ17xnks3TV7dx0+EWhBC6LEjeTIDVXZiyUDOZLB1kNQ8DC0ewWA9y5cJu302VEELpkSJl4bAhW/DjXYidq1jHgm6iaFC5kJqCuu4gK6RMFm2AEtM8sS3rOsMVxRLbtTUgXFANP4ASvqfHHi8cA2qLugkIgOqu/Np/VQ0LaSbLO6Q67lx+e/a9S0FWplxooTN66efZia37Pr1/u7HEfw9eDfng96nXRom+V5ebgRpI/aNfAe75joIu0USvXYBb+L7ZjlAPvMy9G/geDrXUdXR58UXmxaetIGv9fHbdvfJkplQImErNOlpI4GnD601t4aCOxVtYMxltHWSd7XnPAAC3PITPPfgR/F5yn970dtNnFr0HKgOfZrKoC3zzIrZEI2PTkEd1F3o4ulTHlc12Zu2zs1Gky4oWTIbton/CmcmSUnIma5LQRbjbNdkHulAWrLS4KheqgGJY8XsnTtSN1FgGVm5Su5NTL8uUKWqBW5Nl71R7Mlm0+NV8NMPAWS5cKpHJAtBTMtztJjoQpSCCAr5OUSbruf+pHrB+LZvJWjyORtCbUndB/jK6XJi+R7FVethNsyxbaPZksjLlwqqZrG52sbV3ogBwbLmBn3jHXfjTD2R3es2aKRfScXzhzr8MfOizWgtndzRt7Eb6Z+fNYHc6cZrJcpQLowRefRGor2SCrE7Ue6wuWqHKTmy2I7RraTfO1gs6k7WekOO7xHZaLqwdPovAM2Up6iw8nZYLAaMzakcJwjAAFlRJM66vAlBi5IVaYAaVW9x8ZAFPXVa/n8oEtKmxrxdVvskHWReB5ZNplsBdLgSA5Oyrgee/kM1mJTGwfqFn154vF2JJLebt5snC4ImOk0o9/a7z89e2cfawuudC2kBYD59ulKDmm/WnVTearE49DbKOqofvYj3IZLpVJqs3qLCpp+9VnFo4AADWn8OWaKGbKH2fLhem7x/dF/lyr58rF8ZSYie9N5UZqRG+B4EPHLlVb8Supt2FANC+7R3Ag9+b1RO+/HuVmPtzv6C6+IImwiW1wej3WQPQZrIb7cidyQqyRtQZx3c6lyRB4HuZ196w7QoA1VAghL73nF2iKa4ga70g83iEys6LN2mxuclkpWXKS4+Zb7jypBG9p7TStVvCQ6e2qtfjDdlEFCfYbkdo1XyIhbXeTNay2w4BnoeL574FXZgkBMk46FquBUaTtZmuIdi8hB0Yby0XsVUuTCRwZcts+u0M7fFl9TP91ipQU1m6S8EpZyZruxNDysHVnP1gPoMsq1zYtbIggFlMAk/g3JGWyWRdHk783okSs1uhrhRL9A6QYFD22A5s7kZYbambOq9pygvfd6yHwFaFTBagFn+bdhTrIMvzBBZqvslkxY6sAgBc+Lzaaa2es4Ks54HFY2jWehcZF3Rz0QPLZLLscmEqDrVbia1AOS+WH4Sel2cL37uJMzv0gTfcij/ziuxOz85k0XGGga9EvCm2DmR9t6vfdzuTJaXETle974HnOYXv9cADVs+iWz+cvi/SmXVz0Uqvhd1ugk4jfWBvXgKe+Qxi+NhK1HUWJRJ/kLwEl8+9G2LlLBbqgc6+UXfcqdWmvi9Il6Wv81RIHtdNJqtZc5czb15bwJWtDtZ3uzrYvemw2tTYYuJunMueSqmuseUzKotboMkCAO/Ot6kvUPmJzjvp9jSE6ExWWi7sPvDnge/4lwiaS4WZ2B5NVsHrpJR45uq2Dk5DKhfank1x0pvJSsuoEQVZ1MiQ6rWIjRKeQPVUa9WNrSArbmNLLCCKJdpdUy6M0kHCWpOVz2Tly4WJxLakIKtulZSUXAKHb1PmrwA2vSWzaXvtjwJv+5nsga7drrRZj/xL9TmvnEEzvc/cwncrk7XVwVYngpTon8mKTKMKQfdvNy1fhb6AEErztZ6zZTDvQ6+2rhPJzManHnq9ZqRtd1BMG8xGva7Kkitnjd6Snh+XUiug9oYa8bOWC7Jq5jro1FZ1NnATTXQTie1urJ5zLbtc+Iy6d8Niq4V8lYAkDbQZDq2u6C1QJut57Ihm3/WYfLKOLanvsXVZdjaKxO+tmq+CQeHhWnjcObu07DNwP5jvIKubZLIggLlAbzrSQuh7aNZ8HF+uD5/JsoMs2omczgVZQVYnQGy2o8LF2yx+Xk93IWUeBi26/TNZOQGuHWTl9TEkej91P3Do5lyQdTzdyQ1Wol9JA541ncnKdRcmyJQLKQVtlwu9qkHWhkOTVVLnBKj3XwhlO5AP2Im69flu7EY44wiyKChohj58XzgtHOqBB7zno3jivh8HQOXCkpksK9CJG+kg4//yI8Bj/xn/7dT3IpImM/GovA1ff9P/CfgB7jy+iM994zoAy4IgLRcCJpOltWFpkJU0VgEoF+6ihe7mI7SB2dZBFpUL7c+jRwe4cVFl4U7co+eQ5tGB9+n7gMXjyqGbcNg3AEaETGL82pGzwEu/XV+/Lu+17U6Mmu/p3XaRJuvqVgdbnVi/b7pcmGZPSBtay2iylHfVbjeGX2sqY9H73w+gN5OlugsHBVm+GquTqE4zfQ5iQVk1RAnqoW90S+nvBtATKNMGiB60dlfqjmzAbvMPPA84cpv+3k1/Wa8nhaXuV/4FZdPxlU8Bq2e18H5QJuvadld70bneDzo3+h6X8D2OVWZFWN2Iee8rInSs3SqTZZULUzmIff1s2BYTFqTtW6j5wFv/FvDN/9j848pZVVolXdaVr6bflC0XtqzmnE5tVVVPQJosymQFKsjqbgOdbZXJKtJjpeTXY72ptMqFdN9tkJlt3MGO6J/JiuJEZ7KAXJC1G6mObphMVpOCrJUzCGoNp96XgvhB98R+MJdBFj30drqxvsl0uTC9QG9dW9SvP3dkYWgbh8xD8Pa3qEzPTa92Hk8+yKK27KYj3UwPFu2T5QqyBkTxjdDH2mItYzAJZIXv9HM2rSBrEw1ICBNk3XhG7YhOvcwEWVKm5cJjaISqHDoo8KFMltFkkU+W2RVTScLOZGkLB9/TPllVy4VtaxFsd8vpnACldWml3Z350jNh60DsIOu6VS40GjsPoSd6zEh3u7EylDx1P7qpGWWHyoVlNFnWQzJqpeXC578IvPHH8OnT36czZ/R/2rU+fPdx/MmFdVy4sYNnr+9goeZjuRlgpRViqRFoGwetDUuDLJlmy7Y6cU+pibh5TQXrT13ZwuWNNjxhAn+7VB7FEjd0Jus6cPFR9eeT96JZCwpnF9YCD8LzlRv2V3/b+Lpp/Uk2k+V7AksNc63TZoyO36X92OlEaNZ8/ZqiciEZ6lIGMF8u1NrQTHeh+pndWKr39m0/o9cO+55sR+raGyQPoIDB1t0BwJZYQDfVZKlMlsn2FGmydHchlfJlNpNlP4gDX1glLYFdf0nPNnRp9QAoXdbK2TTjeFavR/26CwNP4Pp2xziRF3QXAiYIzxqTmnWGsjOkYysMsnwTkBKucmH+d20WeDitpWtfqx4A514D3PEW849CZMXv2r4hn8my7vW6EcTTWB19T6alfWxfLhVk+bnPnDYIdrmQ/k2XC6E8svKNPDaUyTq6qL6HxO9JIrHZMRnaE8tWJuuhnwDe+fd6LDkIncmqcZA1ETxPaC1HxrUWJpN12zEzoPfc4eFtHNRin170N78O+OFHM50ggNnN5WvLW+0IS/XAWRJpd2OIVFDcSjvHqMOlbHchoB5qvUFWtgS12DCZrE4kVVdQuGSCLBK9U5C1e0NpKaJdYPF4jy/Z+m4Xv/UnvW31lMk6kusujKxM1m6aydqSTcQ5C4d6ReF7kkhc2eroBxs9RFVWpvyt0awF2LKE7z2ZrNA8pNd3ulht1bBYDzKZrB0rYxDkugulNA9AwJSa1Bw6WSrrZpcQ4tZxZU/xxh8H3vRheL6X0b0B5r1/+C7l/P/bX76k7RtIX3X2UAvPXN3GZjvCk5c21QNo8Vj6pqzq31e00J1LS4NPXd7CC6k/Gi2otldWJ06wYWeyLvyx+vOJe9AMvcLZhdoO4Y63qu87/1n1d53J6vWPo4do6Av9oDS6u97fs50+sPq9BjD2Db3lwlxWILCDLPO+5bOVi/VAd/waz6XBmizqLty0Mlk7Xgux1V2o16MoKewupCAksppStmGXC02GK/DSciEANFfhB+Y4C7Owng+8/HvUn1fPIvSFGh/Wp1x4bKmuMll5/ZT9HvQrF5Kxaix14KAe4qq70Pd6G1+MJisrfLeDLPqddoC4UaTJSte+oo0JzrxCzaa8/ERqlSKU7YJFKzQ/NyJpAFID51iVgFW5MA2ytijIKhC9p/SUC9PPOLAyWXQdbyQ1/X07XmugJiv0vZ5MlnqmGW0xCd8XKAB90TtRd9hjANYzkDNZk4P8TfJeH3Rx33bUZLJuXlvApY12ofj1D568jI/+7pPOf9PC9z7Q7+4pF+5GWKj7zpIIdaIJIdAMfcSJ1Df6VjqKoPBGtXB5ZSlthvnehVo2kwUAUW05G2R5oTJcPXSz+tozql0bi8d7fMn+wyPn8YF/9UiPLcaVrQ5CX2jBqgmyei0ctizdR0b47vXPZLWjWGesru90ESdSa6TogVKkySpioa40cZ0oey0RtMhe3+4iSiSWGoEe4UJsW9qXMFcu7MYqy0E7YnoADCy52MdoXQu1egP4oUeBN38YECI1P822ZdOCevuxRdx0uIXfeewSnk2DLOKmwy08c20Hf/9Tj+PSRhs/+KbbzO64aRb3Vt19HTZrZOOwjRc2lHWH1rhZXllRLNFBCBk0TZB1+DagvtTTWUuQsSYA4LY3qaYMKhneOK9ExdYxEpT9sDVI+YHyNtupgSw92IrWiGd0kKXeP89TQYPWAUWUFchaOBD5z3jBymS57ABcULkwn8na8RaV8D31ybKzPTpjXsv+fj+XiYulXS6sI0nU5iBKpHoIU7mweVjfHzXf3K9OXv49SmJx7nUQQqAR9FohACoYFAI4utzA9Z2u003dvAf57kJHudCapUeB6Y0dZQmRb+BwDvqOZSZYdmay2qYMZkOarMK1+/V/Vemmfu3H1czC1bPa1Z9oZqQBakMvgxZi+GqiA42boYz2la8C3a3ymaz0OWOuWWPh0FMuBNAuqclq1nws1QMdZOUDpVfechh//d134zW3HtHfmx+TRJSt5uwH8x1kOboLX3JqBe975Vm9gwdMiv9phy7rFz/zNL7r45/BRz71uNOGoRPFGYNBF1qT5RBHLtZDNEKvMMgCYESh6UNgo61GEbg6uvJQJsv2edm1hO+AWqxo4dILUS2XyTr+YuU2rYOsP1T/XzzWk+qnLsL89Porm20cXqjp487vlm0PJ1tMmbFwoLE6jux0N07whp/9XfyrTz8FwJQKKbtA73FZ7ymiGfqpg7vUx2FDP4t+33IjTIMsE2TuWmUZ38sGWbTr1pms9P8kfC5r4WCOx8vMsvQ9ASlVNoLeU7ofhBB4813H8AdPXsY3rmzrgBRQAcPXL2/hFz79FL77NTfj5ecOAwvqvhEtE8D0S9mfO9JS5cLNNo4u1S3fMatcmKiHqGismHJh2vLvMoMEkO26TD2N8MRvAo/+e+CRj6vvd9wflMmyMzf5TYLNTi6TVdTg8czVbawt1jIZxdAXOkhpp1YC9mdpv2/5z3gxdRpPEmm6iUsK36NEYoOaVwDs+kr4TtYtdrZnt6BcGOY6f3uF74m+hkNPqAd6Y0VZuqQ/f+B1u7AG/KVPA+fU7LyigJrkDYdaoSoX7vYpF+YCHqfwPU50dsaUC6OeUiFgAox8RqyWsXDozWStF2myFkiTVfBZLh4D3vRhZdb6+K/16LEA9b7ScSXNNMiqq6QBZbKaoVUuvPB59f+Bmix1HrYHGmDWClv4bg8Y3x2YyUr0hvroch2X0iHR1HBDgVLge/jAG27NPJsKM1kcZE2eRi0bZNEN36z5+Dvffq9O2wKq1RwAnrqcDbL+0W9+BT/1y1/QmRcKHmzKaGaKgiwSRzZrfo+r9U7H2CzoB1NqjLjVLj8Y8/SqGhtBXXaUEbOF70uNUAdZHR1krSjn+t114LnPq1IhoMwEASvIOt4jWqUMTv7heHWrk3E91uLa9GZOrDZxW0xpZ5DIGcO1c3ri+U1c2mjjD79+FYARvZ9NAwc6PuqyKstCPcBOH00WvZe0Q3NlsjLlQs/L7Ixp907HRMEDLSRljtXeGecDSC1olWb2nm9lGN5y93G0I6UnO71qB1ktxInEqZUmfuztqa9PqsnyrCxRUXchANyypvSOl1MT2paj7Nah8ktjRen9rj+t5qnB3R4PpI0CdmBwx1uVlcMvf0BNW/iz/9p5PPQgtd+vfnqr7U6EVhigFqjO1qJy4TPXTGchEfqeVS5MA3Tr4WxnAHuCrEYAKVUmjYKKUt2FVC60M1n+kpocEEtt4QCo666ou5CuDzv7o+/N1IxUz7bz06D+9IPA2p2ZUlwVGmHvOkjH2Qg9rDZDXLM1WSXKhe0o1te/0WRJ/bWarwJTPbcwB71XgywcACNHIA8nV5B1+7FFBJ7ATUdaPf+mecUHVNWgu92jxyIoKKYgC/Wl9NwcmSwqv1fUZEVxdkOmrGeUtnVXhohFmhH1Gv0zWbHJHJ5aaeLZ62mQVaKBqxEWGHmXbP7aD+Y2yGqmN2yRjsaGdu/PWdqlq1sd/JPffgLffO9J/MyfugeAyVTYVCoXWheLlEqgWFQu3O0aw9D8g6mK0+3ptNuJdFm0+NiL6nIz0AuXNgatL6tA6mfPqezCmVeqF9eXVK3/+S+qv1uaLDISpOAi/0C6vGlG6gD2Qm4yWSSAXhfLWrfUiRJ4Qi3m/YTvX3j2OgDg8YsbAMxAYp3J6pgSQpUHQKumsgrF3YVFmSyX8F2VC2NnJovKhWkmq0K50A4aGjnLB9/KSuQ1WYBK09OO8NSqKU285NQyfE/gb3/bS01Qf/I+4Pg9athvykKfIOvckQVc3uzg4o3dTKbHvjaiWKpsSGPFlKFP3KvPq6i7MFO2veub1eDkl3+PMomlXXwOepDa1z/92RVAkbcZkI4u6qPJos5CIrRmveWNHYFcJisXuNP7vdWOdFnFlbmxMeVClRGWIg04vAWdFa1bmaxOrMqFtj7NHHtWnxPLXjNSk+lIr6X3/SLwLf9Y/6wqJXnAPQMQIHsTH6utGq5vDegutPRmgLpO6L00Y3WkyWSFRpPlCtrKaLJMJkv9/K3Uw6koyPrS33w77jy+VPxG+AHwro+oP594qfMldB9JCqTqy/o49TXbWAG8wAqyymqyTMYPMJthpSWV6bQNga6vrve21+o7OD1KLTMANdeT5Ctaa9gnYUCZxjwHKZM1+SOYEEXlQheHWiFqgWdMCmECrm++9xSOLqUuva4gKxr8wDYWDmYB2e2qbjxVLvR7Sms0TJjOBTAP6s12XCmTBSgbh/vPruqFoGEd83IjxGZamqCHwcYt78ShMFJCzHOvBW5+o/mhh28Bzl9WOq3GKhqh8mKhBZJ23vkH0pWttm7rB8xnYouy/0SewyMP/Tw++3sNnLXKhfQe9hO+P3pelTe/fmULO51YZ+/o4beTNg+0S2QfbZqhjxc22lanarYMRdog+n3LzQCrrTDbXWhlsnzPy3QX0s+ln0ML0mY7W0bsh12mKspkRYns0WQB6vp8451r+OQXLuLUismAvPzcYfzx//627EK2dBz4i/8dQScC8Lj63X2uxVvWWvp3H12qG0uMjE9WOji5saK9luxyYZHje8Y/bO124Cef7tGv5FlJfemamUwWeYy5he+nVs196Mp2RXGC567v4j335YMso8lybfYW+mWyrJmiZTVZDS18TwAItSHavYHdYBFdKyuqTTi7ifZuy5Pv/M2WCxvZTBZdS0E9cy5VM1lF7y9lsg61athoR7i61Uk3K70/X5cLu1aQVfNxY6er17YoTrSjPWX/1ne6OuNtEzoyWTS7kMjLJUxjkjsoLiVVOPda4EOPGHlGDtpUiTTIEo3l9Nwkttqx2viItIy7+bzagLTcGw8iP69SdxdaPll2F3nkt4BoA22/1TeTFaeO74B6Hl3ebGO3G5fKRpHBbp7N3QiBJypfY+Ng8kcwIZq5cmG/D0MIgRPLDVy4YYIsMiw8udLQM5WoO86mSrnQjsg32qYE4FpcdjOarFwma7c7sJ2boCzds9e39c8FkCm1LKWliQ3LC2rrru8AvvNXgDf9NeDWb8o42Osbf/EY4Hk9QaAuF3bzmqxOpkxLazNlrJJ0h3TjxGvhe37G8Z12lJ5V+srzhWdvIEj1R09c2sDlzTZCX+DECs2di3QrfdVyoW1Gmv9e+vtlXS7szWTZ2hdbqwOYBwItvrVcJqtyubAnk5W+Z7Gdycq+5lvvO4164OG2Y4uZrxc92LMZmf6ZLGJtsZ6xxCC65LVEHYvLp3UmqlGQyXL6hw0IsIACTVafTNa2lcmiLt88F27sIk6kFr3rw7Fmvbk2e9nAuCDI2o0qaLJ8rckCoF2zu/6C7lSsB77lJRVn1hkbl4WDdnyX9TRgT0vPPVmw4TJZRZ5ou2kgeGhBfXbnr23rOZR5eroL40RvAuxB9Fr4blk4uDVZJutHdONEDwAHrO7i3GitPXs4rd0B+O5ATW8S0k52UV+CEOrYdrqxubYosFo5nV3DHdB7Ytz8s5vKMB0Qre07fHW9d7wBPlmJCWrPHKbn0U6pLvmGlcl65uo2HnlKSUFIMlNGlzxu5jbIaujuQrdYOc+J5YaeaQYAF9ZNkEWBQVEma5BZZN67BTADmcnCweWTlddk0QK02Y4yu+B+rDRDLNUDnaKl32OXlChNvrHb1YtJv8xfJshCdlYkYGuyzPnudGJsd+JMuVAIkem0o/+rziwjslSZLPU7dLkwd1N3ogSPXdjAw3erY3rswgYub7RxZKGOZmgyFdpzq5KFg58Zq9Prk6WOjcqTS40Ay81QG03S+dPPCjwPUppsnC4Xhl7m51cpF9YDTwet+Qe20VqYB3CQy8a946Un8Pm/8Ta9oRiEXW5sDRC+E/SzW/UgK3wnc8fGivpCWioE1IO3E/V6sJV1ws+z3CfIcgrfu8YHrFkLnJmWZ3L2DUSmXJjrcgay5cL8NZUpF5bUnyjn8di8V41loLYEPwgy+j5bvmAHkTYuM9L/ntyDG7e9B8/jEOLEZLJCL3st0c+v0lyij7+gu7AeeFhN5/5948p2YenUVS6s+V46dcN8FqE+RjXHsTjIcgjfB5QL1/fBXoCuHY/K4vVlhJ6nA7xWLggbpMcCegNr+uxp/aBNg/bRCtQGqusv9M9kWZqs06vqHjl/bccYihZk/IBsJuvv/NqX8d0f/wzaUayavw5AqRCY4yCLDD6pRDcoEDqx0tDZKwB4/sYuAk/gyGIdCzUfjdDDFZfwvYQmS2sgcmZ1gFpMnRYOHSuTFVJ3IQnf48JUtIvTh4xXlikXWpqsdDFY34ksgW6ZIEsN2G3kdnLrWpNlHqRmpI4JsgCkI2ZMSQJQgVTgCeP4bpVki8qFX3l+A504wbvvPYVG6OGxiyqTtbZUy3SPmcxm+QfAQqrFGeT4TsL35UaoxyWZrJ7JZOUF/3nhOy3stAjZ8+6KEELohbdIxByno3+AbJBE9BOwu35f3hbFRasW4PiyCq7WLI+gbCbLEr4DmWHCeQ82oqwTfh661u1z1deHw55huxPpIFLpw3pfQ4atvZosq1zoCO7tYygqF260I6zvdlGzynxF6O7COO3WrC8BjWUEnpfRZDVCE4jY64wNXR9d6958Qp7BC2//KCIEmSAryH0OpbsLc7hMmQFj1HsovaeevrpdmCXKzy5sp8F46AtTLrQ0QvXQx9WtDuJEuoXvDguHKF8u1B2NZhMMwDlbcVTQtRM0V5Rso74E3xM6wNMlfArCBuixAPRM0+gmMh09RJosI3wHgDjVZHWD/t2FeU0WoOQr5hlYfF03rJFln/vGdWx1Ynzm61exxUHW5OnRZA3KZK2oTBZZHVy4sYtjS3X46fiFIwt1XQ6yKaPvcY3V0eXCeqCzbja73WyZAjDljI3dLhZLZrIAVQc/f62P8D3dFa7vdi3TxD5p2Fwmy25vl1JifUfdPHbgqI1IF7KZksByP6eb2089huzuQnoPiwZEkx7r/jOruPP4Eh67uI4rWx2sLdYzwnw6/2qZLFUuzE8PIGxNlu8JtGq+XrDzQZaaXZjVPvQI39Nj225HmZ8/COpWy2ey7B2q/R7vFQoG+2myANO9S2aErZox2gTMLDkTZJlMlqsbEaDAu1qmBKhm4ZAkErvdJOMM7yopPn11G4EntJkiYZcLu7lOLUBdg7anlM1iTvheRh5Awvcudc/Vl4HGCgJfaF8y2yernfpkOTNZulnC+GSp4/TTrzuE7/q8h+suLPZESzNZzZr+u0ukTr+b5hHSa2u+hzAwmSy7260eeLpC0a9cmNVkFXQX5sqFVTbCVdEzeAMP+OZ/BLz8uxH4Qq83NETalAsrZLK0T1b2PCkbqDNdQRpk+a2+ju92efb4cgOBJ/Ds9W1strvpprP4OqG17xtXt3Wl6Xceu1Sp+WvczG+QlbqoFxlI5jmx3EAnSrRY+eL6jh5YCQBrS3VcHtbCwdFduGl1yLhm/9k+WfaDhroSq1xgrkxW3VkujKw6fJlM1nEAWWH+bjfRwaT9QCL7C7tcCKjdUZRbyD0hEFgdeHZJ1mRlsof0hWevY6UZ4uzhJu46sYTHL6pyYSbIKqnRy0OaI8rQFXUXXt1qYzHVCeSDrN2OcfDPi4rbuWMioSkFImUzNpRxyQcfmUxWgSZrGCgY7KfJAlSQJYQZp5TPCHXp8129CfBrwKkH9L/lH2CEHvNTER1k2ZmsAk0WPfB1ubBAmP3MVWXimn9YBI5yYT4gocDYZeEAqCCryD08Tz3wkEj1XgWeB7zhR4G3/LSaOZf+/kZoO7730WTpwcjZLDN9PZPJyl1LQ3cXFngikSaLssNAcaelPY8QMOuzEm2TLCHR9xi9Z0BBkEXC9yjbXZjxybIsMYDs2j4u6PoNfQ944DuB4y9B6Ht6jdLZIeo+LBFk6XVC9lpdAOpzTqRl65EGWdEA4bv6OWb9PrnawPlrO6UCJXpvP/1V1Vx1cqWB333sUmrkzUHWRKHApVNWk5UGVCR+v3BjFyetTqu1hVpPJkuPQxnCjJTS94tpubATJ5ndwE7HaLIaNRPEkMiWhmmW4fRqExu7quyw68hkLelyYbdUNyaWTgGv+AvAXe9Of1a6yFgzwAB3kHWolQ2y/Ey5kL6Wy2RlugvVa/LC90fP38C9Z1YghMCLTizjylYHF9Z3sbZY127Ww2qy6CF7nYKsAsf3REILcmnXTUG77eCfd7qnY2poTVauXFjyWOk48xYO9oNxtJksKhf2X+y+8zXn8Nff/WL9O1s1P5PJ0uWEu98D/PAXgOWT+t+KxtmU6ep14cpk+ekYrq1chy/9TqPJcmeyLq7vZjZkRM0qFxZdd1Ti7VcuLLtrp43Tdjv1hjr3GuDOt2eCP5XJMuvRTlGQlTMjjaXKRthZ0XyLvz7vYbsLHePFAPXeKeG7WTuKhO/q9/qZIIt0aJlMls62mXPvq8myhe/RoEzW/mmy7OMIPKE7u8nA2pQLy2Sysp95XntG1Q06zzhUGeooWBg4INpeb06vKhuHjRIZWmoq+PTXrqAeePi+19+Cp65s48lLm6Wbv8bN3AZZFLjQBTEoG0BBy/NpyfDijezCubZY17oioqyo3lUuzGiyaiZIIVTbcprJsnbaj56/DgC45/RK399pcybVijx9ZVun0e0FkHaFG7vdcposzwPe/feBU/cDMPqunU7s7KgDis3jqGMFMIGT76lsjj27kBY7zyF83+3G+MrzG/o9ufuE6qqSElhbrCkTU4FMZrNKqYmCCAqYigZEA0bE6SoX0sPMaLLSTFY3Wy5UJepq3YXqOKlcmM9kefr36QfjCIIsukYGNWG89PQKvu/1t2SOcyenyQo8T11XSycy30sPk62cXqqqDQfhymQBaurDU7n5paZZwdZkuQ1LXQt+6HtWO7w7o24+s95ryvdEmsnq9hUHm+9RP2uzE2UCHzt7lrFwSDVZDVe5sEf4rrSS9lgr7fieD7J0JmsI4bvDE4nMgxdqvv5d/eY40jxCwGzQbH1clEhj4eDI6Gd+VloezZqRusfqUCZLm2yOcXgxXTe1fJC1Q4OT0/d+7U6l2Vp70cCfSQnJqCjI8rIZu5iE70F/4butyQLU86hsJovuiz/82hXcc3oFb3+JWh+2OjFrsiYNBS43Cko8eU5amaz13QjbnTijsVhbquHKZifzcC9jdGr/uz0gesNqy85bIMSJRCdOrIey2ontdGM8el7ZFNx9crnv77R50QnVlv/4xQ0jfLd2r3Shr2fKheUfwl7qV7JruVMDWeF7kXmcnbHSwnfPK9RkuYTvj1/cQDeWOsh60Qlj9Hd0qa7nP+5046E0WbSg3djp6CybTeB7OmihrGBPkGU5+OvhwbksBy0oquvSq9RdqI6TyoVuTRZlsjyB/jPlSqI1WRUfJgu1IBM0qfKL+xztspnNsJqs1VYN951ZwUtPZTcptx9bxJOXNjNfowkLplzo7i7cbsdOXVqQ+goBVpCV+2zo+/LNDUKoYcWbu6pcWCqTZWn5fKuEZ/+5bpcLu0lGc5Y59pxRcCIlPC+r2yG9ll9QLhzGJ8vVSbobJam/mtAdhv2MWeuhp9daMjINM5kse6yOOUZ3uZDeB/W9UsoeTZbvqS5pqhIozWwwknusiNWW2jza63Tge3r91ffkrQ8BP/5VZeEwAJ3JsjJ+rmCdzvPG4XuBs6+GCGo6K+8izpUdT6828fzGLq5tdUp4v6lr8/JmBy+7aRVnD7dwe2ozw+XCCUMLx3o6XX1QeUQ9jFXqn7oM7UzWkQXlDWNnasrqvVwDorfaxkwtn27WnkrW0FaVSo/whWdv4EUnlpwGgkXcfGQB9cDDly+sWxYO5vtD30Or5mN9RwnfhaheTqLxJze23eXC7U4E32EeZ+/2dSlLa7LShdKycKBMll0ufPRZJXq/54x6cB5ZrOtONhLak6g2H9CUgR6E17e7hZ81/TzaDS81AggB3EiHZO90I509yQeKruxazfd0YFqlXOgaypu3cBiFHguwy4XVgp18WSi/mNtQJosyvwR1jVXF9wR+9UOvx1tefDzz9duPLuIbV7Z0EA6Y6zfjk9WJMnNAAZpB2vse2OXCojL8YoEmS/1bgM12XF6TFRotn/1Qsy0W6oGvy36dOC4uFzqMgvOZrG6RhcMeuguBXv0dzS4EgNX0/qpSLlTBiIcOjTiyHvqZcmGrn/A9azNTy12vtp5ss+TntRfe/+qb8O++/9WZUnDgi54Stzq4clUPo8lSf+8mMpsp843sAgAunH0X8H2fUp3gsTuTRUPE7UD89KFm6mW4WWLoufm+l910CADw5nTuMAvfJwwFETd2uqWyMqHv4ehiHRdv7OguhpM54TuATMnQtGX3f8jQhZqZ0r5rzNTyw2ftdn9CjXaJtfaoCoHv4c7jS/jyxXWj/8ktgMvp/ELapVU1eaNMkZ05tB+k5EKc/7m+ZwTuxicLvZmsnPDdziiev7qNmu9l5u7dfVJls9ZSt36ai+ZqpR+ErckqupZIO0CLq+cJLDfCzBzHfLmwmxO+28cU+MIEhCUsHNRxBs7g0QzVlplOn71Ci26/AdEuFuq9mawiDSC9n/ZEBMomDGPhUMTtx5eQSODrl7f01+j6pXJ9s+Yjkdn7GFDBmCub5/LJyp9nq0CTBaggi3yyynYXAqq0GmQyHNlyIf2/nc4udHcXkoWD8cnycpqsIguHYTNZxU0OJqAmTWfpciEJ363uwti2cNBdy+7ynp57GPX/HOtW89LG7vjtBZYboQ46iNAKZFoVus8Jk/FOzzVKMtdOLRdk0et9z9NWH3noy3bQTzYO2yUauOxkwMtuWgUAvOlFaZA1xDmOg7kNspo1E2SVXYyVjUMbF2+oTjxbXL6Wii5f2DAdhmU71bw0nWwL320ztbwZomtoazP08fjFDdzY6eLeM6ulzsfm7pNL+PKFDWcmC1APs/XdLrqRHOrhpTJFRvh+YrmRyWRtFviaBJ7Z7SdakyUy1g6dyAx0znfAAKnGwvJzAYAXpbPBKKNlyoXlso82Osja7hYGZzqTZS3+tuu7nTGgBdoI33tLmPYiXjZjc+vRBZxb6x086/vZB+Mo9FiA2c1X8dcCyA/Jco6OZWHwSiUBO8jKjyEaBbcfVSUIu2RosgJGkwVkB0mrbt/I2WFpZ2mLGnDo+1zX1ULdx0a7mw4bLqPJ8vRxZ7rCMsL3NABK5wQWjtWxpgQA6t70PWEyyZaFQ4/wPf37sJksW/fWTR3GdSYrzTb186Bydhd6qotZSpmWr+h9MBloV3mP/OB02TfqteLQv9Myix53JsuFvXmqWsK3v9+YQyeZrLcRvqv3gq6FwBOFmiw9FcAOslbNGjVQ+J5eQyeWG7oR7RU3H8L3vPZmndGaNAcjnzYBdLlwt1tagHliuYGnrmzhwo1dCAEcWxqQyYp7H45F1Hyvx8KBbsS8JsuUC7NePl96Li2LVRC9E3efXMb/+8h5bZyYDwyXmyqTtbaYVNJjEXlN1vHlemaxpDEIeWyrBrtcaGe47O5Cl/DdlZ35s684i0boa/PT/JilfAdeP2jBurHTwdECR3QTZJlzXG2FuiNxp5voUkfej4aE/Zl5gjl/mjL8pW+6DX/xodt6vh5Y2b8oSQpLc1UJU61g1YcpCeV3ukq8ml/MXa+1NVlaCznCTNatR5XNRDbIUr8zP0N0uxuDcghqHqZbHxL4xjqhSFpgNFmuICvApfW2mnFa4qFNwdJmO8roizLlwtAIpqkLzlUu1MPbc+VCW99nHN+zx266C6sF341abybLdN6qf6NMVpFPFv1ePbswNhYO3ci2MMmWC116LMI2MtUTMXLXfCN12weUJmsl10W9H9jrtuszHYSfC6w7OYF/oIXv+UyWKPTJ6plvCZXM8ITKcg0WvqvzoCwWoDYNP/2tLyl9XuNmfjNZoZ3JKvdQIdf3izdU67/98KCHtW3jUMUOoBZ4mQHRWx2T2dEWDblyoe3K3kpLFbXAywi7y0JC+f/59HUEnuhJ8etMVp/STT9oNNCNHTVXcbGeFQlvFgVZVqqZMlmqLOHpXZDbJ6t/kHXH8SX8r29/kc5ukceRyWRV6S6kDiNZaGpLi8FSQSZr11Eu1N2FDvdyWjADT5QW0Arhfq29Q83rI/ZC6HtDlSWoW4+CmEHva833dKMIYM16HOJBUkQj9HHT4RaesIKsnZy+penIZJEVhUv4nh/lAvQ2lFAmy7WxWWoEuJBm1cv6ZKljijIPNfvzbuhMlqe7ZZuODQdZjdhzRT1L25qZHtBjRjpkuTDnN6X+nB05tbpAmawBwvcoVgPvY4l6Wi5UNjnZEicdY98gK3CNR8ppsqxy4bXt7ljd3ougc2qE3lCSAD+nd7UHaQPmc6XzpAx56PfLZPWWlGuBp6tEgwxbaTNsB1kHjbkNsihwudGnxJPn+HID67sRvvbCVo9786FWDZ5AZrROFX1PPfB7MlkLuXKhEb6r12UzWeq1Lz65PFQQdPcJFWQ9dnHDWR5YboTKJ2vYICsNYm7sdLHcDPW8P6JoDIK9kBdmsuzuQr0QmJ9RJnCgILAzRKnJFpEWCt912cGc43Iz1I0AtrM27QjpvNtR3BMwuLqfhsX2v4lHWC4MA884S1eAAgtyIe/mFvM8i43Amcka5E9XlduPLuKrznIhCd9pvFU2Qwu49SGZcmGUwBO9+qW3v+QEvv+hW50ayIVaYObgVdBkbXdiZ1eYb22u6oGns6xF5d58ltkXqiTvCSoX9mYp6Lzpd1TB5by/m9tw6kxWiXKh3f1NTQi6xGk5vgODMlnGyLRIk2U3/jx9dRt3DbER3it0TlU1koTnmc8W6NNdmH4mtBbbXod54oJrhHRZgzJZtx5dxF95+A58+wODfb4mxdyXCzfakdMo0AUFVl949gbecMda5t88T+DwQj0zJFo/sEss9rXA69FknUkHyvZoshy6KXqY3VdR9E6stEJlAnd9x1kqW24GqeO7HMp/qBH6WN/tYj0dtJpvd99qx3qsik1gDYi2jTKDAgsHiqWy5cJkYODQDH0827EsHCppsooH+RK0WNuZrNWcJqtRkMlyGWsO65rtojeTNTpN1qCROi7yo3IGZU8X6n6mu7Cdy26MituPLeK/PXFZt/jv5Mr25ritzUOHbB76lwuLzvHBmw/jwZsPO4/Hzvz2y9wQ9vthbzryIm9AXVfU+VrUqRx4ZixQnJjrKPA8xNJYOIxydiGQDWLz+rt333MSUZw41xKCugtt/SU1IcQ6k5W+J+nv7Fd+dGUk8+fcCFWjzx+nPob3n82K0vcDOqdhsstE3gR6Kexd+6gsGujrQRQGWS5NFqBsHD6LawM1Wb4n8CNvvXOIM9k/5j7IkrL8zX4iTWHudOOeTBagjC0vb1qZrJI+WfSavIUDXWCmDJGk/3d3FwLAPUOI3om7Tizh2es7Tq3EUiPE+m4XnSgeSpNFmaz1nQjLzUC1u3cHlwttPyhb+F6kyXIJ3+0HQN/jGzKTRdYT/QwwTbnQnONKM8TV7Q5e93d/By9stHUGx2SyTLkwH2QNKx52YXcNxSPUZH3Pa2/Bte3eUVODaOXKhf0sHABVUti0HOLHockCVJDViRM8c20Ht6wtaNsR+j3afd66rilQdGUP7IfzMN2Q9rVUxScLyOqwtMjb+vd64OP8jipFFul3bBsV8skC1EYnToyFQ36DUxsyk+XqLtTlwvT+Onu4hQ+9+Y6+P4dE6HZjEs2R7OYCwzKZrJpVLiQbCJeFw7WtLj7/zHUIAdx7drjN8F6gz7kVDv/Yz3Z7ZzcGgc5kZQMn+h4pZU9GtjiTpRIMB8VQdC9M/xkMiZ0CL1v+sjNeJ6yROsTaYjaTRdqQYYXvWpOVy2S5hO9U/hw2kwUoXdZvP3bJnclqhOjGEhu70VDlQtIk3Njp4ua1Vo+rt61Bs7FvaopBVVlD7Y5k6sdDC7fd3UTESTIwyGqk5cJhugsBFeS6tFOEq7vwzXcdwx+fv45jSw2cOdTEn3nwLADLwoG6C7u9wZspuexdd6QzWbHMeATtldfnsr1lyc/i3O64O9yIxbqPzbbxX2s75m+OAjI5fPLSZhpkxWiFxnbE1V1IXY8u1/t8ubB6g4C5X8ppsswx2PeDGdjsW6/1zDDhgvKSrZekciF9PYot4XteTxgMt0HIr4OAeaBXaVRRmqxsuTBM19+8ELtcuVAMtOJopN2an3/mOm47ulgq8zhqwhFksgLPy5YLHc04ulxoZbKArDUGQe93TyarZLlwGpj+MxgSe9GuYuFg/tybjl5brOHpp83ojaqZLHrAx4ka8lykyXL5ZJ1aaWBtsY5b01bzYSDxu+uBRov41a1OJaNTohGq7sI4kapcmAYlJEov7C7MlCRMazDd7Pn32OWTlR9k6oIybZ0oyWhTytKqBbjWR99H75n9MHzw5sP4Nx94dc9rw55MVtwTTI2jXGg0WZOVatqZrEsbbex0Y5w70ms9QSzWA3cGuULzQhluS4OsJy5t4K0vPt7jIeUqZ5GurKi7MEpkKsCurnW0NyXlNFlWJivjSG7E7vZrKRlsmx5njt8ymYxT4TuAtDNM6lJQsfC9Yndhenz2ZAwq71f5WbpcaGXBaoHQdhB0bvbPHajJIiPTQp8s5Tv2+Weu4+EJWQvYs0H38jPsCkKmu7AoyNKWNBL5j8kI37PXyIPnDuHs4SZuXVsY+lgPCnMbZNkBSpWxJEsNpU06sdybyTqy6NZklQnibE0W6TjogRz6Qs/WA2yfLPNzP/jG2/D+V53bk56GDDpdaXzSJFze7Ax14VM5brsTY6UZml1/N053grJQ+N5j4aA1WUmPF1m+AwYwHj5ljq8dxUOVmVp9usDs4yvjZ2SCHlNK6hmFQ+XCEZTE9E5TjlaTNSx2JutrLyjzz1v6XHOLjTAzV5CyR3vZsbtYboQ4sdzQNg7KZDRrowJky4VGk+XOZAEqY6k6KKu974uZTFZVTZYrk5XVZBGFmixf6GxrYmeyfNX5axzf86VuL/P/srh8strDZLJSM9J8JqsbJz1BEr1ng4Isu+xrfz/RCH1cuLGDRAL3T6gTjoKdYTyyCD9ddwG1CQwd15GxcPDS//dWFwit28tdI3ccX8J/+/E3D32cB4nJblkniO07VOVmJy2WW5NVx3Yn1lqSat2FRpO1lZvjZ8/WA4ywsJELFO0p9MNw7sgCmqFf0F2ojuXadqfywwBA2k2ozA2V8N2IhKnN3WXYaC/k1DGouwtj2fMee65MVlwiyEotMDbb0VBlJu1nVKTJCinIGrzA0WKlHd8d5cJa7iGwFzKZrBFqsoaFgqOtTqwd1vsGWXU/Y0Z6PdWBHRqDF5E9w3C7E+uuXsDuLsx2zapjdGuyAHV9dvqUmotYqJjJyg8Lzv/Zvu/tzFChJssyBLZtUjwhECcotnAIhrt2+3YXVsiu1wMf3VjqUqMRvsvMRg5Qg8Hf/6qb8NCdRwt/ni31oHu2llsjG4Gv3c3vP7ta+lhHSTjiTFaUHxCds3CguMmWI+TJ+5LNInMbZAkhdEdelZIL+Xe4OhLXFtWifiUtXbSrlAt9M7SUOqXsRZTMMgHlqSTEaNr3bXxP4DW3HcG5I70PNNopx4kcWpNFKAsH0+6+1e49X8LOZFHg5Hmm1OISOfueyAnfBwdZdHz95g/2g66l4u5CH7XAK/UwMOl1snDo0104kkyWedgfjExWWi5sR/j65U3UAw+nHBpIggYlE+TvtNon+zAstx9TNg5SSux0o2wmKzQZOCLvCm9jxiclQ1mjUGC1UPNLfWb2oPLsWB2X8N38udjCwehzEilzDt+JfoDmj+1Y2vlnmzmXgWwaXGakVdZCCu42ds2IL5PJIh0ZeTx5+Nvfdg9OrRZff2FgabIKZlBSpq0Z+nraxH4zikyWvR53YpmRVZggK5fJ0t3SvYakRZqsWWJuy4WAEjtvtKNKQdZNh1s4tlR3PixpRMvlzTbOHm45B/sWYXcXbjh2vzRbDzAjWKrODyzDP/+uB+G63lcsf6e9BlkrzVD/DHLEBty78cASB8e57sIoMZmsjMYk3UkTZTVZgDKnHSY7tNBnkC8AfPsDp3FzH12RjcvxvUeTNWQbvAsyDSSX7nx5Z7+xg5WvX97CLWsLfQ1XF+oBdlK9n+8JHWT1a7sflvvPruLn/7+n8E9/+0k1W826ZqnLNO+TFfrC+TnRNdtJy1RVP0v63VXEwfXAQ9SJM+UZ1zBk+1j6ZbLseX/ZbjIUCt9fcmoFf/jXHs6MJSuD56n3ce+ZLAqyzIB1Eq8bS4Hyn0XoezrI7yd8B9Q0jqp6z1FhfLJGY+Ggugt7M6K7Eb2H5nuAonKhW5M1S8x1kJWfFVeGv/rWO/Gdrznn/DcTZKlMVtnZhUBWk0UGlavW1He7XGjPuRs1RTsKW/MxTPbE1kzYD7/tTqwzVEWZLFr46IYk4XsUJ86SrOcZuwegpCYrFfcOm8mizFzR9957ZrX0TMlex/e4J/BzdYQNiz3Ud5QDoofF9wQaoYftjjL+HTTBgIINGhdzY0c5ao/jPL71vlP4/SdewD/6ra+gFnj4plwZqWVlnIHicVGAuVa6Q5YLKbgqo8ci6qEaJD84k2V1Lve1cKANkCnV+zqTlUAI95pSNcAimtZmE+gdq1MGOrf1tHuSLBwSadbsKg9924y0WJOl/j4pPRZg+WSNrFyYrWrQGkyfDwWqupHHEWSZbOfsFtVm98xK0ByiXLi2WMddqTt6niO6XKjE75WE71Zdn1zjjyyYDka7XLi+E41c1DsIu+V4WJ8sYqUZ6vLaTie22twLOrDibLnQ9slyjS5SmaysJmtQx1wmkzVE4DJM6bmIXsd3x1gdh7fRsBjbi2Skswv3wkItwPpOhKevbvfVYwEmyKKy8/XtDlbHNBvO8wR+9k/fi4fvOoZOlPQ8sJqhnykXbnXiQodtHUynmayqGWLKnlbxEqLRNE7hu91dmP65nywhM/IqkaDLJvAEYpmOQxrxw1N1KTvG6lQpFzozWepr9NlVOe6sGanUX8set/qsJqXHAiyfrD14T+XNSANnJqt3diHgzmRp3d4MlwvnOsgib6lRmRZSkEUdhp04Lj1bzi4XXkuDrEMLJrBphMZX6qkrW7jZoZsaJ43Qy+gUqpIPsppWBxkJ393dhZ6VnjZjdchF2GWT4XnZICtOjFFiEQ0ryBomUKKgd5j3Jo+dWQLScmE+kzWk19Cg33cQMlmA2lQ8/vwGokQODrIaJpMFANd3upks8KgJfQ8fff8DePc9J/H6O7KZrGbO/227ExVmDnR3YZz0DNstA90vZZopCHIwDzPlQgrYsz5ZAPrKEvIjr7TwnTJZ8egDdjujD9g+WRUyWTlNVj0wa9u2zsKUP27bjFSXC3PC99OrTTRDHw+eO1T6546acASZrMATerOrZhdamiw9W1K9h/Tcs7WHeYrMSGeJOS8Xjk7XAqhFaqke4OqWunmrGAza5cKr2x2EvsgEHc3Qx/XtDqSU+OqlTfwvqXHlfiGEwFIjxNWtTuWHAZATvjdCyLSct92JtODfZdiYH0IrBPQg2tjSZNmji3xPZMqFUZKgFfS/1CkI3GxHQ2WHaOEaSdCjMxy247vbJ2sUmayMJmuEZqR7YaEW4LGL6wAw0PttoZ4Lsra7Y8tkEY3Qx0ff/0DP12kyArHZjgvLhVqTFQ1XLmyGPjxRMciiTFamXFhs4dBPlpAZedUjfB/PtUQzAIl2OoGiSlCky4WUyfJ9U+pKf3aVbH3oCy14L9JkvfmuY/jsX3/LRB3MqSS3NwsHT2/GEpk9Twq4KPAtlcmaA03WXGeydLlwhELE1YVQjxKpEmTZA6KvbXVwqFXL7CCbqWP68+ttbHVi3HZ0/03ayMZhOE1WPpOlftZu15QLnY7vudmFvrWQ28L3fuXCWJYYq2MPeR4qyCJPs71fS7Z/EqAeJEUWDqMdqyNLlVb3AzWwW53/IF82Gj9F4uMbO92xdBaW4VAr1MJ7QHVIujYPgGnzV55SSU/b/yCEUBuxpXoFTVZAOpneMo9Lk9UvQ6Qc6y2frIyFw3AGq4NoODJZVcv7tRLlwiri9Iwmq6C7kD6rSTKqTBZ9tkA2OOoZEJ1zfHdpsoxlxuTXnHEx35msEWYfiMOtGq6m5b5+Y1byULlQSomrWx0cznlekSbray8oj569OLsPCwlsh9Jkpe91M1S7RtIwbQ+wcAitcqHtKk03JS24/cuFgwdE2wvPUJqs9PtHkVnSQU9MbuByrBYO2QHRSSbLMSkoMFlthQP93xacmqwJBVkLNXzl+U399812hEML7q5SCma7Q2qyAOAn33m3NhEuA13b2QHR6s9Zn6w0k9XngZwZeWU1l1CGaxyl52Yuk7UbxZWMSAFzbuu7WeE7YNaTKhm4sIQm6yCgNVl7CLK8dHNLa7L9LPA9ASHMe2iPWQIGZLIOQPZ8XMx1kEWLyih3W6utmjZDrJbJSksHcYJr250eI0XawX01DbJum0CQtdwcPlvTyDkn25qszU6U2U3a2MNFs67S6v+kfxkkfB+ki3M9YKqwoDNZe18s6MHUtTRn+cAvcIiVh8VeBOMDUi5spkNsB+mxAJMB3WhHSBI50UzW4VYtMxQ7b/Ngs9dyIQD8uVfdVOn1dL3Y12noyGSVKhdaI6+SxJQLTSZrOE+9fjRCD5c3jSdae4hMlhG+2z5ZtJ6on12lfGVLPUy5cPL3UB46p6LydamfkWqyXH5gQgiEnvF7pM0a/d+dycoOk55FDl64vY8M0104iMMLNVzdNmakpTVZesFN3JmstHX5qy9sYaHm4/hy7+zEcbOsM1nDC98pUKsHnh4VtNV2D4dWv8sWZfemoCm938+MNJHlfbLo2KpCQeMoHiqChP1xUjhk3GSy9t5lSm8N7VAPwoJHmaxb1wZvJuzuwo3dCIkEVsasySri0EIN251YZ1v6Cd/z5cJhtI5V0Zosu1yopwe4he9FZOxVrHvMaLLGIHzPWWTsOuxNBkFBmV0urO0pk2X8wqK42LZi0tA57cX+h8bqdPVcyvy6JPTGMMit1ZFD+E5B+kHY2I0LDrIw2iDrUKuGa7bwvUK5kL7n2nY301kIKB8nymTdenRxLEakgyCB7TDvF73XlMmiUUHUXVikW9Hu57FMXaXV130dZJmFkvC83gHR49ZkDTIjrQqVXMwA3PFpsiioi5PkwGSyKDC5tYT2cMHSZF3fURuciWWy0s0RZbM2+/hk2eXCYTNZVaEAIzNWxyF8p9f1KxdmhO+J6Sajcr3S941e+G53b7a7sXaCL4vpLowghHovdLmw456l14/Q9/Sg706avZvE+jwIWkv3msmizxYAarkg2g66KLNpyxHyGDPS2Q1FZvfMSkALSH2EH/ChVojNdoROlKSt9+UWAN3dEiW4vt3B4Xy5MPARJRKPX9yYiOgdsDNZ1ReQei7IApSB504qfC/0EvLMbt/WeGhPFocmyxdCzzkESo7VKXC7LguVt0ZVHlFmq7JwbIhrqO9eIK1FNzcqY1JQI0GZcmEt8FALPGx2IjNSZ1KarPT3Xt3qIE7UfLyiaztTLhzC8X0Y6HqxP2On8N0aA1OEPbswU8r3xit8p40HkHbeDqnJ2thVxsNCCJ1F3OlWLxdmB33vT7A8DHR9FW1oy+DrdcIdjIaO64o1WXOM1mQNMfC4CBLpXt/uqCCrbCYrfd0LG20kEj1iXwoIL220JyJ6B2zh+17Khebh16r52OlEfcuF9ogZlZFKyx25bqC6VTbzLC8X+t5BQZbnqZEorjmBZaCFa1RBj8oSJCbIyj3sRjlWB0gfjLEs1SSwH1Amq0yQBagOQ5XJmnSQRfd/V2dZB3UX0sy8/dDxUECSKRe6fLL8wcJ3e3ahLXyncn2UyPH4ZHXs7sIhMlmWhQNdZ6HOjGfn7pXBdu5XgeXk7x8X73rpCYSeqDwz0sYnTVbstl7IC+Ht17Amaw4xFg6jc0+nRfbqdqfS7pRed/HGDgD0aLJsYfYkRO/A3oTv5GWzkguyqLuwKIVNwRSl4+lX92iy+gjfy2iygL11m55ebeLwQq10UDAIEhXTrr3I8X1UQZb9YDwIC97Zwy2sNMPS7+dCPcBWO9JNJyvNyWiy6L69utXRJrtFvkT0IG9HKks7ynWoCAow7IchXff2FAkKxvpbOBgtUpLI3FgdFXCM2g6EzEjJZ68dJdW7C0OTWdHvB2WytIVDNeE7oIZDjyN7NyqOLNbx3ldWa5TIQ9Y5pMXrWZfSv3sCumRqLGIcA6I5kzXbjMPCgbRU17a66ERJJqjoBx3DhRu7AHqDLDttf9uxyZYLh0mHCyHwo2+7E6+7bU1/jUSsm+0IZw6529xphxklidot5+r8Lk1WXvhuZ8D60Qx9XMdwY3WOLNbxuf/trZW/rwjSSGmz1QLH95FlztIH40HRZH3HA2fw7ntOlnbyXqwH2GxHuDHpTJalydoakMmiBztdw6PMqBdhhO/murn5SAv/5L334y13H7deZyxXisgOC86N1RnTtdQI1YzBbixRCwR2u/HQ3YX2n/MWDlXG6mSc+6PRd1QeJHQAHbm1VBSc2sG17paOizVZB2FjNy5KXQ1CiHcIIR4XQjwphPhJx7//mBDi8+l/XxRCxEKIw2W+d5KYAdEjLBe2zCI7jPD94vpu5ucQFBAKgX0fqUOQ8H3Yh8Ff+qbbcZ81u8tksuLCDiwtmkw9o/SoBiuT5eW6eTyRLRfGVgasH+NohBgWmtlYrMnynF8fFnJyLhuQjhvPE5UEuhRkkSar7OZm1JDg/upWB9tpJqtYk6WuWcp47Y/wnYIKc78IIfCe+09nAlpt4VArPiYa0g7Q6KqshUMUj75cSMdIwdBut3omy36fa7n3gzJZVbzi6Hs7MZnKTv7+GRdak5X0mpEC5r21l5C+mizdXTi779nAMxNC+AA+CuCdAF4M4H1CiBfbr5FSfkRKeb+U8n4APwXg96SUV8t87yRpjMnCAUiDrAo3HGkgnh+QyTpzqFlpTtcoIT3VqHZqpK/oVy4MrXJhXvcBqEUx/x73ZLJKli3ofR1V4LIXQl8N3x0UZI1akxUdYE1JPxYbJsharAcTyyYEvoflRoBrWx09yaBomDtlS1zZ2HFB2r5BmYPyFg6p8F1mPezi9EE86s+BNpvtNMhqR3Hl9VAIoc9Pd+nmHd8rZFZ0ufCAa7JGge95SDLdheUzWS5NVlQQrM0SZe6AVwJ4Ukr5NSllB8AvAXhPn9e/D8AvDvm9+8paOtA5H9DsBSpTXNvqVJ5dCBRnsmghKeMbNC5OrzbhewLHl4cXTto0awG2OxG2OsXCd9+q52fH6phFMX+j5x3fkxJjddTxHJxMlp8vF/bMLhTOr+/l93XjpPR7ddBQmqx4om7vxOGFGq5ZwvdCD7j0OqNM1n4EhmasTv/fVWasTuBb0xgcY3XGYuEQ9GayhtkU6SCroFxY1fEdUPY7B1mTNQoosO7mvLAIOnd7DaG1qp8maxrXnLKUuRpOA3jG+vv59Gs9CCFaAN4B4D9W/d5J8PJzh/BrP/QG3HVieWQ/sx74WKj5uLrVVWN1KswuBIDn19tohn5PVw/9fVKid0CJkT/74bfgFTcfHsnPa4U+rm51kMhi7xa6Qbvkk5XLZG13Y9RygYYv0DMgupTwXWeyJpMptAk8kRG+5x8ka4v1zP/3iu8JtAsWzmlgsR5gI+0unHSQdWihlmqy+gvf6drWmqz9CLJKZrIOLYS4/+wq7j2zWvia0M8Ob7dL+fQgHrUdCK2DJsiqnskCzPugg86c8L3KQz+jyRqDy/1Bwm5qABxmpF5vkGVLPvLEc2BGWkb04Dr73ndL8S0A/kBKebXq9wohPgjggwBw001764AoixACd58cXYBFHFpQo3XaUW+WpQjTXbjrzKxVMWccJ6PM+jVrPtZ3abdfpMky9fz8gGhAjcHIByC+l59dOHisDjCe8vGw0PBdcnzPB373nlnF7//Ym3DTEXfDQFUCT5hxGFOoj1is+7q7cHVCnYXE4VYNF9d3rZmc/cuFW44O2XFhfLIGlQt9/KcffF3f1/ieQCJVZ6F9b2oz0mT0thSkv9rtqjmvw1qu9Gay0vWkGyP0RSUz0YwmK5rxcqFIHd8LyoWk13VZhLjLhZzJAlT26az19zMAnit47XthSoWVvldK+XNSygellA8ePXq0xGEdXA611GidToUFgG72nW7c4/YOALcfXcRPvfMufOv9p0Z6rJPEFrsXumLrTFbOjFRnAXo1WUr4bv5etstJm9MegCDLOL67x+oAGFmABahFLj8OY5pYrIfY6ca4stXBykHIZG11+g4+B1Qw4nsC2+nr8u7Z40AHWSMIpDN6yZxRsN4UjThg18L3TlzoIVeGfJClx+p04soPfO2TNQflQt8XiBMzIicfrNN1FbgyWQWO72qw9PStOWUpczV8FsAdQohbhBA1qEDqE/kXCSFWADwE4Ferfu+sQYvsMD5ZQK8eC1AL8vc/dJu2UZgFbFFt8egRqufnF3KzKOZ3U7bwPUlkeU1WOFox+V4gN+1OQblw1Pie0O7507irpGzRheu7ExupQxxqhbi63dEi6tYAr6mt/SwXBuXKhWUwD0+l5bPHqMQyFYGP+FqiNWO3a4KsocqFAXkkZjVZnTipZN8AmFKjEb5Pfv0YF2Qt000Dpvy5Gp8skfkeAIgdswsPii/fOBlYLpRSRkKIDwH4FAAfwMellF8SQvxA+u8fS1/6bQB+Q0q5Neh7R30SB41DrRBPPr8BKcs/HO1A4cgIS3IHGVt3Vuz4bhawWKJXk1XUXWg5UaufU0WTNflFMvC8nOP7eI8p8IX+XdNY7iB7kU6cHAhN1m43wZXNNuqB11eXFPqe01B3XNB1NIrPOLAyFLZNCt1/47Rw2O3GusNwqHJhbkOVGQdT8Zhrc6bJihKJbsFaQX+338N+ju/RGALxg0YpIxop5ScBfDL3tY/l/v7zAH6+zPfOOodaNVzaaAMov3BmMllzEmTZguBB5cIoSdL5aNmv73QLyoXSdD0BKKXJaqbHcyCCLF9gp2uVC8e8cPuepx9a06nJMoHVQdBkAcD5azuFmwci9D1dVtzP7sJRZA90uTBW9ip6A0TdhWIMwnfLJ2u3u5dMlpf+v9crser1b2fBlE/W7AYN+rNNCoTv1F2YyWQZXW2eechkTd9qOgUcXqjpqL3sw9F+sOeHQ88qrUwmy71Q9u6We4WVznJhkg2yprG7ME4kOlEC3xNjH9oceELbRUyjJssWlx8ETRYAPHNtu9Ajiwh9oTNZ+xFkvej4El5x86GRdFRnyoWJPY3BSzvQ5OjLhTXKZCW687aqGSlglQvTdVcIoa/7qlm+7AzK2S4X+uSBFlO5MKfJ8nvX50GarIMwkH6czPVYnXFxyFrk8/YCRdiBwrxkspolhO89u+VcdyHQmy30rNmFpntl8I1M7tYHQpPle+jG6kGyH5k1X5hy4TTuLKlcCGDimizqwD1/bQc3He7fnBD6HtbTUUD78TkfWazj3//Aa0fys+gBS/em3ZQSJxJSjv4BSj5Z251IZ7KG2RSZTJY5vtD3ECXVhe8Zn6xotoMs2vyRhUNev0bPsWx3YbGFA2eymKGwg6SyD2zPMzupUdokHGTKdBfaZqRJUSarR5OFnnJhmc3pQdJkhVZ34X4Efb4ndGZgGt2X7etndcKZYNpkbXfigaOBbE3WtD2cfa2XTCAt4TttcrrJ6DVZi40AS40AX3l+A7t7yWQ57FooaKz6OcyXT1Y6fov8rXo0Wb1BlucJCOE2I41LehhOM7N7NUwQuzuwygOSXuvqLpxFMt2FAwwbu/ndsrWD6id8J+2AX2Lhe/GpZdx+bBFHl0Zj8LkXqORSxQZkLwS+8cmaxjlii5kga9Ldheb+LZrJSVAwTX+eJrQ/VC4DGqTdheMYEO17Ag/deRS/89gL2jh0L5os1xzDqsdsNFkqw7MfVhyTgkrCtCHLB5RmrE5v8NWe0+7C6VtNp4BMkFVhV0M3+bxksqhc2Az9whstb0Zqt4kT9dx7rITv6s+0eSqzcL783GH81o88VOjQvZ+E6ZgbZbY4fo2YymRNb7kwE2RNuFy40gxBut+izQMROh7y0wJdJ/nrhsxIVZA1+nN6+O5juLzZxiNPKc/rvZiR5suFQPXrf558siiIolJt/lxd5UJA3RPrO1HPz4tmPPMHcJA1FuwgqcoCQBeoy4x0FqFgpl9JhYIjMiMNvN6dUqlM1pQFDoGvfLL2S5MVTLkZqX0NTVr4HvgeVtJAb1C50NYsjbuDdNRQAEVBlksvOY7s3EN3HoMngP/yhQsA9uiT5QiyKpcL88L3KQuWq0Dr6G43hid611WX8B1QG58bO52enxdzJosZhtWM8L38W0zeLfNSLqRSSlFnIWBuWp3Jcmiy8ouiL3q7C/0pcxQm7UO7u3+aLP3nKSx3hL6HeuChVfMPRHcodQgXjdQh7NLStGWyesuFSP9veySN/pwOL9TwwE2H8NUXlCXjKHyyALfHUxmyA6JnOzOjx5l1Y+dnW5QNXG2FuL7d7Xl92bmy08zsXg0TpBH6OoCopMnyPSw1gpm+SW2oXNg/k5Wm4hM1IFrPLuzzcPK8Xp+saRNzK61Ogk68T5osq6wzrYveUiOYeKmQoI3WoNKzfa9P231vyoVKn+Mq5Y/rWnr47uP6z3vSZDkyWVWPOUiF3dupz9wsa7I8rclym4ia9zB7La80a84gizNZzNBQNqqaJsufG7d3wAjfy5QL4/zswn7Cd1cma8pu5MDzVLmwu3+aLPt3TyML9QArByQLTJKBfllaYLqDLDrevCbLzhqP65wevvuY/nNjKAuH7FgdwBa+VztmIYTqEt1HU9lJYTRZsbMsStnAvPnzSjPEjR1XJmv0zREHjdm9GiYM6aqqjEOpBd7ceGQBajEKfdHXFdseyZBYY3Uymqy88N3KZFHn1rTdyEGayWpHvY724yBb4pmu94pYrB+cTBZtsgZnssarXxondM3kuwv341q649gizhxqAhhu5JQWvltZMJ2FGeKYa76HrSm14qiCrclyBaOuAdEAlQvnU5M1+TaqGWWYTNa33Htypm9QF83QL1Uu1I7v6f3o9ykXkmEeYI3VmTJNFg2Ibu+ThYPLoXna+JG33jlU6WgcUCZrkCaL7vea70FM2TVKQWFe+L4f5UIhBN5y93H84meeHqphQGuyMplEt/1AGUJfmPFIU6atq0Kgg6zEuSmgc8+vt6vNEFuduKf7shuPfvTSQYODrDGhg6wKN9wH3nDruA7nwHLz2gJuOVLsiq0zWWm50JXJygchzrE6U5YlCHxPm5HW9yFwCPbhwThubJ3OpDmkg6xymqxpy2IBZgPUN5M1xtLzj77tTnz7A6dLzSXNQ+VCl4XDMA/90MpkzYMma7cbOxMCoWN9BoxG8cZOF2uLxocwTma7UQDgIGts0E522jqG9pv/8AOv7Zs56Zld6NgtuwdEQ3+fev10fQ60WG13Is5kTSHk+j7IJ4uC/2lcJ/LCd99h4TDOzc1SI8S9Z1aH+t5RCt/pe3c6c6TJimLnZ6u7C3P/RlrJ69vZICtKJBrhbK83HGSNCYrc6/7BKF8cVAY9XIQQ8NPSWSyl5Shc7C/ke+jNZE1Z4ECL1HZ7fzRZWW+j2X1I7BeHWuUyWTWdyZq+99y2LgCMXtKbgmvJHWRR53L1Y64FHrba86DJUue220165hYClk+Wo1wIoMcraxxTAQ4aHGSNiTe96BievrKdGVzLDEfgCXTT2YVmPpr5d5eFQyyzZqTTpsmiBWxr3zJZnvXn6XqvDiJvuOMofvStd+JlN632fd2wBpgHgV7Hd/X1aSg9v+T0Cl5+7hBuP7qov6Y/iyE1WdvzkMmyhO+u8VW1gmwgvTZv4xDFcuqqDFXhCGBM3Hd2Ff/wz94/6cOYCQJPIM7NLhRCDdSOEum0cEjSDJYeqzNlOgk63kRiXywc7PfnoD4Yp4lmzcdffviOga+j9/0gDCWvihG+F/tkHdSA4/RqE//xL74287WikTBlCH0P19IAohbM7v1ja7ICr3fGa1DwHtIEhHyQNQ+ZrIN5BzCMBYnA7dmFgLmRe8uFvZmsacvO9BsbNA5c7yszfqa5XBjkyoX7aeEwDvYifK8Fc+KTRdnLbuLs6qTAu3esTqrJynlldZNkqq6RYZjdq4GZGVTGSpULXe3hLuG7lICUcmo1WfZCv1+zC82feVnYL3SJagqzH0G+XEiZrCkN2OkzGFb4Phc+WWWF77n3cKkRQAjgxvb8abJm92pgZgYalmyXCwErk+WwcADMvENg+jRZ/SwqxsG0Zh+mHd1dOIUPZrpG88L3aSgXutirGWn+58wi9Jl3Y9l3dmE+cPI84XR9nwdN1myfHTMTBOmw5CTJBkt0k7t8sgAgtjNZUxY42Me7/5ms6XqvpplpFr5TxrMnkzWl19JeSrfT7NxfBTtL6fIDKxqrA6gOw3y5kDNZDHMAUJmsBFGSwF7/dLkwZ5NBgViSTPFYHc8uF+7D7EJrwZymEs+0Qw/2afTJCnLCd5cma5qCx6JSV5Xvzf951hhkNNvPa2yl1TskOkpkj6fWrDG7VwMzM/ieQDedXWjvpOhGzutZaI2zM1nTVi60d8PDzGarCmuyJkM4xeXC/OxCV7lwmjLIe7JwcJiaziKZLuQ+mixXJmvFmclKpm4DXJXZvRqYmSH0PHR1B5Pl51TwgKKAytZkTVvg4GcyWeyTNasEU1wupGPuXy6cnvPSRsfDdBda3zONAXNZ/D4m0ID1HhaUC/PC9yiRU3WNDMNsnx0zE/ie6DE8BMwCXiR8T6wga9pS0vYucb8d32d9Z3mQ0DqgKSwX+p6AENaAaG1G2uuiPg3szSfLKpFOYadoWTKVBMdna97D3ut5tdWbyYpiOVXZzmGYvjubmTtCX/SUJIAS3YVSTq