From e94b60a33db69af709ba62d83a480cc20cfdd26c Mon Sep 17 00:00:00 2001 From: Jules Albin Date: Wed, 21 Feb 2024 06:30:54 +0100 Subject: [PATCH 1/2] initial commit --- .gitignore | 57 +- data/clean.csv | 377 +++++++ src/julestools.py | 60 ++ src/main.ipynb | 2454 +++++++++++++++++++++++++++++++++++++++++++++ 4 files changed, 2944 insertions(+), 4 deletions(-) create mode 100644 data/clean.csv create mode 100644 src/julestools.py create mode 100644 src/main.ipynb diff --git a/.gitignore b/.gitignore index 0826fe6..b1029cf 100644 --- a/.gitignore +++ b/.gitignore @@ -1,4 +1,53 @@ -**/.DS_Store -**/*.ipynb_checkpoints/ -**/__pycache__ -.vscode + Byte-compiled / optimized / DLL files +__pycache__/ + + +# PyInstaller +# Usually these files are written by a python script from a template +# before PyInstaller builds the exe, so as to inject date/other infos into it. +*.manifest +*.spec + +# Installer logs +pip-log.txt +pip-delete-this-directory.txt + + +local_settings.py +db.sqlite3 +db.sqlite3-journal + +# Flask stuff: +instance/ +.webassets-cache + + +# Jupyter Notebook +.ipynb_checkpoints + +# IPython +profile_default/ +ipython_config.py + +# pyenv +# For a library or package, you might want to ignore these files since the code is +# intended to run in multiple environments; otherwise, check them in: +.python-version + + +# PEP 582; used by e.g. github.com/David-OConnor/pyflow and github.com/pdm-project/pdm +__pypackages__/ + + + +# Environments +.env +.venv +env/ +venv/ +ENV/ +env.bak/ +venv.bak/ + + +*.DS_Store diff --git a/data/clean.csv b/data/clean.csv new file mode 100644 index 0000000..81e57e0 --- /dev/null +++ b/data/clean.csv @@ -0,0 +1,377 @@ +distance,consume,speed,temp_inside,temp_outside,gas_type,ac,rain,sun +28.0,5.0,26.0,21.5,12,E10,0,0,0 +12.0,4.2,30.0,21.5,13,E10,0,0,0 +11.2,5.5,38.0,21.5,15,E10,0,0,0 +12.9,3.9,36.0,21.5,14,E10,0,0,0 +18.5,4.5,46.0,21.5,15,E10,0,0,0 +8.3,6.4,50.0,21.5,10,E10,0,0,0 +7.8,4.4,43.0,21.5,11,E10,0,0,0 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+16.6,4.1,49.0,22.0,26,SP98,0,0,1 +16.2,4.4,39.0,24.5,17,SP98,1,0,0 +16.7,3.8,44.0,24.5,23,SP98,0,0,1 +8.3,5.0,52.0,24.5,27,SP98,0,0,0 +5.5,3.7,33.0,24.5,28,SP98,0,0,1 +13.6,3.7,33.0,24.5,28,SP98,0,0,1 +16.0,3.7,39.0,24.5,18,SP98,0,0,0 +16.1,4.3,38.0,25.0,31,SP98,1,0,0 +16.0,3.8,45.0,25.0,19,SP98,0,0,0 +15.4,4.6,42.0,25.0,31,SP98,1,0,0 +14.7,5.0,25.0,25.0,30,SP98,1,0,0 diff --git a/src/julestools.py b/src/julestools.py new file mode 100644 index 0000000..341b6b4 --- /dev/null +++ b/src/julestools.py @@ -0,0 +1,60 @@ +import pandas as pd +import numpy as np +from sklearn.utils import resample +from sklearn.model_selection import train_test_split +from sklearn.preprocessing import StandardScaler, MinMaxScaler, OneHotEncoder, OrdinalEncoder +from sklearn.metrics import classification_report, accuracy_score, confusion_matrix, precision_score, recall_score, f1_score, ConfusionMatrixDisplay +from sklearn.linear_model import LogisticRegression, RidgeClassifier +from sklearn.neighbors import KNeighborsClassifier +from sklearn.tree import DecisionTreeClassifier +from sklearn.ensemble import RandomForestClassifier +from sklearn.discriminant_analysis import LinearDiscriminantAnalysis +from sklearn.naive_bayes import BernoulliNB +from sklearn.ensemble import AdaBoostClassifier +from sklearn.svm import NuSVC +import xgboost as xgb +from sklearn import svm + +def fix_col_names(df): + df.columns = df.columns.str.strip().str.lower().str.replace(r'\s+','_',regex=True) + return df + +def nan_to_null(df, cols=None): + if cols is None: cols = df.columns.tolist() + [df[k].fillna(0, inplace=True) for k in cols ] + +def get_df_name(df): + return [x for x in globals() if globals()[x] is df][0] + +def df_shape(list_of_dfs): + for df in list_of_dfs: + print(f"{get_df_name(df)}: {df.shape[0]} rows, {df.shape[1]} columns") + + +def scaling(df, features, target, method=MinMaxScaler()): + X , y = df[features] , df[target] + X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=.2, random_state=1) + scaler = method.fit(X_train) + X_train_scaled = pd.DataFrame(scaler.transform(X_train),columns=X.columns) + X_test_scaled = pd.DataFrame(scaler.transform(X_test), columns=X.columns) + y_train = y_train.reset_index(drop=True) + y_test = y_test.reset_index(drop=True) + return X_train_scaled, X_test_scaled, y_train, y_test + +def model_fit_predict(model, X_train_scaled, X_test_scaled, y_train, y_test): + model.fit(X_train_scaled, y_train) + y_pred = model.predict(X_test_scaled) + return y_pred + +def eval_model(note, model, X_test, y_test, results, label_type=1): + y_pred = model.predict(X_test) + score = model.score(X_test, y_test) + precision = precision_score(y_test,y_pred, pos_label=label_type) + recall = recall_score(y_test, y_pred, pos_label='Yes') + f1 = f1_score(y_test, y_pred, pos_label='Yes') + false_negatives = confusion_matrix(y_test, y_pred)[1][0] + new_result = pd.DataFrame({'note':note,'accuracy':score,'precision':precision,'recall':recall,'f1_score':f1,'false_negatives':false_negatives},index=[0]) + return pd.concat([results,new_result],axis=0) + +def eval_report(y_test,y_pred): + return print(classification_report(y_test, y_pred),"accuracy score : {:.2f}".format(accuracy_score(y_test, y_pred))) diff --git a/src/main.ipynb b/src/main.ipynb new file mode 100644 index 0000000..ae0d5e2 --- /dev/null +++ b/src/main.ipynb @@ -0,0 +1,2454 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "db73362a-9c64-4fbb-95ce-fb9a6ab5c98e", + "metadata": {}, + "source": [ + "# Technical Challenge Data Analyst \n", + "\n", + "Jules Albin" + ] + }, + { + "cell_type": "markdown", + "id": "81f7f942-f77a-4ec9-9a68-35935cf9d505", + "metadata": {}, + "source": [ + "## I. Gathering DATA: " + ] + }, + { + "cell_type": "markdown", + "id": "875eaeb5-cefc-4998-a4a8-475fe168d75a", + "metadata": {}, + "source": [ + "### 1 - Retrieving data from csv files : " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "971091be-547d-48bc-8c34-ab9aaa2b2dc1", + "metadata": {}, + "outputs": [], + "source": [ + "dataset = \"../data/measurements.csv\"" + ] + }, + { + "cell_type": "markdown", + "id": "7777aec7-2a2e-4fd5-9f35-7df16b9414fb", + "metadata": {}, + "source": [ + "## II. Loading Datasets: " + ] + }, + { + "cell_type": "markdown", + "id": "af3ce1ec-5b66-4a89-96bc-277bcac57e65", + "metadata": {}, + "source": [ + "### 1 - Importing libraries: " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "54c726f3-42d4-4709-8a77-68c41bcc3365", + "metadata": {}, + "outputs": [], + "source": [ + "import julestools as jt\n", + "import pandas as pd\n", + "import numpy as np" + ] + }, + { + "cell_type": "markdown", + "id": "762fa366-751d-4df8-8a25-753d0d860279", + "metadata": {}, + "source": [ + "### 2 - Sources : " + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "f76b7098-25bb-4106-a258-332e46a55276", + "metadata": {}, + "outputs": [], + "source": [ + "source = dataset" + ] + }, + { + "cell_type": "markdown", + "id": "3565146f-2c2e-4b30-b58c-9f8ec7eed02d", + "metadata": {}, + "source": [ + "### 3 - Loading Datasets : " + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "ffe06133-32d8-4a31-81f2-8ead0c4d63e8", + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv(source)" + ] + }, + { + "cell_type": "markdown", + "id": "c0485ada-c63c-41fd-8c92-40767267f310", + "metadata": {}, + "source": [ + " Glancing at the dataset: " + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "63e46b1f-7af1-4f6c-816b-21b17a1f4786", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type AC \\\n", + "0 28 5 26 21,5 12 NaN E10 0 \n", + "1 12 4,2 30 21,5 13 NaN E10 0 \n", + "2 11,2 5,5 38 21,5 15 NaN E10 0 \n", + "\n", + " rain sun refill liters refill gas \n", + "0 0 0 45 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN " + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(3)" + ] + }, + { + "cell_type": "markdown", + "id": "b1565fa3-2d42-4bb1-af04-f8785c3348e5", + "metadata": {}, + "source": [ + "Displaying number of rows and number of columns: " + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "4132eed3-335d-49ee-8cdc-dbd1dba03da4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "388 rows, 12 columns\n" + ] + } + ], + "source": [ + "print(f\"{df.shape[0]} rows, {df.shape[1]} columns\")" + ] + }, + { + "cell_type": "markdown", + "id": "eab8ede6-2182-4807-95c7-b17864aed9a9", + "metadata": {}, + "source": [ + "## III. Data Wrangling: cleaning, formating... : " + ] + }, + { + "cell_type": "markdown", + "id": "3c9a4fea-fc94-4430-9712-1817073ee052", + "metadata": {}, + "source": [ + "### 1 - Cleaning Columns Name : " + ] + }, + { + "cell_type": "markdown", + "id": "64871345-ce67-4ae6-8714-61bbfebc0f0c", + "metadata": {}, + "source": [ + "Stripping, renaming in lower case and replacing spaces with \"_\" :" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "dc05bbb8-a40c-4b0d-9459-427966a7210b", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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distanceconsumespeedtemp_insidetemp_outsidespecialsgas_typeacrainsunrefill_litersrefill_gas
02852621,512NaNE1000045E10
1124,23021,513NaNE10000NaNNaN
211,25,53821,515NaNE10000NaNNaN
312,93,93621,514NaNE10000NaNNaN
418,54,54621,515NaNE10000NaNNaN
.......................................
