{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Crop Yield Estimation\n",
"\n",
"The science of training machines to learn and produce models for future predictions is widely used, and not for nothing. Agriculture plays a critical role in the global economy. With the continuing expansion of the human population understanding worldwide crop yield is central to addressing food security challenges and reducing the impacts of climate change.\n",
"\n",
"Crop yield prediction is an important agricultural problem. The Agricultural yield primarily depends on weather conditions (rain, temperature, etc), pesticides and accurate information about history of crop yield is an important thing for making decisions related to agricultural risk management and future predictions. \n",
"\n",
"\n",
"Link to [dataset](https://www.kaggle.com/datasets/patelris/crop-yield-prediction-dataset?select=yield_df.csv).\n",
"\n",
"Model trained, and prepared by:\n",
"\n",
"**John Manuel Carado** | **BSCS 3-A**"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dataset Review\n",
"\n",
"In this aspect, we will be reviewing our dataset first, column by column. Even though the dataset has been merged, processed, and cleaned, we will double check to make sure it is ready for training.\n",
"\n",
"We will inspect for any missing values, duplicating values, or any inconsistencies."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Unnamed: 0 \n",
" Area \n",
" Item \n",
" Year \n",
" hg/ha_yield \n",
" average_rain_fall_mm_per_year \n",
" pesticides_tonnes \n",
" avg_temp \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" Albania \n",
" Maize \n",
" 1990 \n",
" 36613 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" Albania \n",
" Potatoes \n",
" 1990 \n",
" 66667 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
" Albania \n",
" Rice, paddy \n",
" 1990 \n",
" 23333 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" Albania \n",
" Sorghum \n",
" 1990 \n",
" 12500 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" Albania \n",
" Soybeans \n",
" 1990 \n",
" 7000 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 5 \n",
" 5 \n",
" Albania \n",
" Wheat \n",
" 1990 \n",
" 30197 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 6 \n",
" 6 \n",
" Albania \n",
" Maize \n",
" 1991 \n",
" 29068 \n",
" 1485.0 \n",
" 121.0 \n",
" 15.36 \n",
" \n",
" \n",
" 7 \n",
" 7 \n",
" Albania \n",
" Potatoes \n",
" 1991 \n",
" 77818 \n",
" 1485.0 \n",
" 121.0 \n",
" 15.36 \n",
" \n",
" \n",
" 8 \n",
" 8 \n",
" Albania \n",
" Rice, paddy \n",
" 1991 \n",
" 28538 \n",
" 1485.0 \n",
" 121.0 \n",
" 15.36 \n",
" \n",
" \n",
" 9 \n",
" 9 \n",
" Albania \n",
" Sorghum \n",
" 1991 \n",
" 6667 \n",
" 1485.0 \n",
" 121.0 \n",
" 15.36 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Unnamed: 0 Area Item Year hg/ha_yield \\\n",
"0 0 Albania Maize 1990 36613 \n",
"1 1 Albania Potatoes 1990 66667 \n",
"2 2 Albania Rice, paddy 1990 23333 \n",
"3 3 Albania Sorghum 1990 12500 \n",
"4 4 Albania Soybeans 1990 7000 \n",
"5 5 Albania Wheat 1990 30197 \n",
"6 6 Albania Maize 1991 29068 \n",
"7 7 Albania Potatoes 1991 77818 \n",
"8 8 Albania Rice, paddy 1991 28538 \n",
"9 9 Albania Sorghum 1991 6667 \n",
"\n",
" average_rain_fall_mm_per_year pesticides_tonnes avg_temp \n",
"0 1485.0 121.0 16.37 \n",
"1 1485.0 121.0 16.37 \n",
"2 1485.0 121.0 16.37 \n",
"3 1485.0 121.0 16.37 \n",
"4 1485.0 121.0 16.37 \n",
"5 1485.0 121.0 16.37 \n",
"6 1485.0 121.0 15.36 \n",
"7 1485.0 121.0 15.36 \n",
"8 1485.0 121.0 15.36 \n",
"9 1485.0 121.0 15.36 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df = pd.read_csv(\"./yield_df.csv\")\n",
"df.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 28242 entries, 0 to 28241\n",
"Data columns (total 8 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 Unnamed: 0 28242 non-null int64 \n",
" 1 Area 28242 non-null object \n",
" 2 Item 28242 non-null object \n",
" 3 Year 28242 non-null int64 \n",
" 4 hg/ha_yield 28242 non-null int64 \n",
" 5 average_rain_fall_mm_per_year 28242 non-null float64\n",
" 6 pesticides_tonnes 28242 non-null float64\n",
" 7 avg_temp 28242 non-null float64\n",
"dtypes: float64(3), int64(3), object(2)\n",
"memory usage: 1.7+ MB\n"
]
}
],
"source": [
"df.info()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Unnamed: 0', 'Area', 'Item', 'Year', 'hg/ha_yield',\n",
" 'average_rain_fall_mm_per_year', 'pesticides_tonnes', 'avg_temp'],\n",
" dtype='object')"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"def check_column(series: pd.core.series.Series) -> None:\n",
" \"\"\" \n",
" Check's the inputted series total of null values, check all the unique values, and the total for each unique value.\n",
" \n",
" Args:\n",
" series (pd.core.series.Series): A series from the column of the dataframe.\n",
" \n",
" Returns:\n",
" None\n",
" \"\"\"\n",
" \n",
" name = series.name\n",
" \n",
" print(f\"Total of null values of {name}: {sum(series.isnull())}\")\n",
" print(f\"Unique values of {name}: {series.unique()}\")\n",
" print(f\"Value counts of {name}: {series.value_counts()}\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total of null values of Area: 0\n",
"Unique values of Area: ['Albania' 'Algeria' 'Angola' 'Argentina' 'Armenia' 'Australia' 'Austria'\n",
" 'Azerbaijan' 'Bahamas' 'Bahrain' 'Bangladesh' 'Belarus' 'Belgium'\n",
" 'Botswana' 'Brazil' 'Bulgaria' 'Burkina Faso' 'Burundi' 'Cameroon'\n",
" 'Canada' 'Central African Republic' 'Chile' 'Colombia' 'Croatia'\n",
" 'Denmark' 'Dominican Republic' 'Ecuador' 'Egypt' 'El Salvador' 'Eritrea'\n",
" 'Estonia' 'Finland' 'France' 'Germany' 'Ghana' 'Greece' 'Guatemala'\n",
" 'Guinea' 'Guyana' 'Haiti' 'Honduras' 'Hungary' 'India' 'Indonesia' 'Iraq'\n",
" 'Ireland' 'Italy' 'Jamaica' 'Japan' 'Kazakhstan' 'Kenya' 'Latvia'\n",
" 'Lebanon' 'Lesotho' 'Libya' 'Lithuania' 'Madagascar' 'Malawi' 'Malaysia'\n",
" 'Mali' 'Mauritania' 'Mauritius' 'Mexico' 'Montenegro' 'Morocco'\n",
" 'Mozambique' 'Namibia' 'Nepal' 'Netherlands' 'New Zealand' 'Nicaragua'\n",
" 'Niger' 'Norway' 'Pakistan' 'Papua New Guinea' 'Peru' 'Poland' 'Portugal'\n",
" 'Qatar' 'Romania' 'Rwanda' 'Saudi Arabia' 'Senegal' 'Slovenia'\n",
" 'South Africa' 'Spain' 'Sri Lanka' 'Sudan' 'Suriname' 'Sweden'\n",
" 'Switzerland' 'Tajikistan' 'Thailand' 'Tunisia' 'Turkey' 'Uganda'\n",
" 'Ukraine' 'United Kingdom' 'Uruguay' 'Zambia' 'Zimbabwe']\n",
"Value counts of Area: Area\n",
"India 4048\n",
"Brazil 2277\n",
"Mexico 1472\n",
"Pakistan 1449\n",
"Australia 966\n",
" ... \n",
"Latvia 42\n",
"Belgium 39\n",
"Bahrain 29\n",
"Sudan 28\n",
"Montenegro 24\n",
"Name: count, Length: 101, dtype: int64\n"
]
}
],
"source": [
"check_column(df['Area'])"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total of null values of Item: 0\n",
"Unique values of Item: ['Maize' 'Potatoes' 'Rice, paddy' 'Sorghum' 'Soybeans' 'Wheat' 'Cassava'\n",
" 'Sweet potatoes' 'Plantains and others' 'Yams']\n",
"Value counts of Item: Item\n",
"Potatoes 4276\n",
"Maize 4121\n",
"Wheat 3857\n",
"Rice, paddy 3388\n",
"Soybeans 3223\n",
"Sorghum 3039\n",
"Sweet potatoes 2890\n",
"Cassava 2045\n",
"Yams 847\n",
"Plantains and others 556\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"check_column(df['Item'])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total of null values of Year: 0\n",
"Unique values of Year: [1990 1991 1992 1993 1994 1995 1996 1997 1998 1999 2000 2001 2002 2004\n",
" 2005 2006 2007 2008 2009 2010 2011 2012 2013]\n",
"Value counts of Year: Year\n",
"2012 1260\n",
"2013 1259\n",
"2011 1245\n",
"2010 1245\n",
"2008 1244\n",
"2006 1243\n",
"2007 1242\n",
"2009 1242\n",
"2005 1235\n",
"2004 1234\n",
"2000 1230\n",
"2001 1229\n",
"2002 1228\n",
"1998 1224\n",
"1997 1224\n",
"1993 1223\n",
"1999 1223\n",
"1996 1222\n",
"1995 1222\n",
"1994 1221\n",
"1992 1219\n",
"1990 1164\n",
"1991 1164\n",
"Name: count, dtype: int64\n"
]
}
],
"source": [
"check_column(df['Year'])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total of null values of average_rain_fall_mm_per_year: 0\n",
"Unique values of average_rain_fall_mm_per_year: [1485. 89. 1010. 591. 562. 534. 1110. 447. 1292. 83. 2666. 618.\n",
" 847. 416. 1761. 608. 748. 1274. 1604. 537. 1342. 1522. 3240. 1113.\n",
" 703. 1410. 2274. 51. 1784. 383. 626. 536. 867. 700. 1187. 652.\n",
" 1996. 1651. 2387. 1440. 1976. 589. 1083. 2702. 216. 1118. 832. 2051.\n",
" 1668. 250. 630. 641. 661. 788. 56. 656. 1513. 1181. 2875. 282.\n",
" 92. 2041. 758. 241. 346. 1032. 285. 1500. 778. 1732. 2280. 151.\n",
" 1414. 494. 3142. 1738. 600. 854. 74. 637. 1212. 59. 686. 1162.\n",
" 495. 636. 1712. 2331. 624. 1537. 691. 1622. 207. 593. 1180. 565.\n",
" 1220. 1300. 1020. 657.]\n",
"Value counts of average_rain_fall_mm_per_year: average_rain_fall_mm_per_year\n",
"1083.0 4048\n",
"1761.0 2277\n",
"758.0 1472\n",
"494.0 1449\n",
"1668.0 966\n",
" ... \n",
"626.0 42\n",
"641.0 42\n",
"847.0 39\n",
"83.0 29\n",
"241.0 24\n",
"Name: count, Length: 100, dtype: int64\n"
]
}
],
"source": [
"check_column(df['average_rain_fall_mm_per_year'])"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"There seems to have no red flags towards our data. We did not check the other data because of its continous nature, hence we can now proceed to training our model."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Training with Various Algorithms"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Unnamed: 0 \n",
" Area \n",
" Item \n",
" Year \n",
" hg/ha_yield \n",
" average_rain_fall_mm_per_year \n",
" pesticides_tonnes \n",
" avg_temp \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" Albania \n",
" Maize \n",
" 1990 \n",
" 36613 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 1 \n",
" 1 \n",
" Albania \n",
" Potatoes \n",
" 1990 \n",
" 66667 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 2 \n",
" 2 \n",
" Albania \n",
" Rice, paddy \n",
" 1990 \n",
" 23333 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 3 \n",
" 3 \n",
" Albania \n",
" Sorghum \n",
" 1990 \n",
" 12500 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
" 4 \n",
" 4 \n",
" Albania \n",
" Soybeans \n",
" 1990 \n",
" 7000 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Unnamed: 0 Area Item Year hg/ha_yield \\\n",
"0 0 Albania Maize 1990 36613 \n",
"1 1 Albania Potatoes 1990 66667 \n",
"2 2 Albania Rice, paddy 1990 23333 \n",
"3 3 Albania Sorghum 1990 12500 \n",
"4 4 Albania Soybeans 1990 7000 \n",
"\n",
" average_rain_fall_mm_per_year pesticides_tonnes avg_temp \n",
"0 1485.0 121.0 16.37 \n",
"1 1485.0 121.0 16.37 \n",
"2 1485.0 121.0 16.37 \n",
"3 1485.0 121.0 16.37 \n",
"4 1485.0 121.0 16.37 "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"df = df.drop(\"Unnamed: 0\", axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['Area', 'Item', 'Year', 'hg/ha_yield', 'average_rain_fall_mm_per_year',\n",
" 'pesticides_tonnes', 'avg_temp'],\n",
" dtype='object')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.columns"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# converting categoricals to numericals\n",
"\n",
"df['Area'] = pd.factorize(df['Area'])[0]\n",
"df['Item'] = pd.factorize(df['Item'])[0]"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [],
"source": [
"X = df.drop(\"hg/ha_yield\", axis=1)\n",
"y = df['hg/ha_yield']"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"( Area Item Year average_rain_fall_mm_per_year pesticides_tonnes \\\n",
" 0 0 0 1990 1485.0 121.00 \n",
" 1 0 1 1990 1485.0 121.00 \n",
" 2 0 2 1990 1485.0 121.00 \n",
" 3 0 3 1990 1485.0 121.00 \n",
" 4 0 4 1990 1485.0 121.00 \n",
" ... ... ... ... ... ... \n",
" 28237 100 2 2013 657.0 2550.07 \n",
" 28238 100 3 2013 657.0 2550.07 \n",
" 28239 100 4 2013 657.0 2550.07 \n",
" 28240 100 7 2013 657.0 2550.07 \n",
" 28241 100 5 2013 657.0 2550.07 \n",
" \n",
" avg_temp \n",
" 0 16.37 \n",
" 1 16.37 \n",
" 2 16.37 \n",
" 3 16.37 \n",
" 4 16.37 \n",
" ... ... \n",
" 28237 19.76 \n",
" 28238 19.76 \n",
" 28239 19.76 \n",
" 28240 19.76 \n",
" 28241 19.76 \n",
" \n",
" [28242 rows x 6 columns],\n",
" (28242, 6))"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"X, X.shape"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0 36613\n",
" 1 66667\n",
" 2 23333\n",
" 3 12500\n",
" 4 7000\n",
" ... \n",
" 28237 22581\n",
" 28238 3066\n",
" 28239 13142\n",
" 28240 22222\n",
" 28241 22888\n",
" Name: hg/ha_yield, Length: 28242, dtype: int64,\n",
" (28242,))"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"y, y.shape"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.model_selection import train_test_split\n",
"from sklearn.preprocessing import StandardScaler\n",
"\n",
"X_train, X_test, y_train, y_test = train_test_split(\n",
" X, y,\n",
" test_size=0.25,\n",
" random_state=42\n",
" )\n",
"\n",
"scaler = StandardScaler()\n",
"X_train_scaled = scaler.fit_transform(X_train)\n",
"X_test_scaled = scaler.transform(X_test)"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"c:\\Users\\admin\\Desktop\\intelligent systems\\CropYieldEstimation\\.venv\\Lib\\site-packages\\xgboost\\core.py:158: UserWarning: [13:54:15] WARNING: C:\\buildkite-agent\\builds\\buildkite-windows-cpu-autoscaling-group-i-08cbc0333d8d4aae1-1\\xgboost\\xgboost-ci-windows\\src\\objective\\regression_obj.cu:227: reg:linear is now deprecated in favor of reg:squarederror.\n",
" warnings.warn(smsg, UserWarning)\n"
]
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"import xgboost as xgb\n",
"from sklearn.ensemble import RandomForestRegressor\n",
"\n",
"lr = LinearRegression().fit(X_train_scaled, y_train)\n",
"xgb_model = xgb.XGBRegressor(objective=\"reg:linear\", random_state=42).fit(X_train_scaled, y_train)\n",
"rf = RandomForestRegressor(n_estimators=100, random_state=0).fit(X_train_scaled, y_train)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Evaluation"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import mean_squared_error, r2_score\n",
"import matplotlib.pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [],
"source": [
"def regression_eval(model_name, model, X_train, X_test, y_train, y_test) -> dict:\n",
" \"\"\" \n",
" Evaluates a regression model by computing MSE and R² scores and plotting actual vs. predicted values.\n",
" \n",
" Args:\n",
" model_name: Name of the algorithm used or model\n",
" model: The scikit-learn model to predict values\n",
" X_train: Feature sets from training\n",
" X_test: Feature sets from testing\n",
" y_train: Labels from training\n",
" y_test: Labels from testing\n",
" \n",
" Returns:\n",
" dict: The performance of the passed down model.\n",
" \"\"\"\n",
" y_train_pred = model.predict(X_train)\n",
" y_test_pred = model.predict(X_test)\n",
" \n",
" train_r2_score = r2_score(y_train, y_train_pred)\n",
" train_mse = mean_squared_error(y_train, y_train_pred)\n",
"\n",
" # Training metrics\n",
" print(f\"Train R²: {train_r2_score}\")\n",
" print(f\"Train MSE: {train_mse}\")\n",
" \n",
" test_r2_score = r2_score(y_test, y_test_pred)\n",
" test_mse = mean_squared_error(y_test, y_test_pred)\n",
"\n",
" # Testing metrics\n",
" print(f\"Test R²: {test_r2_score}\")\n",
" print(f\"Test MSE: {test_mse}\")\n",
" \n",
" figure, ax = plt.subplots(1, 2, figsize=(12,5))\n",
" ax[0].scatter(y_train_pred, y_train, alpha=0.6, color=\"blue\")\n",
" ax[0].set_title(f\"{model_name} Train Plot\")\n",
" ax[0].set_xlabel(\"Predicted\")\n",
" ax[0].set_ylabel(\"Actual\")\n",
" \n",
" ax[1].scatter(y_test_pred, y_test, alpha=0.6, color='red')\n",
" ax[1].set_title(f\"{model_name} Test Plot\")\n",
" ax[1].set_xlabel(\"Predicted\")\n",
" ax[1].set_ylabel(\"Actual\")\n",
" \n",
" plt.suptitle(f\"Actual vs. Predicted Values for {model_name}\", fontsize=14)\n",
" \n",
" plt.tight_layout()\n",