0mK9xnTZYeiSLcqX5mPNADeVqzH4G9AdKZLPPv05QVpUBpmMBwLjVZfTJZ+bE6QJrJ2ulqo2hAVRum6RoZhtm9GpiZQWWyskNoARM45edDGuG7RDylY3XshWc/uwtnPXV/0DDZ2Om6PonA89Du5oXv0xlwUDZxGEsB16DpWSSTYe9n4eAIVFdaNUgJbOxG+msRa7IYZvIEvodO3OvcXiaTNa1mpOE+lwtdnWHM+KGH0jRnsuje1MJ3x0ZoGjB2GnvzyZrWz7IMg+w5KAPvWkfMkGhVMkyomWmKrpFhmN2rgZkZAk+g3e3NSBU5vvuW8D2aWk3W/pYLTSZrut6naYcyWNOa/Qh8c286he9TdF5muPEwPlnTqUOrih1Au3SEC3Uf959dxYtPLvf8mx4SvaPE7zT6bNbXHB4QzRx4At+zhO/ZTBb9Z0M76iTB1GayJuX4Pusi1IMGPdCnUfgOuLPMWZ+s6bme+nk8lf1eIWY7M5P5bB3nGfge/tMPvs75vfkh0cYoejqv/bLM9tkxM0FoabK8TLrac6bmbZ+saEp9soJ998kaXo/CDM8slAtJk+VNuYVD6A+/0QitjKSYsrWmClmfrGqfrclkqSCrmwbn07YBrsr03AHM3GJbOAS5TJZLr2T7ZCVTm8naX42Hz+XCiUDlwml0fAfUQ7dfJmuarifKJu7FJ2tag+Wy7MXNf6VZA2CGRGt7nSm6RoZhtq8IZiYIfU9bOOR9WlwPJ+2TZWWypu1Gzjq+78NYHRa+TwRdLpyisppN4Hk9HnYUWE2bHUhtBOXCaf0cy5LRZFU813y5cFrtdarCQRZz4LEzWV5ul+wsF+Yc35Vp4nTdyBOzcJjxh8RBYxbKhal+WWeQPX0tTdc5jUKTNa0NDGWxM+xV36da4GGh5utyoclkzfZ7Nttnx8wEgS+sG9J83fc8ZwBCi3ycSMRSOo3xDjq2kHY/dnpcLpwMurtwSsuFLksVPVN0yq6lhbqf/r96P5gxMp3Oz7EsfsbZvvq5rrZq2sJhXjJZ3F3IHHjsm9AWsJ9caWhBvA0FVYmUU+sorI1Wg/0R0rIZ6WQge479sOkYB3ZQkRe+T1sm68Unl/ELf/6VeM2tRyp/L8kWplVbVxZ7LQ6HWCuWm6HpLoypu3D61ucqcJDFHHjsxdoOmP7Gt7xYZ7hsfCuTFcVyKndKFOzs18OXNVmT4cyhJv72t70Ub3vJ8UkfylDYD0h9DQnK6kzXtSSEwEN3Hh3qe2vzosnKeKBVP1c1WkcJ37tJry3PLDLbYTczE2Q6CjPCSw8Nhyhc+2RJNVZn2oxIAbOA7dfOONhD+zozPEIIvP9V57DcCCd9KEOR7/YFTElpnrKi86LJyq+/VVlthb0+WTN+ncz22TEzgX0TlulWMsJ3TK0mi4Kd/RC9A0Z8Ouu7Sma0ZO5Nkc1kzdO1RPqkWQ+yPE+AltNhsnarrVAL36N4Oju/qzLbVwQzE2QM8ErckLTu292F04YpF+5TkEUlnhnfVTKjxVkuJOH7HGVF6VyntUu0CrqxYYhzXWnWcGO7CznFc2WrMvtXBDP1ZITvFTJZiZxeTZaf7hhZk8UcZFyl/GkVvu8FrckKZv/+2cvnu9oK0YkT7HRjRKTJmvFgfH7uAmZqKdJkFWEL3+NETpUhok3oeazJYg409oOWkqB0j07j5mZY5kWTBdhZ7+qfL2kP13cincma9ez5bJ8dMxMUdRcWkffJmtbFPvDFPmqyOJPFVMclfCfdzjwEHMRcBVlULhxibVpqKEODjd0uuqzJYpiDgX0Tlhn0bDu+R1OqyQLUee/HSB3A9smazveKmQyBwycLUNfRPGVF9QzKOQiygj044y+no3XWd7tGkzXj1wn7ZDEHntAhru2HLhdKiTiWU9siHPrevi3axq17Ot8rZjK4Mln051kvA9nUfLUZmgexv2lsGD6Ttb4bgd6pad0El2V+7gJmarEf/GXua9pRJ2m5cFo1WYEnUA/3SZNFFg5z8JBgRkeRXtIXYuYfnjYkeJ8Hsb8xmx3C8V1rsrrcXcgwBwU7nVyqXGhnspLp1WS1aj6WhpijNgw8u5AZhqzwPZvJmvUykM08arKG+XyXtSYr0rMLZz0Y53Ihc+DJZrLKBFnq/9Ouyfo/3vcAjizW9uV3sfCdGYag4LrxPTEXAQdB51qbg8CSgqthZxcCSpN1eEGtbbN+nXCQxRx4inQfRXiZAdHJ1GZn7jmzsm+/izNZzDDQAzdvreJ73lxdS7U5zGQN4wlWDzyEvsDGboRuzLMLGeZA4HKV7ofxycJU+2TtJ7q7cA4eEszooOsmn9TwvfkIOAgSvA9jazBtGB+06ucqhMBSI2RNFsMcJPwCcW0RGeH7FGuy9hPOZDHDQEF5/r4MPG+uNFm+J3B6tYlzh1uTPpSxQ2vFsJ3Py42ANVkMc5AIC8S1RdjC9yiRaISzfROPgiJtDcP0w2SystfN629fw0tPL0/ikCaCEAJ/8JNvnvRh7At7nQ6x1AizPlkzbvVRKsgSQrwDwD8B4AP4F1LKv+t4zTcB+McAQgCXpZQPpV9/CsAGgBhAJKV8cATHzcwRVTNZ+bE6nJ0ZDGeymGHQ1h+56+Znv+PeSRwOsw/46Wc+bJC13ORMVgYhhA/gowDeCuA8gM8KIT4hpfwT6zWrAP4ZgHdIKZ8WQhzL/Zg3SSkvj+6wmXmiqhlpVvg+vd2F+4lIfY38Gd9VMqOlSPjOzC60HA9rNrtUD3FpfRNxKnyfdQPXMu/SKwE8KaX8mpSyA+CXALwn95o/B+CXpZRPA4CU8tJoD5OZZ+wHf6VyYcJBVhV+6OE78M6Xnpj0YTBTRFG5kJldAs+D74mhP/N5y2SVCbJOA3jG+vv59Gs2dwI4JIT4r0KIPxJCfJf1bxLAb6Rf/2DRLxFCfFAI8YgQ4pEXXnih7PEzc0BYtVyYm1046zX/UfFXHr4D951dnfRhMFNEkfCdmV18T+xJVkCarIg1WRrXuykdP+flAB4G0ATwaSHE/5BSfgXA66SUz6UlxN8UQjwmpfz9nh8o5c8B+DkAePDBB/M/n5lj8jPRBkH3bCIlErZwYJixwQ0T80fgiz3NVF1uhNjuxGh32SeLOA/grPX3MwCec7zm16WUW6n26vcB3AcAUsrn0v9fAvArUOVHhimN7d1U1ScrYuE7w4wN0mTNeDKCsfDE3kYm0ZDoa9sdALPfbFPm1vgsgDuEELcIIWoA3gvgE7nX/CqANwghAiFEC8CrAHxZCLEghFgCACHEAoC3Afji6A6fmQcywvcqPlksfGeYsULiZy4Xzg+BJ/ZkWkyjda5vdyDE7Ov5BpYLpZSREOJDAD4FZeHwcSnll4QQP5D++8eklF8WQvw6gEcBJFA2D18UQtwK4FeEugEDAP9WSvnr4zoZZjaxg6QyO2Zb+B5N8Vgdhjno+Cx8nzt8b2/lQspkXd3uDt2hOE2U8smSUn4SwCdzX/tY7u8fAfCR3Ne+hrRsyDDDElYtF1rC9zjhBwDDjAu2cJg/An9v5cLlhslkzUOVgR3fmQNPJpNVplzozcaAaIY56BSZkTKzy31nVtGqDR866EzWVmcu1mYOspgDj51SLruY+57QFg78AGCY8aCF75zJmhu+/6Hb9vT9K6km69pWZy4Gas/+GTJTj19R+E6viyWP1WGYcUJNKbyRYcpCmaytTjwXazMHWcyBh8xIq3SieB6QpI7vrMlih/tVhAAADV9JREFUmPFA0xj4HmPKslg3BbR5CM45yGIOPHQjVhHX+kIgTsCZLIYZI6G+Nyd8IMzUEPgeFmq++vMcdBfO/hkyUw95slTZLXueQCJJk8WXOcOMA9oAzcPDkhkdS2mH4V66FKcFvjOYA08wTCbLE+imU945k8Uw48FsgCZ8IMxUsdxUJUMuFzLMASAYQlzrC4FONB+zsRhmUvDsQmYYdCZrDq4bDrKYAw+VIqrcj54n0Ik5yGKYccIWDswwLDcokzX7IcjsnyEz9fiegBDVM1lcLmSY8ULTGHgjw1SBM1kMc8AIPFEtyPK4XMgw42aYzl+GIU0WC98Z5oAQeF6lkoTnAW0OshhmrITsk8UMAWeyGOaAEfii0g3JwneGGT8+D4hmhoCGRM/D2sxBFjMVBJ6otFtmCweGGT8hdxcyQ0CjdebBX232z5CZCQLfq67JSoMs7nximPEwjFEwwyw3OZPFMAeKwBOVShKeVS6cB3Elw0wCI3yf8IEwU4XJZM3+hcNBFjMVBP4w5UKZ/pkvc4YZByH5ZM3Bw5IZHeSTNQ8bYH76MFNB4HmVx+roTBY/ABhmLLCFAzMMy7q7cPZDkNk/Q2YmqCp894TQFg6syWKY8UAWDvOgrWFGxxJ3FzLMwcL3BPwKV6vKZMUAOJPFMOPC8wQ8weVCphrajHQOrptg0gfAMGUIfa+aJktYmqw5qPszzKSoWspnmGbopxvn2b9uOMhipgI/3TGXxfOgLRzmYbfEMJMi8OfjYcmMDiEEDrVC1MPZL6ZxkMVMBWHFbJTvCcRJmsniXTbDjI0HbjqEu08uTfowmCnjn77vZTiz2pr0YYwdDrKYqeCBc4cAWf71ttidd9kMMz7+9QdeNelDYKaQ1962NulD2Bc4yGKmgp96592VXm8HVvPgxcIwDMMcPGa/IMrMJX4mk8WXOcMwDLP/8NOHmUnsTkTWZDEMwzCTgIMsZibxWZPFMAzDTBgOspiZhDVZDMMwzKThIIuZSTLlQs5kMQzDMBOAgyxmJrGTV6zJYhiGYSYBB1nMTMKZLIZhGGbScJDFzCR29oo1WQzDMMwk4CCLmUl8tnBgGIZhJgwHWcxMwuVChmEYZtJwkMXMJJlyITu+MwzDMBOAnz7MTJIpF7Imi2EYhpkAHGQxM4knWJPFMAzDTBYOspiZxPfsP3OQxTAMw+w/HGQxM4ktfA84yGIYhmEmAAdZzExCJUIhsgEXwzAMw+wXHGQxMwmVCFmPxTAMw0wKDrKYmYSE76zHYhiGYSYFB1nMTELBFeuxGIZhmEnBQRYzk+hyIQdZDMMwzITgIIuZSbhcyDAMw0waDrKYmYR8snweqcMwDMNMCH4CMTMJZbJYk8UwDMNMCg6ymJmENVkMwzDMpOEgi5lJOMhiGIZhJk2pIEsI8Q4hxONCiCeFED9Z8JpvEkJ8XgjxJSHE71X5XoYZNVwuZBiGYSZNMOgFQggfwEcBvBXAeQCfFUJ8Qkr5J9ZrVgH8MwDvkFI+LYQ4VvZ7GWYccCaLYRiGmTRlMlmvBPCklPJrUsoOgF8C8J7ca/4cgF+WUj4NAFLKSxW+l2FGjs8WDgzDMMyEKRNknQbwjPX38+nXbO4EcEgI8V+FEH8khPiuCt8LABBCfFAI8YgQ4pEXXnih3NEzTAEeZ7IYhmGYCTOwXAjA9ZSSjp/zcgAPA2gC+LQQ4n+U/F71RSl/DsDPAcCDDz7ofA3DlIV8sliTxTAMw0yKMkHWeQBnrb+fAfCc4zWXpZRbALaEEL8P4L6S38swI4cd3xmGYZhJU6Zc+FkAdwghbhFC1AC8F8Ancq/5VQBvEEIEQogWgFcB+HLJ72WYkcPCd4ZhGGbSDMxkSSkjIcSHAHwKgA/g41LKLwkhfiD9949JKb8shPh1AI8CSAD8CynlFwHA9b1jOheG0bDwnWEYhpk0ZcqFkFJ+EsAnc1/7WO7vHwHwkTLfyzDjhoTvAc8uZBiGYSYEP4GYmYQzWQzDMMyk4SCLmUlYk8UwDMNMGg6ymJmEfbIYhmGYScNBFjOT+Dy7kGEYhpkwHGQxMwnp3TmTxTAMw0wKDrKYmYSF7wzDMMyk4SCLmUlY+M4wDMNMGg6ymJnE+GRxkMUwDMNMBg6ymJmEy4UMwzDMpOEgi5lJuFzIMAzDTBoOspiZxBM8VodhGIaZLPwEYmYSzmQxDMMwk4aDLGYm8dkni2EYhpkwHGQxM4nHwneGYRhmwnCQxcwkPls4MAzDMBOGgyxmJuFMFsMwDDNpOMhiZhItfBccZDEMwzCTgYMsZiahMqHvc5DFMAzDTAYOspiZhMfqMAzDMJOGgyxmJqEyocflQoZhGGZCcJDFzCSrrRAffOOteNNdxyZ9KAzDMMycEkz6ABhmHAgh8NfedfekD4NhGIaZYziTxTAMwzAMMwY4yGIYhmEYhhkDHGQxDMMwDMOMAQ6yGIZhGIZhxgAHWQzDMAzDMGOAgyyGYRiGYZgxwEEWwzAMwzDMGOAgi2EYhmEYZgxwkMUwDMMwDDMGOMhiGIZhGIYZAxxkMQzDMAzDjAEOshiGYRiGYcYAB1kMwzAMwzBjQEgpJ30MPQghXgDwjTH/mjUAl8f8Ow4q83zuwHyf/zyfOzDf58/nPr/M8/nv17mfk1IezX/xQAZZ+4EQ4hEp5YOTPo5JMM/nDsz3+c/zuQPzff587vN57sB8n/+kz53LhQzDMAzDMGOAgyyGYRiGYZgxMM9B1s9N+gAmyDyfOzDf5z/P5w7M9/nzuc8v83z+Ez33udVkMQzDMAzDjJN5zmQxDMMwDMOMjbkLsoQQ7xBCPC6EeFII8ZOTPp5xI4Q4K4T4XSHEl4UQXxJC/FD69Z8WQjwrhPh8+t+7Jn2s40AI8ZQQ4gvpOT6Sfu2wEOI3hRBPpP8/NOnjHAdCiBdZn+/nhRDrQogfntXPXgjxcSHEJSHEF62vFX7WQoifSteBx4UQb5/MUY+OgvP/iBDiMSHEo0KIXxFCrKZfv1kIsWNdAx+b2IGPgIJzL7zOZ+mzLzj3f2ed91NCiM+nX5+1z73o+XZg7vu5KhcKIXwAXwHwVgDnAXwWwPuklH8y0QMbI0KIkwBOSik/J4RYAvBHAP4UgD8DYFNK+fcneXzjRgjxFIAHpZSXra/9PQBXpZR/Nw20D0kpf2JSx7gfpNf+swBeBeB7MYOfvRDijQA2AfwrKeVL0685P2shxIsB/CKAVwI4BeC3ANwppYwndPh7puD83wbgd6SUkRDiZwEgPf+bAfxnet20U3DuPw3HdT5rn73r3HP//g8A3JBS/s0Z/NyLnm/fgwNy389bJuuVAJ6UUn5NStkB8EsA3jPhYxorUsoLUsrPpX/eAPBlAKcne1QT5z0AfiH98y9A3ZSzzsMAviqlHLfJ78SQUv4+gKu5Lxd91u8B8EtSyraU8usAnoRaH6YW1/lLKX9DShmlf/0fAM7s+4HtAwWffREz9dn3O3chhIDaUP/ivh7UPtHn+XZg7vt5C7JOA3jG+vt5zFHAke5iXgbgD9MvfSgtI3x8VktmACSA3xBC/JEQ4oPp145LKS8A6iYFcGxiR7d/vBfZhXYePnug+LOex7XgzwP4Nevvtwgh/qcQ4veEEG+Y1EGNGdd1Pk+f/RsAPC+lfML62kx+7rnn24G57+ctyBKOr81FvVQIsQjgPwL4YSnlOoD/C8BtAO4HcAHAP5jc0Y2V10kpHwDwTgA/mKbW5wohRA3AtwL49+mX5uWz78dcrQVCiA8DiAD8m/RLFwDcJKV8GYAfAfBvhRDLkzq+MVF0nc/TZ/8+ZDdXM/m5O55vhS91fG2sn/28BVnnAZy1/n4GwHMTOpZ9QwgRQl2A/0ZK+csAIKV8XkoZSykTAP8cU5wu74eU8rn0/5cA/ArUeT6f1vKppn9pcke4L7wTwOeklM8D8/PZpxR91nOzFgghvhvANwN4v0xFuGm55Er65z8C8FUAd07uKEdPn+t8Lj57IUQA4NsB/Dv62ix+7q7nGw7QfT9vQdZnAdwhhLgl3d2/F8AnJnxMYyWtyf/fAL4spfyH1tdPWi/7NgBfzH/vtCOEWEjFkBBCLAB4G9R5fgLAd6cv+24AvzqZI9w3MrvZefjsLYo+608AeK8Qoi6EuAXAHQA+M4HjGytCiHcA+AkA3yql3La+fjRthoAQ4lao8//aZI5yPPS5zufiswfwFgCPSSnP0xdm7XMver7hIN33Usq5+g/Au6A6DL8K4MOTPp59ON/XQ6VDHwXw+fS/dwH4fwB8If36J6A6NCZ+vCM+91sB/HH635fo8wZwBMBvA3gi/f/hSR/rGN+DFoArAFasr83kZw8VSF4A0IXasX5fv88awIfTdeBxAO+c9PGP6fyfhNKg0L3/sfS1fzq9J/4YwOcAfMukj38M5154nc/SZ+869/TrPw/gB3KvnbXPvej5dmDu+7mycGAYhmEYhtkv5q1cyDAMwzAMsy9wkMUwDMMwDDMGOMhiGIZhGIYZAxxkMQzDMAzDjAEOshiGYRiGYcYAB1kMwzAMwzBjgIMshmEYhmGYMcBBFsMwDMMwzBj4/wHyHWvDMn1mBAAAAABJRU5ErkJggg==\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.58 | Min:0.73 | Min: 3.10 | Min:3.51 |\n",
|
|
"| Avg: 0.74 | Avg:0.76 | Avg: 3.93 | Avg:3.86 |\n",
|
|
"| Max: 0.83 | Max:0.80 | Max: 4.81 | Max:4.11 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('Linear Regression With Vanilla Features')\n",
|
|
"run(qt_str,y,LinearRegression())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6221948e-2f64-4064-9745-04b3a7315b43",
|
|
"metadata": {},
|
|
"source": [
|
|
"The score is about the same as with vanilla features"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "fb179282-11cc-42c8-bf0c-ec5165aa698d",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Ridge"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 7,
|
|
"id": "7b0153c9-559e-4bb2-bfbb-88c856904560",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:30.822950Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:30.822472Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:31.679151Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:31.678407Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:30.822921Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Ridge With Engineered Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.56 | Min:0.71 | Min: 3.14 | Min:3.65 |\n",
|
|
"| Avg: 0.73 | Avg:0.74 | Avg: 4.03 | Avg:3.99 |\n",
|
|
"| Max: 0.82 | Max:0.78 | Max: 4.92 | Max:4.25 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('Ridge With Engineered Features')\n",
|
|
"run(qt_eng,y,Ridge())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "9247f6ce-9225-4379-922a-7d775eb794ef",
|
|
"metadata": {},
|
|
"source": [
|
|
"Ridge performs slightly worse than linear regression"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 8,
|
|
"id": "029bb1c5-322f-45e2-840e-26325183e175",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:31.680788Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:31.680205Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:32.521703Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:32.520950Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:31.680761Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Ridge With Vanilla Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.61 | Min:0.72 | Min: 2.94 | Min:3.49 |\n",
|
|
"| Avg: 0.74 | Avg:0.75 | Avg: 3.92 | Avg:3.87 |\n",
|
|
"| Max: 0.83 | Max:0.79 | Max: 4.90 | Max:4.15 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('Ridge With Vanilla Features')\n",
|
|
"run(qt_str,y,Ridge())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "bb3e1e40-9979-46fa-9f05-43758bd81da2",
|
|
"metadata": {},
|
|
"source": [
|
|
"There is a slight improvement when using vanilla features"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "b03ef52c-9f3b-4f04-8adb-eda544712a9f",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Lasso"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 9,
|
|
"id": "29f3bde6-1b2e-425b-833a-d512e0b95948",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:32.523398Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:32.522759Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:33.371746Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:33.371016Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:32.523371Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Lasso With Engineered Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.34 | Min:0.45 | Min: 4.26 | Min:5.11 |\n",
|
|
"| Avg: 0.51 | Avg:0.51 | Avg: 5.49 | Avg:5.43 |\n",
|
|
"| Max: 0.60 | Max:0.57 | Max: 6.58 | Max:5.64 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('Lasso With Engineered Features')\n",
|
|
"run(qt_eng,y,Lasso())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "02e7253e-e056-4731-ada6-968842ac487a",
|
|
"metadata": {},
|
|
"source": [
|
|
"Lasso peforms even worse"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 10,
|
|
"id": "81916ad8-5658-4f66-b92a-054a951ae24f",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:33.373433Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:33.372800Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:34.299100Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:34.298327Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:33.373405Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Lasso With Vanilla Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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D4PLwEGxbdKoAKNBcuth7kkIgDAG/DQTnV4YhrVfH8N6vn8D77zp1sXdj2yD1ZD3DIOtkpUrWecMLt9dgKgb3zfJkrba82HZTbAECl/10ahd3P1JE8Dv85/mRLDctpQKAZTu3tsnYuB3gpp6syxdBSPHXdx6PTb4i1JV6ss4f/jZrY7PZxUhXWm5suym2AIJkdVKStW3gtdnP8yRZqZLF4PoB2u6lTyg2C44IF6ZK1uWHR6ar+P3PPY67jkUhCSfNLrxg+OH2WrF6m7yCXm1ykpUqWVuHgNfMuYyUrCCk+L3bj2K+1rnYu3J+8Hi28PkqWWmUAABbyLfSTGeJVMm6jCEJlfLQRwNBCEovc6Xi3BFg7uFN36z0QG0DokophRdQEMLCFZuREbjKlSyheqbYAkglq3px92MTcXalhb/52gl87cnFi70r5wehZJ2HJysIKcSjt10WXxcLrh+m5WQUiHm4npKsyw+9FA7xGqWRh+Cyxe2/DHz0P7KD3UT4T1fI9fhXgbv+rO9bBKkqWKyr1GYQP6lkhRd2fN86voxXvv1r24KMni+emq9vzWLkMiRZYmwJL9XF2wUoWap/MVWywlTJUiCVrMugd2FKshKIamJ1K1ns9cucZHVqwPIx4My3NnWzT5vx/eGPAt94e9+3CN9UMcNI1mb4xFak8f3CJsujszU8MV/HMidtlxqemKvj5W//Gu4/U9n8jV+G4UIx3lyyXj7pydp4uFNdsKZKVoi2F2ybtmMXG2m48DKGJ0KDPZSs5OuXJcSgef8/bOpmn7YSDn4HcBp93yIG92LG3LR9qgjj+wWSrM3Oeny6sVhnisZy4/w8On1xGRrfBSm/ZCdXqWRtfFHg+SrJujTv982CGJO2S2LQxUakZKUk67JDr0zC+IrrIj0ElAIPfSQiQVsFr8l+PvrJTQ3LbLbRfE34DhB6fcMXgggVMpsXLlzZpHDhpd7CSUwSWxJWvwxLOIjn4pLtFHABSpaq+j6TlSxKqXxe0pAhgzgfTTe4dJ8NjpRkJeD1CBc62yFcuPQU8ImfBh7/7NZ+j9sCDryYFRh85OObtlm1+OeWJg+Iwd5t9tkXoWQJknXh11R4si40XOhd4itasd9boviKcOHlpGTx8eSSzZe4AOO7mypZABjBFkPipapgbzbUe6N5iZe2SElWAr36FHrbQckSq/f26tZ9R+AxFWj/i4CJa4H7/37TNi0Unq1IHuh4AX72H+/HqaVmpGA59TXf70lPFgsXXiihcfwATT44XmgxUucSDxeKNkVbshi5DJUs8Sxc+uHC8yBZ6rj6DDa+q+eh5V3ahGKzoJKsSz1kmJKsBKSSpazEXT+EoRH2+sVSsoQy06ls/XeYOeC5Pw7MfAdYfGJTNu1vYWjgkekqPvvwLO49taIoWWv7soR6UNykcGGlFWXAXGidLDG4XKpKVouvOt2tmDQvY09WcMlmF15IuPA8jO+BD/zl87de0X8aIXrjAmm4UMBR7o1L3fyekqwEvB7F8bwglBPyRUs1FivGrUxfFwOmlQOmbmK/V85syqbV7ClnkwnEySVGDh0/jAb7PuZ3oaoVbZ5deIED24qSCehdoCJxqVfAbnvdSvCm4TLMLrz0PVkXYHw/nwhBpwIsPAbMP7rh79uucILo2C9VBXuz4XgBLIPRk0u9f2FKshLoaXz3Q5SyLLR00bILpZK1lSSLD5hmHsiUN/X7zmvVOiBOLaski4ct3D7hwiBewqFzgYRAFCIFNk/JunRJ1tMQLryMlCxxvS/dcKGiZG1QjYvXyRrwfhE2ADFWXQZQfZypksXgBiFG8xaAVMm67NDLk+X620DJejpIlvgOK6eQrMqmbFpdqff0X4QBsHD0vLZ9aokNuO6ASpYnje+8hMMFDmyrTTVceKFKFu/xeIkOtm0ZLtxiJesCszi3C8R4c+mGCwXZoUC4sckwllCkLCoenanijicWen9IjFHeJdqGqAfUZ6V1PiZvtwXUZjdxj7YQi08C//Z/1iXkrh9iRJCsVMm6vBB5spRipAFF0eZK1sXyZD0t4UKhZOW2QMmKHqqeBOLJzzOvRXV6w9uOwoWBomT1I1lJJesCw4VcySrYxgWHCyNP1qVJIiIlaws9WaB9r++lBO+SN74rJWU26MuKl3CI7pe/vOM4fuszj/X+kLju/haXstkCLDccnFtt4cxyK7boVBW981pc3fVnwHteuhm7uPV48J/Z/jb7t5GKkSzn0q76npKsBLyeSlawaSbp88bTqmTlATMD6PamfZ9aP6rnOWzMA6BAe2VD26WUJsKFA3iy+DUubJInq8I9WeNF+8LDhZd6CQeX7f/WKFlKBts292VRSnHf6fXv5aiEw+VAsjbmy4oXI41+r3f8te8fQbIusF5gpeXitz7z6NM2nn/l8Xk8721fwov+8Kv47j/+Kn77M5GnLK5kncf+1GeB2symt0LbEiw9yX6uE/JXw4Xn48n65HfOxbyyFxMpyUog8mQFsddEaOmZoWRl2c9MefNIlrpq7XUOxaC5wcFzseHIgckd0JPlJ0o4XKhHbKXlomAbyJr6BdfJutQ9WZ0t9WQpK9pt7su65+QKfvivvoWHz/V/fmR24aUpXMa9URtWsnqXcGg6/tplXpx1SNbRfwX+6NC64cQvPjaPv7vrFB44W9nILp83Ti+z8/Rbr7sWO8sZzNWi/VOP9bwWV14bTN1duzbgtoEkWf2fC9cPMXyenqxzqy38wocfxMfvO3deu7jZSElWAtEkF6/4fvGVrKcxu9DMs5+bSbLC3qEBCXF8GzS0Cj8WADieP5CSJQY129Rg6doFq0arTRdDOROmTjat4vul6skSnpItM75nhtjv21zJEqvo+Vr/yV56si5Vj9kFhAvFsZs6iY0JTcdfu97cekrW/KNAa2ndcevoLLt/nq7MtSYnCj96y16MF+0uz6/AeXmyxJjpNvDtE8uotrZpeC3wgJUT7HdnfZKVs3TkLH3DnqwTi4xsLtS3h28vJVkJJMOFQUgRhBQlYXy/WF4Z0e6mXdk6WVg1vgObrGStEy4UA8UGlaxT3I+lEcB3lXBSH8+OUNVMTYNtahdMnFdbHkbyFgxd27zehZeokiXb6mwVycqPsd+3uZIl1NVKu/+EF5Vw2PJd2hqoi6Jgg+FC/qyUMmZsUdtw/LWfIzFGrUXoRKLOOhXoH59lSndtneuzWWg4ASxdg2VosA0t9nxccLiQXwO3VcWPvedu/NM9m1N2Z9OxciJKjugzrwQhhR9SWLqOgm1ESpbbAm7/H2wO7APh0V2ob0H/1PNASrISSLbVEf/PWDp0jVz8YqQ02DRZ+DMPzuA7Z5QK8qrxHdhUkuXF6mT1CxduTMk6udyEoRFMDWcRqiGCATxZhk6QNfVNIFkuhnMWDI1ccMX3p8uT9ZXH57dkxRvVydoK47sH5DjJ2uZKVotfv0qrP/GQxvdLwU/TCxeiZClFgdVnsOUGfcKF65RwEBNwH38YpRRH59j9U+s8PSSr5frI2zoAwDb0NTuKnJeCzaMAfrsGP6Tr3nMXDSJUCPSdV8R9YRkaChkDdUGypu8D7vlr4OTX+n6NIFmLKcnanpCerERRRUtnK5CLHi4ENo34/MHnHsf77jrV/R3WFoQL12uhIZS681Cy9o7kkDMNUJVk9csu5ITP1DVkepAsSil+//aj+JcHBst0XGm6GM6ZMHUtFhY9H8hw9RaGC5uOj5/6wBH84z2nN33b7a0OF0olawvD5psAcR7WU0oiT9YlTLLEomyjxnellIp6vzR4uLBnj9P1SjgMoGTN1TqyS0Ot/fSECxuOj5zFoiG2ocUWIReuZLFzErR4CHS71pVSu4cMSLKKthGFCwXBbi31/ZoTqZK1vZGskyUGAttgE/K6k0d9/ryqH68LT1GvNmmCcfwQLfWB9JqAZgI6M4T3I1lLDQenlwdX1IL1PFnnaXw/udTE/rE8bFMDVVfS/XoX+pEXJGvqXarRR46cxV9/7QQ+NqBxstLyMJy3YOibp2RtZS+3lhuAUmCmsvlp8FtbjNQDcqPs9+2uZA0YLhQTyqWbXdgCssPs9/M0vqtKlheEcP0QlK5BPNcr4SDGqz69FEWoEHj6lKym48tsZsvQ4m3blDnm/EgWOxcBD6E3tyvJWnoSKE0BRO8b7hcV8IWSJcOF4plvLvf9mlOpkrW9kWyr48oJeQAli1LgL28DvvUXm79jbovdnMCmkSzXD+IdztVVKRCRrB4TwB99/nH8zD/cN/B3eev1LjyPcCGlFKeXW9g/modtaAMrWcKcbugaMqYW25+TS01Zo+fc6vokxPEDNBwfIzkLpq5dcHah9GRtoZIl7u256uYbQ0UJh60zvpcAzbgElCwRLhzMk3XedbJqM31D4+cNrw288znA8a+s/z6RjLBBT5YgFwXbkPeLShB6qsLrZReKcGGffXmMm96LGQPVp8mT1XQCJVyo9TS+D+VMtM+nQTSPQIT83Gzb4p1LTwJjV7JneAAly9Y15skSxyOIWWttkuX4Ac6ttmAbGqpt7+IVD1eQkqwEksZ3VbpcV8nyHVbnae7hLdixFlCcZL9vYoHQ2MrJbUamd4CRrMDtuUJdaXrrTiAqRLiQkLWyCzceLpyvOWh7AfaP5WAZGqhYvRK9r29NECFTJ8goSpYXhPj5Dz8AQyP4wWfvwvRqe93JT5yD4bzFsgs3rUH01nn/BKmc3QKS1dlq47tuA3Zp2xvfxT01uPH9PEhW9RzwF7cAd/7Bxj+7HhrzzKg8+2D/9/nt81ey/KiUirhv1HT9nr6s9bILRbiwn5I1V8fUUBZTQ9mnzfjedH3kbREu1GPPhxiPylnzgozvlD8TW92G5s+//BR+9h/vZ/85cWffcy1BKbD0FCdZ/W0oMU+WbXYrWX3ChWdXWggp8Ny97J7cDmpWSrISEDc8k6ypHARFVkhfZixUmNWTm79jbhMo7mS/b5aSFYRxadlrJZSsUvz73CbwsZ8EKmfh+MGGQlpiVZq3jE1TskQRUqZk6SBikM+NDmR8NzVOnPkAf/vDs3jwbAVve/31uPnACNwgxPw6acCib+GY5eFnZ34dE/7MwPvfC09HnaytUrIopUoJh03e/zAAaAjoFrsvL5FwYXVd4zv3ZG00XEgp8NlfYvXg6nPntY99IZ6f9cYar4064R7OQSZbBW4QwNAIclbki2w6Sn3CXkR9PZI1gJJ1dLaGa3aWUMqYT2u4MC88WWbSk8V+H8pa56dgC5LFLRJbTbIemani7pPLjOT//euARz6+/odq0+zajXOS1ef5VcOnxYyBeifRGL65NskS5RtuPTgCICVZ2xLqCsPxQ6lcReHCPit0QRBELZAkarPAl3+bTRgbhdcCSptHskRpCnVQg9tKKFlD8e+bfZA9UI98DG032BAR8MMQhkZYeK6n8X3jJRxE7P3AGAsXSrNrfmygBtFGwpN1fLEJQoBXXTuJPcPsPJxd6b8/oh7STv8srm1+G9d6jwy8//32bSvDheIeXm6665Ohj/4n4L73D7RdNwghBJlNL3UiJk3dvDSULEGy1vNknW+48NFPsFZUIFtzLoSnsd9YE/hA4OLLp/kxbpBkeQHlySfRuKoShJ6hd0H+Aqe7f2XgRd7VNfal4wU4sdjAs3YWUcoaT5vxnYULVeN7t5JVGkTJ+srbgL97TfR/fg0AgPJzs9WeLC+gWGm6CGuc3CdaoZ1daXUr2SKzcOwq/vyufV+JsYMpWcyTRSlVwoVrkyyRWXjLfkaytoP5PSVZCagSteOH8v+WocE29f6TklowtLXS/fdHPg58/f+xgnkb3rEmUNwVbf8CIRS6uCerGRUiBbr7F4oV8+lvoeMH6HhrZAD1gB9QGDqBbaxRMkGSrMGVrJPLTVi6hl1DWViGBiIGVqFkrbFvXhgRZ3WAn15tY0cxA8vQsGdEkKz++yOaQw/r7LsL4drkbhBE4cKtV7IAYKG2ziB07EvAmbsH2m7H7TbzbhokybLWXQlvBwhFb91woTS+b2TjK6xe0K7nAvtesDXnwh1AyeLm80WPd4g4jxIOImTf8YOYEgqgdxKJagNIfp9aP2kNJeup+QZCClzdQ8laqHfwsj+9Uy7ezhsn7gT+4fWxxXTD8VHgniwr6ckKIk/WuiRr9iFg8fHo/+p4uQEl68n5+nkX63R9tphqVubZC82omXfbDfDyt9+Jj9+fSBpaFCRrgHChMucWMgZCysdDQfz7GN9PLjUxVrBwaKLAvjYlWdsPXoxkBXIQtAZSspSHs1fIcPmY/Ju/VopyL4Qhz+IZYuE84Tu4AIiHnGWa8f3oUrIEyeKDeIM/TGe+Dddlg9Ogk6kXUBgaIzX962QNrmSdW2ljajgLXSOwDQ1EVbJosOagL4uR6hqyVqRkTVdamBpmE8auoQwIAc6urkOyeDioRNh+F8Lzn/AopZtfJyvwgE++FVg+Ll9Sz39fXxbljZi9wSadFjftsmu8ySRRtNTRrUtCyWopSlY/leq8jO8P/jNbzb/2z5ja3CeT9rwhiFs/ksWf1VXKF2YbLkYaYodex0i4wm61hH2hN8lSjjU5Vqjj4hr7Iiq9X7OzhFLWjHmyjs7WcWyhgacWLjCR4NTXWcKAstBuJTxZQUilbUEsrEoZU5b+WBPNxXhSj3oO+OuDkKy3/P0RvP3fnlr/WB75BPDAP8deEmNUq8Lng0ZEsqptDx0v7F68LT3B5pPCBLtn+zy/rjLniozMhuPHPVlrzJ0nlpo4MJbHaN4CIamStS0RI1leQsky1jG+qzf8Sh+StXICb37P3XjbZ48OtlMiXdnMbVrtKpk6HtLomHplFwLR4NXgSpZTxS6XHd+gff+CMISRMJrHcB7hwqbry3ZHtqFDD4QnSxSs7D1Y+kEIQsDJWaSszVQ62DWUldubLGXWDReu8nBhHux9RXqeA7TXgcdJiqkTuH7Y3wzdWgG+/qfr9mhD5QyblJ/6N/mSqmTN9Wv74rWZD2rAayJCZENZa/OzC9Vw4SXgyRL3OKX9W7ecV52s6jmmOO+8gWdqbUW4cAAliz+zVTDV4HxKOPwmfRde+cT/Zl/ph2ionqxe8p7bZEQb6C7joCpZa4QLj87VkDV17BvJocQLXQqCu9Jkn7nQ5BWZ/cbHTccP4AU0Fi4EIrLiBkzRy9s6Wl7Qf/HdXGLnOeD3lLIA0jjJ6njhusew1HBRbQ9Aiu99D/CNt8dekmp7lYftmovyb4LgtZJZkktPsVAhIQNnF4pwIcAzJsViInDXXFic5CTL0DWM5q1UydqO8AIKQtjvjh9GxnceWhooXAj0Jlncq+UvncCR06uD15lSi4QqJCsIKX79kw/j2MLGV7IqmZSrR6+5BsniD0RjATAYCRHeo0EVCy8UStYa4cLz6F3Y8QJkjCgtWleVLGBNX5YbUJgau/Wz3HQbhhSz1TamOMkCgD3DuQGULA8F24Dps2tZouc54f3V84Fv/hnbhmxcvca59R3gQ28GvvxbwPSR/tsV5KQxL19SCdBctQ+B2mDGpyAWQzkT7kaU2kGghgsvISULACp9JjMx0W6oiG19Nso0tkvr9oE7LwziyeL3RVUoWRsuRkpxBT2NvMsm6Y4XrK9kOQ0gPx77fgl1X/soWVdNFqFpBKWsCUqBBlePlhvsMxcc6pYki+2P8L3mrWisAiJF2fNDWFxVp7TPwpXSiNCIsU2Zc4gy3sW8tgkEIUXD8QfzfXotoHI6phyJ6+LVOclSlCxx/WLFlMOQhTjHrmT/z5TZ/q/hTXZ6kSzHjz/zPXxZ9Y6HxbqD/WPsfhwvZlKStR3h+iEKVtQMOl4nS+9v6O0XLnSbLMMCQGfhGIKQDp6uK7abULKmV9v4p7vP4I4nFvt8uDdcP8SHrN/BrxgfivZjzXChIFnzwMQ1QHkvbgxYLalBlSw/EP6LHrXGwiAyrW9Ayep4IWyT3cKWoUELFU8WIFfjlNLYhO8HTFUDgIyhwwsoZmsdeAGV4UIA2D2cxbn1PFkt1hxaKCul81GywoAR8HOs7lg5y0hWT8WPUuDTPwec+Sb7/3otlsSKXiFZ6vnvGy6UA/lgiwGx3TKfvGJKxKm7opDf+UANFwolaxs3VW67Absv0N/8fl5tderzEcnKlBghugBC2/EC/JcP3ocfefc38YPvugu//7mjg3my+IKoiQx8GBtWsojbxARdhu2z+8zxwoTxvYexPXCiRVS/cOEaStbp5RYOjrNJWCxmRMhwiZOsC611J8OEfH8E8ZBKlsnIliwTFIQwDQ05/vqaTaLdZqTeddULI9CU+afRJ+wozvFAlgSvza6rMn7Ie1aQyWY3yYpt+5GPMXJ46HvY/8W8soYarWYXFjKqklWLohQ9fFmnltj9eFCSLBuL26BJdEqyEvCCUF5YNbuQ1clar4QDv+GLO7uVLJFxaBVAVk8B2IDvRipZcZK1zOXt86mt4gYhriJncRU5G5nfvVbc+G5k2KQmje/zQGEHsO8FeC4eA0AHLuPghxS6RpAx9G5ipg6WG1SybKlk6TApn8ykksUGon/49ml8z5/cEdsXUxdKFvt5nPswpoYy8n27R3KYrXX61nyqtFxGivjKv4zzIFl8sNFWmW+qlO2jZN31Z8BDHwKu+2H2//XOVx8lazhn9i/jsEElS9yHglzIZ2XxCeD93wcc/fRA2+mJZHYhaN+CsxcbbS/AZIndS/3qyZ1XnazGnKJkFVlI9wL6mR6dreFzj8yh6QSYq3bwyfunN6RkdWDBI+aGswuHOqyRsemJMFdSyUqcE3G9hZLVZXxX+rD2aKvjByHmax3s5mp1KcvGeZFhuNzYrHAhJ1k8fClIjaz4zscetT+upWvI8b+vOZ4rYbmolAW/7rkR6CrJ6hOiFiURBqrFJ+YePmcBUTiPtPj57lTlta9LkqVYUL7828DOG4Frf4i9ZidKAyW/UhQjNXR5zurCkzVygL2ph5J1cllkm7Pw9XjBTpWs7QgvCOWFFbF0gLHqdZUsMdDtuLZbyRJ+rAMvRrY9Cwve4Gn6YiK1CjGSJcoHnE/Kruv5KKOJEVJn0jKl3cVICYl7wBrzQGECwd7nY4zUcJDMDlzGwZfp2no3MVOJwgaULNcPkeFKlm1qsMEns4SS9fhcHaeWW1LNEh4IAMjw1ePxxQZuIUfxottfLmXpPcPZddvPOH7ItiFIFmlsvLAkP79a5TQIwv4k64F/BPZ/F/DS/8NPwjokq4+StW8039+TJVfLgxFf1ZMFKOVQFpjqidoF1BCLZRfyQXob+7Jari/9ff0yDEVBzoGVLEpZlm9BCRcCF3QuBNH+4x+5Aa+6bpLdH2J7fmdt3x9/VtvUhguzb7/AXhhzzgIA9NCBDRcdL4wRjC4ly0mQrOR9GVOyusOF83UHIQV2CpIllCxOOpabQsna3HChUKZyUskSJCuUP01dQ46HE9dcfMdIVmIBVNgB3YvChf3M78IjOFB/VFn7MepzKkvgOEoGPd83qWSJbd/9bqB6FnjF2wBu0eiKkCQgyKfF62QBQKPtsTF25CD/vh4ki5fg2TfK5rCJko3FhrO5toXzQEqyEvACKi+s44fxcOFaNZ7kh/kNueNa5ptQJ0BBsg6/FBoodpPFDShZfHAxk0oWGxTOp/hc0K5CIxRDaLAHw3cA0LgnC4i+L/DZg1ScRGfXrQCAW7THBw8XyjpZPYiqOG9E32C4MJAkyTY02IQPrIJk8XBXlSsJYlDzgxAGf+BVknWDdgJW7bRUHWUZhz6+LJf7KQTJGkZj44O0IFlBB5NYjcKFbo/t1OeBiWdFiuO6SpYTfY5DnP/9o7kBlawBSZaXVLL4/i/xe79PO4x1kcwuBLatLysMKTpeiJ1lpmT1K0jqBSEOkFmEwYBjgVPn3R92sP9nepyLT7yFlYoZECJkvLOc5WNcGE8aWYvA8fuiDQsezA2HCyfcM/L3Itro8BZVAl3eKKlkiXBhjxIORpb1X+1B+Gb5YmmXVLLi4cJqvYH/qn8KdL2FSz9Q2kWyhJm/YEeqOxAtQryAwjYikjWQkuUkQvmFHTD8aL8HIVmDhQv5NisRyZLRHbfCzjUgF3FRuNBnROjrfwpc+WrgwHdH20xmrSfQK7uw06ozxVaQrISS1fECfOahGRwcy8sxfbxgwwvohjqTbAVSkpWAG4Qo8BWO4ynGd0OT/p01lQrxcE5cy34qEiuWTwDFXQgnrgMA7CXzg4f5eoULKZVK1vmEC0Mu9Q6TBltpSbUsH3+j+L7WEgAKFCbQLh7AIi3hZu3xgSt7ewEPF/byZAlilRvZWLjQD6WJ1DKYkkXVSZhPFMITI1ZXomYXEJGsYwsNTJr8u/mAEdXKWpv4uUEIy4hIVo448N0NNl5WVnT7tTmUOMnvGgS9NjM5F3dEiuO6niw+wbeWpNHU8UPoGsHu4RwW6k6f+3md6toJiPMrJi+pZIkFRp9Kzesill3Y39NxXjhzN/Ctd23KptpeABsuXlX/OHQEfT1ZRX8JX7J+Gbe07hxs40KRFN0f5L2uJHmcuBM4e8/A+ztX68AyNAznTGR4yxeqbm+tkKFQsmDDgblh4/sON6qlVCQtGS78Kf12/IX5TllqRULc6/2UrOwQYNg992VakCxOfiMlixGD/fX78D/Mj2Bi6dsbOo4YnDoQetH+oIcny4iHC10/YOVkTBEuXIMg9QwXCiVrAobfBEBj39kLUbhwnbGbUkXJOiVfFnNi1q8Bo4fZiw22b4JQtt0AuP8D7Bl9+W/Ft5vsJJJALLuQj4Veq8L+WNjBiHRiLHn7l57EsYUG/vf3P0u+NlGyAQCLjYsbMkxJlgLRRqeohAsjJYsoMu8aN6fXYivtMX7jqSHD5WPA6CFMa0zmv8pcHEyuFdsFmHqRKbMaUG5TkqzzaqPA/QtlNNHsuNEAZmbj7xMkSxQiLUyi44c4El6F55BjGyjhoIQLkw+3IJG50fVLEiiIK1k6J1k2YPOUcj4QiewuoUJ6IZW+iKxUsprYZfEBix/rZCkDUyfrK1kKyQKAoLHS9T5K6dpeD5Vkkbm1je/KNRBZngMrWTSUAxPLytQwWc4gCCmW1hqEXCVcOIDkvqaStczr8ayhZLHOA+vcw8lipMBgSta972U+tvXwzXeyatqbgJYb4CXag/iuE2/HC6xjfVfSY/48dEKx1zsx2Mbrs+xngStZkmTxe4hS1j91Ax6tuWoHO8sZEELk8xR2BiFZXMmiFidZG1OydvjTCPgUVEITHW58f5HxGL5f/zZyiw/EPyCesTU9WRVWg0m3eitZQrHr8mSx6zPRYeO1NmBduJ5Q73GpZHGSZSVIlhcpWZaiZK1pI4kpWYlQfmECGg2QAZ8T+niyGr0yAHtBPb9KuJDNiRTFsApMXM33bYFvW/F71efYszp+VXy764QLVZJlGzosXYPXrLA/2kWmZCrn+b7Tq/jbr53AG2/eg5dcNSFfHy8wkrVuweUtRkqyFAQhy0J7nnsEOoLuiu+Jh6MLovffMDfnrXSTrEdWTTRoBs8tVtaviSIgBkyhZAFApypTjs+rjQI3ZWqEImiuKERujXChSNMt7EDHC3GaTmKKLKPjDibFeoGok8XDEbE/CpI1xrJnBsgao5RyksU9WVzJCnUbsIrsTXwgEpOcGLw8X8ku5J9frDuYMPh55mqBrhHsGsr2rfoeKVnRhB/0yHz526+fwCve/rXe11sZbPaReakEdQ22UsXYwfwNRnb9yVTN6ON1zhw/hG3qMpw1W+3AC0K89s+/gY/fp1RqFtum4UCmZkmyuCfL8bnXb6m/kvU3XzuB7/1/d/QPs/YKFw6iZB35O/ZvDXzz2BI6rg+cO8Luw/NpeZVA2w2wi7BjnbLafT1ZpbACAJj0p9d8Twwi7KtmFwIR4XSbfesI9cJctYMd3KQvngfq1KNMrrWKH0vjuw2HbtD4Timm/HOYtlj4p0jacHymZI1p7L7be+yD8c90KVk9SjhIJat7X2YqbZQyhgxBiZ+1joeW62N/yO79CyNZygJLeLISSpYllayoGKk1ULhQeX7EAkgJFwJAAYwY9Vt41wYNF6phUyVc6AUhsnBgwQPGOcni84MoHdHxAnZPivlKxTrPr8vrGBoaG6MLGQOBGCMzZbYY5+fC8QP88kcfxM5yFv/rNdfEtjNeFErWxc0wTEmWAi+guJacwk+e/hW8Wf9SzJNlcRUGiNcZisFtsXBbboTdDCKjsLXCVpejh/HYXB1n6A4cNhcRhHSwmiwqAVJIliie1zyfPndKJk7QUla+a4ULRSHS4g50vAAzdAQ28UDV1VUf+Lw2VYZXO45NqGq4EBhoReyHFCGFrJNlGRps4iHUM4BusMxIPhAJT5ZQ3Zg/LK5kAcAoH9zVhrusVlafcKEfwtY1wGmgbTEvGG13K1knFps4sdTEfK9VFZ8gnewOHFCUrC7FT1WyAEa611Oy1MmGD4QsK1OTE+tctY2vPbmIh6erOHJaydBSJ+oBwrgdNwAhkJ5G1w/Z6luoLGsoWY9MVzFfc/DwdL8+eYlipMD6RXnDkKlotZmexH2x7uBN77kbX/z2/dH9vQkZiy3Px07C7oEdVqevklUOKgCAyUEbi8vnUMkuBJRq2Pwcb+A4ZmttSbjFGAenDpR3s9/XU7JgoZMwvt/55CK++sTC2ovI5iLyaOF0hk3SQslqOgGGCHsOd01/ToahYse0FsmKKVnd4UK12DAAGNzzU2v7WG64uELjJMtf/17/1HemWTbi8nHgwQ9HfxDnXzPkQlaMz/mEJ0uGC3kiTnYQJUuEicWz6bUBEEmI87zzRH9PFrsf/eQ4nIR45ou7WAFc30UYUvghxZjGrkVQ2MkWtU0RLuTFSF2f3Td2H5LV675afAJ2aw6WroHwgpUF2wDateiz+THpybr35CpOLjXxG6+5BkUe/hWY4ONbqmRtI7hBiAlSAQD8uP4lOK4vHwBCiFSy1syo85pRuG3kYBQuFC1NRg/jsZkalq0pjDq8ZlYvc3PXjikESFWyLiC7UHMq0X+aywMoWXwFnZ/gJIs91EZjsMnBD0PuyWIDSewcyjRkblgfwAMkPh8zvsNFKKpBWwXAZSZ0kVYsw4UB7couBJRCokom3uFygFctfWDNGk9quLCVmwIA0GY3yRKDz9G5Hqs3PtjUh5/FlKzMGuHCRkLFMPPrnys1bMI/LzIiVSXrE/ez+3FBzTZUVbIBrknLDZA19fhiZImHCkcOrdnY9QxXCr91vI8xPlmMFFhfyaqe5dWxnZ7fLZ4be+470YtrdAnYCJiSxY5l3Gj1raxdDtm13xnMDFbrqj7HFExxDpKeLEHwBzwOSinmqw4my3Eli7iDkKw2AujwYcAJjRih/1+ffBj/6e/uxX943z14ar6Hqsbvi3M5pj6UhCfL9VFGHd8MngU99ID73x99pitc2EPJypT7KlkqyQKAUsZAreNhqd7BYcKeAWMdklVtefj5Dz+ATz84w5qnf/JnFO8jv4eH9sbChSbv2wp0ZxeyMURHzhrAk1XeAxAtHso3c3LhUUAblq6t48ny8afmX+JN+pf7q1nimZ+4BgAFqmelKHAoz85vQysBhXFFyVKyC501lCzdYMSs1331sZ/Ei0//uZxrAUayqKjZZxcZoeTRgntOrYAQ4IVXjHVtKm/pyJr6RS/jkJIsBV4QYhjsYl6hTWNs6W5ZjRfA+kqW2pZm+EAULlxRSNZsDW5pH4qdaWgIu9sP9Nxui62MYn6UCwsXakoIgLRXoweql5IVOCwmnykDZgYdL8QMZYTIGphkURkuBBJFTMV3y6yhAVQT/nlbhguZJyvQmEQMuwA4jVhvMuFB8MNQ1slSSVY+4JO2omS9yL8H/4V+GO3jd/XcD9X43s6zSYmq9Xo4BMl6fLbHhNOpAnYJjcIB7CdzKGXYvnWtaOtz7D7IcsXPyg1ufFeOy/GZkjWSt2DpGp6cr+PfjjICFuv1FeuRtv41aXsBcpauhEOCyPS+9/k8S5Vfj8ADPvzjwPT90vP2zeN9jPEyXGiyhYxmrK9kLT0Z/V491/VnMWEMrz6ovLg5JGsnJ1mjWruv8X2IVgAAGTiR36of6rxGlmhLYRUAkChcKMJVA3qyVpou3CDEThEu5ESAuM2BSJarsc+1qQGqEJuWG+CKiQIeOFvBa//iG90THb8vpvPMqFwEI1mtjotCWMcReiVmRm8D7n1fdO3FMWWHemciC+O7bvdUsmarbexS6uABkP0LG4tnZf/R9ZQsoUA5vqhPRmWhaUlyRw4pFd+jvoWAanwXnqwQlk6icOGaJRyWWO8/qxj3ZJlZfh8AJa2DUtaQC8teMKun8EP6N/Ai7eH+viyx+J3gYbjVU/KZOcBJVoUUgfxEl5LV8UJOeku9t71Wa53aDGyvCsuIxuWCbUATC6pMUslawTWTJbkwVUEIkWUcLiZSkqXAC0IME95kk2Zw7fRHokkUWF/JcpsRSRk5wPrG1WbYgEI0rFo7MVvtwBw/CD30MImVwWpluU2mWhDC5HCAhwvPn2TpbnSD6x0lXNhLyQLYypOHqTpegGmuZNnNAUkWr5Nl91SyFOM7sDElS1kdMpIllKwi4DZifhipZPm0y5MFUFieUg+MYzdhg0f13OM998P1Q2RICPhtdPJMyUKPcKG4Ro+vpWRlyqjn9iJDPIzRldj+SjR4MVhRb8YcIFwolCzdVsKFzJNFCMFkOYNPfmcarh/imp0lLNTXUrIGI1kZU496s/k8XKfbwK5nszeJlf7qaeDop9E5dgcqLQ8ZU8ORU6vRffHYp4G/fH7Uo01VsggZrLXOOiRLeCsnao8oL25CuFAhWUNac81wYRBSjBFlolGaeK+JhlLtHWD3gl2KVD1B8N3GQMqYMINPKuFCCx600GWKkWb2DRe6hC1qHFigSpi/7QZ4yVXj+LM3PhsdL8SZlQTpW34KDkys5A6CEg0l0oLjhyBuAxpCVGkBj0y9EajPRH033QYAwu57MxtPkgmFcjIEGFaXktV2A6y2POwsJ5UsE7WOh3Aher6NoP+9LoiG54fRWCXur9YyWwCUdyvZhYE0vQNquDDuybINDYSsEy7Mj7EFpPRk8S4dPNmnrHWQt42+c8IVS18CAAyhsQElC0DlNDtmAHsy7G/LYSGmZAmS5QYhqFAWe6FXD94wANqrMINWTMnKWrosWMuUrFF277Ub+M7ZVdxyYGTNQxgv2Gm4cDvB8ymGSAMUGj5EX45Dy19Dpj0nVY/kw9G9gVYULrz29WwweO8rWEr10D48tsAGheHdLNtinzZgGQe1SCgnWW5jBW0vgKkTNN0BDfQKDKeKOmX7aroVJVyYzC5k34elJ9gqCmzyryKPFrWRbfdYfYcB8JGfYK1UOLwgqpMFJEiWmyRZ60/o4hrItjo682T5MSWrHpvgRN0pT1GyhCcrCwda4LABsjEvJ6gdAVN/WnPKhK3A9UMUNDbg+NkxONRkymACL61+Ap+zfnVtJStTRjW3BwBQbrH6QV2rzPqcvAbsoPMDFCPl5KS8WwkXBnIQmywxZfLwRAEvvXoCSw03KukQ82QNRnyzCsli4cJjLHQuQjzCvFtjk1K9ws7Va67fBccP8Z0zFfb3Y19iRUzFZKKSLIAP0pX+O7T0JCN4QKQ0KHCDAAZ87Go9Dkxez1/ceB/QJNqOgx0Q2buM6Pd6Pr0gxChqmKV8klgZgGTVZ6PMQgG7GF0rabymA6lZc5Jk8cbopiabncMu9W9I77XR4STLRaRkUco6QWRMHSN59vcuNW/5OM5gEpbJSnKUSRO1jodcyMhihRZwunwze68oZus0mGJDCBuneLgwCCn+/Hbew3MNJWuG9+icSoYLs8yTpa88AYC1CDKTYcjkYfPSEl6olDiossKqaC2zcSw7JEvtMCUrUmak0utFFd9N7kHKmXrvOSEM2Lbz49IKwT7Mw4U8bFzWHRRso2924fXVOwAAQ6S5DsnixzZyiJHt1dPy2Hea7BwtBAWuZMXDhQCkQt8Tve6r9ioACitsy3MEADlL571hCVs884jHkydPouOF/UlWMVWythVcHi50rTI+rr0SBCFuWvoXecEz65ZwUMKFk9cD//Ff2Wvn7gEdPYx3fvkp5C0d+w6zAX0fmR+sYrp4kAApv7brbKU8NZRFENI48atOr9snzvSqmKGj8GDAclb7G98B9gDwFTRbaRHM0FHkO3PoQuU08NingPv/Xr4UiHChVAP7GN/Pw5OV4UqWT+KeLNUPIz7jB1RmrojPTxh8QBm9gg3QnCiVOlypE2EvBcIEWuCTErVLqCDfk2Rd4R7FNdoZLCzOd98/nGRVMnsBANnGGWRNvbcnq6CoGGYWWC8TKnBYaKW0S5KsjhfVFxMKxg89dwo7SjaCkMp2TbFJeoAJu+UGyMbChVzJGjscEWihZPHq7806O1dveN5u6BrBt0TIcJFNevJeUMOFADue9SrILz4J7HoOS4JYQ8m6ipyDRR3g4PcMfJzrgdbnoBM2GRVoA64f9ix14gYhRkkNj4QH4MIYTMmqz0fmZwE19KImF/QIfbZcH//ywLQsJzJbE4VIIyWrQATJKq5DslrogCtZ1AQ8Rx4XpWxbIomji2QtPYWTdCfzu9olDJEOVhouhnlbqlUU2LZzYxGBcRtReRYjK++NP/niE/jYXVyNXEPJEl0bxHEKlLJMycpWjmGVFjFPxmGuo2TJBslBqJAsRcnKjbL9CFn9wabbP1zoKpaUrGX0JlntVZblmx+XVgi2E3xuEOFCwpSsNY3vKyex330KHtVRJo3+kRSxgLMLwNAeFi7k+yzGyznHZgu/9ioQeDK7kCBkxH8tJcvuES7k964VtOT5ANhC2A4a7H7UNGnyf+L4KQDAzfvXJlkTRTvuM70ISEmWAi8IMUQa8OxhLJk78VThJtxQu0NecKFkrVkbSg0XAixE8pNfAEYO4e7wGtx9cgW/+bprUdqxD6FmYt8aBUnnax288u1fw6klPuCrjZt1EzDzcBtschIFM+UKIvCAd926bm0gy62iggLqWgm2V+1vfBfgK2hRgmGGjqLgzKMLYrI49Q2pCPkhhaFFGZqxUJjXYqtPUXphICWLfd42omtjw4MnSBYfiFQlq+PHV45ARLKuLPL3CWmc+5f0KktdztWjFGYBETYQK39qFbFKizG/m8BYwFZ6U3QOxxcSE7kgWeY4HGrCqp5E1upBsupzUaVvgF2rQdrq6Ba7dgnjOwBMDWdBCPCDz57CeDGRjeM2gOww+30A4tt2hZLFK1q7DitiOHpF5LcTBvQqU5acBhton7WrhOunyvjm8WV2zyzy8I24F5JKVnm33MaaWHoSGL8SKE31JllBiGdrnDwffAl/8cLDhXqd7RfVTORD3nWghy/L8xnJWqBDmCGTUTbyWnAaTGkrJpUsNVyohKoThLHScvHm99yN/+9DD+Dzj7L7e77aga4RjPGaQhlDl2UAYBfWVbLalLdQUupkiWSeGMlSQ6aBD6yexPFwJ3sOM2WUtRaWmy6GuF2jigIjMeXd0bVzG5JMsAVGG599aBZ/dcdxlKH4tXrUyZqtsH3rNr6bqLY9DDeP44y+Bx2ShRn0v9dlpXY1XFjh1etbK8wzKRenFTQcPxEu1GLbcQMKk7+Ws3S0exnfRRZ3fiyhZLXZnMPJZ1HroKiSLLcFvO/VwJd/hz1Xj30KAPBVclN3uLBdid//4tjMHDC8H6icjnyMqKFK81huh4pKvYiG46NgGyigAwLax5NV7k5c4STLTihZWUuHHTajTFo+lpw9dwYHxvKyVEMvvOiKcfzorXsvamudlGQpYMb3Bnx7CLahYc7chyFvMfJkDVKMNElSxg7jkR/6Cn78iefj1ddN4g3P2w1oOrzibuxZo7XOk/N1PDFfx9ef4g+W14w3bs6UZQXciGTx7XRqbCA+/tW+x2p57CFp6SXk/Gr8gVLRg2QJmXtRG0fZ7aFkCZJVOyczLEWdLJGmLFSl933jJGaXltmgKUKVAylZ0UAORNmFnhZXsuLhwm6SpWsElq7hIDdyYoJXDG7MMYJSm0EADaPuua4aSmIlmqOMCFC7iCry0DvdStYEZeRiP5nv9mVxWd0NgNN0Alb1FFOy1MzTwGMERVWyrEGyC122si/skL4Jx4vChT/5wgP4x5+6FbuGsrhm9pM4RKYjk7LbZKEAoOf3LDUc/OKHH1DMrkzJkiHc+lm2mh+7Iqq5JGqI8XCh366ilDFQzpp4waFRPHC2gubqbBQKlEpWD5JVm167rlVrhZ2vsSuj9ybgeCGeTY6hQsrAjuv4MV94uNBosBA6HbsKGZ9tr9Ijw9DzfIygjiWUcZbsXF/JSlZ7F7CL3cZ3IBbuna228SPv/hYena7B0pn/jb3ewY6iDV0qu5pUZtdXstpoUQu6Rlgx0iBe9DdjarJ7QaxWWOU0EPo4Hk5GJItwksWVrIZWghtQdu0qQslSFrFmBo1mHb/80QfxvH3DOFDg2xclHBIV36crbRASKbcCpayJhuNhonMKc9Y+dEgWVnihSpZCsjpVtJwgFi4khMAyNEXJCuRCPmetES6UJGuch4eVOllmFjDzCEFQJO24J+vOPwTOfBP4+p8Ad/wB8Oin8Ci5Ametw8gTB05Hea4//GPA7b+sHKiy8B7aF1OyMn4VVVLEUsOVFgbamEfD8TFetFEE/+xGPFmCZNEEyTJ1ZMNmFHrkqvji/Axu3j/ce/scL3/WDvzaq6+R5SAuBlKSpUAY3317GLahYVkbQYa2UdbYKkiYrNcsRup2kyzXD/GLH30QI3kLv/f66+XFptlRDKPeU64VD8ijM6LAoKJkAUCmDMpJ1l5OsuTKRUxO5+7tWxzQ9muokSLaRhn5sMoeViMbmarlG5WViFCyOEFaNSdQ8le6v4cb/QEAJ78OIArRZRQ1kFKKP/niEzg5u8QGzw2QLEcO5PE6WR54OMniSpYyuMvehWFkfAdYsbt9Ob56l0rWPB84Kc7lr4MJH1SELTjcBMkiGaZk6U6cZDmugwnu0TmoL+DxucRE7jAlyw1YkVe9cqK7/ZAoBptUstYLF/oOUwkLE2z16zRiStZ40cYLDo8BvoN9d/0qflT/SmR+dxuRB6zH99x1bAmf+M40HuA+KlHCQUwY+TrPrh29goeCSaRk8VAfderYyxu6vuDQGPyQ4slH7ou+ZK1wYXk363xQ70Hygcj0PnZVXA1R4AYhnq0dx6PkiigMtQlKlt1iJItMXiuTKXqZ34PmMjRCsUxLjGStnuxfiFfWSUsoWZlSdwkHIBYu/I1PPoLZagcf+Mlb8Nx9Q7j/DLsf52pt7FCIR8bUZa0lWOuHC1vUwnDOggsThKtHYkzLmrqsRRVT8uZZaO9YOMUm00wZRbSw0nSkktXUiozEDO1l145Sdm2EmmHmsLBcAQD81ZufiwmD77MoRppUsqptTBRtubgSKGUMjNEqCrSB5dxBOFoWZtg/vBTzZAkluZcnCwA6VaZkKeFCgC0KHaWkjCAVPRVsIE6yrHy0GBALe02Do2VRVMOFcw8D3/xz4NlvBp79Y8CdfwDMPoDP01ulQh3rTrF8PCK0YtsAG5eH9wHtVQRtdi/YXhVNvcxqhfGFmFedRxBSjBdslIgINfbLLqzFkzMkyXKQ0aPXc5aOXNgETShZWW+1b6hwuyAlWQpcn2KI1BFmhmEbOpY1dgFF7SyxQu/ZJFr0ebLiJOsD3zyFJ+cb+N0fvB7DeSv6Q26E9w3sRbLYa5Jkea14GFKRWgXJkrVVhAQbOMD0/Wsea8avoUHy6JhDKAa1nvsuv0ugKEhWCI0AVZMP9klvzMpxYPIG9vCd+gYAQWw0pYRDgFrbR8sN4HeaCSVr8BIOmUQJBxdKuNBtoNZyUcwY0JSsHZHpKPAXb3oOXn2QS86CZDXmZL+ulZ3fBQConI1nGArpPBsKklVCheZhOPFJqb08LT061+VWcHRWUbLCUFZG9vwQJ+kkyOpJZA0SH2xFEcqYkjVAuDBw2aQjMtIa8zHje7R9ppIMk3oULnQaSlmNbuIrFK+5WgfoVEHcesz4XmxwkjV2GNB0NrAL4zsP9eluHXuG2X33vH3DIARYOfVQ9CVquFAzo9IFJV5eoIdCBUAhWVcwklWf6/Ip2suP4xCZwXfoYTZRqfWHLgDZ9hwaNAsytA+GWwNBiErLQ9Px8fufOypDZyE/5zVtCGewk4Xb1joeoLsQqTwQJVzYWon8bwphXKg7uOXACJ5/aBTP2zeMR2dqaLk+ZnlLHYGMqaO4ASWrEZoYzplwYLLEEW56F9sCgHLWjJOs098CNbJ4lO5nhDxTRhFNLCuerLZeZL6x8m5G8NurjFiIcKGRgddp4vrdZUyUMhjRhXIyxBYVCSVrptLpyiwEmJJ1WGPnvFE6DEfLwg4T9/ry8RgZ8GPZhYqSFYbR+ZdKVgVN15fV5QVsVckKwgGULP7cCOO79GRFPmCHZJFHB8WMgZbjAp/+Oba4ecXbgNe9E7j29aC6jU86N0Pj90go/KOUsgWQGsJTlazh/QAAwu0TlruKtlFmGe4FFi50qux+HitagylZvD2chOInLOrR9ctaBgqkjVDYSewSAmJglNT6mt63C1KSpUCEC8PsMDKmhkUwtj8Bxvb7Kll+BwCNKVkLtQ7e8aUn8b1XT+Blz4qvPrXcKIZIveeqxWlV8bP6p3BmfpGt5txGV7hQd6owdSKrdkdKljIgnu5d2wm+AyvsoKEV4VpDKNF6TxUOAK9JxNUDRcnKmDoqFj+mpEqwfIw1Dt3/IuDU1wFKWW2qRHahaNhKXZ6VKb5/A8Z3W634Dg+uanwHRatZxXDOQlbpmejxArMCLzg0JuujYWgvO9f1edlKQjv8UgDA6tmjsX2Q0nnIBgpil1BBEaa7GhuUnWW2HQoNh5JKllsHQKWSdZxOgfgdXEtOxlVO2U5FVbLyjEz3awUjPVlckWoscOO7Hn8fV0km9CbmpZKlhgu7yZwkWdU28Im34NecP0PWYqUhLF1DqXmahQmFrys3qhjf2cRmBU25UMhaOoZzFnJVJWymKlm6skgRNZwS6qKEyCwc2ss8WaDxxcDycXz33T+NRZTxIeeFrK2uOnkl8S//jZWVGACFzizmySiQHQYBRRGsIOk/3X0Gf33nCXz7JDsHVDTVNYZwivIQYL8Mw/paJEsJF7ZX2DEDMcLYUULEN+0bQRBSPHi2irlqB5OliHxkTE0xvvf3ZFGvhWZoYThvMeM7AARu1wKozGtRSZz5Jvydz4UHgz2HdgkFNNFyAwyRBgKrBM0webiQZdyiejYWLgyNDEKvjeun2CQ+JPY5U2bh8R7ZhcnMQoB5sq4gbPzyRq6EmyRZtRngz5/HFCEONxYu5BXX/Q67djSIjO8A0Kmi6fiy0KiAbehwvBBBSGVfVwDImmsY35uLbBGQHU6UcIgyz1taHgXSRt4y8H3hncDM/cCr/oARLU0Hfvh9aP3sAzhHx2EVGTmhIrzs1LrbMbm8PqNhyVZx5grzMFpOBZ49zApi8zHCr7H7c6xgo8Sr9vf1ZPHzI6GEuoskUiKzpoYi2vAFySIEdX0IU2Y0dmxnDESyCCGvIoQ8QQg5Rgj51R5/fwkhpEoIeYD/+z/K304RQh7mrx/ZzJ3fbAROC1nigmZHYBs65nhqtSBZfZUsV2H9HL//ucfhBRT/R+kMLqAXRjGMRk+T47VP/AV+xfwInh8+gOOLjZ7hQtOrYSRvyRVS5MniN61uA6e/2ftAebuHllaEbw+jjDqo2+hNsgiJHghOskQ9pLrdg2R5HSY5jx4GDnwXSzlfPs7ChbqmnMMQszytWg/aCIzcBSlZukZgw2PeEECGf5xmDUM5ExklW4+Vk0jc+u0VpgjoJiMyjTlWy0m3sOOq29CgGTgLT8U+EpEstr8aV7K00Isdg7/KiEB1+FpMBrNYrDtMZgei68VJ1pfJrYCZw6udz62vZInz1S8jTihZIsTUmIPjRz0fJXghzHG9yZSswGcp8rkRrvD0IVm1DrByEjvDeVkSwzY0lhQxtCf6gGjs6jZlWDuPNnYrA+VI3sJw60R3EkTgRqFCQCFZ3WFAAKyu29gVbHIp8/plQiWqnAU+8DogDPBm99dxLhxl95NV6O3JCkPgOx8Ebv+VgRYARXceS9q4DBmVSRPLTRfv/+YpAEr5ElHA0RjBGfDr08+XVZ9jz7WYwAUyJUa2fYdNVD1Ilhoifs5e9vk7nlxgNb1UJcvQkZfGd65k+R30atxOXWZ8H81bcMBJhO/IxUFPJatTA+YehrvrVgBghu9MGTnahgaWeBRmhllTYKFkAew6O1F2YT0wYVEXN+wuy3PswWDPhB4PF1JKMVNpd2UWAqyEwxVkGlWaQ2Z4F1wtiwxVrnF9DgAFvv7/5LjZVcKBqzyY5UVtFZLltyrwAoqCHV/UiHCh8HdZgxjfc6PsfraK7HnwXa5ksXGgTbLIo41CxsBN5AmEuXHguh+OtqFpqOlswZMpM4VaZkILpSxZtkXMCTuuBcw88vNsCjecVYSZIdZc3i4AZg5BnVkaxgt2pIYm71V5Ajj5ipEsRcnSouuXswwUSRueEQkNVVLCpNm8qF6rQbEuySKE6ADeBeDVAJ4F4EcJId2sAfg6pfTZ/N9vJ/72Pfz1my58l7cQws+QHYFtapgPhwAAoyF7XUi6PZUsMRlwMnT/mVV88jvTeMt3H8T+sXzX27XcCLLEhddJTJDzj+L6cx8GwEo8PDpd6zbU58eQ91cxkrOkobLpJpSsgy8Bzt4dFXNUIYrkaUX4mREYJAStz/UOFwJsoNVMqUh0vBAZQ0NTkKyaMtGtngJAuZLFwmw49fWuOlmOF8i06hxxWLq2wQfBjXiyhCJDKWziRStqPkl7rRrKWUayZO/CIO7JAsCzgrjiUpiMlKzyHuwYyuEMJmGsxrO/BMmyA1bDRc/ksYpitD2OsMJrQk3ehryzABsunhBqlkqy/BCOUQSu/xE8v/XVeNixPg+AJOpkCeWvDymVShYjZ2F9Hl5A11SyhlFnVd+FB8sqcO9X9zVZkEpWB7S9giIaMrHBNjXYfjWqTg9EjV15qNDLjKKAdmw1Opq3MOGcBnbeyPefT+6BG1eyMiU2UK+VYbj4BCNZgKKG8Pd+4dcBp4Z/vfFdOEbZJF7vePHUeBVODQBlRPfI+3p/n4IhbwErxricYEa1Jj5x/7RUbgUJIXxia1vDmAlH2P3fL8OwMc8WAMmJRfSHay0zYiVIlqOSrEjJGspZODxRwGcfYsRa9WRpGsEQ96DCVNp49Wph5LXQhs2ULBGm952e4ULpSTt3D0BDtHbewr6ChwsBoIAWhtAAyQ7D0EnkyQIYMXabMly44mrIEgfXcSWrRBqoE15Dy4gb3ystDx0v7MosBJiSdZDM4hidwljRhqdnkaGdyBsnns9OBfjWX7DDFkqWF7Bnb5zVPcTsA+xnblQqOB73PCU9WZahwfVDqYoJZb1vuFBk8Un/YJ0thHiUo40scrSNgq3jSu0c3JEru+4VUT+rOMTGESI8vILgJPuVioWcbgJ7bkF54W5Y8KD7LSA7inrHZ+Ngflyq7WNFVcnqEy4E4veVQrIKJCL1GUtHES14RkG+ViUlDGOdYsTbBIMoWbcAOEYpPUEpdQF8CMAPbO1uXRwQkRWWHYFtaKiEGbSQxQivwK1p8ayQGBIlEL59gt0wb3nxwd7fxWtCxVqwUArc/ivo6HnUaA4H9QU8NlPp9mQVJ5GhHezORanBMptEhA2uejUbcOcUf4sA/862UQLlxIJWz8VDkioyZaaE8AdWFBrUrCxWyVBcTRD1pEYPMqJVmAROfV2pkxWFC2d4IcQsXLQor+Q9SBVzdGcXCvO9XFHzgSjo1DGUs5iRXBhNwzBWh4WdjJWoTpdUsk4Bw/tACMGyvQfFVryMgxvwkGXA0otN3UCF8nOoXFdSYytlf4JlsO0lC/L+UEmWJ7wZN/9n2NTBSzr/Fn1ZY54N3qqaI65XXyXLYUpWdhjQDARc0l9LySrRGlOoxARtF3i6/DrhwvYqymhKkmXpGjJ+LSKuQNQOgytKq/mDKJAO9pQj8rQ762IkXIkqxEslKxEuBNY0tDM19TTLLAR4uBC8l6EDHPsycP2PYCZzpfxIrePHU+NViIlIt4Cv/2l/c7zvoBRUUDEn5LFP2Q6OLTQwyj2ZQqEkrSX4VINrlBBQwkIyfZWs2e7MQiAKyazy+7PcW8lSfXjP2zuMc6tr1I7SO3A0ZqZWw14xUArit9GGhZGcxep8AYDfkdnH2V5K1ulvAURHc+J5APjCle9/ibQwRJog+RGYugY/oOyeNzKsRIIXkaz5toYsPBwYZc9AkTZRE89eQskS5DbZUkfs2zipYIEOYSRvwdMTaro47olrgW/9JdBYkCSLBg6rXSXIvFSyRthzahXgN9k40GV8N3U4fhgt1FTj+1rhQuGPFL40YYbnRKhJssihjYJl4DCZRrt8uGszNU6ysmXmydJFD1uxLaGIinOgLu73vRDF6pM4QNhYoRXYNpgvawJai20jpmStaXwfYj+TShZ/xlWSlddDZIkLR4/mp3k6grFAaR6+jTEIyZoCoBofzvHXkng+IeRBQsjnCCHXKq9TAF8khNxHCHnLBezrloNwJUvLs3Ch44dYIsMYCSKGbRta7wKiiWKebTeARoBi4uGS4BN6LN3/4Y8Bp+/C53a8Bae13bjaXsKxafEgKTc7VyX22XX58DZjniwCXPlK9v9eIUMue3f0oiR7WqOPklXaxdoEcTg8XJgxdcyTsd4ka+QQI037XwR66hvwQxaiM3UCjTCSNFNpI2fpyMBBI+QTqJkdSMmKPFn8FhY1eqSSpZAsoWQpxvfeShYnWULJWj3NUpcBtIr7MebHzdOuz8IGJidZhk5QoVzJUrK8jPoMZugo9FFGuH9wn4N3f+0EnpyvKySrFDWb3nkDTuWuw+vcz0Ur6mQ7FUBRsvqcL58rQJoG5CcQcpLVZXznSlY2bGKl3mDhY3Ee1yC+opJyvboKEvookA7yOp80TB05vx4nWbkxdp65j2rG3A8AmMpHi5Yrde6b2vWc+LElw4UAJ1k9PFkrJ/jkx0mUXWCDem2aeQS9JnDlqyRJBrincS0lS1yj2/4rI4n3/E33ewQ4gaxZEzJcuMNix/CTL2LPkFAq9PYSllGCbZkIKAVGD63jyZrvziwEoow7nqiB/BjLFE56spQ+nc/bF12XyVKCZJEOOpooftzDOwMAgQtCQ3SojZGEJ0uQSLEAGsopJOvMt4CdN8DlZEZkFwJACS0Mkwa0HCNZbhCyMaS8O6qbxhdPs02CHHGh8dIThbCBCvgkbNjs+nMVf0aSrN5K1jCpY4WWMJq34ev8uMV4LpSWV/4uG2O+/v8kMdJEZfjSFFvwqOFCfu4CPtbmk54snYULxbZMxfjedP3uuk7NxcgfKZQsXmVdzDlNZJEN2xgOl1AibdSLh7qOt95h1yFXGIYPDYYkWUvRm3qY6gEA+18IAHiFxkKGVpGRviWeYWi02TaEkuVrGaYq9oJYGCRJFledc4hIsvAIdrRIyTqDCQwHSwPNFRcbg5CsXkHPZGWv+wHso5TeCODPAXxK+dsLKaXPBQs3/iwh5Lt7fgkhbyGEHCGEHFlcvDgMVRAeRrI0OF6ARYygHCNZ+jpKFl9VOAFylrF2zDjbg2Td+7fAxLPw1dyrMKfvxF7M4/QcPxcxJYsNtLuNGixDY13XxepHNOUs7WLtTHqSLPadHbMMPc/2g9CwtycLAF77TuANUZik44XImBoyho5ZOhonWSvHmXQsUph3PRukMY8SWqy6MyE8dBdgttLBdbvKyBEXVZ8PQmuEppLo8NoyYpAVqy9JssRA5DYwlDOZ8d1n7YdEYdT4OUkoWV6TvTbMSJY2eggGQrQXoklQSP2WSrLEQK8oWXZrBjN0DOY4G/R+4mqKgm3gFz/yAHxeikOEC8Vge9/ED2MvZoGTd7C/1+e6J1ihZPVT/oSSxY+L8ow2dcJl25+VvxaCOmpVvl9rkCzXD7HSdGEZGkJF5i/x7LCMDmTDJMkaZcbg+ccAAMf5Ws1WKmwfoLx+1sT1/NgikuXCwK9+/CGpJKxVZFSGbXYoaz2hej35BUZADnxXLOxf73iy32UX+ESJwy8DrnglK/Rb6UHuABmSbNiT8tgnzDbylo4fu20fX2CwZ9VoL2GZlpE1dfgh5QUfz6zdc7A+11vJEmoBT9RAbiRGGCllHSEyqpKl1BfakSBZRa0XyarEv5PfD21YGMmzEg4AAL/T5ZcsZU04fohOuwWcOwLsfUGcXNiqktUAyY3AEuFCgE28gmRZeXhBiOkmYMOR5yoX1lEJhZLFJ3auZt19coXVwhuPJmmBgq1hGA0so4ixggXPEAsXTrIECZh6HvCs1wGPflJ6siTJMnPMeyjeK8aRTBlUkKykJ8tkEZFuT5aBkPZo3aaGC4VfUZR14eN2g2aRpS2MtVnIeSXfHUWpi3Bh1kQNhahfa1OZcwWxVMOFALDruQg0C6/UGcnKlRnpE0qW3eEkq2ChhFZMeerCWsZ3Pt7mVSWLl8hpa9H2TvqccAr1dhtjEJJ1DoDiXsVuALGcfUppjVLa4L/fDsAkhIzx/8/wnwsAPgkWfuwCpfRvKKU3UUpvGh8f3/CBbAYMR5CsMfkQzGMYZT9i+RlTk3J4DLKYJ1eyPF+GTnqCP4imWEkALJNl8gY0PIolcxeGvPlIzlVIlptl52dSY3/L2XpcyRI38L4XsEJ0yUGbEwDXKEHLK+d6LZKVH415gTpSydIwLUiW+I7l40zFEuDG1V1kGTonNhlOeKYrbUwNZ5EnLlY9QbJ6h6aScLxQmugByD5m7TDuycrRjvRktd1ADpBml5K1GleyBLipNb/ragDAwslH5Z/ERGF4PFyoaVgVSpbiycq25zBLR5AfGgfsMgrNM/jdH7wOj0zX8I1HOGnLDMXq5ZwYfxmWaDmq3N9PyeoXLvTdqH9fYQcIX/12hwvnWPsdsDIO1SoniaJ+WcL4LlrvXLOzJNPugYhkDeltaKDd4UKAhbDz4zjd5gO44gOZ8s+gQ02sZHYzH6ASLqz7Gj5071k8Nc+/r7ybEeGkKf/s3cynNHZV9JokWZ8HDn0PYGYlSQb45GPl454UATERZIeAV/wOU0k++MPxwp8CXMlqZSdlSOR791n4/R++AeWsyYvMsvHD7CxjiZaQMTWEIWX+I78Tn/AEVk6wemoiNKVCqAIrvGRGdiQW+vQCCkrjxPrgWB5DORNjBStW+BEAimijTfi1WUvJ4uNd5MkSJMuJ1ckCIKu+t08dYcRn3/PjXiT+HWU0UEITyA7DEOFCIF5M1iriqfkGmkH0fQCQCxpYpTlWXkEsKnwHlFJ8/pE5fNcVY11lFABAd6owSIhVWsRw3kKYVLI6VZb4YRUYqe/UJDGKkSxh0NetKJyXGQLh561nCQcv7FKyxDmLhQy9DiM+4vkRC0hRnJYToQYyyIQtlBuMZC1m+pCsjIE6KcLyROmPaKEkn4FkwpWZwWL5BlynnQIA5IbZ3LHUcIDiTtheBRY8lLMmylobbb3Y9f3RCUgoWb7LjpF78LI0IlmiDmGLRPvylM/nLV7sejtjEJJ1L4ArCCEHCCEWgDcCiOUyE0ImCZdsCCG38O0uE0LyhJAifz0P4BUAHtnMA9hMGFxVMgqjUrGaC4dR8pYlibDX8mTJcKGoWxUg349k8Qnd8irs/5RKY2vT8bFiT4GA4kqeXqwSoBWNydHjvH5X3lLaKDi1aGCceBYjVMlVaKeCEASeWYBVGo1eXytcmEBbCReeDUbZYC4eFlG+QYDXM9pJliWxyRgaWk6A+Rqr0ZOBgyVHJVmDGd8zqhrDB9t2QsnKk3bkyfJC+GF8UAPAwgpOVVGyFDLDw4Xj+5kqUpt5Qv5Jkiy/IZWsalLJclvIeBXW59E2Wdh15SReff1OvOaGnXjwqTN8f0twlB5mlp3FX/mvBU7cARz/Cu9bmFSyBjC+B04k2RcmoAslq8v4Pisn8BGiKFl2oWdleVFL64apsiwgCbCwDcDM3gC6lSyAFUksTeFMk++DQmzG26dwgu7CSjuIq5qBy7LHAJxe5tsWhvZkbamz9wB7bo4X1i1NsUbDlTMylO4qz3Gjw8OFvQireH4yZWZyfuM/scH9n9/Yfa9yZc3J7gTMDGBkcWXJx+tu3MVOh1Js0uwsYxklZEydhQvVcgVJiA4OoseiimS4MDcaU7KSLagAVnX8u68Yx5U7iqwK/z/9e5aRCeaHaZKkkrUGyZLZhRHp6WV8BwBfqOp7n89qTAGyThYA7CZLkpibOolIsDC/A4BdwMPTFXTE9/F7PxPwDhZeoChZLh6ZrmG60sYrr0ssUAR4mKxjDcPUNQRJn2OnFvXMs0uA34bvMVO9EYgEgWx07XKjkdk8U4bGVaHuYqQ63CAyvh869c/A/f8gFa+WupAXBXylksX3UShZ/P8NmoEBH4XVx7BMi1hFtx9KhAuLGRNNrYiML5QsNVyoKlnxOWF26Lny99EJpqrO1TpAif0+QVaRtwwMaS20tT7ziZlhiz9xX3F7RVBi5zELlWSxayHuySCkeMrj52LlMiBZlFIfwH8D8AUARwF8hFL6KCHkrYSQt/K3vQHAI4SQBwG8E8AbKQsq7wDwDf76PQA+Syn9/FYcyGbAdCto0AwsKyNTbOfCIRjUlZPmq8M78e/m/rj7wz3ChVmre+UkwScf262w/7dXme+kMImmE6CWZTfbNRqfhBUla8nLoENN6RUr2AZaagkHkW0kWpkkV9ztVbRIDoZhwi6MMNMtsLaSlQBTsjTYpo4zAScm1XNssmzMM2+JAF/hTZGlqCmzpePsagt+SLGrZMCAjyVHi/ZhQON7TI3hnqwW5ec8OwJKdEySlciT5QfwuI/KUEmWIETZHiSLK1l7pqawSgsIl47JPwlPj+41AKsAU9fgwIKnZaJtcgKwpE+w1iUjB+Tq67l7h5GnDVAzD+gGq98lDbAaPhi8DGFpN/DZX2btaZJKlrhe/QqSqkpWeQ+M9iJsuPFz57bYfcPDa8Ooo1mvAAD++tvz7NokrokwvV+/uyxboQBAgffqG+5FssRK3KkhKE7hTNOQ/xcoNU7gKTqFlYYbVzUDFx6/tqeW+WuiNINKSjpVYOEosOfW+HkoTzEFCgCueAX7Wj+UBKDW8foY34Vvboj9PPBdwA/9DSNzd/5R/L21aayiCCPDn9fsUCx0rJYSsZ1lLNMSsqYOSgEqjqdXKPLEV9lErj5bAuJ5lyQrrmSJ8F3Sh/dHb7gB7/2Jm4Gv/TFT+J76IgAgjxZa6KFkhQHwoTcDT31JXpcObAzlTLjSk+V0fV85a0JHgMyJf2M+ufxYpCgrnqw9hJOGLPNkReHC3dFOW3k8PF0FNfj++R0g8GD5DVRQYL5LRcn6/KOz0DWCl1/Tw8sGSALjZ9gCIBDbFfeBGhlQLAgAKz3D9klRsnLKojVThu6ye6fLk2XEPVn7jv8jcM/fyDkjVsZB+FzFdwilTIYL2T7XKfuZmbsfx+gU6j2aRNc7PjQC5C0dTb2ILG/7hOZiVA9RLHqSniwA50rPkb/nShMYypnM81Zii4j9ZhWaRlAmbbQUD1VP5EYiBY3/9AXJUspoZAJ2vutg+9J0faygCFfPXzZKFiilt1NKr6SUHqKU/i5/7d2U0nfz3/+CUnotpfRGSultlNJv8tdP8Ndu5H//3a07lAuH5VZQQQGmTmAbOryAYjoYYn/knpVXul/CbY0vd4fgJMmKwoW5fkqWmYFDMsiKlYSQfgsTaLo+6jm2entehkdmVSWr5WGBDqHoM/KUs/V4CQcxKAhlRpWCAaBdQY0UYRkaChkLFfCHQfV99QEjOCxcOEv5oFI9G2VGqRNBYQJUM7CTLEMXTZkNHScW2SS8h3/1ksPDKBswvsfUGK5ktQKhiGXQKh3EteSUrJPVcQN4oRKmkOeDk1BxvoRiZBUlSciYOmb1nTBrkQdAGmDdBmCXJInsGOWI2HICUDV5uHXkIFNTAh8FW0cJLQR8knT9ELbSuNqBhcYL/mdkhlZCtkFI8dUTwqC6XnYhX9lzVW4XWY6fO1GDS5As0kCrwYjPe+9ZwrkGukiWKN9ww+4yhhUlKxewz8kQYi8lC8ACGUFDTORiUPddZJrncJJOYqnpxu+FwJMZbJGSJWooKUrWuSMAKLAn4UoQSsPOG+WE4PqhzPird3ymWPid7rInashI4NrXM8U2OchXpzEbjkTPfnY48nRB1EEKALcJI2hjmZZlGC8oditZp5aa+PiR08DJr7GyLL08nkLJaswxv5mZjZEsqWQlfHgZU0e2eRa49z3shUWm0uZoO7o2ohhxp8qSBh7/V+CudyjhQgvFjIlAqEe+g44X4O3Wu0E+/GPAygkMWwHebb4DxYUjwC0s98kLFEWZh472SpKl1MkComsHAFYBD0/XMD48xP7vtYH6HAgo5ugISyrgiwrqO/jcI3O47eBIvNuGCj42Zri/KDSSSpYynvLrT/jfIiUrF6ltuRF86bF5vPrPvg7fLsH02L2d9GRZPFwoyKbdngdWTiLHiWmsjMM5Xl5y6rl48GwFXz7JnwlhfOdzTi1k3jp99TieDHdHFhIFooEzIQRtvYR8KMKFS9IPFZGsbiXrXP46eFQHtQqAYWFXOYuZSgcosmdqr8nmsyKaaJJ15pPRw1FnBn4dvOwEHGoioxSEZSVymOcMABcUCBq5PXEl6+6/Bj76H/t/50XAQCTrmQLbrWKVFlhhS77Sn6dD7I/1WSAMccg/Bps63SteoSYo4cK+JAtAUy/JSSlq/sqULJobA6wCrianY9sFmNFwAcPIu8y7UVC7rg9EslZRRx6WoSFn6ahQPnkoD5QfhPjokbOyhYQKEarLGDpO0ElQMwd85v8D7v979gY1XKjpCAo7sYssw1Sa0C43meS+K8cGmTYymK60Bja+s+KK3UpWU3iyAKyUrsZ12inF+B5Kn0fM+C4IkSAE2WE2UA/vi01qLXMEOTdSJSKSVQfsomyy2zZKkXrBCUDN5irU8AGmSlXPomCbKJEWAlHTKwhhGuIcsXunevj1LH0ciHnFvvDoHH7+k7w4at/sQidSsvhEsJssxlUNUUmcf8+k0YTbYoNlCzbqodX1HULJOjhWwLgePQuZgA3QQ6JOjrgHgUhZBXC0VYIrwgliUOf36QIdxkrD6QoXOpSdk1OCZBV3ASBx8/vZexghmnpe/DyIMg5Xvlq+JO7jvKWz50eQqGRB0naFEYFksoTov6YgrM1gliokKzMUI1lZoWTx8MwSSvI+DuwSI/bK8bz/m6fwD5/4FHuuD/UIFQKMRIsac+J8x8KFvZUsAMBXfpdV9R67UpKsLG2hTvn2RDHiThV45OPstVPfkAuqNrWZLULcY34HHS/Ay7QjjJC96zZc9enX4aXa/fjO9b8B3PLTsX2ydA3QDbh6DvvIvDwGQydxTxaHb+RwdLaGyTH+rHKSBQBzdJiRE76oOLO4ihOLTbzquh7JAgL8OvziDzwfABBKdVjJLhRKISezGidOhlCyzGxMyTpyehVHZ2uYdWyYfgME4Rq9C5knK4cODK8BuHWUaQVA5J0CAEzfB4xegY5Rwn/54H34nS/wOSHhyaqFtvzISbI7mhMU1Doeihk2RjpGGflQKFlLeEKE4NYyvoONBw/Rg/I+2zWU5UoWO8e7dbb/BbSk8rQmxq9m9xyl8tl3rCE0YcNWlCzLZ/dxNYyULADoFPfGFzkPfQR47F+2XcbhM5Jk/dtj8/jGU0tdr9teBVUUQQiRA9Ic+KBVnwNWTkgTnpRqBRJ1slrO+iSrbZSRFyRLtE0pTKLp+ChkDGD4AEY9NoC0ET1Ay00XC3QIVpuRrLylhgsVT5ZQDpIkq1NBFQVYuoa8bUQFNBUid8+pFfzKxx7Cl47Od+03K0aqwzY11FDAyhv/lU0mR97L3jASN1z6hV3YRZZliE71Uk3m2GDbphbOrrYHNr53vCAqRApIJasZRIPZfO4qTJJVDNEqMqbGje/s+8YbR4HP/DwLgSSVLELYoCEqOXM0jSEUw4r8v+OHIAhBXObJEu1kGMni26xNIwRBJyOULF4KY/Uk8raOEprwDHb+1R5m0gAbAHjV77NkAlH0EMA9J1eie2KQiu9AjGTF/Gwis3B4H2AVsMtqwmmxwbeFDOqB2UPJ6mAkz0zTu+wO6jSLkBJkuJG2JNoUqUqWmZFE5ttLGVyxj09+gmRxw/cKioyEJ8KFTshJ1hJ/zbCY6hgjWXczsijUHYFdz2FNcp/74/Ilx2fJE4WMERUjBbrLOHSqUbasCrvUbZRvV1BBPrIKZIdinkiRgCGOdYmW5bUIKWFZakq4cLrSxgsJt7EeeHH3Pqj7AkQhbysfKVkyfJcYj2YfAh7+KHDbW1mSzBKb8DJhG/VQmVwzZba/j32ah2Ep8J1/AAAEegaGriGUJMuF12mx3nW3vAV41utgVk/h573/iu/seIPcZJRVxxYVvlHAbsIN/9nhqIQDwAkye18LObh+iGKBX1+/A9SZ2r9Ah9H2fEn4vvXkLAgBXploaRYDDxcOjzMlhlp9lCxBsvh5lY2kzXzMk7XES5scqxkgoBjW2l0El9XJYuPRDhIt3K6ylmAZGj7/CF/4UAqcuxfYfRPe+42TmKl2sOpqjBg3ROY5G7erQZQlOmPu60my6h0fxQy7Nx2zxDL3Ag9oLuGRFr931HBhwqfrBiH+NPxRkJf9FgBWe2ym0gYyQ3CIjV0aG/cKtIk6XYdkTVzNCF1tWs5RHXMYLWRgKUqW7rHzXaHsuoq5zi3uY9mFYcDG/7mHmCVAqGMAy2Q+cUfvotxPE56RJOvt//Yk/u6u7lhuxq+ixnz6ckBaVJWsmfujNzcTJM1tsodbE8bF7n5VSThmGUUqlCz2UAX5cbQ9Vv5BrU11uh5dqpWmg0UMQ2syApSz+Uo8DOPG97VIVntVkizbUDLiFCVLpJnfc3IVSQhPliA5jaGrgbfcAdz6VuCGN3atfrzCFHZCMb7zSSVv6ShoTNFqw2bFETcQLowb37mSFUSvnbWZolauHI08WXzg3jv/ZeC+v2N1e6SSpagur/8b4GW/GfvOljGMUliVoWI3CJGDAwIqB2BDJ2jpJUbKKQWqZ1HRhmFn+AAoCOjKCRRsAyXSYlXegVgJB0GyOl4AHHwx8HP3x1Sh+06vwoWBkOiDVXwHgOIkQmJiT1LJqnGSVdwJ5Eaww2hhYWkJLWpjrJhF1Te7fF+LdQfjBTbo7TCaWKYl1JCDxcPfJcqJSrKtBr8nv1PJ49YrE+EJPuF59qhCskTFdw8dTrLmap0o+6q8O+o4EAYstJIMFQJssvjBd8VUEZFoUMyYPLsw7rmR6FR6V662i92V0J0a6jS3Zrgwa/EempxkLdOSfI6Y+X03UD0j3z9TaeO79IdZSYt8pAR2QWQYinvEKkqi0JHhwsRw/5W3seN64c+zTMz2KlA9BwN+TBVBpgwc+wo7Dy/6RaYS8r6ohE/CRISk/Y5M5cfkDcAPvwfhr03j0+ELUVH6F8bChQA8qwSb+PKcxcKFhiX9iCLrUVO7HXAla54Oo+2GUsm6/8Qcnrt3GBOJEhUxNJfZueILEWqye4D2CRdqPDxvhLyWk5llz06mDAzvlyTr0RU23u2wnK5SPjav+O74ISZJ5Jkttc7i+2/YiU/cf46N6ZUzQHMRjbEb8Vd3MPWw5QVsX2QxUk6ywug45+39PcOF9Y4nSZZr8eOqnAFCDyf9EQTQ2PMYBmxMTYQLXT/EQ/p1wHU/BIApWbWOj7rjY1kbww6sAF4HFjxU1yNZ49ewn4uPyzG4Y5bRpJl4/8hODS4MNHmZH6FkBUP7gNBjJG3ukahf5cLR6LP3fwD45zf1DrM/TXhGkqyurvAc2RjJYqfGgQXHLLOJaOY70ZubSSUrzvrbA4QLHZM3ZwaYMmbmpOG0YMdJ1vFKFLZbqruom2MgTg1wWyjYBrvxRPsPMeBaBTbB9vBkVcIcLEMDIQQNvZtkiVDYPafin/WCEH5IZXYhwI21Vg549R8CP/TXXcfp5XdikqxAJ4yciPDIrqEsCJ9EPS2Dc6uJcGH1HPAPr++ZKs+aHKvhQjawNRQl65jGCI258DAy3FwsvA5Zhw9Qj326W8kCgL23dqXLd6xhmPDlxOr6IQqysjEnWRrBU8VbWM2i+/8eqE5jgSjp44VJNhjPPoi8baCIFjo6G7zdIJTp9KL8R6/qz03Hx2OzNQCEmewFAarPA++4PhpkwoDVpRJKlqajlZ3srWQZWbZfuVGManVkaQdtksWrr5tExTNZiYwwugcXGw4mSmy7o1oTFRRQoQWYvBVQIayzcIGeWGhwojCLUbz4mp3seguiwhcuYXaUG99zMSWrHeoQZdHOrAjz++5IyVo4ykJ9SdM7mIft/XedjE08rh/CNnUUMzzcLtSvXkpWrx5syXBhGIK4ddSQS4QLo4VKFC5USJYIF4Y8w1BR5lZWV/Bc8iTae3qWF4wg9l0NF7oNgFKpZMWU3+n7gae+ALzw55jaJlTSaeb/USdsZMqA1wTNlPE7Rydxbvdr5J+IxRdUIlwZOLDFs8WJkW6YKGaMWJPoJMkKTLb/FCw8aeqaTFIBIMmxUG91W1Rm7wD1WYSaiRUU0XIjJWu11sB1u7oz7GJoLbESNeJ4zAxCShB2hPG9Fo2nXOkUyopUW8wsu89/9l7glp+RJOsRPnTuMLv7PtqGhpAy7+4ElIXsygn8+G370HQDfPI70/J6fODMGDpegB96zhQryWEV2LMNAGYOYUhRFcQ4OwzHHpMtdFQwJYtne4owKM8qnXYLzEfl1JWSRIkFs5KcA0QFXmerHSySEYzRZfk8V8L4Z7swzsriYOFx9uzbZbhUZ0pWoKjzTg1N5OTYLZ9hMT+unJTnCURjWcQC0/ex7hFa/7l4K5GSLIEwQCZooK6xB0pd9bUzE2y1NH0/lk0e4ugVLlTa0jQHCBd69hCG0GC+J15ssumywSdn67LzOQA8sRJNcI/P1aCXuATemENeZBcqLVoAMPaeG42TLEqB9ipWaEEOcE1NrNSUWlzcD/HYTE2m/QKRwpUxNTk59KyAr8DJ74JFAuRdRmbEYL9zKCtN24ViKVKyRP2ZE3ey8gVnvtW9za4SDmwgU0nWvJfBNNkBzD4o3yu8DtkOnwiOfoY94JoZNzb3Og6LT2CcDLh+GPV545OcqWu4d/g1rG/jF/4XsPAY5jAakSxNA/Y+Hzj9TalkiSwcWfEdkdrX7nFuHzhbYRMyAJdkIuP7wqNsVSpIlmiPobSjqWd39fZkFSfl/TKEOvKkDc0uYKxgR4Vi/WiyWKhFSlYZdazSAqrIy2yqAq2jSqP7SSI3ihAEemknDk8UuBoU+UIAgBTGWR2uhPG9HersM1B8WYJkUcpChUBPJeuuY0v4zc88hjueiGpQqUpWLaZk9fBk9VSyyvFwodsAoSHqNBfdm9lhdn14Lz1ZwkGERklJXnNWK2sPI2VOA03Hx1XOw7BIgNquF3V/f2xfkuHCAgudeC3F+K5c86/9CSOANzOPlCRZ3GS9GiRIFoCVva/Ce789jQ+1bmaTGQBdjBmCZPkOsg5XspREjVjVd0TjixiDQr7/jlECNJ15shRSj/IewMyhI8QtW1GyarMIchOg0Ni55YuKwOuglE10CUiitRxLyDANHS3YCN1Gd2RALKQkyeLPgzgHxR2AYWGx7mD3cBarvDjquJlQ5o9/BZNtljFY7/iYFOHC3BiwehLP3jOE66ZK+OC3ToOeO4JAs/HOR2382G37cC3v1RiqY5WZgxeG0hiO8atRyJrrhgt9a4i9uMxI1gpKLOEhRrLiapTn01hLsineqmi60sY8HcFIuCwXHirJemS6imorMefmR1lZisXH+XUYgeOHrBRFoJwzp44WycmxUBTeFh00sHqShVSLu1jZIjn+uSwkPvXcrvPwdCIlWQLtCjRQNHX2sKurPiczwTJ+5h7CU2VmkOwZLuSsPwwp2t46JRwABPYQymii7biyDpKQQpmSxW4iHzqeXGITpuMHODpbx/AEz2apzyNvsZornlI9XCI3GleCnDpAA6xyJQsAWgZ/fw8lK6TA/Wcq8nWRnp2NKVn9SVYnx4hpwWGy/mH3KP7a/FPsKRvyYS6XSphe5SnDgcti6MLUKFKY1W12FSMVJCu6bpWWh1PGIWDuIRl+E4Qx4ywy8lGfAZ76N6YArCMpe5l4IoHrhxg2BMli942hE3ghAX7gL9gk15jHuXA0bnzd9wJg+RiK3jJKaKLFKxl7PTxZvc7tvadWQAiwq5xhK3uhZAmPhlR/OMkSShaAmr0Lu8lSPNNMrSSeG0UxrCFPHOSLJQznLbSE94tvl1KKxYaD8SJ7vRDUsIoiqshD4/6jfFCPslYVBMUpzNAxvPDqXSyEEiNZi4BmIFtUw4WR8b0VaLhuF7tXYxmGfoc1733ow6z1SMJLBwBHTrFnoKWkxrt+ANvUULTP15NVZIQs5NeIr+DrqpIlPsfPiyxG2lyCo+UQ6FmZMJGslTVTaeOF2qNwqInV0YSRP4mucGFeHkuX8X32IeCJz7I2QeJzpSlGzKbvAwBUAitq7cLHky9qjOg9VM2wTEcAGic7mhmVTch7fFGn1HVLjrmyTpYgmCLD1mT7Y+parI4ZrnktcP0bpLJr2Pz4fKZkUX7/suxCtqgwaUQoJO78oyhBB2DjuJKQYegaWsiAdhpKZEAsQjnJ8tm9Z1GHkU1lEROGFMsNF6941iTafPE0aiSUrE++Fbee/EsAgmStMNI0eT2wcgKEEPz4bfvwxHwdZx76Gu739+FZu0fxCy+/UtZeDERleiMDaBq8gKIpMkLHr4onQylQw4U0w/ySdJF5mJZoiRE1px4t3JLhQiU5BwB2lrmSVelgJhxC2V+W9/oyJ+pBSPEj7/4W/vbrJ7r2h5nfH5dk1/VDtJCB6Sv2hE4NbS0vr32LH5c9upctjldOssXB7ucBE9dEJGvhUTYG7kpJ1tOOcq4XyWKDcLOHkuXmdgDzjwBeCzOFG1g2Xle4MKqOKzwQfYuRAggyw9AIRae+EitECiDmyXK1DI4tsoH/8dk63CDE1F6ucnElCwDbDpAgWSNxJUs8AGFeDnCOOcT+poQ7PSWr8N6TEUmTPQN5CQd2vD2KsypoZ9kAmOswknVz7Qt4pX4E1xqzcuIul8qRkgUwNWtlbZK1VjHSmh+9Vm27mM5cwfxPYN8jlCy7swhc/f3sIV08GvdjrQE/y1e8QskKQgzpcSXL4AMehvcDL2fm0FP+CEtkENjHeoAVzt4BnVA0eAFTVcmS4cIeJOu+06u4akcR+0bzjAAJUiXuSUG6RJ9FZRKo2DsxQSosQ1agPhvV4MqOoBBU8aI9NqxcGcM5KzLY8++ptX24fihJVtavokILaJAiCA+NZYM6VsM8U2fUfT/8s3iz+2t4yZXj0XlTSVZuDCMFG8uJOlmUk6yp4SxG8hZOCvP7xLPYzy/+BlOyrv6+nmT5Hk6y1PPp8JIZxYzBQisDeLK+fWIZr/3zbzB1SBAUsf98Bd/lyQKkL0uSrMY8mibzHml8f8NQJVnnMF1p42btcTxAD6FF11FkROhH3McifOg20PECvFK7Fzvv+xOWGXjnH7JFwa0/E32eEJZhOPMAAKBGc7K8ACavBx27Cu85yzI0Ty41gO/6ZXw181JJdjSlNlXRW0YIEiMvSZIlW1IJVYQvUjybnS/L0KLvB5gH6HV/Lhd5RkYoWe3Y/dtW6mRZiDLpJI68D/jOP0b/by3HvG6WTtCkNkK3GYWxhUrISbjB20DZtMMyq5X7rdr24IcUu4ez2DvF9mlEV1SZ9irQmEe5zXx3DcfHBFlFWNjJCxUzIvK6G6cwnAEmm09gdegG/NN/vg3lrIkcH+t9UWqCkyDPD9FABudGXwhc/VpmIUmQLEopGk4ULqT83qQ8XLhCS6jRDDvuNcKFanIOAEwUbegawUyljXP+EAzqyXF72WefXW2xfpaih2QMIsOwtSRJVhMZ6DGSVUVbK3QpWbmMzZJ5pu9jC/KpmxjJqp5lzyJfMHRlGj/NeGaSLNFLK1ZVl690dTZYqZk4fm6HLGS4WLoWyyh1t77w2jJc2OTZD+uFCykfEJ3akmz+KlYfeVtnq0vdQqDncGqpCS8I8dC5CgDg0EFei6oekSynwWVntfN5MlzIJ8EazcPiRvSzuasxo0/JOkpApGTtHs7KCQqIau5kTF2eo/WULEmyWsxgva/5MADgMM5IQjA2PISlhsM8RgA7n1LJOt61zW5PljC+GzKUVml5WCqyMMh4iw0kDceHAR9WZ5mFSPiKPObHWgMhL1gYcsXI9UOUu8KFSpjjpp+C/9p34WPeC1FQVc2dNwJmDsYxVpe3ylOdvYD2aK8RJ7B+EOL+06u4ef8IRgoWmqGlkCyhZPFVqN+tZC0bbOC3m7y2FKVdShZxG8j6NcDKYzhvokM5SeMD72KDHfN40QZ8F4bfxCotoKEV5f2V9WuoohBrXQMAXz0TYEbbiRccFi1CFJLVWgby4xgtWKi2PVYYUu1dSA0UbAP7RnORknXwxcAvPg780pPAr88A3/8OJOH6IR44W+HnM4i9bpuMZMWM76qS5XXYvcU9WQ+dq+BhEfqQHi6+/3xSriGHrMmvt/ByifPCw4V08QksW3tg6kTWV/NFuBAAKmcwv7SM68gp3BteFVPgekJ6svhCQCGMjh/iF4yPYeS+dwLvfw0rrXDrz3Src+NXyVB9k2bkYhG3/DSeesOXcHyZdWg4t9pGZ+o2/IH986yLAQDbNFhFfr+Dor+Cuj4U8+OVsyYqLTc6rbKdDDt2LcfDYPx8mWrvQgVykSeKvfISDhqvfdZWKr5bSChZgcezxPl4QilXsqJwoVCyYl0sxKLVsAHdgsWVrCzcLqVHNE0fL9q47hAbT4eJ4i8SVfVbLMGgIcKFxUkWuWivAq0VZC0df/wiDTbx8NKXfZ9cdOX4uOCJ9j+CZIUhKDTccfNfAVe8DPkeShbrlUijcyIWAHwRu4IiamEW1KkrJYniIX81OUecr8lSBmdWWjgb8O0tMiVpyWMkS3jUxLmJYfwq9twsPslIVhCgRe04yWouomkMdXmycpbOiOmpb7D37b4pWnQtPs58h7mxeMeAi4BnJMkScXrViCmUrBaXq9UJ3M9z2dsuoZnfg0VaBk16spRwoezdtU64kHCSFVRnWFuXwg6ZnlqwDWbWG9oHWDn4IcXp5RYePFfFaN7CzskppsLU52Q1Ya9ZYRvuCheqJIu9p0ILUjVZzl+Jtwz9dYxoiAHuRYfH8MDZiiRXYtLPGNrA4UJHL6BBM8i0Z4FOFeMtNshNOcflJDoxyh7QxQ4/714rqmDdM1zYW8lyYUiCWGl7qJRZBstYjT349Y6HMfDBs7ADeNYPsN/VUgNrIOSDsc+vfS+SFeu5pmmoX/3vUEExHi7UTWD3zcxvBqDKvRRxTxb7mVSyHp+ro+kGuGn/MMbyFmqh1SNcGBET9n0RyVoy2b1MRJkAERoQSpa4BypnAauAETVcyDOuREudiWJU2X4VRdarrFMBwhAZv4oKzceaMAPAudU2poaykUdNLYPQXATyo7JAaAecQFIKBB48GChmTOwfzeP0sjIIl3YyP4yV76liPTJTlQqIWuRReLIKtom2F0TNgVUlS6gZ/JkS97/jh9FiRryHT8o9lSyuIGdMHTr1gcUnMJ05BFNpch6ElCVGaCZQPQty7l4YJMS94dXrPmNd4UIl9Ol4AabIEtrXvYm1BHrJrwMv+LnubYxdKX9tIBv7zs8/Og9CgJ984QFQyhIPGo4v72vb0OASCwhclINVNIzR2KaZkhVN+l4QghDIUOnoKPNvjYyx+9DQNPghjUKWHGKfrCyf/FtLgFODXt4FjfBwsCBZxENJVbLqswAou886NXadAyemZJm6hiYy7F5PkiwAsArSlJ0hDmhC6Vni9ePGCjZuunIPAsqqn0dvYKE5jfrYTRZR73jYQVZBSruizGO+uHxZiSVA6Htvlh/P8aKmrmi+bEULNCBSBmUyh4Ka0lIHAIxcGSEl0FqL8Iw8K36MLGi72tXBRMBTknMEdg1l8NRCA/OU33sLjwMAVoIM/CCUNfWWGi66MMEzDAMHyKtKlkJMm4tomiPy2jddH5ahMbI3fAAAZWHbXc+JSNbCY4xkTT3vomYWAs9QkiVaacRChlzJanN/khouDPJ8Atr1bJiGgSVaiiY0ASVc2PIUpt0HJM9uSiI6zBcnpSdLln+YvA6EqwzHFhp48GwFN+wug2gaIwmNeVlN2G9xJStJstqVqE4InxQryMsHMqe25eEQPo4XHh5jabvn2IDTiSlZWuy9a8GjwCwdRaY1C5y7FwQUHtUx3DgmH+Yrd7NzfLrGB9XGAiOH2REWSlWyuHyR4Rirk9WBr9kACFw/BKUU1ZYHrbgTyE+gXBUky4/q0hR3Ale/hjVG7pcez2Fl8iyUUGfhQicIUSLJcGF8BS4GukLSG7LvhfLYK0EOlFLmd0jUEktOrsJbdNP+EYwWbNQDi4U2ACVcmFSyonDhosbv5QovaCgKkSpKFju4KmAVEuFCoWRFq3WxOKmSIjpGiSm+Tg22X0MFBUnOBeqdRAgnGS7Mj2OUG+qboQWAAn4HhPcuLGSYkjVTba9PPBLnTCPx86lmFwK8xhrR4yRLlF/gZEk8244fRsRG3JsiXIhstydLKFmmjsNkGiT0cNY6DFPXoItwIaUsMaK0C6ieQ2nhCAJKcF94RbwCeC/0Mr4DgNsEbVdQJG2QiavZ/f6S/xntuwqlDluDZmME+fOPsHIItx5k2z+x2ETL9eXYY5saXJiA38FwuIqmNRLbdDlrodb2JGlyuWorShsQvj86HxPFRB4LGUIZf+wsACJDU6S0EznL4CUcRLgwoWSp9dRWT0a+WtX4rhO0KM/YFddVPVd2ARYPF+bgRO19OKJnw8INe0ZQIwWMkaryhifkrwfIHJodFxNIkCxhkzh7NxvjlYr3Yl5wdP69nARJZZD7pQq2gY7SgBpQmkNzYpyxLNS4it422f3doFzJkuHCbiVLDRcCLMPw+GIDc1QoWWw+qyGHjh9GSla9l5J1dfR7bhSOH6JFM6z5dhjI5thta1Q+Ay1H6QssMgwnrmWLrPIedu+fvZftx0U2vQMpyYpebAuSNQQgHi6kYpW/6zkwDQ1LtAy0epCsDYYLdZ46bK7wB6+wQ35WrvS//x3Av/sAABaqOLbYwI172D6iuAOoz8n3hm3+MCfDhaBRQUQxKdK8TMXNW0pbHg7xcL7gENvHe7gvK8oujIzvzjqTnR+EmKGjsJuzwJm7QYmGRwvPR3b1CUk0DkyOoGAbUamK+UfZz8MvZT+FxI+I1MUrvjsINIv/PUDbC+AGIco5C9h5A4qrLK231vExwRtro7iDrfx/5O+A23627zGI71umJYRKdmGxR3ahSrJiiQwq9r1A/roSZKP2Gvya2IYGQrpLOBw5vYpd5QymhrIYLTACFDqcVAl1NWl8V5SsZTLEwjoV5gmRhUilkqUoEHYBQ7nucKFUskp2rMZYx+D3XfUsNBqgQgtdBFzNbmLfUYyy+ZosXDjClayGqN7PSZhLDRQzBvaP5lmNxtX1i9YCrNbb/tEcylkz4ckKeHYh25+6E8QqpQPoUjM6/Ho4fqAoWSJcyN5bozkZ3kl6snKWjmt4F4cz5kFYhhYZ34V/bWgvUDmLqfqDOK4fQAO5nt68GMQiQWT0KZmSdoMrIiP7enxQgTLhqUrW2ZUWHput4VXXTuLAGBvjTi410XQDOenbhs5JlotRuoqWFV+0lLMm3CCUiqKX8PbIhSE/XyKMmAwZSiXdMliojHuYUNzJQ7GRkmXCjxN6tf3S8vHo3s3FlawWbBBvDSXLLsEOo3BhaCTChZxIjBcysAwN9tQNuEE/Gb1h6UnZueEgmQVtrcAiATS1+PHKCfbdj38WuOLlMSVGkIu2aOBtRkkzYv8BYDjHjrvSjtQjSbL4/Z4xo24fDX2IvQdZEFc1vvco4ZAgWTvLWbh+iEUMgUIDVk8iBFMEW64vz8lK04nucXlAY9H5VzxZANhikS8cnUxEsppupKBKYrqb+640jd3Hj30KAL3ofiwgJVnRi60V+NARGOymU8OF4chhYPQK4Krvg6kzkkU61UgpANjKhytZYmJcrxipWWQ3V2ZVJVlcybKjlXBhZBI7yxn8ywMzoBS4cfcQ+1txJ1Cfk99D2xWWAaPWJpIFSfmAUjkLqhlYwLAc5PK2IcmdgBeEMDSC0YKNKyYKUg2IZxdqsdfWgh9SzNBRmM0Z4OzdIDuuxbNf8AqQ+gwrJGdkoek6rpsq4fFlTvZErZPDL2c/FV+W9GUkPFmi6rTjh1iqs8FlrGABk9cjUz0GEz4aTkLJAljIcDwKlayFjKljBSVQTrK8IESRtFmNKZ1L8Dph3hoOUaumi2Ttvkk2ZF3ys11GYEIIawWUmFyPztZwA7/+o3kLLWpHhROFJ0uED3nZAFXJ6vjAHBlXSFZSyVIUCCvPFhvCl8EH3sWGA9tgWXmCtGdK49JPI1biVeR7kCyvm2Q5dbZideusThcnWTWfT5BcUfCgo2gb2C8n+vVJVhhS3Hd6BTfvH0HW1OVA7QchQsruITERsybRxbiSJRYn/NjE592e4ULhycpLT52coBVP1jXaGYR6BjP6Lpg6keHCUITGynuA1ZM47B7F2cKN7OPrKVnXvh74ic9Eni4lXJjh/jtjeB2SNbQP0C1QELRgy+f6C4+ye+SV106imDExXrTx5Hyd1YkTSpahwaGsM8AIKujY3SQLiMZcNTTONhA37ou2V0mSpZaQgZmJVJ/izuj6Ksb3knqv1RQla+WELH6bDBe2kEmQrKHoc1YBNi8vkCUOQlG6gmOp4cLSNZSy7HtzB2+DsfhY9EwuPQnsvRW+PYQDZBaZ9oLcf5hZ5sNdOQE8+GG2WLrpp2LbF+S9w4uyijnHTZCskTw7BytNlWTFw4VZS0eFJ91UeRmfBs1C8zuRipc0vievG6IyDgF0uNkxgIbwzQIAgo4bhQtDykzwXRAhw9wo3CBBsoT/1R6T154pWfy6CvV17wvi2xPP8EXOLARSkhW92F5BgxSluqNO4EZuCPjvR4C9t8EyNGZ8B+JlHJRmmi13sHChXRhCQAnyVd6DTgkXJru2H54oYJpnZ9ywmw9IhR1AI1KyYoXzBJL9C1dPwivuRghNPixCyVL9D6rB8crJIk5xD0y8TtZgniw/4CSrvcjqmey5LerHd+4+OVDcsHsoIlnznGQd+l4AJObL6kglK+7JikhWgIU6U5gmShlg7CqQ0MdeMo9Gx8M4qYASjdVo2QAypo5lWoLWipSsAtqxFi6mpvUMFyZ7l8HMylXWop/pMgIDSuFKDkopZiodTA2zgW+0YKMNG8RrsZo+0vi+tpLV8QPMazsiklXjq/si9x2qShZXQ0zVZAy2Wp8o2SzUw8n7f//+W/DG72aEQKgLFVqIp+EjXgwRADt3oR+FcpRwoazPxSe7yJPF7hdpfu+D44sNrLY83HxgBBkrOp+yd54RKVmNjs+VLKX2VULNiH1ehgur8mdADFDdli2koOmMjCmerGvIaTgjV8IJSSxcKG+boT1AYx5ZOKhNMD/OuiTLsIED3x39X7aHaSDfZm1nyHokSzeA0cMIzDwAIkNzxxebGMlb2MvP+4GxPB6ZZsccKVkaHBgI63OwSAA3E3+2xJgrlBWmiChemaSStV640NR5IVt+7ouTyFl6rISDTfx4nazqNPue4k5GznqECw2eXah5anZh9HzDLiDDW6tl4SBMhAuXGg5GC1ZU4X33zez+nn2QLSRWTwFjV8EpHcABMoecy0kWN+5j5CBbUN77HkYQEuEuMS80kQgXJjxZw3l23CuNtZWsrKmjypWsFXCSJbYrrAdJ47uSnCMgCpICgM+tNT4vLtv2gpgXq3fIkBOl3CgcL0STditZQW4cLT5HNV0/EiFGDgJv/QZw/Y9E2xO+rKF9sUKzFwspyRJoraBKivIGUusIqYOBpRMWLgSiGzEMEyRrsHBh1rZQQQGWV2PGvdwomo6PrKnLEILAoXH2MOwezspJCMVJoL2KnM4eHuJU0VU0MdlaZ/UU3OJefiyRJ4vSuCKlGhx3FDOYr3VAKY2FC02dhTo6/jokKwwxC74fXotV5N7BSdbi4/K8XT9VZn3yAFbjJDcKFMbZpKOQLEfZh+hLOqCKkhXJ9rZUqQ6TGebJwirC3PiGqwBnTR0rtAi9zc6l64fIoxWpBmCeCF+ZGKQnK0myAODgi+ESGwuuFSlZSpg6bxusSCZHte2h7QXYWWaD0Cg3pWtBhxvO+Xu9pJIVkSzHC7Fk7GCerMAHHvxn1t5CTCRqKQtOsrK5Qmy7C/WOLEQqlKy9U7uxc5KrYQrJ6vZk9QgXKp9BfgxDWRMaASqeIFkV9vXckzWUs1DOmji5tD7JuvcUU5Bu3s+aNndUJQpCyTLkvsEqJDxZXPXk3qp2TMnqzi7s6IXuhJfsUKRkGRqepZ1GY/gaOWGJOUuGUpTWP9h7GwyNsFYqG4ElSjg0kW/PsOSFAZI7MHENApsdq3jWKy1Xhp8A4OBYHsd5SRnhybIMDR1qyr6LXrY3yRIFKd1k2GnyOuC5P8GyRQGZ+dylZLkBCOGLYKEiWQUgU4paFhECn5jIED+udlfPAaXdbGJeOR4pWQrJsriSpXktRp7NvFSpAQB2EdlQkCwXgR4nWYv1qH4cAFZWAGCLy5UTzLM4fhX84YPYr82h5Mar42PkAKtevvQEcPN/RhKCXEi1Z41w4ahQshTlqNGDZIladkthEaZOIpIleul2KVlBVx9GlWSFBTYGBBZbgLS9AIt1R3ZqWOqVYShIUX4cbsDqZLEva0gLRJAbQ0jZfdN0/LgIMXl9vHn7Dr69bRAqBJ6hJEtIyJJkhSGwcBRLZLinkqXKo6bOfDkAIvO7qIRtJUlW/3BhTomJIz8BaDoaTiAHLhWi0rUMFQKy2F/BZxOd7ta7SZaYNBWS1SnsjR2XiPOrvix1EJws22i5AeqOr9TJ4gZtQ1s3XOgFFNNUCR/svZUNKtlhAFQ+yDfuHopM1u3VqOL96OG4kiXahCQ8WSrJWqgrvqFR1h7nECdZE6SCUGSMbgBZS8cySjA6ywA3qpdoI3bODU2Dp4QLm2sZ3wHgRb+Avzj0t6i6RE76KqHfNZTBtOI7mql0+OuRktWiNjQaxE29blLJUsOFAZbNSaZ6HXkfC198z69HnzWsrrpAdr4U2+58TZlIWitssrNy0SQuSBbinqwgjNfpYRsvxT6D/Dg0jWAkb2HZjStZLgw5QewZyUpltx+OnFrBWMHG/tFcLFwYKVm63J+6463tybKjSUN+3swxo7wSLmxr+e7FVWZIerJK/hJGSAO10tXwuIlYU43vgDQ6nwp3YHRyL/MaradkJaEb7Lo4dZScWRYiHiTL6mW/ibPfywpliudsteViOBfdQwfH8xC3eJRdqMOhJrMAAPBzcZI1lIsvbL0gXjkcZhZ43Tulp0z2NEySLD/kfkUSEQBOUKSSBcAnJgpGEO8ZWDsHlKeielTNJfZsqEq0rqFJM9BCl/09OZ5aBWRoG4SwcGGgJ8OFDsYKCskqjDNFRRAnABi7AsHwQUyRZezwWQN5Wbh15CAjYpkh2R8w9vV8YdvgzZK7jO98/JBKlhIuFKG6IX4ts5aGCu/KsBAUsLOcjZo6NwTJSlR8D2hcgQSwq6wQMa7IiQr+LdfHUsPBQS4S9CRZN/4o8CPvB0YPrenJAr+f2m6Altt7jpTYcR2zYii+14uJZyTJMnQNBdtATaQUP/VFYPkp3K5/r3zwDY1I9p0kWYsQShYjWZ85wglAIlyYXU/JsnSsgj/gPFzTUk19CgTJkqFCQPpo7PYCdI3A8HqQLFXJaleA9irahT2x4xJkUM0wdH0qieYO3mB1vtpRCI4uf64XLgzCELMivbe4i00ihEQhQ37e9oxkYdqKPD2ikqzjsjFz1PA2rmSJla3jhViod2BoBCM5C8iUQAs7cUibkSnTYWHjJCtjMCVLC13AbcD1Q+z0zwEjh+R7TJ2wNkkcQqIv9CLcZhaN8hVoOoGiZEX32p7hHCvQyjFbZb8LJauUMeCKumKi3IWZ66qT9YdfOilVH8cLUbH4qvnLv8VCEte8Nr5fiarh+bxQstoIQ4ozKy3sG+XXqb0SEXnhXeH7UqH5WLhQqHoxn4wwaIuaaNwfM5K3sOzwcyHChdSQK9hd5Wzv4oYJPDJTxY27yyCEIKOEX1UlS6iMjV5KVqfC7iuTneeYJytZsd6poUny3c99eQ8LF/kOhmpsol0pXsn7wJHexncA94ZXYddQNipgulHwYyk7c5gnA97vQ3tBeYgqUrI8OTEDwIGxSLnNK+HCDjVAeD+95CImGT3w/G4DtQpjDZLVdoPI7yZJFhsHY547YiKvJ85ZdZp5nkYOMRJROc1M1woRM3QSKSn12W77hV1EjraQM3Vk4cBPKFmMZFnxz+y+mVUkX3oKAGGLvtHDAICbyVGskqFILRNG7uf8WJeKBDCvZs7SURO9JfkzKj1ZhjC+s31QSdZi3UHO0uX9nlGUrBmvgF1DmUjJaiwwm0FC7e9VwqGUNeRC3SjzsCf32HW4knXNTnYehVc2BivHPIVgz5VcaLsNJmTYZVhZ7nf2AmZ87ydg5MeAn70beN5/Wvs9TyOekSQLSFQgvusdQHkPvoAXSJZOCJEZhuqKyxLZhYBk2afnGNkShTQHDRfahhYpWXzSbzp+TwXs2XuG8KZb9+J1z94VvciJGanPIWfpLOxoJwYFK8eM2a1lOfk1coxkiUEut4aSJR6mSU6y5mqdKFxoqCRrfSVrlnKyt/fWaFATsi4nWYQQHJpSVsAi22b0MFMLmovAwuO46pOvwsu0+7obRPOwmBuEWKixFaUwFWP8SqZkOUzJIjzDZyPIWhqW5bVfgua1MObPxVLfDU2LhQtFQsFaK6+CraPh+DJdXr3Xdg/nsFB35DmfqcaVLEIINFGlX5Cs4f1ddbJuP7qCrzzOs3T8EBWL30NuA3jZ/+1WOLJxklUu5OBRnXU8qLbh+qHMMkNrNSJlZobda1xVqyWM75Hxtk+4MBeRrKUEydJNWxKSXUNZTK+2u+ooqXD8ACcWm7h6J/uOnBUtCEQYU/Vk1To+J00JJUsxPic/H2sS3amiSXooWbf8NNCYA77zQRSrLL19IXdYZmppalsdABjai+nyc/Gp8IWYGmLlINbNLuwFKw84DQx581jUJ9Z/