383163,73924,518NaNSP98000NaNNaN
38416,14,3382531ACSP98100NaNNaN
385163,8452519NaNSP98000NaNNaN
38615,44,6422531ACSP98100NaNNaN
38714,75252530ACSP98100NaNNaN
\n", + "

388 rows × 12 columns

\n", + "
" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside specials gas_type ac \\\n", + "0 28 5 26 21,5 12 NaN E10 0 \n", + "1 12 4,2 30 21,5 13 NaN E10 0 \n", + "2 11,2 5,5 38 21,5 15 NaN E10 0 \n", + "3 12,9 3,9 36 21,5 14 NaN E10 0 \n", + "4 18,5 4,5 46 21,5 15 NaN E10 0 \n", + ".. ... ... ... ... ... ... ... .. \n", + "383 16 3,7 39 24,5 18 NaN SP98 0 \n", + "384 16,1 4,3 38 25 31 AC SP98 1 \n", + "385 16 3,8 45 25 19 NaN SP98 0 \n", + "386 15,4 4,6 42 25 31 AC SP98 1 \n", + "387 14,7 5 25 25 30 AC SP98 1 \n", + "\n", + " rain sun refill_liters refill_gas \n", + "0 0 0 45 E10 \n", + "1 0 0 NaN NaN \n", + "2 0 0 NaN NaN \n", + "3 0 0 NaN NaN \n", + "4 0 0 NaN NaN \n", + ".. ... ... ... ... \n", + "383 0 0 NaN NaN \n", + "384 0 0 NaN NaN \n", + "385 0 0 NaN NaN \n", + "386 0 0 NaN NaN \n", + "387 0 0 NaN NaN \n", + "\n", + "[388 rows x 12 columns]" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "jt.fix_col_names(df)" + ] + }, + { + "cell_type": "markdown", + "id": "2c40d562-5a60-438f-ac99-c68b56b6b5a7", + "metadata": {}, + "source": [ + "Renaming columns names:" + ] + }, + { + "cell_type": "markdown", + "id": "7688e378-a49e-48c2-a210-26c77ef7f78a", + "metadata": {}, + "source": [ + "Not Applicable" + ] + }, + { + "cell_type": "markdown", + "id": "b6c38f65-29d0-4769-80e1-2c446735c8c8", + "metadata": {}, + "source": [ + "### 2 - Cleaning invalid Values : " + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "id": "af29ee80-31b3-4d1d-aa82-34dd36b6fb5e", + "metadata": {}, + "outputs": [], + "source": [ + "df['distance'] = df['distance'].str.replace(',','.')\n", + "df['consume'] = df['consume'].str.replace(',','.')\n", + "df['temp_inside'] = df['temp_inside'].str.replace(',','.')" + ] + }, + { + "cell_type": "markdown", + "id": "288a2cf3-aa10-405b-b9d8-6befa236c4ee", + "metadata": {}, + "source": [ + "### 3 - Dealing with Null values : " + ] + }, + { + "cell_type": "markdown", + "id": "d4d598f2-1733-4972-9408-a8f4ec080bcf", + "metadata": {}, + "source": [ + "There are several options:\n", + "\n", + "- Drop the rows or columns with null values\n", + "- Fill the null values with a specific value (such as the column mean or median for numerical variables, and mode for categorical variables)\n", + "- Fill the null values with the previous or next value in the column\n", + "- Fill the null values based on a more complex algorithm or model" + ] + }, + { + "cell_type": "markdown", + "id": "cbc69624-c7f6-45dd-a5eb-6d109038549a", + "metadata": {}, + "source": [ + "Identifying columns with Null values : " + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "823adf51-b94f-4106-8613-af333ea44eaf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "temp_inside\n", + "specials\n", + "refill_liters\n", + "refill_gas\n" + ] + } + ], + "source": [ + "print(*list(df.isna().any()[lambda x: x == True].index),sep=\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "2c973452-538e-48ce-a87c-8b8aa8fc7f1f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Visualize the number of missing. values as a bar chart\n", + "import missingno as