" plt.show()\n",
" \n",
" return {\n",
" \"model_name\": model_name,\n",
" \"train_r2\": train_r2_score,\n",
" \"train_mse\": train_mse,\n",
" \"test_r2\": test_r2_score,\n",
" \"test_mse\": test_mse\n",
" }"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train R²: 0.02805467975459719\n",
"Train MSE: 6985667558.305555\n",
"Test R²: 0.03053277266078236\n",
"Test MSE: 7084178677.272575\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"lr_results = regression_eval(\n",
" \"Linear Regression\",\n",
" lr,\n",
" X_train_scaled,\n",
" X_test_scaled,\n",
" y_train,\n",
" y_test\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train R²: 0.985155463218689\n",
"Train MSE: 106692040.0\n",
"Test R²: 0.9724090099334717\n",
"Test MSE: 201615264.0\n"
]
},
{
"data": {
"image/png": 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Z+X8R1426ZcOGDYsMzGzXA/z/ob5dvttjmmE8YzhjNFIrDCjkTsF3TEchhBCisZApJYQQosFQ4JjIOxBhzwQmDYaQF6DmD2EMk4aaDvyhmuzI5WAw0L3LoTj3NddcExVopvBv/I/nDz/8sM4/ynOFbCEyIygozPHJHrn33nujP3jJJonD8en6xWP+/PlRoejRo0dHfwyTtXHddddZMUnryuZF2ZPFwDPh15trnQYZV7ngRcrTDIh88PFThJ4C+sUafxwyizAD3JylcDxZevx7ofObc/nll0cmESbmkUceWWsfJ554YnX3s2xgYlHkOg033ZLXp2fPntXdGLPRmL9bHw/XOZkRxv8zWO7bZPvt5gImH2Y6+ybLiewv/n/G753fDAXQ49DAAFOKcy50NpFnR1EsPu16pMH/t+Lb5bu9/z+LfxtkxWHQUYD/yiuvrG5SQPaWEEII0Rgs2Sh7FUIIUVGQGcD0N7rlkRGSfDA9KZ5NFZ8m5mZWXfjUph9//DF1Pd3c0owL/nD87LPPai1jahR/fNLJLJnNQVevQkFGFFPA+EMPQ+qrr75azGRIQjt2smYwHphmQ7exUsD/UMbEywXvvJZ2PenchYmZC4X6jWy00UbRH+AYLj4VrS7olscUMbbnO4zD75zOivnC+Ph3gAGCOesd3Pj3EQezCpId9vjNMr0rV/g3gamWNGu9q1qclVZaKbpGdBdM/nvJhUL/bjfbbLPomcywJE8//XT0nRSy4xtZSXQXHDp0aPRbx0TGnGKaLefFNL44ntnGtNjk76OhYEhCfDpxXdeD75PfKV0AMb3rs30czp0OhpjzmFL87jDXc/1/sRBCCJEvMqWEEEIUpD4TWQr8IXfDDTcs9sC0ohbMiy++WJ2JQdYHf+DwByFGRXKf8bpOPuUvk5lB9hEGVDyLhCyRwYMHL7atZ15gLMT/8Hv33XdznmqTC7Sx5/zIeOHB9UmaUtQyIlsm7Q9TzItkPSNq+nhdn2KCOcQf62PHjrVx48Yttp7rGL/2mJMYFfwxS2v6+Pf6+9//Puc/aJnOtM4660QmzqRJkxZbHzci6/qNYC4MGDAg+p0NGTIk1Zjie/DMKKZyHnLIIdF7r8fl8Hv+97//bfXBzYy//e1vdtddd0UZWQcddFDq7zN+3XwqWNpvJRP8m+A877jjjlrXn994fBqeQwYj5ssJJ5yQup5sKJ9yme/vtj7/dvjOLrvsslr/H+Df9Jlnnhm9Pvroo60QYPRxHGorxeulYXoxLRGT0I8Zn5J82GGHRSber3/96+rMo2wZabnAWCCenUWW0vrrrx9lLz3yyCO1tidTjXpUffv2ra6nle/2ZEb5VL44nmkV/z6z/b9YCCGEyBdN3xNCCNEgKMjLH6zZCuNSa4ZMG7KlKLTLH4EjR46M/hju2rWr7b///tEf5PyB99hjj0WFoVkP1NbB1MHQoCYQf8wztcunkmE+kU3DFCn+2CIDinosbJOsWcV7puTcc8890Tj4A5M/vjBQeO2ZKg2FGk5kYzEuplJh1FC7JWmqkNVAZhHTCZnGyB+MTPHCUMBAiUM2C4SGg8UFQ4rvgT/G+V6Y4kS2xYIFC6LvFaPCs0Y4X4wXvg+ugU8B4rfCdE3OFYMyG5hD1Leh8PKee+4ZPXOt+AOaQteYKF7Umfo3HAOzh89hZvGbobA8vxcyP2bPnh1lf1AXiz/6qRnFd0CRb4qzcx5eRwoTiKLPmKYYRHxPmBDU3KHwei7ZW0k6d+4cHZfftxuzXMM4LMPk5TeKMUatIer9MHb+TdRV0ysO/zbYz/HHHx/9W2jTpk2UuUYmFNfQi9E7v/3tb6PjYCxj1PC9cT35t4ERSoYS9aP4Def7u80XDBUKrp9++unR/rkOLVu2tAceeCAqzk0WWbasw1zAfMPcwjzmvJNF0jGlOCem+2Iexqcmk+nG75xrggHLvw3+fbIPrhlF+vl/1eqrrx79NpNQOyxugjGlk+vO90yWW7zgPMfB2KcWGf+mqPHE/yv5vZINxfXi91rf7THNmW7Jb5N1ZBWSOcZvHROK/3c7FP8n+5PfJ/8mMaz4HVCHSwghhKgXBe/nJ4QQoqLo27dv1CL85ptvrnM72sjTSn2VVVap1XZ+2rRpURt02pQvs8wyVeuss07VgQceGLV+jzNmzJiqbt26VS277LLR8ZLt7u++++5oPfugNfzAgQOj9udsl9yW5bS379ixY7S/zp07V/3pT3+q+u6776J90/Y8Tv/+/aPltHPPh9tvv7261Xtau/VPP/206rzzzqv65S9/WdWuXbto7GuttVbVHnvsUTVhwoTFtvd95Yq3b//ggw+ybpvLOf73v/+tGjZsWNUmm2wSfZcrrrhidO0OP/zwqn/84x+LbU9res6Nbfl+Dz744Kq33347ta08v59Mv6PXX3+96rjjjot+Gy1atKhq27Zt1Q477FB166231truqaeeiva90korVV+r+Pn88MMP0fewzTbbVK288srRd9++ffvoel977bVVX331Va39MdZDDz20atVVV61aYYUVqrbbbruq6dOnVw0fPjzaN7/dfLnllluqx/bMM8+kbsN+GSPnwbH32muvqueeey71uJwfy/j+kkydOrWqT58+0Xm2bt26ql+/flUfffRR6vV3xo0bV7XLLrtUrbbaatG1XnvttaNrfemll1YtXLiwXr/bTNQ1DvjnP/9Z/X1yDvz7Zhzff/99re3qugZ18bvf/S763Pnnn59xmxdffDE6v06dOi32+wC+C67reuutF/3O/VrsueeeVaNGjYr+v5c21uSD81t//fWrBgwYEP3uMo3loIMOqlp99dWj74b/r5166qnV30t9t+ffzW9/+9vo3zW/N86Df9cnn3zyYmPh2g8dOjT6d7P00kvX67oLIYQQcZbgP/Wzs4QQQgghhBBCCCGEqB+qKSWEEEIIIYQQQgghio5MKSGEEEIIIYQQQghRdGRKCSGEEEIIIYQQQoiiI1NKCCGEEEIIIYQQQhQdmVJCCCGEEEIIIYQQoujIlBJCCCGEEEIIIYQQRUemlBBCCCGEEEIIIYQoOjKlhBBCCCGEEEIIIUTRkSklhBBCCCGEEEIIIYqOTCkhhBBCCCGEEEIIUXRkSgkhhBBCCCGEEEKIoiNTSgghhBBCCCGEEEIUHZlSQgghhBBCCCGEEKLoyJQSQgghhBBCCCGEEEVHppQQQgghhBBCCCGEKDoypYQQQgghhBBCCCFE0ZEpJYQQQgghhBBCCCGKjkwpIYQQQgghhBBCCFF0ZEoJIYQQQgghhBBCiKIjU0oIIYQQQgghhBBCFB2ZUkIIIYQQQgghhBCi6MiUEkIIIYQQQgghhBBFR6aUEEIIIYQQQgghhCg6MqWEEKJEefTRR22JJZaInovNDjvsED2EEEIIIURhkL4SYnFkSgkhIo488khbbrnl7N///vdi6y6++OLIHHnwwQdrLV+0aJFdddVVtu2229pqq61myyyzjK211lq233772dixY+3HH3+s3vatt96K9hF/rLzyytajRw+7+uqra23bVIwaNcrGjBmTdbujjz56sXNJe7BdqdGxY8daY2zbtq1tt912du+99xZk///73//svPPOaxIjTQghhGhOSHuVrva68847beTIkTlvL30lRP1ZoqqqqqoBnxdClAkff/yxbbjhhpFQmTp1avXy+fPnW9euXW2vvfayv//979XLFy5caHvuuac999xztvvuu9uuu+5qrVq1sg8//NAeeeSRaB9//OMf7ZxzzqkWRp06dbK+fftG+4LPP//cHn744egxZMgQu+SSS6wp2WSTTWz11VfPesOfOXOmvfHGG7Wu0bnnnmu/+c1vIgHirL/++rbVVlvVezw//fSTfffdd5HgXHLJwsQQEE2I2NNPPz16//7779t1111nb775pl177bV24oknRss9ipev+PnPf/5jbdq0seHDh0fiSQghhBDpSHuVnvZy9tlnH3vppZeia5gL0ldCNABMKSGEgL/97W+Y1FVjxoypXrbHHntUrbzyylXvvvturW133333qiWXXLLqnnvuSd3XrFmzqm6//fbq9/Pnz4/2fckll9Ta7qeffqrq1atX1VprrVXV1HTt2rVq++23z/tznCvndvPNN9e53VdffVXV1HTo0KFq7733rrXsgw8+qGrZsmXVL37xi+plXIf6XIuFCxdG12L48OEFGa8QQghRzkh7Na72qi9oJTRTrkhfCVF/NH1PCFHN8ccfb9tss00UOfvkk0/srrvusokTJ9oFF1xga6+9dq1o1aRJk6Lo1AEHHJC6ry222MKOOOKIrMckxXmNNdawpZdeOjWlm0jhsssuG6Wmn3TSSfbZZ58ttt3dd99tPXv2tOWXXz6KtpEO/95779XahijiMcccY+uss060v3bt2tmvfvWr6ggYEa6XX37Zpk+fXp163ZA5/6Sisw/297vf/S5K4+bY8Pbbb0fLunTpEo25devWdvDBBy8WjUurKcWYiCq+8sortuOOO9oKK6wQfTcjRoyo91jXXHNN22ijjaKoY7aI7nHHHRd9X0w32HTTTe2WW26pXs/4ieLB+eefX30dFdETQggh0pH2Kpz2gqefftr22GMPW2WVVSKNtP3229uTTz5Za5svv/zSBg0aFB2fcaHRyDqbPXt2tJ4xPPTQQ5Fe83Gxbb5IXwmRG4v/n0gIUbFwgyPVeLPNNrMBAwbY448/HgkcBEmcBx54IHpGgNRnTjwpyPDFF1/YhAkTIvF19tln19qOGy033l122SUay7x586L051mzZkXiokWLFtXmD4KnV69edtFFF9lHH31kV1xxRbTN888/b6uuumq03YEHHhgJn4EDB0bCAgEwefJkW7BgQfSeugGsW3HFFe0Pf/hD9BnEQUPBfEJIkGL+9ddfR8s4hxkzZthhhx0WCTXEBueGCMJsQkTVxaeffhoJLkTpIYccEqX2n3nmmdatW7corT9fvv/+e3vnnXcicywT33zzTTS+119/3U4++eRoOgCClNoNiNVTTz01Ok/Og+/r17/+dbVo7t69e95jEkIIISoBaa/CaS+mL6KDMMuY5kbpg5tvvtl22mmn6Lr27t072o6pdGgn9MzGG28cmYFPPPGE/d///Z9tvvnm0ViY5vjuu+/a5ZdfHn2GMeaL9JUQOdKALCshRJly9tlnRynCSy21VNVzzz232Ppf//rX0frPPvus1vJvvvkmSi/2x6effrpYCnnaY8CAAVEqufPxxx9XLbPMMlW77bZb1Y8//li9/Oqrr462v+mmm6L33333XVXbtm2rNtlkk+jYzoMPPhhtd+6550bvGUda+npjppDzmmXbbrtt1Q8//FBr+//973+L7WPmzJnR9rfeemv1smnTpkXLeHYYX3K7RYsWVa255ppVBx54YE7p5VxX/45eeOGFqsMOOyza58CBA2sdJ34tRo4cGW0TnxbA9d9qq62qVlxxxaovvvgiWqb0ciGEECJ/pL0apr04l86dO0dTHOPnhebq1KlT1a677lq9bJVVVqk66aSTCj59T/pKiPqh6XtCiMUgDRtI22aqWBKibGlRo9GjR0fRHH/QGSYJaedEyXjcc889USSQCOHgwYOrt6FYJwW+Sa2OF/g+4YQToq4xpFTDs88+G0XdyEYi3dnZe++9o8Khvh2p5RQLZxocWUbFhDEvtdRStZYxnngUjQjdBhtsEEUWPXW8Lrju8Ugp50b0j2KaufCvf/2r+jsiRZyIXL9+/ewvf/lLxs9QEJU0dIqlOkRMTznlFPvqq6+i1HshhBBC1A9pr4YxZ84ce+211+zwww+PdBWZYTzIUt95553tscceixrIAHqLaX4UIy8k0ldC1A9N3xNC1II0Y1KeEUR0HaFW0bBhw2pts9JKK0XP3CyZs++Qpu1Ciu4jaa2GO3fuHKWFO6Qgk7pOCvexxx4bTUFjDj9QcykO4ma99darXp9pO0AYkYoN1AtAEDAm0sK33HLLqKvKUUcdFQmBxoQ07LRUbdLdSSmn/kK8CSrp4tlgyh/XLA4dX1588cWcxtSnT5+oVgX7YKog9Q481T4TXGu+u2QXQD7r64UQQgiRP9JeDQdDCvr3759xGzQWeonry3brrrtuNNWPzoSMi/NsCNJXQtQPZUoJIWrBfHag3gDFt//85z8vloGD6ACEUxxu7ogeHtz0c4UIFhDFaiyI/P373/+OzCAie7RL5oZP7YPGJJ4V5VA/getKPajx48dHkTWil9Qc8CheXSQzr5y4uZUtGst3xHWnbXI2wSSEEEKIxkPaq+G4frrkkkuqs8KSD88yQ39xfa+66qooM43PUNyd698QpK+EqB8ypYQQ1dx77712//3325/+9KcoG4cIGhGyZLFNIl1wxx13FOS4P/zwQ3X0Dzp06BA9U2AzDmnldDDx9Zm282W+3ll//fWjiB0mEKKO/V166aXV65PZR40FxTWJ0HHsgw46KOr4Qrp9WnebUoFrSRQyaZq9+uqr1euLeQ2FEEKIckDaqzC6geMAUw3dpEs+vFA70AmQKYj33XdfdH4EBjEDCz2ubEhfCSFTSggRa4/L/HW6v5DJA0SPEEl0aGFevEPrYoyUv/3tb/bPf/6zQVk78Y4yzL8HhAOC7Morr6y1nxtvvDFKvaZuAdCdhja+1FNYtGhR9XZEuuig4tvRdebbb79dTLyQCh//XMuWLYtiDJHplLw+ROvSUu5LBVLbae08bty4WoKWcRN5pOUyeOfAUjbYhBBCiFJA2qtw2otpeOz/r3/9a7XRFmfhwoXRM1orWSqB8+G6J8eVS0mFhiJ9JYRqSgkhfobaBRR8/Mc//lFrehiRultuuSVKwd5jjz2qaxrcfvvt0fv9998/ar/raePcWCmWSTo4y5NQyJvPuhibMmVKVHRz6623tt122y1aToFI2hTTlphj7LffflH0bdSoUVH7YS/yTcSLegW0JeamTZFIb0tMq+HTTjst2o7UcVKpSdem9e/SSy8dRSbZ9rDDDqslaGi5Sz0ACo8jUmgjXGiIdt52221RTQjGM3PmzOia1dUyuKmhSCpFUWlR/Nxzz0XXl4wv2j8T1fXfBdMVOSfE1S9+8Qtr1apVVOsirWirEEIIUclIexVOe1GT6YYbbojOn6l4jG/ttdeOandOmzYtyqDCiOP8yUgjUx1DDuOHazdr1qxaGVyMCy1DMXjOn+323XdfKzTSV0IER10IUeE8++yzUQvik08+OXX9M888U7XkkktWnXLKKbWW0wqYVra0rV155ZWrll566ao111yzap999qm64447qn744Yc62xKz/XrrrVd1xhlnVH355ZeLHZc2xBtuuGFVixYtqtZYY42ofXG81bEzbty4qs0226xq2WWXrWrVqlXVEUccUfXuu+9Wr//Pf/4Ttf5lXy1btoxaAffp06dq/Pjxtfbz4YcfRi2AV1pppWh8ubYoTrYlBl6zjHVJOIdjjjmmavXVV4/a/dK++NVXX43aCffv3796u2nTpkX74NlhTLRPTsLncmldzDacYzaSLYvho48+qh43baO7detW65ydGTNmVPXs2TPaRu2LhRBCiMWR9iq89oLnn3++6oADDqhq3bp1NDZ0zyGHHFI1ZcqUaP2iRYuic990002jYzI2Xo8aNarWfr766quqww8/vGrVVVeNjpNNY0lfCVF/luA/TW2MCSGEEEIIIYQQQojKQjWlhBBCCCGEEEIIIUTRkSklhBBCCCGEEEIIIYqOTCkhhBBCCCGEEEIIUXRkSgkhhBBCCCGEEEKIoiNTSgghhBBCCCGEEEIUHZlSQgghhBBCCCGEEKLoLF38Q1YuP/30k73//vu20kor2RJLLNHUwxFCCCEqlqqqKvvyyy9trbXWsiWXVIyuXJDWEkIIIZqX1pIpVUQQSeuuu25TD0MIIYQQP/POO+/YOuus09TDEAVCWksIIYRoXlpLplQRIWrnX8rKK6/c1MMRQgghKpYvvvgiMi/83izKA2ktIYQQonlpLZlSRcTTyBFJEkpCCCFE01PuU7zOO+88O//882st69Kli7366qvR62+//dZOP/10u+uuu2zRokW2++6726hRo2yNNdao3n7BggU2YMAAmzZtmq244orWv39/u+iii2zppWtk5KOPPmqDBw+2l19+ORKgw4YNs6OPPrrWca+55hq75JJL7MMPP7RNN93UrrrqKuvdu3f1+lzGkg1pLSGEEKJ5aS0VURBCCCGEKGO6du1qH3zwQfXjiSeeqF532mmn2QMPPGB33323TZ8+PZr+dsABB1Sv//HHH23vvfe27777zmbMmGG33HKLjRkzxs4999zqbebPnx9ts+OOO9qcOXNs0KBBdvzxx9ukSZOqtxk3blxkWg0fPtxmz54dmVKYTh9//HHOYxFCCCFE+bFEFdWnRNHS11ZZZRX7/PPPFb0TQgghmpBKuSeTKXXfffdFZlESzr1NmzZ255132kEHHRQtI4Nqo402spkzZ9qWW25pEyZMsH322ScyiDxjafTo0XbmmWfawoULbZllloleP/TQQ/bSSy9V7/uwww6zzz77zCZOnBi979Onj/Xq1cuuvvrq6oLkZFQNHDjQzjrrrJzGkguV8r0KIYQQpU6u92RlSgkhhBBClDGvvfZa1PlmvfXWsyOOOCKajgfPPfecff/997bLLrtUb7vhhhta+/btIyMIeO7WrVutKXRkOCE0marn28T34dv4Psiy4ljxbejCw3vfJpexpME0P8YSfwghhBCi+SBTSgghhBCiTCFDiel2ZCxde+210VS77bbbLmrRTG0nMp1WXXXVWp/BgGId8Jys6eTvs22DQfTNN9/Yf/7zn2gaYNo28X1kG0sa1LYiCusPdd4TQgghmhcqdC6EEEIIUabsueee1a+7d+8emVQdOnSw8ePH2/LLL2/NnbPPPjuqVZXs9COEEEKI5oEypYQQQgghKgQykX7xi1/Y66+/bmuuuWY0tY7aT3E++uijaB3wzPvkel9X1zbUj8D4Wn311W2ppZZK3Sa+j2xjSWPZZZet7rSnjntCCCFE80OmlBBCCCFEhfDVV1/ZG2+8Ye3atbOePXtaixYtbMqUKdXr582bF9Wc2mqrraL3PM+dO7dWl7zJkydH5s/GG29cvU18H76N74NpeRwrvg2Fznnv2+QyFiGEEEKUH5q+J4QQQghRpgwZMsT23XffaMoeHfSGDx8eZS317ds3qsF03HHHRdPfWrVqFRlNdMPDBPJud7vttltkPvXr189GjBgR1XcaNmyYnXTSSVGWEpx44olRV72hQ4fasccea1OnTo2mB9KRz+EY/fv3ty222MJ69+5tI0eOtK+//tqOOeaYaH0uYxFCCCFE+SFTSgghhBCiTHn33XcjA+qTTz6xNm3a2LbbbmtPPfVU9Bouv/zyqBPegQceGHWyo2veqFGjqj+PgfXggw/agAEDIoOoZcuWkbn0xz/+sXqbTp06RQbUaaedZldccYWts846dsMNN0T7cg499FBbuHChnXvuuZGx1aNHj6j4erz4ebaxCCGEEKL8WKKqqqqqqQdRKVB8k0jg559/rpoHQgghRBZ++sns9dfNPv+cTBqzDTYwW7JAhQd0Ty5P9L0KIYSoOFHTzO/JypQSQgghRMnx/PNmt9xi9n//Z/btt2bLLWe20UZm/fubbbZZU49OCCGEECJHJGrqpEmtufPOO8+WWGKJWo8NN9ywev23334b1Sxo3bq1rbjiilE6d7JzCwUw9957b1thhRWsbdu2dsYZZ9gPP/xQa5tHH33UNt9886j2wQYbbGBjxoxZbCzXXHONdezY0ZZbbrmoXfIzzzxTa30uYxFCCCFEYbQbs8Oee86sVSuzzp3DM+9ZznohhBBCiJJHoiYrTZ4v1rVrV/vggw+qH0888UT1OmoTPPDAA3b33Xfb9OnTowKdBxxwQPX6H3/8MTKkaCE8Y8YMu+WWWyLDiXoFzvz586NtdtxxR5szZ44NGjTIjj/+eJs0aVL1NuPGjYsKa1L8c/bs2bbppptGdQzinWayjUUIIYQQhcluJ5j4n/+EICLZ3kstFZ55z/Jbbw3bCSGEEEKULBI1pV9Tikyp++67LzKLkjDvkCKcd955px100EHRsldffdU22mgjmzlzZtSJZcKECbbPPvtEBpEXyhw9erSdeeaZUTFNWhDzmuKbL730UvW+DzvsMPvss8+iAptAZlSvXr2izjHepnjdddeNur6cddZZOY0lF1TnQAghhKibf//bbOBAs9VWM0OhfPed2TLLhPILSyzBvdTsv/81u+oqs1/8ov7H0T25PNH3KoQQouREDZlRafekQomaZn5PbvJMqddee83WWmstW2+99eyII46IpuPBc889Z99//73tsssu1dsyta99+/aREQQ8d+vWrVbnFjKcOPmXX365epv4Pnwb3wdZVhwrvg2dX3jv2+QyljToHMNY4g8hhBBCZIb6nwQOiSXNmGH21FPhmdsty1dYIZRjYDshhBBCiJIFsYJoadkyfX0xRM1PPwVzbNas8FyCWVlNWuicDCWm23Xp0iWaunf++efbdtttF2U10S6YTKdVV1211mcwoFgHPMcNKV/v6+raBoPom2++sU8//TSaBpi2DdlQvo9sY0njoosuis5JCCGEELnx3ntm77wTsqQIqqHXKBW5cKHZV1+ZdekS6oOSOSWEEEIIUbIgVhAtX3+dnin1v/81rqhpJgXWm9SU2nPPPatfd+/ePTKpOnToYOPHj7fll1/emjtnn312VKvKwQhjWqAQQgghFofg3bRpZi1aUDcyTNsDnln22Wdmc+eaHXxw6KQshBBCCFGyIFYwgShqzjN1CByib+++a7bFFo0jarzAOmnm66wTsrUwxxjL22+bUYe7RIypJp++F4dMpF/84hf2+uuv25prrhlNraP2Uxw63rEOeE52wPP32bZhTiPG1+qrr25LLbVU6jbxfWQbSxp0++M48YcQQghRKeSbMf7669RsNOvWzYzYFLfd778Puo1sKYwq3u+wA1Pti3UWQgghhBD1ALFCVtLqq4dsJcr5IGh45j3Ljzqq8KKmmRVYLylJ99VXX9kbb7xh7dq1s549e1qLFi1sypQp1evnzZsX1Zzaaqutovc8z507t1aXvMmTJ0fmz8Ybb1y9TXwfvo3vg2l5HCu+DYXOee/b5DIWIYQQQtQO0JEsTH3PIUPCM+/r6nzspRcI6G2+edBqixaF5Ty3bWtGwvHaaxfzTIQQQggh6gnZSGQl9ewZipoTgeOZDKnGylZ6/fVgeiGo4tlZwHuWv/JK2K7Sp+8NGTLE9t1332jKHh30hg8fHmUt9e3bN6rSftxxx0XT31q1ahUZTXTDwwTybne77bZbZD7169fPRowYEdV3GjZsmJ100klRlhKceOKJUVe9oUOH2rHHHmtTp06NpgfSkc/hGP3797ctttjCevfubSNHjrSvv/7ajjnmmGh9LmMRQgghygmCZ2gVDCFKHZBZnmsgr74Z4/HSCxhSrVuHYKJ34INPP1U9KSGEEEI0IxA9m25af2HVGAXW33+/ZLrGNKkp9e6770YG1CeffGJt2rSxbbfd1p566qnoNVx++eVRJ7wDDzww6mRH17xRo0ZVfx4D68EHH7QBAwZEBlHLli0jc+mPKOGf6dSpU2RAnXbaaXbFFVfYOuusYzfccEO0L+fQQw+1hQsX2rnnnhsZWz169LCJEyfWKn6ebSxCCCFEudCQuphkpY8caTZ/fihKvtJKISjnGePsk4xxtFlSi6WVXnADiil8fLaxSi8IIYQQoplEv5ojnNsvflEZBdbzZImqKmSeKAYUOifr6vPPP1d9KSGEECVJpiwnanGSvVRXpjmfxZAiGRlDCb1D41o0GJ8FMp/IWr/qqnRtljw+wTy0Uy7Hzwfdk8sTfa9CCNEMaCZd4Zq14Td4cOYC6x7lu/TSRjUCc70nl7EVKYQQQohi1cV0M+mFF4K+WW21MOXuww/NZs40e+utoIMwmdCfmTLGm6L0ghBCCCGKhAsGDJNWrcw6dw7PvGd5XcUn8+2gUqks2UQF1pvj9D0hhBBClA751MWMZznFzSyWf/JJyG7iQYFyOubNmBHKF1CkPFvGeLFLLwghhBCiCaJfLjZymePfHLOrmnKK4mY/R/n8miHCuGZE+TCkSuiayZQSQgghRIPqYsbNLGpI0WuE6XZozRYtQrYVAboPPgif32OP7HWhill6QQghhBAlHP2qbweVpqQUTLTNmkeUT6aUEEIIIbLWxWTq3UcfhcwnptMR/HNNk2Zmsb3rTZ7ZXlUshRBCiAqmPtGvhmRXNRWlZKItWfpRvhL51oQQQgjR1Hj3O7Kc4gYSmorpd08+GdZRF5P6mV72IW5moSMxrmiku/zyZj/+aPbdd2E7Shj06hX2R9BOCCGEEBVEXDCkkdYVLp/squZeoDMfyqi+ljKlhBBCCFGrLiZBPNd/33xj9uyzoTYmeopSBJhN8WAfwUl0Fsswnpiqx7YrrhjqSWFUUcP0l7+sXV5BCCGEEBUY/crUFY7IF0IjPse/vtlVTTVlrb5TFJvb1MACIlNKCCGEEKl1MdFML78cApcdOgTthOkE8Yx5MqfczHrnnbAeMwr9x2epM9WtW3j/1VfZC50LIYQQokKiX5hKiAUMqbSucHXVFsB8euON0GHlxReDiJk7t2kNm/oW6GyOUwMLhEwpIYQQohnSmEFAr4s5ebLZ8OFmrVuHrnnxgF8y2Odm1pgxZvfdF/QhZhT60s2sTEFQIYQQQlQI+XaFy5RdhfiYMyekcrNs6FCzESOC+CClu6kMm7pMtExTFHOlOdbXygGZUkIIIUQzoxhZ22gZptzRSa9du8Uz0NOCfW5m7bij2ciRISsKLYkmRDNmCoIKIYQQooLIpytcWnYV7XyffjoUrUSoeBr3/PnhedttawyhYhs29Zmi2FRTA5tymmMMmVJCCCFEM6KYWdvJYB9aCnMJDbjMMmGbZLAPLbP//mG6nxtnaMe6gqBCCCGEqDDy6QqXrC1AsUvqBCBOVl01iAzEydJLh+VM5Vt//RqDpVC1nBprimJTTA0sobpUMqWEEEKIZkKxs7bjwT666b32mtlnn4VC5jSSwaTaYYf0YF8+QVAhhBBCiDpxYXHzzWbPPGPWtm0QQC6GvPscmVOkamPOYAgVqpZTPplGuUxRrE+W0ioFmhpYYnWpZEoJIYQQzYRiNHRJC/a98ILZ9OnhPaUaWrQw+/LLoKfQWaxP0y75BEGFEEIIIeoEYUE2FFExWvzGxRDreLAMgYJBU6haTvXJNKorOlffLKUNCjA1sATrUileKYQQQjQTcsnaZn0hg4BoEmpKoZcIPn7zTciMZ9n224esKbSLByiFEEIIIRqNNdcM0bFFi2ovp64AD6bxYaYgipKGzcYbF6bTimcaYQ5RgLNz5/DMe5azPh6d69UrPLshlctn64oWMgUQ84iaCggxnnmfy9TAfCKcRUKZUkIIIUQzoa6sbfTWhx8Gjfbf/waTqBABLjQJnfS22y4cw+tJMRa0C0ZVMUo0CCGEEELYzjubrbuu2RtvhC57cWMFcUQqN+KETCoMm0LUcipUplEhspQ2y7N7YbYIZ7JgaGNEOLMgU0oIIYRoJmTK2kbb/PvfQXOhMS691GzChMLUqoxrF0o0JGmMEg1CCCGEEKkwfW/oULPTTw8CZLXVgglFVO7TT0PUDIOGIphE6wrdaaUhtRQKVYdhswYU7oxHODGiEJBeMJRri7Ajc6tQ0xxzQKaUEEII0UxIa+jCdDqa0BDkItCG7iJwmFarsr41NdEsTzwR9AuaD91Es5tNNgk6sJAlGoQQQggh6qRv3/A8YoTZO+8EU4UpfQibM84wO/TQxuu00pAOeIXsnrdkPQt3eoSTYqGYeAg7xsOD+gy0TP7xx5BxViRkSgkhhBAZqI+J09gkuyLzwCxq396sS5eQnQ7JLHCKkdenpiaa5OOPzT76KHTcI5CGVuGaEICkttReexWmRIMQQgghRM7G1MEHm02ZEgQJtaaY2ke2DzRWTYGGdMArVPe8hoCQ7dfP7IEHQr0H2isj8DCkGBdZUnS1uf32IBCLIHxlSgkhhBAp5NMYpdjmlWdtT55sNnx4MKIwhzCQFi4MJQHQOp4Ffv/9NSUMvPMvU/HIfpozx2zQILP99ksvfXDbbUHf8ZqMKTKjeI8xhXZ5772QndXUZp0QQgghKgwEye67F/eYDemAx7INNzR78slQFwtRtfLKYR+5ds8rBJhObduG64cRxoPXLKPwOkKyiAVDZUoJIYQQCbwxStzEwYBJmxJX366+9SFpfjGFzk2ip56qXRKAdeuvH6b33XVX7ZqaXoOKrG2MrFNPNZs2zezoo2uPmWOhSTyj3I0pgmmYUNQQZRnmGAFLGVNCCCGEqLhaCoikXAqqk7ZO9HDBArPXXqup37TuukFoFqoYezYQkhhP224bopTJLjaIySIWDJUpJYQQQtSzMQraIs28osbTyy+H7Og11ggGEXU4G5JBlWZ+kamOsUQDGjKXvCQAWoIxsY6sbDQSescNqdmzg1nFtpha6CiCdmikuOGGFmEfnBPnQLkGdIt3YeY9WubVV9V9TwghhBBlXE8hOYZhw0I6ea4d8OIRz803D+KM9sbvvhuMql13NRsypPARzTR8GiECEIHXFNMIY8iUEkIIIerRGIVMozTzCtOGjCUMq5kzg+lD4XFMoT596pdBlSlzi7ESqMOQio8XswgdgUZiWzKaeCYznHFjSKFBPFscGB/7j3ciZh+UGcCEYh/eIZhzRJsB25Ftpe57QgghhCg4xUxJz3cMRB+ZCpfNLEuLeFIM1EXVO++EKCICrNSnIDYCMqWEEEKIejRGeemlxc0rz0LCpCFbCQ1ChhWv0RvsNzn9ryGZW2uvbfbii+E9QTam7WEi8UDjsA2GGPoCE4t9YZhxbr4fn+7nWdsYaUzHI2CHFqF4+rx5ISOKa4MBhunlx+A9hdCpLdWrV4MvvxBCCCFEfvUUGjOTKpcxZBNAaRFPb2UMmFysL1baeUOmIDYCMqWEEEKIejRGgbh5Fc9C8iwijBvMHrb3ek+YR/FspIZkblHbyWtUMhY/LtsRuMPEYhnmlWsMxoDucDhPsqDI/vIaUxRPnzAh6JVTTgkF0THVGC/nwj7jZhaPRx9NL5YuhBBCCNFo9RS8K0t9M6kQNPEOfjvuaPbWW8HgQkyNGVN7DAg+jomoQhwxxmyiLteI5+efF2+qYrydc65TEBsJmVJCCCFEPTKaN9mktnn1xRfBeGK6HllF3rEOY4p9oENYT7Z2XQ1NXItgELE9x0MnsF/WeQ1K4NgYUmQsoVdcK/HAXCKLikynQw8NmgPtBF6onM/zGZ4ZM+YSBlXr1rUDgCedFEonoNuYysdnyZbiHDl3jlHMAJ8QQgghypxc6inQ5YXUdQyfbJ1p0hg71mzEiCCQEEfsF4FDS2OKgZIOzrpkpxiPNMK995rtsIPZ/vs3POL53ntmd9xRY7Ah/hgL6eu9exfeoPJ2zk1cr0umlBBCCFGPjGbMl7h5hTGEPkE/oGGAqXNoG/CMJkwqnwqXqWTB008HDeQNUdBJFDP3Dr4cG+MIs8o1EUYUx3Bjis+gmT76yGyvvcw6dAjBvvvuC3U12RfnQmYXGgkdwvbsn8wqHh6EPOyw0MEYowvzDXOM86RhDJ2DyT53PSOEEEIIkUo+WUDZsosQWYglxAyGTV2dadKOgSF1+ulBbGFAAfUIEDssoxAoAhBxREcXhNWbb9Z0imEdyxBVI0cGoZXJAMsl4tm+fRBq7A/xyXE4h1mzzB56KAiu+hYnrQuuTRNHFGVKCSGEEPXMaI6bV14UHH2C5sIgimc1+XQ3DKu0hiZesoCMcab4oUXISuJzbjKhkXjPM9qE7bxQeTyj3JfxjF475BCzc84xu/zykJWOdmIfdAakIDsZUmgu9B379TF7UXfWUX8TzcI+k52DMaqK2KRFCCGEEOVesDxbdhFRN8+QqqszTVoaN2KKDCnE0Fprhe3ZH8+kjCPCyMBCNBHFYzsEE0KOSByizLu+sD3r6zLAskU8W7cOAgtDimvCM8fj/IgAcg3++9/Q3jnf4qTNAJlSQgghRD0zmuPmFboHPYG+QJ+ga7z2lBcax9hhX9TDjDc08bIJ6CGm7WHyoJd4YP6ge9gHJpWbQATtPDOJbCzMLs+aisOyiRNDAXbqQ22/vdmgQWbTpoWMLAKCjJcMKQwpAo7JEgforxJq0iKEEEKIcixYnk92EVPdSNtGbJHhFI+WJes0JaGGFFE7MqTYHqHFA9MJoee1GBgj23AsBB6vOZYbUogvTCtMpbpqM2SLeG6/vdm114ZrA0wRxJDyQujA8THQPvggv+KkzQCZUkIIIUQDMprj5tUzzwStQQYTuguDCV2DrkDzYCqRjXTkkbV1BJ+dOjVkSWESxUkaTegj9oNWYt/e5Y/9s08vdh6H7dFeZ50VNB4Z5kzHo5MxtUHRUkzXSwYavcQBGqyEmrQIIYQQotwKlidNlmzZRV5s88knw/aexYRwQ5i4iElL46aoOdlO7MPH6GnufmzekzHF/hB2mFsIO9aRGu/HBCKFHDNbHYNMEc/nnquZquhFSuPTFr0GBGOuKwOsmSJTSgghhCiQecWja9eaulALFgTN4VP3eGAmYQTxGQ8Kjh8f9ExaplPaschs8vpV7M+XpxlScQjoUZuKbdFXc+YEDYX2wZSKk8yA4jMl0qRFCCGEEOVUsDyTyZIpu4j6S7xGnJC1xBQ3b3GMMOJzvM6Uxk2XPdLMidphdLEfF1IYTjzznnUIJfaBqYaQYjkiiSgjxhrjYR0PsqbyiXh6ja233w779mKinEvclIq3PK4rA6yZIlNKCCGEKCDooG7dQmb4zJlm//xn0BnoJ2o4EeiKZ6uzLY1WvHZUNry+lJdaIGjnAb5c4DjoOvAMdfQNGVobb1x3BlSJNGkRQgghRHMhW8HybCZLUnxg/DDVjcgfhb+ZGkh2EftHmFB7icggtRIypXHvvLPZuuuGSB3mEmYPj3hqO4YT0+UQXmRMefcalmNcsT3kIt6y1dj65puQ0j5/fohuYkAh2Die14CgzgLnh2Ars0KeMqWEEEKIAuIag6Dfyy8Hg4cgIOYPGiOZrb7bbqE8Qa6aBh1EEI1nAn3oOC9tkC+emc4DDYfB1alT3RlQJdCkRQghhBDNhWwFy+uaZpcmPqi3RHo54or9bb55WEbadzw1/eijM6dxs37o0NB9DyFFnQLMLgQR2UoYTptsEl4TpWMdx2OsbrAhojge54WxRi0EiqNjGmWL2qXV2FphhdBpj8ilF0/32lveiQbKsJCnTCkhhBCiQMQ1htfaRC95Njm6ieyjeLY62VPom1xB/3ixc4wtDCm0nGd71xefrrf33mannaYMKCGEEEIUgGwFy+Mmi09nqysdm3WYRz5dDwNpyy2DGeRROzrHJOsSJOnbNzzThY8sJa8xhQFF1I+xEbGLFyJn7BQ9xwDDoMLcIoMJE4nltDfm+HV1FsxUY6tDh2BMkeXloo7js3+24zwRfmVYyFOmlBBCCFEAkhrDSw+gUwhwoV9eey0E0tAfnq3Oc7LEQq7H8wwpdBQaikynhoD+uususyuuKCutI4QQQoimIlvBcjdZXnihZjob0bpMxg7mD/tCVCULnNPmmKgdwiuX6W0YUwcfHGouUPwcMwoDavr0mvdM9eMcHn00GGsYYBwDEeYtkh97LIyXc0P41dVZsK4aW23amG23Xbguv/pVyLyi2x4CDyOuTAt5ypQSQgghCkBSY6BT4iUByMBGUxDgQzuhV1jntSx5nysE4Sh3gBmFBsL8Qh8VAvZDIfbjjivM/oQQQghR4WQqWO4mCySns6UZO6SkjxlTI6AocI4I4nOZCpxny75CrO2+e3jN/mlVHDfGJkwIxpgbaz51kGMzRlovA/Wt3Airq7NgthpbLVsGobfDDmF6YQUU8pQpJYQQQhSApMZAj2A+oZN49m6+BNTQS088EYJeL74YnvOBfXkNKQwwtAuarBCwX+psUp6hzDWQEEIIIYpFpm4pMHjw4tPZksYOnWEwtT75xKx371B/ic+QdeXp4skC5/Fi4nVlX2Wq85Q0xpLGGuILUcYxyXLKpbNgPjW2lqyMQp4ypYQQQogCkNQYaBF0BIE7pu6ROYW2QOu4EUXpAu8+nKupxH6ZZsexAJPLa3qC191sCEzfu//+UPezLv0mhBBCiDIil5pODSHNZCEKlmk6W9zYYYod22EWMUbSxTGaEF4IKabsxQuc52IyubDJVOcJs4sOfPPmhXpRZ54Zpvwh7BB7GGM33xym7GGKMSYEnxcWTessmE+NrQpBppQQQghRANI0BmUSKG6OlqEEAtrkrbeCaYTOQQMxDQ/9kquZxH4JxrEvygxgerHMNQ2aDMMLs6q+EKSjVAOZ6GSnZyqLIIQQQogyIZ+sokKSbTqbGzvUeMI04oFQIbJHtxjvgIeYonAnBc4zmUyZptWl1Xnis97VD7GFmJs82axdu3As71LzxhthOz7HNUOIeY0rtkt2Fsy1xtaSlZOiLlNKCCGEKACZNAZ6BG2Chtltt1BInEAadaZoqkJQjwAfn/csqLpAZ/Fge3QPOon98ZrlZFw1JFOK8TBujK25c4MBhj6iMQ36Ll4WQQghhBBlQD5ZRYUm1+lsdKHDnMIkQoiwPc8ILT7He6b2EfWrq5h42rS6pDHGdZg9OyxDGCG0EFeMhYggYguhxLhYznrEnJt51GmgGyAp59SGSmY9ZauxtVllRQBlSgkhRBlkQ4vSIJPG8PIG6JaxY4Me4vvHgPLfAZqK9dlMKUCPoZvQQGglPouRhEGFHsplH2mwL8wtxsRrjjNtWjDQ4N57g7baf//67V8IIYQQJUa+WUWFJtfpbJhOCGnEkosVxo7wcUGUb/aVT6uLG2OYWmQ+8XmWf/xxOCZii/Txjz4Kn8HYYmxeU4FtMKvYB2YU15MxHXlk+nXLVGNrycr7A0GmlBBClGk2tGi4iUh5AIwZMp3QF7lohbo0BhoHHYVu8ULlXlPKM6Z8eV3wO0JLsa9OnYK2ItCHbqIJTL6F0xmbG0+8ZnxM/3PTDF2K3iMASUmFDh302xVCCCHKgnyzigpNLtPZMHYuuSRsy7Q9b23sUTSEEWNl+h4ZSpmyrxA2tBkmVZ1IHjUV2Ha99WqMMWpIefQPMYSo4nMcL57S7stZxj4YL+PwqYWkyGNiYXLVde6/KP9C5tmQKSWEEGWaDS0aZiLSwGXBglDzCV2z7rqhxlJdZiKGEsbTSy+F95tsUtvIQifx/aOH3HxC77B/tE4uhhSgv7be2ux3vwvjuuCCYFKBG0m5Fk7HCOP4cZPMDSl0FrqK/fFAV6HhGjNgKoQQQogikm9WUWOQbTobY8OgQoggXLydsdczYIxef8CjgcnsK68RRaYTphP7GTTIrH37IPB4IM6pHYXhhPHFdl47CmFEhA6B5RE8BxFHfSu2RezRKRCBRr2pxrxuZYJMKSGEKNNsaFF/E5HAGeUA0B3oIIwpaiqhNTKZiXyWIN6TTwbTyb/rbbYxO+OM8B7zyANqaBR+I2gctBXLM5lS/tvx4Bz66corzTbcMLxnPBx74sQwVnQZvym0UzY4Jtu5FmUsnDfHIlPdl2OmEaxE5zVmwFQIIYQQRSTXmk7xYt2NQV2p5nS545lMKIQ19aUQL25KYTBhNiGQ/DPx7CvEDM8INBddpMEjeOIC75BDzO64I2zL/uP1EHjvwsqnDjou5L3gJxlSXnOqsa9bGSBTSgghyjQbWtTPRMSM8kAYU/YAfUGwjKAY65NmIobU4MFmL74YlqFF0DEEyyZNCgE/ssHRUdSXIkv8hRdCIxlMpGy1pDxrCTCc9tyz9m+GsVCQnGOwrQf1cqlRxXqCjQQfPZPPg4Cchze1QVdxTLahxqcCf0IIIUQZkGtNp2Sx7sYg03Q2jB3EGOIZUeLT67wgJ/UWSO3GVHJx5tlXY8aY3Xdf2Aaxh5BCNLE/YF8IPwTegw/m1nmG/ZA67unpjIPXjA3DDHPv1VeLd92aOTKlhBCijLOhRf4mIoEzgmXx7w1twnt0C0G4uJmIFqLOElP22I5sIgeNwmfY75tvhil3vs1OO4V11Gl67LHsHfPcmOKYxxxTO7uOsaB9unYNRhemEpnkmfRUXGt5LSt0FJrMdRW/T54xzRgvx+WZIKMCf0IIIUSZkEtNJ6bQNVVav7cdJlKI4OnRIzwjohgjIgbxQieW/far/VmMKcwnDDfOi+l0bmY5vEeMUzDziSfMVlyxdkeaTGKKTCjv/EfUEbhuRAgRZU193ZoRMqWEEKLMs6FFfiaiN1BJmomYN659CI6xPRlSGFL33x++Z7Yhe9y/ezez2Bbt5NPieE92EloGHRM3pOoKznXvHvTWjTcG84yAIPug/hU1O73UAoZUXVP32AY4LvqJ7C0CiAcfHLKuHn7YbObMUA6BwCO/Xx9XMQOmQgghhCgC2Wo6NVUB1Hi3IAQTU+1I16ZoZ5cuNUXLMZyGDEk3gEhbR/ggnIgQxrv0Ae8RcZhM7A8RhwmGwCIyl0mYeVTP6y/w3lPlm/q6NTNkSgkhRAVkQ4vsuJGEcYSu8MYuDu9Zznq2e++9oJPmzw/rvYOedyYmQOZ1MHnPM/U10S0+FdBLIMSpK1v85ZfDtD/nwguDYbT22mE/PNg/WelkYKUZU/HfIa/RXOg0tt1552BQrblm+H16gX7OuVQCpkIIIYQock2nUugWRKQMgTN3bljHe0TJdtvVbQARsUPIsB9EFgIsninlAg8DCjwq6V1e3JTyQqAO0UUeCCQ+zz55vfvuoYC6hFLO6EoJIUQjZ0Nzv/Taitz3eOa9/rgvTRMRwwgdRtDM8TIBmDfoNLabNi3oG6a1kU0Ur/mERiHIyAPziiAdATh01Guv1dRwQt9km7YXJ7mtZ11xDDQUwUKOhfbCqIqbaklDim0wxTCgGHM8a88Dpj17hn2iT3nGRFXHyObNxRdfbEsssYQNQjD/zLfffmsnnXSStW7d2lZccUU78MAD7aOEW7pgwQLbe++9bYUVVrC2bdvaGWecYT8kfpCPPvqobb755rbsssvaBhtsYGOo45HgmmuusY4dO9pyyy1nffr0sWeeeabW+lzGIoQQopFrOhGh4rkpp+zFuwURgUO0MMVur71CLQUypa64wuzSSzMLEyLDRPAQMnPmBJFEnQNEmYPAQwAhABF0mEsIKL/HIbY81T0Nn+LHNgiyv/7VbNy4Rrgo5Yv+FBJCiEZEf9w3PxORIBxaBO3DlDaCXugUjBuvjUnZAsoFELjDqGKZd9HzLsU8yJqKN2fxGk1oLDQR2qgQYEwxNprScDwPBlJ+IZmh50FCYOydOwcNtfHGtbP2+G1edpnZVVcFfcVzXbpPlD6zZs2y6667zrozDzTGaaedZg888IDdfffdNn36dHv//fftgAMOqF7/448/RobUd999ZzNmzLBbbrklMpzO5X9iPzN//vxomx133NHmzJkTmV7HH3+8TaLS/8+MGzfOBg8ebMOHD7fZs2fbpptuarvvvrt9/PHHOY9FCCFEhXULcqFDIXKeETaIF1LCPZspjbFjQ52DBx6o6SrjAo0pgIg7hB5mEsEP9o+IomsNsD3reGTDxR4CkhoPtETOJ+pY4SxRVZWtL48oFF988YWtssoq9vnnn9vKaQVmhBBlC/eqUsmGFrmVL6BO04IFQceQRUSW+JZbhuw2dAalC9BEmFd8t08+GXRO2l012X3RKeQdGIOJwOa8eUFrEeyjVifjwwiNBwUxsNZYI5RkIEBI1l6lmaSVdk/+6quvoiymUaNG2QUXXGA9evSwkSNHRuffpk0bu/POO+2ggw6Ktn311Vdto402spkzZ9qWW25pEyZMsH322ScyiNbgh2Nmo0ePtjPPPNMWLlxoyyyzTPT6oYcespeo+P8zhx12mH322Wc2ceLE6D2ZUb169bKrr746ev/TTz/ZuuuuawMHDrSzzjorp7Fko9K+VyGEKEtmzQpCi+gaxcm97gECBsGz/vrBUCJqhvhJy5DCkMJo4l6A2CFqyD4Q5QgzDCREOcsoht6tWxB8FNXE8MrFjIpDkU72yz4Rj3fcEabyVTBf5HhPVk0pIYSwputwK0q7pAJ6Bx2E/kEXuZlIbSgvYs80PBI9vB5VXYExb+SCUVToABr6hyl81IXCUGP6HvqLY5IFxTrGiGGFeYauUy3OyoEpcWQy7bLLLpEp5Tz33HP2/fffR8udDTfc0Nq3b19tBPHcrVu3akMKyHAaMGCAvfzyy7bZZptF28T34dv4NEGyrDjW2WefXb1+ySWXjD7DZ3MdixBCiAqI4BJNQ6w8+2wQV4gYHkTYqI2A2dSpU3q3IPZz5ZVhHxgh7M8LggJp7AggoneIc94jglykIey87kI+eDo6AotsKVLiRU7IlBJCCCHyNBHjRezbtQumFIXCvR5mMgvKX3vQLT6lr1B4R2Q0FNnulFlgPMnsPGXtVR533XVXNF2O6XtJPvzwwyjTaVWc1xgYUKzzbeKGlK/3dXVtQ5T0m2++sU8//TSaBpi2DdlQuY4lyaJFi6KHw/GEEEI0M+Jd9jCJEDSIFRc1/H/ejSrEFKILQYOYScLnSBv3rnpsjwHl8NqjiGRhbb99jRDiHsKxEEj5mlIIQB7eKYeinSInZEoJIYQQ9aw/9fbbQfcQUMN48rqYjWE6ZQPtQ0CQv+/JfspUn1RZe5XFO++8Y6eeeqpNnjw5Ki5eblx00UV2/vnnN/UwhBCifGnsaFayyx4ZUQQiMKcwj3jtJhRGE3gU7ve/Nxsxona6t2dGMUYMpmTXF5azP8wpUsrj0/QwveqTyo4Zxfi4zyIKuUakroucUGxUCCGEaEAR+/XWqzGi8i0/UCjQZowDQ0pdHUUcpsRRSJx6UksvvXT0oID4lVdeGb0mC4mpddR+ikPHuzV/jvLynOyA5++zbUMNieWXX95WX311W2qppVK3ie8j21iSMB2QWhX+wIQTQghRQMNo8GCzgQNDjSeeec/y+oBYogYCmbs8I6DSuuwhbDCnqNPkRcrd+KH+Ex1mKJzJNL5bb60dDcQ4o+YCBpF/LjkGHhyLiCL3De47vOa4GF+ZioFmgjEDZhfjOuOMGgNNZEVXSgghhKhngBBjauhQsxkzgu5BixQ7UwrNgyEFqg8lkuy88842d+7cWsuOOeaYqFYTxckpNN6iRQubMmWKHXjggdH6efPm2YIFC2yrrbaK3vP85z//OTK32rZtGy0j8wrDaWMKlv28zcMPP1zrOGzj+2BaXs+ePaPj7L///tWFznl/8sknR+9Zn20sSZZddtnoIYQQosCkZTAxHY7aBaSK59shJTlFD9OIgAPmVMeOtY0gzCFvhUx9platQmYT71numVMU0HzllSDUPA0coca96d13a2dL8ZroYTx7iv28/HLYFiOLDjZMIacuA8fKJdrIuNk340OQYUj17Zvv1a5oZEoJIYQQOegnssTRP+iyww4z22+/oEFatw4aZP78kLFdDEMKnYQ+4+/0fv3MOnRQfSiRzkorrWSb0GYxRsuWLa1169bVy4877jgbPHiwtWrVKjKa6IaHCeSFxXfbbbfIfOrXr5+NGDEiqu80bNiwqHi6G0Innnhi1FVv6NChduyxx9rUqVNt/PjxUUc+h2P079/ftthiC+vdu3fU/e/rr7+OTDKgQ0+2sQghhCgCiJl4BpMbRmQX8R5hRIYSnWFyER6ZDK4XXgiGEPUG493ZeI059N57NRlMZEgB7/ksQRI+R12oeG0pr7Hw1lshkwpTyyOG8X2RHcXnWcY0PqYJUlMKo4ti6tlMKY7Tvr3Z8cebrbVWeDBlTxlSeaMrJoQQTYQKTpc2cf2EdqK+Jh2CSTqZOtVs/PgQDEOP9ekT1vHwoubot3ix8yTZ1tcF4yFzHaPsiSdCZ+R4nSj9tkQ+XH755VEnPLKTKBpO17xRo0ZVr2fa3YMPPhh128MgwtTCXPoj/0B+plOnTpEBddppp9kVV1xh66yzjt1www3RvpxDDz3UFi5caOeee25kbPXo0cMmTpxYq/h5trEIIYQoAogIjCcMpORUNt6zPJmhlKvBBQgU6jfRLYasK46FmfPmmyGTiYgf4gVTCbHkmVGYSxhSmEpkNSGEyLhKduEjg2v4cLNLLjF75JGwHZ8hG4p90V6Z6F7PnmF7srVYxoP1LH/yyTDGNLgGmGbrrkvkxqxXr3pfamG2RFVVfSVxYbn44oujugAU4yRyBt9++62dfvrpUdeYuDCJixdSuhFJ06ZNsxVXXDESSRS9pE6C8+ijj0ZRN9oWk6ZOdO/oo4+udfxrrrnGLrnkkkgkbbrppnbVVVdFUTwnl7Fkg44wRAGpeUD0TwhRuaRlMHOfJrCjqVdND7qHkglkqGP+8H2hZwiuYe4QSEPboEHQPHDSSWbPPBM0lTd1qYtcs8LTjCw+SyCP3wzajDpSnkWv31Zu6J5cnuh7FUKIAkDNJ2pIYfx4vaQ4iBwMqb/+Nbshg+FDLSpMIEwe3pOlxD7YNwYVmUrJVHOm2GFOIZb4HMILEUTNJqJxZCl5d5dLL6051ksvhddkA5PKfv31ZvfdF6KLCCkyqNgv6xFQwH7dHCPtneWkwHtmlRtziEDvasOY2MfYseog08B7cknETWlRfN1111n37t1rLSfa9sADD9jdd98dFeV8//337YADDqheT2vhvffeOyqKOWPGDLvllltszJgxUQTOmT9/frTNjjvuaHPmzLFBgwbZ8ccfb5MmTareZty4cZFpNXz48KhlMqYUphO1E3IdixBC5JuBg+HB/Zn7Pc+8Z3l9a0eKwgcIMX5eey3oE+9GzK0BswcNhfbBAEIn7bprMKTQKbk0bqlPUXS0EcdAt2GMkV2+4YYh+EgWvf+G9NsSQgghRL0h84ioFpGvNDCR0jKU0kAwIZyI7iFIPvigplOdT51Lq31AxhLNMbbf3qxLlyCuEE+IshdfNKOOIaKIYppMAzzySDOyc084ITx23NGsWzez228PIg6xhigiqWTbbWsMKSDVHVGH0YTphPEFmFEs85pRXouK5YyHfZDRJRpEk5tSX331lR1xxBF2/fXX22qk0/0MbtqNN95ol112me20005R8cubb745Mp+eeuqpaJt//etf9sorr9jtt98epYDvueee9qc//SnKesKogtGjR0cp5ZdeeqlttNFGUTHNgw46KEoPdzjGCSecENU0oGYCn1lhhRXspptuynksQgiRC8kMZm8y4lP03VwoZqFskVk/oX0wodBR6Bk0iTdl4T26aty4UGNq9Oign4rRgY/jo4vIMsecIoueOp1XXqnflhBCCCEaCEYL4oF6T8mJVbxnOcXE2S7ZUS8pNDCuMHSIjLmoQsDwmul5dQkTjnX//cEY8s54yXoEZEuR3k7SCQYXnoLXXWA6IDWnMKOYascyjkmtqvgxGDfCj88xVsQTx3ITCtGHwGNbL5aOyPICo6JBNPkVpEgmmUy77LLLYi2Mv//++1rL6RTTvn17mzlzZvSe527dutWaQkeGE2liTNXzbZL7ZhvfB+YVx4pvQy0D3vs2uYwlDab5MZb4QwhR2eQzRV80fYCQ7HLqY6KX0B5oELQUuoVlmFdoGzKWCJgVY0K8HwPN5NnjdExG382bp9+WEEIIIRqIFwsnEwjhyt+xiA6eec9yz1DCEGJ6HtP9eOZ9PDWbKXRE7TCCMHQQVD4ljuVpsM7FjE/5o7TOL39pRuMLnvfaK3x+xIgggHy6H/vGnOI4GEtke2FMrbRSqGPAdhQIdTOMc0LwIabY1rvwkS3FeL3Dq4suN6c4r9/+trG/iYqgSQudU5+J6XJM30tCbSfaB69KAbEYGFCs822SNZ38fbZtMIi++eYb+/TTT6NpgGnbvIrrmuNY0qC21fnnn5/TtRBCVFYGDoGYNLgfYnDEm4hUCh5oi5cCYIp+UwSgPEBIbUy0B2Pge0ODuE7itQfMPPO8PsXLPespUy3NJBwPvcUD4tqLdfptCSGEEKLBYOBQFscLVSIiiNhRwwlDCtI66jFFj/pMXlJnzJhgAiFS3AhyEZNGXPi5qOIZYwlDKh554+9zklEwn8hu8ul2RBFZ5kXS+ZsdAcT2TOmbPTsYZ14sHZHHdl5AHVFFJxsSUDCj2C8RS/ZHtBLzi6Ki6rRXEJrsKr7zzjtRUfPJkyfbcvy4yxAKt1OrysEIo9C6EKJyiU/RT6v3l88U/XICXUCDFBqdeFIp12ebbUKHu2IX6PYAIePCKPNAHholbj75s2dx857P5jNFrr5GFtqK7sNcJ2Io1JZCL+q3JYQQQoiCgADDnEm29AX+zvWaAW4Uec0ATCyKoCNKmOrHeowoBI8X3yQilxRNyVRvx1PC3VhyEF+INM+KAswvHiz36CGfe/ZZsx49QsFQ0twxn5jOx4PtOLd48XM/TwwszgMziqwpIqaI0759G+GCVyZNZkoxJY5C4ptvvnn1MjKWHnvsMbv66qujQuRMrfvss89qZSh99NFHtuaaa0aveX6GVkcxWO/r/NmXxbeh+vvyyy8ftTnmkbZNfB/ZxpLGsssuGz2EECKZgUMQKX4Pj0/RJwBVSTUTMX7QNdSsRJuQNc11wZyiPAB1my67LN2YQsckdVJdmVVooClTQsCM/33vvHONhknui0DaIYeEzHQ3ytiG/ftUPtdSnr3EM2PPt25Tpuz1NLy7n3dSxpBCP5Exf9tt+m0JIYQQooAgdpLd5YjY1VWPAuPniSdCC2OSMpi6h7GEeCJChojh72Rex1O44/tyMcUysrD4TDKtHEGEueWFxxFjbnohfhi7CzfEHAYTRdMRTmQ6sQ6za9SokIlFBlQcuvyRRdW2bagfRTQwLh5FQWiyq7nzzjvbXNL4YlBonFpNZ555ZpRR1KJFC5syZYodeOCB0fp58+bZggULbKuttore8/znP/85Mrfa8kMxizKvMJwoWO7bPExl/hhs4/tgWh6FyznO/vvvHy376aefovcURQfWZxuLEELkk4HjXWe5l3OPJosF08Cn6FdKzUT0BlndaBs0Bb6/6xGuBTrBO9wRqItfF8wszyhHL6BrMGO4vmkGFh17KTvwzjvBBOJ46KShQ0OWUXxfaB7fp9e49NqaPgbvkOzGlK/Lp9A5BhyaiVIG2UBnUQ4BPcfx+ByBOzox85vhnDm+fltCCCGEaNJ6FIghTCAMIC9QzrbxLCmeyawiA8nFUzKqh2hBwCBmvPsdosm75CEUO3YMXfoQRSzzjoEeJWQfTMtzYYkHcdBBNeeBGDvlFLMLLkgXUPgMTEUsdtp+BdFkptRKK61km5AeF6Nly5bWunXr6uXHHXdcNP2tVatWkdE0cODAyATakrmkZrbbbrtF5lO/fv1sxIgRUX2nYcOGRcXTPUPpxBNPjDKvhg4dascee6xNnTrVxo8fbw899FD1cTlG//79bYsttrDevXvbyJEj7euvv45MMlhllVWyjkUIIQo1Rb+S7nlkJpHZg2ZAqySDbdSYRFuQcc22HqjjM2edFbKvCcaR/YN2iJcxiF9HDKnTTw+6B+3BLQJzh6DY734XsqY4PvtBY3E8tBRaiTqWvPbanGRRoa3oHuzLvPA5uovSBLnAuaGP5s/Pvi3H2G67YEqhtzgWYx80yOyAA2qMJv22hBBCCNHk9Sg8xZzteBB1RLSRicQ6RJi3LPYInU+jcxBVRCQxiaZPD0bUnDnhmHyWB131jj/e7F//Cin3dPRDlHmxTvaHaENAeZFyjk1XvlNPrR3VJD3+6acloJqAks47u/zyy6NOeGQn0cmOrnmjSK37GabdPfjggzZgwIDIIMLUwlz6IwXXfqZTp06RAXXaaafZFVdcYeuss47dcMMN0b6cQw891BYuXGjnnntuZGz16NHDJk6cWKv4ebaxCCFEIaboV1oWC+eOmQRpmdBeoxL94dndGE/oj7feCuYSU/EwlMiwxrRCT5x5ptlpp5ntumv4DBlSGFJkXQMahGmBPm2OoBs6ieU8CN6xrY+PjCr0iQf+0E+sZx2fxTTyoF2mWlGMFX3F/lnHe/QZx8oGx2WaHudHwI7fCc/duy/+m9FvSwghhBBNWo+CyB1mlRfcRMAgxIjcIaIQTbxGzLCvc84J0TaeEVoYUV27BgOJbCUihAg3hBPiEBHFfshoopzPb35j9sADZlOnhs9zXBdePHM8InqMibGRNs+4k8XZhw0LBpYEVFFZoqqqGA2shRc6J+vq888/j7KthBCi0mFq3rHHBh2Crkg2Y8E0QitgON10U3jNdDsymQhgYfCgV+KlA3hGd6ApyOgmBnHDDUF3sB5tU5cRxH4xqPg8x2f/zAin2zA6h30QOCPo58vYzk2ruHYhW5yMKHQPhhXnieZBH7F/xkmN0HhXv0z1qLyGJ7cP9rXDDqGGlLRS/dA9uTzR9yqEEEWCOgrx7nvxKW8IKd67+YPAYTuEH1PovvwyCKlf/7p23YVMtRnIgFqwIKTHI7oQjP7/eLZFmNExZ/LkkEqP+GJbjCWEmkcOKRTKvnbbrXbBdISY7+fSSyWuinxPLulMKSGEEOUNAaiePUMWNUEpjCOMF69ZSVANMwaNQJBsyJAQJEMreAkCz6ZCuwDrWIaOwQQaPToYS+wTHZKtCDn7Yd9eM5PPYi4xTrKVMJ/YD8fEGGJs1MXieGgxtkf7YKAxPsaNJsJI86wqn0KILksLDXnAMb6O8fMeHYfOYxxoK2WUCyGEEKLoZKsZAJhWXqcJE4jsJ1K5EYDUIKB4eNwASkv3Rrgx1Y609TRjg32/8koQk0Qi6ZJD5pMXKnXzCdGFgCM7K9mKmO18P/F6EaIoyJQSQgjRZKBDKM13zz1Be/DAUCIA5oXDvXg5WgNdQ+ALvYDhg7GDUZNsxoJ+wbhBczDND6OIaX654mNxCLzRjY+ShxhK6CimzrlRRgY6OopxeJkEAnMcm4Ah2VEYVmRusRxjCTyAx7lwHm5CpZlSfr14YJBxzFtvXbwAvBBCCCFEUchWMyDNtKJIZl11mpLd/mbNqruoukfqOH5dHYXI0iIymJxumLYfUVRkSgkhhGgyyNIePz50DEYnMM3fs4wwprbf3uzCC4NucU3Ctl6vybOZMKHS9AUGUdryfEHLUKvq5ZdDUM+Li6NvWE5tTvSP16QCdJcXQSdI5+UQyF5nGZqH9TySHfvi2VyMn4LoaCWOyVjISiczXgE9IYQQQjQpSROp0IUusxVVRxix3rOfMmVw9egRUt95pOEd/iiYjsCiC87OO6cXPRUFRVdYCCFEk4Dxgl7ApOnVKyxDr3jzFbKs6SSMlolrEjKLPEMK08kNHM8qQudg9LCc/WWbrpcPTOtjCp9Pm6O25muv1Uw59CLpwGvGzJQ9dA7n5dMC0UPedIbtGXO8UYzjBc0985zPsB2GnQJ6QgghhCgJEDNTpoS09KSZEzetEGX5GlTZiqqTks6UQbarywzz9PZM+5k9O4hP1nM+CC6mDFLMtG/fgl4uURuZUkIIIZoEdIJnVrsuwHxxAwbzifWeCeSa5IkngjnlNZy8ex+gazCs2J93/fUsqkK09WA/TMnDTGM6H9P6OA5aBx3jUwrZjmMzTY9sc9Z5h2LGDRhLPkY46KDQjfi888w++ojusWbz59dsDwQJyZoiUMi+44FBIYQQQhSY+pgolcbYsaHNMUXNPXqWZuZkKmIeL3SeRl1T8jCkEEZMB0x+L2kZXJn2gyHFcqKa7A8xh0CjOOnpp4fPyphqNGRKCSGEaBLQd8kSARhH3iQFXUDdJM8Eck2CKcQ0OLSCd6Ij2wrdSAYSzz51jkCXF0Pnub5ZU25q8WCfFC0nIMg4yGQiC4rx+FQ8jsMDnYPJxue8Mx/PbOfnxL55jwG14YZmN94Y6oJS0J1pen7+np3u+iotMCiEEEKIAlFfE6XSDClMG1LBvYuLmzmDBwehRA2p994LXWGo04AZhPgj0kZWEmYQ0+3SrqmbggjDXXYxe/zxYH4hoBB9XlQ91+8jbWqfd55BjGGmeaQUw4pjsA2d/Q4+WFP5GgldVSGEEE1CskSAdwpmuptPgSObCB3j0/vQEsOHm519ttljj4VtfeobwTkvB4CZg37x/aAr0Ev1JZ5lxWtMKDQKugt9yjQ+L7buRcsdtJO/Z4w80D0+BRF9w2s34DhX10vUq0K/cTzML47FNUFHZQoMCiGEEKIAhhQRIsRJPiZKJYHIIkMKgbXWWrXNHF4jlEj/ZhrdggVh+z59aupC8YywQdSkdW5xUxAxhJjCGEQwIYiI4h166OLd+3IhObWPGlJ8rwirZCFS3mO2MX6ikXT3EwVHppQQQogmIV4igOLlaA/PnELPYMSgMwisdehQW/thZtHJDn3IZzwrCb2DyYNZxTPGF2YP