P0fSa7maCBfKa49o7LBNDQ4UcpFYxJSSJKvHZB3bdRku7K6TJW0CIlwoSJZloM3HMBcmcirJcltsQVDeHRGZc0e6PDsWzy4EANRmuhetdhE5dJC3NGThxkhWGFIsNdx4uBBgJKs2DZy4g1kfrBzIGCNZ15GTWCZKiH7fC4ErXw3c9l/WPDc5S0ddkKw1PFmmrqGUMeIkqxEPZaqerLNODlNDuaj/YWOuJ8lLFiMF2DgkxiRzmIe6OTmtd3ystFwcGGMdRnoWJFW3H4TwRQ0wt8Hm2MK4vM9aboCWE0SerLUweqi7Of1FwjOWZJUEyTpzN2tA/Pz/hk6oxW4gERJTBwNL19BGhlWj5uFCwie1Bk91b7ksNbzfSg1gN2dd45OMJFmBzNhRkTF1/N7rr5e9othBsDYXqJxGwTZgB43uQQGI+hfyibie2x07LnGcqurg+oEknFLJqjno+AF0jci/2YbW5btJwg9COLDQfv4vA7e+NfqDiMUrD/OVU8pkIMOFTCn66Be+AvzrLyC/+jjeZf4ZJua/rnyJqmQFWODmbAEydiUOkxl0nA5GUYs8EBuAbehYFspjaxk7PF7QUyVZOoGnNLZtuj4yphYZoRMQYURhCFbvtd3c4C7CYrOVNkydRH4oAEZGKEGn2M/h/Up2IS/QSk0s1BhB63gB6hnunTrw4qjivQpZNZwdq6iVFThNnOIZfftjSpbi9eEh4NDIwoEVuzci423C+A4wkqXb8v+jBRsL7STJiibxqaEsmm4Q86wlcXyhCT+kuGqSDfi9woU2L6pr6ZriyUoY35VnqpXwdLEm0VG4sIEscmZicD/4EjbRfuPtyC0+hDPhOBrIRZ4sta0OO1C8a/87cTT7PGQtVipl3TpZvWAXWWJMWMOyObhyayvtsiilWG15GM5H537vSE6q/Gq40AX7vU0tmNn4Yq9oGyBEyS5MGt8T6BcujJQsvsAo8Y4SqlIJAzlNOWc1FsaMkazadDzRA1zJEsbrXiSLK69jloscceBp0bNYaXsIQhoPFwIskxgATt8lC74aY2xMM0iIVV3Zh/wY8KYPxX15CeQtA5VAhAtFMdK4Jwtgz1BSyVLHjqylY5WTrFm/iKnhLOqqJysRKgTii28Vu4aysHQNxhCbk7QsO2/TlTYoZTX1xgu2LNa6Flw/hCuq2YvswvyEJNZtN2BFcNex4mwnPGNJVjlrsIrvd72DTQzP/fEuli6UElVdkA9/Zqwrm6vOb/y2668bKhRo8F6JYtJvrhEu7In8GJtUz3wbeUtHZk2SNcKVLBaSqWWmYsclFDtVdfACGilZZUGyWLgwY0RFBO0BlCxR0sB78a8Ce2+L/iDM70rPxOv2jjLVBIiHCwFccfRdwJlv4vHrfwXH6BQOfvlngBN38i9xQMy4J2tCXVGOXYkCaeManIZGKAgfmDeCrKVjRfjxmovYE/AMvbGIZJl6XMmqd/zepncOca0r3BAcCxeOsPMiQoYzlTZ2lDKROgfAzCokSzOYJ0KEC7mS5cLAHCdZjh+yhuev+F3gte/ovVOSZDEiNZy30IYFt9NgfeugqBmtlXjZB064RDmHXuHCnkrW6ml2P/P7ajRvYa4VJ1mGGV1PkWHZL2T4xDwjP1dPsu/IrpFdCDCy23A8qf5ItCux9jPJzyfDhXW1RpYAIcCL/ydQPYvM8c/hKN2HthvIWlFd4UJ+XFNcHVAVuA3BKshmuavm4IsKtf5d2wvg+qH0VAHsnIl7U6347oC9Z5GWWR0rBZpGUMqYsRIO/Raha5GsthtENgEzqWQpJJqayGoKAa/yBVFpKiJZQKxGlvjepiy+2+yODHCf4qTBnjFPixaIwm/URbImr498kXyssHNlaaFY0eP7sB5yto6KvxbJisaGkbzVTbKUMTFj6PhS+DzcPvlf8Bjdi4mijY6ov+W3Y+OyQK9ipAAbD8aLtvRkCZJ1doXNjeMFG2NFe10ly/FD+IZCshJKVr3jw/HDwefIbYBnLsnKGLi5+nngiduBW94CWPkulm4beqz1A6AUycuMynAhEY1zA55e6wbrNocWaOpKOQagO3NiPex/EXDqGxgzXegI+yhZPFyYG5OF7KSSZfRSsuLVx8tZE3PVTlc7m4w5gJLFJw9TS9xuoj6KsmK6YfcQ/v/23jxakqs68/1OTDndeapZNWkqqSRdoVJJhcwgJCEhxCAbMM1oIxu7AWOe2yzDonF323g9uxu3e4HLTw/bNOCHkWxksGjLNjaGBrfBQoICNGEJqVSque6t4Y45RZz3x4kTcSIyMjMibs53/9bSUt28mXkjMk9E7Pj2t/delWkHqWSNbkMZBmarPwS2Xo+ndr4Tbyt/GNWRi4AHf0V4tapFMLecWlQXFjE9rJhS3QrDA5poDaGPJFeyZJ8sAMDyHLbZL8CGHjhpG1rQk7Vcahxkyd/Jk6EZSBeK/ZFNN49fKAZNpgAyapBVmBZBQljJgolTipKVMXXgxe8LXmxUZJDlXlAm8hZWeQaV1WU8N7eCnKljg1QJVU8W4AUkPCuCreh0YYTx3akE+hVNFjI4XQwGWWbGv0DI9ESjIOupk4swdeYFhDnTiKgu1N1tcucXZobEtsgeeCElazWsZGVHlBYOC5ir5gIBicfFtwKbrwUDx5P8IqxWHK+NQVSQdezcKja7/YdE8FBfsatLZsi7ETxvxb+pyCozSc+5wb9qfAdEhSHgF81kTA1ld4j1GYwFi1JcxvJm7HSh4Z5ny9VgulAMhndfJ88b7g2qWiBQ4gayapAlW5WMbhGfi0xnhiY9mJrme7KAiHShWK+bddcnqBjfvYrmcLrQyIh5pYB3HjJ1huccsd0LoRFEzcibBo4648C1b3db3EApnPE/0/G81TBdqGkMZWMI91s/DQ4N43kLVVmVCkSmC+t9b//XbZfi879wgwhiM6PQXaXuiAyyhi1MD1nRLRwUSlXbr9iU1YWFGU+9nF8Wr29mxekl1meQdepx/MbJX8MHV/+HKLF189/hyomsqcFSRj8AvrGwmJn0+qxo7jDLC7Y4Ea2W7dhKVtGdlaimCxtWToTZ8RKgeB4vYk+6Gz1S+xw1yBrf4d31yDsSedCowVJ42vrGEdHGYTUcZBnN77Jl0GGE0wOZYWDXzf4JCMLUXWYZlFnGO3k60HDY2QCbM1Tv+DiKVY5zGMHK7LuEefXss0C1BM0SJ7zVchXzyyFvhCvTv1gTneS1FEpW1tAwz2W6cA47+VGcy24NNPs09GB1oTrfLQoZUJ9brk0XbhjJwtSZp2SduLCKTWPBaqasrPw7f0RcMMy8qCp0bK+6sAzD69JeqjrB1hdReMZ3EWSN502sIoNqcRmH55exfTIvjgnORRVohJIl/x851iNKyQICfcs2jmZ8A6ybjjNNf99lANJQyTq5iItn/LYsOUvDSsUG5zzgyZLbJNKFfusDAML47qpynHNFybL97S8tiM+7vIiTJdMvClCRahaAH/DdYlaieyOjhzxZoh/aKraMiSAiZxpYbaIWR6L0OFrIxF/vps7cEUSOty7HQ4GjNL8HqgtdJes0H4tcY2PKRb8S0W8psOnu76pOrZKVq/FkCfUkb+qoOhwV28GqYyDLlPOS7PYuLRbyBiOsZBnM79ME1E0XbtDFmiwz/xxTV8kCRLoY8M5DjDEcYeI7WTCT9evLZ3QsVwC87g+9oM3zZCnnj0lFySpVbZxfqQTShYAITGVBzXjehGYVRLUjUDNSRzbwjfreRnOmaBJs5YFfexzG7JsBAC+cFe89PZTF9HAmen6hQrnqQDczQvlbOSeOv6EZ73o6776elKxexrGB+96KjeXn8VHn3cA9/wDkxmE7HLbDQ+lCvUYalT+XrEmvhwdzJ9efc/v6rJSjzetRrBjuBcqVWesZ3+uy/SYAwI3l74ifG3myzj4HjO/wLny+klWbLgx39p0ZyeDUQhGlihOY65g147VwAITKU8M7vgwc8EfaMMZQ1bM4pW/0UkcXViv4U/tO/Fb1HZgfudzbTr7rZvGin/wTUFkFM6WHqQjOEUwXDm/CCnK4XnPLqFN4sgxdg63nhQ9jeQ47cQxn8zsDzwlXFy41U7LcgEP2s1HXm64JQ+kLZ1fgOBwnLxSDnjwAhSFVCZrx7+4rK16fLJkulH3Own1uarjybuClH/QULZkudMrLODy37KcKSwuiN1eEksXyUsnyL3QLUUGWkfE636sXvC1jeTEgGvDaH2Qy/sVvqpCBpWs45ra1iOLHJxe9VCEgPFm2w1GxeaC6EACGM6bfjBTwU4CKklW2HU9t8j1ZI+K5biC4wPPYOVWbZgEAXPYq4N//C/5Vvw7Fii08WYbfwkG+91KpiuWy7amFQqFJoWS5AWMJFkqZ+GqJrMQsVmwvjT0WUrJef+1m/PxNO3zju+HOLgRwpk6QtXU8590w1IzVCVHfk6Xc5IVaOMgL8VKxiiLXYUHpg7hwVBwfsmecrAgOGd+9AdGS0E0rdwNXOWS+zCKUrKgga89rxLiXDXu9h45q4py/YCUMsiwdyyGPXpQna7xg4dxKGZxzLzgJq2w5U8cJt6BmLG8hlzFQ1OTInvBIHV7zNyLJDMMwDPf4FN/31LCFqaFM9GgdBe+6YxV8n2lh2rsmykCWlKxeRtOBN/5P/Pn1D+DPyi+HOworcpFmDK1GGpU/r1oTopmdY0N3laxzZT9dGHcRPD50Az45+kFgy3VeN9tGF+UaxrYBY9sxu/Jt8XO9IKt0QVR9TeysGcGQiVCywifBjSNZr7owF0gXxmnhwKFrLNizpgEr5gSexjbv57mlEu63b8Zn7dtxRqm2s6YvFuXuz34DqJagu0rWC256LRBkMYZjxjbkWQkOZ+KEm4KMqWHZGIezcALbcRLnCrsDvzc0LVARtdTEkzXUwJMF+BemueUSKjb3FBzv9UOKEjQ04/soyiuAXYLDDHBoXp+zkttnqCGTu4FX/EcvyJ0oiHShU17BkbMrQT8WEFSyXNVHcx9ThwzLdOGImi6UbRCAQOpmy3gODjQxj9JNx1lKkKVpDJvGsnV7ZV1YqeDEhSIuU4Ms90S9WrEDxndABLtirI6c+bck+ucVL3iBY7Hs70spkC5c8LZxAfloJUuy4UrkTAMr5WqNJ0v2yZIBnAwmVEN3ItyA8RSbqvFINSNr6ihWba+3UjhdePXWMfyn11zpezMVJesMH41U8i+ayOPouRXYjjsMvcE6lOemcLqwWFGM75kR0afM65Ml9vHMUgklbgaDrAvHRKpQIv2eIeO7qWlY5cp5I3Q+lZ3MJ3FebJ+mBFlLpcBInQDbXyzaCihB2xP6HhS5ibnsztrnNyBvGVgpBYPuKE/WZMFCxeZYLFXrpjJzpu4pzOMFEwXLUOYiBm8WwjfnzciaGmyHo2DpyFsGpoYycHiwrUQYz7JjDfltXYb8dKEMshJdI7vM+guyAGDztciMiLsH1SMABJWEjFkbZMmDf8WaEE3jVs/BcGdZyeaJqwmCrEwmh68aLwcYQ7Ei5NjEUuiOl2DEdjtTKyeFqu1OQJcXQW5HK1mR1YVBJWvjaBZnFktutVwoyGriyao4TrSKVYcvXfx/4z9Vfs77OTyWQSpnGVMX6cbnvglUV6G76SR5tzwzEgxITpoicDvLRlKX9+ZMHYv6GPDCv8JgDhaHgr4mU2c1A6IbpgsbeLIAYOuY6JV1QjYiDSlZw8PKRaAw7Uv8lWWgWoaj+QGNNKFmmqULQ4zlTawgg0pRVOvJ2YGy23tQyRIKlpYfh8b8/j2ASBeaOqsN8iKCLNkLrKJlvQAmkwleIBr1ynrqpFCWLgspWYA4Pht6sgBhfi8vuY0hxWe8UvEvbAHju1PxKo0XeN6vvKxD1tSxWlY8WaGxOtLDKNPrqZqRAl7AeBzTzQPr8Da6TYbPr0SnC8NkTHd2IVxPVsTfu2gij4rNcXKh6Ho+G1UXRnd8F8Z39733/Tzw1r/01KmcJR4/tVBEGQYsqMb3o36qEPAqlsM3W6bBQkpWKMhyTdkTjjjfltR04WIZU+pInSb8m7UHV5T+J5ayyVT1gqXXTAAI3zgD8Aatn10q1w2y1HP5WM4SKpkMskLGd3++arz9k0Gv/Jvy/5ENSeXfkDeBASXLTxeecftsJcr2dJn1GWQhqm+LlEL9BZQx9JqLnvz9iuF6T5ZOQ7fFBfB0UfbyiJ/yE2Xl4mTgzS1M4skChPndZZH7J/g//tZzeNl//TpWjDH/ueM7vIMlXD0ZSBeGxl7MjGThcBHAZBOmC6tN/BdhclNb8UIp711Y1IPyzKJoI2FoTLRF2H2zl7bSzBwMjeHo2QglC8DpjJjdNo8JpCVr6ljURqG5w2YXR0JKVmhA9HKpGt3t3UV+11IxCAf12yZymFsq4Vm3qi/syRodVS4CQzO+xO8qWbbmKxBH3PmTSS+4GUNHRcvAKQmfkqdkebPfoj1ZGUOvMb4PZ83ai5A0vyuerKypY2oogxIy4G6Qlc0G933zWP0g68enRLovkC50L8KqkiU/75GsKaqNPU/WYs1waDXQKanpQsCrXrOt4aYBiRz/4vfJEo/LNIqnSmia9/zUfbIAHONTyYOsJunCMGq6sJ4n6yK3IvHI/ErsdGHYk1VS04VDM8DFt3i/y7mtM04tlFCGCUMqWZwL47vaFuGyO4FX/z6wbX/g/Y2w8T0TDLIqbg+nURlkIejJmgqb3htgGZqYIZvg3AgIRVZtHA0AlWptKs8LslbKXlVf2C+WU9K9OUtHIWPUzEX0/kZEw+TG26kH/qb8f7Mgy1Oy5Hiwoeka43via2QXWbdBVk0H4lDHXEDc3YZlSbnAlqSXavk0piuiB8uZohuAJVCy1LtUOYIlcQ+QHTd5//z2cV8i/9vHTmC5bOORM8pFbXxnTSWKVDbU1E4lrGSN+EbjrDJfL2Po3izBelRtp2YWYyNm3KpAOeR5XjkoTy8KX5h3ot35MkAaNY2MGODtqkLhE8p8TnTSntfGkZacqeMCExdWhzOsjoSVLCGRyyaZzVo4hKsLwyfcrePiwvTwc+KkHlayJsaUfSnM+GbnyipQLcFmSpDlBp9Nje8RcCMH3RHfh6fUHP8+ABboExYIskwtsDbqfhaekhX0pmwZz2EFlud5zOaCd9ZbxkQxRljtAERl4WjO9NYt4F+EhZLlTg1w1/im0SwWS1VfxSgt1QyHVntV+dWF7kXYrV4bGZ1sqmTIG6uKN7swmC6UwZZ8PGfqqNg8cj8b4n6uR5ypxOqlbM1ybqWCgqU3vbBagRYOjYOsF86uNDW+ewOiG6ULQ8hzrlSyDMdVwIsXhCqpBllGRswGDHU0N3WGCgzYzF2nISWr5AZZw+4os2LIkxXpx6qD1+zaiH9uBISSVbadwHqouOdY9TwbpWRNhrrRy89SpoPzlo5F2ZC0Trow7g2zXANSwZKd8BtVGHoFV+pg6sIMLEODoTHFk0VKVs8jg6wFpW8LEFxAv/7Ky/D7b7om8Dp5EVyUStaXfhl3FP8W37CvwdlV8R6JgizFbyH7CCWO0scuAh8TKs3XnnNVtcUifnhUXCT+6Yh7cdAtYHhTzQEZ5ckKK1nyYuXw4EU6Y2ooVpsoWU7tvKtGSAXqlFsRN7dUhsZEQ0OpZHlqWn4C2Hyt+LeR9fZlPG/WXBikSf2s2mE5IVlTw3nm9oDh0zBCkrpv2BUXxVLVaRhk5UwdGlOqC0MnsG0T4oT33cNnkTW1mvYAE8M5L02DoWnF+L4M2GVUlXTh82fTKVkA4Jh55FHCUMbwx4Yc+Y4w8qoXItlTKjcOS9dq0oXDUaqeDLJClV5bx3JYdvyLQj5CyXI4vPYU3z9yDo8+Ly5+Pz65iMs2DgcCHnlnvVqp1ihZsu/WyaL7eZWVIEt6siqqkqVUFwLeYOTRieY9j3KW74OxDE1JF0olK5guzHvbnVDNctOFz9uTkem7RsjWLOdXyk1VLEAEDBd4ATY0zGtTkTdVm0az0DWGI2dXmo7VkeeLcjhdWLER1R4C8D+n0wtFlLkJnbs3nLJ9g5ourANjotFyWZq/Q0FWhVmocg1DFTfIUrrc18wtbEJUH8Y4yHWsBv0y9awSULIWSxjLm15gJ5HncnleKVgGFuoEWYmVLPd7kp9JnHRhqaIoWYD4vyWrbHVvLA8pWX1APSVLXfDbJvLezCWJPDEsGJOi+WO1iN/PvAfvqnzQ8y+IFg7xIm11qKn8f5ryVLbzJVjV8vinZy7AcTi+8ZTwiNy4awL/+LzrTRjbDmhaTUM5Oacx7MlSL8YbRv2TR6C60NBRrjp+t+oIqjaHEe6R1QDZqd1TspZLmChkMDMimtmJCjnlINvtVhkaGe/xmeHgBRkAlvMXYYHnccxofrKth9or6xm+peaEI71nVcfxlckG3ydjTEj05WBLAYlUsp45vYTNo7kalSRv6X6rg0LI+F4tocrEOh/KGH66MIWSxcw8cihjx5TbvsGuAke/K8YkqWy8Btj+U8CW61wlK5wubKRkBQOUzWNZLNr+8/O5XOj3sleWqJx8z+e/hzfc+2384T89XVNZCCjBStmpqS6U73VMdpkvLXlVjQ2VLDdd6LhB1vRU80qxnKl75x1TZ15zWalkyRSZ2qcOgNfjKzbudh9xZhJ/57I1y7mVsjdsuBEZQ8NXnAP4WftjWDSjb2IMXcPmsSyOnF2p2zlcIlOlYbXGdnhASQ9ssymVrBLKMKBLJUu2b2jQRT2wnZqGsuzVFKourDrAMrLIlecBAKuu8sk5x9nlco1S1Ai59pJYKQD/fLISGoMW7kPoBVnL5boqmwzYZJCVz+i44I3syeO3/9cT+MiXfgTAT5HH3d6wJ2soYyBjaA3bOFxYrYjCGKlkKeq2mjanFg59QG2QVdtnJAq5wJZYAfiFfwR+5Xv4knYbHGg4v1JBxXZQtp3YzUizpvCtOA73lKxUUugrfhP/euO9OLNYwhMnFvC1p05h02gWH7j1UpyuugvWragJm04ZY0Lur/FkqZUqmUD6Qt1+IOjnClNxnNoeWQ3w0oWuknXGNZTODAvzfbiNBGQrBzPnPa6O1JGYVha3lP4bvpJ9XextCZOzdMy5Xd+fjgqyFCXL6wvV5ISgKl3hu9HpoYz3N2QgoMIY81MWQ6EWDnYZVWbC1Bk2jWbx/FnhqUqqagCAnskjwyrYNeluw+nHhdpz0YHgEwuTwM//DTC6FZauhTxZ1WAjUkmdIGvLWA4ripKVqxtkreKxYws4caGIi6eH8PGv/huWStWA6R1QjO+uJ0tj/ve11X2vI0uGqDj75z8QrUEAL1iRJ3hTZ0HjO4DKORFkbZxpXrUaDLJqlaxqqOVJPkK5iMXFt2D1zk/i+/ziFJ4szUsXhisLo5CerEcqO+qm8wCRMnxeBlmNjO/u9qrTE+TnX68HoZcuXCyiDBPMnXjgK1mbI19X87d15rdmCClZZdvBIvKeSiZvcEpVB1WHJ7r4y8A3rjIkiVoPlYhqzbyb5j23XK5pRCqRapP8jsXIHn8u4neencejz5/z/kaS7ZXXBqlkMcYwPZypmy7knGN+2fW1ySBryD+e1OxQPsWNYrdYt0FW1MBSoHmU7svYXKSp8hPeXe351YpnSIzbjFRNBcjXpipPHd6AKw/cAQD46hOn8K2n5/CKy2dw/Y4JjAwVsKCPiz4t7rZbobvBsElZHasDCH+ITOOFO74DaNjGwXZ4ourC8bwIDE67B+P8spDhp4czOL1YEuZXdfu33wS8+r8Dl97hKXSRJxRLwxmMB5qHJiVr6JhzxIX1Gb6lbmFE1XZESwAguqRbQZ6Y1Yu+RNOYFwDIirswVT0LB5oIDgJ9skqoQKQINoxkcdytUEyjZOlu1d0l4+72HXH7sm27oc4ratdU3XTh2EWioaTqwwCwZTzvd/8HUMgH0xeyncWx86v4hydPQWPA/b90AB+96wrMDGdwYFewPF+u25VyFWXbCaihU0Oi79YLCxXgnV8Rnp1H/tR94RgA3/g+mrOCHd8BsIWjKHIT22fG6n4ekpyle2sj0Iw0bHyXTVSV4DARRgZLe34WHNoajO8x04URN15RXDSRx+G5ZfA6TS0lUelCeY6pt37lzelpV8nygqzFkwBYzdDq+n9bQ0nLCXuFETzmKrYTaFa66s6rlYptowAzjDrMOQlyP1Xze9WutWQwxjBZsDAvlazIIEsqWa4nK6NjUe6flceZxVKNpSZuelNeA9W/OzWUqZsuXFgVPsWpoUykkiXXVcaoPwu2F+mfLW0xpq6hYOmBgaXi8cbBAGMMlq4FZGz5WtvhXoordnWhEmQtp/VkuUwPZ3D11lF8+p+fw0rZxi17ZqBrDLddsRE/U/ktFF/8H8T2RvRKUgc9y8aslh7cDjkoOlhd6KYyGrRxqNo80UHBmBiCLD/LuaUSJocs7y6oWHGCvgxNA66/B8iN+UpWRLpQBmZJUpdhcpaOHzk7sDx5Fb5tXxGRLpRVURwLq+L7HIlSbxRkUF3vZCv9QpsilCwAqOo5YcbXdP/kVBZKVoWZyBgaZkYy3kU8jZJlZsX77hqVQda3gZGtok9bHTKhkUsLxUr0Z3HgfcB7/qXm4S1jORSV6q1CSMnKWwbG8yaOn1/FPzxxCvu2T2CiYOGen9qJhz9yK3ZND4We767Vio1SxQ58d5rGsHnMDUQ3XAm8+xtiZElu3EsJyiBnLG8qnizxO6t0DgsoNO6R5ZJV5n1GzS6sMb6nVbLge8cSpwu9PlmVptWSQNDn1yjQ2DaR91W8hOnCZoGM/JxOLxbhaK6SxTmweEJcrPXm+wEoQVZmxOsVJ6nYjlccUeE6SjwYAMe9uQZ820VSJatg+TcLkrCHViLnF9ZLF2bD6ULTN747Rg7zy2WviXDcbI9EqmThIKuekuVXQFq+uh2hZPVTqhBYx0EWIFKGnpKVIEo3deY9H0BggKpsjpjE+A6Iu2SvhcMaKidefuk0lkpVZE0NL94t0i+v2rsRT5cn8a0j7piVCJOkmi70Ky2Dz5Hmd1VF8pWsBulCO1mfLEC0jJAH4/xS2VOyVso25pfLde+WfU9Wff9BEhN+mKyp4Zg9hh/c+WUcw3TNejGU/j6+khUvyKp38pK+rM11lCzbyGEeblpDNb5XRSl71tQDVXZplCyjIAo9LmVHxIXryHdq/VghLF3z7n5lOjxSyTIsvypRYct4zlMKbM4wkq/9TjeP5fDdw2fx5IkF3HpF41RdoE+WXXujsXksh2NuI1vkJ4C3/RXwgccgeyzIIGcsZ/oKizIWaAl5TBaaqz5qkGAZtWN1wsZ3+fw0Q6LDTVfjkjU1rJRsLBQrsZQs6euUr62HrDAEGis4mluYowZZMpCp9/7yc6rYHMzIAuBiIsHiiUQTHgzdTcFHjCir2A6W3CBkFRlv+5ptWxStNb7zyPeZKFh44ewKVit2QyVr3PNkGViC+I6WHRO2e9xWbQdlW6bLk3myphSfmhitEx1kBcYSeUqWf0znvCCrf1KFwDoPskbUIEv2yYpxMjKNYNVUuepgw7BscSCVrLjpQr8LdRyjdDNedplYlC/ePeUFIgd2TyJv6fg/z4i+RuH2DIBUssQ+leoEnHLMR3h2IdD4AlB1eCJPFiCCpNMLJayUq1gp25gcsrzA6ejZlbpBltzmKE+WDC6SyvMqWVNHUWlmWdusVqYLfU9WMyVLnjTqXQhlhWE9JevJmbvw+eotom2EkQHAvD5ZZQiz6QY1yEqhZF104A2YNzdi96O/Dcz/RFy4wn6sEBnTTxcul6vgHNFBVh1Gsgaq7gDeCozIfmObx3L4t1Oih9itexqng7yLU8X2q5gUtozlgh3kGfObk8Jf42N50zf066YX2FbMoViNKNVzg6n7Y3Vk8UjY+O6lh9IoWbJxbx2zeD0yho6zK2Vw3rwRKSDUZ/k3GgXxapDV3P/KAp4s+fnXM77LMn8A0KQloFpyg6z4sxstXcPXR+/2Zk2qlKscS24fqSLzgyy5bUnShX4Lh3TG92VFyapXrTlRsPDsnPBixkkXFizDCyLPV/3gaLFY9brvxw0Kw54sAJgeEspa1GidyCBrSDG+uy1Y1iJCdIN1HWQFlKyYniz5HPl8x+GoOty7qB/3lKx4C0GedL719ByWSjZMnSU+6FRmt43hlstn8PYbtwe2d6OiDEVV9oh+V2Kf6gUQG0Zr04VS8m5kfK86yaoLAXdW4mLRm7kllSwAWCxV6wYKcnsipXH3NWvJ58s0Srg6TWIoaQ7pZYjryaq39i7fOAyNAbumolNRL+x4A/5n5VZxN82YOEFVVoFqGWUuWllsUILONH2ytm+axuQbPwlt7t+AB+4RD150Y8PX5EzNS2n4w6HjpWwAceE2MmKfKzAiL2Bb3MBz93ShJj0YJmNoYExU6ZUilKwt4zmcXiwFqmxVVspV6JqoBg20FpAVhlat8hFFLhBksZp0Ydj4rjZRTUrRSxcm92S5wlos47v6N5oZ3yXNOoeboRYg0hPXKCUnf6fJYeJ2WXiyEihZpq7hsew+4Jo31/xO9WSVkPFuzn0lK0mQlc6TJT/fWuN77ec5nre8dRXtUw31ycroOAuhzp61/Zu6hWLF7/ges6/X62Y348OvujzwmeyeGYLDgX/5yVzN8+W5fnLI8ls4RChZ/TS3EKAgyzf1xfRkATINwgOv26A06wTi5+av2jqKG3ZO4P/93z/BueXymvPNusbwpz93PW6+PJg6mRrKeDnvcsRdj+qfiWpnASjpwqRKVkR6shkzw1mcX6l4n+eU68ny/m7ddKFUsmpTa166MGHqMvAebmNIeVKtp2RVbO6lC5sVMgw3SRfefNkM/s+HXoFtE/nI38sUlTxJwcx7fbJKMJAx9TUrWQCAS18JXPE64MQhEVjMXNHw6VvckUCcK5WWCZQsALBy4mRbYUakSiTN77de0dzUzBjz+tIJJSu4hjaP5cA5cPJC9NDp1bKDvKkL1VdJj3M3ZchyEXNDI1DXrqn2yXKDmhrju1S7UwyJlttZT/2pv43+Ggn3ZquHXFeNUmajOdNbA82Ci7D3Vfbja/T+8gKsW+65orwELJ+JXVkIiHRhvcavFdvxlKxShJKVJshKq2Sp8wvrebLU9HVUkBXVJ+s7zh488bJP4bnMHu95F1YrnkUmblC4Z9MIfulluwOP3bF3I2aGM/jUN5+tef7cUgkacwM+WdWpKJCyopA8WX1ElJIVRwq1DP/gl0GWTGXJdEOSvPGv3nIJTi+W8JUfHm+bFDo1bHlyrNdVV0H1z9Tr7LshIsjKxPCLJO2TBfif51MnF8X2D2UC6lS9E20jT5ZnfF+DJ0veRcrgvMaT5RnfHSysig7nzZSzZkoWYwybRqNThUCwH47YqLxnfC9xA9lQujCNkuVxx++J0TPbbqjplh1mx1QeK2UbZxZL3nDoJEoWAOTyIsiyEf26XVPi97dfGU+pEN3Woz1Zsorz6Hnhy3rh7Ar+8pEXvN+vVqrIumXxAbuAIbbByo/F3gaJpYzVceoZ3xUvWVJKa1CyJLGVLPf4arS+GGOemtXsYm3USRc2Sn3Kz8pwh8XLJrFJlaxKnb5/wSAru8Z0oVSykp2P8kraW92uyHSh6oeKUPc3j4pRZFIRzls6ODS8MPMynFH6WYnKv2QtHKLIGDp+7qYd+NbTc3j8+IXA7+aWRD9EXWOi6OTuTwFb93m/9zxZlC7sH9KnC/07HRmQyLuE4xfcdKEZfyEc2D2J67aPY6Vst83UNzWUwdyir2TVpAsV/0y9g+nKzSOY3TaGvVv8O/Z6xvdHnz/n9f1K2icL8D1VTxxfAABMDmUwnre8FEq9E61liKrRqLsd3/i+lnSheK1cN7V9soJKVhzlRm5rUgOsZDwcZJl5r4VDkZvImDqmhzNeoVRqJQsARjYB93wVuOsPmj5Vjt95bm4Zi6V0SlZ+SKhEthb9uldcPoO/ef9P4UUXxRuVJBsahqsLAb+K85g7YPzg15/BB7/4Q+8CKge/h0dJrbgDdfMjcbfB/7uBFg7S+O4E56hGXVTjktr4rjw/fpDVPF0IIHaQFU4XFmNU8EnVz5Bz984/L/6fwJMVLmxSqdjcTxcqStZqWapsSaoLG3sx677O0KCxYAuHusZ397vTNRb5Pd508SS+/eFbvJ5z8ly0WrYDBvULqxUl27O2sOGt+7cjb+n4k289F3h8bqnsm+R1E7jmZwPVnV66kIzv/cNozsRKWQxq9QZsxjG+R6g+OVPHSNbACdf4nqSUlzGG999yCYD2SaFTQxksFKsouX6i8AEZaXwPfRZjeQtffu9N/oBgqM1I/QN+bqmEN977L7jv4SMAkvfJAvwWDE+edIOsggVNY56Jst6d+Wuv2Yz33Hxx5O9kgLRW4zsAr6w5/BnJz7XqerKamd4BpYVDyuBnsl6QZZdQckR6y9Q1TBbcz24tQRYAbLiiYesGiQyynp9fUYoAkq3voSGhEjks+nPUNIYrN8dL0wHiOC1WopWsjaNZMOZ3kP/W08I3Iod3r5Rt5MxaJWvZDbKyQzGDLOUGzNSZZ3z3PVnivaUqqnrJkhJH/YlCDRbGYnR8B/xjoVmgIYOsZt4ekS6MML43eH8ZkFoZV8k6J4OshEpWjHRhmfmerLUpWcmOR8YYCpbRdKwO4KvcU0OWN1kg/F5qGlG2h1guV3FmseS950KxUterm5TRvIk3X38RvvKD44EB783GEnnpQlKy+ofRvN+QNJEnSznJqgtvvGCh6p4okypSL71kCvt3TgSMoa1ELt75pTIqkcZ3zRuamyR1Kk9qMugAgENHzsPh/iDQSsI+WUAwXTicMWqGjdbzmLz00mm8t06QlfH6ZK2lhYN4jwsr9ZQsmS4UPqRmpnfAD6wzKYM/mRKoSRdWyyhywzuZbxjJwNBYxxr5bR7LwtQZnptfTp0uHBkWAZSjJXtdPXLuGKtSJapXnI7poQyOnV/B4fkVL/UvP9fVio2cJYLWis299N6qJoJJ2eYizjZIAgOiw8Z391wkvWSNqgufOrmAX/uLQ95oL0kpho8pCrnODY01nVggycQMsqS3MNyHL4ypawFFqRij4acXZGVdJevcYfH/BEqW0Sxd6FbflbVcbQsHK/7nnNaTBch1rHiyGlQXAtF+rCjynt/LxpmlknejtKBcI9Mq7irv+qkd4AA+/6/Pe4+JIKu+akpKVh+ijtZJEliodzplJbU2pvRDSmo0ZYzh/7vnBvzBm2YTvS4ucvHOLZUiqwvVPllJ7lg2jmQxnjfxwxfOe4/94Kj4t0yppTG+Tw5lvHmKU8oJYjqi63xcvHThGu7E5An+Qj1PVqhPVjIlK13wN5wxYOoM856SVXCN7yWsOn6AunEku3YVKwGGrmHbeB7Pzy+nNr5PjImKPa6l79KvkjN1pU9WRLXiuGjj8M/P+NVP55bdESqKkgX4x/6qq2RZhbHY2yAJDIj20oW1aRl1kHwYzjk+8qXH8FffO4YPPfAj0crDxU8XpjO+j+XNWG0p1L/RLKC7ZEaok6NN+scZOvPaWQDxelHJte4pWeefB5heM3y8EVaDdGHZ5n4zUm1txncrpZIFIDDvFIgeqwMoQVbMwdVybUola/tkHobGXOO7TGOv/RyydTyPyzcO40fHFrzH5hbLmGywnfL8PURKVv8gD3Kp7gDxFpAqY6ujBmSvkZypR0qzTd/X0FK9Lg7qBPTI6kJlBEqS3DtjDPt2TOC7h896jx1yAy5ZXWc7HHpC47uupAYDFTJDMshKvnTlCXAt1YV+ujA6yJKdqquuJ6tZI1JAaUaa8uTFmPBbnF12PRRmDigtAtzBqpsuBIAdU4WAEbYT7Jgq4Lm5FSwWK9A1liidAvhKFo/ZrbsZOUukC0vVWk8W4PbKOreKf376jHdjcHbFV7KkJwvwK/eW3eaNZj5e2lL9DEzdP+bDSpaurNOsGxxG8fePn8Sjz5/D/p0T+LvHT+LP3TS92MZ0xnfpF4rTiNR/TTwla//OCTz4vpuwd0vjlhfCkxW/TxbgK1nZrJsROPe8SBUmOP+YuhYI7lQqVT9dWNWya0wXpuuTBbiD4dU+WXU8WWN5C4zFV7J0jYlGtGUbc0tlTA9nMJIz3RYONnSNBdblWtg1PYTn5kSPu5VyFasVu2G6UH62eaou7B/2bBIH+ePHL/jNSGMa38sR/iXZtK8XO9LKxTu3WD9dKE/ISatI9u+YwOH5FTHOwuH4gRtkeUUFjpMqsJHmd/XAk48lvTMHWtMnS5qWL6xWhJ8mtF9SyZLVhXE8SHK9rMXrIMZniM8bVh5YFUNdVxzD+6w+cOsl+MIvNu5t1Wq2TwolS1ZaxlVFJJolLpZTo8NNnhkPr7owYrQUIJSs4+eL+PZP5vGyS0UjxHMyXVi2kVWUrJLbAVt2yGbZmEFWwPguPg9dY56SJS0HphIY5K1oJatiO/i9v/sxLpkZwud/4Qa89NJp/NZXnsC/nRJVuemN77J/UvzgNq7xnTGGq7eONV0LVihduOoWKzS6EfWCLDmCKWEjUsBNF9rN04UVPZguNDSWSOVRZ/ElJW/pWC4192TpGsMbr9vatFGvSsEysFis4OyyGMUzkjW8uYKtSBVKdk0VcPTcKooVG3OLsh9i/aDeG6tDfbL6hw0jWWwcyeIHL5xX2hY0vwgE0oVKkOUpWT24COSdzJmlEkpRxnez1mcWN8W3b4fwojxy+BwOzy97/iw/XZi84zvgm98nh2p7vaRRsuT3spYWDqqSFXXCUQeILyZUstYiw08OqUpWASgKGX7V0T2FYThreiN6OsXOqQJWyjaenVtKnCoEIFQ5APlc/RYWSfCqCyMqbAGhZJVtBwvFKu66ejMYC3qy8pavDMrjZMENshAzyFKVHrmGdI15wZVnfFfWqfSShfnzfz2C5+aW8eE7L4epa/j9N16DrKnj4NefASCULMaSq6R+ujCBkhUzXRgX0wj2qypVnKZzN2VRQU4qWeCJTO9A8CY6jDq7sKqrLRycxBaGl182jY+9fi/2bIzXxFYlbxmxWjgAwH99wzV4ZcwWJ4DwPB09twqHA1PDGa8KX2RAWpdp2TVdAOeiMOaM2u29DllSsvqTq7eO4gdHL3h3AnHutAPGd9u/U/SHbPbeIsiaOoYyhpcurFGydOHJ4px7En3cO6y9W0aRNTU8/NxZz491+cbhwMiipOlCwDe/B8cypPdkZQ0dGkungnnv4fXJqkZepGVF2IXVCpyYY2TkuJi1KVmZoPEdrinbMTrqwwojByb/6OiFxKZ3AP4sRr11nqxipYGSpYwuesklUxjNmTXVhfJ1UiV60tqLf9b3A5PRBRdh1GkQ8sKoM6aM1Qka3+V2RylZf/rPz2H/jgnc7I7Tmh7O4MrNIzjqtqEoufuZVEGU6zyNkrWmPmwKhhY0oBcrdtP3liphLq8E5QmVLFOrny4s29xTsmwt6/mUVmNsW5isqeNtN25PZRHJW3qwGWkd43saCpaBw/PuKJ4hNV1Y28B3Lcged8+eWcJ8jCBLFgiRktVnXLNtDM/NLbvlqvE+DitKydL1wGiCXmRqyMKZxZJIF9YoWWKMRsXmgX2Kg6lruHbbOB55/iwOHTmPvKVj345xrwLPdtLdAflBln+Blf1cmplmo9A0hoNveRHefH3z9gP1yKlKVlSQJX08biO/OMb3tfbJAoCJvKkY3321qgyjZRe9NOyU1UnFOsOhmyH7HbXKk+WmC+sqWW6vrCs2jWByKIOJvOUrWWUbOcuoUbKexyZ8bPijbnAbbxsk0qysawxStPH8ocqNifSShVkoVrBn03AgiNowksWpBdFKplix06XWvSCr9Z6suISrC2V1ZyNkAFvIKSOokipZBmuYLrygjwGzb8OPh6/3ihSKZTuQBm43+ZoWDnzNrRX899a9GbxTwxmMZMVkFNH6p3VK1s5p8R09O7eMOTk+bbj+ertm6xg+cOslePHu+EUMvcC6D7Jmt40BEM0z4wZZ4uAPGd9VJatHI+2pITF02eG1qol/d277J/kE1W7X75zAE8cX8H9+Mo+9W0YxkbewWKqK2Y4pOr4DwLTbpVy9u7l66yg+/ws34MCuycTvBwCvumqTF6ilQV5AeMRnCPjKxLybuouTLpR9X9aqZC0W3a7MSpBV4mZXlazNY1mvZUbSHlkAWq5k5d20m+3w6OrCsRw0BrzkUnEiHy9YOLdSRtV2ULadQHWhVLJWy3ai/nbq9yFvPjQGONw3vmsMAYUjXyddaEeoxBtGsji9UALn3FOykrK2dGFrzn9WKF1YrNhNq7Y3jmSRNTWMjahBVkIlq1GfrKoDXTeA1x/Emfylfrqw2nzbWkk+1MKhnicrDYWM4c87dJWsC27H97VUZocZyhjYMJLBs2eWvcanE4X6680yNHzg1kt70o7TiHUfZF21Vfgonp1bjh9kGUxJF/oz7Pzqwt5LFwIiWJG9f8L7ail352rFZFz275iAw4FnTi/h2m1jGMmZ4FwMc66kVLI2uwOp1TmEjDHcdPFU26owmxEeiRJGBhRSVYqjZOkaw0TBSqXOSWTV4LnlckBRKcNcU3p0rRi65vV+S5culEpWa4KsrHKCjgpqh7MmPv8LN3q91kTVZsVL1anVhfI4WS5XE91YaW4FF+CrVULJ8tOF4ZuSetWFVafW77hhJIOy7eDcSgWlanKvECDOFbfu2YCfuji+ahDX+B4XQwsGO6sVJ/D9RfG62c34+q+/HIX8GpSsBkFW1eHeuVN0hnfTheXmKlsryWd0r4WD4/DAdq35vZX9mBrOYCRnYKFYicyArJVdU0N4dm4Jc0sljGSNrp6r2sW6D7JGsiZ2u7JlXCnU0nVPxg40I+3h6kJASLEyjVBfyfKDrCR3LddeNOaV9l7jBlmAaGJXtXmqst+XXTqNP3rri/Cii8YSv7ZdqKpAlD9BVi566cIYzUgB4C9+6Ub8wkt2pd4ub0j0clkY313K6K4nCxAVhkDyHlkAAMMNsFuYLpTU+1wO7J70guOJgolzy2Wl2aSqZAXH7STdDkPzq1MD1YV27RiqetWFNudex3iJnFN5aqGIUtVO9f2buoY/eec+7yY0Di03vkd0fG9mfDd0Tcz5VIPyxEpWcGaiijqI2VBaPazGUNlaScEyUK46qNpOZF+1tb43INZowdIxkjVRrjpYLFZb9jcku6YLnpI1FbPNRL+x7oMsQAQFQPygIqBkKaqP58nqUTlzaijjmWprgyw5HsdJ1dm3kDFw5WZRJXPNtrFAo1dxt518qRm6hjuv2pTYtNtONI017NTs9VZKoGQBwMUzw2tSsuTaO7tc9tUfCCWrm54sQPTKAlIGWZomAq0WpgslcdKz4wULZ1fKnoqUN2urC4WSlXAmo2UELlhayPgenkqQq6NkRY2skkHWyYUiihUncY+stMQdqxP//cLVhQnM5YZywR5J2MJB01B1/I7+KhXFl2Qp49WKMVS2VqLOs/TbD7XmPCkVualhC4wx77x0ZrHUMt+XZNf0EC6sVvD0qSVMFSjIGlikLyuN8b0U4cnq1XSh2pAurNqpnqw06UIAuG3PBly2YRibR7PegSmDjbU0AO015EkoSvn0PVlSyWqNAtOMSXW0jpou5N1XsuRojlTpQgDYch0ws6cl25INKFnNL4oTeQvlquMZc3NWtCcr6Y1V1tQCF0U1XRhVjp+zDKxW7MCFn3PuNvqtTRcCwGlPyerMxb/V6cJw2m61Ysd/b80AwESAnh1L9Hfl91uJqDBUfUmm7hvkixUbuQ4Fs4Bv8F8p2V5WpWVKlusvlJXc8hw2t1RuQ7pQnBuePr3U0PTez/RmNNBhrtk6BiD+IjV1DQ6HZ4YFRECSNTVMDWWwdbw1PX1ajWogjxqrA4i784rtBFIZcfmVWy7Br7iDrr1u+q4BXG9hVUq3EWmBOtWF7mcmy/5TqTcpmFCHRI+p6UKzY0pGPdakZAHAzz/Usm0Jj7Rpxrj7uUovYy7Kk1VKkS5UgjVAKFm2YnwPpwvldpeqjhfky6AsrGTJ/nKnFkqit1SHvv/tk3kMZwzvM1srwpOlpgsT7AtjQv0c3ij+nejvug2FbY5wPUPFVj1ZfrowTnuJVuIpWeUqNG3tffai3lteL/wb5hIu39iapsCSXdP+uapR+4Z+hoIsAJdvGoala7E9WXIxV2zuGR8ttxfNP/36y7xp4b1GIMgKtWcIpAvrlLcnQR1ZBATL0fsdX8mq3SfGGAy3sWTO1FvuYajHWM4EY66CZgVbOHTbTHrFphEMZQxcMtPaE3Qa1LReHIVvwk3DHpdBlhn0ZDkOd5uUJjuVhteGroXThcFtUy+qXpDlBmXhmyHL0DBZsHByoYhS1emYmvqKy2fw/d+8rWUDyMPNSBMHMkYmsR8LUM/vtUpW2JNVsTk458lUthbgrwfbG4HUKpVJerJk5kNWBTu8dSlJydbxvEi72g4mBzRdSEEWRICxd8tI7OoQdUBseJ5TXA9ON1CHhIYPFql2lCpOw+7BcRkJpQvX0mW912jkyQLkYFse2/TeCgxdw2jOFF3f1RYOMDumZNRjejiDH/3nV/aEt07tZZRIyXKbe4Y7vqtVh0nIRgRZUrSpOrXGd3kBV83v9ZQsQFTknl4oun2yOvP9M8ZaepxbEenCREGWVLISItOBUb2y1FYJ8qa8YnNv5FKnkCm9lbKNoUzyljuNkH0evSBLCdJb7cnSNYbtk3lKF64H/uBnZ8GjC0pq8A8uV/XpkFqxVtRF3KhPVjlitmFSCpYOXWOektWqu9tewFOy6ihEpqahCKfjAfdEwcK55QpgTniP9YKSBaAnAiwg7MmKoWQVGilZjte7Kumoj7ylB250NBYcEF1jfHfXnGp+l0UsUZW7G0YyIl2Ysk9WLyBtGdJ3Vko6uubAe4CNVyf/u5p/fg+j3oCqilcxZauMtMj1sFyuomKbge1ZK1LJCqcLW/k3VHZNF0SQRenCwUaO/4iDenC1IrXWKfKW4TU1bOTJKlfXPghUVqVIT1bU3Xa/Iku1631G8m6+U2kayWTBEp93wPje3WakvUbadGHQk6UGWaIhZFKLwC++ZJffoR+yok1c1CON71FKll1fydo4ksXjxxegsdZV+3UaQ1eDHc1rBhubl/yHVH9XfvZRbRwqVe4Fx/LGUVosOpkuLCjGd+kLbrUnSypZqpeyHde6nVNDAE41HA7dz8T6xBhjdzDGfswYe4Yx9qGI37+cMXaBMXbI/e834762H5GLuey2O+iXIAvw705qxuqEWji0Yp9EkOUqWQMUZPlKVr0gSzyeqsP5GpgouCNgwn2yupwu7CVyCasLh7MGdI35QZape8dOqepguSSCnqS98fbtmMDtytBeTRmrE9VgVPXgSKQnK0rJmhnJYm6phJVS59KFrcZSlSLZp6wDa1l+9uUoJcvxA2CZ0VgsVjq2bRLVoyfTmq3KqOyYKsDSNVy6QXgoM4bu7Vs7sjZXbRmFobGOD6/vFE2vAowxHcBBALcBOArgu4yxBznnT4Se+i3O+V0pX9tXeCW+tiNmoPVRKmxqyMKRsyuN04VVuyUGx5Gc6bdw6KPPqBnyQl3v4iXTDZ1WsiYKFh59/rxo3Ml0gNtd7/jeayStLtQ0hvG86bVwyFsGGGNiSHzVwWpFKFm5hMb3MLqmjNVxakflyB5MUZ6sqOHrG0Yy3sSFTJ8qWWqBEeci4OmEKqcGd2HUrudy+xaLcg107nOWaexTC0WverdV59hLNwzjyd++IxC8j+ZMFCut75MFAHdetRGzF93s9XcbNOJ8YvsBPMM5f5ZzXgZwH4DXxXz/tby2Z/GVLDFMuZ/uFD0lq0HH91YNGx3JGoona3CULKkMNVOyOtW+QTLhztlzOABLnHgrMLpufO8l1Ath3ONWHZIsX5PRNZSqtq9krfECqzNlrI7t1PSVyzfwZEWpxBuG/QtWsy7pvYpqy5DBZSdScs3ThX51ISCGdAOdTcsWMga2jufw1MlFpU9W686xYXVU+kvbcbPMGMOWNcyT7XXifGJbALyg/HzUfSzMAcbYDxhjf8sYuzLha8EYezdj7BHG2CNnzpyJsVndwzJCxvc+OonJPHuz2YWtUOdGcyaWSuIub6DShU1Kpj1PVseN7xnYDhcnfbfCsAyjr5TWdmPqfiVw3ONWVhjmTN1rl5AxhZIl03drVTE0jQUGRNetLlSCLGmUj+pnt3HUD7L6Vcny0nZVB8WKCCQ6kfpumC4MNSMFfCWr0963yzcO48cnF31PVhuvQ1KVH6SMRKeI84lFXR3DIf73AGznnF8D4JMAvpzgteJBzj/FOd/HOd83PT0dY7O6R8D4PqCerFYcTGpVSrjvTz8jT6b1vnfZE6wbxnfA75VVZSYMTRuoys61whhT0r3xLorS/K4GUpauBYzvhbWmCxUlS/X9SOTfXqnEU7JmRvxKrX5S2lXkOarqcMWT1bl0YbVunywWeN7CqlCyOml8B4DLN47g2bllT01t582UPJf307WuV4jziR0FsE35eSuA4+oTOOcLnPMl998PATAZY1NxXtuPWHrrVZ9OsX0yD1NnNSqLqTMwJuaDtUqdCwRZA5QuzDUJsrqlZEnF5dxyGTDzsBlVFkbRrHAhjKpkSTKmHlCy1jqvVNPUdGH07EIAKKrGd7caMcr4PlnIeI/36xoItEjoYLrQULxgYRp6sjocZF22cRi2w/HUyYXA9rQDWcQTt2E34RPn9uu7AC5hjO0EcAzAmwG8RX0CY2wjgFOcc84Y2w8RvM0DON/stf2IlGXLfZgufO01mzG7bQyj+WAAwBgTd+e2EziRrIXBVbIaV9rIk10nm5ECISXLzKPKrL4t328nzQoXwkwU3JmkNUqW7bdwSNgnK4zOmNfCIWqgutzmlZieLF1jmBnO4MSFYt+mC82IdGEn1rMZaB0RRB2rY9SkCzt7jpMjbn549AKA1ndjVxkhJSs1Tc8MnPMqY+x9AP4egA7g05zzxxljv+z+/l4AbwDw7xljVQCrAN7MOecAIl/bpn3pGJZyp1O2HQx12OC8Fgxdw67pocjfZQwNpUrrAseRAVWymqYLu6xknV8R6cIKM5HpI5W1U+RMHYzF9wlK43tQyQp5stZ48dc1hlLVN76Ht83QNRgaQ6laW11Yb8bozEhWBFl9emHstvE9Msiq+t34vXRhF4zvgN9q4bFjMshqf7qQPFnJiRUduCnAh0KP3av8+w8B/GHc1/Y7Nc1IB2ThZUy9bZ6sdt5ldZqmfbK65Mkaz8tRRhXALIggq09VjHYiG4rG7UIvy+WjPVk2sqYWmbJLghYYq1OrZAHu6B3HT2E1GqsDABvcIpd+beHhVfkFPFntP9eaDdKFZTVdaMh0oevJ6mALB0Bs58UzQ3jihEgXtlNlkjeMpGQlhz6xFKgydr+lCxuRMUQKpNIOT9YgpQuNxukmeafb6RYOcuTL+ZUysPtm/CB3Y9+qGO1EbSgah2hPllSyqomHQ0ehK2N1KhEtHAB4g8cljcbqAH6FYb82o/XSdlWno8Z3+Xdl+lZF7cYvg9tuVRcCfsoQICWrV6FPLAXqgOjSAAVZssFiKzu+S9Z6p99LeEpWM09Wh9OFjDFM5N2u7/t/EX829u9JyYogZ+mJPhdZXZiPUrJK9ppN74BoKFp16rdwAETKMFrJil6Hsrljtl+VLOU829kgyy9sUrEdDof7vzdD6cJOG98BYX6XtNeTJW4k6KYtOfSJpUDtCFy2+6sZaSMyhu7N4Wq18X2Q7oCyzZqRat1RsgBgLG/i3Io46Rcr/TtSpZ3krGRK1kSUkmX41YWtCbKUAdGOE5kuFEqWf+H3PVnR7zkj04X9qmRpftrON753Ll2oqoZiO2Q/qmCftW4Z34FwkNX+dOEgncc7Rf84tnsIL2ffhy0cGiHSha1TslQlZ5CM7zlT3tVFX1xNXUPG0LqSPpgoWCJdCNHzrBuBXq9z9+wWzG4di/388ShPlptaX25VulBj3izCqlPbwsF7TgIla//OCbzoojHsmipE/r7XkcFMVTG+d+KYMupUF8qfrVC6UPbJ6oZiuGfTiPfvdgZAW8fz0FiwyS0RDzoDp0DK2BWbi3YHA6IWiOpC2y1TXntQNJw1wBjAuX9XOgjs2zGOD7/qcly/czzy94bOOm56l4znLTzp9s0pVR1M9WmqqJ3cesWGRM8vWDoKlh5QZjNydmHZTjwcOgqNMV/Jsnlk4GRoLGDGbubJ2j5ZwF+956Y1b1u38NJ2brrQ0FhHlJR66UL52YfThYvFKjKGVrfKs53MDGcwljexWKy21ZJx0WQej/7H27wbDiI+FGSlwFIO/nK1NZV4vYBlaFhYrcB2OCy9BRcOjWE4Y2ChWIU+QEqWqWv4pZftrvv726/ciB2T3VEPxgsmzrvpwlLV7ttUUS/BGMMX3n0jto7nvccsV/VdLtsYy6/9wqMqWRWlq3jgOXpYyRJBwCCNrFKR59kvPnoUJy4UO6YMW83ShXrQLrBYrHa8slDCGMNlG4Zx6IXzbf9bFGClg4KsFMgTYKlio+q0ZphyL5AxdCwWVwH4Uv1aGc2bWChWI6ulBpU7r9qEO6/a1JW/PZ4X6ULH4ShVnL41PfcaV4fSi9KTtVqutkTJCgyIduoY3xVzPADIbNYgFZWojBcsDGcMPPzcWWwdz+EtN1zUkb9rKFWNKlLZkud/VWmbMLsXgLxo+ziOnlvt2t8nGkNBVgoYYzB1hiU5M2pQgixTw6I70LlVPrPRnIkXsErz8zrEWN6Cw0XFEylZ7UNVslphfNc0kS7knMN26qcL7YDxvf5YnUFgKGPge795GwyNxe5p1gqkMlhpomSpgXC3lCwA+NVbLsHPv3hH1/4+0RgKslJi6hqWWxyQdJuMoWHJrZRpVVWaNL8P6oWg15AjYM4ul1GqDE7la6+RMTSUbQcrpVb1yRLpwmajcqoRnqxBTRcC3almkzfRtcb3oCdLPe938zjLmjqNz+ph6AycElPXsFRubUDSbTKG5lXxtOrk5jexG9wLQS8h/UHnViooVZ2+7fbd60j1upVKlu3AC6IiWzjUeLIaG9+J9Ji6VpMu9JWsYLoQ6K6SRfQ2gxEddAFLUX0GJl1oBEvUW4EMsgap43svIxtnnl0uo2w7Xendsx5Qb6xa08IBcDhHxQleyIPP0QIpLAqy2ke4uz6g9skS372uMcgsZjcakRL9AZ2BU2Kp6cKBCbL8/Wi1kjXIKY1eQg4zPrlQBNC/c+t6nWCQ1Trju6dk1Rmro3qymrVwINJjuelgFZkuVNOE8jxJ6TqiHuTJSokwvktP1mAcYGqw2KrA8fa9G8GBrvSQWY+MuZ6skxdEtdGgpLJ7DTV4baXxvepe2Ot2fLfjNyMl0mPqmvddSMLGd0AEXOWqQ0oWURcKslJi6hqWy4OrZLXKzP+ii8bxoouim3YSrWc4Y8DQGE5ccJUsShe2BavF6UKZnmpkZjd0hlKFlKxOYOjBxq8APGVLTeXKf9NxRtSDVkZKLEPD8qC1cGiDJ4voLIwxjOUtnKJ0YVsJpAtb0fHdbUbayPiuh/pkORRktQ1T12qrC6u1Spb8nkjJIupBV9KUmLpifB+UFg5m69OFROeZKJiekkXG9/YQULJacIHV3bE6jYzv4QHRpGS1D1OLCLKkJytC8acgi6gHnYFTYum+MXJQApIoQyfRf4zlLZy8QEpWO1E/10KmdQOifeN7lJIV9mQN9lidbmIatelCGXSpn7cMhsn4TtSDrqQpUcfODIq5OKBkUZDVt0zkLayURSp7UNZmr6HeWLWiR5LGGDhXLuQRSpYZ6pNFSlb7iEoXliOM7166kPpkEXWgM3BK1CBkUJSsoCeLTtz9yrhbYQhQkNUu1M+10JI+We481GrjPlk2ebI6QnS6sDZzQS0ciGbQGTgl4TLeQSBYXUgnjX5Fdn0H6OTfLlqtZMlASQ4h1uvMLqxGKVkdnOu3XjCNYGoW8LvxB8/9Ml04GNcAovXQykiJ2YaeUt0mcIdGSlbfMqEEWVRa3h5a3YxUY1LJcsda1Z1dqA6I5tAY9aBrB0YDJUtVGam6kGgGnYFTMvDpwgFR59YjY3k1XUgn/3Ygj3lL11pSJCLfQqYL6zYjDSlZ1Ii0PQhPVr0+WWq6UARcFGQR9aAjNCXq3czgBFmqkjUY+7QemSgoShZ9j21BBq+t6JEFqEpWfeN7eEC043BQjNUeLIPVjtWp1qYLyZNFNIMO0ZRE9UrpdwZxn9Yj5MlqP/JYaUWPLEAxvldkujBKydJIyeoQ9cbq6BoLFBpYFGQRTaAjNCWDb3wfjH1aj4znqbqw3cjPNd+CHllAbXVhVMWgrgWVLNvhVFnYJqLShRXbqan6NMj4TjSBVkZKZBBiaGxgjKcZ925skPZpPULpwvYjj/9WmN6BeC0cDI0FzNhVx6FGpG3C1GvThWXbqfHfmdQni2gCDYhOiTy4BsWPBfgX5EHap/XISNaExsQcwygDNbF2NI3B0rXWBVmh6sLo2YVhJYsqC9tF5OzCiCCLxuoQzaAzcEqsAQxI5L7QSJ3+RtPEkGhSsdqLZWjIt6ARKeAHS6VK/VE5srqQcxFo2aRktQ1T17yB0JJKlTdIF1KQRURDZ+GUeErWAAUkpGQNDmN5k078bSZjtEPJqm0TIJHqlhSzquTJahumrqHi1HqywudGqi4kmkFX05TIO5pBCkisAQwc1ysTpGS1nQ0jWWwZy7XkvWo7vkcb3wHhxQKE8Z2UrPZg6cL/JlVDoIkni4Isog7kyUrJIKYLGWPIGNpA7dN6ZbxgYW6p1O3NGGju+6UbW3ZD4qULZcf3OsZ3QIx3yRhux3cKstqCqWvg3A1k3e+iYjs137epM2gs+vsiCICCrNQMYroQEEHjoO3TeuSXXroLZxYpyGonI1mz+ZNiEk4X1jO+A/7MQlKy2odsxlyxOeTQhHK1Vsm6Y+9GZAwdjOZHEnWgICslMhAZtJRMxtBpbuEAsG/HRLc3gUhAzVidOsZ3AF6FofBkDdb5p1eQwVTZdpCDiLIqdq3x/brtE7huOx1rRH3oCE2JOYDpQkAEjaRkEURn8cbqyI7vDYzv0pPlkJLVNiwlRSgpRxjfCaIZtGJSYg2g8R0AMmZrBt4SBBGfcDPSqNgpSskiT1Z7kOdANciK6pNFEM2gFZOSgfVk6WR8J4hOoxrfTZ1Fenx0xfgOkCernXhBVtWvLowyvhNEM8iTlZJBrC4EgFdesQEjudYZegmCaI6hKFn1hj7LKreqp2Q51CerTUg7iDpaJ8r4ThDNoCArJf5YncHqj/Jrr7ys25tAEOsOr7qw4njBVM1z3ODL9jxZqPtcYm2YWq0nq2JzL/giiLjQiknJoKYLCYLoPMF0YfQ5xdRIyeoUUZ6scpXShURyaMWkxOuOTnc2BEGsET2QLqynZNV6sijIag9qnyyJGKtDnzeRDIoQUiJ7SQ1anyyCIDqPbOFQbhBk1XqyyPjeLsyIFg5UXUikgVZMSkjJIgiiVQSUrDoX8rAni5Ss9mHVSRdSkEUkhVZMSsiTRRBEq/DH6th1zewGpQs7RnSfLE5BFpEYWjEpkQoWHXQEQawV2bWhVHVg1mvhEGpGatNYnbbhjdVx+2RxzqnjO5EKWjEpMSldSBBEi5CKFOf12zKQJ6tzSIO7VLLkZ25RywwiIRQhpGQoY2DnVAGXbhjq9qYQBNHn6EqH9/rVhcHZhZQubB/hdKH8P2UuiKRQM9KUWIaGr//6y7u9GQRBDADqDMJ6xvdIT1bE+B1i7YSDrHKVgiwiHbRiCIIgukw8Jat2QLRO6au24Hmy3IBWjtehju9EUmjFEARBdBk17VdPLTFCHd9tp35PLWJteH2yqjJdKD7zDClZREJoxRAEQXQZPZAurGd8l32yqIVDu5GBrvS/yWDLpI7vREIoyCIIgugygSCrXsf30NBi8mS1D9+Txd3/kyeLSAetGIIgiC6jBTxZ9Tq+kyerU8h0oTS8l8j4TqSEVgxBEESXiZUurPFkUZ+sdsEYg6mzmhYO1BeRSAqtGIIgiC6jpv3qqSVhJcvm1PG9nZi6pgRZshkpfd5EMmKtGMbYHYyxHzPGnmGMfajB865njNmMsTcojx1mjP2IMXaIMfZIKzaaIAhikFBjpbqeLM+MzeE4HJyDPFltRARZ5Mki1kbTZqSMMR3AQQC3ATgK4LuMsQc5509EPO/3APx9xNvczDmfa8H2EgRBDBx6omakjpcyrJdaJNaOqWtefyy/GSl93kQy4oTl+wE8wzl/lnNeBnAfgNdFPO9XADwA4HQLt48gCGLg0RI0I6063EsZUguH9mHpzGvdUCYli0hJnBWzBcALys9H3cc8GGNbANwN4N6I13MAX2WMPcoYe3e9P8IYezdj7BHG2CNnzpyJsVkEQRCDQRLju+1w2JwHHiNaj2loNcb3DBnfiYTEWTFRRzEP/fw/APwG59yOeO5NnPMXAXgVgPcyxl4a9Uc455/inO/jnO+bnp6OsVkEQRCDQRLje9XhsF2vkEaerLZBniyiFcQZEH0UwDbl560Ajoeesw/AfUwc8FMA7mSMVTnnX+acHwcAzvlpxtiXINKP31zzlhMEQQwIWoxmpIwxGBqD7TheJ3LyZLUP1ZNVqYpgi2YXEkmJs2K+C+ASxthOxpgF4M0AHlSfwDnfyTnfwTnfAeCLAN7DOf8yY6zAGBsGAMZYAcArATzW0j0gCIIYAGRwVc/4Dgg1q2qTJ6sTmDpD1Q2ySjYZ34l0NFWyOOdVxtj7IKoGdQCf5pw/zhj7Zff3UT4syQYAX3IVLgPAn3PO/27tm00QBDFYaBoDmjQYNTQm0oXkyWo7gXSha4CnPllEUuKkC8E5fwjAQ6HHIoMrzvnPKf9+FsA1a9g+giCIdYH0ZTVKAeoag+1wVMmT1XZMnfnpQur4TqSEVgxBEEQPIFN/ZoMu7oauoeo4XrqQPFntI9jxnYzvRDpoxRAEQfQAMvPXKHAypJLlebLoFN4uLCXIKtuUniXSQUcoQRBED6DHML4bGkPF5nDIk9V2TF3zqgrLVQeWroFRepZICAVZBEEQPYAXZDUInHSdPFmdItyMlCoLiTRQkEUQBNEDyICpcXWhFhirQ0pW+wgb38n0TqSBVg1BEEQP4Bnfm/TJUpuR6qSutA1LDytZdLkkkkOrhiAIogfQYrRwMNxmpOTJaj9qn6xylVOQRaSCVg1BEEQP4HuyGrVwEM1IpSdLJ09W2xDGd1ldSOlCIh20agiCIHoAI47xPeTJorE67cPUGSqOnF3oULd3IhW0agiCIHoATYuXLrQdxx+rQ56sthEYq2M7MA36rInkUJBFEATRA8jUXzPje9WmZqSdwNQ12K5qWCbjO5ESWjUEQRA9gBYjXSg7vtvkyWo7Urmq2A5VFxKpoVVDEATRA8hreMOO77rwZFXJk9V2pAerYjtex3eCSAqtGoIgiB7ATxc2aeHgOH4LB/JktQ3TC7I4Kjan6kIiFbRqCIIgegCZLmykTtV6sijIahemomTRWB0iLRRkEQRB9ABxjO+eJ0t2fCdPVtuQQVW56pDxnUgNrRqCIIgeII7xXdeCA6JJyWofMj0olSzyZBFpoFVDEATRA8RRskzX+E6erPajerLKVVKyiHTQqiEIgugB9BjNSIUnyyFPVgcIerLI+E6kg1YNQRBEDxDH+C6qC5WxOuTJahvSk1WxHVRIySJSQquGIAiiB5BeLLNBF/ewJ6vRMGlibQTShTRWh0gJHaEEQRA9gMbizS5UPVk6ebLahgyyZHUhGd+JNNCqIQiC6AHkNbxhCwd3nl6V0oVtR6YLixUbnDf+XgiiHrRqCIIgegA95uzCiu34niwyvrcNGVQtl6sAQMZ3IhW0agiCIHoAmS5s1vE96MmiIKtdyKBqpWwDICWLSAetGoIgiB5A1xgMjYE1SAH61YUOGPMrEonW4ylZJVfJIv8bkQIKsgiCIHoAnbGmzUV1t5qwbHPyY7UZ6claLpGSRaSHVg1BEEQPoGmsYfsGwK88LFVt8mO1GVlNuOJ6sijIItJAq4YgCKIHiKNkSQ9WqeqQH6vNkPGdaAW0agiCIHqATWNZbB