msno\n", + "msno.bar(df) " + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "0d701507-2352-4097-8727-0ae3e00a98fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance 0.00\n", + "consume 0.00\n", + "speed 0.00\n", + "temp_inside 3.09\n", + "temp_outside 0.00\n", + "specials 76.03\n", + "gas_type 0.00\n", + "ac 0.00\n", + "rain 0.00\n", + "sun 0.00\n", + "refill_liters 96.65\n", + "refill_gas 96.65\n", + "dtype: float64" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Calculating the percentage of missing values per column\n", + "round(df.isna().sum()/df.shape[0]*100,2)" + ] + }, + { + "cell_type": "markdown", + "id": "e41f8035-8143-4627-a668-cddcbddeb403", + "metadata": {}, + "source": [ + "Removing columns with Null values : " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "id": "a0ee0a1d-91db-43fc-a835-8d6ab129f740", + "metadata": {}, + "outputs": [], + "source": [ + "df.drop(columns = ['specials','refill_liters','refill_gas'], inplace=True)\n", + "df.reset_index(inplace=True, drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "9407c4ef-ee47-44bc-8042-5dac0eba3c1e", + "metadata": {}, + "source": [ + "Removing rows with Null values : " + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "id": "9a21d4c4-6a36-402e-886c-9d0ac9c66393", + "metadata": {}, + "outputs": [], + "source": [ + "df.dropna(subset=['temp_inside'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "cd250e7f-b155-4e94-8762-aa8fe0c54dd8", + "metadata": {}, + "source": [ + "Replacing NaN values with 0 within columns:" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "b193b67c-e135-4a2e-aa6d-61c6c51ed03f", + "metadata": {}, + "outputs": [], + "source": [ + "jt.nan_to_null(df)" + ] + }, + { + "cell_type": "markdown", + "id": "2a5fd5a4-7ab0-481c-aaed-8a2e58c264bd", + "metadata": {}, + "source": [ + "Checking again if there is any remaining missing value:" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "82b4b06c-f766-422c-a0d5-f082e7e68f30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance False\n", + "consume False\n", + "speed False\n", + "temp_inside False\n", + "temp_outside False\n", + "gas_type False\n", + "ac False\n", + "rain False\n", + "sun False\n", + "dtype: bool" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().any()" + ] + }, + { + "cell_type": "markdown", + "id": "15e57c9d-370d-44eb-a393-27ea7c44f20c", + "metadata": {}, + "source": [ + "### 4 - Formatting data types : " + ] + }, + { + "cell_type": "markdown", + "id": "8d52f740-dd81-4459-8b07-707881c98de6", + "metadata": {}, + "source": [ + "Listing data types:" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "ee0eb0fc-ef00-43ff-83b1-bbb02af16cd3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "distance object\n", + "consume object\n", + "speed int64\n", + "temp_inside object\n", + "temp_outside int64\n", + "gas_type object\n", + "ac int64\n", + "rain int64\n", + "sun int64\n", + "dtype: object" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "markdown", + "id": "28203e17-3207-4866-900d-a225d4ea84a3", + "metadata": {}, + "source": [ + "formating to float" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "e6cb92d8-d0da-49c0-af8d-4943ead3a509", + "metadata": {}, + "outputs": [], + "source": [ + "df['distance'] = df['distance'].apply(float)\n", + "df['consume'] = df['consume'].apply(float)\n", + "df['temp_inside'] = df['temp_inside'].apply(float)\n", + "df['speed'] = df['speed'].apply(float)" + ] + }, + { + "cell_type": "markdown", + "id": "43908aff-6791-40b6-aab9-8e420a71bf85", + "metadata": {}, + "source": [ + "### 5 - Dealing with duplicates : " + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "f1d750a3-33e6-469e-96fc-8000b529b68d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "False" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.duplicated().any()" + ] + }, + { + "cell_type": "markdown", + "id": "402a9b6e-8e88-4b0d-9a08-b5c4c7b17e0c", + "metadata": {}, + "source": [ + "Removing columns with Null values : " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "90561ccf-a1c7-4801-93ac-b2d57c5e2d68", + "metadata": {}, + "outputs": [], + "source": [ + "# Removing column named 'col_name'\n", + "df.drop(columns = 'col_name', inplace=True)\n", + "df.reset_index(inplace=True, drop=True)" + ] + }, + { + "cell_type": "markdown", + "id": "b8775ca7-bec2-4f60-b4ae-b8b7cb852195", + "metadata": {}, + "source": [ + "Removing rows with Null values : " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b7a2e947-f4f7-4104-b6d4-1f51b2c731bd", + "metadata": {}, + "outputs": [], + "source": [ + "# Deleting rows with missing value for column customer\n", + "df.dropna(subset=['customer'], inplace=True)" + ] + }, + { + "cell_type": "markdown", + "id": "1de780c9-b2a0-4ff2-b800-f08ab5c86763", + "metadata": {}, + "source": [ + "Filling columns with Null values : average value or backward-fill " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bce37730-e04c-4b95-99e4-4f2c8fa0c713", + "metadata": { + "scrolled": true + }, + "outputs": [], + "source": [ + "# Filling missing value for customer_lifetime_value with average value\n", + "df.customer_lifetime_value =df.customer_lifetime_value.fillna(df.customer_lifetime_value.mean())\n", + "\n", + "# Filling missing value for income with average value\n", + "df.income =df.income.fillna(df.income.mean())\n", + "\n", + "# Filling missing value for gender with Backward-fill method\n", + "df.gender = df.gender.fillna(method='bfill')" + ] + }, + { + "cell_type": "markdown", + "id": "9b3d21fb-ced1-4b66-aa38-7e64dbbf4a66", + "metadata": {}, + "source": [ + "Replacing NaN values with 0 within columns:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4f314c34-753c-49b1-884b-00ed9c8f2c9c", + "metadata": {}, + "outputs": [], + "source": [ + "cols = ['col1','col3']\n", + "nan_to_null(df,cols)" + ] + }, + { + "cell_type": "markdown", + "id": "f9e7e963-6a37-48a9-a04f-7482999acedd", + "metadata": {}, + "source": [ + "Checking again if there is any remaining missing value:" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0814f9f7-2146-4a8d-afd3-37f30891a939", + "metadata": {}, + "outputs": [], + "source": [ + "df.isna().any()" + ] + }, + { + "cell_type": "markdown", + "id": "07db3460-db09-4699-9573-ef82b9ca5bcd", + "metadata": {}, + "source": [ + "### 6 - Saving cleaned dataset into csv : " + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "57f7ffb1-daa9-4616-b663-804bb2a65678", + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/html": [ + "
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distanceconsumespeedtemp_insidetemp_outsidegas_typeacrainsun