5hEGUFpR8XxhfwT+7r8/GFEE0dq3D1Pu0jKx0qYNMgY/VzQZ771bYFIvYXgxTZBjEsjj+PkGBoUQQghRj6KX8dpD2UyUSgOTBrMI0yZu5iBwiKh5LQNvk4xIQ+xtvnkwgIBtMP2SnVvcFCQ9ntRxPotoYn+8B76jpEDMlfjUPo7N/jG80mA5wjKfNs4iL2RKCSGEaBLi0/EIgqFXWrUKuoDAFdlO6Ay0h2s/1yBonW23De99uh/ZUkxpW2MNs333DUE79OMee4QgHsdDF/HckOLn7AMTjXF9/HEwibxYOfv1zG7P0sqE17piO8yy5FQ810s8Dj9cJS2EEEKIJit66WQyUSoRTBrSv+NmDiIJseJFNjGoEEqAyEO0kRZPC+F4ZlW8c4ubgm5G8aAWAtuzLQYRx40LxIaIIgqzIyIxvNh/Epaznu1EoyBTSgghRJOB6XT00SEghgZBq2DqkJnduXNNrUnXfpDUifFC32gSMqy22SboRHQPQbQ33wzGlU+t47P++VwNKv8MBhJFyNkvmVoYZD6NkLF77alc4PPsk+uAQZdJU9XVbVkIIYQQjVz0Mk45tr+tT0H3NDMHs4j3LojYB1FG3nu2E6IJwecCzotm+ns3BXnPVEk+EzcHec84SZkvhDlIp0BqSVEHi/T3ZFc+0tS5HmwnGgWZUkIIkUCNVorL2msHg4cMJ/QKNZO47pkCaLnoRPQDhtTMmcHUQke8+moI6tG1zg0mtBTfLSYT+giDCW3kx3Zzyc0otAr7c31ESYOXXqqZRujTA9NMKd9Hcv2WW5pddJGm4gkhhBAlWfQySdJEqdSC7m7mvPZaTXq4d5hBXHlHGqKMRAzJbOKasY0X4kQQJTu3uClIdhTbJrOXMLj4bhBViLqGmoPsj06BFGxHRMYLtiMoMdXOOENFzhsRXVkhhIihRivFB32C2cO9nszubNovk05E11DXCd1z8cVhG7QEXe0wnLp2DXpn1qyaQuPeJY917B8ji99Aly5h+h/T8wjCYUKxPcYSOgrjDNBJjIfMLQqycx6sY8yMxbOyAH3mn0NjcVx02siRwdwSQgghRIkVvYzXlMpkolRqQfe5c4PwYXoen4nj2VJE/aihQN0DRBkijeUIMcQZ1zLZucVNQS8U6hFLx5djfhXKHOzbNzxTuJ06WWRzEbnkO8aQ8vWiUZApJYQQP6NGK81D+7HNs88G04gscXQKzxhKfE9oFfQEmVdooRdeCBlQrMdEYmogOggdhfHIMxlUFBIn2EbmFjqE7TCi2BfH4IFGQTu5IYb5RECtXbvwu2EcBNTYFu3l9T0BEwpDi2cvuk4ZBE3LE0IIIUqw6CWiwmsGICC46aeZKOVU0B2BwnJqPpEBRZSPOgtEDRE8Pn0A0Tx4sNm8eTW1o5Jp4hhHrKdzHZ/BROIaIqKI3CHA0jq3uDBE7JEtRYYVwswFIuKc8SHKaFlcKHMQ4+ngg0MBd4Qh0xPJBlOGVKOjKyyEEM2k0Uq5TivMpP3QHJwvJs/229dsz/qxY81mz67RKG7+8BpthHaiNABGVBy0EIXVAdPIj8+x3SjC7GJ/bEvGFL8BMqZ8+h4mkus2N8yOPDJoLroK8xtaaaXwOV7HNVq83hTjRPNgmsnsFEIIIUoIbsxEIz19nmldZOWUU/vbZEF3RAvCCdFDdhORNtY//HAQnkzV69PHrF+/IIrZFsMGQeP1o3jmcx6JI1LIvjGRmGrHtrQs/s1vzHr3ThezcWGIGPS2yj6ljvcIQLKvCm0Osu/ddy/c/kROyJQSQohm0Gil3KcVJrUfOgdtBOiba681Gz8+GEqYUWgS8IYucQjEkQmVrdi4r2d7wHTyKYBoJ16jh7jWXg8Kk4qgXTLjnPFfdpnZJZeYPflkjeGFOYaJ6KUW0Gjsh8wqdG2hGscIIYQQosBwc+cGXY4RwWRBd0QXAgvjyNsKe40DTCaWkTrO9i+/HAQM60gNx8DCJELgxGs+ebSPz3hqOdE9BNT115v16JGbMKRFM8dmn4gyzDEKcpaLOShkSgkhRKk3WqmUaYWu/e6/P9RZwghC+5EphX558MGgezwjKpPphHaqD25OEdgjSEgADtNp2LAwtW/atFAsHW2aFizl+fbbg6FG8XPgu7r00ho9h05jeiC6zLO61FVaCCGEKFGaW/tbjKK4ENlkkzD+NCPNazchrvgMQiXZjcWNJjenMKsQSQgj9unZUfH9+xRAX+/T9tzIAkQ1U+9Ihc/U7SVuChLtI1uKyGB8GqEoC2RKCSFECTdaaQ7TCgvNo48G/bL55rWnyWEWxbvhQbZsqHzx43F8goUE59Bd++9vtt9+2YOlvKdouRcup6g6Go6C5q7ryr2rtBBCCCGsaaKYnrJNSrcLxq23DrWSEDeIGopushyDh7pJGFiYPp71hJjxCB/iheWIMKKEGEPrrx9qFhBpQ6ginjwVHIjyAss8pd277cVhO+o3nXBCyJxKM6aamyko6oVMKSGEKOFGK6U+rbDQdbJ4nzxf1mHKeXCtMcwo4Hhxs4vjoZeYNoghVR9dVKpmpxBCCCHKCC88TnFLBIunZNPt7p57wgO82wqGEuIDU4puMHEh5iaTtw3mmQwpnjGXKJxJVI3X3pKYugqsRzh5zYJMxAUtRhnCb8yY8oqwiryQKSWEECXcaKWUpxU2Rp0sajBhQFEuwPE6mXF8Cl8hSe4PncT1JRhYX9OvVM1OIYQQQpQJGEiYOkzBo7YTGVAIDsQVZhEiKj7FzqfikfUEiEyWEUHzWgZ8HuOKZ1/mGVBkYSHYWIeQcciy8m3rIhlZZL//+lfzjbCKBiNTSgghSrjRSrlm2qTVyULLEOBD36CfvKi4B+mSGqYxsqW8Ox7HQ59xzXldX9OvVM1OIYQQQjQTsrVfZt2zz4YoHsUqMZwwpzCd4tPmXOAgrLyQOQKTIpoILgwlBBnZVazD0OLznjXFa4yomTPDVD7aFTMeTCr2l4shlUxP92LqFDJ/5hmZUhWKTCkhhCjhRiu5Ztqst14IkJXCmOtTJ4vXL7wQSh1QfgBz6o03QlY5GejoqmzZ4IUYl8O186LkNIqJm35p2hB8GVntQE0q1vN7wuwkiMn3iCGFMcX3Vi7dE4UQQgjRRO2XMXMQgZhDCBhqO3nXO4+2JdPMWY+gwUhi+h5ihq56iBQ3mOKfdZHk4hIz6733arYlysY6luWLj+mRR8wOP7x0BaxoNGRKCSFECddUzCXTpndvsyFD6tYrpQS6iYAewTj0E4G3p54KgTm0D8E9gnycI8ZUU4DGQiMx1u7dzdq3D8uuu87sn/8M+o3xY1i1bh0+wzLMNR7Ad8OD76JPn5p9x7WhEEIIISo0w6kQ7ZcB08prOiGiEDC8T2tH7AZQvI0xAocIIJ/FYEp24EuCoRXfD8ci3Z0Iaa6mVNzwYn9kXTFFQVP4KhKZUkII0YynFWJIUYi7Lr1SSsYU+uovfwnBODLMyUYiMwot40G4ujKi4hqqoWTbF1qOrsdTp4bMdsaLiYZWY9xkrpNJhcEGTDfEmMJMA74TPjd9eviOaHZDVz7/jmbPDvWqSu07EkIIIUQRMpwa2n6Z9QgZhBTRszffDOIFweId8+JCJ5lu7+8RNQgcrz+FScQyn/oXTyX3Lns82B6I0PEa4ZkvjIGpgxtvHDoANsciqaLByJQSQohmOq2QgBQZUnXplVtvza+ZSUODerkE/CgbgDZDw2DweCmCYmZr+7XyrKxs1wTTjAcaDFMJLce4eZC5xrmQVYWGIzuK9Uw5JGDIaz5LTVCm9nHshnxHQgghRFnSmCKkmOSS4ZTNmMql/bJHxegOQ+SLlHOiY5hUCJbkZxApXh/KU8J5kPKNIYQgYjmiBvGSNLUcz6Tis56dxec4bj7wWaJ7vXoFE43PN7ciqaIgyJQSQohmOq0QEySbXnnlldwzofMN6sW1Y7KOEoYZ6156KegWjJvbbgtajOyhDz8MWg0N4nUx44G4TBQqS8q7IaPZsplScRgr3wPXF82G2cS14pwxodq2DduxT/ZPjSyeyYrnOmFiud6qz3ckhBBClCUNzSwqFXLJcMoWjWIfFNckXZvPpbUcRlhhdAHX69VXg/hg20zChnVeR8rhNcdp1y6IIhc6bOdT7JKp5V6gnGevTZU0wbJBuvm229a0W+a6qB1xxSJTSgghmimYHOgQAnBpoFeY6pdLJnS+Qb24dkzWUcJoIliHAcM+PNDmGsg1UVMT13P5QIY6Wtl1GsFBlnmH5Y8+CufM+bIOUwqzitfxJjj5fkdCCCFEWVKIzKJSIZcMp7qiUS6wyIJ6660Q3cKY4nOICV6zH68VQIRyzpz0sbhh5BlSyVpRLEeIAOvIeELQ8Do59jiYVr4Nn0GMEqnje+N1NpHHcakhhRFGNFPtiCsemVJCCNFMIeMGcwTdhkZJgl5hfbZM6HyDenHtiJYh64kxeLdg9AyGVLwWptfNLCXimev5ZGBxjugpz1p384n3ZEt5hjzr3IzzYCeGXX2+IyGEEKIsKURmUXOIGPq8f6aoEbljulw2cw5DisgV21OEErGAMdW5s9n8+aGGlJtTabjwImKGaQQIFrKUeObBOsQa++c115/xxwVLUiR5zQV/IHo4FmnzfG/z5mUeE9sy1ZCaBnSz8SKpGFLNxXgUBUemlBBCNFPIcEavEUiM6zjXDwSecsmEzieox75cOxLUevzxEOTyrG20WLyhCholPkWvlEA7ob8Ycz7j88x4dJS/j5docB2KeeUa0Otm+TTHfL8jIYQQoixpaGZRc4gYIprIaFq4sKY4+DXXBIHkRkzSnPPaUIgFN+Mwi9yoQmB4BDAbfJ59eTSNQug+1c8LpbPO07ndmPLPxqfx+XfktQyoT8B5IHIwmniNUUZRzWTGFGbYfvuZDR4cBFFzrx0mCoZMKSGEaKZw/6bUApntrufIXEIL5JMJnc80QNeObDtrVjCk0B/ehMX1R1zD1NVNrylBB3KduF75mFI+Zc+z4Dl3ntF4ruM8Wwr9hdbzJjhoSQKE+X5HQgghRFlSyFoEpRgxxFyaOTOM36fQMeXtkUdC55fLLguCJG7OASYW4oIpbn6NfJqcd1Nx6kr59mwmrxHFM2YWz5hnmFOIEhcu8eKZiB0XOoy5Y8dgQlGngAffDee7ySZmRx5Z22jiPDg3phby2X32MevZMxiLEj0igUwpIYRoxqBjKLXg9Z3QbZkyodEWU6aE6XZrrmm2885Bf+QzDRCtgckSb+7iWVJx8ymujUqhflQS9BHnuv76NTWgchmnT9vjXLkuvOdao8OefjroM8w5N6kAPUljG/QmAVCMPGWrCyGEEAWsRVAqxCOGZHhhPCGaPMsIcbDqqsEMopj5X/8aOsHEzTlMI0wnXiNY+AziAgHRrVs4zvTpuZlSyeWeGeXp3R5h80e8cLnvl20ROD7tkOUbb2w2cKBZ796ZM52GDSvklRVljEwpIYRo5mBqUGqhri7KY8eajRgRtBE6CI1Dw5OhQ80OPTT3aYAcA62CLiELyA2Y+JQ9/1wpgyGH3kP/YUyRce6GUbIYuTeX4Zpx7mg43hMERI8NGhQCmscfHzQbWpPPcJ3JkEJje0bZ6aeHYylbXQghhChgLYJSjBiOHBnOC/GACMBcchMOEB5PPBFERNycQ4jE6wH4tDuypBARGEn5tA9OSwf3CFscL4TJOsQM406rfcV6BE/Xrs1jSmWyZbREWMkhU0oIIcoA7quZdAGGFGbIV1+FrGsPuFFfkuVQ1zRAsny23z7oKjKCWD93bk3hbp+uVop1o5Kg4QhIYsTFtcl664X3nBdlECZODNeCc+ecqSnKObKO7dBh48bV1AHl2qOZuUZkt2fS1LvuKg0khBBCFLwWQSkaU3vvbXbvvcFIwnAiuhUXCAgMTJ+XXjI74IAac47OdKRiYxrxGYQEZhVFzhEtZFIhUBAl4PWe0iKCyWW+XZpoi0/1Qyi6GUYUkuORHYWIZNyvvlr6BejdiHrmGbPJk0MNBW+hzLXmd6d09ZJAppQQQpQx6BkypDCk0DiuhdB7BNyY7nfJJeF+/fvfm114YTBm2I4pfu3bB+1y7bXBfOI+jk7ink5gr7nAuK+/3uyQQ0KHZTQfuo7yBq6lNtwwPAATzhvgcN1cD5LxhCFFADTemKZcNbUQQghRUrUImhPc9ImGYeQk2++mbduvn9nLL4fudXwOw4rrgOjCGCJChtGCiUW6OyKPGgT1SU9PM6viU/fIwuI1phgZWwgazsGnUZZ6AXo6GfJ7orbCa68FEw5TDzMKAYwQRLTxu2uuv68yQqaUEEKUcWYxNaSYskeGVFpTG5bTBficc0J2EK/JGue4GFmuh8jiRotwj/fAXHOCcg5oPKYronfdYMsUKKuPPi5XTS2EEEKURC2C5gYFwONz+JNp1CxnPdshsEjlRnx5YXefXsdnERSYUYg6lnvhSs9syhXvzpKWKcV+GKN30+PB+LzTX7y+QSkXoOdaElmk2yH1JryAKmN94QWzzTcPAhCxVurZXhWCTCkhhCihgE4uhkk+UNScYJdrlyQs555NJhRaxKf3MQbMJ7J8vFscNZhKvVZUGkzVw5DyzCeCewT9yHyqK1BWH31cjppaCCGEaPJaBM0RzmWbbcwmTaopXO7T8hAhCK9ttw2vL7ggiBSEAyYQ25AhxYPXGEAuwphKx74Qefl2k8nUEtn37fWuPGOK4/AZxh3P9irVAvSMG0HNtVx77SDyyDIj44sH3wOZU1zDUs/2qiBkSgkhKpZSqXnoAZ18DJNcYQoe92A0DUGtuPbgvDkOBhTvO3SoCeLxGbQI65iC759pbuy5p9mdd5oNHhyub7yGKsG/bIGy+ujjctPUQgghhKgHCIIzzghCipoHGDle/wmRhQhBoJAhhUihhsBTTwXRhkghzZt9eLTQO63w2ouhFxKypxCGGFAcH3HMe6KbXs+q1AvQI+y9joIbevGC8bxmGgAiGLOqVLO9KgyZUkKIiqSxMpMaEtDJ1zDJtcscZQcoak7gjf2jcchmjmducw1YRuAIWOdaJ98gXGOCWUbmFnqCjsboIq4VGV4ff1xjsHGeffuGaxfXJ2lTGBUoE0IIIUSjgKi87DKzMWNCtBFjiighhg6iE5PERQpT5DyjCqHjhc4xoDxzCeHi7xtDoHkEkimFiONZs8J7CmwiDku9WCYGE2KQa8i5xAvGA+85B65hqWZ7VSAypYQQFUdjZiblS2MbJtx7qaNElz2CQWiHTAEhpvEBxhS6A62Tb6mCxqZNG7PddguF2TkfSi8QwGOcXCt0B+dBQO+002rO1/VJGvUti1AqmXZCCCGEKGHqmtuP6eMihaghQgaBQb0pN4g8iuj1oHgudJZUHPaN+OzRw2yPPcIxGRvjL/VimVxbxoiwJ2pJUVQEP8/gUxExqUo126sCkSklhKgoGjszKV8ayzCJQ8YQ/OUvZi++WLOc8+O+HK9bieagc7EH41wHZeo0XGwon0BXXxrQYEjxfTJ+XjM+zzD/059CZ700fZKkPoGyUsm0E0IIUcYo+lE+ZJrbHxcp1GziOydbKq0QOcu8o19jgjjkOET3dt89LMv2OyyV3yrHRZARaeaZa45I5JoiqrnOjA9xTaSzFLO9KhCZUkKIiqLUpnI1hmGSyZgiK/ykk8K9F93jxpMH5YBn9AT3bTRJqZlSjI8C7Ezd6949mFS8J7uL60c5hoEDawypNH2SbH6Tb6CslDLthBBClCnFjH6UiqFQicRFSpcuQXgRYXPRhWiJp63zjHBrTFHmxUgRN/47qEsUl1KkjvFyXASZC34izbymzgPil+hrr16lm+1VgciUEkJUFMXITMqHQhsm6JQpU4JZQ5FzakphLgHnBWiFeJCN95hfDoZP3JCCUprCx1iof4XewHyintSgQcGkStPRafqE77k+ZRFKLdNOCCFEGVLM6EdTGQqlZoTVJaAaExcpb70VipxjSMVBDCavSzzFvTGgsHquplcpRuo4HseN/67p5rPVVma77GLWu3fT/95ELWRKCSEqimJlJuVKIQ2TsWPDFD32haYh0MU9+MwzQ6ZU+/ZhP5hNcVPKp/F5eQL0oU+HKzU8a927I/M9/fKXZgccUPc1SuoTPlufsgillmknhBCizChm9KOpDIVSyqxxATVihNk779QIKLrEUJTTayA0Nog/vgeufzwqGK+lUCw45korhWLnzTVSV1cdL1FyyJQSQlQUhc5MKgSFMEzQU6ecEu67bjihYTBIWA79+pmddVbIMvJyAZg76MH4ND3vPFyKxL8vMss511xNu0Lok1LLtBNCCFFmFCv60VSGQqll1iCg6AZDNI7Ua0QQAoO2xSyHfI2pfLLA4teD9G+ypShyzvcRr7HgdRQ8c6qxzCpaNcO222b/fZV6pC5THS9RcsiUEkJUFIXMTCokDTFM0CvnnRdqOHpDkXj5AZaff77ZwQebDR4cXqO92I7PxjUNzUnQQqWI6zMfL+fKOeWjXRuqT0ot004IIUSZUazoR1MYCqWQWcMY/v1vs5deCoICQwjhs/baNePhGmPOcJ0vuSSIjVyn8iWzwDC52rUz23XX2tPGEGB0brn88nCcLbcMyxGiiDSKf3oKO8KCcXs0Lp7eniuMgToHb74ZPktBzuQ0QM4ZY47ve8iQ7N+BInWiQMiUEkJUHIWaylVo6muYoGkWLAifR/u4pkK3uDmFCcd2Z58d1l14YdA8cfgcuqwxuwzXF84DbcMY0WQ802Vv332LO45SzLQTQghRRhQr+tEUhkJTZ9ZgGGEyPflk6P6C4PHribjgOT4eDBoEFrWmvAtdWhaUn9szzwRxSXFOpv/xzPnOmmX20EOhdXCfPmZrrGE2fnyoI4XwQrBRywozrmvXcN09ZR3jjP04vE9eu1zg3Ig8duoUflv/+IfZ9debTZtWkyXGlD1ETNo0yrTzVqROFAiZUkKIiqScppq/+GIogUCAK03jEVBD2zzyiNmOO4YgGQYKGgiN4bWjeC5FQ4pzcJ3oQT3Mt+22K35Wdqlm2gkhhCgTihX9aApDoSkzazCkSBdHNHGTxoTBEMKQYUwffRTMorgxhdgg3RzDKFMtLNr/AtlfGGpcT7Ku+CyCi+3o9sbyTz4x++c/Q5YS4ozrznoEGSbZzJmhjhPXIRk5jFMfscYxMaA8unfxxaHo6FVXZRfDmWqAURdCkTpRAGRKCSEqlnKZau5mVLIwOZoFE8c7C6MnrrkmaJFSBE3GlEI0kU8hRPegy7wZjde82nDDoC2bwvwp1Uw7IYQQZUCxoh9NkfrbVJk1RODGjAnT9hAaZAx5vSauI+eLYMKYiaecI5jYnm58abWwuEaTJoVtuYbsh/NiGzKsmILXpk3NvnzKnNeJ8gwoTwfnunCc+mRCZYPjYnwxbvbPteB8stXwylYD7JBDFKkTDUamlBBCFLmDcaH3wefRcASvCLy5zuJ9vCYmAbpShnFjsKEVyU5H11x6qdnNN5vNmBGMKjfe0HqsO+OMpjGByinTTgghRIlRjOhHU6T+NtUceG7WHBPx5KYM8BrTCcOG4yOciIJhJvH+00/N1l8/ZD79+c+hOx/X3o0sTCY+D2RTIV5WXDGIMT7r1479knGFMcUYvCONv+fhx0y2SC4kjIMH4yKLC2F4xRVmN9yQXjMrXgOMaCCmFp9hrLx/9dUwZXHYMLPbblOkTtQbmVJCCJEjnr1MdjZaA83QpUvobkfDlFwMJM+e5j5e3y7IjIOAH/oK7YiRQ2Y4OoDgFUE+NJVPzUN7edHzUgaNgz7kOqGL0cNcI86R80DnEYBEN2FQEZz84AOzyy5rGs1TLpl2QgghSpBiRD+KnfrbVHPguX4cA5LmC9PvmLqHGUREDwHFM0IPYcKUvhNPNHv55ZraU9z8MaMwmhAniBSfbudZUJwD+2J7ju9ZWfFOeghJ397T2qEYog2Dicc994TjDhq0+PftNcAQZ3QF5HwZL9eQCCJmHaKYWlSIMUXqRD3RL0UIIXLAs5enTw9aCjOEbsH33x8yl+konOlzTDMbODBomt/8xuzvfw96hHqXmEmYS+ybbXMZB/tjHxyfcRDsIgMcrYROIODnQT/vGlzqMG7vQowmxahDJ1KcnQxzzo3GMegiTDfWoQdZh5ZuDqabEE3Btddea927d7eVV145emy11VY2YcKE6vXffvutnXTSSda6dWtbccUV7cADD7SP+AMtxoIFC2zvvfe2FVZYwdq2bWtnnHGG/ZCoafLoo4/a5ptvbssuu6xtsMEGNgbnPME111xjHTt2tOWWW8769OljzxBhj5HLWISoKDz60atXeG6MP/IxIjAUqC3017+GZ1KRGyva40YY0bz//jcYGTxjhGWbSlZfMEkwv9LqMRHtQlRgECGcGAsRvrXWMuvYMbzmswgRnskamj3b7OOPawwaT1P3qW28dgMKQYYxxb7dEMMA8256Hj2MZ0cl6zHUl7oyrnwdAvKFF9KFKAYT54sxtXBhMOm4XjzznuWsZ7ti/FZF2aJMKSGEyIJnL9MkhcAZGgLdQXCMwBb35XPOCffgeMZUfBo+2gYTyc0iMqXYhxswyS7I6ByavZANTimDnXcOy2kaQ41ODBk+712B0UCsb98+HJuxxvVGKbPeekGLesY8ATeuDxnzaFWuP9c6jms/Ap/PPtt4jXqEaO6ss846dvHFF1vnzp2tqqrKbrnlFvvVr35lzz//vHXt2tVOO+00e+ihh+zuu++2VVZZxU4++WQ74IAD7Em6U0V/O/0YGVJrrrmmzZgxwz744AM76qijrEWLFnYhbTzNbP78+dE2J554ot1xxx02ZcoUO/74461du3a2+88dq8aNG2eDBw+20aNHR4bUyJEjo3Xz5s2LjC7INhYhRJmk/hZ7Djz7RqDNnx8EEyIqHrHjNRlRvXub7bdfEF6Y9wg5RBpjdEOJDCEyhkh990wnN5wQLq+9FsQJ6xA2PFz8YUbFDSfe8zmWMaZCd5vhenKMJG6aASLL62DFhSggyFjO+WDc+TVDrDFepvKxnu2EaABLVKFQRFH44osvIpH1+eefR9FKIUTzgGyck08OGVJkOqNH4qA1CKz96ldmN91UExwjo4ksKGpcvvRSqIMU1wFk/uy0U1jGftkHAUo+M2JE2J59sz2m1r77Br3Asp//hou0DnqDbdiH6yKMslL/vzvnTUANbZOWwX/ggSFYSzaY1ySNwzVGJ3Jtrrsu7EuIXKnke3KrVq3skksusYMOOsjatGljd955Z/QaXn31Vdtoo41s5syZtuWWW0ZZVfvss4+9//77tgZ/tJlFxtKZZ55pCxcutGWWWSZ6jZn0Ev+j+5nDDjvMPvvsM5s4cWL0HiOqV69edvXVV0fvf/rpJ1t33XVt4MCBdtZZZ0XfQ7ax5EIlf69CiDy677mRQj0ABEX37jX1ABB+pLiTzs7/RxBUdMZDXCFIvHAnwgXxBQgz/j+FUcPniQ76lD0v8pmpnkIyUyppXhUaN+X8OLQzRpS6EHWDkgghgQXEGcIsCYYU14B6CtSYEqKe92Tl1QkhRBYwPsiQIriW1sUYE4j7O/dugn7JafjoIDQK938MGLZHBxBkQ7MA93Q0y/jxZqefHgJtbjiR6TRvXsiqJ1uc95R94EEmFcuY4cL40BNoBI5VytP2uF7U4xowIGRKcX2SGfwELL0eaVrwkGWs49oVulGPEOUIWU933XWXff3119E0vueee86+//5722WXXaq32XDDDa19+/aREQQ8d+vWrdqQAjKcEJovU2Pl523i+/BtfB/fffdddKz4NksuuWT03rfJZSxpLFq0KBpL/CGEEBmnKWKyIBwQdjx4vccetQtUIvwQZS76EBsYNdQZIEsKYwkRQvaQZ0MRIUO0IfQQJRhUZ59ttu66YR9uMiGAvDi64137OL536yskyaww8AwqRCnXwIUo5+5g2GFGcR04b697xTPvvQCot0wWop5o+p4QQmQBbUEAi2l7yWlkgC5BX3B/93s5z5hHmC3c4wmseekA9kVpAgJPTOmjZAGvqZV0xx01Qbd4p2KI17/EgAL2g/7h2F7D07vYcdxCZ4IXCvQMJtRf/hL0GgG6XXcNRpRn8HOenm1P/dDVVqv5PNeCa8C1bIxGPUKUE3Pnzo1MKGo2Uavp3nvvtY033tjmzJkTZTqtmkj/xID6EMc7aij1YS1Dytf7urq2wSD65ptv7NNPP40MsbRtyIbyfWQbSxoXXXSRnX/++fW4KkKIsiCflsaYPrffHjKZPLNzk00Wr4HEfhBYCA3P7sB82Xzz8Fmif4g6RAiGFqLEo2t8jtTtI48M21FI3Auks10yUwrRhrgkdZ7MLFLHyTxyUddQEJc+xdCP7WKU92SMUbAcocU441E+XnPeGGVEUjGiuCYYWSznc+xLkUHRQGRKCSFEFtA3ZPWQreR1j5LmCPdjTBO/L/PMvZ7MH+84zOe8Ey/ruKfzWXQUWU/c88l48ppS6AjvPOelBrxmptfjZJl3EU5mgbO8VE0pYGxkhLlBhxnXtWuNLuT56KNDpj2PeNkCz7b3zoWqpylEZrp06RIZUKTP//3vf7f+/fvbdLo2lAFnn312VKvKwQhjWqAQooLaIpOanmtLYwQDU83qmm6G8GM/1FPg2bOLMGIwjjgu3WqGD6+Z6hY3xhApt90WOtYhdIhSctx4HScHwebCDzHn2yIKeUZIIj7rA+NmP6TUc0yEJVFMr4WFUKSGFNtROyEZ5YtfBzK/OC9EaLwAqCKDogBIxgshRBbQBKecEnQI5QS4H7s5RNDIG7JgqPh9mWf+LvJal8mMKz7rwSvMLnROjx41nYg988q7Cvs4HF/uGeTsM453NS51s4ZzZAYQ15GpjNTMimu1fLLthRDpkIFER7yePXtGmUWbbrqpXXHFFVHxcqbWUfspDh3vWAc8Jzvg+fts21A/Yvnll7fVV1/dllpqqdRt4vvINpY06PbnnQX9IYSoALybDIYJAq0+LY0zgXjC2EKcYXgRNUNY8YwRg8AbOjQYW242eec5jJuzzqIlaRB6yelzLPN2yeDdaujaQobUE08Eg83XxSOh2eoyJFsuk8lEXYiLLgoilX0hshCIREwZL7WwOEfO9aijagvH+HXgvNk3EVieeZ/2GSHqQZP+gtSmWAjRXGAa2QUXhIATQSuMETSDZ0gxBS9+X+b50EOD9mB7DyyxfVIzEKTinu+zVjBqWE/AzOtipuGNXNx88jpSXofKp/6Xcm0p4H/ZZIVj+BFU9LpcyWx7tNr114cHrwlCypASIn8oMk4tJkwquujRLc+hGx7aCk0GPDP972Mi7T8zefLkSLcxBdC3ie/Dt/F9YIpxrPg2jIH3vk0uYxFCiFptkUmhJpMHM5qoH8+8905yaUXFcwWBQYFLBCBCLln4Mi5AOA7T+jgm0/ZmzQqp7xg3iDEXdWyHeCSSmOyKxzRl0uY5B4QlppVnJoGLvLqKhrJ/T51HdF58MV0mzPbZhz+8Q/eYP/zBbO+9zfj/N5ld77wTzjF5TvW5DkI0x+l7alMshGhO9O0bAmFXXhmym9AT6AaCTxhSyfsyXYUJUBEsI7iGLiEDqlOnUEMJE4ZgG0YVWoGsKg9goa3QI65j4p2DWeZZViwjg5pSLWQaea2puPFV6l34gKAh54M2wvCrT7a9ECJ9etuee+4ZFQz/8ssvo+52BOsmTZoU6Znjjjsu0kB05MNoohseJpB3u9ttt90i86lfv342YsSIqL7TsGHDokAdwT5AY9FVb+jQoXbsscfa1KlTbfz48ZFucjgG0wa32GIL6927d6S1KLh+zDHHROtzGYsQQtTqJkP9paRBw3uWv/JK2M6n19UHhB2Rw7pqVvkUwqefDiaU12byGgrJWk5pIA4RfjxIBef/rbQe9ml9Tvzzni6fxDvAYD5hPDG9OT69keLsFB6Nm1vZhGIu10GIBrBEFW5QCaE2xUKIUqmHWYh9kDHNw+tVsh1agf9l0agF0BvoJzKpmcpGoibHQDtgOrke8c96Bz+Wk11F8Ir/pZBoSsYRxM2sUofzIsOcMWOqUez955iBEI1GpdyTMXoIyBG443zJUEcb7UpngZ8zwU8//XQbO3ZslD1FUG7UqFG1psy9/fbbNmDAgMjMatmyZWQuEVRc2qef/JyVTgDvlVdeiYKO55xzjh1NUbgY6Cw0HsZWjx497Morr4w0mJPLWLJRKd+rEBUNmUhDhoQpe14jARA+3mkGU4e/7fh/TEPFX6bP+xRCooz+QPAhaFiPYEtMSV4MLzjun+GBccQ5ENH0tPm64LMIKYQjhdt///sgFBkbWWOITAQk2VwU6WR7rguRUYQX9aSYiqfMJ1Fgcr0nl0yhc7KeyELKtU0xRlCmNsUIJ9oUb7bZZhnbFA8aNKhWm2IiifVtU5zJlEJQ8XDUpliI5lcPMw0vHZCNsWPNrroqaA20gGc2EUQjGwrNgRaJ19Ds3j1sN3t2yO6OT8sjsEVmFrqDTC1AF9G0Be2FrmA9md5ombiGIQhX3zqZjQ1j4/p4fa5E8y0hRAO48cYb61xP2QJKGPDIRIcOHezhhx+ucz877LBDlOleF2SZ82jIWIQQIrU7HuYLpgtiAgGF+Bo1yuzNN0MWU33FXybx2K9fqCPAcRFmb78dUtcRYIg9xFguHfTiU+48ChmbLp0TFCUl5R4R6MVNyZDy6Y10BiRBg5R6rg2iktpbREOpS8E2nB/TD8mIUgaUKDJNbkqpTbEQ5UchspEKjQezPGDEfRgtwz0ZHVHo4BC6YsSIYEB5drkXSOc1emPuXLO99lo88xxtgZ6hYQtaC/3DZ7mGBLLQPMkOxGgMzokp/t65l/PCrGL/XmOq1GBs/Eb4rRDUI2iHphJCCCGESAVhyXx+yqh4VxmidZhGiCEED2LihRcocBfS09k+X/GXFI9E0Pjbj7oMpLUjxCgqigjztskIOB51ZTfF09mTzy6YvcCop8an7Y/IpptkFC33z2LO+fRGhCKRTgQp+2R7xCj1qjDrSK5AXBZqyqMQzdGUUptiIcqLQmUjNWY9TDeBvB5mYwSHqNVLfSRvUgLxBioYS4wHMybud6MF0FCeTQVkQg0YEOpUoiH4LPBZAoJ8nmfqV5JNxTnwvxoeHAPdRE3KUoPrwnfgBeDJmEIbqbOwEEIIITKCUGKq3IIFwYBxE4juexhUiCEKfhLdQ1CxHPHkwiMX8ZcUj55thODCJGK/HJP6wxwPg4h18U41mWBdpppQyRpUHMvrTbnh5eKwQ4eQpcUY42YSAhERjonGmIlMuiHnUwTZD9twjUjdZ1sKrfNZISrNlPI2xd55ZdasWVGb4kMPPbS6NXA8QynZPjjZJS/fNsW0KM6nTXGmsaRBAVAvAipEJVDsbKRSq4cZh0AaplKm/wWwHK1BUW80hY+TWcPoDwJjmDRsR9YThhPF0bmmd90Vpv+jKdBBnkVOEHDq1BDwQlugU9A1aYXDiwnXmHPBfOJ8+E1wfkxVZKzoInQcGV7qLCyEEEKInMTm5pubvfFGMKcQPBhHiDoEBkIDcUF0EKOFMipEwNLEH3+LJlP84+LRs43c3EFksQ+MMbKNtt46LMulM3ta5zw3nCBpZvl7jCNPu0dgUlB0vfWCaCT1/ueyM9HYfXojYpRrwJgBgeWGGcdkOSKR82