7LNXyOVK9KFYeUrDZjkvGdaAFGtzeAIAiCAN5388X45ZftbvgcX8midGG7kZ6sFdeTZVHHdyIFFGQRBEH0AIauwdAbP0d31ZRS1fFM8ER7kP64ZfJkEWuAVg1BEESfQJ6szqFpDLrGlBYOdLkkkkOrhiAIok/wgqwKpQs7gakz35NFxnciBbRqCIIg+gS/hQMZ3zuBqWt+dSEpWUQKaNUQBEH0CdKHRenCzmDpmmd8J08WkQZaNQRBEH0CVRd2FlPXsFSSxnf6vInkUJBFEATRJ8jAqkzpwo5gGgylqgOAmpES6aBVQxAE0SdINaVIzUg7gpoiJE8WkQZaNQRBEH2C78myyZPVAdTAijxZRBpo1RAEQfQJap8sUrLajxpYUQsHIg20agiCIPoE1ZNlUMf3tqOa3cn4TqSBjlKCIIg+QU0RUozVfsiTRawVWjUEQRB9gqFc6EnJaj8yyDJ1BsZIySKSQ0cpQRBEn6AqWeTJaj8yRUimdyIttHIIgiD6BDWwourC9uMrWXSpJNJBK4cgCKJPCHqyKMhqN7KikIIsIi20cgiCIPoEUrI6izS7Z6h9A5ESWjkEQRB9gqqokCer/fieLPqsiXRQkEUQBNEnkJLVWciTRawVWjkEQRB9AnmyOgsFWcRaoZVDEATRJ5CS1VksaXwnTxaRElo5BEEQfYLagFSnZqRtR3qxMqRkESmhlUMQBNEn6DopWZ3ESxca9FkT6YgVZDHG7mCM/Zgx9gxj7EMNnnc9Y8xmjL0h6WsJgiCIxlDH985CnixirTRdOYwxHcBBAK8CcAWAf8cYu6LO834PwN8nfS1BEATRHAqyOguN1SHWSpyVsx/AM5zzZznnZQD3AXhdxPN+BcADAE6neC1BEATRBDK+dxYZXFlkfCdSEmflbAHwgvLzUfcxD8bYFgB3A7g36WsJgiCIeDDGvECLlKz24wVZpGQRKYmzcqKOZB76+X8A+A3OuZ3iteKJjL2bMfYIY+yRM2fOxNgsgiCI9QcFWZ3D8jxZ9FkT6TBiPOcogG3Kz1sBHA89Zx+A+xhjADAF4E7GWDXmawEAnPNPAfgUAOzbty8yECMIgljvmBpDGRRkdQJZVUieLCItcYKs7wK4hDG2E8AxAG8G8Bb1CZzznfLfjLHPAPhfnPMvM8aMZq8lCIIg4iODK/JktR+qLiTWStMgi3NeZYy9D6JqUAfwac7544yxX3Z/H/ZhNX1tazadIAhi/WG4F3xqRtp+ZHCVIeM7kZI4ShY45w8BeCj0WGRwxTn/uWavJQiCINLhe7K6vCHrAIuULGKN0MohCILoIwwvyKLTd7uhdCGxVmjlEARB9BGGTp6sTuE1I6WxOkRKKMgiCILoI+SQaKoubD+mQX2yiLVBK4cgCKKPoD5ZncPUqOM7sTZiGd97gUqlgqNHj6JYLHZ7U3qebDaLrVu3wjTNbm8KQRAtxqAgq2NQnyxirfRNkHX06FEMDw9jx44dcJueEhFwzjE/P4+jR49i586dzV9AEERfQX2yOgcZ34m10jcrp1gsYnJykgKsJjDGMDk5SYofQQwofp8sOhe2m23jefz0i7bghp0T3d4Uok/pGyULAAVYMaHPiSAGF0oXdg7L0PDf3zTb7c0g+pi+UbJ6AV3XMTs7i7179+I1r3kNzp8/DwA4dOgQDhw4gCuvvBJXX3017r///prXvve978Xs7CyuuOIK5HI5zM7OYnZ2Fl/84hdj/e3z58/jj/7oj1q5OwRB9CGULiSI/oGCrATkcjkcOnQIjz32GCYmJnDw4EEAQD6fx+c+9zk8/vjj+Lu/+zt84AMf8AIwycGDB3Ho0CE89NBD2L17Nw4dOoRDhw7hDW94Q6y/TUEWQRAANSMliH6CjtKUHDhwAMeOHQMAXHrppbjkkksAAJs3b8bMzAzOnDnT9D2Wl5fxrne9C9dffz2uvfZa/PVf/zUA4PHHH8f+/fsxOzuLq6++Gk8//TQ+9KEP4Sc/+QlmZ2fxwQ9+sH07RhBET0NKFkH0D33lyZL8l688jieOL7T0Pa/YPIL/9JorYz3Xtm187Wtfwz333FPzu4cffhjlchm7d+9u+j6/8zu/g1e84hX49Kc/jfPnz2P//v249dZbce+99+JXf/VX8da3vhXlchm2beN3f/d38dhjj+HQoUNJd40giAFCBlcaBVkE0fP0ZZDVLVZXVzE7O4vDhw/juuuuw2233Rb4/YkTJ/D2t78dn/3sZ6HFkPK/+tWv4sEHH8THP/5xAKKC8siRIzhw4AB+53d+B0ePHsVP//RPeyoZQRCErC4kJYsgep++DLLiKk6tRnqyLly4gLvuugsHDx7E+9//fgDAwsICXv3qV+NjH/sYbrzxxljvxznHAw88gMsuuyzw+J49e3DDDTfgb/7mb3D77bfjT/7kT7Br166W7w9BEP0HVRcSRP9AnqwUjI6O4hOf+AQ+/vGPo1KpoFwu4+6778Y73vEOvPGNb4z9Prfffjs++clPgnMOAPj+978PAHj22Wexa9cuvP/978drX/ta/PCHP8Tw8DAWFxfbsj8EQfQP5MkiiP6BgqyUXHvttbjmmmtw33334S/+4i/wzW9+E5/5zGe81gxxvFMf/ehHUalUcPXVV2Pv3r346Ec/CgC4//77sXfvXszOzuKpp57CO97xDkxOTuKmm27C3r17yfhOEOsY8mQRRP/ApIrSS+zbt48/8sgjgceefPJJ7Nmzp0tb1H/Q50UQg8l/+Isf4IHvHcWD77sJV28d6/bmEAQBgDH2KOd8X/hxUrIIgiD6CFMnTxZB9AsUZBEEQfQRvieLTt8E0evQUUoQBNFH+NWFXd4QgiCaQocpQRBEHyHH6dBYHYLofegoJQiC6CMMnVo4EES/QEEWQRBEH0HNSAmif6AgKwG6rmN2dhZ79+7Fa17zGpw/fx4AcOjQIRw4cABXXnklrr76atx///01r33ve9+L2dlZXHHFFcjlcl4/rS9+8Yux/vadd97p/T2CINYvFGQRRP/Ql2N1uoUcqwMA73znO3Hw4EF85CMfQT6fx+c+9zlccsklOH78OK677jrcfvvtGBsb81578OBBAMDhw4dx11131TQrtW0buq7X/dsPPfRQq3eHIIg+xPdkUZBFEL0OKVkpOXDgAI4dOwYAuPTSS70hzps3b8bMzAzOnDnT9D2+8Y1v4Oabb8Zb3vIWXHXVVQCA17/+9bjuuutw5ZVX4lOf+pT33B07dmBubg6HDx/Gnj178Iu/+Iu48sor8cpXvhKrq6tt2EOCIHoR8mQRRP/Qn0rW334IOPmj1r7nxquAV/1urKfato2vfe1ruOeee2p+9/DDD6NcLmP37t2x3uvhhx/GY489hp07dwIAPv3pT2NiYgKrq6u4/vrr8TM/8zOYnJwMvObpp5/GF77wBfzxH/8x3vSmN+GBBx7A2972tlh/jyCI/kansToE0Tf0Z5DVJVZXVzE7O4vDhw/juuuuw2233Rb4/YkTJ/D2t78dn/3sZ6HFLK/ev3+/F2ABwCc+8Ql86UtfAgC88MILePrpp2uCrJ07d2J2dhYAcN111+Hw4cPpd4ogiL7ilstncG6ljOEMnb4Jotfpz6M0puLUaqQn68KFC7jrrrtw8OBBvP/97wcALCws4NWvfjU+9rGP4cYbb4z9noVCwfv3N77xDfzjP/4jvv3tbyOfz+PlL385isVizWsymYz3b13XKV1IEOuISzYM48OvormkBNEPkCcrBaOjo/jEJz6Bj3/846hUKiiXy7j77rvxjne8A2984xtTv++FCxcwPj6OfD6Pp556Ct/5zndauNUEQRAEQXSS/lSyeoBrr70W11xzDe677z4wxvDNb34T8/Pz+MxnPgMA+MxnPuOl9OJyxx134N5778XVV1+Nyy67LJEiRhAEQRBEb8E4593ehhr27dvHH3nkkcBjTz75JPbsIYk8LvR5EQRBEERnYIw9yjnfF36c0oUEQRAEQRBtgIIsgiAIgiCINkBBFkEQBEEQRBvoqyCrF/1jvQh9TgRBEATRffomyMpms5ifn6cAogmcc8zPzyObzXZ7UwiCIAhiXdM3LRy2bt2Ko0ePxpoJuN7JZrPYunVrtzeDIAiCINY1fRNkmaYZGD9DEARBEATRy/RNupAgCIIgCKKfoCCLIAiCIAiiDVCQRRAEQRAE0QZ6cqwOY+wMgOfb/GemAMy1+W/0Kut534H1vf/red+B9b3/tO/rl/W8/53a9+2c8+nwgz0ZZHUCxtgjUXOG1gPred+B9b3/63nfgfW9/7Tv63PfgfW9/93ed0oXEgRBEARBtAEKsgiCIAiCINrAeg6yPtXtDegi63nfgfW9/+t534H1vf+07+uX9bz/Xd33devJIgiCIAiCaCfrWckiCIIgCIJoG+suyGKM3cEY+zFj7BnG2Ie6vT3thjG2jTH2dcbYk4yxxxljv+o+/p8ZY8cYY4fc/+7s9ra2A8bYYcbYj9x9fMR9bIIx9g+Msafd/493ezvbAWPsMuX7PcQYW2CMfWBQv3vG2KcZY6cZY48pj9X9rhljH3bPAz9mjN3ena1uHXX2/78xxp5ijP2QMfYlxtiY+/gOxtiqsgbu7dqGt4A6+153nQ/Sd19n3+9X9vswY+yQ+/igfe/1rm89c9yvq3QhY0wH8G8AbgNwFMB3Afw7zvkTXd2wNsIY2wRgE+f8e4yxYQCPAng9gDcBWOKcf7yb29duGGOHAezjnM8pj/1XAGc557/rBtrjnPPf6NY2dgJ37R8DcAOAn8cAfveMsZcCWALwOc75XvexyO+aMXYFgC8A2A9gM4B/BHAp59zu0uavmTr7/0oA/8Q5rzLGfg8A3P3fAeB/yef1O3X2/T8jYp0P2ncfte+h3/8+gAuc898awO+93vXt59Ajx/16U7L2A3iGc/4s57wM4D4Ar+vyNrUVzvkJzvn33H8vAngSwJbublXXeR2Az7r//izEQTno3ALgJ5zzdjf57Rqc828COBt6uN53/ToA93HOS5zz5wA8A3F+6Fui9p9z/lXOedX98TsAtnZ8wzpAne++HgP13Tfad8YYg7ih/kJHN6pDNLi+9cxxv96CrC0AXlB+Pop1FHC4dzHXAvhX96H3uWmETw9qygwAB/BVxtijbuCOigAAAvZJREFUjLF3u49t4JyfAMRBCmCma1vXOd6M4Il2PXz3QP3vej2eC94F4G+Vn3cyxr7PGPvfjLGXdGuj2kzUOl9P3/1LAJzinD+tPDaQ33vo+tYzx/16C7JYxGPrIl/KGBsC8ACAD3DOFwD8PwB2A5gFcALA73dv69rKTZzzFwF4FYD3utL6uoIxZgF4LYC/dB9aL999I9bVuYAx9hEAVQCfdx86AeAizvm1AH4NwJ8zxka6tX1tot46X0/f/b9D8OZqIL/3iOtb3adGPNbW7369BVlHAWxTft4K4HiXtqVjMMZMiAX4ec75XwEA5/wU59zmnDsA/hh9LJc3gnN+3P3/aQBfgtjPU24uX+b0T3dvCzvCqwB8j3N+Clg/371Lve963ZwLGGPvBHAXgLdy14Trpkvm3X8/CuAnAC7t3la2ngbrfF1894wxA8BPA7hfPjaI33vU9Q09dNyvtyDruwAuYYztdO/u3wzgwS5vU1txc/J/CuBJzvl/Vx7fpDztbgCPhV/b7zDGCq4ZEoyxAoBXQuzngwDe6T7tnQD+ujtb2DECd7Pr4btXqPddPwjgzYyxDGNsJ4BLADzche1rK4yxOwD8BoDXcs5XlMen3WIIMMZ2Qez/s93ZyvbQYJ2vi+8ewK0AnuKcH5UPDNr3Xu/6hl467jnn6+o/AHdCVBj+BMBHur09Hdjfn4KQQ38I4JD7350A/gzAj9zHH4So0Oj69rZ433cB+IH73+Py+wYwCeBrAJ52/z/R7W1t42eQBzAPYFR5bCC/e4hA8gSACsQd6z2NvmsAH3HPAz8G8Kpub3+b9v8ZCA+KPPbvdZ/7M+4x8QMA3wPwmm5vfxv2ve46H6TvPmrf3cc/A+CXQ88dtO+93vWtZ477ddXCgSAIgiAIolOst3QhQRAEQRBER6AgiyAIgiAIog1QkEUQBEEQBNEGKMgiCIIgCIJoAxRkEQRBEARBtAEKsgiCIAiCINoABVkEQRAEQRBtgIIsgiAIgiCINvD/A52QDg1UYTFxAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.37 | Min:0.50 | Min: 4.39 | Min:4.96 |\n",
|
|
"| Avg: 0.54 | Avg:0.55 | Avg: 5.29 | Avg:5.26 |\n",
|
|
"| Max: 0.61 | Max:0.59 | Max: 6.64 | Max:5.48 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('Lasso With Vanilla Features')\n",
|
|
"run(qt_str,y,Lasso())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "17dfe090-712a-44b3-861d-3e3e869842f0",
|
|
"metadata": {},
|
|
"source": [
|
|
"Again, slightly better numbers with vanilla features"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "0e026f52-4958-48e1-a214-d64d81d309a7",
|
|
"metadata": {},
|
|
"source": [
|
|
"# SVR"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 11,
|
|
"id": "f9950905-f0bb-4db7-b893-0a27d962fcc1",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:34.300873Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:34.300233Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:35.125538Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:35.124793Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:34.300844Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LinearSVR With Engineered Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.53 | Min:0.60 | Min: 3.48 | Min:4.22 |\n",
|
|
"| Avg: 0.65 | Avg:0.65 | Avg: 4.59 | Avg:4.60 |\n",
|
|
"| Max: 0.75 | Max:0.70 | Max: 5.68 | Max:4.85 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('LinearSVR With Engineered Features')\n",
|
|
"run(qt_eng,y,LinearSVR())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "6a2779d9-1a9c-4719-b5d7-24a061edc416",
|
|
"metadata": {},
|
|
"source": [
|
|
"SVR brings us back up a bit"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"id": "a1fc6b93-6fe9-4b70-a574-567890a233b1",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:35.127199Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:35.126590Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:35.952920Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:35.952171Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:35.127172Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"LinearSVR With Vanilla Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.53 | Min:0.64 | Min: 3.43 | Min:3.87 |\n",
|
|
"| Avg: 0.68 | Avg:0.69 | Avg: 4.39 | Avg:4.35 |\n",
|
|
"| Max: 0.78 | Max:0.73 | Max: 5.91 | Max:4.70 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('LinearSVR With Vanilla Features')\n",
|
|
"run(qt_str,y,LinearSVR())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7a8e42de-4c8c-4603-8adc-81e97245781d",
|
|
"metadata": {},
|
|
"source": [
|
|
"And again slightly improved numbers with vanilla features on training data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "188ef03e-5f31-4b85-9249-32f8184f8999",
|
|
"metadata": {},
|
|
"source": [
|
|
"# KNN"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"id": "a6244b33-23a6-410f-bca2-139c7cecbbf9",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:35.954613Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:35.953980Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:37.141682Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:37.140855Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:35.954585Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KNeighborsRegressor With Engineered Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.56 | Min:0.79 | Min: 3.15 | Min:2.78 |\n",
|
|
"| Avg: 0.73 | Avg:0.82 | Avg: 4.03 | Avg:3.27 |\n",
|
|
"| Max: 0.82 | Max:0.87 | Max: 4.99 | Max:3.53 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('KNeighborsRegressor With Engineered Features')\n",
|
|
"run(qt_eng,y,KNeighborsRegressor())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4228c418-ff65-4529-8069-7e06c9ac251f",
|
|
"metadata": {},
|
|
"source": [
|
|
"This one seems to be overfitting a bit on the training data, test data performance is about the same as the rest"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"id": "41d2acc7-4d4f-41ec-8909-8518fed7140a",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:37.143413Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:37.142828Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:38.314930Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:38.314159Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:37.143384Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"KNeighborsRegressor With Vanilla Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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xXQNh45AEWf3G3B30c6mPQZaUwA0fAHY9Btj3RJqc+1Vh6DjA2onBW9TrZaA4Qf8fNCbrs78OfKIH1WvqrjlJGbaHkuvQvefxlHJZ38RFiq/ZxvzmfWYYHJuE+P3ewA0S4vhk8XOyQ/0NssrL9HP9dH8+vxXUSkBuCBjbmaQLz3o4ti8y7yeTdfjHwML9wFW/DOTHAGkHDfA2E6V5Sq8M2o63XgJyo0AqO3iarBO3AQ9+v/uBcYDJSoKstsDn8Pzn0M/N1LR4mqwBKPvn8Txo47qf4M1abS08Hc/zsMdk9elanlFM1joVCYzvIuF7ny2JkiCrn1g86NoBiP4yWawHO//ZQGGM/t+vyXD1uPv5m8hkrZ5oHlTWS0C2SP8GjclaO0GpmG7v2kpLQDpH/+/l9bj1o8CHX9y79+8nOMja/wxApDc3ZchMVm2t//csszVWBbBq/T2WQYEqOwibbwNB1hQ9rx9Nos8kJosLBcZ30f3W501GEmT1E5wq3P1YYrKiIm67Dnz593tThbhwAChM0E4pz0FWn9J1/P02M63w78+hyqco1MsUYGXyg6XJqpf9XebcXd1979KCb4LYS0PS+74GHPzuYJ3XOJi7C1ibi34OB1nju4Btl/aHyVKPo19Qxd39ZLOk7Duz4UENfMPmO7aO4epCoD9BwxnFZCmaLKDvuqxYQZYQ4nlCiHuFEAeEEG8x/H1cCPEFIcStQog7hRCvUf72oBDidiHELUKIM6D+cxMxdxcgUsQgVVejO6yfvge4/l+B+7/e/eNYOABMnwcIARTG6bF+aSfWmMla3ZzJ0HGA5SPA/P3Rz2PxaWbAmKy1E/7/T3Wx8kdK0mRN7qXfe5kuXHDP/WbqlbqB/3k58J2/iH5OeZEYrMI4sPMq8qLbrErN2jowup3+3+8gSw2s+hlkffRVwEdeNhhj2Cr7FcuhTJYbZHG6EOjPtfSYrDNgjNbcuXpsJ/3eZ11W0yBLCJEG8G4AzwdwCYBXCCEu0Z72BgB3SSkvB/A0AH8vhMgpf3+6lPIKKeVV3TnshwlO3UXBzeyF9HuULouZpfUmO2cVJ24FvvaHzYOVxYPA9H76f37U/bwmZcW9wioHDXJzxNbVFfqsZgOxxunCwmBpslRms5vl1fUSUe0TbpDVq2shJbDwAP3/TJjAVcTpSVhaIAZCCGDXVcQIzt/X+2OT7vjh69fvIEtlsvopfj95G3D/14BPvrY3FbmtwKoCI1vo/2E2DjzuWPgO9MfGgZmsyvJgBKhRqK1rTFZ/DUnjMFlXAzggpTwopawB+CgAXUAhAYwKIQSAEQCLAPp8B58BmLsD2HKJPxFG6bK8IKuFnPjdXwB+/K7o1F+9THTq9Hn0O6cL+81kAZuTsmT2sFmQVS/TRJfJD5bzMTNZE3u6my7klITHZPXoWqyd8FMirWwg+g2rSsF2qUnlXmnBXxy3X04/N8NryKpSAcnkoARZA8JkVVZorNzzReop2c/UYb0CjGx1j6tJupB9soD+MlkAsDHguqzahhuUzgDp/BkRZO0EoCY1j7qPqXgXgIsBHAdwO4DfllI67t8kgK8LIW4SQrwu7EOEEK8TQtwohLjx9OkBv4jdQHWdTEi3XupPhN1msrzecxGT2uJB+slMVmFANFnA5gR6XGJfWggPnqT0xZSZ4mD1LmTmb/8zgfl7OxMV3/kZuicBfyKf6HGQpaZp1weg60FcMPPQbMErLfpB1kSMcd4tMAPCn7nR7yBrAJgsx6a58PJXAk/+PeC2jwLHb+7PsQA0jzCT1Um68MYPAh94bm+OkVFZpvkPGHzGuV6i6sJUChjbcUYEWcLwmB7+PxfALQB2ALgCwLuEEO5qjSdKKR8FSje+QQjxFNOHSCn/TUp5lZTyqtnZ2TjHfmbj1N30c+slpNcoTMRjslrZRTBLE+UovHCAfk5xurDf1YUngEzBPYZNZLKAIIumwq6RrQUL3wcpyFpzz9feJxJzsdBEWxYGq0YplB+9i37nlMTodrKt6FW6kO8/IDh53/YJ4B2X9KeSKg54Z99MhFxa9AXL+RHaXW9GJTGPnQm3cKHfTNYgaLJ4HixOAJe4yZh+LcCOA9itpgtDmKyjNwBHru2tH1plxc92DDKTJaUvfAcoZTjomiwQc7Vb+X0XiLFS8RoAn5aEAwAOAbgIAKSUx92fpwB8BpR+HFxU14BP/WrzqqFmOH0v8M0/CaejWaS89RH0c3Jv9A6XB1srTJYXZEVMaqyHYSYrNwJA9DddOH0+/T+uLsy2gG/9maLnagFqkBXWgkGt8MkOGJO1dpICIb6P2k1FrR0HpEMFFoAfPAxNUXDQq4B34YCvN1Hv7aPX0+QYVQzST/CiWF2NZg9LC36aB6BU1fLh3h4b4M8XhQn61+8gaxCYLNYVFcap5QrQ+TzfLmxX1zTMQVaMdGEmT159JW1M8Fhlz8VuQ0raVMxcQL8PMpNVLwOQZEYK+F5ZfUScIOsGAOcLIc5xxewvB/B57TmHATwTAIQQWwFcCOCgEGJYCDHqPj4M4DkA7ujWwfcEx38C3P5x4IFvd/Y+N/0H8IN/CL8h5+5yDdP20O8Te2Jqslq4wWMxWQ8AI9t8wXsqRf/vx26zXqZjnnUHc9yFfe524Pt/D1z/b61/prqIryp7h8PX+qksthbwLByaBFk/ehfwiV9q/VjawdoJCrJmzifGqd0giwNMFmV7Qda0ez/0kMma2k/fQb23l12FgqoFGSTwgg2EC5G5OTSneYDmm6luga9XfgQYnmmuHes1KivE4gH9kyLwPMh2NSLdPR2glMCX3ww89KN4z+c5pTBGEoSwDaWaLgSAocnGgJnvP94gdRu1dWLyZ9zN7yDbOHi+YiP0c2wnZSL62Hu1aZAlpbQA/AaArwG4G8DHpZR3CiFeL4R4vfu0PwfwBCHE7QC+BeAPpJTzALYC+IEQ4lYA1wP4kpTyq734Il0DT/Sdemsc/wn9DKNW5+4AtlxMQQ1A2onlw0Qjm8CTZnU1vp8QBxBRARPbN6jIj/Vnt8ki7tmL6GfcY+Dg9O7Pty5kDQRZyo7nE68Bvv12+j+fb8/CoUmQdfjHwMFrWjuOdrF2gnbl6SxVqZ5qU/zOlPr6HJ0TnsgLE7R77mW6cHo/CYDVBY/HnxrMDBLU4C+MJaqs0OKkBlkTeyiADBvn3QJfr9xof9uxMCordBxRAUWvwdesMA6k0sDwbPd0gEsP0iYvbs9VrtDL5CnQikoXprI0vgHzteTfe8Vk8Xkb3U7ByyAbktbdIIv1Y0//Q+DNB+h69wmZOE+SUn4ZwJe1x96r/P84iKXSX3cQwOUdHuPmgif6Tnabjk32CYA5yDp+C+14nvwm/7HJfUQhr88BY9sbX6MGSuunfLF8FHhwNNNkXfSC4GOFsf4wWSx6n2mRyeJrtXCAdnNbLo7/meVFID9OJfbMZJWXKH3GATfvjuJqsiorFBw4jh9E9wJS0jm7cAf9vuUS4KEftvdeKqV++j6auAsTQDrTu3ShVaMA+dKfIyZNXSTOJCYrLIApK2wgY2Iv4NQpOB7X64e6CC/IcgXTm5GiVDF/PwUzqrC7MO4GFAOgyQKA0a3dSxceuZ5+zt0efPwrb6ENzPZHAnueQL1hAd8GJlOM3tSyPx/DGGQxk3V3Z98hDHyvFycoMD0jmCz3nPVy/o2J/h/BoMELsjpgshYO+BG1HmRJCXztbTRYnvhb/uPNKo/URS6O8NC2/B1jWJBVXqY0gonJ6keQxUEO09Jxj2HpIZqsIMi2ohWUl2jyGNvpf/4pl3bn86ymC7PF5kxiZZn0Tb3esVdWaBJmfcnWR7SvY1o5Ssa4AAWqZUWwnetRkLX0IDE90+fRYrw+R+OjsuKfu4HVZC37/w8THKu6NkacSuJuQE0X9oPJ+p9XAN/8U//3ygoFWPrc8pW3EGu8GVA1WQDJJLrFZB25ln6eusf33yovA9f9C7Ha33478KEX+EFdgMkaj64ujAqyHNsfI71msgoTLuM8yEGWll4dACRBlg6+gTrZ+XGqEGgMiO7+PLENz/hDf7AD/uQbpsti2hiIpyNQF4GwAbzIonctyOrXbpPThWM7Kc3RCpM1ewG1J7pLlws2QXkJKE4Sq8BsDu8IecfmCd+HqZKvmRlfeZMCBGb+2NXbE7+3kTJcPUZp2kyRdFmqlijfo3QhVxZOn0+Tt1Onc6ZucAY1XahuXMICGH5cZ7KA3jNLHpPlBlkb85vrCbV2IhhIVlwmKz8anFsO/5isQ8KKTroJNVgAzEzW4qH2ztPh64BUhrIRXOHL9hA//yHgZ9/vHoMbeKsbt6h0YX3DT30BLpOkrCkV10x5bCetC71ouaMyWSOzg11dqDK4A4IkyNLBQdbqsfZ1E8d/QgMjlQ3ekFYV+Pr/pbTOlb8YfM2EK4CPYrIm9wWPMQrqAh8WMC2EBFn9Er6vnqDzZpqMo7D0EC1eF7+Q6Hr2/ooDDrLGdjQyWZUVSml5QVbRDbLK0ROx56HU6yDLDUo5yGKzSzXIj4uVY9SncOY8YrJKi35VXH4kXPjOO8d2wIvR9Ll+Wmn9VFAPOajpwvKyL+QOW9i8IEthsrgXZK9tHDwmy9VkOfXNE5xbNVrsAp53K8Ri6VKE9VMAJHD7Jzr7zJv+g1oWRaGyQoEQL8Aj22h+Zubp5B3AO68AbvxAa59dWSEt5EU/5b8PABy9CYAAdj7a31DzdVGZrKh0YW3Dr5QDaJzUS/778L239wn0sxfdBNTgdHhL95isj7wMuO5fu/NejHrCZA0++Aaya+1Xnhy/Bdj2SFdYqQRZd3+Bgqjn/DlpXVRki7SbDw2y1oGpc4PHGIVAkBWyS1o4QCkiDt4Y/RS+j253eyjGTFk6DrECk3uBi3+aHrv7i/E/0wuydlHqtF4JahtK88quc4ja6gB0fxiPx968VJcXZLnpwpEtVK169IbW32v1KJU7z17karIUE80wVvHAt4C/3u0H661i4QAFKsVJ/zusn1SYLDHYTNbwDOn5QpksgyYrW6B7vFtM1idfC3z2DY1jvLZGbtfpLB0nsHkpQ77vef6U0tdkqXOL4/hs8W0fj//+tVJwk2PVgC/+DvDBFwD3fzP8dZVlOgbhWj+ObAEg/Y0wV+Z+809bs4M5egO9z5WvBtI5at0DAMduJH1pYZw2KoDPtKiarKbpwhH/d7Z84HPL13TP4+nnqR7osgJM1hZi4zr1r5MSeOA7wIPfN/999QT1mWx1HfL0s0mQNbhYnwNGXSFxOxOhbdEg23ElTW4qk8UMy74nm187td/fBemortGOuDgZL/jjiU6kwgfwwgHaWWfywccLY73Z9d7x6WiWiYMsID6btj5HFP3EXgoWt19OKdm4YLPIMfearx0nJqs4Sb9vnFZ2R0O+UWqYLks95l73GNOZLID64x27qbX3qZXofhnfCcxcCKwcpsXPM9F004U6e3ftv5ABaru2EfMHfP0dtxdZP0Wfn85TCmRQmazKsmsFMBWdLkxlfINfxsSe7miypKSN2y3/Bbz3Sb74GqBNGS/sm91YmO/76iotelaFNiWFseDcUl6k+2fmAvINDJv7VCwfAf7+QuDmD/uPscebEMD/vAy4/ZPm11ZW/FQhEAzsAXduEnSsX31L/O97+DqaZ/c8jip85+6ga3P0BhqPgB8o1QxMVpQ8Q08XMuPL6wqf6+1X0PN6ocsqL9P3y40ScaB+fruordO8Hdb78/CPqPXRydvNfw99X034PgBIgiwVjk3Mxa5H0+/t2DjM30eL8o4rGvPnK0fpMT2oYVz4fODELWZmoLpKi93IVnN1x12fAz71K/7vHGSN74pIFxrsGwBaFOxqdxuBlhZp1339+8Kfs3rcr6zMhwR61XXgmr/1vxMvVszGXfhTwNEb47kfOw4tlpwuBGii3zgF7HsS/b5x2k+JZZUgK+zcqEHBZmiyCuPBdMKuq+i+bda4WAXbN4zt8puV27WgUzmkP4EBJFo/4LIGesAQV9PC9g2Aki6co4V0fBddl4EVvq/QuR+eiQ6yilM+c8KY2NuddGFtna7TpT9Hv3/op/32ObV1f2HvNMhaP01jKi4CXRRO+mO1ME7MH29EeLP42F+jYPS2jzV/72+/nV6vLr6s53rJv5Au81O/Yg60ystBHewIB1nufLp4kDadT/k94K7PAvd9rfnxAMCR66g9Wn6UMhgn76DxUVqgVCHgB7yc5lM1WflxYrZMpramdCHQyGQNT9PY7YVXFjOAqVQwrd8JeH4Om6eYBW51/HtB1lD08zYRSZClYmOedkQ73d1HO7vNE7fQzx1XukGWstivHqfdeRgu/TkAArjjU8HHpaRJM+/uJEw3+F2fJ10DG2XyzTm5z5wutC3a9bAnlQqeiOJQtXYd+OIbm6eMHvoRABk+ONmOQGWyTJ9/zd8A3/kLEssC/mLFguLznkWf88B3mh97dZWud3HS79j+wLfo5z63+9PGfKMmC/Dpfh0BQXSPmazV40EWC/Dv3VYWRd5MjO/0gyxASRdqu3AAuOlDFDxkCkHGd+EB4O1bm+9Ay8sUzLK7f36M3mt9jo5nYjelJ8LShafvaxQtS9k7/6kvv5nSo4zyMh1fVOWebkTKmNhDgS1rgUwoLzX/Ljy37H8m8IK/p40RF7NU132D4bB2LHHxw38EPvj8aCsYFep9vz7nvy7vWjjU1mlDy4HClkuA855NgVGUaeTxW6jfIBC857hgZesjgFd9kvRJn34dcM+Xg6+vrPj2DQAJ3wF/oV86BEydAzzht+m+vOZvmn9X26Kxtvux7jFcSvf1vV+h3z0my70WYUwWYGbu9XShyvgC/rkuTrmp/h4xWcwADmtMWrvge3HtpPk+581qq0GWWqQ0IEiCLBXMEE2d43rLtMFkHf8JDYrp89xKjFP+zn71WHSQNb6TetDd9nFNc1AhWj03El5Cy5Va3H+vvARAkEbHNHjn76X33XFF499a6V84fx9w4783T9E9+AP6GTY4y0u0SDCjZEpZzt9PKSrAd1bmQJgLB3ZcSdfuwDeaHzsP4OKkH6zwQnqOm9JdP+XuOt2AItuEyVIXos1gsjjlwdj+SCq4aEWXxUzA2E7S/aVcvaAnfHcXCL4eVg24+T+BC55P6T6VlTl2E13HZuJ73oxsu4x+CuHaOJxymSw3yApLF37sF4CvvTX42EdfBbzjIuBbf97d6j3HIQb2rs/6jzGTFRlkLZqDrMm9ZF2hmt+qKC8D/3CpH1CEQdV8MQPMxRu1dcUlvENN1vJDxJgxc9kMASbrhD+PsCYLoMd4HhvZCjzy52nu+o8XAT9+d6OsQErg6/+H7sl9Tw5mGfj/YzuJwXjFR0k28IlfCjqwc4qX4QUsbrC3eJDu/0wO2PPYYAeIMJy6k1J6ex5Hv2+7lH7e9CHSW21xK375WnhjSNNkAeYgVk8XDk1T6o7PXXmRxnt+lDZIa8e7n2KvLPvB6YibLuwWk+XUzbIKfqxVyUVt3dUixrIA3RQkQZYKHmwjW2mSb2eiPv4TGuDsKGxV/N3LyrHmBoSXvZSqrlg8CQQrhXghUiGlPymphpqFcZcNMAze47fQT65IU+EtqjGCLN5FLh6Kfl6zIIuPm4MG3U9HStJJZItk6nfYnTyXHiLan4OfVArY/wwKlpoxATyAi5NE5xfGacLOj9GuMJ33NVnZIZ+5AcI1WYF2K5sgfGf9ICNbpIm+FV2Wly7cQUJpbhauWjgA/gJxzxcorX7Va91OBUqQxcF+s7HDQdiOK/3HRrbR9dw4Re9bmAhnsjZOBdkyKekekw61WHrnlfHYzDiorQGQ/j3qOL6+hzVZphSp6jWmopmNw/Gf0JzBbZ3C4KWKZvz7gHV6arowP+pWOrfZWoe/t84MhUFdGNfmFH+qMZ+1qawq8+0W4OIXAU99C91XX3sbXb8PvoC0V7d+lAKsB78PPO2txBYtH/bP+cpRulc5RVQYA37hU/S9b/x3/1g4MGZk8jT21066noELfnFRcYqC2Gap78PX0U+VyQJoE7vjSn+xzxYpOOK1gDMOXF3Ix6dDTxem0hQ0q+nCITclPeuaMHe7wtDIZHUYZKltnvieDXzmUvBnXKjNoQcESZClwttZbaF0RauarMoKTfy8cKgiweoaVZ2N7Qh/PUDd4VOZoKaAgw0OsuobwZL6jXn/OTwhlhZpAimMU5CgV4OcuJUoVZMmS50Im4HPUZSgvbRIYlCRCg+yPBG3e37yY+5xuymV+75KO+mnvYWsGpYPU9C6/FCj+/15z6ZBzGxJGDwmy10Ix9yU4eyFNGlxurdeokkSUNKFIa7vPFEOb+mt8N1xzEwWAOx6DJWzh6VeKivAP1zm32MrR+l4WSvIvSNVM1LAXyBu/jAxh/uf4beD4sWIA4NmLPCxmymVrQYhI1v8TgkTEUyWlHRvLjzgM4qrx2l8PfUPgN+5HZg8B/j8b3angIOvKVecVVcBSJ/Jsip+mkIFL4A6mHUN02VxANqs3yD/fWiK/qXz/vhXhe9CdGZIyt/7/m/488jCA8AN7zc/v7zktoLJk6g8oMlSNnDrp2jzkhuhYOTpbwXecB3w27cCz/wjmhM+/5vAZ34N+PG7aHN11Wvo/NXW/fG7ctRP9zOGpmgcM0vLTY7VdCHgt3NacjeJXpA1SYys6bqqWHCd7fnzh6b8bAVrewG6BrlRXzPE8wf7ZPE5UWFbxCDqqa+RLf48qrKlnOrvti5LZbLyI3TNOm2tE5DRGIKstjVZpSTIGmjw7mB4i7t4HGnNmO7mD9Pguex/ue/DQda8P/mN7TK/ljE0RbqiOz7lMzG8ULDwHQjuJFiHAfjMElsTePS8tticuMVNLRl6OrWSLuTPW3ow/Dmsx9r3JJroTYu/Z6zpBg36xPPjd9MEePXrgL1uufLhH/seWSr2P4N+qhoaE3gB50pCDoBZp8bGe/WyT9k3C7L4PSf39ZbJKs1TyskUtO+8igLxsHLu2z5OFXw3fYh+Xz0WXKT4+6s+WQDdQ1JSgHT+c4g1nNhDCxFPmq0wWTseFXxsZKufRhnfTbtnq9zYkLtepu8ubf/z+LtuuYQCtJe8h+7Nb/xR9HHEAQcJzPip7VnCROWOE54uHN9FG44wzafX97RZkKWYnQpBYyfAZI36zx2eaU8jyNqpLY+gIPahH9I98JlfA770JvNGjCt2R7e6wnfWZI0prI3LZI1saSwMmNxHLcd+82bg9T8EfuMm4G0ngNd+hZhW3VNw9ZjvP6ZibKd/zeplSk2pTBZA99zaSX+TyEEWB8fNxvD6HDGw6ndgNov1kQzVb47nj3Q+XAPLXUP0oIG7IwBBP7uJvRTctmupEgaVyQK601qnKZPVbpC1ngRZA431U7RryI/QoLXK/kR39Mbodiq2BVz7XtILsM5pWMlf82CP06/s0pfS89kxWHVv9nxSlJtcHVRqupCZLCCYdnFsYty2X2H+/CgmS3+MGYuVo42LIePBH5D24PznUjrHNNlvKCwi0JiiWjwI7H4cTbJbL6Nzcega0rXoTNbILLGJzTQkqiYL8AMW7n3I1aH1kk/Zc1qSv+sP/pEMZhmVFVpAJ3b3Vviup1dVsNjWpMuS0k+hPPRDur/1NPaVrwae9SfKteCAd53uu+qqL1j32sS4bBbfi1FB1vppYkB3GoIsBjNZQGPKUA3+ObhibzO+druvBh7/BvqunTbr5iChskxzgNqeJSzIqq40NodmpLMUAISmC2+hn3GCrFTWvz6qoa7KZPHfmK1pBeun6Htc8Qoaw/d8mRhQvrdMzDTPPSPbKIBRNVkFZdO3Phe85jqEoNT3zHnBlJkXZLnnb+WoWevK54OriIFgsADQ+Fmf84MsrlLmwKXZGF4/5Y8TxvZH0s9dWpCVG3FTz6AgK52njUpYutBrEaNVyg1v8Zmk8iIw5M5fqRSNY15rugEpg0wWYJastIqNBX8tM1UYtpsu1Hs9DgCSIEuFOmB4IK8cBg5+F3j/M4EPvzj8ot/9OVrwH/8G/zE1XeiJi5ukCwF/kDI7FGCyTEHWAUoxzlxoCLIMAdP8/XQzmvRYgJnJmj9AYuO/3u3rqwClsbAM7MwrdRuSWcAHf0CLHn930y5o/TTtvDktpx6DVaPvxdcknXFb6HyOgjadyQKIDTx6ffQg9YKsCfrJbA4zOZwurKnpQvcn70Tv/UpQ9M/lzkPTvWWyTB5ZjKlzaZE4ZqgwPHI9uVM/5lfp3N39BXeRUpisyb3Ak97o7869dOGa79I+46aZvQXvQTqm+gZpRtaOhxsW8uahgcly722RprQxL4h6ylC9l7ma6tTdtGCr6bmn/yEtmt/9K/NxxIW6+K0e938vTISLyk1GpCrCbBw25mnOAZpXcG3M+ywW4AcVUtK1UqvStl7q2ss0aW6ug+eT6fOA/U8n76Jv/rHP7JoCwfIS3X+jW/3qQpGmxS/vbvo4XagHKHGgBlmVFXovPV0I0GNOnVgTz7XcwGStzwELB2kscUDjMVnNgixDoHj1rwE//+HGY1KZrHrFZ8XD0oVhxppqn0+dLR3fHWz23ilqG1R0pRcMdBpkleapWGNoxsxkdWLhkB1q/rxNRBJkqVAHzIRLPy8fBr73dxSwHP8JiTH1yFtK4EfvIsHw+c/1H2en5Y15f3ehC5VN0AMpT/g+1uiTAlC6cGKvXxoO0M05NGUOmDybiSvMn6+zSNe/D3j31cCBb9PvqunhylFf1+WK32uWg8f/1bfwmZ8c8/VY+57caKSnYuOUX7miH8PqUQDSn1wBShnyYqczWQAFWdKhADkMpUUK7NJuT8htl9GExsHn8AwdFwvfAV+3xEHWxim6HzigZHFtcZL+H1WS3gl4IjUtLsJt5XHMUOF30wfpOz/rTygYu/nDFBhFMayqxw9rrpjJUhc8Tt2d+zQ692E76mM3AxCNQT6PvbEdFEgzwxjFZDGDdeoun8Vi5IaAc57qH5cOZvWa9c1TP29Vqd4KpAu1xVgtrTdh5jw6dl2OwCzW1kuba6j0BXZ0uxvolun8q0zWtstosWxVr8PVyqPbycdv9Rj9e4bL3pp0Y7zB4+OprFIgwZ0cABobzZisMBQnKFhbPhw9DnhTt3I0mOJVMbqNdE/Hb/ZThYB/76mL/JEbqKpWxfqpxu8wMkvaWh25YcXCoeKz4moKVUVUutCu0ncqLwbvsfFd4UHW4iHgx+9pbU5S3d4ZbKbbSS/MjXkKsEa3N66nKvOobrDWTgLvfXK0PUxtI7i5GACc3UFWaRH4zl/6tKy6s+Ic/+2fpKqWp/w+8KpP0MD+jxcFPW6OXEeD9PH/myhbRiZPk8HGaZqYhrdQeXAzFCaoPQMHUp7wfcTdOYtgoLJwkEwdx3a4PRdt1xNGTRcqu/HjtxAjM3OB+fPTWQoq+DXX/SstiL99Cw0KXmhtiybhc55Cv7uUe6lmYalUx+HFUlCP5aVPDUHW+imfPgaCDBynBdQga88T/P+bmKydVxEdH+UXxYsB44LnAb//gB8cD8/67ZWYycpqTNb6afo/TwpcdVacou8d11uoVaweo1TRcAgTMHVuYzqqtEiu+4/8ebqXLn6RzypFWYtkh9zOAWsUsGQK/vjIj9J3XXrIvy9YExcmfj9+M4l089pkyL5F/N48setMFo+H4Vly53ccYrS2XNL4WRN7goayKhYPksfbB58XrSlUr+HaCYXJGvcZD53R8UTpIUzWjkfR++gFI6zH2v8Ml8WNMAQuLZAJJWNsB92LvMiqi802lx2fi+GqroJFyWM7yLJDpIFH/AxwyYvocdOGqeSmsEa2+sEUBxL8s7RA46+dIAtwF3o1yArRZAE0VsLShfz5p+8h6x6GKV14/b9RhTMHF9V1CprisnG50aAmizdsqbT7N53JCkkX8jEvPECB85AWZK0eb/Rgq64BH/l5sj2576vxjhdobKoN0NxSL5kZqLgozbtVsdsa36e6QpuEVCYY5J64laruv/a28ABPr8YcAJzdQdaXfpcM5+75Ev3OQkzA3y3d80UKbB79/9EO/WfeS+W53NBUSgrUilPA5a9o/Az2yopj38AQIkjJ8u4nP0o7/GGlhFdKYrKm9tOksnHanfhkeLrwxK20szWJ3hlsoVBZpRTRhc+nczNzAX1/gAaHdCgAy495mo+aRYL9St0hK4FUhvQ3US0ZNk5rTJai3TAFWTsfTYGoSJsDhHQG2HpJ0ApDR3nJ1zMAdN45iAL8410+0ih8r1eIMWCNBRtjsqu0aScchuXDwKd+1b8P42DlGNHtqZAhPL6Tjk0NEG77GO2Ar3oN/a7utk1MAMOrjHKZrOnzgp876VYYLjxA54k9g0yaIxbO66lCoJFF5oldZ7L4Xt51NQUpC27622SsywG4qVKY09srx4ihDhMMB9KF2oJdmKAAVGedvEKOkCCCncB1q40TtxBLyKxKlC6rNN/IZAF+Cb8aZE2dQyxtq21K1o5TMD80Q+PzV74BvOif/TRplCZLPR7e7GULNG6ZXWwnXQgoQRYb6YakCwEtxWtIFzKMTJYSZK3P0Rjg9/J0pDEDxfxIkMnKKHNNYcygyQpJF/K8xCxuIF24izR0auAiJfC536BzXpzyvQbjwMRkcZeGTgT2Gwsuk7WtkcniOZOrSNkJn5936HvhRU2JJmuAcOdnfdfwB75FO8bKcqP4FiCGii/cRT9Nwuvv/x0xRge+SQLsp/6++eKyrqeZEakOtYKkukYTOS/0qvBx7QTdWNP7/SCOe8mp1YU8gB3H7a14RfTncz8tDlLYlmLmAnLbljK4i5zc5+3Kq16QZdNzRne4zsYTFHCZJmadyfKCrBWaTPVgKlughWpid7jx3LZH0qIStuvRmSwdPJnZVUN1YTn4PXhSY1dpz2U7QtPB6ar3PB64/ePAF34nvuXA6rHoSlVvF68YKh69gYIONgDdcSWZ1QLRQRbg60kW7m+0/WCvrIUDFOyP7wIgzEHWyhEKDnTRO0DXP533fbq8hW45+Dze8e9+DC0orIkLY7IA87Ew0/ay/6JF739eHvjzd+45hV/64PWQlRW6/vkxYna4uCE3QsFmcaoxyFIrlU2YvYje89jNwceP/8TvewpE2zjojvKcHuMgS2UKU2lyRG81yOKuAhxU73w0bfayBQq89SCwXqaxwZosgBZjNbjJj/msZzeYrFTW/D5D03Q/rRxtrCRmqIUjapCVLdD1Ue893vTyvKda/sRBTgmy6pVge7W8IcgKTRcq7BvQmC5UjxEArn0PGek+84+BJ/42ZWbi9IkEQpgsd3wuNgmyjlxPzbZ11Mv03Yan6d7aOBVk3kpLwc/hQI/P9/ge0gWafBBrGwPl9g6crUHWxgKVH2+/glImD3zbPGAm9xGb9Zhf8R8TAnjqm2lBuf2TVFk2eQ5w1S+bP4ubRDdrqaNDZbKqazShqd3jeRLn3QSnCwFzkMUL08IBGuhhlYUMZrI4fcHPn72QGJK1E8oucjdNUK4mq2pRzr9cs93yavd7p1Lm8l/bdf1Vz72qyVo+TOdOD6ae/7fAi94V/h22XUaBVJg2KG6QBRh8sqrBtCdfDxa+x2GyvvFHlK7a+Sjgpf9O5+VH/xz+fBUrR6KZUb7XVL3R8mG/egqg++myl9I93myxy43Qor70kN/UmTGxhwKW+fvoPszkafEysUeeCakhyMrkiCl53K/T77ww6+eQA1E2gLzD3SypLYHUYwPMdgkrRyh4P/85wGN/3RWG+xXE1z+4iO/eexoOs5OcjuffOfAweVCtnaTHw+QB6QwxwCqTtTZH77/jSoUpCgmybIuOg58HKMyRG8Do2pRtl0VvOkxQ+4nqGJ5pPD61Ypd7A+rWCYUxf97qhMmqrdP3CWN0hfCvmWojoSKMyQJ8Q1IGj3GeT1Tz6jjQLRxU1nxsBxVvqNcmNF3onrNTbpClC98BP8iyLer3eP5zKcB61C9S8Hidy2bVK9EBl4nJGt8VZCPD8ON3AT94R9DTEfDvGWaypBPcsDJ7yIwZ31PrJynYe9YfU9r79o8H31fKxIx0YPCVN9Oge8l7gAueS4Pl4Hfob+qAee5fAL/0xUaK+aIXkrvuF36bKNtn/Un4ZDo8SwtTdTV+uhDQmKx1P+gAaDJdfIAGIe8mOF0IBIOsdIYmW06xsNljWGUhIz9Ki9nxn9DA5VQe67hO3xvseTd1jtt+w6I0IYCKZTeWV5smZv5dD2pSGT/IUlOFjO2P9NvfmMA6lLDde3kxfpDFAzeVogmmXg4GiyqTVZgwpxtU3Pc14EfvBB79S8CrP0d9Ky95CQVZzZo7Ow4xKs1aNAHB1i2m8/i0twL/+8fRqWOA7oe5O4g5mtaCrMm9xPYtHfIDMGYaAAoe/u4C4G/PpaAylfXbj+jYfrmf4k6l3R3+cvA5fC/vuJKCpFN3ur5a2gIK0HhO58KZLBbZjzcyf6Uq7a6dslvM4Am5V4JzgsmDyiSI1rHz0cQUcxWm3vcUCA+yyksAZHS6UJ0zAAqyqqut9WRdO2GuYAV8ixMVXlXlVPB1anCTH/XT7J0wWQA5rpv0WIyxnW66cNktctE2avlRn6WePCf4t6FJf/xaNf//PO+pbYHiIDdK48Suu+nCgv+3S15Ec7najopZL52ZKU7Rfc9MlqrJ8jZXikl0vQQ84iWuKe0UcPnLgds+Qf/e8zjgvU8M7y5gYrJSaTpXCwdNryA4DqX1gEbNFbOzwzM+MbCmMO4cVHHQy7+z+fIjfpY2/d/8k+C4s6o0PyWarD7DsWkBfNofEH3OIt1b/od+6kwW2ymoSKWoU7tVJl2IqZKEMTzrGyy2wmQNb6Gb0bFpYlSp/yt/gW686/+VdoTpHO0uPCbL3ZnwQq9S0afvoeDFtOtXwenC47cEAzJ+3fz9FEAVpygAmTqXRJgrR1Cz3SCrWqcJTg0uhw0eK7pHFkATAjeJDguymmHrJQCEOchynOZMlrqAqbvOTMFlstQga452hValOZO1ehz47K9TBdnz/sbfhT/zj2gC/s5fRn+vjVPEDkSl+Ea3AxB+0FAvU9CuFwlkcvGC//yIP3GzfQNDfU9OJaptqe75In32+c+h5r1PeXMwVRIFk+t7ddW3++CJWK8sZKRS7rGYNFmH/QXakGbZqBEjKysrNIbGdrjpwuXgosOtdVSsn2y++O64ku6XU3fR78duojTktst8QXtYutAzIlUW2EyO5ptQJqvJpgOg+eTBH9L/pXSD+ZCKaJZCqFCZrKEpCqiBxnSh+h7tgOeD2lr0OBjfSWyu3hyawfrX4dnGIL046X8fNZhcUZgskTa7+pug9i9sCLJeTPM4a30B321eDxo4I8DjUZ3D8iP0O9/Hp9wN99ZH+M957Osp2Pv0r/jMbVhBRGUZgGhkAKf3R6cLT97mnzs9k7DB9+6Mn65VN5YcOE3pTJZbjZpKAS/8J7omX/pdn/3zzldSXdhfpNLAT/098OTfo9/HdpCWg3vhhWkodDziZ8hL6EXvbHQsVqFOIq1qsqTj+jRpTNa+J9KC9YN/IE3H1Lnurn+UUj/sHcSDrzBO2iaAdrmT+3zbgjDkx2gHsviA1l9uK33G/L00kFm3xovd0iFUXSYrW12gYEDVDpkmZk676ec+P0aLieqR1Qryo3RczN6pqK3R+Q0rsQdo0eLFtCHIUjRZ47uDVWfFCXdREY1BlpTAZ15Pk9tLP+iXcQM0cT3ml4Gf/Ge0rYDa0DkM6aybsnOfy5NuO+cRCE5cOpNlCrLYTsS2iLWb3Ae85F9I//S0P4j/uab+hZVVfzxsccXuYUEWH0uYPozPh1qJ5qLsBlkeczW2g4Kn0kIwaDCmC+fMRrEqVPG7VQN+8t9kuJsfidYvAsG+hSpGt/tjXa/e3HIxBXFRQdZXfp+0abZF37u+ERFkTTcen9cPdMoPYIBgAMPnrjgZP9jWwfMOEB1kje0klqS02JiRYEzuNRdNqOlC1TLH02TN0XzWjAVm8PWordOGTB37xUma0+/4lG+xwOlCk++T5ymXaqyYVG0c5u6kQHBG2VTPXkgWHM/+M+AN19Jj8yGpPz01zpjeT/KQsP6wh67x/6832laZLGY7VbaL50yWNqhBFo+pHVcQC3/nZ6iDBaCYdifpwsGAGhgxmwXE1wik0pQmjJrcgWCQ1VK60J2c1udcTZY2YT7zj2mxeegHfsQP0ITouOkHHnzMSgGURw+zblBRGPd1XGqQJQSlhE67QRYzAUy1Lx70NFkjVXd3EmCyXO8pVXvgMVnarjY/5jp6y/aDg+2PNC8qutt7GPj6qZR91mWyNk7TMU7u800XAXeBTFOwpaeRyks0AT3xd/wegSqufh0Ff1yUYQKnAJuJ1cd2+M/lFFG755GDmpGtjTt+dcFjHcXEHmI2Fw/S973g+dGbkTCEMVl8DNwUd7bFIMu23ODdPXYvzaIyWZQuFJVVP10oHVqQVFaEgyxecKSM5wE1uc81jb0JuPUjdK2e8ib6mxC00w9LF4ZZRKgBkb7Y5IYoQA4LsmobwKHv0/k9cWu04S1AY0P93kDjuPLaZBmYrHZThQCNMX6fyCBrB92H8/c1BiOMl/wL8LP/1vj40JQfNDJrnR1SNFktmql6pr4bjUwWQNYq63N+gFLfoApEUxDnVcFPNgZAqiHp3F208clqn/WU3yONVnGSNsFsMqxDd3tnTO0nNkyVI6g4eI0fJDUwWcq9OzxLgaLKZJXdgJg3EOUlGlNr2ph60htpU/Ll36Pv61VjJunCwcN5z6SfhYn2d1Zh8IIsET5ZmeAFWacoyGrQV1wKPPJl9P9pRbDJk2x+3NcfcLrQsSkdYGoKrUOlh9UgC6Cd0Px9wcaso9tp0lg85FUXjlXdiUllXEa20ATDuw7+jkBj6qAw5utL2g0Otl1GAYa+UMcNsngy05msetmtiJx1+5+dCLZb4ffWmSxeuHTxOGN6P+kN7vhU+DExO9U0yNrpP3epS0GWzmIBdG5GtlJQwOeTg5ef/Cdd7wue2/i6OChMGITvq/79yVWyURrDiT2uqawvasfqMdJv8CYhW6DjV4KsUpU2C4KDOr6PqyuNTJa0fQapvEQbnWZBhBBU9HDkeuD7f0/M1v5n+n8fngk3JFX7FqpQ55icNmcAvvjdhEPfo4UTcFtWuQxEVLpQ2kGmUdVkAX6Qpc4nHCC3K3oH6NzxvRylyeIxsngwnMka22H+jsUp91o6PpO1/XJFk9WimapXzLNuDrLOfy7N27e5KcMozyf+3LDemGq6cKuh6lbFzHn+PKtD71vIiLJxsKrkj3j+c+n4TExWKusyZGl//vQ+c4nOfX6MArDyEt1jdjV4vlNp4Gf+heaD2z6mFAok6cLBw54n0I6hk51VGDhwGNnaPEWnQnV2r6435sQB4Olvoxt119X+YzxZqLsPZqWWD9ONGofJ4glhYk+j5mDmAve4Vv1JLJVybRwOeT5ZY3VOp2npQiCoZ9o4TedfHxz5UZrE+TjagWfCeGfwcc+RuxmT5e6m1N1RRmGyRra4Xi9zjSLRoiKcZXjmjhGs5qU/S4adulGl9x7H6Hw1O3Y2JpSSrn0q21qgr4Kvja7HYkyfH2R1OYV484fp3t37xPY+tzgRnS688AXURDhqIfEqDBVdFi+U6n01viuw6yYmSyJVc5kstcouoMly7xHPVqWJR5aKnY+mBW75MPDUPwiyfVyZbEJYkMX3VaZgtjbZdplro2EoyLjva3Sdp8+ngIsXvqggC9Aqw5bos3lT0ismC2hM9ZrgHbs0MzJRKE4Sc8ktgACqil094TbOjlHcoEJtT2UKsrIF4JIXkiXJ2hwFDWGpLz73JrnD+C4K+FePk8nulkc0PkfFzAXEzpqqTtdPmtPeUTYOR28gOcW5Tw3202To7aB0r6zSos/Q8SaLfQj1Y5k6l+7pB76jpAsTJmvwkC1Q9QVrJLoJToHF6VkYeJ0aZK016isA0hK8+aDvvgz4AY26AHO6kAWxYSyKCt5t6iwWEBTNqwHU1LmkyXKDrCnrFE0k6kLAuis1DbJ+is6Tnk7iyTjMcDQO2BPq5O30OR9+Mdl3qBWYUfDShSGaLHYttsp+Ss5jsqYaWRhexMPK4gHS+wHkzg5QyvRzv+Hv1FaOUgq2WfptbCelHCrLbvHA7nDz0mbg+8/EZAFk0vsz7/V/5/uiskzp+DidDkwoTBjShWv+/clNhKNg8spaDgmyFC1cqWajgBpSbEGgtsRSgwZOi3AD5nV3wRgxLE462Mpi++WkyVERlS7cWCCmSmfe+b4K283zeNCFzlIC93+dDJf3PwM4fK3vgh8WmPO41svv1YWfz0FAk9XlICsyXaj8LYzJCoPav3DjFN2LU+cQS7k+10a6kIXvBk0W48pfJAH3319IwVaY55PHZIUEWQBw/zfo59YmQdb0+RT4qbozhpqtUDG6nTZ6pgrDg98lBmrfk9zqTi1dWFoIagn11jrlRf97cTYgyi6D71e+DxNN1oDiZ95L1GO3wQLWVvRYAN0ouVHXZdiQLmTou1WPyVIrTtx0IefdwxZKFfmIIEtlwlSqfvo8YOEA6jVqOTPjnKbj0XfnQHBi3jhlLjjgydjkkRUXXDl08DvAf7yQBuNN/wF84//S3+MGWeruKFugSZINVHkR8goOJvz3DksXRi3AE3vIA+qOT9Ou+b9+jtJubDMS19jW6912rP0KTQbfD2EB+sTu4GScLfrX9ILntf+5xUliX9VUn5oujAOTVxYHXOp51BaEjaqFUbiBLTf9TrvBYsAB22X32DeIWY9mwncA2PNYEl0/+88ag+Zm6ULTAsv3omlTBvhsI9+rjLk76btf8Fxqk2WVqXn40HS4hMJkM1FeDo4pZvOMTFYH6UKAOmw87a1m6w7G0JTSiHmitff3Wuss+alBnu9O3hEvJazC6wG6Rve0zmQBdD+8/gfEas6c77cs08Hnzhhkucd4/9fpZ5x0IdBo41Bdp/nLFGSlUq43ooHJOngNbR48b7kQJouht9ZRq771IMs0pvY/g67FfV+j3xMz0rMMQgDnPZt2iK1iZAvtJqUTP89sCrIK43QTnrydJo7hafNrTe+z+3GNf5vY6y826gDcfjlg11BcosE668w3BgNek2glXbh+2jzhqinLdiEEpQzv+yrpkl71SeC3biZ/qnOfHt5bjhGWLqyt+waqugMzLyhDU757MWP1eLwelpf+HOkpPvh8CpAzRb/Z9cqx5nosQGkr0oUga2wnbRaa7YpVTOymHa3O0LQCpX/h/HoV7/veQUhuOBwXI9soVaoyWSuH6bqpbML4TreVFGmryjUbY8INsvJjtLB46a8J/3VDU/Q7B1m8K48TRBQngTdcZ54fhmfC+xfqbACDx61JjwVQEJYbbdTg3O8uUOc/h6qXIeh+jmpob0oXlhaDC//+ZwKPfHmwek8tougEO64AnvaW6OewISnQXroQcBd5l7XizTKbyLbEZLnfmwNnU5AF0Bh7+luBX/se8IK/NT/HE75HMFkPfIc+c7zJuOdNty5+5w1HmOZt+txGTVZlhc7NuU+l38d20PetV/zncN9Cxuh2eg7f56Ul/3txkOWNKcM9s/txND9ykJUwWWchXvnRoGt8XIxs9W/iMCZLBwc1eroQoGbJcVKFAKVOf/3HwN7HN/4tnaHdezoXZKBc1mtihVJxW7EAqTN4JifrjVNmvxze8XYSHADECmWKwCs/RualE3vIZ+UXP9ucIWNtkeqsnSn4wlK1DPn0vfQ5vPMvTpI2Qm0ZsXYiOlXIuOQlFKAsHwb+14eIej/4XfLRWj8Zk8lyn7PwAJ3jTs7jBc8DfvvWeMEd47xnUbAYJ6gPg9K/8Eu3ncDffPl2CKvcGpOVSlHAp6cL9fOhuORLKbFRszCOjeBx8HPUIIsrbpkJWJ+j3XTcMRuGKNd3vW8hoxmTJQRVtepM1n1fp03S6Da6b9kfMErm4KULVSZrUXMH3wn87L8G0+08N/VCA2uCd806SBdyX1t+L26s3g6TxZWhYUFWHAxHMFkjW2lDVN8g5rKZRGBsJ81bOpMV1RcSIF3W0oPB+e3gd0lHe96z/fcGgmaj3LeQwffsylF6r+qKOV2YKZrHVLZAGwMuPEmCrASxMbLF13nEXVRMQVbenVwW7o8fZAkRTTNvv7yxUfDUuUB+HNMrdyIFB1uwBHtECwbYe4pTKo5Nu5heMVkA8OQ3AW+8099dtYLzngW87pqg4DtT8MXYw1v8lMjGqeBEztdAFW6vHo9mBxijW4Fn/zm12znfZULn7yNfNOnESz+PbKVA7fCP6XfdiLQVpFKtBVgAFWb83Pvb/0xAYbKWsFSqYQRu2rCVIAuge0ht87NypHGHzr+vHkPVcuBIYFS4n8fXlRcEfcGePs/fEK3PxRO9N4Mptc4oLZqDrMI4sa5RzPfMhcEgq7QIHL2eqsEY+55MP6M2BOkM3eO68D3Kew6gDcNP/4P/Gb2GKTCOAy9duOiL3IuTFEB7TFYL1zlTIH0pm3GaNFlxMbmXqpC5tZSKVNoPjuMwz6mUW2GoB1lNrGKm91OGRB1X93/dLcZ6DP3Ox8EpQ6tGwZDKZHFl8PGfKG18DOnC0a3hOlTVhikJshLExshW8ngBwnemOgpjwIv+GXjUq5XHlAUhjh4rDp73V8AvaDYDQgA7rsDs2l3YgiVkhIP6iGGSVttxlBYoaDBqstzj7jTISmfaZ1Pc7xSAOjmObKFgkBc1dRfPk7Sqy4rqBafjCb9BBRmAn0665b/oZ5yAJ52hoMALsjo8j/0AL4zlZSyX6hjl9F0r6UIg6JXlOEEjXQYHritHseG21BnzmCzWB4aknqb30269uu76+cTQYzUDs7sm13e9OTSDWbWoe2z2AmJD2dftyPU0BtWU5TnuhqTZhmB41j8+Kf3KsCiks8BVr21fZ9kqxttksvj5K0dIHjCyhc7v+E4/5ddKulAImsd57uuEycoWgV+7hjoomMAbhrjp/enzG9OFK0dpkxZ2L3OFIW8upCSx/f5n+NdWb1RvqordcgkFrkeuU6x1FCar4lZKRo0pDrLSudaq+DcBSZA1yDA1TI6DR/1isBGwuiDFsW+Ig+KkOZWw40rMlg5gryCmqlI0DAw1yPL6fxnShTxZT3bAwPQC6uTIC6GpVJ2Pn8vl6xVKPbRaaQrQRDQ86zdDHovJKo3t9M/1mRhkKWzgUqmGsU6YrPU5v72QXWs8HyPbaFFZOYqS6/buabL4uk7uo+foAQ5vXhYPui11OhR1A0q6UBO/10pUgRamJ3zVp4DnvD38fdn9+7Sryzp6PTEsapHL3ieQZGBfE+sNtYNDbYOYjbhtZjYLHrs/0drr0hm67sz6MWvFG5yw9FUUciPdSRc2AwdZW5qI3hkz59MmRNX/rRylIDssGN5yMWkd7/0S/X7yNr99FoOZX9Z3qW7vjHQG2PVoCrJ0ax3+efreaHZ49iL6rAEzIgWSIGuwoVLRnRisqQtS3HRhu9hxJdLSwtPTtwAASgVDkDWiBFksgDcxWec+DXjJe8nHbIBgpZVqK88HzSSIVoSzgK9LiJMu1JFKEbvAjXXjVqvy81LZ7rArmw1F+B5gslpd3DhVunJU0ZpoQRYzf6vHvCArUF0IAFe+GvjlbzQGEl6F4f3xWurEQVi6MMwjizEyG83aeP1H3eDh6A1kg6FW0OZHgF/9NqX2ojCktNYpawvkoOCSFwNP+f32NpjFKSXIcucoDtqY2WoFuS4xWc0wsQdAE8mHiunzic1UvfnC7BsYQ1PAla8CfvJfxDRxNeN5z/Kfkx+he5GZLM/tXSva2P1YqtjksTmkBVml+ej5Swjg4hc2stMDgCTIGmSoQVYnIlqecFOZIMPVC7ipteekbgAAbBQNu48Ak+X+NO3801ngile07+3UI5x0M0h2Ou9flygmixcfz4i0TUNQTufkx1svhOjEI6ufyI8DEEBlGcuqJquddCFATuacNjRNyK5bNrfUGRMl2CLrL4jZArDrqsbXce/OE7dRINwNUXdhnIJjLV1orxvYgFbA1cGn7yVN5LGbg4bGrUAdy3qqZ1AwPAM84w/j9xhUMTRFlaiAwmTtDv7eCvIj3dFkNcNjf40qqeMGvJ6Ng1J1unKkuSzhSW+ke+iH/0Spwh1XNs7lYzsb04X6vbvrahLMP/Bt+l1NFzKa6Ryf8xfAa74a/Zw+4Aycdc8iBNKFLS4qKnhBmjyn9/nqib3YSI3h3NRJbMg8NmBg4Ia30IRs1RQmy5AuHFBYKWKyavmZoGsxEAyyRrdTGsYr7Y/h9h4FDrJa8VzzgqwBS7nGRSpFbNbGPJZKdZ9ZanU87LgS2HkVGdF+/x30mKk03fXK4pY6Y9hANTPSnLHIDdH7PeQ2mu8GkyVEkCly8YPbiFmp5ibae990hpiL+fvI6La27guVW8XwLI1l24rfReFMgvpdvCBLYbJaRW6Eqv6A3jJZwzPA+c9q/jwGp7tZ/O44FBg1C7Im95Ff2U0fIkbUZNcytsNPFzJTpc/3vHFhGwY9XQg0D2ozufja5U1EEmQNMgJMVgc3T26EdCTd0mNFQQg8lKfPOSGnUXbd3wNgMebtHydNVjrXuii1j7DdIKta0Az1gKDuI1uk73r0Rvqdd3PttraZ2E16GmZN4oAXhDNRj8WY2AssPYjlUk1JF7YYZGXywC99Cbj8leQ/Vpwyj6nxncDKMWxU6wCIyaqmY7KG0/uV0v4uaLIAlykKarLWFskzqJbtIJhhG4ej19Pvu9sNslxGorTgM1mDpsnqBMyoqDo8DjzaYrKUe6mXQVaryI+QjIGDrI3TpFuMU2Dz5N+l50onIshy23vd/kmqitTvkaEpmttK87QxVfu/Ms5EuQOSIGuwMTwDQFCar5MBKQTtVNuxMGgDB3MUZB2X06jU7cYnXPRTRA9/809JAzDchrahj7BSZCRazZnah2jB4q6rqDSZd4a5kdZTXSp+4ZPAT70j/vNZIH8mB1lT50IuHsRqxWo/XQhQeuYl7wFe+E6ylzBhbBdgV2G5BRmjKKGcjrnBmT7Prwbu1oIwPN2QLhxZoZROrdiB/9jMheSAf+j7FDxMntPm8Sm6sWM3ARBmfeWZCg4Ghmb8dONYB0GWqq0dpCALIG80Dro9+4YYGqfp/cRmje00dwgZ20mb6aM3UDsntfJdBQf6xUl/PWglXTigSIKsQUY6SxNgLka6ohl++euUp98E3J+h/P4JOY1K3cBkCQE8/28oVXjPF82VhQOMustklXMGJkv34tn5aHLtXrifhO/tVBaqmNjT2mQzcz6lAtpt0DwImDoXWD6MDCyMiTKcVC681UszCAE8+v8Drv5V899d5k+sEOs4JkqopGL67rD4HehOuhBw+xcq6cKjN+LJpz+KL9qPhZXrgP2dvYCYh3u/TBueducXTvscvxm4/n202HZiPjtoMBmnTuwhcXc7m1bVw6mXmqx2cO7TaNO79FBzI1IdP/2PwK//0Kx7G9sBQALX/C1VZF76UvN7sOeX3q2EkTBZCXqCka2d6bH6gHsELTbH5TTKNQOTBQA7HwVc8Qv0/zNs52sJWuBLWYXJ2nIx0e16s+Kdrtbg6I0kfG83VdguCmPAb95odu4/UzB1LoS0sVPMYxQlWNkOndSj4C4qmXUKssZFCaVUXCbL1bWkMl0Tf29kJ2GvngAOfJP8gj75WiymZ/C2+q/AcmT7b8w2DlbFLOSPCw6yvvknFKg94/+0/16DCL6Oavo3kyOPwD2GlmPNkB9gJos1n4euaW5EqiOTC9fi8cbywDeo0jPMSoODLDWVmM5Q8YtIN2+BNqBIgqxBx+jWztJLfcAJTOMdw2/ER+2no2xKFzKe+UcUQJ5hqaw6B1lqunB4BnjT3Y10+cwF9B2P3egakXbIZJ2NmCbTw31iDqOiBCvbQ3GrmwrKbZBQd0yUUYrNZLnmjMNbulbJ+Un7KThpjVKT8Hc+Clg5ir8svgmrGIZlG1jiuJg+j3RGALC7zcpCQDFMXQAe/xutFWWcCeAFv1stgHIDqskCyGtqZCu1xlk5SsfaDa2sWujzqF8Mf970+fR5erBWnKAg90ysjgawSZa7CdrG0/+P7410hqBad3DjxPMwt7Bg1mQxRrdSx/lWTQL7jHqKKjQ3MjGEx6kUBV5HbiCTys1msh4OcIX+e8VJjKCMei+DrOEZYGQrZpdvQzF7NUaxgXUR8/Mm9lARRxe1Iw+kz8Xbq+/AT376JEZu/lfgSW/Ej797HoBKZ0xWtkAFBcsPATse1f77FCZclmEKeNLvtP8+gwqem7pVyDDITJYQxGYd+BaxSuO7uqOV5Y3l1P5wh3qA5sqf/sfGgPYMr1ZNgqxBx65H9/sIWkbVsjExRIFIZJAFDJ6bewxsFLbDkimcLsas8tt1FfD9v6f/J0xW6xieRT09hHOskxgVJdQzPaxecxeafXd+DRO516JoV7EhYrpIp9KUNu6iF12pZqOODI6d90pc+CTSVC5/5SsAAMvuIMgC6L4c2dJZ5XIqRVrPvU/svCH2AEIWpyAAVAoz6EpINMjCd4CCrNs+Bhz6HuTux+K2I8uYHslh12QHTur5MTKUvuKVzYO2S3+28bFH/aLPup6BSIKsBF1H1XIwnMsgnRLR6cIzFMtD+/CI6r/jt4f2x3vBTkXzkgRZrUMIrBR3Y29tDqMoo5bpsRfO/mdg+LaP4fH5ewAbWEULC8zLPwKk2xTlG8CaxoX1KoBRVOq2V0xiOR2kCwGqsuRqyE7wvL/q/D0GFIflFozIUdxR2YOu1Ga7AW0dWWQHMf3FPStra/jsIYE33vlDPPG8afz3r7ShP2MIAbz2K+2//jG/3P5rBwADeJUTnOmoWQ7y2RSK2bS5uvAMhyMlqsihbsVkEnYqbGSSLmwLC7md2OtqsmrpmBqpduEKgJ8tqbH2qmwhyBrf1dVq2ZLrPL+wUQMALJVq3t86ZrJyQ2ec3nOzsZEaw6Or/4oT4wZrgnbgMlk1kevO+3Ub4zuxMUabR2t0J86dGcZ69eG3Ud5MJEFWgq6jajnIpdMoZNMPSyaLtTD1uMLj0a2+30y7bu9nOU5mdmC3OIVxbPSeyRrdhiPZfXhi/VoALQZZXcZGgMkCljbq3t860mQliIWKRee/1kmRgYpBD7IAnJ4l1uoJj7oC5852WGCRIAmyEnQfVcsmJiuXQiXMwuEMht1qkAUQm5XKnFHtgwYJR7ANOWFjRFRQjWsO2gF+krkSY3IVALDSxyDLSxe6TNZyWWWyksWv12BNac3UuaIduOnCGgY3yDo6TZ566ZnzkU4Jb75L0B6SICtBV+E4EnVbIp9JoZB5eDJZfpDVwuTzxN8CnvtXZ2wZcr9x0PErjqq9ThcCuC51uff/Zad/QZaeLlwu+UxWsvj1HlU3uGpprEfBZbKq6HEP2Q5waOIJ+KnqXyK95zHIpFKbypiuV63mxVJnGJIZP0FXwbR6PpNGMZd+2A0YoAMm67Gv69ERPfxxf91nACubEWQ5F8EStBAuO8Wef14Yynq6UNFk1ZMgq+eodpnJkl6QNbhMVqnu4E65D0O5NDLpzWWyXvvBG/DnX7xr0z5vM5AEWQm6iqordM9lUokmK0HXcLA8gpprAhu7zU0IjiyWcNvR5cjnLNUyeGj4kfT/PgZZpToHWSYmK7n/eg2fyerOubYzxIoOMpPFOsBiNo10SnRexdoC7ju1hrnVyqZ93mYgCbISdBVVVyia94Ksh99CwDu7rolhEzTFYtnGUp6KBsodMll/8vk78YaP3Bz5nFLNxt2zz8ep3B6sWP1jHUrugrfopQsVJqtbKawEoWAmvltBlpXKw5IpVAaYySrXLBSzaaRSApmU6LyKNSaqlo3lUt0LbB8uSIKsBF0FD5B8JoViNuXR7Q8ncJC1WZPP2Y5K3Ua5bmNtiNovVUT7QZbtSFx/aBEnVyqQ0nz9bEeiXLdxYOeL8U8XfwSVPt3CtiO9NNW8ly5MNFmbCbag6dbCb0lgAwVU5eAyWaWajaEcNXpOb6Im6/Qa3eMPtwxBEmQl6Cq8ICubRjFGuvCl//IjvOvb92/GoXUNbWmyErSNlTIFFrUx6g6w0UG68O4Tq1irWqjbMpB6U8H37HAug1wm1b3KshbBovexQgarFQs1y8FyqYZchqbtxMKh92BmvmvpQltiHcUBZ7JsFN0gK7uJmqxTbpDVr/HWKyRBVoKugielXDqFYi7tCXfDcMfxFRw4tb4Zh9Y1JEHW5oLF3tXZS1GTGayl2+9ldt2hRe//PKnrKFUpuBnKp5HPpPs26fPY4ZYmS6Ualkp1zI6QNi2xcOg9mMnq1j1gOQ4+Yz8J35GD2y5to2YpTJbYtPuMmayHmwwjCbISdBU+k5VCvomFQ7lGLUJKZ5iXluVpshImYTPAjFP5gpfg2fY/Yj3dvkv59YcWvP+fWjMLbFn4O5RLE5NlO6GpxV6Cx8XuKRLez69XsVyqYWbUDbISJqvn6DaTZTkSf2e9DJ92ntKV9+sFKF1IHfcyKbFp9xlvemJ30jhDECvIEkI8TwhxrxDigBDiLYa/jwshviCEuFUIcacQ4jVxX5vg4QWuLsxniMmqRgjfF12G4kyrQHQka7IeXjuuQQWLvceH85hPzbathZOS9FhX7SUm7NSqmcnaYCYrl0HeTc31Y3ftBVkuk7WwXsNyqY7ZEUo1JZrA3oOZrG4VGVhN9JxSSvz4gYW+BPWMcr80WW5V4VnHZAkh0gDeDeD5AC4B8AohxCXa094A4C4p5eUAngbg74UQuZivTfAwgu+TRb0La7YTGowsuRVTZxyTZSfpws0Ei70nh3LIpFNta0QOnFrHUqmOn34k9Y88vW4OsgKarLQbZPUhZViuU7C3a5KYrIWNKpbLdcy46cJOLRze8fV78bbP3N7ZQT7MwdWF3RK+2zx3hFy7W4+u4BXvuxY3PbTUlc9rB6rwPdFkdY44TNbVAA5IKQ9KKWsAPgrgxdpzJIBRIYQAMAJgEYAV87UJHkbgasJ8Jo1Clm6vSsigWTxDgyxe3JJ04eaA04UTQ1k3fdHeJHytq8d6+kVbMJxLN2ey8mlPZN6PiX+jyulCYrIOzZdgO9ILsjplV75x9yncoGjUEjSi2z5ZHFxJaa4OZdZ2rWJ15fPaQalmeelCbquzGczaqbNYk7UTwBHl96PuYyreBeBiAMcB3A7gt6WUTszXJngYIWjhQLuhMNd3FjSXa/2bUNqB7U449YfZjmtQwRV1xSw5ULebJrv+0CK2juWxZ2oIs6P5UE0WB/1cXQj0N124dayAbFrggdNUIDLjpgs7YRgcR+LQ/PoZl6rfbHS7d6F6zUyBG8+f/fSKUpmsTEoA2Bz9H4/Hs5HJEobH9DP+XAC3ANgB4AoA7xJCjMV8LX2IEK8TQtwohLjx9OnTMQ4rwSDCD7LSKLhBVliF4ZnLZLm6isRxe1OwVKphcigLIUTbvdRIj7WAx54zDSEEtowWvGomHb4mKz0Q6cKhXBpTwzk84Fbhzo4WAISnnOLgxGoFlbrjaY4SmNFtJkvdIJjes9vmp+1AtXBIu71WNyNleDb7ZB0FsFv5fReIsVLxGgCfloQDAA4BuCjmawEAUsp/k1JeJaW8anZ21vSUBGcAeDHKucJ3IIrJcqvGzrAgy9dkJenCzcByqY6JIrE37ZaUH10qY261isecMwUAmB3LhwZZJa26EOgPs+AfRwbTw3kcmt8AoDBZHdx/h07Tez0ce4t2E113fFcCYxMjy/dZv9gcKSVK9c1nsmxHYt5tHXU2Mlk3ADhfCHGOECIH4OUAPq895zCAZwKAEGIrgAsBHIz52gQPIwTa6mRcJissyGImq273tZqmVXC68OE2GQwqlkt1TAyRQ3Ym3V5JOaci9rj6ptmRfKhP1oabvh7OK9WF/WCyOMjKpzE9kvMW4GnWZHWw8B2cJ1asfIaNvc1GtduO72q60MBEeg2p+8TmVC0HtiN9C4c0BVmdBPRxsLhRg+1ITA3nYDkSzsPInqRpkCWltAD8BoCvAbgbwMellHcKIV4vhHi9+7Q/B/AEIcTtAL4F4A+klPNhr+3FF0kwGFB9snwmK0T47mqybEeeUWLHJF24uaB0IbE3mVR71U7sGj9WoMVjy1ge61XLc1VXUa7ZSAnaKAwEk5VNY3rYdwifdAsAOqkuPOgyWbYjE0Y2Al13fFfuXROT5VtG9NcAV2eyOklNxwFvgriS9kxaD5ohE+dJUsovA/iy9th7lf8fB/CcuK9N8PCFly5Mp3xNVhMmC6DBnXeZr0GH7/ieLE6bgeWyz2SlU6m2zvtqmYKp8SK9zxZX13R6rYq908FpcKNqYziXgRCir9WFpZqNXDqFTDrlsVcAfYd0h417D7qpRwCoWLb3PRME0W2fLDV4MqcLuyu0bxWlejDI2ixNFrPKuyaLuO3oCmq2460fZzqSkZWgq6haNtIpgUw65Vk4NBO+A2eW+N0LspJ04aagojhQk29P6+fdY7LcIGvWdU03pQxLNQtDeZrg+2lGWq5ZHhs85TJZY4UMMulUx07cB0/7rawqZ9DY22xUuhz0qMGK6Z7y2vj0icnhllJFxfEd6FyTdWKlHKn/O+3aqeycICbr4TS3JkFWgq6iWne8hYktHHh3pmOpVPOecyYFWX5bnYfPRDDIqDuOpw1JtxlcrHrpQmayKMgyid83asRkAUAuTfdnv5gsZhRY7D7BadMOTFkrdRvHlsvYO036tMTGIRzVLqfv1HvXJDfoFpNlOxJrFXMD9Cj49iVuurALmqxK3cZz/uF7+PcfHgp9DhsDc5D1cJpbkyDrLMH/XH8Ydx5f6fnnVC0lyMqFWzhIKbG0UcdONwd/JlUYOp4mK0kXbgZsR3o76kybabKVch3FrF8tyEHWqdVGr6xS1WeQ+pourPul9NPDdLyTXACQEm0v/A8tlCAlcMl26gGZBFnh6DaTpd67vdRkfeyGI3jq//tuy4E4B1lFpUE00Jkm67ajK1irWKHmvwCNw7FCBqPuJujhVFSUBFku3v/9g3jvNQ/0+zB6hr/40t342A1Hmj+xQ9Qsx9NWFSM0WRs1GzXb8XYuJgHyoIKDK9uRm9Zy4myFlCTM9oOsRgaHfa2isFqpe3oswG3RkxIh6UKFyfLShZsfiKg95KYamKz2251wqpCDrMQrKxzVLqfv1FR3lE9Wp0HGyZUyFjdqLQdrvjcbpws712Td8CB1FYia40+tVbFlrICsO94eTl5ZSZDl4ut3zeGrd5zs92E0oFSzsNoG7aujZjtYj7EYdYqqIqKNEr6z6H0HB1ln0G66mWtzgu6BTzULcDNpEdhV3/TQIq74s6/j5IrZvZ2xUg4GWamUwMyI2StL1WT1V/huYShLi92My2R5VhZtFgAAvuj9kh0uk3UGscibCSmlx2T1Jl3YO5+sepuSBm7lNKwxWZ0UWVx/iIOs8Pvs1FoVW0bznvlvPx3vu40kyHJRt52BNOb7o8/dif/9Xzd3/D5120Gp2vvvp6YL+adpp8yi911nYLowCbI2D3x+WRuiWzgcW66gbsvQFjmM1bKFsWKwinDLmNkrS9Vk5fts4eClC10mazLAZLV3TA+cXsfWsbwnph/EeW8QULMdSEn3gCPRlgmujoDju+Ge8pisDqsZ+VhbDY7KWrowy5qsNpks25G42W12HTXHn1qrYHY07423h1PldhJkubBsOZB54JMrlVBn6rigBp++yWIvUbUc5N2qQiEEitm0cRLnvoV+uvDMmeibed0k6B74XHO6MJ1KGReqZmNXZ7KAcEPSUtXy0nT9tnDg4xjKpfGk82ZwtetYn06Jts1ID81v4NyZkaYdGeLizZ+4FR+MEDWfqeDAmnVC3Vj4g2akBk1Wt5gsrytFa+/DKT21QTTQXJO1Wqnj8EKp4fG7T6xizc2ghM3xUkqcWiUmK9vHNla9QhJkuRhUJqtctzs2guOBFke70ilUTRYAFLIp4w7GC7I8JuvM0WTZMmGyNgscUGXcyZesCxp1LXGCLK4sZGwZy+O0gQHbqNkYznN1Yf+YrLJiXSGEwH/9ymPxgsu2AwCyqVRbFV9SShw8vYFzZ4cjNZOt4Iu3ncCffuEuvOvb93f0PoMGXg+YAe2GLssOtNUJd3zvdF6JOy506D5ZcTVZ7/r2Abz43T9o+E6sx7pg60ioJGStaqFqOdgyWujrpqZXSIIsFzXbGcg8cKVudyyu5gG3GWxR1bK9hQlAKJO1uEE6szORyVJ3ow+nUuNBBAdUnvBda6vjLSZNrsNqpe55ZDFmRwtY2Kg1LAwlxZ+qnw2iSzWfUdOR1oLNuFjcqGGlXMc5M90JsqSUqFo2RgsZ/N3X78M/ffPhE2ix6L2bFW/1QIPo3jFZVrtMVtXvdgDE12TNr1exVKrjrhOrgcdveHAROyeKOHdmJHQjzVWHW8byXpD1cNq8JkGWC8uWA8tkdZqS4tdvjvDdTxcCQCGXDhW+p1MCW8fIedsUZB08vY4n/vW3MWcos+8nghVCSbqwl/DShSGaLNauRC1K5BlkGYKsPKQEFhRT3JrloG5LDLkBSColkE2LvgTTarpQR7bNHo6HFymls296GPlsuMVKXFiOhCOBX3nSufipR27HP3zzvkAnhzMZ7Fk16rKa3Vj4A1KDiN6F3WKyWr1HSi57KgSNt7iaLF47f/zAgveYlBLXH1rC1edMYSiXDt1Is55ydjTvfd4gEh7tIgmyXNRtx9tFDBKqdafzAedsIpOlmJECEUxWqYbJIWoPUsimjIHYwdMbOLZcxoNKC5BBgHo5uiGGDcNKuf6wos3bQb2ZJisGk7VeCbbUYfheWb4uiyt5x4f85+bSqU2/DrYjUbUcj1HT0W5bHZ4DRgsZxSy4/e/Grx3KpfHUC2YBbI72czNQ8ZgsN13YhXvAxMKq8KoLO57zozcf5Zpt/Fu5bgXuOY/JasKacqB+7UE/yHpwoYT59Squ2jeJYi4dGsyz5niLInx/OGUIkiDLRd0mz6NeLprtoNyVdGH3max7T67hRwfmGx6v2bomK5zJ4kqpoVzG6KHCA3vQ7B1sx/Emn15NBnccW8FT/9938Bdfuqsn73+mgHVHrA0hBkdhEmOkV/Tm0AzP9X290vBcNSDLZTY/yCpr2hgdmXSqrXSh11s0k0I2LZBOiY6YLGZe8tmUl1p9uLC7HpNV6B6Tpa4vxnShez47ZXL4c8KO+eXvuxZ//417Gx7X2VMed80Cer5fb3hwyfvsG1zrhqv3EZMVFnxzWnYol/GE70lbnYch+GYcNDarXLM7Htx801MqpDvf75+/fT9+/1O3NTxerQebzRKTZbZwmHRLyItZM5XMu75B661mORKFHpYa3350Ba9837VYLtVx79xa19//TAKzsGpbHZOFRlQQ5LFThnQhEGSy9B6HQH+CLN50cA85HXraNC44cMhlUl71byeaLA4G8pmUv0AO2Ea1XVR0TVY3gqwmlcl8PjtPF0Z3pTi2VMLRpXLD4xtVv9gCUJmsJkFWjXrWrlct3HGcdFmfuOkIdk4Ucd6WERRzGVTqjtctQwWf10xaacjexveXcjCD+yTIcsE3dXWAWBM2w+uW8B1A17yy1ioWTq9VG25s1ScLcJmskOrCKY/JMj+HJ6FBa/vhONIzWg2cW8NO7SeHl1rS+h08vY5Xvf9ajBWzeNy5Uziy2DgRnk3gez+ttNUJiIe5WXfEpGwKnAC/6fJSqd7wXDUgy2fSof03ewUeD6wN05HWzkNc+EERvW9Yqr6d92M9zcMlxa0zWd34Xs00Wd1yfOfxEMYIVeuOcfNargeLLTIxNVnluo1H7ZkAQCnDGx5cxA0PLuFXn3wOhBDee5ruNT7WXFplQ1v//v/4zfvxv977o5Zf12skQZYLXtAHicmqWmSG164fDkOdjLullyjVqOx2QxuoVYOFQ1h1ITNZYaJIHmiDFmRZhiDr1GoFl//p1wPCz1NrFfzsv/wIv/PRW2Lvsr5332msVix86DWPwWP2TeHkamXgUtibCc+M1HN8D7bV4UUkKr2yagicAGJQc+kUlsu1yOfmMilvZ12u2Z6DdS/B4yFc+N5eg+iawjwBtAnqpOCHA5EwJmulXMc7vnHfGdl+SmeyuuKT1SRd2C0miwO4MEaoajmem72KxnRhTE1W3cbuySGct2UEP35gAe/5zgFMDefwssfsAeA7yBszFopNS7YDC4ebDy/hQYNXV7+RBFkgxqg2gEwW56o7XWRVWrpbXlncfmFhPWjmWNOqC03CdyklllzhO4BQUSRPzIPmBm87EoVsMF14cpWcx9Um3EcWqRHvV+88ifd8N15fTJ5kd0wUsXtyCLYjcaJJy5iHM3QzUr0xchzhexiTJYTAxFAWyxvRTJYqfP/kzUfx8n/7sfc8Hf/3s3fgPd89EO/LRUBv1Ksj3WaD6KqiyQLCC1Niv587R+WzfpClppa+d99pvPNb9+O+MzDtzedls4Tvddvx7vfumZE2BnK2Q+udaV4tt6vJqjko5NJ4/LnT+PEDC/jOvafxmifs8+5fTnubPpPHbjYtOvKlO7ZcHsgNaRJkIUiFDlKzVGZwHAljLjsu1AVIZ57aBTNi80qQ5biDN+CTZbBwWK1YsB3ppWuGchmU6o3BHzN4g2atYatMljsZ8H1zfNkPiI65/79i9wT+7uv34pr7Tjd9b28RTKe8lkNHlgZvd7ZZqHu7XN8nq1ULhzBNFkC9AFUma7lkZrL4upxcKcOR5sVCSonP33oc1x3snOny0oUhmqxsmw2iTUxWR8J3Q7pQTVFxIHEmMln83ca6KHy3Hal4TwXfT53nOmXNPAsHwzHzPVA2rHUbNSuoyWrBwqGYTeNx506jZjsYzqXxi4/f5/2dAzfjPM9BVqr9dKGUEseWygPZgSMJshC8oTdbexEFddC144njvVYNsrrMZM2vKx5Dtr+rZZiEtcuu2ztXF4YJ3+0BTRfajvTK35lG52t1YsXXUJ1Ypv//26sfjQu3juIPPtlYKKCjatnIpAQy6RR2Tw0BAI52qMt6cH6jL4uc48iOP9dnstgcMQXLkV761dOeNGGy0inhpSxUTAzlGjRZQ7m0x8oAQeH7gnu/m4I6NvrsxqZgw2tvEsZkpdqaE3iMBpmsTiwcfCF91iBarnUp/dUP+ExW94TvddufO/RASmVvOq8uDG8QzdfMdJ+WlX6ZgJouDL/XpJSece7jzp1CLp3Cqx+/L2CDUmySLkynBFLuv0xKtMzkza/XULWcjruj9AJJkIXgjTiITBbQ2U5QHSDdCrJY5L2gBFle6kDRZA25VSXqoOHm0MxkhaULLS9dODjXBKC2Osxk1TRx/vFlJchaqWA0n8GWsQJ+9lE7cXK1EppmYtSUwoFt4wWkBHC0Aybr1FoFz3zHNfjanSfbfo928UefvwOv/dANHb0HbxBUM1LAHw9xqguppY5vsKhiciiLFS3I0hmvvKLJYuPSmt14vz5wmvzcuhFklZtpstp0fOcxyoyBbhZ84NQ6vnX3XOz3U5kxk4XDw4HJ6q7w3UHGtc7Qrx/fN0O5NGodbvb9zYfJJsLXF+oo1exAsYU/3sK/e8124EhiRadH8vjq7zwZb3rOBYHnDEUY39Ztx2NBAQrYWw3KeY4cxPssCbIQZHoGiclSJ79OIvRgurDzIMtxpLcjUdOFVdsXwTJMKS/uW9hc+D6Y1YW2bUoX0jEeC6QLy9g+QY72uyaJlTpmKJtWUbUcj2XIplPYPl7EkSavicLx5QpsR+JkH3Rdtx1dwT0nV5s/MQKWx2T56UL18VgWDmXLmCoEgIlizrsfAXOQpWqyeINQsxon8wdOrwPozv1aapIubNeMtGZTqT33gixqhSnv+e4B/PJ/3Ih3fOO+WMUawXRhY6qnFqENGnToTFZXfLIcSUy14fqpQV0v04W8xun3Kc/rQ3n/nmMGOep4Ku4mmBm6c2dHAkww4N/Hpk1+zXYCz8+2Yf57zN3c1m05cFYOSZCF4A00SExWIF3YwaALCt+7sAAox6UK371dshJk7ZsZBoCAazv3LWQLh3DhezCAGRRYAeF78Bjn16veJHZipYwdbm9GDjabsVLkmO/vJHdPFTtishY36PqsVTbfhfv4cgUL67WO9IR+Wx2/QbT6OAc7zYTvuuidMTGcxXK57k3MxiArYwiyDJ/3wKluBlnskxVlRtqeJkvVTOpmwSulOoQA3vmt+/G2z9zeVEgcrC50NVmGwoR2WLd+o1Knc5XvYj89y5bIpKhIQL+H1KCu09SkvglRUbXM8ypXG6rsaRxNFt8/Yfeq+jfT2LBs2Zieb/H7q5vXQWOzkiALwRtxkJisoCar/UHXbU1WSXmPeaVPWVUT1QLAvmlicNTS2pOubml6xGWyshnUbKdhQveYrEGrLlTShb443z92Zo2OL1ewfZyDLFdf1ZTJsgOatl2TQx15ZXE6d70anabsNqqWjfn1KixHNk2RRsG3cPDb6gCNDXAjLRwqjYETY6KYQ81yvMl/tUm6kJlb0+LlMVldSG83SxcSE9JedWGjWbA/vlYrdTzunGn876ftx/9cfwSfu+V49PsZqgtVFoKZ3k40pf1C1bID1hTdqi5Mu/0w9Y0zzyFjhQzsDvWMviYr2lVe3QCZbEPiaLK8DUGIp5v6nmFWPYF0YTplZIqjoM6rg3avJUEWtCBroJgs/1g6YbK6XV2ovsf8ms9k1ZTUAWNqOIfRQibAZN03t46dE0UMu7S0X3kSPDaeZAavrY4iXvUqdfxjPLZcRqVuY3Gjhh3jlC6cHMpiKJeOEWQFzVx3Tw5hbq3SdvDPGqLNaA6uQk1PntZsPlqB3iA6mw769kRpTxikyTIHWWwjwuL3MCar6uoKmRE0LbgH57unySrVbWTToiHtwsi02SC6ZkWbBXNq9U3PuRApATy4EN031JQuVI+r5qWtBmvhi4NK3UE+m1ZcyDv/DqzJMrVF8s1PO09PRhWEqBsS1SuL74Nii5qsOExWVJClpwvbYrIULeygFVkkQRa0dOEAMVnq5NeNXQ3QHSaL3yOXTnmLOBBMHTCEEDhnZjgwWd83t4YLto54v3tUsjYAWYc2SG11pJSaT1Yj9X5iueJ5W3G6UAiBXZPNU3+6meuuySKkDFpDtAJOb212ulA9XjUQbxWNDaLDhO/h98hq2QpPF7pBFle8hqYLbSeg3TKleo4slpAS3RO+RzEDJk0P4/3fP4iv3nHC+LeazmTlgtWFlFrNIJ0SmBrOe817w9AsXcjnKWqRHlRU6zYKSk/GbjBZdVeTlTU49lf1htRdCLKMmizleqtzLut1h/ONbXUiNVn1xuBMx5Dnk2XoUaunC9OploX/6rw6aAF9EmRhgJks5UbrJDpXd0ym1i+tgoOsXVPFoPDdkC4EgH3TfpBVtx0cPL2BC7aNen8P2+XYAyh851hXd3wv121vQjq+XPaqDFn4DlDqL1a6UGWyXBuHI4vt6bL8dOFmB1n+9+yMyaLzy2nCLAtxnWA6JGwBlFJi1Q0cTJhwdYHLpTpqloNSzTYI39OoWU6gklb/vIcWSnAkcN6WEViO7Hg3XdL8inSkU+GO7/957UOhab6GtleZNGqKCeZqxWf9tozGCLLq/pg3uXXXrTNX+M7nKtdFTZbtarIy6VRDAKQzWZ0EdXHShUBwbjUZ4AohGvqF6uD0eBSTlcukkEmJWOnCbKa1llHskcX3dZIuHECog2eQRNbqLqOTG4cH2kg+0x3hu3tce6aGsFyqN+hiVE0RQOL3Y0tl1CwHDy1soGY7uHCrKcgKBgKehcMAXRMOWAua1021TgZ8MyM5HF/xg6ydLpMFIB6TVXc0TRYL5tvTZS24wvf1TWayVL8w1UutVXhmpDqTxZos956Lah9Ss51wTZbHZNV9t/chs/CdzyUdV/DzWI916Y5xAJ3fs3p7Ex3ZdLiFQ7XuhC5SpMny37eYo3utUqdG9KWa7bF+s6N5nGrKZDletWKUhcOZKXy3UcimycNJdK+6kM5XYyCharKAzoKsupZOVxFIFxpYLb1fJtlNxBC+RzBZAAVh4UGWzmTF/+7LpTo2ajb2uvrfQbvXkiALwQCmmQncDQ8u4oM/PNTrQ2o4ls6qC+l9xovZ7qQL3WBor8uyLG0EDRrVdBdA4ndHAocXS7j3JC1GFyhBVljLBY8lGqB0IY9fFq+qx1jMpbFjoojjyxUvXbZtXGWyilitWJFCcN0xf+tYAdm0aNv1fbFPmqzjKxVMDmWRTYsA29kqdE0W/9QXkXqIUNZrqROqyeIm0TVjSx3ATxdGMVlcWXjJjjEAnae4dVNIHemUCO0EUbHs0IWmZjcK3wFaKDmlzIv8bBwmS2FeTRYOftpqsNgFFe/81v34p2/e3/C4yvq1YytgguU4XvsYPQDiDT4HuZ1psoKbEBWqvrNiYLLUdCFAnmxR6V7eHBeaBFlDIVXkdVt61cNAoyZrtVL3ujaYwHqsvdNUyT5o91oSZCF4IzZjsj5+wxH8+RfvChgY9gpBJqtz6nhiKNsVnywO1DiVxekg1f1ZhWrjcN/cGlKC0iqM0HThALbV4etAXjf+RFmxaNe7Y7yI48tlnFgpY2Ykr+mrmntl6RYO6ZTAjoli+0zWer80WWRfMT2c70iT5ZmRcoNo96euyaqGLEhhzaEZ/PhKuR7a45AX2rlVX2emL7gH5zewY7zgGex2g8kajkgXmkTmjGrdCV1oqvVgOjqvmESuakzeltE85terkRYcaiBiYnz4PA1aCkfFNfedxjX3nWp4nJksoD0xtgm2wmTp56Rb5qesGwXM5z3AXgWCLLNtSNqgHwu+X3QlLGMolzGuP3XbQU5NF2oB7e9+7Ba8+RO3hr4vZwe4kj0Rvg8g1MHTjMnaqFlwJPDDB+Z7fViBAdBZupC+08RQtivpQn4P3jnwQq7qM1Sc4z7vwQUKsvZODwd2Pbyb1oOsQTQj5ckrJZjJ8m0mitk0tk8UcHy5jGPLZexQ9FhAPK8s3cIBoArDtjVZnC7cZCbrxHIFOyaKmBnNdcRk6Wakft+3oNYnbEEKC5wYhWwaxWwaSxu10ICMmUW1UbcpXbh/y4h3X3fqt1eqN2eygMbNl5QSVcsOXWhqdlCTxWOvatkeW8Cs3+xoHpYjA4J/HfqmQPd/8qoLexBkffueOfzux2/p+H3qtjm9yhsnAEbmqR2wT5a6QfM+T29I3ebnqd8lqq0OENzImywcAPJki9ZkxUwXhvTJ1IXv+UwwyDq+XIm0seENqMdkDVhAnwRZCNKLzVgTDjC+F6PZb6fothnpeLE7TBbveDgHzgt5NSRdODmcw3gxiwcXNnCvVlkI+IO6rDUPZYq6XLcHxsVXTV+p7R8qFpV775woYqNm456Ta9g+rgdZzb2ydGEyva49JqtUs1CpU3pivWpt6jk8vlLGjvECZkbyHWmy+N7V2+roFg5h1UhhKUAV1CTaZ7ImdCYry0FW2WNp1c2YlBIPnFrH/tmRQPqtE5SqViQzEOZfZDkSjgxfaKp1rYG7x2Q5DQHpllG6f6N0WVXLDjDX2XQqkLqNqnLrBBtVC2/51O349M3HOjafrFmOMUinALL76cJM2uyTxffUSL4z4bsaeJvThWFMFmuyggxqc01Wc+E7EN7Zo2Y7gXRhVgtoy3U7Ml14dKns6mHzABImayAREL43ubE5wPjefad7vmgFmKwOy3lTAhjNd0eTtV4lDx/WG82vsSar0cKBsW96CPedXMeD8xsB0Tvgl/c2MFnuwJay84apOso1G7cdXW75dTyhkyZLCbJqNorZlGfZcHqt6v2fEccrS7dwACgtO79ebVmbxgzj7qkh2I7ctG4Ga5U61ioWMVkj+S4xWW66MKytTli60GNnwlNvE0M5LEdpshQma9tYwf1cf+zPrVaxUbNx7qzP0HaqIyw10WRlNEaPweMkbL6o2cHCCtWJe7XMmiyfyQIQqcvSmTFdkM/nqds6mfde84AX/HUa/NTc4ggdASYrk+pKhaQnfA9hsjIpEdpAOi7UINecLjRrssoh6cJME00Wv84076so5tJGz0M9XainZjeq0TrWY8tl7Joc8ioUE8f3AQRf0GxaoNpkB7ruMlnHVypeRVGvoNpJdEKB1h2q3hjKp1HqSnWhheF8BqP5DHLpFOY1JkvXZAGky7rp8BIcCZyvBVlhPlnqQhFXl7VSquPwQvPU2od+9CB+7l9+1LLei69DWgQrhHhCVtmrHePBIEv3ypJSYk3boemaGYCqOAHyF2sFLHrnAoW1TXJ957TadjfIWlivtb0h4cndZ7J0TRYLfEOE76XmTNbkUDZQXainFvl+PrFS8TYW6sLO88D+2RHvXu5UR1iuR1cXZjxNljnlFLZAN7bVSXmf5wWkrt3FFjfIimSytGpYnYWo9yBdeHSphH/73kHv2DsNsqqxmCzRpQbRrk9WJuVtIhmVuoOCan7a5uepfW7N6ULzvLpRo82zPn83M74t10kqYWrArmI4l4ntk6UycKWajfWqFaoNPLZUxs7JojcmBs0uJAmy4O+yRgvZWEzWo/dOAgCuua+3uqygJqsz4Xs2nSILh1rnaaONKolyhRCYGcn5mqwQnyyAvLJ4Ybxwm85kmYMsdUcSN/3yT9+6H6/+9+uaPu/uE6uo27JlXzSdyeJJrFyzUcikA5YNOpMFBL2y/ulb9+NJf/OdwPesWk6DJuuJ580gnRL4+l0nWzpWTuOyVmGzbBy42ofShTnUbMdjSVpFmIWDzmCFM1kuO9MkXcjVhcO5NHSXdV505termB3Nu0Jg//NOrblB5Xihe+nCJj5ZTZmsMHsHLb3na8h84XsrTJbOvGa1lijNmLV28NdfuQdCAK994jn0GXb0ub7poSU89i+/GVqsVLMdI1MeFL6nuyJ850q6rKEtUtVyzU89h/n27iH1njCmC0PMSMMMcDOpVCQT2WxDwAhLF9b1dKHCZEkp3TULWAvJwhxdKmHXZBFZb0wk6cKBA0+YI/lMUyZro2rjgq2jOHdmGN+/v7e6rIpy83ZCt9NNLDCUy8CRXRDl1ny9yLSSDqpatueZo+Mct8IwmxbY5y76jGya3KJ1KlndkcRNvyyXarGq2Q64JfetTpwBTZZiKFixKL0zM5L3aOvtmvAd8L2yVsp1fOD7h7BSrnsLsu1IWI5sSBdODefw+HOn8ZXbT7YUIHPwy9q5zaowPLHsu917C/V6e471XI3Fu2Q1JSClVDRZ4cL3IUPgpGJiKOdVF5oYL2Z+pASmh3PEahgMjIu5tKJxaj/IctzUbqTjezrI6PnHQp8bNl/UtKCoqAZZlTrSKeGN7eF8BsO5tBdEmqCb56o6RaD7TFapZuGLt53Aqx+315tHmjE+d59YxdxqFUeXzQx33XaMmr6KsuHJpUVXtD6241BlckjvQmpPRPd4q/37GKbzH/gcy8aIa9NQVtYCzlDoiGNG2sy+AaDxYRoXNUPvQg56q5YDnvJWDSlDsnewsHOiqLC7CZM1cGDadiSficVkjeTTePL5M7j24EJP7QXKdX8wdJQu9JgsGgidVpqtVy0Mucc1rTBZel80FbzQnzszYkwnmipP1IFt2gGZULMdlJoI5W1HeimeVhlCvg5UXejrNIjqTyGV8rVqeroQIHPS1YqF93zngLcz4+9di0i3Pv+ybTg4v4H75uKnqL10oXvuN6vC8MRKGSlB6SYWo55ea0/8Xnccj70C1Ko66QZa9HjYQrsa0beQMVGkdOFyqWZkvNTrMTWcazBLVAs+OIXVSXsuDrrjCN/1RZSPpR7mk2VoqwOwhQP1LVTTPs28svRCjawWjHTbjHTZZaP2z47ETqvxfR/G5NasxupCKWUgIO2e8F16G1H9GnFlcd5jstqtLoyWmVTrjqdR1IXvJh1gJhVufAtQgN5M9A6EM1mWLb1ODkAwUFc1xCZd1klFmqCz3IOCJMiCT6mOFKKZLMeRrhNzBk+5YBaVuoMbH1zq2XGVazZG3MHQUVsd20E2JRSBeWeLbalmewEbaW5oEj6yWPbKj3Uwk3W+VlnIGMplGo6rHSf+uk07nyi27thS2V+MWtwtOtIXYmeUBaVS81MLO8aLyKSEx+Ko4ArDD/zgkMeQ8Hcz9X5kPOeSbRAC+PLt5p50Jixs1JDLpLwqsU6YrGPLZbztM7fHug+PLZexbayATDrlnYN2xe/UhiTooQPQxMwLY95NL5gC6zB2SsXkUA6WI3FsuWJmspTrMT2SbxDmqv5whZDUdyvgoGAkQqyfCRH5VpowWVUtyCpk/PQmNdIOfuaW0UJzTZaWLgwEWVa4X1M7UIsTcjGDEdY9ht3/JuE7zw8cNOsMXbtg6UY21ciM+UyWqy1qu7pQsXAIMSMt5NLIZ1KB9S6sy0AmHc1klWpWU/sGgEyny3W7QVtVtx1kM0Emi49bDcpMTBZvJGdchhlIzEgHEnyzj+YzkVVsnM4azqfxmHOmAAB3HF/p2XFVLQejLmPUSsXEJ248EvBi4pw3U8GdMhobVV8vMj2Sw/x6DceXy/jG3XN48RU7ja+ZGMrhuY/Yihdctt34d9Mux3akN5HG1bjw4Iyyqrj/lC8gD9vxh4EHcEN1oVKJdMHWUZy3ZSTAwDDYK8tyJF71uD0A/O8WZoEBEKNw9b4pfCWk8a8JC+s1zAznPCank+v+wwPz+Mh1h2P5dZ1YrmC7q0djJqvdIMtygkGW3yDaXxiZ7TUJXjdqFobz0QsAm28+tLBhDLLUoHfaxGQp/nBq+q1dcFAwGsHA+UyWWZNlOheOl45uZLIqdYf6Fmrff3Y02kxW93UjnaLJwqE7C9+qUpwQt3EzB1em+5/Pie3IoDayHhyL+vdqF5z+zqYbdU6Nmqz2gqxA70hTurDuoJBJU/pOMyPV7RsA6pMZJSZn4XszDCmVrIHj1dvqZFJkQ2I7gXncZOPA3UYmh3NeUUySLhxA8EUZ1Zisuu0EjNtKVb9L+Wg+g2xaePR1L6AyWeqAvPfkGr59z5zxNTXLwZs/eRs+ddMx77G6I5FNC2+xiZt6CwO5UbtM1nAeNdvBu79zAFJK/OLj94a+7l9ffVVokGXK19cd6QWZcZkBngyiqihZj0XPb20iYyYrneLWGBKWa2bIE81bX3ARPvKrjzO+noOsq8+ZwpPPn6Fjdb9bmJkr4wWXbcd9c+s4oASJUVjcqGJqJOfdQ+sRXjPNwLvPOHq+Eytlr8pyophFOtV+ax3yFfLPhxpc8LUbcu9r06JUdpnnKHBrHVNzaCAY9E4N5xpYjapFFikZd/HMpERHwvcVz0ohukE0YNBkeUFW47ng86MyWXllE2NKrTbrX2hKF1rauQG6J0Y2MlnN0oVukKVX8gLBe0Z9H073MpPVVZ8sThfqQZYb/JjaE7X2GdEWDhwY6xKNsFZOmWaarLoTO10INK4/enWh//1l4LmmdOGia5Q7pTJZSe/CwQMPnmFNk/X2L96F13zwBu933glxZd14MRvp39EpVIGiOlje9/2D+INP3R76GvUn4KYLu8xk8XvNjNIC9bEbjuB5l27z0mGtwsRkWbbj7ay7y2T5QVarO2zVgZz1JxUttTCUy3jtVXRMDefwxmddgD990SMaPJW8dGHWPCyfd+k2AMBXbo9XZbi4UcPUcN4Lrju57vy9m2mNpJQ4vlLxqixTKYHp4Zznpdby52rpQlXwzYsQt58xLYLlenNR7oTSELppunA417DgkvjbL2Gnxav9iT4WkxWyoPjC9/CqMjVoFEKgkE25wnfLs29gzI7msV61QiUGpurCXgrf1V6UcYMsrjA1VaeFBlnueeR0ar6L6ULPjFS333CDn04tHPjaF7PpkHSh47Gu6ry6VrGMco90M01WSFWijrCikLoufFe+v7pZNlUoL7p64ImhrC98T9KFgwfeXRSz6QDNf3B+A4fmN7zf9bYD48WsMU/cLZRrtuf+q97kVcvB0obZe4iPP0gZ08DmxahTr6wNpQplejjvHp/0SqrbQTGXaagutB3pDfq46ReeNKPYugOn1sHrduvVhfT8lLsbrVlO7LYSAC1qv/2s83Hx9rGG1FJUuhCgZtEXbRvFzYfj6QDn3XRhPkPeO2El0HHAO9lmlhcLGzXULCfgF9aJIameLlSdzlnvw/eiaUGJI8qdVIIsNeBiqL5SYUyWGhjns+mOhO96o2YTwhzfOeDXPZgA3+pAL6zgec/EZLFXVliQrPu69Txd6J4blckK61vJWK+Ga7ICwbJimeCNRY/J6o5PFt3PKaMtAjNZfL+1a8DMDNlQLm0MDKuuNUVBW+9M6WKAvns0kxVX+O6uP0pnDykpXaunCwGam9XNchiTNZrPIJ9JhxaD9BtJkAU/CMlnU4Ebe7ViBYKoDSVdCNBAXy633zIkCo4jSZNVaNSb1C0HliONzAQvgmqas+4xWenA92gH7BzuWzgQY/PIXeOef1g7GMqmG4zq6rbjlxrHThdykGX+jlJKHDi1jnNnSYDf6uTP4zfjpgstR3oTVT5GkKWCJ51yDOE7Y3IoF5uRIiaLrs9oPtORT1ZcJovtG7YrHmEzox0EWZqHjt+70NdkDXuarMbJlXQmTTRZxZzy/3AmKyVIW5hNB+cJ1bQSAIq5FCotpORXK/XAhsk3BY3SZJl37VFMFgcJ+XRjkFWu2aGaLAChNg56gJnVjCQ9x/cuMllCkLSjZU1WkyArisnqlvDd12SJhg1ehTVZHaYL+XXFXNqopWImixhMeq6U0qsu1dFMk1VSin6iMGSQq/D7Bs1IXQsL2wnM42GarEl3jtO7QQwKkiALNLiy6RQKmXQgDbFWrmOjZnsTFkfVapDVq3Sh3pHdDrSqoP8vbTR+Ni/U6oTBJbLMZHXSv9A7B+577ZkawtaxPH7j6ec1dfyNQpjwfdQrNY434XjpwhC2bm61ivWqhYu3jwFofSJjRjGtpgvr8ZksFTp9HuWYzxjOZ7yuA1Eo1SyU6zam3CB4pJDpKF3I918zJos/Q007zLjFEe2ggclSJlI/XchNjs2arGa7bJW9irJwmBzKkRavgcmyG7yn4qa359eruOrt38R3lV6oHBSEVeoCEelC9xw4Eg1VXDo7wyjk0lgp11GpOw2LLFemmmwc2Nctl/a/ey4TrJrzG0R3h11YLdcxks8glRK+1UFMCwejJssQEAImJqs7QRZ7FmYVjz1GpU73USolkEm1z5zxuR7OZcxpYzfFqwrfq26FpcnupJkmqxJX+G5IF/I5DU0X1nxtnJnJqvtBlrfxSJisgYPlUKsJHlA8wFa10l9euHlSp55nvQmyeOE2VU7xxLVUaly4Kh6TFQzKMmnh7SQ6YbI41ciB5mghi+ve9iw85xHb2n5PIET4bksvmIu7aDVjsriy8OLto4Hnx4Xq+J5xd+18zuPs5lQUcsHKySjHfMZIPh3r+rF32bQ7AY10icmqNmGyfMGwfy5mR/I4vV6FlBInVyr4Scx0J+C2IUmr6UKDJisyXdhck5VNp7wCiygmi1lBk09WgMlqIch6aGEDNcvBodO+LGHNNQWNNCMNSRcGxr0W2Hg+bBqTVcikMecGUXqKcjaitU7NELSpwQh7TQHdrS7kaxRXuxRVXRgICE1MVtavLuxG/1Ruq5NJi4ZAuGo5AaF9+0wWvWcxlzZWRJKTfVD47reUCtNkma+flLIFx/fGHrV+kGUSvvuarO3jRaM0Z2mjhil3k5RNmKzBRd2iibygaWRYaMeDlBfuoU1gsniSHvGYrEadgynIMjFZdTfnzW7CGx1UF/psXmsBRTOEMVnZdKpBKxcFk7+KivtdM0+fyWo1Xai31ZHetWqXyfI0WQZhsg5ispoHS+wfw5q50UKmM02WZ7oafR2qWpoFIE1WzXJwcrWCV7zvWvzMe36E917zQCz3+rotvUo6INhWh68db0T09AunFONcF7ZxiHJ894IsrVmwnjIrGIx1wzC3SsHLsjKWV8sWxgqZSGY4NF0YKHgxB2ANmqxcGqdXKR2oM3lTw8TemZgsU3pbNegNVrl1icmq+LqxuFYHvLlYNWwy1MApGGS5G6cuCt9Zf5ROpfxAwgkGdiw5yGXar2b00oXZEE2Wy2Spmiy9pZIK0mSZj6Vuk/VFHE1W0asu9K+D1zZL610I0PXg9WbrWN7MZAXShYnwfWDBDZR5QFUtSgHx4GVGi5msETciHytmsVaxetL1u6wxWSoFyjdmFJMVTBf61RtDuUxXmKxmZfGtwmRUZzkO0mkR2o7BBN65hTFZB06vY2Ioi21jlAZplVr22uqkBHJuhZC/621tOLVaXQjET/txkOWlC/PZLjFZ0efLZ/X878AVqG/475vx0MIGnnTeDP76K/fgrZ9ubm7KbUgYalsdn8mi89hg7mixNqX5dWEbh6ggiz2/dCaroVVNLv6m4JQb3CwrC8hapR5ZWQioZqR6yikoE1DhMU9aEF/Mpj2mSl9k0251qEmTZSrUULVGAefxLi18qrlsHE2WOo8bNVmB1KYqfA+OxW5YOPDckXXTgYB/XqQkDW4ho3xem+eM33Molw6pMrUbqgt5jQvTZIVdv3KtkbkOg8nCge+RnCldaDuu3iuFqeGcMUhe3Kh5bL0nfE8sHAYP3HaGBxT38WJwlM/BCUfkE+4N2YsKQ5WuzqREoFoojiZLTxfyzmkknwnVK6mQUuK2o8sNj3s2Fj1gsoCgsLpuS2TdtElcby+/HYP5+Qfm1nHe7Ih3PlqtLmxoq2M53kTVarpQ79kYK12Yy7htQKKPe2EjmC4kJqv9+5QXiKZMlrc4BZksALj58DLe9JwL8eHXXo03PH0/PnrDEXz+luOR72dp6UK1rY7nkxVi4eBVfcbYEExEMFkpt8iBmSy1gS3gNl1WduKFTDp2f1BO06myg7BSehXhZqTK+AlLF2r3VyGb9u5rU7poy5i5tY7J103VGqndFLopfG8lXahWFJo2J6b2SEAjk5VNk0Gm7Ra6PP6vvoWv3Wm2UrnlyDJ+9+O3NGji+BykXU0WEGx0LqU/bvLdYLJChO8Vy/GqC8ta1sakScxEpAtbYfGjgqxsCJNVqlkYzmUwVmis5C/XbJTrtqLJShzfBxZ1i5ge3pFV607Ak8Njsmo0mfLg5sHei5RhIMjSSmh58MVnsqRHpVJarjmjccuRZbzoXT/EdQcXAo+XNOF7t2AagKTHSXk+PnHgpwvDmazzt454jEir6UKeODNp31BQ12+0AjW11MzCAfD1R83YSG51NNVtTVaT4MFfnPyphcXTTz5/Br/+1P1IpQRe/9T9dJwb0VWHuk9WVkmTqY3dgYggK8Z1mXCZrLCKvt98xnl4yZU7AIRoshTmTnfSjsKckcmymvZbDG8QHc4eqe1/VKiso+lzZ0fMhqQm5lVNF6qBaPeE776XV5x0oVqI0Uz4rnufAf5348+q2w5Or1VxYqWCmx4yawt/cP9pfPrmYw3rgsqC6/NPRQtYO6lm5LE6lEs3tJuybAe26/qvMq6+/1hrDaK9ICsGW+z3yWySLtR8soq5tFGaw+vflDt21crjQUISZIEmgACTZWlMlqLJGlIYHN79LvckyPLz6pmU2eAvSpOl72iz7g0YV9PDN/RtR4Ntg1jP1W0my2RUV7dd/7IWFi2PyTIwX6uVOhY3atg3Paz0wGuPyUoLShfW7PbThQBNhL4mK166EGjeh3DR7VvIAQinGePooEzgtFQzCwdTwHnB1hH89c9ehn9+xZVIufdhXNEyedj55yOVEhDCbauj+WTpqcxWdtmzI3lMDGUDO2oVv/nM8/HovVPusQfL73ULB5UhaIZTJk1Wpd4CkxX8zjqDraIWwpSq58cUZG4ZLYRoskzpQp/lqwXmrN6lC6NS2BxY7RgvGu//esgxNjJZwvssZh3DWkzxtdfnWQ56qe8pt4DhQiVdaN9+daHO8KoslFo1SZosB44jI21DohpE+xuZ5pvuXDqFdEo0TReqLN8GM1nFrCfjYSwqLXUA8iDMpoXRI66f6C4dcYai5jI9PKAqdTtwgzNNuV61AgxOL5msslK6qjNZviar8XON1YWWb/Y2nI+XeuPPu/vEauBxZlC6rclimlwNDrmybCibiaXJ4j5kgNlX6/hyGQCwc7LYdusKta0OvwdbKrQqfOfX6NWFevWXCg6amtlwLLhaBRZPj+QzqNuu7qON4/R8suIyWcpnCCHw8qv3BJ7npQSaLL6WI1HIBgXgnD73mSxzW51Wdtm//rT9ePEVO5o+j4+9mYVDXJ8s1jo1pgujmSy/h6PZJwtoTNGZ2uoACIiWTenSyWFzFbVJ+J5zbU2klAG/rG7oVmtuap7ZNiFEA6uog9nb7RMF3Du31nD/N/PJMjFZ7I14ZMkcZPEY0DdCHKhk0o2aLD31qjchbwWqGSl/Bn9ldRPEb1+1nEjheyYtwjVZ3hiLZ8SsFzgZ04WahcNQPu0Ff6uVunf9PN2p0l0jk0r1RCPdCRImC8Rm5FwzUoBuOnWAeExW1Q4wOD1NF1r+wp3RzOB8TZYpXWjwyXIcT9cyHFP4zhP03SeDffJ0Q9ZuwTOgs3whKFfiFGIyWeqkZPqOHGTtmCi2nS5Ud6NZdzLgCarTdGEY06AibrpwvWJ5ARngey6165XlOb43YbKqlo1sWhibY6uIs0ACjelCwJ9IdQuHeki6MM51mR3N4/LdE02fBzSKoBssHHKpFtKFbTJZfP9GWDjoLC0v5A0WDlzRlk4Z772RPKWd9GsVpsmSMliYYDqWduCJsxVfs2ZVeDx3bx8nc1w98AkXvmtBj7Ip85mssvEzKyFMll6ZzO9Hn9doGdF2utBjsho3H+r3KmZ9C5nVioViNm306MukUuGarBZS8nxMwWxFRLrQFb6TJovGgyrjWSoZgqy0aPu89QpJkAVfGO5VF4YJ32tWgMHhwb5iSNt1CnWByKSEVl3I6ULT7rKRyWKzVYAWpDhmpBxMHDi1FpjE9NZC3YK6UwT8II+E7/E0WergMrF1x5ZoUtw10T6TxRNlKuWnbHjibifI0g0Bc5lUZOk+szbN0oVVK+jCzAFXu7qsVpisKE2Zijhl6hxoq6DxYBC+G8wdgfYYxig0a6tTdIXkze6tSt3GSrmOXCaFVbdK2XE7OUS5vQOKX1hDurBxAfP+ZvupIhV8n4wVzbYRfH71wN5PPSnpQm8cS02T1Tm7sGJgW4jxCZ8bONDZ4bZ50nVZYRYOXIHH58MrlLEcLyBeKdeNLuQ8Rta1QpO6N6cpFg6aJksNeNtvqxN8L/1eBeBZOAAUZK2U6saiByCmJit2kBVsn2Y0I1UtHKoWijmfyVIJDY/JGvKDLCq8SJisgQOnC1UmiyPm6eGcYkYaZAf6LXxfNgrfXVZEm+D4Jh7Op2NVFzK1XbclDs77DZU3ahZymVSodqVd6EGPJxJNNzYyDYM6SZoCyWPLFeTSKcyM5NtuwWBLn8niwHCtUvf0Bq1C9QCjtFP0eeVels2uoc6ueEFWu0wWpzWaWTi4rUHioNkCCQTtRxhp1zqDU42hwvd6b+xG2CeLiyCq9WC6UPfbCwPrnM7fQi2eVsp1rNcsSBndtxAIbyESS5OVDi6IvECGie3DUtRhPlkAzT8cQOQy3Vn4eLOrpjSbsaEcVHGbJ/3+j0oXBtKgmUYmCwCOGtgszkLoGyEeQ2nXjJTfjz8P6I7w3U8Xsv2PqjXzZSic4uNq+rDrH6nJaiElD3ALJ/+88LHlIpmstHfN1aB2aaOGlAjqyJo1s+4HkiALfrpQnRxXK3Vk0wKzo3nvwpZqQWfbfCaNYjbdE9d3T/ieM1k40P8XDelCj8lStRlKdWHsdKEyMFVdlh5odgvqThHwJx9P+B5D46Lu3E1NsI8tl7F9ooBUSnhVaq2KSy0D5b9WsdoSvQONmqxmLFDc/pO69iSuYD4MPpPVXPgel8mKI+7lXm8qOH3B6UEvLdJBdWEr0I0k9YBWZQiiwJWFF24dBUCbpjgtdYCIBtEBTZaZ5dKZLE4bjYawZ36KOvh9TJYjWSV4qCnXpxveRb4refx0IZ9Pn8lq7I/KCPSj1MYPX/Oq5QQyCCZdVjUkXahqsnR3cv5slcnqpK1OsIKxCZPl9q006fH4eMOC5EoLNikA3QvqfeTN8ybHd9fCYSif8QJA1cZhsVTDhNvqynttSnStyKJbiLUyCCGeJ4S4VwhxQAjxFsPf3yyEuMX9d4cQwhZCTLl/e1AIcbv7txu7/QW6AapiS3ll56TJosh+rJgNpAt1LVKvXN8976UMVaLovQszKYGq5TQEHzqTJSXR9mp1YdVymmokVObs7hO+LqtUjddCoVXovlU+kyViV2sF0oV1syZrh6vNSKVEW7seTs8Egqxqva1UIUB94zi1qVepmRCXkdJZsVGXAWtfkxXccYd+bt1pjclSFhIpJX7qnd/HF271vbMsRzawppmUgG2ycNDuaU5LFGLusuNC7ZnH/ft04TsAVGrR9xbrsS7Y5gZZ5XqkAFmF2l5IBaecgcZ0YWhbHY/JMi+UHNjr946n8TIwWYF0bjbdFTEy66vGlbRWM4H4epU2QGzR0aDJCjB/QcZHHdO5jK/hXC7XvHvOVGHoVRc2CN+V6kKtz163maxMWhgtLqrK56gdJ1bKjc3BGWl3U2OqTGarnLgbmWIuHUgX1kzpwigmS0sXTg4Fjzlj6AnZbzSdfYQQaQDvBvB8AJcAeIUQ4hL1OVLK/yelvEJKeQWAtwK4Rkq5qDzl6e7fr+reoXcPli2RzaQ8bUGlbrt+LFmMFTIB4bseYPQqyKrUSUCcSaeIyXInAK6gY4NH3cZB1WRJKX2XYcUnCzBbHKjgCWFmJB9ksmpW1z2yAH9y4e/pCSJdM9I4miy1qbaRyVoqY+dk0fudGjy3mi6kn2llp7hWsWJV15gwpFSiVS070r4B8FmFZsFSpR7UCY14wvf27tW4ju+6FiwKuXSwoKNmO7jz+CruOenfb5btNDBZ6ZRA3fENWYshTFalx0xWzfLZGt0nC2jOZHFloZnJahZkhVg41B2lS0RjkJVJCc9GQz/esEV2JKTYwtN4ZRoZn7rteAtoMZfuSrrQyGTFSBeOFrIeM6hrssJ9shytatLXN62U6tg7PYThXBpHlwzpQk+TZbZwCKYLzUxWJw7zddvRdF9KGlTR0an3KbdyMoHvNVOcXFashuKAhO+N6UKTGWm17lYX5jKeXkzXZHHbMO9Y0+HGqf1CnC3e1QAOSCkPSilrAD4K4MURz38FgP/pxsFtFmqu7sNjsuqOV+EzVsh6A3PdkCobH8r2xCerXLc9IT7RtW4azWUUtozRzaWnDDkYkZIWRkvRNgF+nr5Z+o0Znst2jgWYrI2qHfAK6xb0dKGuyarbzYXE/PfJoVyDfqRuO5hbq2DHhBJkpVrfLTKj05AujJki06EL35ul2rJuBVjzdGEwbedVF7aZLrQV/VEUKjHYOEYukzYKj4OVsY3VhVlXo8iarHwmFWjnwmi3p2Tz4