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" + ], + "text/plain": [ + " distance consume speed temp_inside temp_outside gas_type ac rain sun\n", + "0 28.0 5.0 26.0 21.5 12 E10 0 0 0\n", + "1 12.0 4.2 30.0 21.5 13 E10 0 0 0\n", + "2 11.2 5.5 38.0 21.5 15 E10 0 0 0" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "ad2c16cf-70ef-4645-8b68-5f114249f32d", + "metadata": {}, + "outputs": [], + "source": [ + "df.to_csv('../data/clean.csv', index=False)" + ] + }, + { + "cell_type": "markdown", + "id": "a20e1a19-bf15-4f8b-a41f-70bb725821e1", + "metadata": {}, + "source": [ + "## IV. EDA: Exploratory Data Analysis: " + ] + }, + { + "cell_type": "markdown", + "id": "b303fad9-eee0-4107-b89f-db56b1854383", + "metadata": {}, + "source": [ + "### 1 - Identifying variables and their specifications: " + ] + }, + { + "cell_type": "markdown", + "id": "d77a7623-e65e-475b-b078-303d0280580e", + "metadata": {}, + "source": [ + "Displaying number of unique values for each column : " + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "780d45c0-fca0-4820-b3f4-4ff87f8005d3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gas_type 2\n", + "ac 2\n", + "rain 2\n", + "sun 2\n", + "temp_inside 13\n", + "temp_outside 33\n", + "consume 43\n", + "speed 60\n", + "distance 169\n", + "dtype: int64" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.nunique().sort_values(ascending=True)" + ] + }, + { + "cell_type": "markdown", + "id": "012b90ac-9791-49d8-9b3c-5e56ccdb2633", + "metadata": {}, + "source": [ + "Displaying number of unique values for each column that has less than 10 distinct values : " + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "e97fa2af-b2b2-49c5-ab0c-582a8a7b4ac6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gas_type 2\n", + "ac 2\n", + "rain 2\n", + "sun 2\n", + "temp_inside 13\n", + "dtype: int64" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.nunique()[lambda x: x <= 15].sort_values(ascending=True)" + ] + }, + { + "cell_type": "markdown", + "id": "d7e2ae89-352a-4e8e-8243-104d52ffafad", + "metadata": {}, + "source": [ + "Numerical **variables**:" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "75e7494e-bc8d-49f4-8aa9-192c018124fb", + "metadata": {}, + "outputs": [], + "source": [ + "num_var =df.select_dtypes(include=np.number).columns.tolist()" + ] + }, + { + "cell_type": "markdown", + "id": "bb8d6838-f82a-41f9-a5c6-1c5e3337ac13", + "metadata": {}, + "source": [ + "Categorical **variables**:" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "1b400606-c82a-4a87-8e20-b429558d3b0a", + "metadata": {}, + "outputs": [], + "source": [ + "cat_var =df.select_dtypes(include=['object']).columns.tolist()" + ] + }, + { + "cell_type": "markdown", + "id": "72c0cf2a-3064-49b8-afc4-94df2491c8ae", + "metadata": {}, + "source": [ + "### 2 - Frequency Table: " + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "9adf6376-5f59-4e15-81ee-1977c6304238", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gas_type\n", + "SP98 219\n", + "E10 157\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fqcy_tab = df['gas_type'].value_counts(dropna=False)\n", + "fqcy_tab" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "f95cf13f-0767-4096-ab07-0d7e014e07de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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col_0% of gas_type
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\n", + "