Ydn/FrJEQlmVK5tCk+8MADM7Yp/vOf/xy1KfYueWltipN1EDK1Kd5///2rx8B7r3uQy1iEqHSaIhsp12mDHjDye3KSxggO4VdjxJDRzf7Txsp6Am3oATQGegdtgXnj5ehYD1xXsqXQC75P9AlG1YMPmt15Z1hOgJCZxx5UQ7fEG7c0Nj7FsEuXcP2ppzl/frgeBCoZN+t96qHXkSLrPK2DoRBCCCFERrFJdM6NF6Je3mEOwwgBRIYUaeYIrTTxR4IDtaeSKf4YXqSZE01DWGFIkZzgApf9clyEGtladK+hfpXXiMrUcSbNlPLlaRlUmGss53x47esw4jhfIpeM4y9/CUILswpBxTkwzZBrwLl64XXOEbhuPDDruDZcU2pAKF1dVJoppTbFQpQPTZGNlOu0wbR6mHEwcgodHNp55zB9jgCed9510BboB0occGzKHbAMXYBm8CLlHjhDf/j0f7QF++WZ7DOuaVLzcCwPuBULxo1WIlgY/34xIdFCp5wSMsLcLIRSqzsmhBBCiGYmNjFaEHGIJgQFAgtB5a2KidjxHK+hAAgwzJgxY8JnMLJIcmA/lJL5xz+CSMFwYlvvkocZxb68yx7LMKOS4teNKX8dh88wJh4INs9g8mmACEGEngs61rkgZBnHRwRyPdzIoog5BUuJBBIR/M1vQktntmN79o1x58XXEWdeJ4J6E4hLpauLSjSlyHA66qijarUpxpDyNsWXX3551AmP7KR4a2CHaXcPPvhg1G0Pg8jbFP+RlM6f6dSpU2RA0aaYaYG0Kb7hhhuifTlMFVy4cKGde+651W2KJ06cWKv4ebaxCFHpNEU2Uq7TBocNCwYV7+NZXMC9nKlwDQkOpWVooTOGDjU7/fRw3mSP45WjjciMQh9QDgA9QOCNYJxrDogH2OIBM64x++BYnkWVJFvn4ELDufL9kvlF9lNch3lpBzLpk2ak6mgKIYQQokFiE+GFkCKTiNeYOZhNpGWzHCHYvn3tqCRCBSMGQcZ6jBgyjhA0iDXEC8dCpLlxw345BkIHkvWgqN2UKxhPjA0jjIwnjsEyz4qKm1lx0eoiMZkC77UiPKqJKUUa/YUXBnPKu+4h1DCf2IbryLkwjm23bdrir6LiWaKqqth/vlQuFDrHfKOoO9lWQpQTBJIGDgyZw2k/b4JWGC9XXVVYMwJNQD+BTIYTATUMpyOPNLvggtoNVNAcGFLolvrWu8pW2H3s2NCFD+2D5kAPcDx0A9eE7dEYjAUjLVOJgVIkbqyh59BEfB9kR7GOB9cXrXPZZQq+idJC9+TyRN+rEBUoNjGLmIaHkEI87bBDEFxMu6POk3ffi4s/xAsd+zCCMLN4ZpkXBUVQ8lzIP5URQtQzIJ3+rLPCeB9/nOyHcFzGzjaYTt59z6cDQtqUQLbHpOOzGE8IS182aVI4BsfiGiGAyQbjGhBNRcQNGmS2334SaaJJ78klV1NKCNE8ITuoMbORGjptkGxrjCc3kMhe4r7NmPKtZeSZUegf9ofBROAprbB7375mBx8cuvGhN8huIiOc+lH+/2aMMg/ExSllQwow1zDW0DbxRjMUW3ddxTXBhKRRjgJwQgghhCio2ERE0UGO7Cg3pSj6TXYU5lTv3qEYuYs/ImgUCMeQQnzRZYXPOJ627sImU22o+uBT7U491ezn+sdRUc3ttgtiFLGMmYawwkCLF0/HNPNaFHHRFX/NZ7kOmHYINLK3DjooREddAFNXgv34MSXORAkgU0oIURC4x5IdhBnjJlEyG6kxpqrnM22Q+z5ZPA2pZeSZURhdTNXn/DhXgnCYTGmF3dERzBj2rC6ypdFEaAICV15GwDv/NhcoXZBWz9P1nJdL4FowvbKpui8KIYQQogzFJuKPZ6+TRPcXzCiKcJIFRJo8hb8PPbQmmkghT4wZPocphemDieOp6z4tz0UNhlW8vkJDxo4oQuglRSsC9fbbQ0YT54ZQZExuQHk6elrGVNyU8syq5FgRXw0VwEI0IvolCiEKBvc8jAfu/0zV497HM9lIjWVIxIuYp5EsYs79l8wd7v8852tIYa4QoGNqGvd+TCiMJTKfCNalFXZPy+oimEWGldff9KYozYm4gZYse8BrrjvPXoYBky5ZgkEIIYQQDYAbK9PaZs0Kz6V6oy3UOF1s0h0PUUWRcgwbDCkEJxlIZEcRscTo4TiILITiPfeEouReCNOzkhBwbB/PmIrTEEMKIeStienQx3HS6k8hnsloorM7n+G8EFBea4oHy9O69yVrUCEwEaibbFKzTUMEsBCNjDKlhBAFJZdgTFph8PreG4s1bTDZhZhnNAqBOO9GTPY4NSsZQ1phd8/qQpOgLbxbMZrI63I2N1xTeuMY10wsx3Dj+nBtCFw2ZvdFIYQQouLIVtiyXMfJZxBfiL8uXUI3GQSli8BkdBAR6CKO6XqYQtRTQLggWDCmEGUYW96xzylECjsiCbGXZiglz+vGG82OOy7UPWA8RD0ZK2OKm2bs07vxebYU27CcZRT0lOASzQSZUkKIguPBmGLokrRpg+gUsrFppIL2IHu7oQGhZO0q7zTsphKZ2DRxwXiikUkyQwt4TUY2QULO3bOtMaNcWzQ3XF95UXa/zq7zeM/5sR5N1RjdF4UQQoiKI1vr4VKZM1/XOOkKd/TRZmuvnX+Ukil6iAuiXmkZTvHooIs4js14yCRCpCFQEHOIMpYxxkLXUfCpf4yDYyUzmJKwDcXHuWYYZYhKxsQjns3lqej+7GKSaGDXrmZDhigbSjQbZEoJIZq9fvJMbswualnS6c4NLwyq224L9+WGaDO0BHrFp6JhRKETOBee0RAYUWiCtAwtDJrzzw91qNJojoYU8B26GUWALl7WwI02rg3bJE06IYQQQhQgfdsjRGmFLZvSmKhrnEQNEW2Iww4dgmDLJ0oZr9+Q1tUrHh10EUdkEIFIZhXPnvaOgcV7HvEsqUKBOGKcCKI998yewRQXtk89ZfbBB2GcjJvPsj+mIXJOHv3jmXR9pucddlj47oVoJsiUEkKUhX7i/s0xMH2Ytu/Fx9EkhQgaknXFPpiiB+gKShhwHmRIeaYQrzGt0Fpe2B29dfbZoTNvueCmE6YU+s0zxr1hDeu5Pugkug97oflCd18UQgghKo5cWw839Zz5TONEDCKOEAmINwQbwiofwZZL/QbqNLF/9okphClFJhFgWCEYvbYCn+G5sfCoHRHLXIQu5893iHjkHCjKzvg53/XXD62dyRKjeDtT/bimFHJ9/PFwvo8+WnrTOIVoiCl1//33W67st99+OW8rhKgcGls/cb8mIwo9QX3LQppe6KYxY2qyp2mIgvmCvvGMacwvjjl3btAIBxwQ1t13n9n114dmL+UE0xfpqOydir2kgWd8kUnmJRTQmXGTTgiRjvSWEKLgrYebEiJ1GCVEqRgLzwgICp0zfgTVF1/UFPTGJCLdnShmNsGWre0z+6PLHtMDEW1EF30siBPwjiwsR6wwJbCxIBOMMVPDwesb1MXYsWZnnBFqH5ABxbh5zfX68MMgrDCgmALpUxk5f6KEPmWglKZxCtFQU2r//ffPZTNbYokl7MeGtssUQpQlja2f6jK9gOztmTODObTrrrmbI57hRXCqT59gUDFGzgNdhY7BjEEvbLhh0D1ooIsvDk1fyKxCQ5QbaMXRo80uucTsySeD7uTc0XnoIq4N+mvddc223DIYUtJEQtSN9JYQIifymbrWVCCYRo0KQojC4oglBILXciJjifGTAUSau9dIgHvvNdthB/6nWPcxEBbDhpldeaXZvHlBiFBTASGIKGSfmDk8ODaizg0d3tOJBXHK9o39/1SEI8YXhlG2CCzXgU58CEi647iw5fvk+0YwX3GFWefO4fr51D7w7jvx1sdNPY1TiEKYUj8112InQoiK0U+ZTC+ymQnIYZoQSBo+3GzChNwzmuNmF+OmA7HvjwcaCwOme/eaTCm0Fq/5bDkaUrDvvuH6YbxxPVxvojHRgwTyeEYjNaS7ohCVhPSWEKKkWg83tIjo/PnBHME0QSzx/ziEEUYKgtDFAcsQgIg4n6Z24YUhssUUvLqOQ5q811xCCGKCYTyxH0wg4NkFm++fcfmylVYKgrExQRghJjnnbBHYKVOCeYWISptegNhivJyLR0rj63mv1seiGaGaUkKIktVPaBc3PIBmJdxT0wyONNOL+zWddNEoZPCwnsDYE0+EbGcMqmzGVNLsIrOcrCjGy7mgZQjEkR318ccha9qnrpWyIcX4uGZoFi9zkCucM01dfD9kiPEQQgghygZECH/MIwTy7QzX2GSbuoZYaao5855iTpYOxo9PkcM04hkjxYtPsq0vQ7RhFvn5vfqq2fHHm91wQ7oxleyew/kzNQ4xxnG90CXCkOvCegSMm1fAsRFxPBoThKFfg1wisG6qkeGVBiYb187rSiQjst59R62PRTmbUl9//bVNnz7dFixYYN+REhDjlFNOKdTYhBBlRL76Ca3hU8MILgFm0zbbhCn2STMpaXqBlyzgno42Qg9gHnGvJqj217/WdObLRJrZ5UW8+Zw3VEEbuNaAUjakgHF26hR0DI1d0D65wLn/5jc15ymEaDykt4RoIhAhGCsIFm/nm09nuGIQ79DGOJnSxTiJ8DXWnPlcjDpPMSddGtHHMwKJKFhSHLk5xT586p6/RyQSQTzrrDCVLX4+ye45QAQTUekZp/7srYC9+Kcfx4/f2CAYEVtMq+O6MR2vrgw2N5sYK9cL8ZnMlnLTDUHLg/deJ8vXq/WxKGdT6vnnn7e99trL/ve//0ViqVWrVvaf//zHVlhhBWvbtq1EkhCiwfoJLTh4sNmLL4Z7rmcvY07RhARD6bLLauuTpOnF/ZfpdR5wQndQQgBdwL2afVFfirrCdZUsyJThRbCNABRBPY6NZiDQ5vqqGDqnvjA+tB5Z8eecE76Pf/wjaLu6OiGjp447zuyqq4o5WiEqE+ktIZqIZAYOwoHoUyFa+RbaHELQnHhiWEaNgsbM6MrVqPMUc9Z7Fg+GCWKO5T6FLm5Cxes5+di55uyDzKdkXaRkIVGOyXYIseQ0aH/fmDWjGANT5RCFnnWFaOL74HxZz/kgHHfZJfP349eYKXdcHz8njD2PBiIwMatYxnXlGByX976eYyF61fpYlKspddppp9m+++5ro0ePtlVWWcWeeuopa9GihR155JF26qmnNs4ohRBlA7oFXZEp0IZ2oNMdWU7ca71eJZBNhdHEurTGLHHTi6Lm7N+DTWuuGfQBoA9o+IJZNX48Xawy64NMGV6ebc7+0VmMi0QGlpV6WRhKJ+y2W5iCxzXjHCldQJ1RgpLoNnSTG2s8o4Wuvjo0sRFCND7SW0I0AckMnEK28i2GOdRYdYMw5MhYIu187bWDcCPzKM2o8xRzxEQ8i8en6nmGD+LC6zolI3me2eQF0UnpjtdFStZW4LV38Ss2nFu3bkFozpgRnrt0CYYS2WGYSpwv1wXxSYvoXMxQzCTOm/MiYogI5vohOLkmAweaPfNMzTQ9lpOVxbaeQaXWx6JcTak5c+bYddddZ0suuaQttdRStmjRIltvvfVsxIgR1r9/fzuAPuhCCFEH3Bsz6SY0BxoHPYLWSGYse7OWZ59Nr9uIJuKzaCQPNHFf5p7OvjzQhEZAR9CsBZOrrppImTK8WM70QrQR+y5G85aGwvX785/Nfve7mox2rvOvfmU2fXp471lgPKOh0DicM81tjjyypm6oEKLxkN4Sogmoq5Uv71merXB0Y9aiaoosLvZNbSeiVogfsnIWLAjnHzfqMGbefDOYIxgzXAO25z3XgWvgET2EBc8IDTekXETx3gUKQo0MMPZx330hisjxx441e+GFMDY+47WV0tovFxL2T2FRxs71b9cujBfzDAOqbdsgoNZbz2z99YP4ZB3n8d57mbOW0sxQjFCuw5w5YT9EUokq8nnqWPTtW2NQPv10+E48u0ytj0UzI+8/LYjSIZCA9HHqHGy00UZRFO8dQu1CCNEA0HAEfSDN/PDgGvfdtLqN3J8vuCAE8whIMdWPzxBEQ0P4NDvPokY/nXee2ZlnLl6uIK4pCYpSg4qGKOgC9BZaZKedajK1S92QAq7DXXeFDDQMqmnTQi1RTCd0HzrRs8TRig7ZYOgdzn/33ZvyDISoDKS3hGgCMrXydUiV5oaZqXB0IWtRJbu9bLxxSCUvZhYX50OGFIYUx/EpeWQBYRR17hyWkyF08MG1u+AhGtwsQmB4kXGvc4A447PejQ88whdP1eazrD///BBV80KjaTR27QREEt8L3yV1JDDirrvO7J//DGYZvw/Mp4cfDuvIKuN8KJ5aV9ZSJjOU4p+cO9eSZ0xH6ii4QI5PP+D7wBhT62NRCabUZpttZrNmzbLOnTvb9ttvb+eee25U4+C2226zTWiNJYQQDQADiHs6oGPixogv8263ybqN8UAT2o39oJs8GEdG80cfhc/znvu2m08EHj3AGJ/S/9//1phZHI+AF/vhGe3F+lKuH5UEPUg2OF0JCdxxHbt3D/oFuB7oveR1R4ehdTDkhBCNj/SWEE1AWneTOETNMhWOLmQWU1q3F2oQIDgwIXLJ4kpG18jeIRKXawaX11PAUGE7InneMc8zg3zKGGOcOzdEu/w6eS0ArgPRO4wq9uOFvxkDgopnL8qZfHjUj9cesWwqOBeMpe22q2lBjMn0yCNhnB7VI0MKEwmhRYSUaXfZis+nmaH8BrimXGuf+kgEFeF59tm5TT8QolxNqQsvvNC+xLE2zOo/21FHHWUDBgyIRNNNN93UGGMUQlQQaCQ6/86fH7Scd9F1CKihC7i/JzOgk4Gmjh2D/iJo5foI+DwPtBBNUNAIZAsRYOS+T6YVQUHu+wS+0An+WTKz0U+MrylKFzQUdB3n6B2Q0ToUlCcY590EuS7oqHjAzksUcM50XC617thClBvSW0I0AZm6mwA3SAyaNAFSyFpUyW4vpH1zbAwgRBDLMS8wOzJlcSUztrjZe+YWUadcMrjoBMOUOQQUx/XaSC5+EGi85nicvxeg5D3H4zgYNZhpCDLOhShfhw7hPWLCO+Ylr2X8mjcV3hmH8XBeRPD4XuiOw9RBMrcwDbk2Xsic/2cTDUXI8ppMsuHDg2mUT6tnvj+vZcE19+mMmH8cF+LGlBCVZkptwf+If4Z08okTJxZ6TEKICob7LsW00Vw8MIWYQg/c37knU/9phx3C/TpujiQDTWgEtA8azd+7jnJDxutWYcCgjTCkKPhNAJAHZlRcH6E1eDRXvKQD5+UaB/PNM+z9XNGNGG+UTkAfeVY6U//Q1aXYHVuIckJ6S4gmIFN3E4wTDCmMoLQpWIWoRZXW7cXTmIHXjANzioKY3KDjx/IsLiJxbpBxXAQPhTgxNLih8/8WjKK6MrgwRS6/PAgEPuMFtBFOGEV8nugeosuNE++Ch4BgHGzPsRkvaeps79leI0aEKW5cM5aDFz1Pfh9N1T2G68l3gAilcDnnd9ttQVjyzHeAIcWY2c7HyjXh2m61Vbh+LM9mRMbNUH4fZEh5TS3wa8z3gHHFd3P66YuntQvRTFG5WiFE0clWA9Sn6nvmOnoG0EVMy0OXXXvt4uUakoEmdAIGkmsn9AXL0EtuzGBEoSnQdmgj9BPr0VJea7Mc8DINaJp47Sv0DNeRzKjkuXId0JEYUnyW644eL8Xu2EIIIURByNTdpK4pWA2tRZXW7cWnwjkYEowDocJNG5PJpxF6FhcZOhSL9IwtQOhw4yc1nGgbKeQUwc6UwcWxEWCkkGNCYaz4cp9G5q2GefA5xsVyN60wmHgNvh4QXJg5tD6+997weaYVsi3j99pSTW1KedtmRJPXa+B757pfdVXtFHxEpl87xKYbclxnio9m+86TZuhjj4XPu1nn19y70LB/vkeMMepLCVGJplSnTp1siTo6G7zJP0AhhLCG1QDl9e23167xyT0b7cRUfS/GjR4gAEh2U79+QUO88UYwr9AB3LfRbOgcL1ng93ae0U3oIHSgLwcP1jVVgK4+xPVLPNjIlEP0qa9PzkZwkwq9yzoPfHpJB9YzvW/77UuzO7YQ5Yj0lhBNSLyAdC41mBpSiyoOx2If3HzTur0gfjAs2IaIHSZYPIuLNHKidp6x5ULI08J55nMsZ19pGVxM26NOEkIAwwVTJh7RctPJDSnPEor//wohkYyKeaYU473hhmBQEe2Kr2ef8chZsTvIxFPqEYSMF0ORa8g1Qlxi1nH9OUfvvhPHM6O4zmuskf07T5qhAwaEY7kI83bI/nvw+hOIYSEq1ZQaNGhQrffff/+9Pf/881Fa+Rm0pxRCVESGU3xKnWs11se70+28c21NlW8NUO7pTNXjwb6Zys92GEw8uybygJxnzhPIQuu4JnD95NrGG8N4DSUP7nFO3PebupZmriQDiD4lL66PuMbx78A1Ttp714Rs701xuC7+ffPMMu9wzLWisUwuMxKEEPkhvSVEE5NPAen61qJKgqByAwnh4tO3HG7OZFBxA0ZAcfONZ3HxmXjGFjdrlvl7Po/I8SymZAYXooJ5+pgeCDm2Q7R55xmEhptICAL259P6vPZRUmh4IU8XYxg9pGCD18VyMcPn40ZUMWtKcU4e7eRc4pE8N/NcTHqBTp/WGDflXFiyvH377N95HEQw2U/8jtyMShp+LvbYtxCVakqdeuqpqcuvueYae5Z0BSFE2Wc4oU94uJ7gwf2SjGy/Z3Of5n45dKhZ37511wDFdPJGMxhTafUg0V1PPx2m46F90A3cr718Adujs6gHSpY1RkmyHpQTz4Lyot98nnGjQ5LZ46VK2rl54BKdSZMYrg/n5/rWrzvfD9u5LgVv8AJ+PbkWXEcvGO/NdFjvxpXXNRVCFA7pLSEqoBZVXd1ePJMoLl4woriBH3RQyKiJRwbZN+nl8Ywtz7Bxg8uFjqeFJzO4EFuMl7GzLesYOzd5TBbvvsdyxong4uFmGJ9jHN41DxANCAwEhNfJ8roAbugwRTAuQooJ4yBrjOvLMyYd44wbgm7mEZVj/Hy/iCIvhh435fw6Yb4dckj+aeT8jn7/+3BNPIXd8ZpV1JxgeoAQZULBJlvsueeeds899xRqd0KIEsIznAjccG/EWOLezANdgXaaPDl0rPO6Tdyf0UbUYRw7NnMNUPb11FPh3j5hgtnxx4eMKI4ZB7OLaXk8cww+hw5C93CPxjxBMzFG6iC5AZNp9osHuRxeo+E8eNeccL3DufbqZTZ6dDgP/pe8++4hyymeQYVOIqMcAy+ulbyOJpoSDYkeRvt4BhXv0WM8o5PQtJiE77wTvj8hROMjvSVEieLTrzBrMBQQPjyTxZRr8UXv9kJ0DmGD2MHk4MGNnWWsYxsietz045E8z9jCWOKmjzGF0eJTAnnGVMGE8gwupqR5Ng9Cyjv+8RrBxXvqAJA5RbSL95gxbLP++jX1orwuAiIhjrf79SwrL4TOOBARiLamigZ6xhfn4kIHgeOF2x1EJev5Prt2DaYRn/G6XnyGbbhefA7hteuuZvvtl/+YuI4IYUwxxuOGHs+8Z/lpp6nIuSgrClbo/O9//7u14h+nEKKsiGc4oX8wkNBG3vQFPcFUe8/QYZlnX3smExlQ11yzeA1Q9jl7dliOUQIYImnT+UgM4Djs34N9birFzSX2ic5CH3D/Zvum7ChcDOIF2dErxxwT9FS8LtcDD4SGPl7Q3AN5aEKuGdeQa+9T/eJTGL3TMZ/je0I7EpxFo3pW/qOPBu2lulJCNC7SW0KUUS2qTPvI1O1l223NhgzJbHAlM7aYY08UCuMHA4rxUFicm3haBpcX4URMcOPHdPGub54VhOFCoXTGhYBbd91gVnmRTsySeG0ojxCynH0jHDkXHmQlsa1P7ysmnCvXB6MJccTYmBqJiUi01WtxMTauA+MnsurF7mnXPGxY+DzbcF0w2xBTdOvje6qvKDr77PDM78Cz1NgX4htDytcLUamm1GabbVar8GZVVZV9+OGHtnDhQhs1alShxyeEaGLiGU7ck+P1MsGLYvuUrniTEEwhlqONmE6X7IyHWcLnCeJ55jMmSceOtQtoA81IHD6TVvvSyxj4VDwfC2Modq3MYuLnzfVFd1LXiwypZF2uXXYJxhSmH6YTuokg54wZQUd6x8F4Z2bPQI+bgHxPBD0xs9BvaC++L9WVEqJwSG8JUQG1qDKR1u1lk03S6xukfZaonptaiDfPUuJGTnozZpTXoUJocRzMD9YhJDCcMEAQbV5YHfGF8bLXXiFaybx+N94QbiecEAQXBtXMmeEzcZHCfvw98BnSrNkOkVFMEDK9e4cxcA6IUAqYe30shA3XAsMJwYQpRxH5uCFIbQq+jyuvDPUruMaIWDKpMnVpzAeMJ6Yb0GWPoubUxGDKnjKkRBmStyn1q1/9qpZIWnLJJa1Nmza2ww472Ib81SOEKCviXY7JHEc3YGbE62dCvL6jmxnerMUDPPEaoHGDyzPKybxB2/DZeEMYQLeghVxb5VoAPFkfspxBC/J9UGg+1wAuupNplwQL0b0ER72GJxlpaFL/nuNdoNmGz7M/TEXfpxCiMEhvCVHhxKNK9QEzBYOIzxMNZH/UQSCaRD0q0ptfeCFMFSOyRLSJKCKfYxufZoeY81pGCDG2Z1nceMPU8i43iAk+69HJZIFuL96NcPCuM8m09mQnl0KDwPEIKyIGOFcEEdE6zgUBhMmEGURtqLR0cKZq3nxzwzLj6oJrReFzIcqcvE2p8847r3FGIoQoSeJdjuP1Mj07O0m8jpMX0ubza61l1qNHTUY5xhaaBV2AOUU2TufONZ+NN4TheGzjnXczZT65huHh2obncs6SAq6ZlzPgeqIJcw3gek1UZgNx/TH/yIAiAIr29A7NXPt4Mx++O7QYWg6jMJdO10KI3JHeEkI0qO4CkcTNN68dmeM9Imz69DDtjilo3hIZEfHaa2E7DCrvduIgMBAR3n45jndVIbMIoymT+GJsXiOLbes6h0ITN74Ym2dyOQhPxO3vfhfMqFxNpkJkxglR4eRt4y611FL2MXOBE3zyySfROiFEeRGvmZmsl+n36Ph0OV77ct6zHENq551r1wD1jHA0DBlS6CTvDBxvCPP442bHHhvME/QVOsKz0JMage09O90ztcq9nhR40XG0I9eSa12f75drhkbFPGzXLnw3ZE7xvRBs5Tvzel68z1QnVQjRcKS3hBD1IlNnGfBU9JdfDtPOvCUyAs9NJMQT0SbvvodZwzM3fCKL48cvfkwEAeLLu8V4WnUp4YLQBSTdcuIi0YUnhhQmU7KIvBCi0cj7Xxk1DdJYtGiRLaM5rkKUHV4zE2OC6fZM88IEQXcQROKffdwM8lqV6BFMDNb94Q81BbS9fucNN4S6R+yvT5/ahpQbHRybkghk77Af9h2fJpjUOx7Q822aom5msfHMNLQU1/i3v6251vl+v2hYnx7J98L15IF+JZud/ZK9xnXlPXVS+Uyuna6FELkjvSWEaHDdhTQwmZi7Tx2kuHHl0+rIYIrXYSAahfDjgfC6887Fa0ARlWJfiBHEQanDeTBVjwcowiZEk5Lzny5X4qZHfwAtYTfccIOtyFzjn/nxxx/tscceU40DIcoUz3AiG9xNCIJrQMYMBhVaBo3iU7uADO8zzzQ74oj0Mgms++Mfg9mFlkEnoWfQBUwnYznGFlk7rrHqMpnippRniJcTXrQ9WcgdEwmtuN12ZoMGNfz7xXjCBNxjj3C9+X7Rr2RR8R2wjvdkUnmd1IbW8xRCBKS3hBAFq7tABlQShJbXQYgbV2yLAYWY8ihTshYCQi3ZUQXY/rDDzCZOrF1HqtRwk81rZL34Yhg710oRNiFK35S6/PLLqyN3o0ePrpU6TsSuY8eO0XIhRHmSLJLtJQUIiJHJNG1aMDQ8G5qMZxqHkP2crxmC0UGg6okngm6iM693g8sFry1VbllSnToF3YTe8wAm0/U4TzKXKEFTXy2VqYs1xJfRSTrecKeQ9TyFENJbQogG4vPyvbNMfAqfZwRhbCO64sYV22HM0OnN6zEAZhQijP8XMbWNIp/PPx+ih3EhQCFwjvfUU1ZyMHafgsg5IF6JXFKjAAG6//5mO+4YBNakSaFWBdtJ5AhRWqbUfP4qNP697mj/+Mc/bDX+oQohKopMtRwxntAi9Wk+kskMofYm7+tTpLycCpvHpyBSDB6d5FlqaEceZJsXIlsp0/ebXKZ6nkI0HtJbQogG4fPyvbNMMhUd4TBwoNltty1uXK2xRk3rZE/FZn8IEMwrsoswbu6+22zChGD08HmOhwg58kizZ54prXpSCCnSyT2NnvMjvR/BSQo4xhRG21/+Egw5zCrOi3XUl/BzE0I0GktUZSpaIArOF198Yaussop9/vnntnJaOq0QZQoaIB/DigAcGmDuXKto0E/oJp+yt8suZmedVdPljkCfspWEqB+6J5cn+l5FxZFJZCGmPBXd597Ho1isp4aCd9/DuMKgefDBYDyRiu11pnhmzj6p8Rg8e+8dUubJtHKji9R3DCqWJ2tONTXx1tCYUpwTUxd5Rkxxrp4RxvlhTLEdNSo6dgznJmNKiEa7J+dRDjdw4IEHWu/eve1MisHEGDFihM2aNcvuxjkXQoifiWsi9AzaieDToYeG7KqkmcJ6ipv/nCxQ8VD6AC2I3kP7eVMYIUR5I70lRDOIojU1acZTPHMpLRXdzydTDYVf/tJs1qxg1iA6ECIIEK/PQL0A/rhkPzxzPD5/661mu+5qJUm8NhbGE6KK1HPOmRpaGHNkg2FCAa/JnmLbhQvDuXEtG/O30Nx+e0I0ZaZUmzZtbOrUqdatW7day+fOnWu77LKLfUTxO5GKonei0ogH4QhIvfNOaOpCBjmBKDJ/zjijdvCJ4ubUzmQ7NFAl5nLGuwdy3dBNPXqE4uJ//WvddbqEEOVxT5beKs/vVVjzNXhKBTcvmCbHeIn4Ee1DMCQzl3IZd5oZMm4cDngQbog2Moe8zhQmFaYN27lBhYFFJzsEzMyZVlIwJsSkp53zQIRyvTCciPyRGcb3TcaYwzIe3bsHc+qqqxovKthcfntClEqm1FdffZXairhFixbRQYUQAtAu3F8xpAg8cb/1DsX8PwnTafr0oHWGD6+55770Ev8DM6PhFOu8BECl4NoJPJOcDHLXKD51TwhR3khvCVFEklPZ3OCh5hK1mUpl+pabF6+8Yvbyy0EoMV5qQSGukplLuWT3pBWU7NvX7OCDzc45x+zaa4MgQZy4gYOBNXu22RtvBAOMKXt0QUn5f1bR8W43yWWAoEJYMU2RB9t5IVKuJdlgZIchuNjWOxWyLedcyb89IRqRvHMCidiNwz1PcNddd9nGzFMWQoifO7ahidZe2+y118L93BufeMY3BgwBPXRTUj+wLcE44LncM5g5x7gh5aUMKHPAtSOTHt3nHfGEEOWN9JYQTRBFw9BBoGBEuMHD8jShUmzcvMCswPxBNDBGsn0wiLwLCssxNzCuEGP1gXP997/N/vGPYOKstVa4JkTIPGMKwYJRQ70FxsZrBEspEO846GnnPJPxxflwDvE6Uy6+OD+uI88eFcS0aqyoYHP57QnRyOSdKXXOOefYAQccYG+88YbttNNO0bIpU6bYnXfeaX//+98bY4xCiGYI2oR7+iefhIxu7ukEfrxeJkE1ltFR2HUTgbpNNgn3YnQN6z7+OOiCuL4oBzgfst+9TiiBR9dErOM6cQ3QT7GO8EKICkF6S4giR9EwcpJiI2nwNFVRx6R5wTMiirRyr39EBLB16zBmipZTLymf7J74tMDJk0O3GbKfMGa8vlKyvTHCJW6YkFnU1HiELx7pQ1C6aYfAoo4U4ooH58SD80Cgcp5cN14THeQ1dRMaIyrYHH57QpSiKbXvvvvafffdZxdeeGEkipZffnnbdNNNo7oHrfgHL4QoGxpSc5HtMVq413p3Xc+oxqxiGVrKg3yum7jnbrON2aRJ4fPe8KXcakuh8Th/6onCiy8GPcl1imskbwSDWYeeki4RojKQ3hKiyFE0smnSqI/B09jmBeLIp6KRas3YKTzJGClEiTmUS3ZP0oiaNy+8R4AgPhBfPo2t1DrqZcOFI+fRuXOIksYNKz8/vntfjvD06Xr8f9bT1ulY2Bgp+83htydEKZpSsPfee0cPoK7B2LFjbciQIfbcc8/Zj0kHXQjRLKlvzUXP+H7hBbMPPwz3de7p3Ov53wP3ffQTRhPvucfzzLR5N74ofs4+qC/l25Rb5jLnhW7kwbVBK3Gd0JucL7rIs8vRgpSQYb10iRCVg/SWEEUA8YHIIW05rRBvrgZPY5I0LxgnAoJoFc9uHHnaNbURttii7uweF3pPPx2iYp6WjgjBkMHkcvHWXERYcjoe50KzCLLJEJ9+fVju0/cwoeJmlf+/FTNqhx2CIdVYNZ2aw29PiFI1peCxxx6zG2+80e655x5ba621ohTza665prCjE0I0CbnWXExmUtF85dJLzZ58MmR68xm2iU9Lc72ANmAdxc653155ZdAMGF/9+oVsIKb9lWs9X65Ju3bhmqEFuRY+pdGnODpcM0wrdKd0iRCVhfSWEI0Mxg3iA5Gz4YZBeHiqNkZBLgZPodPNs5kXCAOEEpE/BBdj9YgW0USKUNaV3eNCj1R1Os9gaiHCqJnAa8ZOUUtECmZYc0lXd6HJOSCqevcOY6eAOdcC4cW5cZ6k7LMd2Ug8MOUwsJjaR+SU67Prro1b1DT+2+M5PoUvV3NRiEozpT788EMbM2ZMJI6I2B1yyCG2aNGiKL1cRTeFKA+SZQv8/ug1F5nafsUVZpQ4mTIl3Oe5r6OD6BzsmVEEnuKGFPDa37M9932msGFwYX7x2SeeMJsxI2gkNAEaoblooXxAW6JV0ZFklXOtuI6cN+ZTHA+A0vFZukSI8kd6S4gigulAGjgp3g8/XCNePGsI8yff6Vv1TTfPx7zAeNp88zDl7r33QgQRYYWJUVd2T1zo0Y2GaCNiDMHl4g1jDlMKY4eMqVLGvyeinRhrCErO/ZRTwjNii3MYNSp0C8R4fPzxEO1D3DKND2OPzKiOHc1efdVs660b35CK//b4Dnx6JgYZog9DKpu5KESlmVLUNiBaRxr5yJEjbY899rClllrKRo8e3bgjFEIUlbpqLnL/JqjGtLp//jMsQ7Nwf+ceTuDJOwbXFVjzLGkefLZDh6CNmLKHbvjoo+ZXuiAfunYNuodzPv30cP6nnlozVQ9thLb0chEEWdFMhx4qXSJEuSO9JUSFpJsXwrxAcBHJIgOI9RhSQIYToiotOysu9LwbHWOMG3Es9yypUofxYvphKmGuXXJJbUPJC3FyrfheMPE6dQrnxjny4Fpi0CFmi20E8VvgN+EmJjWkOJ9s5qIQlWhKTZgwwU455RQbMGCAdSasL4QoSzLVXERb0XHYSxYQjEIHEUxDZ5HVBEw/q6v5Cvd4HmggnjGhMLrQcOyDAF25GlJeugDtuMYaQQdRtgG95AFQtAfT+Xz6I9ujoyhrsN9+TX0GQojGRnpLiCJPj/PMIcTHXnuFm7NP3yNTCKPi1lvNNt00+/6zpZtjOuS6r1zNCzrDYV4A5nW27Ky40PNC5l4wnQiYFzWnMGhzqF3H97TaakFE8t0hKtOubfL6YT55Rz5ecy2aygjiePwmCjXdU4hyNaWeeOKJKI28Z8+ettFGG1m/fv3ssMMOa9zRCSGKTlrNRe7TBNzQMOgV7pceoEPDkDXO9rlOs/OC5xgumC/U2GTqHtqPLKlywzvqcc7o3GTtyngAFC1FJhXXCMOP7DSCmUOGSJsIUQlIbwlR5Olx8cwhbrTJ4o0sp3ZBLu1v60o3530++8rHvGDqYa7ZWS70EF4INxd2GDOIFbKkmguMl+geGVIILGogPPKI2eGHZzam4tcP4QmYWU1tBPlUUSEqkJz/1W255ZZ2/fXX2wcffGC//e1v7a677ooKbv700082efJk+5J/zEKIksW74mEATZoUnnnPcl83a1Z4zZQ6prK7yYQ5gnmEEeXZO2RKoQMJ1GGw5GpIxetMEYjDdGEf/C+E53LMkuJ6Yd5R6sEDelxfSsN4jSgP4PXsGbLHmAoJ221nNny4sreFqBSkt4TIcXochguGBBmFPPOe5awvRIq4g/hhfS7tb+u7r7gQc3GWzbwgQ8pNjHh2FhFFhIdnZ7Gc7CwXfL7vadNCIU/GgkH15pvB1ClVyOjiAd49j/cYUghLBCo1JRCTmE65XD8ELw+/lor+CdE8uu+1bNnSjj322Ogxb968KJp38cUX21lnnWW77rqr3X///Y0zUiFEvYl3/aUYuWc8tW8fptUD5pAHG1u3Dvd5D/aREc06TBXMKC+8jVGVb7kB1xFuTrlBhX4qN0PKg6R+7YBri16i9EGyZIGyt4UQjvSWEEWaHpeWIh4nntrcGPtqaNZXrtlZ/D/j0UeDGKQ4KOIOQYehR8YQqdqljBcl95R6F5RcaxeoXDcie7kYiEKIkqFBf+p06dLFRowYYe+++66NHTu2cKMSQhQ8oDh9ejCkvJ4l08NoQkKjGTKnuK97sJHtgG5vBM0wUTCP0FB018VQYTkawGti5mucJDOryq3DHteFrCjvrMyD92uuGQJymeqcJgOgMqSEENJbQtRjely+ne0QP0TbMGcwNTxylkxtzmVf8XRzJ21f+WR9ZcqmyiU7CxNv5MggBqmRxRQ9ooFMeaN2FJHJ5LVMXt+mBuGK8GTcPLxAKedChhSdCDGmcjUQhRDNN1MqDbrC7L///tFDCFF6AUX0FfdtHhQnR2egURYsCBqJ4BPGE5lT8WAj93jME/SOd9Kl5ABZ3rzms66J0Ad+zLrwmpps55oHndEcamlmg/Mi2Mi5oSmZ9si1QjexnMYuXbqYHXmkpuMJIfJHektUPLkYMAiafDJluEn36WP2wANmL78cbuZk5HAM9ke73Fy7sWXqkkeGFIZUvLNbWtaXCyu2wyRjPVlf1IzKlE2VzM5iHwgQL9bOe45BZhSmmwsTiKeu+/jj70sFxoWZx/cyZ07tjjpcX0w+UtG5PhQrz8VAFEKUlyklhCjtgCJ6BX2EvvLAF1rFNQeaxbOd3bRCR/FZoAYS3XXReQQguf/zQN/4tDRqJhGgwvjCYOI5blo5cb3Do1wygbhmXCfMJ67t+uuH6+cNbbbfPjxTsuGCC+rXEVoIIYSoaAo51c4hG2n8+LA/DClMG27kHAOj45BD8rthZ+qSl+zslsz6wjgiAwrjyOsZ3HtviBg+/njmIua//31Iw8a4Ipr4wQc1+yBiiFBDbHFOFKysK3qYLbLYVCBUqR1Fe2LOie/JW0EjRp95JqTx52MgCiFKBv2LFaICAore7dfrQyZ1B1qI9d4ZDjCdyLA6/fRwf7/iilCMHB301ltBs2E+uTYgeIUpwwMtwDqOgRHjtSn9wb7TxtEc8emLPKP7uC4Ye2hCrik6tF27kDmVVnNUCCEak4suush69eplK620krVt2zbKsqJGVZxvv/3WTjrpJGvdurWtuOKKduCBB9pHiVaoCxYssL333ttWWGGFaD9nnHGG/ZAoBPjoo4/a5ptvbssuu6xtsMEGNmbMmMXGc80111jHjh1tueWWsz59+tgz/DGZ51hEBZPv9LhseLYSZg3GDg8+u/XWIRrHe36judyw49PrMI5GjDAbPNjs2GPD8yWX1Da34llfCIPZs4PwwoBBMGC4EDG87LIgvJJFzCnQzb9l0q8xpNiG4uWYXVwLPs/UNo6BScU0veYqPBCPGFKYjhiOnJs/vK4Uz8OGZTcQ8ykqL4QoCsqUEqLM4N7qhbKp+4RZ5IYUz2gdiAeRfEqdrwOCd5QdYF/swzPZPQucbdkHBgzv0Qk8PBjnx+BzaCJMKrQDzwS1yq2zHudFtjxaiWwpMqJYRmCPEhGeoVaIjtBCCJEr06dPj0wejClMpN///ve222672SuvvBIVU4fTTjvNHnroIbv77rttlVVWsZNPPtkOOOAAe/LJJ6P1P/74Y2RIrbnmmjZjxoyoM+BRRx1lLVq0sAsvvDDaZv78+dE2J554ot1xxx02ZcoUO/74461du3a2++67R9uMGzfOBg8ebKNHj44MqZEjR0brMMkwunIZi6hw8pkelwvciKdODVPlECeIKD7LzZtpcxTXzOWGnSxWjhDyaXYIJp4nTKhdvNyzvohmYY5wfEQVEOViHwgMBF1yuiLCCyOKc0bcsS9PP+ccWM8yomKIr4T526zwWg/vvVdTK4LzQlxxbblO/kCA1UVDi8oLIRqFJaqqSm3ScPnyxRdfRALr888/t5XTUo6FaCDJey2GEEE3/pVjkPDap+dBvKYUfw9suWVYR8AQ7YSuQe9xz0fzELAjW8pNLs8S4p7O8mRdKNb5Z+PryuX/On7+Pm0RPcQ199qhXLsePYJGjsO26Nu//jUUNBdCFJ9KvScvXLgwMoAwq375y19G59+mTRu788477aCDDoq2efXVV22jjTaymTNn2pZbbmkTJkywffbZx95//31bY401om0wls4888xof8sss0z0GjPpJbp6/cxhhx1mn332mU2cODF6jxGFOXb11VdH73/66Sdbd911beDAgVFXwVzGko1K/V4rjjRzgQyp+PS4XGA+PQXFAcHCDRzBwk0coUN3F0RLXTdsL1bu0+swl559NkSq+A0ybQ+h4KaZz99HZJFB9cQTIYsJAcEyTCiieRhTjIHjY7bsuGNNJJCpez4VDzGCAYVIY/ykZnNNeO7a1QxDt9Q769UF58z1woTjWmBCetedfIRV8nvyaZDJ70UIUTByvSdr+p4QZUJaAxdKIQC6xfUVGdwEFNEu3I/RYOietdYKOgwtNGNGeI1RhUbyYuRoHK8h5dPz0E3sM2lIoYvQDnzG60v5oxzgmqCHCKZyHdCbvP/lL826d6/JEEujPiUvhBCiECAMoRU3CuOe8Zx9//33tssuu1Rvs+GGG1r79u0jIwh47tatW7UhBWQ4ITZfpjD0z9vE9+Hb+D6+++676FjxbZZccsnovW+Ty1iEiMA8YFrbVVcFI4LnSy/Nz1RAnNxxR7iJc9MmK4lIU7xIJkYIQinTDTtZrBzziE4wfNaFFe9Znpy/71lfCAkie4gGL0jO5/y4blS5CYXx690BEXbejc6Fl09xwxRDFDbH9HTPiOIaIa4wjTCjMKg4P6bekd3mU++yCavk9xSfBqm6CkI0OZq+J0QJT7/j3kppg2xZ6GkNXIB7LQEj7t1AvScCQgSGuHeTlb7eekHD0A2Y6fqsQ0tx7/dscdYzHjekMhlM6Li4aVXOcO6YcW7qcb0w8ahHClwvMtHIyMcc9O/ES16oOYwQotiQmTRo0CDbZpttbJNNNomWffjhh1Gm06o+behnMKBY59vEDSlf7+vq2gbj6ptvvrFPP/00mgaYtg3ZULmOJcmiRYuih8PxRIWAOGrIHPgpU4LRww08WXjTU72ZWodplOmGnSxWjjDg4Z1leOa9z+9Pzt/HRBs0yOyUU4IQQ1AgpjDJfHofhgviDHMLAeFmjEf83IxiGefgppabUS5AmhOMn++A8+Ga+f8TOHfWcU357jD7iARy3eoSVsnvKY7qKgjR5DRpppSKbwqxeLYTmdwnn2z2u9+FLPRjjgmBrrpqM2a711ILk0DT+eeb3XNPCAzyjJF1221mt99uNmCA2dprh/s6OgYNxPR977BHxlO2AJIbUpWCN+fxgu5eO4pHly7BFEQ/ch35XxKalO8p35IXQghRCNAwTK+76667rFxASzI1wB9MBxQiJzA6uTkTscPYwdz09sA8e3QN4yjTDTterNyFQdzg8oKeXmwTA4ztf85YjNhvP7MddgjbEt2iuDrmLYYUIDB40EGFMSMyfJzAOBFtjB9Rwv55MGbOK14wtJRrISTfk62GGcU1QejyN1f87zuPDjL9kfOtS1glv6ckad+LEKJoLFkKxTefeuopmzx5cpSyTfHNr/kf6s9Q8PKBBx6ICl6yPfUMKHjpePFN0sIpvnnLLbdEhtO5zAv+GS++ueOOO9qcOXOiKCHFNydNmlS9jRffHD58uM2ePds23XTTKO38Y1z4HMciRCGm302fHup3oj0Iit1/f+hGfNFFwbAaONBsyJDwzHs+l8u9Fq3CbI0+fZhSEZ4JBnH/Jjsdg4pgtdeGQu+4MYWZkqwL5bqhXKbj1Rc/f5IO4rWjeE3QjmtP8BM9ReF5lqlsgRCi2FAw/MEHH7Rp06bZOkQwfobi5Wgoaj/FIejGOt8mGYTz99m2oYbE8ssvb6uvvrottdRSqdvE95FtLEnOPvvsaEqiP94hk0KIXOA3hdnjN21eI5aIxvGMocNNHMGUCc9m8r9dMIDciAI3qNwYSptmhhDbbbdwfLZ3cUWkj38LZGqRcu1TCzG4sqWjx4+PQPTpcKUE5+MPDCiuC5lPfC98H7zHkOK7oC5WMl2f9zxzjtTM6tYt9+8pieoqCFG5phSFL48++mjr2rVrZAJhJpH1RE0BQFzceOONdtlll9lOO+1kPXv2tJtvvjkynzCy4F//+lfUQeb222+3Hj162J577ml/+tOfoqwnhI0X4+zUqZNdeumlUbFMhBkFNC+//PLqsXCME044wY455hjbeOONo8+QeXXTTTflPBYh6otPv6ObL7WeMIG4N6JBMJLQ8H/+Mxl/NfWieOafCkYWxlF977XJY6PF2BYNhU5A97C83Kfj5QN6EX0Xn5KXmG0SgcaixigZavUteSGEEA2BfjbonnvvvdemTp0a6aE46Bm66NEtzyFrHT221VZbRe95njt3bq1AHcFEDCc0k28T34dv4/tgWh7Him/DdELe+za5jCUJGfCMI/4QIid23jnUMSByhPnjWU48PG2caXQ/119Lheli1E0gLRoxgNBCECDIeM8z7/ld+vx9/s0kp5lRuBtxx+cxYbzYOeYMqdeIMDK6evbMre6RF/308yklEYeAcqOO6+sFSIFzxFzyAu+k+ROt9UyzJN5x8P33za67LvfvKbmPTN+LEKIolNTkERXfFJUKWTRMZffsa/QLwTBMD28Gw/0abUMQKVmbEbOKKXr1udfGj+21pjiGB/vcmIprII7vXYcrDTekXAd58JEsqLTrjim1666htpdnpgkhRLEgI53AHR3tKJdAbSYe1HkCprwdd9xxUbY4WVToHQJ0mEDe7Y4sdsynfv362QsvvBBlmg8bNizaN6YQnHjiifbmm2/a0KFDoxpRo0aNsvHjx0dZ5g7HuP7666Os9v/7v/+zAQMGRNnxHC/XsQhRMBA5pKJj2vA3CMYHN+/49DgypS68MKSlp+HFyjGPmJ9Puvn664d9Y5QgEnjP8rrm7yPQyMjChNl6a1xes222Cc+MAZHGZ4lCNmfckOJvPQSni1aWIX495ZzpjNSK8hT+JPFaFVxLvkOmFmQSpsnvyacAqK6CECVByRQ6V/FNUcmghchGwhRKTsGLlyfgJ+S1MuO1GbmfUhOKwtpeW8o1jHe6TbvXcu9+8cVgTPEz9qCemy38reGGWFKnVeK0PddA3oGZa4ym4rtDJ6Ilc7nuQghRLK699troeQf+yItBtjfZ6kDmOME4amWiWwjcYSo5TLtj6h8mEgZRy5YtrX///vZHUnV/hgyshx56KDKhrrjiimiK4A033BDtyzn00ENt4cKFUYkFtBMZ7mTNx/VXtrEIUTC4mZOKTocSpn3GW+YigLjBM3WOqWF0Ztt00/QbOunPzMsn7RwRhmgiA4tnFwmYwMzfRxSkpUu7aULaOrUbMG2IPiL6GJsXPke0NVcQlFxPxBHX2sUmf1v94Q9mBP4xoLzLDyYTBVaTePFOF6VEThHJRGnrKlSe/J4wDfl+6vpehBCVZUp58c0nKFZXRsU3z2fejhBZ4P7rNTa5X8fx+y3reZ3MYMYE4b5KkfJ87rUE/diWrGjMLPbNMfgM93ky1z0jCy3E2MiqZr+VkiEVn57nz54pxbXgQdY/+orMe4w9aRwhRKlN38sGDV4oe8AjEx06dLCHH364zv1gfD2fKaPkZ5hKyKMhYxGiIHiXGKbNEU1ycYPBQYQQIUTUsGPH7J3ZuNljWsXbJ9Pe+M03s7dT9rbLzPBA8GGCYUwBqescn3oAc+bUTHNrjmIK0YSgZAoiyxCWGG7bbhvMp+S1Qdj+f3tnAiZXWeXvD2QRZV+TIAkEkcgSMAHCJsiAgDpCwPnDIMOwODiyI8iisqigIIsTNnFBiDgqiyPLCKIRCMgWNoEkSIgQhEECKLsLi9T/eevzdN+uVHVXd7qra3nf57lW3Vu3qu79quX75XfOdw6GNcKX5ZWMTZhRleOHeOY366tQebXfqZ421yLS/qZUFN+89dZbaxbfLGYoVRbFrOyS19/im0QA+1N8s9a1VCu+SQp6MVPKrjBSDeZDSgbQfBINVGyUEvUumS+ZyyubqBTrRaGVWIpPOQ4MEv40KZlQ7HJcLKqO7uH9vM6cz7wegT2+h+csS+N7ydbCcOmUDKlih+XK4/wmdImOOqL/9E8pfe979WlPERERaQKiSwy6HsODKFxx4kYckT7OxE8GT387s/FZtUysygjhjBkpzZ2bxRjXQ30GvnvePOqQ5HMrOos3PVHEHNEUdSAwohCf1Kggqse/+8gQqyaYEFMYTZzLmHB+iNBipx3eiwGIcVdPofJ6fhcR6RxTiujdYYcdVi6+OX369F6Lb5LGXav45le/+tVy8c1V6dBQo/hmZXSvVvHNyZMn9yi+GdG8eq6lEuosRK0Fkb7mx8MPz11tmatZBhbNWzCN+DNiPo9amZV1i8jKwQQJbRPZ45hLP/95nu8jYycKm5PlTBCKTn9k+lC/lu8LY4r5nv1ocMI1doohBcVuyxDBOX6H2NinVhTdEPm91DgiIiJNRmQiVUaNoiNb1EjgsRj5i+NM+H11ZqsmwDCWigKs2nsiQkjUD8GH8KD9ctSOauXU9Kj1gKlEJhNjQqSTLj2MP4K2N+HE70RWFcYcvwNLA1gGWawhgRAbOTKbVxYqF2lZFhvuJXsU3rzmmmu6im9GoUsymIoFLyl+jtGEiVWr+OYZZ5xR/oxqxTfPP//8cvHNAw44oNx9huKb1D4I+A7qI2yyySZps802S1OmTKlZfLPWtYgsDMy7p56a0gkn5DmbOZwNDUTwhyAduojyAsy9lXWLHnwwaxvMJgJPnEOQjbkf44mlfWQsT5uWEg0j6ezH9zC/owvCmIpgVjE7mrm/mRq3DCVRuDx0YGWnvShhEHU6jzjCJXoiIiJNSW9mEaKI5/fem6N+kcETEz4iCrHE0jEiULUMjzCXehNglUKhGCFE5CHAOBYRwFY2o4IovonRx/giOhGcFDBnH3HF8j3GrtoYMRbUvaOOFhufE5HSqKfAkkAiuWwW8RRpWYbVlLL4pkhP9torB43OPTcv5cOIYmPeZb7FiCKLGwOJLeoWoatYKYq2QV+FnooOfWixs87K7yFDnLIFEWhibg/Dq2g8dVJWVBH0aGRB8ch+dCJEz/KcgB8BVJIzyTYTERGRJqMeswhziuccZ6LHgIpCmuwjAnozPBADU6bkbB7qMFADCgFRFGAUSae2QnGNP6YTryEiSJNn2V4U9GwlAcY1M07cTzHFnOPcJ+PH69w3x+goyHgGjFOMUbVC8hhV3/hGSmeemdLtt+ei8RE55b0s2yM5wCKeIi3NIqV6KmDKoEBNKTKuXn755XKmlUgtmG9pOoLOoXYRwTmMEJ6Tgc7zI49MaZdd8vz96KMpHXZYztzhNTKoCEgRhEKHoQXQZjSYISBHUDDmdPRUp2RB9Qa6ibFgvKKjISYUx4vZU4wVegr9ihZCR7lsT6T1cE5uT/xdpWvCJlqHAVWM1gH/9GGSJ7J39tk51TzqOpG5ExlV1IHtzfBAWCHUWHnB5/MeMoAQBUQBgfR2OupxjCV60eqYDCxe4/HXv86mFIKu1TKkMJzIVsKMw8jD1CMFnwgeWVKITkQTopTfYcyYBT+DceD1886rLagYF8TurFl5/BC7iF6+2yKeIi0/JzdFoXMRWZDp07MBMmFCt5Yi6MQ+WoqueZhSxVqdlCFAf2GYhN2MXiDox3xOkBBNFEvSMFwqu/l1MowLY0LgMjoSRj2tYvdhjrGNG2f5AhERkabtrEeUqbJbG/scj456xY5sZOJgrGAu9WZ4RBYWGVK8zvkIBLKyiCAi1jCmMGgoYI74wnyJLn+xRC+6/IXAaDWI5nFf3AP3ggmF6DzuuDymjAtGH0sACs2sqraR7q2QPGOM6GITkbZDU0qkRbUUwaJLLumuzUl2FMG4Sk3Da2y8Dw2FCRVZQVEvUrKewqgj+MYjWhSjD2OQMYsOhowXepXOhmSnGZwTERFpMiJah1FSjxHSn45sUQ+KGlQU2eZz4rswYRAJZPWQyYPxRaQQ4wYBEfUAEBa8BwOrVWHMolUx98H9kDG18865A0wIJAQVZhXjUC1TothGutEF76FaEXwRaSiaUiJNCIE6MpmZo5nrmcOL5hQZUffck9Ldd3cfQ+8EcW7RcCo2K8GAiU570g06hI7D1PNaZ51urRiZUZE1NWpUSqeckovTi4iISJMRnfWGwgjBxGCpH0KNaCDfgamB0YUphTmFMYUhRb2qqBOFgRNtjXlsZYrdXwBxFN0LWTZZNHYweli6V2spZbGNdCML3rN0EhB+9XZMFJEhQStYpMlg3qR+Phnhd9yR6zpS3JyM8KIWYuk+uodi2+idIpXZVUEs1eN8MoDMkuoGHRUlETD4aIRDzVJ6HRDgQ0vyOv0RrrgiF6UXERGRJiSMEAyPSrETRsh66/VuhEQdI6KAPEYkj4ggS/IwoliqxjI9sp8wpxAPiCyiWtSqChMKEYFRg/jCAIlOe61ItIeOgptR3yDGgOV6RbhPjB7GCVMIkRXL/tiPNtLF8ag19gMhllpiipG9RtSR6/3FL/LGc47xGudwLu8RkYZhppRIExHzJhnhBHDQO5glUaJg441TeuCBbC4R+CPAx/PKQuW15u5ojmKGVDdoIDa0FEFOdBJju/bauR4pvwOZ59Q73XPP7uLyIiIi0qSEEUKmUtRDYJInQwpDqpoR0ldmDSbXPvukNG1aFl6IMEQaGxFCsqP4fIypKMaN4YFRUyxOWexQF2DycLzZIobcG4ShFt30irWxYhkfBh2GHJG7SrFE5hHdDmNMWfLImEYb6WJmUq2xH0gGUyy1LLan5pqffjrfC/CcTkCVHROrdQMUkSFBU0qkSSjOmwTvyCa+//6sZaKLMQEjAktoBDLEoT+d81o9W3wwQZdEBhSaA3MP4w9NBQcfnM0oSw+IiIgMcW2foZhM+2OEVIsQIsgws0KEkUUze3YWC5hQIcjCmMHUYD+W8m26af7eYveZ4mPRfIqU9zCuwjwZboOK64pCpFFTgvuJ6Gb8buxjIAH3zO9bWaOrWFC+1m/f29hjMPJ79seYIsuKltN8Dr8XvxHfjYHIMcaZ57zG9VQWwbe9skhD0JQSadLi5mToMBc+9ljWP5hPPPIaWghtAJgqBK2iZEGnw1hE8K4vTRfBPUBzsXSPfXQKhlRRiwxm4E5ERKQjafRkWo8RUrlk7Otfz0vQeG+cF1k01E8gjZoucLFcD4EWxTpDjLE99FC+v6i3VMySqkWleTXccB3F2g+MUTEayvMw0UJMMSYUR61GbwXla2U1sZHZxm/C6/VmMPG3xm+JkUjEkWsjostn8XtgHEYmW7EVdT3dAEVkUNGUEmkSmPvohsc8SakCssvJjg6dg9kSRlRRqzDHEphjPu2kTKjKGpuMD5qRMYqSDvF6GHeMUa2li5wXXZkr620OduBORESk4xiuybSeznphlpFVg4mBmCBSxfswMYAUdjJqMFxmzsyGDEItKIowBAXnVxb1bmUYj2oUo38YOpxH9tHCRmf5O8Ek5LNibK+6KqUPfSilyZPr+1vDyOK3JDWevwM+k98PMRhGIQIxlik2shugiHShKSXSJLCkHU1GxjAZUdE5mHmT+T2CUcypdN9bffU8x8ZrnWRIQWRCQWQ3MQaYe6GPitlSEdiL/aIJVQwEUkuKgG0xI70ycAeWHhAREamThZlMh3q5X9EsQ0yQVYPAosAngmzChHweNRUwLCK7BmERqdkQGUOIEl4LE6dW95lWgvHuqyBpCC/GLmpM9Ad+X7Ln+A34LRjv2GdDqGH0TZmS0pgxtQ3M4t8a5/A78FtyTWyYUvw+/IawyirdHRob1Q1QRHqgKSXSBKCHpk7NJglzZGiaKEMQxbghssAJ/rDEjPm6VvCq3SmaT+jGSm0Yr8Xx0FPoJZqsEHwrjh2G1AUX9NQ5lYG7IpYeEBERqYOBTqZDvdwvDAxMi1GjupedcU0YGAgFsnUQEaSzc7woKqIAOESXPUyt6LAXx1udSkOqGOErLjlkn84wCNT+guHI74ugY8wZw6K5xWfTBpnXe4sGFv/WIkuO90QdKbK5yHjj8/m9iPJG1ls9RfBFZNDRlBIZZkIPEfxZf/2UbrutO6s45nn2yS5G50QGFdrohRfaR+8sDNw/hh7aIvQiWqJoWhXNKnQKgU/eQ2kIxhFNQumBiRNrB+6qYekBERGRPhjIZNqI5X4YGNSJQgjwmYgvvuPVV3MBT74TwwrBEJHDoqio7DZTrK9UT3ZRKxNCq7hPx8FJkwaWZcR7MBwRwpiDxb+VKLDOb8J5vUUDK//WMJkQfbEUkN+R323zzXOEEgHOZ9VTBF9EhgRNKZFhphjQiTk0OsEF6BsMKYwpzqGOVGSHx2M7657+wHhEdhkUM6UYQ8Z5iy2yGcVYop8226y2BonAHVoosruLWHpARESkD/o7mQ7m2vnelv/dfXcu5InAiiwahATfS60Eus4QBYzaUX11xItC4Dw247K9EI2DRTFTinsmA4nCng8+2H9jh9+EDLgHHsimYNSwCKOQNPd11sm/E79NrWhgtb81jCl+S96D4cXvyTJATC3bKosMO5pSIkNMX6UQigEdzmXOxTxhWRnzcASimPfZr6wdxXs0pDLoLMYrir8zVoxNZFBhPsHBB+fM8no0SATuCMwWdTFYekBERKQO+juZDtba+d6W/2FoTZuWxQPmRWTj8IiBgXlBBlV01IuoV28UDZ9mTGOPwt7cS6Tk9yYiq3UMLAqmeG8sd9x001xfggy3gWSycf6RR6Z0xBHZDGTjesmQwpDCXML46i0aWOtvjUfeQ0Ye18nfTT1F8EVkyNGUEhlC+iqFwFyO3sGAInNn5Mg8pxMAYp4szqNszM2xX1zeJz1h7NAtjFMELNkoRYC2xJCqV4NE4I6s/tDHBFItPSAiIpKGZjIdjLXzfS3/43oQXBhSPEYkqyi8ostMfyKAvbX6HW4QooxrRD1DaEZGUiWVQjOKnkbnHe6VfcTr1lvnouG8Z2G6wOyyS0o335zS7bfn+lREGTGTwiDrKxqocBNpOTSlRIaIvrTQHnukdNddufvw44/ngB9z74gROQhE5nIsOyNIhHEV2eDoCakNY0S2VOgNSggQ9OSR4Fh/s5owEAn4hcGIDrb0gIiIyBBNpgu7dr6e5X+XX55f5zswV4rZUAuT8dSshhRwr9wjwjLGt68licB7wnyivkS0fuYzKBA/fnw2ewajCwzibb/9UnryyW4R3d9C5Ao3kZZCU0pkCOhLC91zT0rHHpvn2MicRg9R1oB5MwKDoREIXhW7ycmCxPhgRjF+BE9jGSTai+ME8AYaHEO/EPCz9ICIiMgAqXcyXdi18xS1JuqHICDShwArpp9jdGB6kCGFMYNICFFWreZStWVsvUXFEG6DWbtpsIh6EFwb0c8w4moVZec4Y0eqOa9vuWVKjz2Wa01Ehx6KhVcusVzYLjCDYSop3ERaBk0pkSGgt1IIwJI9lusxP7JFwIr5nWwe5k6OsYU+0ozqnSgVsNNOORONkgboTMaVDDSarCxscMzSAyIiIgtJPZPpwizBIlWddrqzZ+foFCYRGT58Z2Tz8FlEraITG+cgtKotYetPAXGECLWPyBJChDQbcZ+Rih/EcrwwpngeIpSOMEROox7T6NH5t7nwwvx51YTuYHSBGQxTSeEm0hJoSokMAb2VQuA1zCdgnmepfDwnmIdGiowfiGBb6IVmDLwNJxHcJJB3/vkp7bVX1i/UJ8XgQ4dSQ6o/Oqav4vQiIiIyxAwkWyZqJxCZ4lwyepjASV1n2dmECdmYwjTBdEE8IL6iLkKtjnl9CbDotMJn8tnNaEhBtdpY7HPtRVOKcWD8OEZGFfdFRhQ1EBh7zKLp04e+C4ymkkhHoCklMgT0VgqBLCkCTtH8JCBYF4XMw4wiwBeZ1rUyyjsdxoWA54knprT33vnYwuiXvorTi4iISIPoT7ZMsXYC7yPK9/zzOTrFRqSKZX2YK5gm48blz2EJX0T/aqWlI9qgNyGGAcZ38P3NSuX1h5kU3XMiAhrP1103j9MOO+QWxsWxt5i4iAwSmlIiA6CvTJreSiHE+9EukSUFGCDFbOrImo5OxLIgjBFL8z7+8dxBeKiL0w+ku7GIiIg0IFumWDsh3kN2FEYREzrCiwmeyR7xcNhhKZ1zTp7kSbsmUoiRVQ3EWK0sKuC1Zs2OKlIt7T7MOI4zDphLREU/+9mUdt21tgloMXERGSQ0pUSGIJOmt1IIZEphRlXO78UAXXTcjY570hPGhzFEO629dm7SsrDBuHoa9Qy0u7GIiIg0uHYC2Tos1yM7CmMKYwlhhVl1zDFZtO24Y0rXXpsFGq/XEl19ibFWiR5GIfaIgrJPEXNqSGDUrbpqznTaeuuUjj66b8FjMXERGQQ0pUSGKJOmGECKrrgYTRtskLvA0YGPukfoADJ+iqZU1Ms0S2pBGCcCeIwZtURPP31gwbjKbDf2axWnX9juxiIiIjIMtRMwplZaKU/2iC7MJ8QZS9KAJWlEnpjcm3nZ3WAS9bMA84gMMgQn3QipI7HmmjmyWq+xZN0nEVlINKVEBpBJg5ah7mNkPbH/yCMLZtJglvC+c8/NdTQxmihdgEZaa63uTsRhPGG2EMTDBEEzaEhlonEOQTyMQLQlwTwMqYkTByfbjWLo/LZ8RzUWtruxiIiIDCG1aidEe14mcQp1cx7ZU0zoZAlxLCKHCDHgOXWWisU+WxmEKeNQuWyPfcw6xBUCFHF1wgkuvRORhqIpJVInUaqAefuuu3ImOHqFjB0Mk9VXXzCTBvPjlFNyJjR1NdFE6AK0EIYTBtb8+dmYImNqu+1SuvHGbI5oSGVNyLhsvHE2/9BLGEgYUQMtV1Ar223u3Nyshyy2MWOGpruxiIiIDBG91U6I4ttkRrEsDeOKyR8RgIijA010oIv6CbXqS7UClUXbq9XDitcxphC01ENArGLUiYg0EE0pkTohoIaR8ac/ZZ2CjmFjHuc4mVDoncikIUPqzDPzMj20wNNP52PM/egANBLZVZgcZJmTPU2AivIGP/6xphQGEGPLxvgccEA2/hamXEFvdaMwuMhcmzkzZ0sVP38wuxuLiIjIEEG0D2PqsstypCmWpzGBY0h95zs5MoggiI2la2ycR/o04gCTqtj+uFXgfkOMIqC4/qiHVa24OXAeIpbIKqbU3Xe7HE9EGoqmlEidEDjCzMBMYr6vXFrGa2wRYKJu5q9+led8TA/m/Oee69Y5wGN04WUJ/623Zg1FVhDHWjlIt7AwThhTsWzulltSOvvshaudWWzMUxk05HM33DCl++/P2VTUq7K7sYiISItQXJsfy+6IZu25Z0of/WhKu++eI4WkuLNMD6GB0MKQQowBkS+WsxWFWiuBgCR6Gt30yPqqRmVnnTDnMKcYw/XXdwmfiDQMTSmRARDBs+J+EbTNd7+bDQ2Wg2FcPf981j+VDVzQAJhVs2Zlc4v3RCZ1p4MpxNgSuBuMIuOVjXkqQbvyO2FIUS/M7sYiIiJNSrFjCenoU6fm6CDGEoUiEVJE+s45J0e17rwzC6xiramIfr32WneWVKsKMEwoTDaEE/cVyxGh1j1Fp524b4Qohp7thkWkgWhKidQJhc3JlkHvUE8KY4O5nDmcsgRoGl6/996UTjstpTvuyCbUs89mUwqzqdK8igAVGgkDhOBWBKs6HcaKgB1jNG9ezjZb2CLj1RrzFIksuJNPzjrM7sYiIiINoLIlbl8Tb2VWFHWkmMR5L8+j6CcZURTvjKhgcdkajxhRCDjEAe9nazW4J4Rm1IcIk4n7R1Byb4wRrzOmER2NpX3FAuijRuUaBrYbFpEGoiklUifoHAwLMp8IyGFMoV2Y86kFxTyOlkIjkW3DcXQOQSs0T3EpfxH0ARqC1zm3Xc0PzLfQPfVkw4emQk8y1hEIpUnOYDfmqawbhQZr199BRESkqajWEpdJmtpQ1VKUKzuWYEBhohA9JJqFUCPyhCGDcMCQqpbmDpgyfCeirVVhvLh+RGkYTZH1xJhw/7GMr1gnK8RngOCi04vthkWkwbTwf4FFGkvR0Nh886x7mOdZvo/2CS3FvI+pgVaKIFUtQwqi+DlU6oN2gXEgkx5zqd7yDIwLY8nSPQJ8PJ8+PaVddhm4YVRPYx7rRomIiDSIWi1xEVtPPJHSfvv17HIClR1LqIGAUIjJm0md1r1hvhTrJlQTIdFVpVUJgwmiPhT3g8nEhrlE1LOYJcbzGK8Yn0j/t92wiDQYTSmRARgadM1DO2GYRBc9mrZgKJH1HNlRBKiKWdGVRKHzdiW0EVs0gqmXKIWAzmRs1103G0kLm01O0PWkk7qDstaNEhERGYYleL21xCXbacaMbFqRvcNEPXJkShtskOskFDuWILoQWixh41gUL0dAdEI9BO4xxrkoOPkdMOfYMJxCdIYJxWMUQ2fsMLDmzs2/HWnpthsWkQahKSUySIbGxIm5uDka6MEH8/logFiu34lw7xHAi+z5ekAboZHQWWgjNChZ6KF1B+N3pH5nf7SziIiIDNISvN5a4mJS8XlRB4qUdCKCdM675pp8jNRrolWkOGOmIBqijhTGDFFBMq5arXveQOB+EZ/Fe0XQcP8UcAdeoz000VTGiiKmjBHHifyRzh51DEaMMG1cRBqKppRIL8E99M2NN+YamczR229f29Bgn2Yl6Cs0AHM/mowubu24JK8eBqoF0ZeRhbbeellzslxyMLPJ+X2t3ykiIjKES/Awk4jmVTOmqrXERTg8+mg+jhDAPKFeFEKNfd6DAUMXGb5jwoQsGhAICAWypADx1QmGVFC812IBcwyoGB8EFOOy1VZ5n2WP1NxCbDFunMtv0ZuRKCIyBGhKSccTwT00z4sv5jmZ4BuGxU9+krsJk7ETBc333julPfZYMLOGfeZ9SiBEgCoau0j9oKEY7+hozJgWi5CbTS4iItIk9LYEj30idUTsiOZVZt4UW+ISycNwYrInDR1zBDGAiOIzV1opP/KeWJZHpg8GFsIghEN0SSEaGHWTIm27E4i6UbEsj+ekn2NEIWSnTcs1J7bdNqegr7NOd5HU2DbbbLjvQkQ6DE0p6WgiuIeRRKAIXUSwaObMrIPIGMeIAgwrltpz/hVXpPRP/9QdTELvXHttzpYiuyo6zfVnyZpkYqkfmfnU5wI0rUXIRUREmoxaS/CAfY4T9atWEDI6yNxySzZGyNxBhCGkMKgQU2wYXHwWwgxxgAEVJhSp6bQ8DhMGWI4WS9M6LVU9zDcMKDLLgPFkXDH2ELWMM+OLKRVGH+/jdzT6JyLDgKaUpE4P7mFIYTgxXxOYY0Pz8HroHrQNugadw3lkT919d0qzZ+dgE4E6OsMRKGRe74S6mvUQmeNR4DxqbBUb4VQjMsw4j9/GIuQiIiJNSLUleEVocUvmU7WCkBhJkyal9N//nV9nv9i2mC1qRPEdiCwERZzHMUQZS/nYx2SJZWmRNVUUIe1OsbseY4hZFx1nKA6PIUWxeJZEzpmTDUFbEItIE6ApJR0LQTuCd7GUHi2DvkHbhH5BB1FPiowpDClgvuc9LMNnaf5tt3V30ZWeRJAT6s2ej2x7sqQ23jilk0/OwVU1koiISJNRXIJHRlMlCKZaBSERBnfdlSf+EFKVKeYce+aZbHohyhASEd1CYEQmFOdhWiHY2Fj7H1lXzQbXHVHOwYpi8pkIpeiwF1lijG101mN8iPSNGpWXUyJwbUEsIk2AppR0LATlmJvRUWidCMJV1oBiXkc3MK8zbwOaiUBTzPnM9dHgRLphbEKLkm0W9Ud701NoJ7Qa2eOYfhzTkBIREWlCYgkeRc2LNaWgr4KQRAdZuodxFZ32qsFrkTXFOSEKqtVI4BimDAZZLPFrNshOYkOALmxGVIx3jEtlwfNI8+f7ABOKjCnaRbNUwBbEItIEaEpJx8IcjBGCUbL00tkA6U2/YFahcyLoFrqH86tlpXcyaMHQWowbmigMp0oNGUE8tCbmXqwA4DOi7IGIiIg0IUzuFNiky17Ulqp3SRh1EDBGejOkgjBXovMMn19p0AR8FnUYmhWimGwDMcy49xCvUdQ9zKdY2hhjEkYVvwfjFtls0ZXHFsQi0iRoSknHQlCILnssq48lfMzpvemiYha4daMWJDLwGU90EFoUsy/0Jq+TVc9rjGXU4QyNhTmFCcX72K+V8S8iIiJNAku+TjopF+rEmKpnSRii4Je/7Bnt6wvO430REWwliubZQK8dYbTKKtmcI2qH2ArjKSJ8RTMqDKtYFkmG1NixeZmAET8RaSI0paRjYb4+/PBcE4pgnp3yFp7QPoztmDEpjR7dXS6CwBw6KTRTHIsC8xiCaCR0LB2KqdllExgREZEWAOOJOkUsyatnSRgti+kQ05/ueJyLYEBARKZQrWypZmOg1xdp5pEhhiEVNaKizXPU1yKix9iTERUFzokEkh219toprblmrqXw178a8WsG+H3i/y/LLJOP8fu4nFI6EE0p6WgmTkzpox9N6ZvfHO4raQ8iG4rsp/HjU5o7N+sntFOYfugqzKrQkgTsqLVJdjnvo8A5DWNsAiMiItJCMGHXsyTsN79JacqU7n+MVxbz7A3ODWHQ7EbUwoIJhQFFtC+ynoCliYwbWU8sm2RDgGE2MSZRe4soH118MKkQZNSqQGAZ8Rt++P9AZBZS0JYNEL9s1GdjWayF56VD0JSSjoZ5nkypmPP7E7CTBYmOzFtumccU3cR+BPkYY7LN118/ayWKxUe22lNPddfotAmMiIhIG4JZwj/GqamEsUJGT39aGCPUOqV+AmOCWEIY8YhIoiYCy/AwLaKD30or5eyaWbNyBJDnmHdkSfE+xpj3zZiR0qabGvFrBkPqK1/JRhSZfzxGjTSEMUs0aRyA2ciyWMWwdACaUtLRfPvbKT3ySH5e7CwsA4MaXQTi0ElRGJ4MqKglFR0MyZziOGUnNtsspYMOqj/jX0RERFoUJnuyQ5joMVSeeab/GU8IhE4RbAipyZNT2nPPbORNm5bHjDRzMqPCZEJ4/cd/ZJODaCAm1OOPd7eGxvhj22+/2iZHcTmZYmxoTVmMqHHjco2LMBYRyURzqV+x+eb5HyiXXpqXxfo7SJujKSUdHaj43vdywI25nHnCulL9J7KbMJ0wm8gMZ36lLlQEP3kNyCAnK5nyBiybj0Lm9Wb8i4iISAuD4UHUiggWQoFskHqJDKlYxtbOIJwQUJhMJ56Y0nrr5eOf/GR14+iee3J0FUH78MPZ3IjsM8aaelKI3NVX7305Ge/F8OKziDSSzk6tCxlcU5Yula+8kn+nqJMGPOcYIplz+D14jyJZ2hxNKenoQAXzM8YJpoqGVP+JrPuovUmtKMaWuZRAD9lQ0eCFzGRMqJhXKS5vWQMREZEOAiMFMUCUCuMF8YCpgkiod1leu9eSCoMCccWYYEyEKVUrise4ImTvvbfbzEKE8ZxsKbJuKNpZrcB5LCd74on8O/DbEF2kPTX1FU49NaW99hrim+4wU5bfh6V6saQg4Ddn/PktV1ghLymwU6J0AOYCSkcHKqhtRACJubfecgadAHooMoV5jEynynOizAHzZizLIxuZ5fCYTRQuZ1zJIic7igxkPgt9xfkE3/gtMLJERESkzUEcUA+JyBTiC5ExYkQ2TDCo2jWCx1YvjEkUOq3XgKPoOWYH2Tcs30NshYBjn+OMN+dVi9JiSJEhxXkINJaTIeJIfydTixpHMvimbGU9NZ5zjNcimmunROkAzJSSjg5UUGMTo4RAkHTDfIjpFPNkdNULEyqau6CX0DronFiWxzHm0oMPzmbV3Xf3LIHw7LN5/NFn55yTzyEAaJMRERGRNgejhAmfZXt0OAGyQtjatU4US+dYNnfHHX1HQCMiGNlSCK7IkqoFIu3GG7uzblj+RcQ1DA8MEAQakUPOw2yKpX9EBokUYoAg5hB1AWKOKCMZPeedl9LFFw+8tpH1qnqasph8RHEZb4w/OgLxm0edC/6BQnabSwqkQ9CUktTpgQr+W49RMnv2cF9VcxABungegboI1qFZojNxzJ9oH7LJ2Y/ADmYTx9iiBMIVV+Ti8izvQ+swBxOUYz62yYiIiEgbE8YEIgNj6qabUrrmmpSee667RS/Co53Sp7mf+fOz6MGEICMJIYW4qnafkaoeBTsRWL2ZN1ELioLZTz6ZjSfGEpOP6B/7mBxkPs2dm9LJJ+djCDXMEUwPIoaIOZaUVYKxhVjDIBlobaO4RpYoEBGO7+7EaGTRlGVMMSsRwhh/gKnIMV7jd7NTonQImlLSkRQDFQSB0AeSKWqkYtASTcK8iNbhnNAVZN2jUZg70U/VakXxPoyoSy7JQTLGPAJ47Mf422RERESkDalmTGDSHHZYSt/4Ro5OFaNi7QLCiGgdJsSHPpTSccfl9HHGAbMKQ45zEFaYSMWoH9lNo0ZlAVWNqAVFJzdMJ8wmxjZEVdSVQnQ9+mi+Ds4bOTKbUIhgIrLxHgywSvg9EIAIwoHUNipeI4W7uab47spoZKdkU3G/3Hf8/wEBzfhAiGmENIZUp5l20rFoSklHEoGKBx9Mafp0i5zXA5qEjWAfeoI5k/IPZJWjYwj0YEhVC+ygM849N9eWQhtFjarIliLTHK2ENrLJiIiISAtQr4kQxgTGE8uVMKQwOcIUwUzhfe0oxhBKGEzc2+23Z7Fz1ll5edZDD6U0ZUo2augOgzGBCYQ5hSGFoOI551YStaB4D1FWHjGX2BjPyMRCnNGZD9G21lo5CycML97H0j3O5XuJOhaLiPIeBB+/Lenv/a1tVHmNsSQxvhtDJqKRCPJOyqbinrjv+P9P/MYYkO1syInUQFNKOhbmAubtv/7VTKneiNqc6Cn0CXNkzJ1oBnRUZIivvXZKO+yQ9RVaJOZT5lyauEQWeBE0CufTHIYMcpuMiIiINDn1LMlCCLAM6YQTsvmBCGD5GiZIFHNm2RJGTTst2QsQR9xjMROKjKUf/CBnh2E8UNQUc26LLbIhQeYUwgoziDHDxLvwwpT226+nORMde8g+ApbmIbD4LsaX78JkwhRD6PL7rLNOtzEEPKfAfHTowzQsprJzDbyPbCs6A/W3tlHxGovfG9/Nce7x2mu7zau+sqnaiVqdFEU6EE0p6ViYAynCzZzd7t2FK3VAZHjXAzoKPcIjtTF5L3oF82i11VI68sj8WWSj07n2u9/NequoTTkXjcR7IxO8SHQ9RkPZZERERKSJqWdJFpx5Zk5Hx2hBBPCPcAQFS8jYJ726XYubQ3SMieV43Dv7997bnRZerC/EOD72WDbpgOwkljjef3+uF1U0Z6JjD+/hOSnnGFiItaiLgLDiEdHFd1eKL+A44uzTn841Fkhpj9R4BBmvU6h9ILWNitdYDT4bA+7yy+vLpjJzSKRt0ZSSjswwZ35FKzGHd5IhBRg//dGAjE9ohFi+h86JDCcMpf/5n961aWR+k0Ue3YqLRNY42ssmIyIiIk1KPUuyWJ6G2TBzZrfgiPMwXJj0+Zx4bFcQUJgyCC8MGLKWEEGMQaSFR32hqVNTuvrqLExJR49uMVFjqNKcKXbsIZU9Ou/xGiZTdNNDWCGAo/h55fXR6YfzNt00pZ12Sun883NqO78b10CG1EBrGxWvkb+PSiJDji6MZGz1lk1lbQeRtkbLWToioHfUUbmW5uc+l4NSmFJ05u00QyqCdmiT/rwnluJFkIosb55PnJjSzTd3a1M0R5RCiBIHaKixY3PtqQjIobkiQw2NRMY4gVN+IwNhIiKDy6233po+/vGPp1GjRqVFFlkkXc0/fguUSqV00kknpZEjR6allloq7bDDDmkuy4EKvPDCC2nvvfdOyy67bFp++eXTpz71qfQak0GBhx56KH3wgx9M73znO9Maa6yRzjjjjAWu5corr0zjxo0rn7Phhhum66+/vt/XIsNIX0uyqFnEkjTOIZKFwRJr/2OCx6iJmgDtChE7xiNqOyGMeB4ZU8W0cAyfgw7Kxszmm6e09dZ5OR+GVDVzptixh2wzxjmW3MX5iKxVV81GDoU/2TUUvtEAAEFZSURBVC9mSiHQEMLUueIzzj47pR/+MKXDD8/C7ZvfzAYVxwe6dK54jZW/dXTG4Z75u+gtm4q/F2s7iLQ1/vNPOiLDnKwdlp6RocOc/swzqaMIHThQ/RedhdFV6Bi0DTpnu+1yxnlf5QIef7zbDCTwhjZDY1BKgkxxdNMpp2STS0REBpc///nPaaONNkoXXHBB1dcxj84999z0rW99K82YMSO9+93vTjvttFP6W2GdN4bU7Nmz07Rp09LPfvazstH1aZb8/INXXnkl7bjjjmnMmDHpvvvuS2eeeWb60pe+lL7zne90nXPHHXekvfbaq2xo/eY3v0mTJ08ub7NmzerXtcgw0teSLIwXIk88YoaEAKmWGdWuplRE8wCzCAHFOJAxxGNli2KgnhTnYdJgWFWKqkpzJjr2YFxRO4HXI2uK8SdDCaEWJhiRP84jU4vsqBkz8pJAfkeuh9cRy6eemj+HzCnevzCRwuI1YlLy3fwN8Bhd5/bcM2eQ8Z3VIJuKe7G2g0hbM6ymlJE7qYQ5nBqQNArhcWGyuiszzMlOJnjHXNhpVI5jpdbpjdBSaEd0Dtpm551zjU4Con2VCwgNFRnq226b0pgxuSMxhdF33TWXE9hrr4W7RxERqc5HPvKRdOqpp6bddtttgdfQN1OmTEknnHBC2nXXXdP48ePTpZdemv7whz906bLf/va36YYbbkgXXXRRmjRpUtp6663Teeedly677LLyefDDH/4wvfHGG+niiy9O66+/fvrXf/3XdPjhh6dvMFn8g3POOSftvPPO6Zhjjknvf//70ymnnJImTJiQzicjo85rkWGmuCSrGoisoiGDOYWAaFcDqprwIfoW4omaB4wHKeEIIoqNY9RUmj19jWs1cyaEFaYSkVcMHyJ9RP5Y5sd3Y/4QESTyx3lEAxHZfA9ibNKkXCC0MsV9sJZVxjUSdeTayPTikWvh+C679J1NRaq9tR1E2prFmiFyd8ABB6Tdd999gdcjWvb9738/rbXWWunEE08sR8sefvjhsnkEGFLPPPNMOXL35ptvpv33378cufvRj37UI3KHiUTUbebMmeXvw8CKCF9E7k477bT0z//8z+X3Erm7//770wYbbFD3tcjQN3IZSIY5xgm1jagTianSqWBExXxffN4bBK/QVhMm5JICvI//S0TwDOOwr3IBRQ1V2QHXrrciIsPLvHnz0vz588s6KVhuueXK5tOdd95ZNpd4RDdtwj8k/wHnL7roouVsJswuztlmm23SEoWW8uikr3/96+nFF19MK6ywQvmco1hPX4BzwnCq51oqef3118tbgO6TISSWZJFVU6wpBQgLTA+W7GFqkFYd2UHtXNC8CKnfiJ2HHsqZSQihMOXIRho1amDjijlTLcOqKKzo3kPXGZYD0M6Yrnu8J2pCkZXE6yefnK8FgVzZjW8oajj1Jf6i2HssC8XYY9y4Z7KpBlJkXURaisWGO3LHVo3KaBkQLVtttdXK4gVhEpG7e+65p0soEbn76Ec/ms4666xyBlYxcodQInr3wAMPlCN3YUoVI3dA5A6Ti8gdRlY91yJD38ilmjFVWcC8OMdxjM9jTps3LxtdnRKoKxLL7kJ3RGfi3ojSD2Rvk9GEtkFPVOqTgWgoO+CKiDQPmECApinCfrzG46r8Y7vAYostllZcccUe5xC0q/yMeA1Tise+vqeva6mEgOKXv/zlAdy5LNSSrFomAvtkA91yS86IQcx1iiEFmD2rrJLS+PF5TKIrHjWiqOlEUW8Eb6Ww7WtcezNnQlixffKTtYUxj9FGGXFXLW2e78RMG+waTr2Jv8imisg0309Es2ioiUhb07S2c1/RMugrchfnVIvczZkzpxy5i3OK3xPnxPfUcy0yeMvsahXLrjRSKguY88g+x4HGLyyXZ37vJEOKsYNixzyeRxZ5X3Aun4GWQT9gENaqMVlPuQADXCIiMlR8/vOfTy+//HLX9hT/6JehpbclWWTh/PM/d9eW6k9nlWYXVrUIwYXYiaLis2fnrjCYuVG0HGHVm7Dta6lbPeZMmD+1akINZJlgI+DeWOp73nm5eyOPC1NkXURaimHNlGrnyB2YUj44jVyqZRJXZlYR2OGnmD496wDqNF50UTZS2kEP1UM0VUFLkLEdnfYw43gN7VNPsJLz0V/RdRhN1Zs+McAlItK6jBgxovz47LPPlutmBuxvvPHGXec899xzPd731ltvlet6xvt55D1FYr+vc4qv93UtlSy55JLlTYaIainpQMSKYpAYT0QR0bhkBNGSlxphmBvtQqSb14puhvHDOCDAqNmEQOVvmJoH0UWvniVyQ13nYKDLBBuBqfQiHUvTmlLtgCnlg9PIpTKTuDKzivIFNO6hhiQmDPP4hz+cg0CDVaex2cF0ovYTjBuXEjX40UXoC+qMMraUGOjLlIosKTQUeqRefWKtKBGR1oTAHWbQjTfe2GX8EEQj4/wg2tQnEj22SC+99FK5q97Ef7RJvemmm9Lbb79dzhqPc774xS+W63su/o8oCaUQ1l133XIAMM7he4488siu7+ccjtd7LbKQ9Fb3oFaxz2hbjCjAYEFUIL4QFYgGArBEo3ikJS9ijKKU7QL3HR1fqsE4kIpOjSbGN8QXgqxoSNW7RG4ozZmFWSYoItJpplSrR+4ipbxY0BNhRfc/qZ1JXE+xbIpr33tvnkOfeCKlmTNzgA4NgC6gG24nge7BTCIjjPqZ/LmiN9ETGEXU0yLbKZbwhTHFc8aQTHNMQboRM85oTRq1MKb90ScGuEREmhO6Ev+OieEfUJaA+ppklo8ePbpsEtGdb5111ulq5kJdTpq+AJ3yqL154IEHlmttYjwdeuih5ZqanAef/OQny4E4uiAfd9xxadasWeWanf/1X//V9b1HHHFE2nbbbdPZZ5+dPvaxj5W79917773pO9/5Tvl1OjH3dS3SoI4ykZKOIYXWRoxhNkW0DwGBYEBgcIznGDOcgyBAVLQTvWVLcZzxWH/9LKpI3aeGBNlImLaVxtRwLZELTHEXkSajaU2pdojcmVJeH2PHZiPlwQdTWnfdPEcXi3IXM3XQSGeckZfoMbQYJwTmMGbY75SlegF/0ugItBLBSsaATPoPfShrDMaDMcXIIyAXgT7GizqcNMiBeD/jzufh0RLkVJ+IiLQ+GD/bbbdd134EzPbdd980derUdOyxx5Y7ItMABl219dZblxvJFLsL0zgGI2r77bcv1+78xCc+Ue5KXKy1+ctf/jIdcsghZU228sorp5NOOqmrqQxsueWW5Q7HNI75whe+UDaeaBgTnY6hnmuRIe4oEynpGFLU6MJoQiQUDRmMFYytMKmiXAVCApHRToU8EVuMAaYbz4l+cn8YURxjn8cQUxi1ZE1R2BQBRvHzWsJ2uDDFXUSaiEVKtJZrgsjdBz7wgXJHPERTRO5oI3z66aen73//+13Rsoceeig9/PDDXeKE7n1kLEXkbv/99y8XPkf0AEUvMaB23HHHrsjdAQccUI7chVC64447ypE7visid1/72tfS/fff3yWU6rmWvsDIQrRxTctWSwnq4KAddelZckYWD2XCCNxhikSmzgknZF00ZUrWU2zoArLJi4ZKp5lS3DeNVKjBv8ceWQOFrsDkiyAYWfaPPZYz0dBKjBv6EU2KdmSpHwYf3u6hh/b8HPWJiLQjzsntib9rFRBKGJG16gghFDBJKCzNpI+RghigNhLGFYIMoYDIKpor7UzUM+CR7CcifgjPKLyJOEW0IrACzD6C17yGUEXcMn5bbpmjr7FEDpNqv/0UWyLS9rxS55w8rJlSRu46m2LQjuVi1JFHF5ElzhxPR+HNN09ps81yk5Krr86aILQRmeGxdJ8AVifCn+iXvpTSLrssqGeKQTAaTX7zm9mYWm+9bEyhORlPMu8xqOgH8PWvZ2NKREREOrSjDJkzRK8wUUjBRmjF8rVOMaRiOWKxsx6ZUUQCeY36EWSKIUA5h41Oefffn9KECdmYwujD2EPURteY0aPz+F14Yd9LKEVEOoRhzZTqNIze9R20468RowTDhGDTIYek9LWv5Swp5n+CdLF1qhEVMGaXXZYzpOqpY0rmVJiABOcYPzQnGop9DSkR6SSck9sTf9cqYIx87nM52keWTyXRJeass1LadNMswnbfPaU5c7IRg6gg46cT/skQgpRxIlrKeLAMD1OJjClqw950UzaUyJwiqheF0DHwMJmI/BFVJXqKIXX00dnMos7U1Kn5WHEJZSwLKC6hFBFpA1oiU0o6lwjaYYZgnMRyfAwUSn1hVFETia7CmCjUPkIPMOezVQb6OhH00nXXpfQv/9IzS6q3OqbonTPPTOn22/NyPeC/DyyZNHNcRESkxakWlepvRxneg4FFJz2igJGW3gnEfbI0D0GKCCW7iQjg5ZendOed3eIKovg5+7yH8SLaR4SVyB/ZUrSEhh/+MBtSxWgsvwf7iDaWBZDiPlyCrD+dGUVEBhFNKRkWmO+Y5wka8ZwgHbWNll8+Z47zyLyIccLSPrKhQycQlIoOcp0MyxgJYka2fT11TNFUaE+KnEdRecwtMtF4n0E6ERGRFqVWVGqffVIaNy5HpMj0iShgGCqVhbcxIj7xiRz5ol5CpxA1pBCZjAsZUuPH5ywzxBGZULfdll8jmsr5ZJIhYnkP+5hSjBnZZtRFiPbF7PdnCWUzd2YUERlkNKVkWMCMwghhXidIFHP688/njCgME+Z25ng2jCvoJG1UC7QLGeOYUsWxiWY5GFLVgnBoHToXYlRR7qCoiTiH1885JyUaShIcNEAmIiLSIvQWlWL9PiYDJgtdZaI2EgYV51B4e9tt87mYVQgLBAXHacfb7llSIYgQVZGOT6SU++cYgouxueKKHBkNM49zGEdgzHgNUwqRRg2KI47oNnR4HbOH36Ua/CYsEQhR16ydGUVEhgBNKWk4mCc335znbOZ6AnYQnXbJeGZ+JGgX9aV47OQaUlFDE62EWcdGNhlBO/QCGpJx7S0Ixzlk4lPmoPJ1sskxBHl99uyssQyQiYiItAC1olLUPsBQoQscphQZOBgfdD+hUCfLy9ZfP0f8qCeFyCADiK4oYaDwflKs24kwlQKeF4VRLFdEGF1/fRZH1IdCdDEmMU5sjDn1oKg/RVQVwbr99ilddFE2rYL+LqFsFH1FNJthWaGItD2aUtJwyExmft9ww7z8jPmbOZ65m7maIBFmFfMgeoB5mjmzk4mAXGgFNCIlC9CMNJtkP0ofEPisRmSVV9Y45T0sj0ST8vnU5yRgZ4BMRESkRbvrMbkjsqJLHIZJFJMMUUVmDzWSMEMwsJj8Maw4jyghJkQ7ZklV3lPRkCp23kGAIr4w6Rgzah9Q7DzqbEUNKYQs0TwELObUF7/Y05AC0s8xeSo7/MR3VS6hbNbOjCIiQ4CWtzScyGBmnouuuWil+fOzCcXcjBYiKMWc3+mGVECmGOOC+cRzxgVdg0ZAC6EXWBKJrqkG2imy0wLGmkw0DCmMQXQpBlcEyNC0BMj8DURERJqUyqVhEW1i6V2kmTORY0KxAWZK1EhADBCxiuVjmFEcf+65nA3U7kTmVNw3FLOCYswQpoCBF+n9vJeIKmNO15hTTqneypjPI/0c0YsJhPHHb8Mj+xyP+lONpJ5lhbw+HMsKRaRj0JSShhMZzBhRbASimJd5jGxoTJLIBOp0InCF9on6pGgHyj+MGZN1JCYS2UycM3PmgiYSWgs9wfsJ6EWQkGORqcb4syQwssorA2QiIiLShBSXhkW0KYyGMJ6A16JIdzFbCIMKA4r3ICDYL5pW7QjmT6Sgh2iKR45FWjnn8JzXEKuMEdFA0soxpxhjlvV98IO5O99ee9X+ToQa6eeYVohcxBWPZEgNV1p68W+nGsO1rFBEOgqX70nDITOZ2pHTpnVnQ6GNKmtGtWPG+EA0U3QZRhdFphRNdCr1AeeyJJLgKDW56OZMgAs9QfYUWeeHHJLrdEamNuZf1OUkQwqdVczeHs66myIiIlIHxaVhmCURbWKCryfVGRHQSTA2sTwPw4nnxXFinzFBWGE8EUFFHCFUGVPev8UWWRyx3JHPoSYX4qwvMJ6oz4QhxfsRc8PZWaZZlxWKSEehKSUNhyYwGB3M8VHovN1qaA4WjA2aAHOIQBwBOsaqVpb16qvnJZAYUgTfGGdMLfQEWeFoITRTdP3lHHQYRtcGG+Ts8SIGyERERJqcWBpGIUjqSCEWokWv6+8XBGGDwIl2xowfZlNlVhivM46Rwg+ciziLDjIIrU037V+9JT6jWeozFf92ImJZjGgO17JCEekoNKWkoRBkmjIllzmonOdlQdCSZEihD6II+axZuf4WuqESNAT64eSTs36oFoQrBukI8H3zm7mGJ9lrRQyQiYiItAhM7ieckNKpp6Y0b15uqysLgqFElI/IaHSAQWBhVGHmFY0pXg8hFfW4EGREBqkF1S6mTSwrjIhltYimiMgQoiklDYMlZRhS112XzagofeAyvdqglRgfzKORI1Naa62U5s5N6emnc1ZUrSxrAnC96aNikA599pWvGCATERFpaZH1gx9ksyUygTBPmMDNlsrjgBkVgoYxITqKEVWsKxVFz6OuVGRQsc940l2PSF67mTbNtqxQRDoKTSlpmFbC+CB4F7Ui1Uj1EUE79OUzz6Q0enTuSDxYJpIBMhERkTYQWXSAQxhMmpTSHXd0r9HvRKKQORuRUAypSD9nH8MpUvZ5ThtjBBeGDCI1lj7ySGRwxIiUvvzlvFSvEaYN391og6iZlhWKSEehKSWDPi9Wnj92bDY80ErMddEURjLooyj2Xi1rLLLK0UV01vt//y+lffbJAdHBMpEMkImIiLQgCIgQWRSNRCggDqK1cbsTKeMhpjCfIDoHsmE6YT5FttSqq+baEQieyCTjHCJ+pI/TiZBH6k3x/u23T+mLX8xd8xplMkakEMGMyKMIObWfjBSKSBuiKSWDOi9WO5/gEkbUmmvmEgdkQrtkL4P+WX75PC7R7CUMKnQWG7oIXRlL+T70oayLGP/BNJEMkImIiLQYCAFEF2nT//u/2VAJEdEJIF4wlGI5XnRsQRwhRBGdGFbUPKAGAobUsstm4UXHuei6w3hhXPEezqFjDJ1jNt44pYsuyp8xHFlvLBmk3gXXSjFyUts1pkSkzdCUkkGbF2udT7c9lpYxx7MMv1MzySvrP6GhCMLxCOgdjCce0UcRvAuTCvOKDYPqnnvMZhIREel4MF+efDKlp57KoivohOgfwiqW2SGollkmR0OBjCgMKZbeIaxYnodoCjGGeTVhQkq//nUeN0wqhCvHEbEcw8Q64ojGGVLFrDciwHGtmGjsYz5eemlObVf8iUgboSklgzIv9nY+2TeYWA89lANSUUOyk2CMIvOJe0dDoZsI6jF2vB6BTR6j4zDP0Vgcp9A55h7F4jGyzOYWERHpcDCjEFkYMJ1CFCFHKEWKObz0UhZQIZx4jtFERI9jlcU4yYTaaquUttkmpbvvziIrBNlwFNaMrDeusTLTjX2OP/xwPs/UdhFpIzSlZFDmxWrnM6cTwEMvoAeY+9EQnWZIAfeMdmJsIpN81Kh8DCOPAB/lDcKwYh+NhfHEe1jm98gjeZ8xZt9sbhERkQ4GoXDNNd0dUdqdiNyFWGKpXRhSMQbz52eBRDo5r/PI0r2DD05p+vTaxTiHo7B4JbHkECOtGphpXDvniYi0EZpSMijzYuX5GC3UkSJohSnFMn1Ml05auhfZ3iy3Qz9hRmHKEayjUDkBuSeeyGPC2BSDfTyPIB/viXGmoQ5aCczmFhER6WAwUebMyUvVEFrtTjGqWas7DOYUphTCiiV7CNb1109pl13yVst4aobCmlwTZhnXj8irhOwuXg8hKCLSJmhKyULNixgsmE9k66ADXn01L99nqR7nhBmDydJpROdh9BCZT5hTW2yR0te+ljsKU4PrzDPz2EXjl2KWWRxbZZU8phhQPC9iNreIiEgb01sGD8cQFyEYOiVjqpKoIxEwJiG8xozJ2VAxZs0slPhtEXukwRdrYYQwJJpJdhfniYi0EZpSMuB5cfTolC68MC8rIyBFEXOMFgyoTjShKrPLo0g5RhTG1DPPpHTqqdmQAjKbMJnGjs3GEkFOlvPxiJZiPDfcMKXddkvp/PPzOdUwm1tERKQDWyATGYzWvZ1qSEFlGn4s7+P4fvu1Tn0DjDN+W6KVlfWvEN4UYS8abCIibYKmlAxoXiQDCCOE12PZPq+xdXqQrliwnGMYTSxrJIt8hRW630PgE0OPrsPVstEY7xdeyONLQXSzuUVERDqEai2N6RZDt7g77sgRL2oAICY6Yelef0GEvfJKSrNmpTR5cmoZMNAoFBpmZLX6VyIibYamlPR7Xpw4MaXnnsvHWK73wAOdVy+qkuiYF2MQ9aDYR0+ii8g+Yxkeyx3JjmKJI+OI0RRGVrUMKIrEm80tIiLSZiASEAUYJ7DBBt3Ly6Kl8bhxWWyRPk39KIQEkcB77hnWS29aIirII+P7ox+ldPzx3YU+W0WAk04/3IXXRUQaRAv9F1qGA+bEz3ymp16C/fdP6emncyHzWrUmO4m4/2JjmDCPMJaoQUom+bHH5oAmepJzyDSjUQwZ2ehQHiszoMiuMptbRESkjYjCkrffniNXQJRqq61S2mOPPOGTHXXXXVlIILg6OfpXDyG8EESILETUs8+mdOONKe20U2opmqHwuohIg9CUkn6XMpgwIQfs/vQn9VER9A91RmPZHiYUmgKNhM5cc82cUXbvvVl/UgqCJX08f/75nJXP2GIyVWZA8Tlmc4uIiLSJwDrqqJwyzQSPGGDiJyPqF7/IGVFEnhANiASyZRRc/QehxRgS/RMRkaZFU0rqLmVATSOWkN10Uz7e6dlR1SgaUTyutlouCE83YiDjjHNGjcpBT85hbDH9MKWoMUVxc7LQKjOgzOYWERFpcTCXpk7Ny/boalIsNkkRSsQBUSlEF5Gudq+PECnm9Z4b1HoPoohxi0fGeMSIwblWEREZEjSlpKZeeuqplNZYI+8ztxNwGjkyG1YaUpkwhIp6MTozUwaCMcOUQkdhJKE1MaHYDzOK7DM682H0kQGFPqVDX7UMKLO5RUREWhgiS0T4EAtLL93zNbroUfsIQ+r11/Oxdu+qN2ZMFkFxv9WIIp2IJ+ohhFlXjARyPJ6/9VbeJ/OM6N322zfyjkREpJ9oSskCXHttSldfnWsfkbGDPmJuB5bmo5Ukw9iwoaXCqEMT7bhjSnvtldJ3v5vNJ2A80Umxz/vIzmefJjp02nv88ZSOPDKl3Xc3A0pERKTtIEKFkEI0RPFtIlQcRyhgtGBO8difLKJWBKFDCjjGFB0FuefKrLBIPeeRugXAeYwd59INBjHFmJEVFe9nn9oJxxzTWkXORUQ6EP8rLT0gC2rKlJzRs9JKeX5HOz35ZDZU2lkb1UPUjEIXhSaKwCYBT/TPUkvl+k9kPP3gB3n8OE5WPucxjowrj+xzHK3FsVVWSWn8eA0pERGRtoS195EyjRBATJAqHaICAcBxaGfRxf1HzSfSxMN4ChMKwUXEj8cQX9REAIwnDDwE1jbb5EKnRPU4xvsRYrQ5xpAiQlgJ77cWgohI06ApJT3maAppU9sInRD6gBqbGlJZK9L1LjLGGQ+MKPTM6quntOqq+Ty6NWNIoXFYmkeWPo8YUwT00J68By3Fe3heWdhcRERE2hAm+YkTU5o3Ly8vI0uK6BYRKoQX++28ZC9MJ4wjonEU08R8ItqHqYQBxRgAY8Ix4Hz2AdFEtx3G8vLLU3riibz/8MP5syncyZI9nlO7q2g+Pfhg9S4+tDm2a4yIyLCgKSVdEDRijl577WxEMb9jxGBSdbohhYbCtEMThUFHfS1MJHROZNgzfsWOeWic3/8+H6dgPGOLaUVQEJOKQB6aFEOqsrC5iIiItBlM8vvtl9Ltt6c0c2Z3dk8xO4pz2tGYQkQRzeOe110314hAFJEmTp2I557LS/EAoy7GgY2oHo8YWLyHzyETCqMqim1SC6G3FtIsAaB+FWNd2cUHsUaau8aUiEjD0ZSSLggkkcWDQcJzzKgIUHU6UWMzSjygqzCVQi+hoaoZS2gbNE5RF1E8PvQRuorMK4ysaoXNRUREpA0hJZ3066IZ1a4RQIQTETyMJ0wlInLHHZfSmWfmgpqIqOgyGEv3IFLSEVq8znlkVxH5q7U0r1YLaUTtLbdkAbbttlnEAY9kSiHSLr0017gyOigi0lA0paQLAlZ03EMDMEcz/3e6KRXaKAKWPBJoO+KIXGcLDUPWEwZTLWOJfTROsXwBeozyB5YzEBER6cBaCZhRO+yQ0q235uOYLaSpkz7dTuYU4marrbKwJHpHVtTpp+dxIMtp663zPZOtBIisqLVFFhPvff75XO9gl126l+bVKl4e44shhdmEIVa5dBBBRhQxXuMR84rlf7xmm2MRkYaiKSVdc/jNN2dNFPWSotNuZSOUToKMKEwpgnMENNdcM9fUpEMe1Fsnk+OVGkfNIyIi0qG1EjBByJbCbGFJGUKDbJ52IkwgCpGvv35K223XHb2j1hMRPe6b84iCIqY4H7OK5Xu8zjZ6dM6owqDqSzzxuffem7OjMPkww+LzEbaMOWnqiDeWBAaIPKKMHBcRkYaiKSVdGolakxtumNKcOXlORg90siFVbPBCQG7EiNy1mDpRYT5pLImIiEjdILBYQhYd+DClMG1IT28nuLfIZmLJ3q67pnTQQd0CqtgNhqwlsqMwhgKypDiOqYSZVI9hxGdRM+Ghh7KxhaFF5xnEWrRABr6rcikA5hjnY4yJiEhD0ZSSMgSNKGzO3M8WzWA6mejKjI5huR3Z4tZ9EhERkX5HuIj+IbZmzcoii+wolqJR3DtqKLUTUbA9DJ/vfS+3KmYJHseL3WCoHVEsbo4hhUGEmYS5VY9h9OMfp3TCCXmpX4hYRBzPyUBDvJEZNX9+rm0VnfziWm2BLCIybGhKdTjopGuvTenss3NgKZbutVM5g/6CHiKAefzxKa22WkrrrZdLHFj3SURERPpFdIGbMSMXo8QkYUNQkIL97LPdHefaDbKRojgny+ooyEmtCLoPYhJFN5ipU1O6+uocHWV5HRlSGFI81mMYkSEVhhTvwfxjjMnQiqKgc+fm95NxxWdGx8NanWpERKRhaEp1qBGFNvjf/03pmmtyR2KCSJ2yVI9gGzolNAmgQainxWs833nnbEqpTURERGRARBe4J57IhgkGCd3kAOHFsr12jgJyb4hLIn1E91iiePvt2ZzDjApjim4w1JuaMiWPC+ZR1ITqyzDi8889N9ecoog6GVBkRFHonPGO7CvGnwyp8eNTGjkyG2Bkq/XWqUZERBqCplQH6iM68BKoYr6OTsSAQdPO2iiCdegTygpERhj3zXH0D3qF4NznPqchJSIiIgNYpkftIzJ+LrkkGzDsEw3DmImCnZ3S3hjBteKK2SzClFpjjSxAL700m1GxlG/y5Fy4k6wyCsHXaxgx3hRDJbIYNaN4H0ZW1O9iAwTeMccs2BLZVHgRkWFFU6rDDKmjjsrL9KLZSbG7XjsbUphO3B/aA52CbuG+6UKMMUcdLY6jfShxYLBMRERE+r1MD0MFEwTDg0woBEeILjJ/EB2tmJoeqeX9FYsYUphEEREk+kfnwYcfzsZQsWNMZE31xzDiPDKiMKWiECjwnXwX5h9ZVBheZGeNG5dft1ONiEjToCnVIaB/WLLPsr0ISrG1ezHz6CxMcJK6mdQUpRYmuigCmYA5ZbBMREREBrxMjwwgDBcygjCnMKMwSzByWtWMqjSlIsrHvYRBVexqV4R7p/tdf7rpIcL6Yxgh3vgODD8+j++Ma+UxNgwvjSgRkaZEU6pDIOhEHUg0BIEjTBgyydudWKKHRqHTMAYVumjTTYf7ykRERKTlQViRIYUh9f7352N02ON4ZAi1cgQw0urZEJBR/wAw37g3TCbMKrYoLM77qO3E6wPpplcvRBPpSEPNKITtSy/legxcJyYZx1ddNaXDDjPqKCLSpGhKdQgEj6K5C5nMnWBIhY7iEROObCmCaYOhgURERETKUT+yosiQQnBgirCRERSmTSuDuYN4wljC7KEQOWbP2mvn7oGk4M+f39OMYiMVHbHJUsb+dtPrq15XMbWdjboLv/99Pg+xyzWGGYghdcopKU2cODTjIyIiC42mVIfA/E2mEHM1Gc6dAAG7KDEQmVLrr98/DSQiIiJSkyimjWETkT+EByIkCmy3MqSYRzRv7Nhs+NBNkBpNFC3HnMKEe/rpfN9LLZVFF4XLr7yy/9306qnXRZYVWWlRBJSNelGcQ62qF1/M40/9KDKkNKRERJoaTakOAT2AdrjjjtQxoHVi6R4Z5Guu2T8NJCIiItIrGDaYJGQSkR2FiUNWD+ZLK9eQCsh4IqLJ/T3+eBZWZEDdc0++71VWyZlUbLyGcYRJdNBBKW25Zf+76fVVrwtzi2uhJgXZUZhRYUzZVU9EpCXRlGpzItuZoBE1Jdu5wx5E05WowUmgjIDcTjvZVU9EREQGGYwPsnYwSXhkyRgZQbGcrdVFFaYOdZlYxhfZYNwb93nTTfmeMYs4j26DSy+d0rbb5vMW1iiqrNcVBcwx/9jH7Lr00vwdsZTPYuYiIi2HplQbG1F3353StGk5ODVvXg5wtTvoJAwpzCjGAX1C5vZRRxksExERkQFQq54RRE0jlrRhTPHY6sv2oiAnmU0vvJCfkxGFScVSPbKiIhuMTKbZs7P4wpCizfGFF6Y0fXp3NHCgRlFlva4i7HOc5XqcpxklItKyaEq1GbHsfsaMlObOzRnWUei7E8CUihqbaCk00g03pLT99mZJiYiISD/prZ5RZAFhylBPCUMKE6fVibR66mNhUFEDgUwpDCkEFsvnOGe11XLNqOK51IqgrlTl8rrBqNdVCcVCWQbAeSIi0rJoSrURseyeLGs0EXoBk4bmL50E9x3L99gefDCls85K6Qc/MFtKRERE0sLXM0JcjByZU9GJArZTa2OMJ1oW80g9KcQk90Y9BEQlY4BRhcj605+yCcX4YFqRlr/55tWX19WTeVaE15ZcMqf8k6UVRdcja4prwyS0rbKISEujKdUmxLJ7DCmW2tOhl+BSu+ijgUBQDx3FxjLGa6/NzWBEREREBlzPiKVst9ySxRZQQ4pMqXYp3Mm9kwFFkXNMn/HjU1pxxXx/dMyJzCUMKkQWGUuMD8cpYorZhGlVbXldX530ipDmj7AlA43zEHZ8Lp+FacbyQQqn21ZZRKSl0ZRqE5jvWbJHhhQBOwJX7dD0pQhBtHruiXpS6Cb0IToJ3fLssyldcUVKu+xitpSIiIj0s54RwoJMIIQWZhSFvjFuyJBqJ+Jeo5g5xtFTT+UWxhh0iCvMJ84hUwnRRaYUYBpxLMakcnldvZ304txTT83POY/vjaLrGF8Yg7ZVFhFpCzSl2gSKmmNGoQeYt9vNkILiPUXNqNBMxeAkr0WRcwKaPEcXPfmktTBFRESkn/WMMFFYrjd/fjZc2ikrqpLifZEpxf2SsUTGE1lKmFBkSJGKjxBjHzGG6GJcEKLRCrm4vK4/nfQgzt100xxpxQjEFASMrFVXTemEEywYKiLSBmhKtQHM8yxPi85z7VBjsxqhX9A/YTwtvnjWPpFBDowB2ohMc7QQGobnHLMWpoiIiPQJRgoigiViDz2UjRFATLSrIRVExxjuE2OKWlJrr51rO3GM5YpkOq2zTo6IYh4xXmEW8Zzzisvr+tNJD4rn8v2kvfO9mGSxcW0iItLyaEq1Aczfc+bkjCH0QDuCJiE7nG3s2JzljR4haIc+RCuiVQjQcS6ZUdG5GE1JMxj0kbUwRUREpE8wUsaNS+nKK3O0LyJf7ZiKXg1EFEILQ4hspoMPTmmFFXJqPllMRAMpQo5ZxXI6lulxHiKNzCoMKd4by+v620mv8lzEXYg4MrKiULqIiLQ8mlJtAPqAbsTtakiRGbXeejkgRymBT386peuvT+lXv8o6ER0zalQ2rDCn0C2YU6Gl4n3WwhQREZG6wEjZbruULrkkCwrEBYKk3U2puE9S0aOrHlE9DCnqH7Ctv37PYuVE/qJoOQYVhhWiC0MqltdF5hliFfOqkspOev05V0REWhpNqRYHbXTZZe1tSI0Zk7sLE3hDH222WUqf/GTupnf55bn+JtoRbYJBReAOfYSO4f1PP90zWCciIiLSJyNHdtcMYIs6Ce0M98myuNVXz5G8alE9jCZqP0W2EgKMDKnHH+/e5/yi6GKf2lEUNS/WlILKpX7Qn3NFRKSl0ZRqcaj7yJzdjpDtRHOVjTfO+0UNgs6ZPDl30ytqIoyrH/wgB++eey4H0iqDdSIiIiJ9EoW1yRqKFOxWz5SKWlHF/dhYLseSRSJ73G9vUT32KzvH9NZJhvP33TfXX4h6UUQSyXqqXOoH/TlXRERaGk2pfnLBBRekM888M82fPz9ttNFG6bzzzkubkbozTMycmWspVWqMVqPy+tFCLMnDSKKsAZqkmgappol4T9GoqgzWiYiIiPQJhStJ0abTHHWM2FqNyDKiUDhg7FCEFDB6yAYj6wktiwn0yCM5O2ooonp8zkkndS/9o4ZUre/pz7kiItLSaEr1g8svvzwdddRR6Vvf+laaNGlSmjJlStppp53SnDlz0qp0G2kwv/lNSlOn5mX8rRi4wyhCDxGUIyNq3rwcjKSEAyUJ6LxcqzRBX5/bW7BOREREmpumCAJSR4kaAphRZE21QvQPEwpRhZmG+UQK+dJLp/TLX+aI36xZ+T44Rmti7jGid4jJoY7qVVv6V+t7+nOuiIi0LJpS/eAb3/hGOvDAA9P+++9f3secuu6669LFF1+cjj/++IYbUl/5Sl6+38waCd1AYAsdhAFFnSeCdWgMTCdqYRGApEzDzjt3G0+N0EUiIiLSfDRNEBDxMWlSdxFvlo41m+iK7i4YUNF+GOGEsOK6I9pHxxiEFJHA4Y7q9ed7jDSKiLQ9mlJ18sYbb6T77rsvff7zn+86tuiii6Yddtgh3XnnnQ29FgwbspnJrqb+JvN1dCpuBgjOoRlpzkIQbu7cfH0E4zhWj/GkBhEREelMmiYIWKyDhNmDmHnmmeYxpjDKiPZxXWRExbGo64BIpFD45z5nZE9ERJoWTak6+eMf/5j+/ve/p9VWW63HcfYfYf19FV5//fXyFryCSBgEMHJYXo+Rg06KrrnDDXqHZi1kQq25Zi4F0FvWtcaTiIiILEwQcKi0VtXaRpg/RASjJtNwQOYTEb5nn83L9BBTFChnmSHRPloSUzcKE43aB5hq1l8SEZEmRlNqCDnttNPSl7/85UH/XAweMrKpv0mZAwJhww2aCCNq7bV7ZkOBxpOIiIgMRRBwqLRWzdpG//VfKV100fAUPWeZHubTuutmQ+roo3NKekT9wNoHIiLSYmhK1cnKK6+c3vGOd6RniUwVYH/EiBFV30OUj5oIxejdGrTZXUjQGWRHoYfQJ8NpSvHdLMvbfPOUTjihZ71MERERkaFkqLTWAkR692c/mwt7PvlkzppqlDmF4MOI2nDDlJ5+OmdBffjDCwouI4EiItJiaB3UyRJLLJEmTpyYbrzxxq5jb7/9dnl/iy22qPqeJZdcMi277LI9tsEA04cSAQTCyJZqtClFmYIllsgG1DrrpLTVVrnoOrVA0UIaUiIiItKIIOBQaa1eRRiRuLFjU9ptt5Te857BM51qiS6W7GG0jR+fjbCVV84p6QouERFpA8yU6gdE4vbdd9+0ySablNsS0w3mz3/+c1chzuGou0ktqSWXzJlTLOkbTPjMkSOz6fXii/nzKVeANlpmmayP0GXFpXoiIiIigxEEnDx5co8g4KGHHjrcl9dThFH0fOutc+bSPff0X4iR+r7ttil94hMpEfS8//78mdSsQoTxenTUQ3hRYJ0MKYWXiIi0EZpS/WDPPfdMzz//fDrppJPS/Pnz08Ybb5xuuOGGBeoeNIJi3c0ZM/KxP/6Rgp+1A3DU5+ytYQw6Cw00alRKW26Z0uGH5++hPAGm1Esv5SYv1BAlQ8uleiIiItKuQcC6RBidZzCOPvjBXHCcji8ILqJ6iK5HH03p4YdzejuRPSKJpLvvvnuO7IWQ+rd/6ym4QmiRkfX449aJEhGRtmWRUqlZ+tq2P9Q5WG655dLLL788aOnl6JuihsFUuuqq3HyFjKZNN01p9OhcggAdE7qGgBvwXLNJREQ6jaGYk2XwOP/889OZZ57ZFQQ899xz0yTqBDTT7xoirC/DqN7zRERE2oh652RNqQaiABYREWkOnJPbE39XERGR1pqTDdOIiIiIiIiIiEjD0ZQSEREREREREZGGoyklIiIiIiIiIiINR1NKREREREREREQajqaUiIiIiIiIiIg0HE0pERERERERERFpOJpSIiIiIiIiIiLScDSlRERERERERESk4WhKiYiIiIiIiIhIw1ms8V/ZuZRKpfLjK6+8MtyXIiIi0tHEXBxzs7QHai0REZHW0lqaUg3k1VdfLT+uscYaw30pIiIi8o+5ebnllhvuy5BBQq0lIiLSWlprkZIhwobx9ttvpz/84Q9pmWWWSYssskjD3EmE2VNPPZWWXXbZhnxnJ+I4NwbHuTE4zo3BcR7esUb+IJJGjRqVFl3UagbtwnBoLfD/z43HMW88jnnjccwbj2M+eNSrtcyUaiD8EO95z3uG5bv5P5T/pxp6HOfG4Dg3Bse5MTjOwzfWZki1H8OptcD/Pzcex7zxOOaNxzFvPI754FCP1jI0KCIiIiIiIiIiDUdTSkREREREREREGo6mVJuz5JJLppNPPrn8KEOH49wYHOfG4Dg3Bse5cTjWMtT4N9Z4HPPG45g3Hse88TjmjcdC5yIiIiIiIiIi0nDMlBIRERERERERkYajKSUiIiIiIiIiIg1HU0pERERERERERBqOplSbc8EFF6Q111wzvfOd70yTJk1Kd999d+pEbr311vTxj388jRo1Ki2yyCLp6quv7vE6pdVOOumkNHLkyLTUUkulHXbYIc2dO7fHOS+88ELae++907LLLpuWX3759KlPfSq99tprPc556KGH0gc/+MHyeK+xxhrpjDPOWOBarrzyyjRu3LjyORtuuGG6/vrr+30tzcppp52WNt1007TMMsukVVddNU2ePDnNmTOnxzl/+9vf0iGHHJJWWmmltPTSS6dPfOIT6dlnn+1xzpNPPpk+9rGPpXe9613lzznmmGPSW2+91eOc6dOnpwkTJpSLEL73ve9NU6dO7ffffz3X0oxceOGFafz48eW/RbYtttgi/fznP+963TEeGk4//fTyfz+OPPLIrmOO9cLzpS99qTyuxY3/RgaOsTQ7aq3qqL0ajzqs8ajJhhe1WZtAoXNpTy677LLSEkssUbr44otLs2fPLh144IGl5ZdfvvTss8+WOo3rr7++9MUvfrH005/+lML+pauuuqrH66effnppueWWK1199dWlBx98sLTLLruU1lprrdJf//rXrnN23nnn0kYbbVS66667Sr/+9a9L733ve0t77bVX1+svv/xyabXVVivtvffepVmzZpV+/OMfl5ZaaqnSt7/97a5zbr/99tI73vGO0hlnnFF6+OGHSyeccEJp8cUXL82cObNf19Ks7LTTTqVLLrmkfP8PPPBA6aMf/Whp9OjRpddee63rnM985jOlNdZYo3TjjTeW7r333tLmm29e2nLLLbtef+utt0obbLBBaYcddij95je/Kf92K6+8cunzn/981zmPP/546V3velfpqKOOKo/jeeedVx7XG264oV9//31dS7Ny7bXXlq677rrSo48+WpozZ07pC1/4QvnviHEHx3jwufvuu0trrrlmafz48aUjjjii67hjvfCcfPLJpfXXX7/0zDPPdG3PP/981+uOsTQzaq3aqL0ajzqs8ajJhg+1WfugKdXGbLbZZqVDDjmka//vf/97adSoUaXTTjut1MlUCqO33367NGLEiNKZZ57Zdeyll14qLbnkkmVxA/zHiPfdc889Xef8/Oc/Ly2yyCKlp59+urz/zW9+s7TCCiuUXn/99a5zjjvuuNK6667btb/HHnuUPvaxj/W4nkmTJpX+8z//s+5raSWee+658rjdcsstXffCRH3llVd2nfPb3/62fM6dd95Z3mdiWHTRRUvz58/vOufCCy8sLbvssl1je+yxx5b/EVtkzz33LIuxev/+67mWVoK/vYsuusgxHgJeffXV0jrrrFOaNm1aadttt+0SPo714JlS/KOzGo6xNDtqrfpQew0P6rDhQU029KjN2guX77Upb7zxRrrvvvvK6cfBoosuWt6/8847h/Xamo158+al+fPn9xir5ZZbrpyCGWPFI2njm2yySdc5nM+Yzpgxo+ucbbbZJi2xxBJd5+y0007ltOkXX3yx65zi98Q58T31XEsr8fLLL5cfV1xxxfIjf5Nvvvlmj/sjnX706NE9xprU+tVWW63HGL3yyitp9uzZdY1jPX//9VxLK/D3v/89XXbZZenPf/5zOWXcMR58SLsmxbtyPBzrwYNlMizxGTt2bHmpDmn14BhLM6PWGjhqr8agDmssarLGoTZrLzSl2pQ//vGP5f8wFv/PBuwz8Uo3MR69jRWPrDcusthii5Un+eI51T6j+B21zim+3te1tApvv/12eX33VlttlTbYYIPyMe4B4YjI7G0MBjqOTCZ//etf6/r7r+dampmZM2eW16azzv0zn/lMuuqqq9J6663nGA8yiMv777+/XKejEsd6cOAfftRpuOGGG8q1OfgHIvVhXn31VcdYmhq11sBRew096rDGoSZrLGqz9mOx4b4AEWlPiGDMmjUr3XbbbcN9KW3Juuuumx544IFyFPQnP/lJ2nfffdMtt9wy3JfVVjz11FPpiCOOSNOmTSsXsJSh4SMf+UjXc4rFYlKNGTMmXXHFFeWCwyIi0n/UYY1DTdY41GbtiZlSbcrKK6+c3vGOdyxQ3Z/9ESNGDNt1NSMxHr2NFY/PPfdcj9fp0EBXmOI51T6j+B21zim+3te1tAKHHnpo+tnPfpZuvvnm9J73vKfrOPdAuutLL73U6xgMdBzpesI/Yuv5+6/nWpoZIi90Apk4cWI5UrTRRhulc845xzEeREi75v/3dF4hOs+GyDz33HPLz4l0OdaDDxHF973vfel3v/udf8/S1Ki1Bo7aa2hRhzUWNVnjUJu1J5pSbQr/ceQ/jDfeeGOPNF72WeMs3ay11lrl/zAUx4rUTOoVxFjxyH9Q+A9hcNNNN5XHlKh+nEP7Y9YOB7j4RE9WWGGFrnOK3xPnxPfUcy3NDLVMEUKkLTM+3E8R/iYXX3zxHvdH3QfqxxTHmjToohBljJgESIWuZxzr+fuv51paCe7v9ddfd4wHke233748TkQ/Y6O2CTWP4rljPfjQ7v2xxx4rt2b371maGbXWwFF7DQ3qsOZATTZ0qM3alOGutC5DB20q6RwyderUcgeTT3/60+U2lcVOA50CHRpo+cnGn/03vvGN8vPf//73Xa2AGZtrrrmm9NBDD5V23XXXqm2JP/CBD5RmzJhRuu2228odH4ptiemwQFviffbZp9wGlvGnlWhlW+LFFlusdNZZZ5W7L9B1qlpb4r6upVk56KCDyi2Vp0+f3qO9+1/+8pcerVFpT3zTTTeVW6NuscUW5a2yTeuOO+5YbmdM69VVVlmlapvWY445pjyOF1xwQdU2rX39/fd1Lc3K8ccfX+6kM2/evPLfCPt0I/rlL39Zft0xHjqKHV7AsV54jj766PJ/M/h75r+RtGimNTNdo8AxlmZGrVUbtVfjUYc1HjXZ8KM2a300pdqc8847r/x/hCWWWKLctvKuu+4qdSI333xzWRBVbvvuu29XO+ATTzyxLGz4j8v2229fmjNnTo/P+NOf/lQWQksvvXS5Zej+++9fFlxFHnzwwdLWW29d/ozVV1+9LHIqueKKK0rve9/7yr8JrUavu+66Hq/Xcy3NSrUxZrvkkku6zkHgHXzwweV2ufzHfrfddisLpiJPPPFE6SMf+UhpqaWWKv/jlH+0vvnmmwv8phtvvHF5HMeOHdvjO+r9+6/nWpqRAw44oDRmzJjyfTGJ8jcS4gcc48YJH8d64aHF8siRI8v3xX832f/d737X9bpjLM2OWqs6aq/Gow5rPGqy4Udt1voswv8Md7aWiIiIiIiIiIh0FtaUEhERERERERGRhqMpJSIiIiIiIiIiDUdTSkREREREREREGo6mlIiIiIiIiIiINBxNKRERERERERERaTiaUiIiIiIiIiIi0nA0pUREREREREREpOFoSomIiIiIiIiISMPRlBIR6YX99tsvTZ48uWv/Qx/6UDryyCMbfh3Tp09PiyyySHrppZca/t0iIiIiQ4VaS6Sz0ZQSkZYVMAgHtiWWWCK9973vTV/5ylfSW2+9NaTf+9Of/jSdcsopdZ2ruBEREZFWRa0lIo1gsYZ8i4jIELDzzjunSy65JL3++uvp+uuvT4ccckhafPHF0+c///ke573xxhtlMTUYrLjiioPyOSIiIiLNjlpLRIYaM6VEpGVZcskl04gRI9KYMWPSQQcdlHbYYYd07bXXdqWBf/WrX02jRo1K6667bvn8p556Ku2xxx5p+eWXLwueXXfdNT3xxBNdn/f3v/89HXXUUeXXV1pppXTsscemUqnU4zsrU8oRaccdd1xaY401ytdDFPF73/te+XO322678jkrrLBCOYrHdcHbb7+dTjvttLTWWmulpZZaKm200UbpJz/5SY/vQfi9733vK7/O5xSvU0RERKQRqLVEZKjRlBKRtgFRQaQObrzxxjRnzpw0bdq09LOf/Sy9+eabaaeddkrLLLNM+vWvf51uv/32tPTSS5cjgPGes88+O02dOjVdfPHF6bbbbksvvPBCuuqqq3r9zn//939PP/7xj9O5556bfvvb36Zvf/vb5c9FOP3P//xP+Ryu45lnnknnnHNOeR+RdOmll6Zvfetbafbs2emzn/1s+rd/+7d0yy23dAm63XffPX384x9PDzzwQPqP//iPdPzxxw/x6ImIiIj0jlpLRAYbl++JSMtDhA1h9Itf/CIddthh6fnnn0/vfve700UXXdSVSv7f//3f5agZx4ikAenoROqoR7DjjjumKVOmlNPRESmAkOEza/Hoo4+mK664oizGiBzC2LFjF0g/X3XVVcvfE9G+r33ta+lXv/pV2mKLLbregzBDZG277bbpwgsvTGuvvXZZuAHRx5kzZ6avf/3rQzSCIiIiIrVRa4nIUKEpJSItC1E5ImVE5hBBn/zkJ9OXvvSlcr2DDTfcsEdtgwcffDD97ne/K0fvivztb39Ljz32WHr55ZfLEbZJkyZ1vbbYYoulTTbZZIG08oDI2jve8Y6yuKkXruEvf/lL+vCHP9zjOBHED3zgA+XnRAGL1wEhqkREREQahVpLRIYaTSkRaVlY/0+kC0FEPQOETUD0rshrr72WJk6cmH74wx8u8DmrrLLKgFPY+wvXAdddd11affXVe7xGnQQRERGRZkGtJSJDjaaUiLQsiCGKXdbDhAkT0uWXX15O71522WWrnjNy5Mg0Y8aMtM0225T3aXl83333ld9bDSKERA2pTxAp5UUiekhRz2C99dYrC6Inn3yyZtTv/e9/f7mIaJG77rqrrvsUERERGSzUWiIy1FjoXEQ6gr333jutvPLK5S4wFN+cN29eub7B4Ycfnv7v//6vfM4RRxyRTj/99HT11VenRx55JB188MHppZdeqvmZa665Ztp3333TAQccUH5PfCa1D4BONdRUIPWd2gtE7khp/9znPlcuuPn973+/nM5+//33p/POO6+8D5/5zGfS3Llz0zHHHFMu3PmjH/2oXBRUREREpFlRa4nIQNCUEpGO4F3vele69dZb0+jRo8vFNYmQfepTnyrXOYho3tFHH5322WefsvihrgCiZrfdduv1c0lp/5d/+ZeyqBo3blw68MAD05///Ofya6SMf/nLXy53c1lttdXSoYceWj5+yimnpBNPPLHcGYbroCsNKea0LQaukW4yiC9aGFMElIKdIiIiIs2KWktEBsIipVpV5URERERERERERIYIM6VERERERERERKThaEqJiIiIiIiIiEjD0ZQSEREREREREZGGoyklIiIiIiIiIiINR1NKREREREREREQajqaUiIiIiIiIiIg0HE0pERERERERERFpOJpSIiIiIiIiIiLScDSlRERERERERESk4WhKiYiIiIiIiIhIw9GUEhERERERERGRhqMpJSIiIiIiIiIiqdH8fzMhzJCrHMllAAAAAElFTkSuQmCC",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"xgb_results = regression_eval(\n",
" \"XGBoost\",\n",
" xgb_model,\n",
" X_train_scaled,\n",
" X_test_scaled,\n",
" y_train,\n",
" y_test\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Train R²: 0.9978300886998899\n",
"Train MSE: 15595814.556474123\n",
"Test R²: 0.9857990872986744\n",
"Test MSE: 103770194.72091952\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"rf_results = regression_eval(\n",
" \"Random Forests Regressor\",\n",
" rf,\n",
" X_train_scaled,\n",
" X_test_scaled,\n",
" y_train,\n",
" y_test\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"result_df = pd.DataFrame({\n",
" \"Feature\": X.columns,\n",
" \"LR Coeff\": lr.coef_,\n",
" \"XGB Importance\": xgb_model.feature_importances_,\n",
" \"RF Importance\": rf.feature_importances_\n",
"})"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Feature \n",
" LR Coeff \n",
" XGB Importance \n",
" RF Importance \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" Area \n",
" 2275.250629 \n",
" 0.092513 \n",
" 0.044497 \n",
" \n",
" \n",
" 1 \n",
" Item \n",
" 4440.188107 \n",
" 0.423073 \n",
" 0.619822 \n",
" \n",
" \n",
" 2 \n",
" Year \n",
" 7384.259579 \n",
" 0.026681 \n",
" 0.029967 \n",
" \n",
" \n",
" 3 \n",
" average_rain_fall_mm_per_year \n",
" 2836.525898 \n",
" 0.207645 \n",
" 0.106364 \n",
" \n",
" \n",
" 4 \n",
" pesticides_tonnes \n",
" 4633.479408 \n",
" 0.155325 \n",
" 0.104540 \n",
" \n",
" \n",
" 5 \n",
" avg_temp \n",
" -10914.637475 \n",
" 0.094763 \n",
" 0.094809 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Feature LR Coeff XGB Importance RF Importance\n",
"0 Area 2275.250629 0.092513 0.044497\n",
"1 Item 4440.188107 0.423073 0.619822\n",
"2 Year 7384.259579 0.026681 0.029967\n",
"3 average_rain_fall_mm_per_year 2836.525898 0.207645 0.106364\n",
"4 pesticides_tonnes 4633.479408 0.155325 0.104540\n",
"5 avg_temp -10914.637475 0.094763 0.094809"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"result_df"
]
},
{
"cell_type": "code",
"execution_count": 62,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['scaler.pkl']"
]
},
"execution_count": 62,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# saving models\n",
"import joblib\n",
"\n",
"joblib.dump(lr, \"lr.pkl\")\n",
"joblib.dump(xgb_model, \"xgb_model.pkl\")\n",
"joblib.dump(rf, \"rf.pkl\")\n",
"joblib.dump(scaler, \"scaler.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {},
"outputs": [],
"source": [
"one = df.head(1).drop(\"hg/ha_yield\", axis=1)\n",
"one['Area'] = 0\n",
"one['Item'] = 0"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" Area \n",
" Item \n",
" Year \n",
" average_rain_fall_mm_per_year \n",
" pesticides_tonnes \n",
" avg_temp \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 0 \n",
" 0 \n",
" 1990 \n",
" 1485.0 \n",
" 121.0 \n",
" 16.37 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Area Item Year average_rain_fall_mm_per_year pesticides_tonnes \\\n",
"0 0 0 1990 1485.0 121.0 \n",
"\n",
" avg_temp \n",
"0 16.37 "
]
},
"execution_count": 80,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"one"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([38572.96], dtype=float32)"
]
},
"execution_count": 81,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"xgb_model.predict(scaler.transform(one))"
]
},
{
"cell_type": "code",
"execution_count": 82,
"metadata": {},
"outputs": [],
"source": [
"model = joblib.load(\"./models/rf.pkl\")"
]
},
{
"cell_type": "code",
"execution_count": 83,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"sklearn.ensemble._forest.RandomForestRegressor"
]
},
"execution_count": 83,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(model)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": ".venv",
"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": "3.11.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}