/Y3BJ7Bp7JI6D0pwzC3WkUuncLe6SEAZOPAc02zdGEqJZASJibL9pvKN6QLzdeGF/awdFGo8N3g68Ybj5rteOncYi7dFZ2MieXLZaIF4msVC6P5TGh1bc12kBI0nlV9YLluBzZO3veyHCyVapgcymH31BCOGtKFfN0bNFmBllzBAEj32uukdyGTBiqryFCZLJ6zOF0YzmRxarPxeMoaA9cMQ7lMjAbR9HkcUA3l0m56MxVorbO0UcfkcPCYsxEtgPqFOGdmJ4Ajyu9H3ccaIIQYAvA8AJ9SHpYAvi6EuEkI8bp2D7SX4Mg/44qXK5aN1XIwXWjZDqqW0yCiHS822v13A5W6g4I7yNUSWt75sIu2rgdTHZ+rltNAx5ry9CbwjXrZznHMr1c9ke5GrVearOBx8c+0q8kCmjMDPClNDGVRqTuBBejkSgVSUmWh95ltUPL89IwSZK2W6961ahWqJqumpHqiMBLDUFZPPfI1a7dJdPzqwhaYrIb2NCFBli58d9t81N3NUZgdRLlOHRoy6XgLQFyoG4KqgcnKK6XxUTi1WsHsaN7rm7hcqkeaQurQrV0AOodRTJbp/oovfG+uyVKDB0+Anc10Tfiez6S0NF5zTdZoIeMxwKZ0Ibe30oXvAU2WksJaLtcxPpTFrskho41DmIVDXfXJ0sxIfcd3hclqt3ehq8nKKAEvw2fMUp5YnZiscE2W2i9UB52nVAM7GgZdX2tKF/J4ZvJiyL12Y4UsVkpBTZZq3wAwk3WGpQsBmM5e2NV/IYAfaqnCJ0opHwVKN75BCPEU44cI8TohxI1CiBtPnz4d47C6B4r86WsWMilU6g5WK9S+YayQwVrV8sR6utP5RDHbI+G7X6WVVYSHvDtkJqsxXajcwJbTQMfG7VzPN+qlO8cBwEvh9EqTpR+XZ+GgFiQ0Yd84YOLJQl3kjikeWQy2AmgFQSbLTxcWYu7kdKiuy3GqCwHXhiOG8F19L2Z7Omaymjm+t5AuzKdTqGn3K6BVxtpBx3fA749XV6xJTIttuRa/0rEVqPdqVVscAaV7QdN0YRVbx/IYK2YhBGmy4grfAbhVx1qKtG4bm8oD4UGWauFgQlixhck81xctS48ZIiarO+lCPRDIx9BkjRbIyb+YTRuZrFwm1RCkl+tB4bsXPFqULpwoZrFrsogjS6UGrZKXLgxlslINvSd9n6yU/72ajLUw1FzzafWY/WNj5skXvs+v1+DI8CCbLVRM0oqym86Li2HNjNSULgRojPG6OpzzmVbehEgpsbRR8zYoDFVaMyiIMwMdBbBb+X0XgLCuri+HliqUUh53f54C8BlQ+rEBUsp/k1JeJaW8anZ2NsZhdQ81ZSLPZ9OoWrYnfB8tZCGlr5/YLOF7pW57k7XqU8KBxFaXydKDLJVpqCkCd97V6DR1GHhSvGyXG2S5KcNeabL04+LFI5NKeUFdUybLZiaLBl5JmVDZIyuoyWruqly3HXzl9hPeRKq21VHF+u1qsvh1VZcViRtkxRK+a67rI/lMF6oLmzFZ8YXv2Yxo0MGoP/lz9XQhjwdVFG8yb6xoKZ9uIaekjkw2Bl5pfJNNwdxqBVtGC0inBMYK2ZaqCwFXm2ZgsjgoajQqNVd+NmOywnSAvClQvbVUxocbRA/l0l0zI9UZvjiaLLW1lEmTlc+kkMukA3NBpWZ7VZeAH1hXLWKyOF1YqtkNfoV8T0RpsvRUXiOT1X6wwObT3meEtNXh637KrXINC7J5/JmYrFLNbikdX8xlUK7bnv2JKV1IvwvPooiDuDElyFqtWLAcaWCyUmckk3UDgPOFEOcIIXKgQOrz+pOEEOMAngrgc8pjw0KIUf4/gOcAuKMbB95NWLb0BpHHZJWJZuYb78QK3Ygm4Xu5bqNq0Y3zc//yI3z+1rAYND7KCl2dTac8qpkngtlRl8naMA9w/r9Hx6b8xQiI0TPOHeCzI3lsHfPF7xvVxgrLbqDRwiEofAdaSBe6E7Ga3mC39+1uKTd9ZvOJ7Lv3nsav//fNuG+OvMIcR0II0sSoE0Pbmizlu1VjGnmONgmypJTGgI37F7YD27MraO74HtuMVAtywzRZaS1dyLvVmh3NZLW6AMSF6plkSpnFvV/nVivY6jLSE0NZL12Yz6RincNsurGFSNVyMOIGSw1Mlm1msqZGchAiODZU5DMko2jUZDXeYwELBxa+Z9Nd6SdnYrLipgsBGjemdCE73avBfcUK3ju8CVwq1WA7EhNDWex2N2x6hSGnw/TUPC/+VNAU1DnpwXonbXWojU4qMl2Yz/jCd7YSCWeywjVZasYlDnj9ZC8xkxkpQN9/yQuyfCaLCY0lQ0sd4AxlsqSUFoDfAPA1AHcD+LiU8k4hxOuFEK9XnvozAL4updxQHtsK4AdCiFsBXA/gS1LKr3bv8LsD1nYAxGStVyyvRxbfeCfdIEtncbhJ9Eq5jqNLZdz00BJuPbLc8TFRqsNnsrx0odKXajSficFkuXSsmw7NZlpjstIpgct3TeB795/GRtXCRq1HwveMzmT5wnfWOzUT6/O54bJedVE4tlzGzEi+wfum2Q5b7VsJBJkVdWJom8lSg6wY1YVAc0PZui0hZaMD/Ug+2z6TZXefycplUh7bAfgLTSDIcvWSKjJucFG3HI9VymVSXrUbo9yCPqwVcKVZzVaYLOVz4gRZFbeVyZYxCmwmilnXwqF530KGbkFi2aRD5K4Aeiq8WneMfTF3ThTxjTc+BU+/cIvxc4QQGM6ljenCvHZ+TRYOxVyXLBwMFXBNLRwqlldZO1owBFm2g2wm5RnMMtT5F/DnJ27oPV7MYvcUFSzoXllcwbeusWbqnJrTNpWVOgXAXgP1NJ2zds5bzbX4iUoXFrK+8H1O+U4mRGmy9AKBZhjS5vJ6SLowm055ARUzs2OFjGcSvlgKNodWX3dG9i6UUn5ZSnmBlHK/lPIv3MfeK6V8r/KcD0kpX6697qCU8nL33yP4tYME7pHnpQszKZxep5turJj16GmPydICjDHFv+Mul+1pV/eioqKY4QWF7z69OjmcM2qyOAioWo5vgOcxWcEegWGwHSqdF0Lg9U/bj/n1Gv71mgdQs5wepwuD31NnslZKdbzhv2/GofmNhvfgCWuc04W1oCZr50Rwp56J0R+sVA8u/LYjkdJabQBoW/vjifprVtfShaYUFsAMWHupbZ64KpZt9MthtGJGqqdodE2W40g4EkYLB8u1cODFz5Q2qtR75enmsjWWY+zfx5uCqICUF+sto8xk5bBSqrkyhXjjS9cU8uLO41OvLqzZTmgQf96W0Ujx8kg+YxC+N2oIVdsAv+0RBQxR900cGJmsiHSh40is1/yg1cTkMpOV0/SBeoDO15xlI5NDOexymSzVxqFu+wU3Db0Llb6numO/7jCfzfiMYKuwbBbzN2qpVB1dKkVeWnNrnC6M1mSZ9KvlFtli3ag3LF2oarI4XWhksnRNVlp0JTXdTXRfFXqGQW39ANCOlCvpxop+6e/JVRpIemXdhFIZxCm19Ri9AZtB1QRklRuHJ5RsWmByKNugB6jUHW+wVC3HC6Y8pi4uk6U05n3Unkk87xHb8N7vHQTQ/b6F6vHx9/OtJ0SgJP77B07jS7efwG9/9CcN34F/53RhqRZkslQ9FkDamoBLfM3Ct+6eCzyHPV1Uk1SfyVKDrA6ZrBprsmKkC5uk/UwpLKCzdCFfDymjm2pXNcFwFPQFUq8uVIsfVPi9C31NVt5QKVqu9UiTxfqckHQhMwRRFg68sG1lJssdy2p6qxn0dltcnj8cUl1YtcxMVhyYii1MmwLVwoGvI7uBdyp+NxlmRqULN9wWRaN5ThdmGzRZdTeFqusDdT0ftyLitWFiiPS6E0PZQLqQr3lKmMxIlepCzYxUd5j3vKLasHHgNmrZdGOaT9fRFbNpL+CPaqvD76uDmKz4m2695VRdsdBQkUv7xMKwoslaq9ThONLvW9iQLmysuO03kiBLYUwA0mTxQBrN++lCX5PVKHwHaAK4u6tMVrTwPZshJkvvX1i1bG8nXLVsRQcQ1GTFSReqguM3P+9C7xh6YeEghAh4HakiUZ/tcXDrkWUIAdx2dAXv/Nb9gffwhe8cZLFnmAy4vTN0sfSXbz+JX/6PG73UsPoevIBZSpsXdfFvO8hSRP3VeszqwiatkdQKIhUj+UzH1YWAr6cwPadmt5YujPLJsr30SmO60HKCmiyTeWO53htNVtDCofFcZ9PUTSAqvc0L21Y1XViqRfoV6cikUgGtk2rGCxiMSmNahJhgYk9NGkK1gIUtCPh+6MTGwXEk1gytX6KCLL2IYKTQeP/zOVH1gZZrP6HqLJlZOqUEWQCwe3IIRxQmi9nLqeEcNmp2YNz4ju9qyxvffy6sV2IYPn3zUWP/2rrtIKMwWcHG18FgTq24jGoQDaChkhVgJiv+PaVuKulYpdFiRb1Pi4omy5FEYiyFpAuj+iz2C2d9kKWXkKotXALpwmWuLmwUvgNukHXSF4d3ClUToArfPeYtncLkUM5gRuozWTXL96rJaEFWc+G7E7j598+O4GWPoSLToR4EWXxsdY/F8INDNV1465EVXLF7Aj/3qF1493cO4KaHFr3Xqz5ZgH8dFjdqqNSdBiZL78nFz1ebkPJCqTJZaROT1abwXaXPa3b8dGFJm8BVmLybAGB6JIdjy2V84AeHWtYtBCqUQtJgnvt5bOG7CKRoPE2Wrd8DjUyW7fpkqZosU5DVC02WygabzrUQomlTcxYbc7pwfCiH1YqFlVI9PpOVClo48LF4TJZ2jWsxmVITSAdoqC7M6kxWMF2YS6c8TV0n/QvXaxYc2agbMmnxvNdUg+75Rk0WpwuV+6fiMXCN1hR+kEWL++6pIo4amCzuyKGaIvubhkafrDAmK2yenlut4Hc/fiu+cNuJhr8RwytgThcGgzmVrQvTAjZlslqpLjSkC03sqvqYr8nypTkLGzXkMinP3sE71og+i/3CWR9k1RRmCAjS/mq68MQK7Vb0yjpOTR1dKnvGdO2mZFSoZnhpt1cbEMxhc0WS/jq+GauWr4vIaoFBc5+sxtL533nW+XjmRVtw5e6JDr5ZONR+Xequj8/DeqWO24+t4PJdE/iTF12C7eNF/NWX7/Fe76ULNU3WcTdAVj2ygEYLB17k1cWE38NjV6T0mBU1yIrbhV6Hv7OLr8nyzSHN95lJJwQAv/60/XjSeTP48y/ehZe8+4f4zj2nYgdb6mIelgbTXauboZkZqcpmqiDrAleTpVYXmtKFPWeyfI2Limb9NufWKsi5YxjwizWOLZe9PpPNoFs4VLR0YV1boGsxfdhMIPa00YxU/95eAYslXR8zv5LO7mDxC+vpmHcZTJPei1ODI0p14XrN8uwDAMUnK5P27jtTY/FMSkAIYGE9KBLfOVH0PPgA/xpw9bfKnKkib53J0qv0mmUceN43MdPsLWdKF+rttnhuHc1nGsaZ990NzvGMVoXvqgEqECw6U8HfXwh/A8vkwem1Ko4ulTE1lAvYh/DrutGMvJs464MsPQhRdxNjiokd2/kPaZM2X/jrDi0AIJq43QouFRWF1s2mhZcWUB1yp4ZyWK9a3uTApftM+warC4NBZLO8tWXLhkG3ZbSAD/zSY7yqmm5DdTnm486kUt4gvv3YKsp1G5fvHsdoIYtH753EvDvpAY1mpByEHFumneZOQ5ClTkD6JAsYgixbgteVbqYLVyukH9GrtUzgRSOMMTWlsAC6fv/+S4/Bu155JeZWK3jNh27Ak/7m23j/9w82/cyg105IkOUZKrbg+B5DkxXWVqduyYD/mzFd2ENNVhiTBdBiEqXJOr1axexo3lskONhSx28z6JVUHpOVC/PJit/ySAcJ3xtZoMbqQqWtjluYwIt0J4ufqW8hEGxxpGNVSxey56H6PQLCdyXgAdDgM5dNp+BIOhccBIwVsoHNLKcLmclSN9wBI+NUMIiqaNYnnuFtCJPFbHvZsNFirWLGwIZVLTvAunNgF5WijmKyKrXW2GKPuVeqC6PShUPZtFeQwePiZ97zI3zpthPYMdFoOZJRCIlBQW/yPmcQ9HShOgnx4BwrkoFaPtPYoiOdEhjNZ3DTQ0sAgKv2TuL6BxfRCVjbwjupTMq3GuDdaTadwsQwi+5r2DJW8CZZ3u3VlMGvi7XjaLL0io9eQ10obUUkyufh2oMUyF6+awIAGlIy/NrRQgZC+AP5mMtkNQZZQrMQoNerVVQ84fLfbOlXomYzjTvCVsHfjdtFxE0XAlFBlpnJAmix+OlH7sBzLtmGb909h3d95wD+4st347VPPCeyusx2JJXx1+zQqjl+PDaTlU7DkX4Klq9f1Quy+B7Qx1zKGyOjWToX2TAmq5fdCSxV+B78nEImuqn5Ri0ocJ8o+tqSViwc1HFcrftBLhUH6ExWZ5qsWMJ3JXhgzVyUmaUJdduBQPC6+0FWo4UDYPYAY5ZnVDEjBXwXeP6sXCaFlPBT13zddBaUWTMOiAFfOrFRtTAxlPM2GjMjdD3VDbe6aeDek6o1SsFgfhqWcWBmr2TQ/TE7pFdsA66OTm1mzkxWRIo6TJMlpUSpxQpeva9naLrQ/f6qqP7yXRP4+at2YXY0j0u2j+Nx5041vC6TTnXFk62bOOuZLL6JeUfMi2VKKFUN7oAMM+Ecd3vlTQxlsX/LCNYrVkflynrahXu1AcFqSE4xcIWhLnwNpAs9TVawii8MbOGwmSBz0KD2LJMiEXEuk8Kx5TLGChnsmx4GQOcn4Aum6NXU9MbRpRKGcunA5AjwgGxkstSqRP6/Ksbm86JODp0GWctl0tbFSxfSa8IYU59dCT+mXCaF51+2HS+6fAekDBezMyxbegtKGJPltQaJbeEQ3Gl7TJah+EFFNiVQd5zABJ3XmCxqU+T0Nl1oy9CAVu/RpsOygz0Z1XszriaLGT2G2peOerhpmqwQM9I4oCArhoVDxk8t1SxJvSOZCYnJMPzZF+7CE/7627jr+Kr3GPsjmSwcAPN85gvffU2W+ji/Luf6ZPF9F9ZYnL+beq14LDJjpWuyVCbLY+fdY1bnH+6VG+d7AT6TVTIE8tTvU01JKulCjTHj7xjmkQUg9PrVbfLxas3xvTHIMqUL+furGujhfAZ/+9LL8ebnXoSfeuR2TLvnWD/WxMJhwMC75ZzGZI0WsgpNyUGW+WbiG/TibWMYLWRgOf7k2w68QZ7z04W+GakfNLFHCIvfeSfrM1m2UgYfZF+aMVl1Q2PeXiOoyQqyGDyQL9894V2XQq6RycqlqTx5KJf2AqQji2XsmRpqyN/ntOrCqhdkGdKFilaMF301jdXuYs7XeMljspq/Dwf/YYakfB/ECdj48007YhXMZAHh/k9ea5AWNFlAY1VhMwsH1ig2aLKs4GICtH9dopA3MlmtabLUVl6AryMEwkvpdagmxUCwqtTUZsjk0B4Xw7l0wJbBf7/odGEu43tCxfF8klLiK3ecwKm1Kl72bz/G9YcoKxCmycq5n28KRtgTjhksr0m6HmSlgw2i+T7WWVD+bmq/PN548/hpSBcamCyvcEa5fkuleqBSrlm6kL+DKZDnwCXt6sjUoKOqMWbs6RaZLvRE+sEgq6wwp3GhC9+tZunCFj0ZE+H7AKJuBYMQU7NU3gGFmXDyzubi7WPeQO5E/O4xWRkWvvvaC1WT5Xt0uUGWZ8bZKHzXexc2E77bdqPwvddQFwZLYbIAf3A+0u2lCND5qVlOoA8WT4TDinnikcWSUUeWSenpwkbhe1lLFzpKkMWTGNC+GSlPhpwujMM0qGkPE1RGoxmKmkYiDJYjvQUlVJNVb5HJcq9V1eZzrBu/soYl+D0yrkaxbkvfjFRLF3ri5Z54uqlBlo2c1r8P4FR2+Biz3AowxkSxHSYrqClUAz7qZtBdJgsIjg1yfA9PF/J45GAyTrrwnpNrmF+v4XeffQG2jObx6g9ch49cd9hjeseHzJqsMCaLMhKcEsu6j/vFQqrju6fJDCng4M9SWR+9ryO/doaF74r5r9+P1e++UbdJtL9UqnmZCUCVdZjPmZ8uNGmyqEuCEKT9qtlBttPEZEUF9n5bneCxVOqtjzHdjFS1YVHhMVktjt9E+D6A0NOFHpOlVPjwDRiWe/aYrO2jfpDVgfjdW6wUJsu3cPCZNzZiYxak0sBk+RYOfNN6g7eJ47vlBHfam4FsOqXocXwzUsAfyKzHUh9T+2B5ufxsGuUapW0PL5awxxBkZTPmRcrEZHEAQOeFjkkoTaLbZUy43L+1dGFcTVbzY+KdYrM+e7bjO/3zbr1mOfjUTUe9INckGI5CGJNV9a6nuwHSgv0Ma7IsP6hW7T8A/7r1wsIh7aaw67YTyg4Vs+nIBtH6+BorZr2AvbW2Oo3pwnwm3eAXxC13uCVQqzBVtJrShamUcPvH+dWfeiVdFH54YB4A8L+u2oVPvP4JePTeSbztM7fjn755P1ICGMmFabIaz/VaxcJIPuMFwKOGzQlXSObSjdWF+r3DY11NF/qscjBdOOsyWWuG6kKe09g4c7ViwXZkgCGL+l6AL+o3MdBqKlqVYPDxBYxzPeF7eGDva+qCwQt/t1Z8E/mzKzV/zjZWF2aC835c6F0QBgFnfZBlKUELYGay+P+hmqyiz2SFdaxvBZ6A2L0hM6kUpCsQVoXv/Lmcn+fXDeXSSAm3rY4WRKoLRBSsvqcL/epCwL8uVyj2EXx+1EWfJ0Lu7ze/XkO5bnvNXFVkU0GXZ1OQVdarC5W2OkDjfdMOCtm0J+yN17sw+h6rtJQupOc0SxcSk0XfkYOg7913Gm/6xK247diK+7ktCt9DNFmO9IMCIKStjh3UZOlMFp+DXnQnAOAZ54a59Bdz6UidW13TZKVTwtscxa0u1BcUTxOXTbmscNCqAIifytXhM1mqr5n5u/NnV93xmNaYrErdxnuvecDInv7gwDz2zw5j+3gRU8M5/PevPBZ/83OXIZUS2DpWaCjOiHJGJ/f8RoYwGPhQkKz2LqyGpJr5s4LpwnTgvFQ9TRY9J1hdGJzTuJOHqdlxs/ZnzYXvvjwkkC60Gs1IgWhNlsdkacELz1lRr9Whe8hxM2sdvBlotYUbGxV32sKpmzjrqwt1s04vsi80MllhF3zrWAGFbArnbx1paCjcDrh3IqeF1I7t3u4+kyKBa0p4n1lVSujzbl84v7rQv5FVZ/UwqALvzUIunVIGX5BaL2ZT2DZW8BrqAkG3dCCYDhnKZbBcquGwaxS4Z9rAZKVTASYgrvBdXRz1gol2UMz5fbrisE/NUtKtMFnFLGtKou9XW0kXcjDFTVqXvHS12ToiDDyR8j2tBrzqvatPwhmXwVErYHPuwu44EqmUCBUvdwtcCWticwCaRyKF705jmmRiiHqzxdVkUU/ToN4GcJksrYcbn9t22+oMaQJvKaVrbtr4fqxv4iDY02S5x3rjg0v466/cg0xK4FeefK5//JaN6w4u4uev2uU9JoTAyx6zB8+6eKvxfs9HpguDxq6mLAML34WgOVFKGcpkmdKFOqus6rmGc2mjJounVS5OMDU79r5XyDy9FsVkOX4qOtOQLtTMSGOkC72m344eZLkp3BaCLMAtCgmkC8OZLL1XcDNkPdZt80mCMJz1TBYPfL+3X6MQkHdDYRf8l590Dj7/G09CPpNu6mEUB9+55xQK2RSu3D0JIFjdoWqyhBAYK2YbmCzemZnShfTa8FYUDM7rbyZU8amlUesvuGw7XvPEfYHn632wWMQKuExWzcbRJTfIMmmyQoTv6m5d98myNCYrqwXn7aCYTbdk4ZDPUHDd1CcrxjENadU+YbAcqaQL6bkc3POEX+2YyQoWMYQxWbxbrVtB4TvgL0omQ8lugptbm3RJQHPhu2XQPLIuK64mK61VEFaU655JCWPLnXY1WXowEeYPxp9B6UJJwneNCeH75z+vfShgDPqTw8so12086fzZhvecHsljr1tVrH8WECZ8twKprOEcWbuwJsuyHTiS5kY1qAmtLvTShX4wxOl2TqNWFDH4iOYwb7kBBacvsyk6T6Zmx94GpC2fLL9bR64hXRgMjOMI38M0We0wWQBLOXz5i4nJynuarNZ4oHTafKz9RMJkWcHdct7EZBWD1Sk6RgtZLxCLSuVIKXF6rRpgY0zP+eZdc3jSebMeU6Pe5L55Kh9nxitvVpks6gvn9y5Uo3pTM10d1Ah58zVZYelCdcfLaDS28wdsMZtBqWrh8AIFWbsmG4MsbhAtpYQQwqP6y3U6n2wDAKiprODimPM+rwMmK5vGmnu/xGGBhBBG3yIGBztxWIuhVqoLPeG7X3YO+ItWO2akgK87CTBZltOgy2NwW50aHG/Hqy6SaoBT6FG6MJcWqFukyTKd52I22ifLtLiMu4tsXI1LNqU3iPavOwnfG5msThzfAUOQZbhfydeP5qqxQsZvhuwEx9JDCyVcc/9pPP3CLQBIj5VOCTzW4H8Uhig/qbWK5aXtANKLjeQy3lhTu32khW9tE1Zd6KcLTUyWW11o2WQ2mk5Rr1AtXahuGHi+MzU75vu6VZ8sKd2CEE1cz6hatjFdOBYR2Idpsph9V4POOCDrnSbpQs5ItMxk+YUXvdBjtoOEyWowI200Z/OF780nv9GIIOtjNxzBE/76215rBhPuPL6K4ysVPOeSrd5jHl3rplDYzA7wO5MDwRL6fCblVhc2LlSm8m4dumZkM6DqanQtmQk8iFShNA/O4XwapbqNw4slbB3LGwecToPzZ/OEaTI61Z3ws11JF/qvjauZGcn7i4UObnobZS7K4OOOCrKklG6QFWS9VjQmS93Fx4Gup1F1NaQnDAbaDG6YXlM0WX5BB5fh95rJonu1Zje6nvPn1m0Z6tmjpnQYk0NZDOfSxpJ2E9KplKbJ8q+7XsreNSZLKwQxpgszxJ6wRtJr76JpnnLpFD78owe9133//nlcsXsidrqU3wNoZLKklFgp1xuKCNT+hWoKVfUPLIdoGk0+WYVsCinhB5/lmu/NNlLIBsaopW1c+Rpxul193+Y+WWYLBw661cbpfN65I0hQ+N65JisqQDNBTRc2a6szlG3dwsF0rP3EWRlkffueOfzIrWLRm9Ca2gx4PlkxdsXDEdWF/3ntQ7Ac6WmuTPj6XXMQAnjGxVu8xzJplckKRv6jhYw34FQzyJwXZAWZL/quzdOFtqF3Ya+RMzJZ4cegd3RXq82GchmUqnZoZSHQ2JOLmQDWJ6mBh6lBtPoeHQVZymvjMg0jUUxWCz3qmMmK0g+pE3dOqQDlSZZ31XrBRjPkMv7Cpv4E6HxbShsSFXyNpURourDU43Qhb1SqdfO59itfQ4Isgz/Q486dxtMu2mJ8vvkYghWE6nXPpFJaujB+MYQJvsA7mBo2BW3cE5TtEdKKTgbwr/PPXLkT373vNA7Nb+BHB+Zx29FlPPG8mZaOy5QuLNUsvPFjt+DwYgkXbhsNPH+kkPHmZr5XuHchP8Z9BBt99ej3ccWdXwiB4ZzPWFUsvwfhaD6DdcUuwrIdTc9J12hxo45sWgQYzGZ+hryx3qgFja91jXEm5etvSXMWrP7l8a9bY6jgMaZbcKyU6xjNZ2JvChgqy6umNlWom+VW0I0WTt3GWZku/Luv3YcdEwU84bwZb3DqTJYanTOrNRSDxh/KpSFEI5N1x7EV3Ok6GEfZO3zjrjk8es+kZ2YHBHtHqYEEHWcWp1bXAajVXa7w3WUD0grzRd812FjWhLCbv5dQgz/LdZzXJzoVPJlVDMJ3Nk88OL+BJ4dM3KpxYhHphgVaDTyCDaKDrGAuneqoSEBlsuIyDVw9aUJY1ZcJcSwcVBPFvEL1c3C/pgT56ZSIfd+w7kSvLuTH/JZXenVhcMNA7xVcbPn79Kq6kDWPVcsxaqjySirblP4z7eBfcfUevOLqPbGPodGM1L/uXLnG8NOF7Z0PXQbhVSsa7lfeLLHwXW/lxdf5NU/ah0/dfBQv/OcfYL1qYWo4hxdfsaOl49KD61NrFbz6/dfjvlNreNOzL8CvP3V/4Pmjhaz/HRR2L6WkC8Mai/NnTWoByXA+423MyCLBZbLyGZxaq3jPs7SNa9atkl0u1TCpNTuOqpqUUmK1TB5gjgxWDOoaY7Vi22Sc+6yLt+LPX3IpLtwaDEZV8Nymt6tZKdUjtVxhKGTT3jWo29KYbveYrBY1WVktoB8EnJVB1ljR1zHpjugcOat5ZqZSR2JE1UKIhlw8QKlCRlia58hiCXefWMVbn39R4HFP06C4KHvfpeAL39XdqspkNTbYbezzpqMfTBalGdwG0TE+X3cPrikLHgcup9eqoQ2t1TQs4J8/DrJK9aAnENB4XnJp0XZZPKMQYLLiLYLDeZ/B1NGKszc/LypdaCusYj6T9oL5FV2TVXdis1hAY3PfME1WGJOl/l9nNLwKsZ5ZOND4qloOZkwWDlpRhg49ddTuMeiNuwNMlqm6sE0mK+8yUjqTFWXhUHfb6ujCaR5LuyeH8Jon7sONDy3hlVfvwQsv39EyI6wHI5+/5TjunVvDv//SVXjGRVsbnj+Sz3jmzapOjQOcusdkhcsL9NSauuFRHdVV1gwwa7IsW2JxoxbQY6nfy8RkVS1iCbeM5nFqrYqy0qRZN3FW04XeNVO+23A+g1c/bm/DZ6jwNFnasayU6y2L3gGa706vVb3vZ2yr0yGTNUjpwrMzyCpkvdJ+v0ycLvSlO8bxty99JJ56gV/hcu7MMP7wBRfjOZdsi/X+I/ng4CrXbHz2lmN4xI4x3Hl8NTTN88275wAAz74kODkE04VBwayqMQgyWSnULNu4U4grfN98C4e0p6kxVV/p0KsLVd8k1dMsLF2ouyrzJMTXhwMPIaI0Wf9/e+8eLMlV3gn+Tr7qcV/dfbtbLamF+mG1kLqRrtADNQKNYBASIIFZDIt5iAUMyy4OmZkYwhAEYe8EdsAab6xxNCuDV8hMGCQPjAM8lhkMM0Ds2l4hcAMSAiQYYXW3kPqh7vuqd539I/PLPJmVWZWZlVmZ1fX9IhS6XbfqVr7OOd/5fb/v92ljp6TSpgufPtcM/V2r24sd+GmacI1bo6AGO1VTcxdJShOuKpqsJItkUPjecjYEXUdv5aXyBzVZwb/h9ROcnCar0+tHXuvgBiCITiB1lAbkF0awGQ0nyNIFGp0wo9J0QZadFtMV4Xt0BSsZYHZ6dmGCqQeCLCXV+JHXXJnqeAhBC4dzjQ6EAG45EJ52XagaeMqpOPYqtT0mq+VossKeG1PXQtNj6qZaHQNB3WSnN6jJanR6jtu7P8giU9cwWQeNu11LVTy71sJmp4etzu/oeTDdYFsMjImkz0BUxd7ZRmegH2wc+NOF4W116BiTjl9aM+K0cJoUZlKTtVA1B8SPdKM1TeBN113i2/EJIfCem/f5fEyGYb5i+JyR/+6Rp7HW7OK3XroXQHS68Ns/O4l9O+awb8e873WPyRrUZC3WTGy2e+4ODLAf0IqTzuj2ByfzWBYOIT4+ecM0hE/4PirtFBpkuT5Z3uAM88gCvOCVBmSw/J/+v1g1fdWFfk2WGLuKJWtNlpo2ioN6oAdkvy9dSwnAz2RVTd1dJEOZrDRBFqULOz2XiRxq4aBef43S/IPpQkMTuT3Drk9WlOP7CJPXqKqqJAg2gW750oV+D61xmSyA5jUSvkcHbTS/kPBdZeIBe5xpYrjeMi6CzxC5vEcVfUQJ39XnJ2qz8LLLd+JN118y8Hrd8sZiQ/nsQtUOvkgz1QvMxXSPwpgsOrewYIE2NRc4VerqBskNHDVPqxhMFyadr7zqwkFNVhomSzUjVTfGKsyQzXKsYy2hhcNMBll2utDxSukP+kiNi7mK3x/lge8+hT3LdZe+jjKRPLPRxqWhfk5eMBA0b1tUXIypRYSmCVegHKatilNd2OsVY0ZKhoBh1VdBeJosVfhOmqzRTFaQkneZLEdMSgvklroZ2iAayIjJUqw64uqZ5kJS0oQkwnf6fjUY+MoPjuMln/ivXpk1CdB1qlqNqC5MwKABgzqqdq/v+sypHm9Bvzb1GkWnC/u5sVj0feRqHhbQBu1FglDbM6UFsX4ElVULusGrIu+0qCuB/TALB5pfqPpzMF1oX7Nhesu4CGqyVpvDzVwXqqa7ye0o18TyBVn90HYur7nqQnz0jkHmTe2T2lRYsPmKASm9QDs4d9A9em4znBGK2gyTPGSXE2SpYzfoL6jO9WmLHzwLjsEgKxWTZekB253B54CCq6RBnKH55/QyYDaDLKe0Vm1Tk6VdAe1gAFukePSps/jXV1wQ2gVeRVhXe8C/k1ANGAGv8nG10fH1paqYnhlpMIA0Db8LcBg6MYKcrGHqXvugYFouDMFmo6qFA/mrVAzN7SMWhBe8ehYOhiZcMSn93S11yw3A7DSqdz2v3r0FL7x0S5rTdUETepLJj5issPYRwTLtkd9v6r5g4JenN7HW6roLapDJanbs3X5LYQ+A6Oc3CgMWDp2+2zO01e17DaIHhO+D6cIBM9JON5fm0OqxD3N8n3MLCsL98qLSJElAPRzpGVBZtTB/JCC98B3wB/atIakn02HYvN6Ffp1Mq5MsGB+GYKC+2ugONXOdrxhodHpOqtcLstR0c6PjVQjGwXxF9zm+q5oswNtUByUQFESd3YxmssK0s2q6EPCbJwdT7KZi5aGaVSdB0EwWcCwyxhC+07GEVdkCwEt+bTs+e9d1OHjRYqK/HbQLKQNmU5PlPBjrra7Sdia7gGLOMvDMqq2XWW3YDNOFS1XomkBd0TUEEaXvcMV8/UHhu9dZvuu4T9uTqJ/JCpYia5FOwoRCNFmKEDqOMNhORQhfdWGwKuWSbfXI1IFa9US98rbPV3BqvYXNds+l4bfUTJw42wAwKHz/d7ddnvZ0XdDON8nkN1cx0Jd2gBmswGl1+657eBzUA0yWt9N3ihB6SnWhYVcX0m7a0jVfW6cki1MwMPIxWT2VyYpOF6p+QIBf+J5nkEVBTJTjO6WrwypAXUuMDJgswPPcanV7rqTBDLBc2aQL9QEmK+x+m7r9jPSl/X2ehYOXtkqrDQvC0G2fKi9dOIrJ8kxV1cpyOkaqLgxWEA6DyvDZbK7HZNnH1MUFi4PFDqYucGq9hb7EgCYLoEB+MFgYSBcqgTy9322roxQ5qWbVSaBpAkL4zUibHZup3FJLZkQK2PNd25lz1Tlbha6JAW1yHHhrZXmCrJlksmigrTY66PRtpicL6pqgVpX8ygm2aECEVR4SoiYfdScxoMmic2l20FJ2YKqFQzCAtIwYDaJ7/UIc3wHPIykOu6jm9+22OvZnyNMsrDG0931eGpYWDZpcN1pdN/BYqpmRDaKzAAVZSRbA4C5ZRZR3U+T3BzRZXnm1d86Aosnq9t3q3Iu31rDe7qLfl7aWJQmTRUF112M4FuNosnzpQofJCqR+o8TLWYE2Me1u320BooLsXsLShZ6T/Xjjixi+ni8NR8J3v1HpuL0LAXvz6FbRDUsXGpr7PtWM1GvA3B8r2AtCZXzsptDDmSx6n1pdqD4/zW6yAg5Vg9vq9N0xsBAYo0FNlqFrbsCUiskKSxdShw/NGxfDLBziIpiaPpuybyHg6RXpGbEyzJiY7lrJ6cJCQTud1WYHne74VT5BqIEUMVpE7c5Xhzt1D0sXUtWVT5OlpAvVSZba6oS174hj4RDHQiFr0GCj8v04319RqGef8N2ZTKP0WIDf8b3tBln2ZLfZ7vk0WVEWDlnASxcmmdijmZJ2N9yFPPL7A+nCtYBmJVhd2Oz0XD3W7q01SAmst7u+VEkc6JqArgmvrU6v7y6CvrY6QU1WiOM+3XdaSBoJRfhJYRnCXVjDrnXdeW0jpGpT7T86DsyA/kSdP6jCjzCs12Bc+IKJIfoeS9fc95m6UDRZnnZynLRl2Pe5TFarMzTIUpl/vxmp9/w028mCrDnLQLNjMzNNZaM776S+acM9qOf0fg4rqjKd1k1BrLlMli2DUIOsYIcPNV1IKd4048JuRu4FWWn7FgLeppLY8Cz9GKP6LBaJ2QyyasRkdR2qPdvLQEGWlNJjshbsIGshYO+gIoqBMJRdVjBocoOsZsdXFeM1iA4PstTBe/xsA//rX37Pt9B2+3JAC5M3vHRhPzaTVrM0d/JQhe9LNROWoeFAwPFZhSuS7CpM1px9PTfbXTTaPQhhB+Vqg+isr0s1TbrQiu4skDQdU7c8M0XA83GjiaqnBDsVQ0ez23N307sdptAO8nuJF09aIKnlBy2C7W4vsrVSWO/IYHVhM8JQMitYuuYudmHXmjSBYdWFQS+jtAg6qauazOCi2MqAyaqr6cKhPlkCm8RSKHon1Scrq3Sh/R260k+zO1QntOAWCnU84XugujApC+q64bd7vupC2jCst6ghtfQVcajz27awdGEUk9W0HeKJ/Wr4giz/fTayZLIUZvSc27cweZBVCQRZWa6/RoDRLgNmM8hydzOdAWYoC8xXbb1Ms9PHs06QtdPZdQxt7BtBo/uE74GS1wWlurCpTF4VZ4CGVelZAeH7w0+ewYM/+hX++6kN97Vurz9Q1ZU3/BqpeL0Tq4ad6ur3bR0XXb/5ioGvf+BmvOm6wZJrArV16QxhsupOs+2+hKPb6rvNZLOCq8lKwDJQ9U0YU5KmupDYQMCzZFDd9wHFJ6vTdyfIi7fUnM8kZ7IAbzPQ7UtICZ8mK8qM1FcGHyl8z1mTpWtucBPF5uia8AWvBC94HG98DfhPKc7fRoDJyiRdWBlMFw5rq0M/B4XTWWqyALh2NVJKrLeGpwvVFJ6qU1Ofn6jqwii4Y7HV9VUXqnMzENaSy/s5LFhRU30qVhu27oy+N7y60EsXehYpxGYmHxe6LnyarLNZMFmO5CDTdGEJhe8zHWStNrsD1XpZgB7+tVYHv1ptYkvd9O1uwnQ0XWdRCU0XKpqGTtfPvM1bBoRwmAQlRaKWmAcn8+DgVX2mANsnqS8HF7e84Quy+vGqr+wAoae0k/A+s2f73NB7qzYVpvQHOf1vtLpOhZrhm4DzKAhIky4MMjcqklb52cJ375lU0xtAmOO7mi6007F2kJUszQJ4CzIt2rQwtTpqWx3/PQxrqxNsEL3Zzrm6UAkSwq61EGKgoIBA7UnG3dzpin8e4GfCVadvAD57l7SYtwy7J2G3j589s4bt81ak8J0QauGQ8PkcBWJ8Nts99PpyoCm07xxCNFnUGouOrdHpJepcQPP9uUYHfQklXejXZHUCmiw14A3TZFFXgSBWHd2Z7VQP39ileVBNF1IKkTZkaRjeoCYri3ThWg7pQs9ugpmsQuGlCzu5pAsXlCbRz6y2XIEi4GiyQlI8bi+wsOpC58EhJstUJgBNE1hwWqz4mSyvoWtwMjd1v5OwqmkC1FZDxQRZLTJRjbEgEJOVZqeuDsig8L3RcZgsS3evaavTz0eTlSJdSPc3bBJO6ldVMwPVha0ITZbTQsgWvg+mC9MEWbbvVt+9f3XT7v3Z7nkWDsHLbQ7RZHnu1vn7ZLnnEHGt65YeLnx3K5rHm3c840VFk6X6ZAXMSMcVm6uMzT/8/BRu3LccWjBkBphGIYSTbnKOs5ex8F23u1vQvDqsupCY0rVW12/h4BwPPftJ2jGRPvL0ui0GpzEwV/Gn9INzh6E8u2E9NonlDWKtaVsnCCFQD4xdCqwtZfNBz8Gp9RZ0TSSqPHaPVfMH7TT+hzWWjgJtfkj0n+X6G2R3y4CZDLJoh7HqpAvzEL4Dtij5mdWmW1kI2AFYaIpniIeJOpmGpTcXa6ZTXehnsgCbSg7VZIUwWWoFHeBnDCYBOvdOT8ZqqwPYk2Gz45X7J5m8KV3Ydhg/wEsXbrR6aDhBlrqAB8WrWSCNTxYtpsFJ2A7EZeJ0YUup5nOF74HnwdAEqo7+5exmBzVTd3fga60OmhF2BsPgNVqmNi26m+Igr7bgQq6HaLLCGkTnGWSpYyrqWs9ZnkmliqA4OS3UNFyQCbe1OIqHVreXQZBl/+1HTpzDM6stvHh/VON1lcmyj1FXmJCk1a+jQM8QpbCHpQuDUhHAX11IwUOSZ4csVE5v2P34KsocXDE0n0+WHqLJ2hZoDk2oRARZlC4EgJplBITvfiZLfQ5OrrWwfd5KxWbqASbr7GYHurPBT4qqmy4kTVZ282kZexfOZJBl6BrmLB1rzS66Ebb+40BNF9pBVsX3u/XmoInk0JJozQs+OiFaqYWqidVG11d6XFF2ZsEdMzWW7TuDxrVAcJmL7L3D4mAwXRiHybKr3VTqPy7Udh+0yFOVz2a76+p61AU82FYnC6SxcPCMPP2LOF2HJIwS7aKbjrbNS2/404W65jXDPrnewmLNUKpbu6mqxih17Sund9itqNRssDWJ/X+vMhXI3ydLDRKiztl2tg6RBkT0ZEwK1RMo6FtFbB/du3YGOiia177xY7vH6uH9y6HvU89LTefSwpe0+nUUKF24FiPIqhi2Rmy92XWtQyzFZoLSYEktHADgFDFZAR9DCv6C7Dx9Z1S7tmjhe9fNxtQDz1gnwJJaitTk5FoLOxeqSAMjoMk61+hgsWqksj7y0oXZM1ncu7BEWKyZtk9WTIF1Eqg+XCfXBtOF6qRIGFYS7fnh2DoV0wgwWVXDZbJUCwcgPF3oVvH1vdQKMGg+mfV1GQV1oYxfXehoslK0DTENL6jzhO9UXaikC00vNZcLk+UGxgk0WaaXWlWRpnUGff9mu+djWQeZLM31AHp2tYWlmuk+66fW7V18WuG7mrqhoo2wDQUdB4HuoRDCactk79obKVKXSRCHybKNh/OrLvSsXfoDm7SgKWM7gxSdG2Q99iwuXKpiT0RPUPV76DrZfRazNyMFPHE3pZ+GabKEEG7/wnbP7m9pm20KWIbmBlnJqgsdJssdA95nt82ZeG7Da+EW9Mmi94SBvA6DWG103M4IQd2fp2MkTZYniXh2rYUdC+HdL0ZhgMlK2bcQUNOFeVQXcrqwNFh0dhhhFgfjggbdk6c30ZfAzkC6EBhsrTPMx8bUvN1ImEMuBYyqJoYmsbB0oWe855V+2//2a3AmzmQF0nKJNFkpvIfouqrpwpqTHtxo22akNdNjspqdHmQOBQGp0oWkyer4F/FhjGj093vGmepzSYui3yfLCbLWmlismqgY9vU6ueYsMEmZLCegaivHTYtmL8IuI8prKBiwhelcskI8TZaBzU5YutB5VscMNNR0YTC4djcsSl/OcQMbYmyOn23g8P5wPZb63YB3nVThdBapSxV03+nZXaoNT2HNO23PVMsXAKjomrvwJ/PJ8muy1ABtS93CmU379aAmi757S4h9A0CGt4PPz1qQyeoMpgu94JYKQmwmK6rF2CiYAU3WuUYHSxHHPQqDwvcM04WBZuRlwMwGWQtVA6uNbi5BFk1GP392HQAGmCwAAzYOw3xnaKCEWTgAXmd5dYeoTqjBhziYWqGB3AmmCzO+LqPgBn/d+BYOZD+QRvju9VTzMwFzlo7Nlt1Wp2YZ7rWkySzr4FPtN5n0M8F0wjBtXxQoGGl0er7KV7L56CnpY/q7z6613J3sYtX0gqyE7JHaAxDwyump72YYmxlVoWUHbJ6J7KQ0WZYe/j11S8dmWCWx21YnK+G79PrSKcJ3wGM2MmGylPZNh/eFpwqB8HShLZzOicky/MUYw5gsAFiomLYmK1AMYDNZTgVeCgsH0mT5mKy6hbNOkBXUZNE8HOaRRccTZLLIx4s0WXXLbwlEKX5XVO/8v9nt4fRG27USSoogk3VuHCYrkC7MUq4T7C5QBsxskLVYM7HW6jhtavJJFz5x0g6yVOG7ayIZmHzJ9To0XajkmYNtdQCHlSPH9xB9T3AyV9NkgJcudH2RlF51k4S/d+Gg9UQYKqbmNnxV/0YceNYYfk1Q3RGTqj5ZgGf6N04ZfBiEEFiqma5DdByoFY8qPAF5MuE7YOvQaHcJeLtB9XmoKhOkF2QZeHYtXbrQDLBPFSXI6kVUmKqBl+ELdjR3EQLyDbJiM1mhwvdwk9Wk8KqOvSC1GkwX9ryxPe5iRsJ3IFqPBQxaOADOIu3zycpDk0XpwtFMFjm+B4MsCtSSWDjUnIrY0xtUXeh9duuciTMbniZLXWvo/kVpsqjyVkVQd1YbSBc6TJbmaeEAO73f68vU6cIBTdZmO1WVIuCNlzzNSMtk4TCTDaIBe2F44tkuttYFzBGDMikqhu0NQ0zWBUvegz1fjUgXDmEgVOq/F2I5YQeMfvdpdRILariClVheutDRZBVs4dDu9WKnC2umrVugQDHJgPWE9v50C/lGkXhaTb0C+aRRP/fO63HJ1ugWQEFQY9xBTVaKdKETjDTaPR8zNtC7UBe+55NE7wtVA8+sthJ/L+D1AFQ1WbRoRunfwsTDgP2cU4NfIFkZflKoAcswTVa4GWk248tQZAStAJPlssIZpuiIsXnetrrrjxYG9drQ3GPqwjGclZmI8FVUdEoXdmBoYmRwvVg1cOJsE+2u9B+rruE5J1BKwmRpmm2lELRwAOxq5bObbUgpI81It0XYIIQxWaQ7o7EXTBe6z5bhD7KOOw3u06YLs2SyyN+LzEizTReyJqs0INuDdkRKYhwIITDveFfpmsDynPdgk2AxyGR5mqzBwU0Ds+ksHmHCd0LQwgEY9OOxBpgssnCg/nzk8D3hdCEdV5csHEZ/fzWQ308XZCnpRkNDvWKX3m92/BYOtGDmcV1e+LytiXeZFUMf0GykEb7XXSYrPF2oavTUBYQm+sWamVr4XjEGqwvV5uZhgYivulC5F5ZTrt6cCJPlHUNUYFmvhJuRBpv4poXaVmdQ+E7pQs/Som6Nt5kkGcSLh7BY6ncDfm2QT6A/Rg/FIFQLh4UYFW9kCN3u+YM9y9DczWrSZ2euYijCd4XJqlvo9iXWWl0n/R2/urBi6Oj2pbvJAbx5zksX+p8x2iTR99C9OEFBVkomy9S8Dgf9vhwryBLCDoTpXLJMFwbT5GXAzAZZboVJt+ebMLMCTUg7Fyq+3UukJmvI4kgLCQ2m4EOpmu+FabIGzUj9ep6B6sKihO8KYxffjNQ+Fze/nyC40DUBTZBw2K/JOtfooNeXviCLdowTJvgiQcagKsbVZPmE7wEmS9c03wJCwf2CUzELpNBkGX7Hd/IscoXvQ9KFVBnm/S0dPzx+Fv/+P//Yd155QNVhRTJZpuHzHyNk5pOlbBKC84ehsLQAsNnqjX09qqaO37vzSrz35n1D3xeWLqTed25T5gwXVjVdOEqPBdiaLVuT1Qs9ViD5czxf8TzR1KCbAqjnNtq28D1Erxbm9g4oBrvKGCf2x2OyDH/P2UCXBDonCrLSWjio6d71dhd9ma5vIaFm6rmYkbrdBVj4XjwWqyZ6fYnVZjdz4TugBFmL/oeadA1rUUxWyIStOcEALfKD6cLhTFaYGSkA1yem2Q34ZGVUYp4UlrJoJBG+A15+P+nkTQ1UKTgh9+VTjsaoZhnu36TJTJ9wQUAUwswK6V4mWSTU6kK14XRYtam6gKjCd0JiCwcnoPJVFxoaWiHN0Ak0kQZ/d/GWKo4/18C5zQ5+84bn4epLtiQ6liRQNy5RrMyc2yTaP9aj2gUlhdrTlDZKdN9NN21iv77R7vqE62nxzpv2Yt+O+aHv8QUubtBnp5vG6Z8XBXqG1prD+xYS1OrCoCaLkDTIqit6NTXVSPYMz212BjaOZHx8kdP/M4iw1llBw1VKSZPvYrffhxCDY+TEOTvI2r6QriJQteCg5tDDGnGPQlVhsrJMFwoh7FZCJUoXzq4my3lAzmy0M08XAh5jtStQzeGmC6M0WRGD29A0d5EPE74TqgFNBjBYJRgs745qqzN5nyxvUonb7ijoHpxUd0IpJvLM0TWBumW46S/VJ4uYxKwbRKcFVVWpCGpz4sDzyer6gn9iQbz0sfAFUUuKJouQWJNlRFcXRjFZngeQ/3f3vO1atHv9sdNicY/b/TniOa0paViVYcnK7FetLqSxG2SyuiqTVcmP2VOhZgZoDOuaFsq4ZfN9niZrWEsdwkLVQKcnsdbsRgZZSY1s1QBWDdDInuG5jbZTXehdmxfvX8bf/5ubsT8iaKXjsa8Zmf76A5yapaMvvebgQYsf0mYdP9vEfMVIPTZ0TbiMLHmJpRW+03G7XToy3rSqlaxlQDm25AWAFoZeX+aSLiSR6AUBJqtq2qL4JOlCwJ5QN90gK6DJqqnpQsdzSRnoZmAyD2qyWkGfrIx6qyWFelzdXj9WdaMbZLnUc7J7aTdQ7ft8hOYquuebpfhk5Sl8T4NwTVZy4buXLrQXKvp3GJMVpslaGIPJMgeYLAqyeuhENAmn5yIYUBu6NpEAC1CtCURkFSwtvEFdViczJssLpBqBVJVaOSulzIzJigO/hYMTEDuL9DDGPi0sw+5gcXazE4vJIq/CMxvtyAKGJNWFgJe5CH6W7BnObLQHmt4LIXDZBQuRf9OtIFY2Ul5/RofJCmwAuz3p7+3p/Hz8uUZqPRbg9zkbpzk0QdW8ZZ1JMpSm2GXAzAZZ6o4nj3ThQkSQJYTAnKVHC98jBreuCTddGFxcFnzC90EmK2h6qKblAC8NWbQmi76v3ZPx2+oM9MFKni6knpB0XWumdz1rqibLFb6XJcjSoi0cEhmb2tU+jXYX6441g6rB8LXVUf6uauHg/a3xNFmWodnVYr3RFg55jNu4CNM+BkFsSHBDlZmFg9LT9MnTGzA0gV1L9nxDOk7qLtGXmBiTFeqTpTuarJyCLMAOZOJqsgDbciFMVmHq0YFzFGhTHQy6KSVIHlpJ5lQrJMhabXagCS+Ar7uBPPVH9Fvf0Nx/aj2927t93J4Z6VknXRhlohoHapCVdcbEUFi3MmB2gywlCs+DsSE9RjDIAkh4GRVkhU+Eph4vXegxWUq6MDCw1bQcMKxB9GSDCWqN4vYujGnhAHhahaSTt63nkA6TZf8t1Q+orlg4uML3EgVZA2akKRYxqvbZdBzfF6oGDE0ozKbXVqcykslKHmSpFgSWHjQjja4uLDLIou8epi1SCwpUZMUUq5VUP/3VOvZun/NpoAA7oKMgrwgmyxO+B6oLs/TJcr7jzGbbp0+NArFO5xqd0GNN046J5ozgZxeqBnRNuGa9SeaOUE1Wo4P5iuEWfFAgT2tDJyCzUH8eJ8jSVU1WBkyWuj5lz2RppfLJmt0gS9l9By0RsgAZS+4KCbLsEuKO77VWpwchotNdhsJkBR/KkUxWlPA9aEba82uzJu34bh+bQKvTd1pQxNFk2e+hqpvkTJZwJv+eO/DVlFPdGkwXlifI0geZrJTC4rqlY9NxfJ+vGE4fwEDQrYczWWHPX/xzsN+/0bbtTgzdr8kK2+WSJm7SPm4qKJgZpiepj0wXZlNd2OtL/PSZVVy+y0s90d/u9qT7/XlWW6qg71arPz3he/aaLPpbUo52eweCGsJBTVaqIMu518HPaprAlprXESHJPXdbZymSgGAFpVdc4QRZ3aDhqfdzWo8s+jtBTVZW6cKsNVmmxunCUkB9UMdtbxGGeZfJGnyw56vGQONYajUR5fFiaMKlhIMD1dA1t38WDcxhQZZbGuw006WKtMGGwJNfxCxDS9S+JshkJRW+mw5z1lbaFamLUc20d42mookriybLFr6P75MFOO2J2j2stbqYr5puegcIVhdqbvUSPXNhmsDY5+Bc87Vmx2tu7hiURjUJp2rbIpkses6GFRi4/mOBdGFWbavoOTzX6OCpMw08XwmyXL1Wv+82/Z6rTJbJUu8PWTjk5ZNFWIxZXRj2WU8ukIbJoiBr8Ly2zlk4uU5MVvzzDrNwaHZ7PlE+SRtcTVZgY6Ke31hMlqLJOtuw06xJN1Qq1HPIPF2os/C9FFB3M3lM1jsXq7AMDReGlOfOVYxQC4dhC5ShpAvDIn8KGunB1zThUfWBh1jtEdju9eFU/7oMVlY+Pmlgp0XJCTgOk+Xvg5WYydKEly40B4Ms+tlSrn/WbXXSIqztRqvbhyaSB4J103DShbZ4mIJPwF9dKIQdaC0qpo80lrQhTGwUaBFQK72IyRqWMibGqyi46cIhxzBK+D52daHz+ceeXgUAHFBE1F66ULobuskxWZ62yTvWHNOFyj2II3xX5RXB3pdA2iArPF0IAFvrHpOV5J6HCd+bnb4vuPFS0vb8F7Q9UX/eOUaQpTaIXnWMSEeZvg6DT5OV8XxqsIVDOVA1dXeRyiNd+MbrduPw/mVf1QlhoWLg+HObvtda3d7QCdvQBNaa5Pg++L7FmoFfrfoHOYmKB8xIDc/CoamkmzoBofOkqwsBJ8hy06JphO/JF/lu305N0YSr7vjdIMvQsJlTg+i0qJh6aJBVNfXEE2CV0oXNLhYqFGT5mSxK01UM3ZcqWHQD/OTfa+pekFVRgiyyJYhKzRqaKInwPXpBVntCqsjOJ8v+/KMn7CDr+bsW3d+pkoDNCTNZNI58XScCwvcsA2TVGDaOhYM6J6tzv6vJShGMDmWy6haecFqsJdm4hjJZnZ7bnxLw5icKpDu9vi8zo86H42uy7Of2zEYbW8cwIgUUP0c9OnuTFiZbOJQHxP7kkS6sGHqk/wm1dVChMilh8Fs4hARZzrmogRr9PEyT1VJEua4ZqZvOKCZdmET7VFWajaYZsCTwVoXvPjpeScMSw1YmJmvAjLQzPFiPQt2004WkySJrC8AOujXhnXfV1HwpQjXISgpaSNZbfiYLsBmgqEDEcFK4RSEWkxXQyxCChpFpoTvn/8TJddQtHbu3eqy5KoqfOJPlBC4+rz4n3ZSXTxYhjibLly4Mce5Pat8AeIFbNSTo3lq38JxTkZeMySJNViDIMgfnp4Zi4RDW1ggYL8iyNVn2cTyz2got6EoCOu481hjV06sMmOkgiypRJj1ZR2uyhqQLNS81FHa8tOgFmSz6rAp1h+Rnsop1fAf8abkk6cJORJ+7USDGRhW+q1VYRGurwV9ZmKxQTVZn+HMUhbqlY63VdY0zTaVCpxsoQggyWbRopVk4vXRhZ0BPuNnuRTNZulYok6U7xrXDNka04G6EpAuz2Nipju+XXbDgC/5DmawJVxeaPibLZhfKkC40dU9PFGbhkNSIFPCKHELThUrbnFSarJ73/AymC/0WDkFvOX+6MH1gpGqynlltjh9kUWeCHMawyT5Z5QHtwCddRTfnMFl9JdoemS7UB2ltFTS5hJnrBc1WPZ8sT/QOFG/hANi74CTBjKlr7vvSpCBIe9TqDgrfLV1znw3L8IK/8lQXhvtkpREVVy0dJ9eaAOygyXCsLQAMOK9fulz3sbQkgk/FZDnXd73ZdX+uuExWN3KnqxecLgTsyXxYsKBpAnXLY0AJtpfR+M+QOj6eHzC1VN3gKcibtE/WgPA9p+pCdc6L2+qFGK/shO/DNVmEZNWF4cL3Ski6kKQMnW4flo/Jsn/WRHSPxDgwdVuT1etLPLvWCi3oSgIvyMp+Li2bhcPMarIAb0BmXUI6CmRUutH2ynGpujAKRsguVcVi1YRlaIGGueFMluqT1VTSha7wvd/3vW+SMHUNZ1vJqPWaabMwaY7XVLQiZHtAE5e6o7V0rXRtdWzH90FNVtp04emNNgD7+bR0v0+Wei/ue+cNCF6BxZqZ6nvpM2utLi5wjDTpuW12opuEmwWnCwH7mRh1znVLH2Cy4raMGgU18D2wyx9k0d/v9vruczspJssKC7IcTQ9JEvKqLozDZAH2M35yrZWZhcP8iOpCQpINWpgZaVBWUjE0u6+tW13or8ile7A8Xxlrc0gpuNMbLfT6MtSaKAlI95bHGmOUzMJhpoMsGpB5CN+HgdIrGy2vp9moNI9v4IRM7K9duWgg5x40JiToTgl8RxG+G5pAO8The9KwgxmqLoz3/ZUxgiwjhMkiEauqYamYirVEwYs7gcxIpZSuFm1U2jkKdUt3q0wXHCaLdoO9ft/V/wDhz8VC1RhfkxUqmA6/p7pePJNlGXqMIMtwF0BCJ6QYJQ2EEC5D9PxgkKV5bDUFeWkYmjSg8aEyKoYWaMSe4b2rpAmyqoNSkfHMSIekCxVn9DSO7wPCd+U7hLB7rbo+WT2Jqjm4IR/HI4uOu9vv45lzdpXkuOlC0r3lky7UBopNisRMB1luunDCVXS067ENSe2HtdXt+XY8QRghFLCK6/dsw/V7tvleC/PM8v6GPelR4LBQNVyfLNcssYDqQr/2Kd7316zRIuTI71OCrKCFQ5DJIiTRVeQJOl6qKLR/Tid8ryksx3zVEb53verCUYvD9vlKqrQ7LSRSegaqqhg56nvffuOluHR5LvH3ZYm92+vYs334MdQtfaCtjs0MZvMMEUN0+a6odGEfm60u6pY+sYINumfBdCH1LiTT2azgepYZWuwNxnyIvGKsdKEVzWRtm0vXXSTcwqE3IK6vWbrXVqffD8xV9oZ655jpPV0T6Evg6XMNAOMHWXkK32lMlAWzHWS5wvdigiy1tc7IdKE6GcQ8Xs8na/D9ZO/QdIMsc9AXqSCfrGYCCwfAExinY7KEJ3w3KMgaZLJUdqUs6UK6v74ga0SVahTUhWXesXBY79rPZ1CTFYY/fP0LkOayhLU18TFZEYvSe2/en/zLMsZ/fN+LR76nZukDbXU6/Ww0WYB9fZbnDGwPMBU+n6x2b2KNswGvPVaQkewGxllWoOcmTmUhYaFCmqzBMZ7GZNPVZIUEeWqPvyRzqjq+CfZY9x9f3dIVx/fBLgmmro3NZNE4PX7WDrKoR2Za1MxoAmBckPFtWRDrDIUQtwshfiqEeEII8aGQ339QCHHU+e8RIURPCLEtzmeLBDFZRVQXAvDZOIyuLhyuyQoDLbZhbAAxOE2VyQqakRYhfFcqQ+IyRrQrSit87/b6aHe9BtHUCLmuNIpWF4bSCN8V9oowTrqQQNWFriYrRoujPdvnUjFLvkINc5CRLEtqNi3mLCOUycpqY2foYoDFApQG0T2JzXbX149zEjAD6VxKN6XVDA4Djds4bu8El8kKsbxJy2RZhhYqvN+WMl0ohPBVEHednq7BlCT1HQUogPdf39sP7cItl++M/b1hoDnv+HMNaAIDQX1S5FldSMa3ZcHIp1IIoQM4AuBWAMcAfFcI8VUp5Y/pPVLKPwLwR8777wTwb6SUZ+J8tkgsVotlstTJtzXC3yhNkBXGDKh/o931NBKLVdPtrl5sW53k7RY8JiudhUOb0oXKd89VDJ8pYSXFceWNsOqjVreXaide8wVZ/nRhHCYrLXyLXMjzWpaANi1qlo5TTksVgi1Ozua8Lr9gATcf2DHwOrUe6vb72GhNlskCbN1oUPjel3a6K2unfvp7cfVY6nuzsnDQNIEvvudG7N8xuNFYrJkQwk6JJ00TV3TPC6/p/D84vucqhs8nyww8W3/y5msSfWcY6Hk9fraBHQvjiegBT/ieW7qwRExWnKfyBgBPSCl/AQBCiPsBvA5AVKD0mwC+mPKzEwXtOkqTLhxhRkqIG0x41YWD7zcN4bNwWKwZLi3dLdLCIaK56TCMU6mi9iRUg9yaqaMe4jkGAFpJ0oVRbTfSMFnq7p2E7x2fT1Y+5+wzzw3zLpryIGsuLF3Yk5lpkh74nw9H/s5wPOA22123z+SkYOqazzqGnp+NVi/V8zkMLpOVoGExVXhbIcL3pM3VCddeujX0dd1pEv3cZidxUFExPX9EyjoEmSxV9xdsq5MVdCXIGreyEMjbJ8ubu8qAOGd4MYCnlH8fc14bgBCiDuB2AF9O8dn3CiEeFkI8fPLkyRiHNT7IN2RSTsgET/ieJF1I1Rgitqt5ZYhWydKjNVl2Y97435Ml/C7R8QYgVaqkTReGBVm/9dK9eMO1uyOOqxwLvxtkdfxMVioLB2cMaMKeAC3d37twEkyWy7yWsMggLWrWoPFwN6PqwlEwNYFur29rsibUUodg6UEmy/55o93NUZOVhMnK1idrFKjCMOk4slQmi4KsoPBdTRdmGMCrMJR04biid4A1WUGEPRVRZ3AngP9XSnkm6WellJ+RUl4npbxux45B+jsPvHj/dtzztmtx1e6liXwfgcp9131MVjwz0iSRP00aYZ8xdQ0dxfFd1WTlmR4aBX9z05g+WVb6AavuLNXr/86b9uLWKy9w/13GFJbXdiOoyUqfLpyvGJ41APUu7OWYLvRpsqiF0fmkyRo0I+308mMGVdg2HBKbrckzWe+7ZT/eeO0l3rE457vZSmeWOwxukFWJz2R51YWDbHUuQZazoU9asV0xdSXICvcYU4Xv3X4+ATwFbqc32tkEWbmmC72+q//tJ8/ij7/+U0hZXNAV544fA3CJ8u/dAE5EvPfN8FKFST87ceiawO2Hdk2csbEM28Rwve1Vb3V6MpbwPUmQRYtV2IOsVhcamkDN1H3C96I8iNIEM7SzS8NkhZVwh6GUwvdIs8L0bUHcfp6G5gu68wp2zDAmy1ddWI5rnRZ1p/G2Osl3eoPi5DxA/Sc3J1xdCNgWGy+5bLv7bzdd2O5mni7UNIGqqWFLgqbFYZoseo2qzrMEub6nYbJoExWVLqwpPllZFlWoUI973MpCYLyK8FFQ+yx++2cn8Rf/8GQhWRlCnDP8LoDLhBB7hRAW7EDqq8E3CSGWAPwrAF9J+tlZxELVcJks2qkM12RFs1JRcBtEh+yeqHrM7oWluz38pJS5podGwc9kJasuTGXhEOjJF4UyLvz0vNDzI2X6EnnavavtmWg32O3L3NJ24W2gBtNM04p6xYCU8PUItR3fJ8BkOQagGwVUFw4cC6ULFdPZLPHpt74Q73jxntjvv3TbHHRN+PRFV164iPveeT1u2r99yCfTgdKFaTRZNL6jmmvv3lrDqfUWvvqDE2hn1LIpCHXOy4LJqlqD0oCsoArfT661xmqMncnxjHqDlLIrhPhtAP8FgA7gXinlo0KI9zm/v8d56+sBfF1KuTHqs1mfxDRirmK4wncaPMMeOLc/X4reV2GO9lQ91nSq0Whh6/RkrkLnUVDPL26gR8FGKuG7cm2GBSc+4XtZgiw3XegJ1PsynSmrmi4EqDWFwmTldM4+x21jcOItS0CbFqR122h33Wvc7fVhTEAjRYvNZgHVhQPH4tzH9RzShQDw8udfMPpNCl6wewk/+L1Xus87YFsmjGt1EAVKFyZ9nm0my58uDDJZ737JXnz7pyfx7/7qB2j3+rmYSOu+IGv8oMXS7XZAeQSEqvB9KoIsAJBSPgjgwcBr9wT+fR+A++J8lmFbJqw1bcuEVhwmi4TvCRbQHQsVzFeM0ODNMnSsNjpoduxqH1rsOr2+7UhdkBYmlSbLTJ8uVCekYZ8vI5Pl9TbrOf93nqMxfLK8VlOqT1Z+zCZ5AbUVLZmfySrHtU4LCm7U1jp2On4CwnfdbgXV7vUnrskKgpiszRyE72kxP8FiAJfJShgA0dgAvHEeDLKqpo7P3nUdfuOef8Djz67nFrgQsqguFMKWqOSVLnSZrPUWDl08Wc11EOV42mcQizUDq8RkdUYvjmYK4fv/eP3z8Pf/9uZwx3dHr9Hq2A7CatPoOOaTecGvyYpZXehWqqTxyVKZrOjrr/6udJos5/lpuZqN9OnCedJkOU1W7fRxvsym5481GCyXJaBNC5XJIgSb+OYFQxM417A3cpOuLgyCxtlmO3sLh2nApct1mLpIVAEJ2GN8kMkafHaW6ibue9cNOHjRIg5elH1Q4WOyMtBkAbYTftLrEQdU8CGltJmsMY1Txz6eQr99hrFUM/HM6jqA6Fy7CnrIk1YXXrhUC/0dmZE2nIajXrqwby8CJWCy4i6w4zBZvnZFMZms8gRZ9nm3e7TTTc9kBdOFdB+6fem4TOd3zpahAS1Fk5XCxqOsoOu6qTBZk2KKTV1zg6yimSx1zGRtRjoNuP3gLnz7gy8b2p82DCqTFWXhQLh4Sw1/e/dLxzvQCNBcXDN112NsXHzunddjOeH1iAPy1ltrdbHe6k5HupCRPRarJlYbgXRhjN6FadiaMHjC954rfAfsBbtbpIVDiAPzKFTH0GSFCa/DUNHLGGQRk+WvPkqjeakYGkxdYMkxdKTnrdvLn8kyXSbL/j/1vstLxDtJUOPgTcUrq9PPxzAyCFMXOL3RBlA8k+UvMJm9IEvTBC7aEr7hHYaKoSvVheGarEmA5rxdS9XMKvUOXDDYDioLUH/Ip882AYCDrFnFUs10d5kukzVk8KSxcBgGy7Crx5odWxRLwUanJ22zxIIYhDTBTHUM92CfT9aQ4KSUDaIDFg5xgvUoCCFw5C0vxEFHv0Dpnbaj0cvTFJTOQz1ushgpS0CbFnWXyVLShRP0ySoLk6We7yymC9MilMnKoXBgFGhu3VlwwBIHtHadOGc3s+Yga0axWDPR6tpMkqfJGsZkZRtkUc++ZqePbXOeJqvT6xdrRqpU+8UVB1fHEb6r6cIh13YafLJoIa+lrCR75cFd7s90LbvO85BnUOBWFQbdt1vTny6sh6QL83LlDsLQhFvBXHh1YczNDMMPnyYrQvg+CahMVtlhBJmsgjVZ/LQXBOqztdrsxGIgzBTVhcNg6QLtbh/Nbg8V06sudIXvJdBkxQ1mxmnRoH7fMCaRAgC9oHZDYTB0DbomXCaUCimyEJNScGNbevRdCj4PuD3jFIaDXpt+4buTLlQ1Wf1+Zmn/YVCf7aJ9ssyYaXmGH34mKz1TPS5oHGZRWZg3aAPzdEmYLH7aC8KisxCuNrqK8D16IqSAI2tNVqvTR9XQ3eCN0kNFLW5pzEi9dOF41YXDgjQ3yCpJgEWoKJMwsRaLGQRZqqVHYUwWzgMLh0pEunASTJZy7YpmsmZd+J4WFUNHq+dVD1cMrZBNHt2/nVMQZJHw/cTZJnRNuD2KiwI/7QWBBMbnGp1YPllpLByGgXyQbOG75mqhOt3+xErMw5Cmis+rLky+W/czWUOCLN1jssoENZ1AvmuL1fjtRaKgpo/zLoSI0mQB50G60AxLF05G0K9eu+KZLNZkpQExWVJKt0ipCFCQfnEK8f6kQXPV0+caWJ6zCp+zp3sGm2IkTRemaaszDNQ2hSwciMmyhe/FpQvTuH171YXJjzmqQXQQlEosW/rKMjRX07faoHRhlkHWBHyywoIs/fxgsgzd7qbgTxfKiRSWmKVisjhdmAYVJcPQ7KRr/p4FDlwwjz97+7V4xRX5OOJnCZq7fnWuWXiqEOAgqzAQk7WqMlkx0oVZVhcC9g5bNSOdBHMxDKaixYlLi1+yrY6bD+zANc/bkvj7fA2ih6ULnd+VpaUOQS3xXmt2YDjNcseFoaQL8+xdCHj3XH3+iVUsW1CbBnVLd9OFrrnrJJgs5Xmul6q6kJeduFCLW1rd4pgsIQRuO7hrKnqJ0tg6ca5RiiCLqwsLAqV0zjU6sRpE067UCulDmAbqLreqtNVpO2akk/DxGXZcSYK8qqnj8++6IdX3uf5jI7QOXvqqXIt+xbE6AGxN1kLVyESzYSlBt11tOvafHPldViiTVf5JfRTmLMNlsqjp9kR8skjHaWiFjWf3WGKa/jL8oGvV7tpMVhH2DdMGSpM3O/3CKwsBDrIKw2KNhO8dd1Ec7viebbpQ/TtVU/ctqrYvUkHpQiPb8xwFCuoqI76P7k3R+f0gKqaXLlxrdjJJFQIBx/devhq94Zqscl3vNKgpTFbXaVw7GZ8s+zuK9sgC/OOGNVnxoTJZzQKZrGmCSiCUgcnisLggVAwdVVPzCd+HpavMnNKFAAbShXlrcIYe14QF5m6qasQOsaxBlqV7wvfVZtcN3seFmy7s5u+bFlZdSNd72jVZAKULHSarazNZk6ku1JzvL34v7RO+MxsTG34mqxfZUofhQR1bHGTNOJZqpmvhMKo0N2vhe9AfSh3Mtk9WUenC9CL2cb5v1O7aKmmQFdRkLVSyZbKozdIkLBzOVyarbuluW52Ow2RN4vmmjVnRlYVAkMniZScuaF5qdXu28J0D1JFQ5wwOsmYci1W7tU4rRtUIPThZ+WSprFnN17tQOhYOxaYLJ1W6byi6lWEobZBl+n2ysupqT0EA9S7MlcnSNWgi0KzbZTSnf4qqWwY2O0660NFkTeL5LheTpbKUxQd90wIaBy6TxenCkfAFWSXQZE3/DDbFWKqZroXDMLdxIJ+2OgSfJqtbDjPSSQUzYSxK6Pumwierm7kmqzMBJuvCpSouXPL775y3TJZTpDCJNCjdQ2ayphfEXLW7fbS6fQ6yYqBs6cLitzgzjMWaiWdWm266cBhcC4es2uoENVmGv2S/aJ+sSaULaREfySQ6LWzKtujb6ULyyepkpsmiBZr+dp6M0rteshdvedHzfK+dL47vgF+T1e1TdeEkgizhfH/x07zJPlmpYCnj0NZk8bUbBXVslcGhnu9YgfAxWSMGj+oflQV8Fg5KurAsDaInJnwPEV1HwU5rlWvRt81Ie+j3JdbbWTJZ9nk2OnZwkGewY+rawHFbOpm/Tv8UVbcMbFB1ITFZk0gXOt9RhupCv+lv8cczLaAMB6cL44Oe+5qpl+LZn/4ZbIqxWDVwbpM0WSPShTG1Q3GharKqhu7+/XZP2m0/imqrk7HAP+73xZn4LUMrHbNC6cL1dhdSZtO3EPCuf9MJsiYddJ9v6cJGuwcppeKTNTkLh3qleCbLly5k8XZseExWz0kX8rUbBRpbOxYqhfR5DILvWIFYqplYa3XR7PRGTjxG1j5ZgXShEMLtk1WkhYOuCQgxuUU9SfBaMbTSCbErho52t+82h85K+G4EmayigqySBbVpMFcx0O1L1+gXmAyTZZbIJ8svfC/XGCozaBy0mMmKDVo7yqDHAjjIKhSLNRNSAqfWWzE0QfkK3wHqZ+gI3wuycBBCwNS1iX0/BXVxJn7L0FC2Nb9i2kzWasNuDp1VupB20M12MUxW3dIhxOQYzTxBDcwb7Z7LZE2yQXQZNFnq48OO7/FB89JGq4e+5AA1DmjOKENlIcDC90JBTaJPrbdwwQiB3pwzUc5nVCmkpgsrSoPljrPbLjJNY+ma6/GTN4QQMDUtdpBVNo2Qpdttdc45QdZiRkEWBbnN7uQcylW88drd2Ld97rzYuVPfwI12z9VkTaStDjFZJagutDdPAp2eHGq6zPCD5iUa3+fDeMgbhl4uJouDrAJBC+LpjfbIRf55y3V8/l034PD+5Uy+W+2BSAPX1O0WLX1ZbJrGMrSJMiemLuIL30u2PlCAfGajDSC7vZz0dQAAFvpJREFUdCEt0J4ma7InvjxfwSsP7prod+YF0kQ12l2lunC2fLIAm1mTsn9e9KOcFEgrutq0g6xRVj8Mj8HlIIuBJYfJkjLe4Ln5wI7MvtsMCN/ptaI0OCpMXUw0TVSvGJiP4ZSuVmGWBTQJn1pvAcgwyHKbrBb/PEw76s7Y3mz3JuqTRfesDEwWYB+PJso1fsoOK8hkcbpwJLbUTbz0su246deyISTGBQdZBYKCLGDyuXYKFjThsRaW4QVZRQq8TX2yTNZn77oOFy2N9lP54G2XlzDIso/n5BoFWdmkCzVNQNcEGh3yyeIgKy3qTpCz0eq5ju/mRITvJWOydAGAn6MkoCBrldOFsWHqGv7Du19U9GG4KMfom1GoxpGTDrJo8FZN3S1zNXWBhiN0npQZaOix6dpEv3/lki2x3nfTr23P90BSgJ6brJkswH4GmhPwyTrfQUFOo9P1qgsnaOEwV5IgS9c0ZkQTggyQV53qYQ6ypg/lGH0zCj+TNdnBQ7vcmjJoLUPDpmOaWCRzcdGW2shCAIYNy2Wy2rAMLdNJ2NS0wnyyzieQhcKG01oHmJBPFlUXliRdGFf7yPCjYmiK8J2v37SBg6wCMWcZ0ATs0twJDx6q8FEXZVPX3PYfRYpTP3vXdaUTmJcVqiYrKyNSgmloLrPJDER61CzPwoE6GkyiSvXaS7fidSsX4fm7FnL/rjgwdMEWBClgGRrWOF04teAnvkBomnBtHCavyXJ69inBnalrpRA61yydW2/EBN2/U+utzPRYBEMTaHaL1+hNOyhdt9HuTtQna8dCBX/y5mvKo8nSNB7XKWAZmltdWOXrN3XgmbNgkI3DpCcfMuFUB62lMlnMXEwFVE1WlnoswKk25edhbBCTpVYXlq2AYhIwNE4XpkHF0DldOMXgO1YwlgpisoQQsHTNN2hNXUykITAjO1Bw3uz0MzMiJViGhiZXF46NiuP7ttnuutWFsxi06hqnC9PAMjSXAeV04fSBn/iCQRWGRTRNtYMsvyarKPNJRjqoi1bWTJahiVKkj6cdQgjUTT3gkzV742vbnIVtc1bRhzF1UMc4B6nTh3Ik62cYHpM1+R2KGahGU3dMk2prwxgPeQZZ/qCbn4dxULN0bLZ6iuP77F3PP3nzNRysp4CaYmXH9+kDB1kFg1I8RWgVTF340oVqTzFeVKcDanCetfCd08fZYa5iYLPj9S4sWw/MSaAsbU6mDepGijVZ0we+YwWjKE0WAOxaquHCpZr7b1WMO4vC3GmEmmbOg8lyiBdOH4+Jmqljs+VVF84ik8VIB8vZSAkBbq49hWAmq2AUZeEAAH/5Wy/y0fem0jSamazpgDrpZi18VwNtTvOMh7mKrcnq9vtOZS9fT0Y80NpQNXR+bqYQHGQVjMUCNVnzFf/t50V1+pAnk6WmCDnoHg81y8C5zTa6Pclji5EIXgs0ZrGmEXzXCga5dBdRXRiEyorMYvXTNEK9Z1lrsiwOujPDnEXVhZJT8YxEqCh9ZhnTBx7tBeOFz9uKw/uWsX/HfNGH4hPfM3MxHTB0r+lu1m11mMnKDjXLSxdyEQEjCTjImm5wurBgXLKtji++98aiDwNAUPjOC8G0oGJo6LZ7OVQXqkwW78fGwZxlYNNpq8PXkpEExCizR9Z0gu8aw4XJFg5TCWIgydg2K/ieBw66x0KdmKxeHxZfS0YCkDcWM1nTCQ6yGC5U9op1I9MDKprIwyeLwJqs8VC3DLS6fbS6fdY7MhKBmCwWvk8n+K4xXLAmazpBRRN5+GQR+HkYD3WnSfRqs8OaLEYisCZrusFBFsMFWzhMJyqG3eg7a/aRn4fsUKMgq9GByZosRgLQ5pc1WdMJvmsMF2zhMJ2wDC1zI1LAny5kJms8zFXsIOtcg5ksRjIwkzXd4JWU4cI0mLmYRlQMPfNUIeAPtLkibjzUTPv+nGt0eQPDSARqq1MtwLCaMT54tDNcWCx0nkosVA0sz2XffJc1WdmBmCw7XcjXkhEfFXZ8n2qwTxbDBfsiTSd+/86D6EmZ+d9VgwEOuscDCd/bPTYjZSSDxenCqQYHWQwXviCLF4KpwZ7tc7n8XUofCwFoHGSNhbrlTbVsj8JIAlf4zkHWVIJHO8MFp4cYKuh5YBZrfBCTBfD1ZCQDpwunG3zXGC4sg9NDDA9UXcgB9/hQmSwWvjOSwE0XsvB9KjE16cJOp4Njx46h2WwWfSilR7Vaxe7du2Gaycr6Ld0bxLywMjwmi4OCcaEyWdwXlJEE1NGBNVnTiakJso4dO4aFhQXs2bMHQvAkFQUpJU6fPo1jx45h7969iT5rOkyWoQm+xgyXzeSAe3zUTDVdyEErIz44XTjdiHXXhBC3CyF+KoR4QgjxoYj33CKEOCqEeFQI8W3l9SeFED9yfvdw2gNtNptYXl7mxX8EhBBYXl5Oxfi5zAXvtBnw0hScOh4fmibcQIvHFyMJdi5UYOoCF2+pFX0ojBQYyWQJIXQARwDcCuAYgO8KIb4qpfyx8p4tAD4N4HYp5b8IIXYG/szLpJSnxj1YDrDiIe11sjg9xFBAQTczWdmgbulodHrcVoeRCDsXq/j+R2/NvAE8YzKIM9pvAPCElPIXUso2gPsBvC7wnrcA+E9Syn8BACnls9keZjmg6zpWVlZw6NAh3HnnnTh79iwA4OjRozh8+DAOHjyIq666Cg888MDAZ9///vdjZWUFV155JWq1GlZWVrCysoIvfelLsb777Nmz+PSnP53l6QyAmSyGCmKwmMnKBvUKM1mMdOAAa3oRJ8i6GMBTyr+POa+pOABgqxDiW0KI7wkh7lJ+JwF83Xn9vVFfIoR4rxDiYSHEwydPnox7/BNFrVbD0aNH8cgjj2Dbtm04cuQIAKBer+Pzn/88Hn30UXzta1/DBz7wATcAIxw5cgRHjx7Fgw8+iP379+Po0aM4evQofuM3fiPWd08myOJFleGBfLJ0DgoyQd1prcM+WQzG7CDOaA+bYYP20gaAawG8BsBtAD4qhDjg/O4mKeULAbwKwPuFEDeHfYmU8jNSyuuklNft2LEj3tEXiMOHD+P48eMAgAMHDuCyyy4DAFx00UXYuXMn4gSKGxsbeNe73oXrr78e11xzDb7yla8AAB599FHccMMNWFlZwVVXXYXHH38cH/rQh/Dzn/8cKysr+OAHP5jLOZEGh9NDDABuWovTx9nAZbJ4fDEYM4M41YXHAFyi/Hs3gBMh7zklpdwAsCGE+A6AqwH8TEp5ArBTiEKIv4adfvzOOAf9v/3No/jxidVx/sQArrxoEb9358FY7+31evjmN7+Jd7/73QO/e+ihh9But7F///6Rf+cP/uAP8PKXvxz33nsvzp49ixtuuAGveMUrcM899+B3fud38Na3vhXtdhu9Xg8f//jH8cgjj+Do0aNJTy02uGSfoYJ9srIF2TiojdgZDMb5jTij/bsALhNC7BVCWADeDOCrgfd8BcBLhRCGEKIO4EUAHhNCzAkhFgBACDEH4JUAHsnu8CeLRqOBlZUVLC8v48yZM7j11lt9v3/66afx9re/HZ/73OegxQhUvv71r+PjH/84VlZWcMstt6DZbOJf/uVfcPjwYfzhH/4hPvGJT+CXv/wlarXJVJWwJouhwmDH90xBhqTcIJrBmB2MZLKklF0hxG8D+C8AdAD3SikfFUK8z/n9PVLKx4QQXwPwQwB9AH8upXxECLEPwF871W4GgC9IKb827kHHZZyyBmmyzp07hzvuuANHjhzB3XffDQBYXV3Fa17zGnzsYx/DjTfeGOvvSSnx5S9/GZdffrnv9SuuuAIvetGL8Ld/+7e47bbb8Od//ufYt29f5ucThK4J6JrgRZUBwKs2ZSYrGxCTxY7vDMbsINZol1I+KKU8IKXcL6X8A+e1e6SU9yjv+SMp5ZVSykNSyv/Tee0XUsqrnf8O0menHUtLS/jUpz6FT37yk+h0Omi323j961+Pu+66C2984xtj/53bbrsNf/qnfwopbYnbP//zPwMAfvGLX2Dfvn24++678drXvhY//OEPsbCwgLW1tVzOR4WpC04XMgD4zWkZ44OYLGaKGYzZAa+mKXHNNdfg6quvxv3334+/+qu/wne+8x3cd999rjVDHO3URz/6UXQ6HVx11VU4dOgQPvrRjwIAHnjgARw6dAgrKyv4yU9+grvuugvLy8u46aabcOjQodyE74CdMmTmggF42jx+HrKBq8niTQyDMTOYmrY6ZcD6+rrv33/zN3/j/vy2t70t1t/Ys2cPHnnElqXVajX82Z/92cB7PvzhD+PDH/7wwOtf+MIXkhxuKlQMjXurMQCwOW3WmLPYJ4vBmDXw7MnwgZksBsHg6sJMUXPThTztMhizAh7tDB9MXeNFgAGAq02zhpcu5OvJYMwKeDVl+GAL33kRYLBPVtbg6kIGY/bAo53hAzNZDILJPlmZwvXJYmaQwZgZsPCd4cP+nfPYPmcVfRiMEsBkn6xM4bXV4U0MgzEr4CCL4cORt7yw6ENglARew3AOCrJA3eTqQgZj1sCzZwLouo6VlRUcOnQId955J86ePQsAOHr0KA4fPoyDBw/iqquuwgMPPDDw2fe///1YWVnBlVdeiVqt5vppfelLX4r13a9+9avd72MwJgEhbH0eM1nZYO+OOezeWsP+HfNFHwqDwZgQmMlKAGqrAwDveMc7cOTIEXzkIx9BvV7H5z//eVx22WU4ceIErr32Wtx2223YsmWL+9kjR44AAJ588knccccdA2alvV4Puq5HfveDDz6Y9ekwGCNhcCFEZti5UMX/87svL/owGAzGBMFMVkocPnwYx48fBwAcOHAAl112GQDgoosuws6dO3Hy5MmRf+Nb3/oWXvayl+Etb3kLXvCCFwAAfv3Xfx3XXnstDh48iM985jPue/fs2YNTp07hySefxBVXXIH3vOc9OHjwIF75ylei0WjkcIYMBvumMRgMxjiYTibr7z4E/OpH2f7NXS8AXvXxWG/t9Xr45je/iXe/+90Dv3vooYfQbrexf//+WH/roYcewiOPPIK9e/cCAO69915s27YNjUYD119/Pd7whjdgeXnZ95nHH38cX/ziF/HZz34Wb3rTm/DlL385tuM8g5EEFgdZDAaDkRrMZCVAo9HAysoKlpeXcebMGdx6662+3z/99NN4+9vfjs997nPQYoqFb7jhBjfAAoBPfepTuPrqq3HjjTfiqaeewuOPPz7wmb1792JlZQUAcO211+LJJ59MfU4MxjD8L7fsx2tXLir6MBgMBmMqMZ1MVkzGKWuQJuvcuXO44447cOTIEdx9990AgNXVVbzmNa/Bxz72Mdx4442x/+bc3Jz787e+9S184xvfwD/+4z+iXq/jlltuQbPZHPhMpVJxf9Z1ndOFjNzwWy/dV/QhMBgMxtSCmawUWFpawqc+9Sl88pOfRKfTQbvdxutf/3rcddddeOMb35j67547dw5bt25FvV7HT37yE/zTP/1ThkfNYDAYDAZjkphOJqsEuOaaa3D11Vfj/vvvhxAC3/nOd3D69Gncd999AID77rvPTenFxe2334577rkHV111FS6//PJEjBiDwWAwGIxyQUgpiz6GAVx33XXy4Ycf9r322GOP4YorrijoiKYPfL0YDAaDwZgMhBDfk1JeF3yd04UMBoPBYDAYOYCDLAaDwWAwGIwcwEEWg8FgMBgMRg6YqiCrjPqxMoKvE4PBYDAYxWNqgqxqtYrTp09zADECUkqcPn0a1Wq16ENhMBgMBmOmMTUWDrt378axY8di9QScdVSrVezevbvow2AwGAwGY6YxNUGWaZq+9jMMBoPBYDAYZcbUpAsZDAaDwWAwpgkcZDEYDAaDwWDkAA6yGAwGg8FgMHJAKdvqCCFOAvhlzl+zHcCpnL+jrJjlcwdm+/xn+dyB2T5/PvfZxSyf/6TO/VIp5Y7gi6UMsiYBIcTDYX2GZgGzfO7AbJ//LJ87MNvnz+c+m+cOzPb5F33unC5kMBgMBoPByAEcZDEYDAaDwWDkgFkOsj5T9AEUiFk+d2C2z3+Wzx2Y7fPnc59dzPL5F3ruM6vJYjAYDAaDwcgTs8xkMRgMBoPBYOSGmQuyhBC3CyF+KoR4QgjxoaKPJ28IIS4RQvw3IcRjQohHhRC/47z++0KI40KIo85/ry76WPOAEOJJIcSPnHN82HltmxDi74UQjzv/31r0ceYBIcTlyv09KoRYFUJ84Hy990KIe4UQzwohHlFei7zXQogPO/PAT4UQtxVz1Nkh4vz/SAjxEyHED4UQfy2E2OK8vkcI0VCegXsKO/AMEHHukc/5+XTvI879AeW8nxRCHHVeP9/ue9T6VppxP1PpQiGEDuBnAG4FcAzAdwH8ppTyx4UeWI4QQlwI4EIp5feFEAsAvgfg1wG8CcC6lPKTRR5f3hBCPAngOinlKeW1/x3AGSnlx51Ae6uU8neLOsZJwHn2jwN4EYB34jy890KImwGsA/i8lPKQ81rovRZCXAngiwBuAHARgG8AOCCl7BV0+GMj4vxfCeC/Sim7QohPAIBz/nsA/Gd637Qj4tx/HyHP+fl278POPfD7PwZwTkr578/D+x61vv1PKMm4nzUm6wYAT0gpfyGlbAO4H8DrCj6mXCGlfFpK+X3n5zUAjwG4uNijKhyvA/AXzs9/AXtQnu/41wB+LqXM2+S3MEgpvwPgTODlqHv9OgD3SylbUsr/DuAJ2PPD1CLs/KWUX5dSdp1//hOA3RM/sAkg4t5H4by698POXQghYG+ovzjRg5oQhqxvpRn3sxZkXQzgKeXfxzBDAYezi7kGwP/nvPTbThrh3vM1ZQZAAvi6EOJ7Qoj3Oq9dIKV8GrAHKYCdhR3d5PBm+CfaWbj3QPS9nsW54F0A/k75914hxD8LIb4thHhpUQeVM8Ke81m69y8F8IyU8nHltfPyvgfWt9KM+1kLskTIazORLxVCzAP4MoAPSClXAfxfAPYDWAHwNIA/Lu7ocsVNUsoXAngVgPc71PpMQQhhAXgtgP/ovDQr934YZmouEEJ8BEAXwF86Lz0N4HlSymsA/FsAXxBCLBZ1fDkh6jmfpXv/m/Bvrs7L+x6yvkW+NeS1XO/9rAVZxwBcovx7N4ATBR3LxCCEMGE/gH8ppfxPACClfEZK2ZNS9gF8FlNMlw+DlPKE8/9nAfw17PN8xsnlU07/2eKOcCJ4FYDvSymfAWbn3juIutczMxcIId4B4A4Ab5WOCNdJl5x2fv4egJ8DOFDcUWaPIc/5TNx7IYQB4H8A8AC9dj7e97D1DSUa97MWZH0XwGVCiL3O7v7NAL5a8DHlCicn/38DeExK+X8or1+ovO31AB4JfnbaIYSYc8SQEELMAXgl7PP8KoB3OG97B4CvFHOEE4NvNzsL915B1L3+KoA3CyEqQoi9AC4D8FABx5crhBC3A/hdAK+VUm4qr+9wiiEghNgH+/x/UcxR5oMhz/lM3HsArwDwEynlMXrhfLvvUesbyjTupZQz9R+AV8OuMPw5gI8UfTwTON+XwKZDfwjgqPPfqwH8BwA/cl7/KuwKjcKPN+Nz3wfgB85/j9L9BrAM4JsAHnf+v63oY83xGtQBnAawpLx2Xt572IHk0wA6sHes7x52rwF8xJkHfgrgVUUff07n/wRsDQqN/Xuc977BGRM/APB9AHcWffw5nHvkc34+3fuwc3devw/A+wLvPd/ue9T6VppxP1MWDgwGg8FgMBiTwqylCxkMBoPBYDAmAg6yGAwGg8FgMHIAB1kMBoPBYDAYOYCDLAaDwWAwGIwcwEEWg8FgMBgMRg7gIIvBYDAYDAYjB3CQxWAwGAwGg5EDOMhiMBgMBoPByAH/PwFpCJNBBqlcAAAAAElFTkSuQmCC\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.64 | Min:0.80 | Min: 3.13 | Min:2.66 |\n",
|
|
"| Avg: 0.75 | Avg:0.83 | Avg: 3.91 | Avg:3.19 |\n",
|
|
"| Max: 0.83 | Max:0.87 | Max: 4.90 | Max:3.45 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('KNeighborsRegressor With Vanilla Features')\n",
|
|
"run(qt_str,y,KNeighborsRegressor())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "f0539b99-5d48-4e61-b5ec-0c08a53bbd8a",
|
|
"metadata": {},
|
|
"source": [
|
|
"Nearly identical performance engineered vs vanilla"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "d194490c-6363-4363-b4bc-aaac4e0eeac4",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Tree"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"id": "a6a3c5b4-6d4e-4089-8849-32b371414c15",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:38.316427Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:38.316064Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:39.339671Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:39.338774Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:38.316399Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"DecisionTreeRegressor With Engineered Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.25 | Min:1.00 | Min: 3.53 | Min:0.00 |\n",
|
|
"| Avg: 0.59 | Avg:1.00 | Avg: 4.94 | Avg:0.18 |\n",
|
|
"| Max: 0.82 | Max:1.00 | Max: 6.49 | Max:0.28 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('DecisionTreeRegressor With Engineered Features')\n",
|
|
"run(qt_eng,y,DecisionTreeRegressor())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "1cb7b8cb-f3da-419a-8584-5c619deec302",
|
|
"metadata": {},
|
|
"source": [
|
|
"The tree is quite bad"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "ca6ce2a6-5620-4d7a-bcf4-b555ce36e324",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T14:49:39.341245Z",
|
|
"iopub.status.busy": "2022-08-01T14:49:39.340853Z",
|
|
"iopub.status.idle": "2022-08-01T14:49:40.386890Z",
|
|
"shell.execute_reply": "2022-08-01T14:49:40.386176Z",
|
|
"shell.execute_reply.started": "2022-08-01T14:49:39.341206Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"DecisionTreeRegressor With Vanilla Features\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
".-------------------------------------------------.\n",
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.33 | Min:1.00 | Min: 3.82 | Min:0.00 |\n",
|
|
"| Avg: 0.59 | Avg:1.00 | Avg: 4.96 | Avg:0.18 |\n",
|
|
"| Max: 0.74 | Max:1.00 | Max: 6.42 | Max:0.28 |\n",
|
|
"'-------------------------------------------------'\n",
|
|
" \n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"print('DecisionTreeRegressor With Vanilla Features')\n",
|
|
"run(qt_str,y,DecisionTreeRegressor())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "a9e31adc-22c5-4c77-bc25-a2000535cb1d",
|
|
"metadata": {},
|
|
"source": [
|
|
"Not quite sure what's going on here but I don't think this one is going to work"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "508fbf7a-6006-40e7-8f87-a218743ac33d",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Conclusion"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "67f5823f-4d25-4e75-95a0-b11249d861e8",
|
|
"metadata": {},
|
|
"source": [
|
|
"After testing lots of models, scalers, and experimenting with different mixtures of features, I've come to the conclusion that it's futile.\n",
|
|
"\n",
|
|
"It's cliché, but at under 400 rows I think I can complain about not having enough data.\n",
|
|
"\n",
|
|
"QuantileTransformer is the heavy lifter and the model really doesn't seem to matter so long as it's linear. In fact, the scores go down as the models get fancier. I think because it's overthinking such a small data set, it's making connections that are coincidental.\n",
|
|
"\n",
|
|
"The best metric I found was to make predictions on my own vehicles, in other words it's unseen data that I could just pull from nothing. I had used model year as a feature and it seemed to perform quite well until I introduced a 2012, it predicted MPG into the hundreds. I think model year would be a great feature if the data spanned across decades and there was good representation. It could probably even be made categorical as it would be an indicator of tech advancing over decades. All of the vehicles here are more or less in the same \"tech era\" but the model did seem to find a signal. At any rate it's too unstable if used with data outside the training set.\n",
|
|
"\n",
|
|
"My personal vehicle predictions are actually quite close. They're a bit on the lower end, but also consider that neither one is even close to being represented in the training data. My truck is a turbo diesel (boost to efficiency) and my car is gas but has some fancy cam phasing and electronic fuel injection. Basically they have higher efficiency compared to anything in the training set."
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "4f578d1a-dd8b-45b2-920e-2422edba75b9",
|
|
"metadata": {},
|
|
"source": [
|
|
"# Unseen Data"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "854f2789-c761-4d7d-90e4-63a53f97de1c",
|
|
"metadata": {},
|
|
"source": [
|
|
"I tried to incorporate my unseen data for predictions into the rewrite for modeling but it didn't work and I'm out of both time and energy and beginning to lose my sanity. So here's the old code to prove it works, first with engineered features:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "86675084-0072-443a-8963-952c0656148e",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T15:09:39.581456Z",
|
|
"iopub.status.busy": "2022-08-01T15:09:39.580870Z",
|
|
"iopub.status.idle": "2022-08-01T15:09:44.322330Z",
|
|
"shell.execute_reply": "2022-08-01T15:09:44.321392Z",
|
|
"shell.execute_reply.started": "2022-08-01T15:09:39.581427Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.59 | Min:0.71 | Min: 3.04 | Min:3.71 |\n",
|
|
"| Avg: 0.73 | Avg:0.74 | Avg: 4.04 | Avg:3.96 |\n",
|
|
"| Max: 0.83 | Max:0.77 | Max: 4.72 | Max:4.27 |\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
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"text/plain": [
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"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"f250 turbo diesel Avg: 13.80\n",
|
|
"2012 Mustang V8 Avg: 15.80\n",
|
|
"2022 Honda Grom Avg: 37.12\n",
|
|
"2011 Chevrolet Suburban Avg: 14.37\n",
|
|
"2014 Toyota Corolla Avg: 19.17\n",
|
|
"2004 Mustang V6 Avg: 15.17\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"X = pd.read_csv('data/X_engineered.csv')\n",
|
|
"y = pd.read_csv('data/y.csv').mpg\n",
|
|
"\n",
|
|
"eff = 1\n",
|
|
"\n",
|
|
"v6_s197_05_hp = 216\n",
|
|
"v6_s197_05_ci = 245\n",
|
|
"v6_s197_05_cl = 6\n",
|
|
"v6_s197_05_weight = 3300\n",
|
|
"v6_s197_05_eff = (v6_s197_05_hp/\\\n",
|
|
" v6_s197_05_ci)*eff\n",
|
|
"v6_s197_05 = {'horsepower':v6_s197_05_hp,\n",
|
|
" 'bore_size':v6_s197_05_ci/v6_s197_05_cl,\n",
|
|
" 'grunt':(v6_s197_05_ci/v6_s197_05_cl)/v6_s197_05_eff,\n",
|
|
" 'load':v6_s197_05_ci/v6_s197_05_weight}\n",
|
|
"mustang_hp = 400\n",
|
|
"mustang_ci = 302\n",
|
|
"mustang_cl = 8\n",
|
|
"mustang_weight = 3600\n",
|
|
"mustang_eff = (mustang_hp/\\\n",
|
|
" mustang_ci)*eff\n",
|
|
"mustang = {'horsepower':mustang_hp,\n",
|
|
" 'bore_size':mustang_ci/mustang_cl,\n",
|
|
" 'grunt':(mustang_ci/mustang_cl)/mustang_eff,\n",
|
|
" 'load':mustang_ci/mustang_weight}\n",
|
|
"corolla_hp = 140\n",
|
|
"corolla_ci = 110\n",
|
|
"corolla_cl = 4\n",
|
|
"corolla_weight = 2800\n",
|
|
"corolla_eff = (corolla_hp/\\\n",
|
|
" corolla_ci)*eff\n",
|
|
"corolla = {'horsepower':corolla_hp,\n",
|
|
" 'bore_size':corolla_ci/corolla_cl,\n",
|
|
" 'grunt':(corolla_ci/corolla_cl)/corolla_eff,\n",
|
|
" 'load':corolla_ci/corolla_weight}\n",
|
|
"truck_hp = 500\n",
|
|
"truck_ci = 359\n",
|
|
"truck_cl = 6\n",
|
|
"truck_weight = 6500\n",
|
|
"truck_eff = (truck_hp/\\\n",
|
|
" truck_ci)*eff\n",
|
|
"truck = {'horsepower':truck_hp,\n",
|
|
" 'bore_size':truck_ci/truck_cl,\n",
|
|
" 'grunt':(truck_ci/truck_cl)/truck_eff,\n",
|
|
" 'load':truck_ci/truck_weight}\n",
|
|
"grom_hp = 12\n",
|
|
"grom_ci = 7.6\n",
|
|
"grom_cl = 1\n",
|
|
"grom_weight = 400\n",
|
|
"grom_eff = (grom_hp/\\\n",
|
|
" grom_ci)*eff\n",
|
|
"grom = {'horsepower':grom_hp,\n",
|
|
" 'bore_size':grom_ci/grom_cl,\n",
|
|
" 'grunt':(grom_ci/grom_cl)/grom_eff,\n",
|
|
" 'load':grom_ci/grom_weight}\n",
|
|
"burb_hp = 320\n",
|
|
"burb_ci = 325\n",
|
|
"burb_cl = 8\n",
|
|
"burb_weight = 6000\n",
|
|
"burb_eff = (burb_hp/\\\n",
|
|
" burb_ci)*eff\n",
|
|
"burb = {'horsepower':burb_hp,\n",
|
|
" 'bore_size':burb_ci/burb_cl,\n",
|
|
" 'grunt':(burb_ci/burb_cl)/burb_eff,\n",
|
|
" 'load':burb_ci/burb_weight}\n",
|
|
"\n",
|
|
"mdf = pd.DataFrame(mustang,index=[0])\n",
|
|
"cdf = pd.DataFrame(corolla,index=[0])\n",
|
|
"tdf = pd.DataFrame(truck,index=[0])\n",
|
|
"gdf = pd.DataFrame(grom,index=[0])\n",
|
|
"bdf = pd.DataFrame(burb,index=[0])\n",
|
|
"sm5 = pd.DataFrame(v6_s197_05,index=[0])\n",
|
|
"\n",
|
|
"mustang_predicts = []\n",
|
|
"corolla_predicts = []\n",
|
|
"truck_predicts = []\n",
|
|
"grom_predicts = []\n",
|
|
"burb_predicts = []\n",
|
|
"v6_s197_05_predicts = []\n",
|
|
"\n",
|
|
"r2_test_list = []\n",
|
|
"r2_train_list = []\n",
|
|
"rmse_test_list = []\n",
|
|
"rmse_train_list = []\n",
|
|
"\n",
|
|
"for i in range(201):\n",
|
|
" X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
|
|
"\n",
|
|
" pipe = Pipeline([\n",
|
|
" # ('minmax', MinMaxScaler()),\n",
|
|
" # ('ss', StandardScaler()),\n",
|
|
" ('qt', QuantileTransformer(n_quantiles=297)),\n",
|
|
" # ('rob', RobustScaler()),\n",
|
|
" \n",
|
|
" ('linreg', LinearRegression()),\n",
|
|
" # ('lasso', Lasso()),\n",
|
|
" # ('lassocv', LassoCV()),\n",
|
|
" # ('ridge', Ridge()),\n",
|
|
" # ('ridgeCV', RidgeCV),\n",
|
|
" # ('lsvr', LinearSVR())\n",
|
|
" ])\n",
|
|
"\n",
|
|
" model = pipe.fit(X_train,y_train)\n",
|
|
" test_predict = model.predict(X_test)\n",
|
|
" train_predict = model.predict(X_train)\n",
|
|
"\n",
|
|
" r2_test = r2_score(y_test, test_predict)\n",
|
|
" r2_train = r2_score(y_train, train_predict)\n",
|
|
" rmse_test = mean_squared_error(y_test, test_predict ,squared=False)\n",
|
|
" rmse_train = mean_squared_error(y_train, train_predict ,squared=False)\n",
|
|
"\n",
|
|
" r2_test_list.append(r2_test)\n",
|
|
" r2_train_list.append(r2_train)\n",
|
|
" rmse_test_list.append(rmse_test)\n",
|
|
" rmse_train_list.append(rmse_train)\n",
|
|
" truck_predicts.append(model.predict(tdf)[0])\n",
|
|
" mustang_predicts.append(model.predict(mdf)[0])\n",
|
|
" grom_predicts.append(model.predict(gdf)[0])\n",
|
|
" burb_predicts.append(model.predict(bdf)[0])\n",
|
|
" corolla_predicts.append(model.predict(cdf)[0])\n",
|
|
" v6_s197_05_predicts.append(model.predict(sm5)[0])\n",
|
|
"\n",
|
|
"plt.subplots(figsize=(10,6))\n",
|
|
"plt.title('R-squared over 200 iterations')\n",
|
|
"plt.plot(r2_test_list,label='R2 Test')\n",
|
|
"plt.plot(r2_train_list,label='R2 Train')\n",
|
|
"plt.legend()\n",
|
|
"plt.show();\n",
|
|
"\n",
|
|
"avg = np.mean\n",
|
|
"print(f'''| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: {min(r2_test_list):.2f} | Min:{min(r2_train_list):.2f} | Min: {min(rmse_test_list):.2f} | Min:{min(rmse_train_list):.2f} |\n",
|
|
"| Avg: {avg(r2_test_list):.2f} | Avg:{avg(r2_train_list):.2f} | Avg: {avg(rmse_test_list):.2f} | Avg:{avg(rmse_train_list):.2f} |\n",
|
|
"| Max: {max(r2_test_list):.2f} | Max:{max(r2_train_list):.2f} | Max: {max(rmse_test_list):.2f} | Max:{max(rmse_train_list):.2f} |\n",
|
|
"''')\n",
|
|
"plt.subplots(figsize=(10,5))\n",
|
|
"plt.title('RMSE over 200 iterations')\n",
|
|
"plt.plot(rmse_test_list,label='RMSE Test')\n",
|
|
"plt.plot(rmse_train_list,label='RMSE Train')\n",
|
|
"plt.legend()\n",
|
|
"plt.show();\n",
|
|
"\n",
|
|
"print(f'f250 turbo diesel Avg: {avg(truck_predicts):.2f}')\n",
|
|
"print(f'2012 Mustang V8 Avg: {avg(mustang_predicts):.2f}')\n",
|
|
"print(f'2022 Honda Grom Avg: {avg(grom_predicts):.2f}')\n",
|
|
"print(f'2011 Chevrolet Suburban Avg: {avg(burb_predicts):.2f}')\n",
|
|
"print(f'2014 Toyota Corolla Avg: {avg(corolla_predicts):.2f}')\n",
|
|
"print(f'2004 Mustang V6 Avg: {avg(v6_s197_05_predicts):.2f}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "89e10849-d1b2-40ce-8325-acc472d5dc1c",
|
|
"metadata": {},
|
|
"source": [
|
|
"and with straight:"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "a95d6a9f-f76d-4965-8a8f-c6a8b4774311",
|
|
"metadata": {
|
|
"execution": {
|
|
"iopub.execute_input": "2022-08-01T15:10:15.600302Z",
|
|
"iopub.status.busy": "2022-08-01T15:10:15.599550Z",
|
|
"iopub.status.idle": "2022-08-01T15:10:20.329138Z",
|
|
"shell.execute_reply": "2022-08-01T15:10:20.328104Z",
|
|
"shell.execute_reply.started": "2022-08-01T15:10:15.600272Z"
|
|
},
|
|
"tags": []
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x432 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: 0.66 | Min:0.72 | Min: 2.97 | Min:3.51 |\n",
|
|
"| Avg: 0.74 | Avg:0.75 | Avg: 3.93 | Avg:3.86 |\n",
|
|
"| Max: 0.85 | Max:0.78 | Max: 4.99 | Max:4.13 |\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<Figure size 720x360 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {
|
|
"needs_background": "light"
|
|
},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"f250 turbo diesel Avg: 11.85\n",
|
|
"2012 Mustang V8 Avg: 14.84\n",
|
|
"2022 Honda Grom Avg: 35.66\n",
|
|
"2011 Chevrolet Suburban Avg: 11.76\n",
|
|
"2014 Toyota Corolla Avg: 21.13\n",
|
|
"2004 Mustang V6 Avg: 16.28\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"X = pd.read_csv('data/X_straight.csv')\n",
|
|
"y = pd.read_csv('data/y.csv').mpg\n",
|
|
"\n",
|
|
"v6_s197_05 = {'horsepower':216,\n",
|
|
" 'weight':3300,\n",
|
|
" 'displacement':245,\n",
|
|
" 'cylinders':6}\n",
|
|
"\n",
|
|
"mustang = {'horsepower':400,\n",
|
|
" 'weight':3600,\n",
|
|
" 'displacement':302,\n",
|
|
" 'cylinders':8}\n",
|
|
"\n",
|
|
"corolla = {'horsepower':140,\n",
|
|
" 'weight':2800,\n",
|
|
" 'displacement':110,\n",
|
|
" 'cylinders':4}\n",
|
|
"\n",
|
|
"truck = {'horsepower':500,\n",
|
|
" 'weight':6500,\n",
|
|
" 'displacement':359,\n",
|
|
" 'cylinders':6}\n",
|
|
"\n",
|
|
"grom = {'horsepower':12,\n",
|
|
" 'weight':400,\n",
|
|
" 'displacement':7.6,\n",
|
|
" 'cylinders':1}\n",
|
|
"\n",
|
|
"burb = {'horsepower':320,\n",
|
|
" 'weight':6000,\n",
|
|
" 'displacement':325,\n",
|
|
" 'cylinders':8}\n",
|
|
"\n",
|
|
"mdf = pd.DataFrame(mustang,index=[0])\n",
|
|
"cdf = pd.DataFrame(corolla,index=[0])\n",
|
|
"tdf = pd.DataFrame(truck,index=[0])\n",
|
|
"gdf = pd.DataFrame(grom,index=[0])\n",
|
|
"bdf = pd.DataFrame(burb,index=[0])\n",
|
|
"sm5 = pd.DataFrame(v6_s197_05,index=[0])\n",
|
|
"\n",
|
|
"mustang_predicts = []\n",
|
|
"corolla_predicts = []\n",
|
|
"truck_predicts = []\n",
|
|
"grom_predicts = []\n",
|
|
"burb_predicts = []\n",
|
|
"v6_s197_05_predicts = []\n",
|
|
"\n",
|
|
"r2_test_list = []\n",
|
|
"r2_train_list = []\n",
|
|
"rmse_test_list = []\n",
|
|
"rmse_train_list = []\n",
|
|
"\n",
|
|
"for i in range(201):\n",
|
|
" X_train, X_test, y_train, y_test = train_test_split(X, y)\n",
|
|
"\n",
|
|
" pipe = Pipeline([\n",
|
|
" # ('minmax', MinMaxScaler()),\n",
|
|
" # ('ss', StandardScaler()),\n",
|
|
" ('qt', QuantileTransformer(n_quantiles=297)),\n",
|
|
" # ('rob', RobustScaler()),\n",
|
|
" \n",
|
|
" ('linreg', LinearRegression()),\n",
|
|
" # ('lasso', Lasso()),\n",
|
|
" # ('lassocv', LassoCV()),\n",
|
|
" # ('ridge', Ridge()),\n",
|
|
" # ('ridgeCV', RidgeCV),\n",
|
|
" # ('lsvr', LinearSVR())\n",
|
|
" ])\n",
|
|
"\n",
|
|
" model = pipe.fit(X_train,y_train)\n",
|
|
" test_predict = model.predict(X_test)\n",
|
|
" train_predict = model.predict(X_train)\n",
|
|
"\n",
|
|
" r2_test = r2_score(y_test, test_predict)\n",
|
|
" r2_train = r2_score(y_train, train_predict)\n",
|
|
" rmse_test = mean_squared_error(y_test, test_predict ,squared=False)\n",
|
|
" rmse_train = mean_squared_error(y_train, train_predict ,squared=False)\n",
|
|
"\n",
|
|
" r2_test_list.append(r2_test)\n",
|
|
" r2_train_list.append(r2_train)\n",
|
|
" rmse_test_list.append(rmse_test)\n",
|
|
" rmse_train_list.append(rmse_train)\n",
|
|
" truck_predicts.append(model.predict(tdf)[0])\n",
|
|
" mustang_predicts.append(model.predict(mdf)[0])\n",
|
|
" grom_predicts.append(model.predict(gdf)[0])\n",
|
|
" burb_predicts.append(model.predict(bdf)[0])\n",
|
|
" corolla_predicts.append(model.predict(cdf)[0])\n",
|
|
" v6_s197_05_predicts.append(model.predict(sm5)[0])\n",
|
|
"\n",
|
|
"plt.subplots(figsize=(10,6))\n",
|
|
"plt.title('R-squared over 200 iterations')\n",
|
|
"plt.plot(r2_test_list,label='R2 Test')\n",
|
|
"plt.plot(r2_train_list,label='R2 Train')\n",
|
|
"plt.legend()\n",
|
|
"plt.show();\n",
|
|
"\n",
|
|
"avg = np.mean\n",
|
|
"print(f'''| R2 Test | R2 Train | RMSE Test | RMSE Train |\n",
|
|
"|-----------|----------|-------------|------------|\n",
|
|
"| Min: {min(r2_test_list):.2f} | Min:{min(r2_train_list):.2f} | Min: {min(rmse_test_list):.2f} | Min:{min(rmse_train_list):.2f} |\n",
|
|
"| Avg: {avg(r2_test_list):.2f} | Avg:{avg(r2_train_list):.2f} | Avg: {avg(rmse_test_list):.2f} | Avg:{avg(rmse_train_list):.2f} |\n",
|
|
"| Max: {max(r2_test_list):.2f} | Max:{max(r2_train_list):.2f} | Max: {max(rmse_test_list):.2f} | Max:{max(rmse_train_list):.2f} |\n",
|
|
"''')\n",
|
|
"plt.subplots(figsize=(10,5))\n",
|
|
"plt.title('RMSE over 200 iterations')\n",
|
|
"plt.plot(rmse_test_list,label='RMSE Test')\n",
|
|
"plt.plot(rmse_train_list,label='RMSE Train')\n",
|
|
"plt.legend()\n",
|
|
"plt.show();\n",
|
|
"\n",
|
|
"print(f'f250 turbo diesel Avg: {avg(truck_predicts):.2f}')\n",
|
|
"print(f'2012 Mustang V8 Avg: {avg(mustang_predicts):.2f}')\n",
|
|
"print(f'2022 Honda Grom Avg: {avg(grom_predicts):.2f}')\n",
|
|
"print(f'2011 Chevrolet Suburban Avg: {avg(burb_predicts):.2f}')\n",
|
|
"print(f'2014 Toyota Corolla Avg: {avg(corolla_predicts):.2f}')\n",
|
|
"print(f'2004 Mustang V6 Avg: {avg(v6_s197_05_predicts):.2f}')"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"id": "7fc0e859-e882-44be-a815-19f74b473c18",
|
|
"metadata": {},
|
|
"source": [
|
|
"Predictions are low but relative to each other make sense. For instance they all rank as they should, first the trucks, then the Mustangs, then the Corolla ahead by a decent amount, and then the Grom way out ahead.\n",
|
|
"\n",
|
|
"There is no real signal of technology here, I would like to get some more data into the future to use model_year as a feature, it gave a nice boost to the scores but when given a 2000s vehicle after being trained on 70s data it predicted MPG around 600 or so.\n",
|
|
"\n",
|
|
"Each of these predictions should be scaled up by about 30-40% with the exception of the Grom which should be around like 120MPG at least. But the grom is so far off from anything in the training set that I can't complain too much"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"id": "8759ef99-0bc2-4a80-b83b-d0b909ee3ce4",
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.5"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|