" + ], + "text/plain": [ + "col_0 % of gas_type\n", + "gas_type \n", + "E10 41.76\n", + "SP98 58.24" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Alternate method leveraging crosstable:\n", + "\n", + "fqcy_table = round(100 * pd.crosstab(df['gas_type'], '% of gas_type') /len(df),2) \n", + "fqcy_table" + ] + }, + { + "cell_type": "markdown", + "id": "ecc5a869-ba03-4321-a8cd-bbd61ac552f4", + "metadata": {}, + "source": [ + "Visualization : " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "21d63d53-d704-4b44-a633-4ce95f379a20", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(array([0, 1]), [Text(0, 0, 'SP98'), Text(1, 0, 'E10')])" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Bar Plot\n", + "\n", + "import matplotlib.pyplot as plt\n", + "import seaborn as sns\n", + "\n", + "df['gas_type'].value_counts().sort_values(ascending=False)[:5].plot(kind='bar', title='frequency of gas_type')\n", + "plt.xlabel('gas_type')\n", + "plt.ylabel('frequency')\n", + "plt.xticks(rotation=75)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "a62cab5e-df6f-4ab2-be01-f7c94be6560a", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pie Chart\n", + "\n", + "plt.figure(figsize=(10, 10))\n", + "plt.pie(df['gas_type'].value_counts().sort_values(ascending=False)[:5], labels = df['gas_type'].value_counts().sort_values(ascending=False)[:5].index)\n", + "plt.title('frequency of gas_type')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "97f433d4-d17f-4b77-b46a-071ef5bf0a0d", + "metadata": {}, + "source": [ + "### 3 - Measures of Centrality: " + ] + }, + { + "attachments": { + "b3ad0edd-5a18-45fd-b423-65e8644788a8.png": { + "image/png": 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uc2hvdDwvZXhpZjpVc2VyQ29tbWVudD4KICAgICAgPC9yZGY6RGVzY3JpcHRpb24+CiAgIDwvcmRmOlJERj4KPC94OnhtcG1ldGE+CooGqToAAAAcaURPVAAAAAIAAAAAAAABQgAAACgAAAFCAAABQgADjNJWQbYSAABAAElEQVR4Aey9eZBd133f+bvbe72igW7sQAONHQQIkgBBcBUpUiZlUpslWZbHS2Wc/GEn5WTKk0xmJpNxzdQkmUm5ynHJKdtxxpZtReNI1mJLlkiRokgtIEiC2EiQAIh9Xxu9d7/37nLm8z2vGwIpEA2ajVCA3wVev+2+e8899/y+5/tbT+DS1BmbC0LLg8BSV9hQmtvOYbPnz1XsxLleOzk4ahczs9EgsrG8sKLIjb8WmLMgcFbkkQ7R2Bo90OiBRg/cED0QOGdhDn5ZYlHYZIWLzIFrzgC6MLMQXAssNJeHVoS55VF+Q1xXo5GNHmj0wM3bAyJrIJUFRVZA1QCxsLDRwtnJUbM9fbk9fapqf3C23xYM91p3ULWettAWtiU2oxRYcxhaEgN4MYQNslc4ftTYGj3Q6IFGD9wQPRBY4CBiRc1cWLI0mm6jeWwlSFvZKlC5Cpos3weJOQd545+F/u8NcXWNRjZ6oNEDN2sPSJ3EaJblzhWhWRUQOzw4ZlvOpPb0MWdbTg/Y7GDEVs6K7NZZgd02vbAVLanNLeU2LS5ZXGo2i5sANHVQP4/gZu2pxnU1eqDRAzddD2BZC8Ygbon1FZ12oRrY9KSwznjMYimiaRXVtiRXBFeesG/McwPjbrph0LigRg/caD2AByAo0sKNxIHt7Buxpw+dt+8eHrITo2Vb3zxk6xdkdnvPLFvdGdn8eMDa0gsWFWijcdmDWlZElmeRlQMATlrpu9oEgpP95lr2ufykV9r/Sp9d/pu/y+vrccyJdrz92G9/P7Hf9Xx+P855pev5aWnHldqmz36a2nd5Wy5//U5tv/zzd7v/5b99p9fX45jvdK53+7nalvFv1E6nge3qb7UjA4Ut7whtTYezheWqBWnFChTTDItbCGmLcVDoVzf29tNyT97vdryb81/Lvteyz+UjZ2L/ieeJ797+fuLztz9f635v/9379f6d2jvxuZ61TcYH6nu989/Lj/dej/XOZ3lfv0GRTFEwg2o66nYO1+zrBwftmaNDNlrLbO3sFvvs7Kpt6Mqto6PVWmJnpXysTtoiXAdRjLHOjBAR4tv4Dgic6Pr39aIaJ2/0QKMHGj1wTT1QEK9bsz2Dof31iZLtOTNmd88v2cMLS7ZuBpiGB6JImq0GxoVFYQnxbw2Mu6aObezU6IFGD1zHHnAhoR4HR0bc32Bp+5tDg3a66mzDzJJ9bHFkH+ys4hbNSFiIiGFTK/Ct8gP++CBegj+8wUGfRUV6HZvZOHSjBxo90OiBqe0BJVaNon1u70vs8wci23V8yB7ubrKPLSvZ3bPMyngWHMStqiSGIsN9KuLmgXBqG9I4WqMHGj3Q6IF30QNBDnH7q5MV9+XXjtjWviG7Y3bJPtGT2GMzKzavDGkDqjKySB3muQArWwhpC9A+C4BMGBZhfYsiXAhFQxd9F/3e2LXRA40eeL97gKzRMXBra1+z/dH+su08NmCPLirZp5dFdn9XZlE2YkYcb4qlTekJUQPi3u871jh/owcaPQAOOcI7gt/aPuy++eZJ62oftV9eEdrH5+bW7fosCEk6ReM0SFpARpXKfjgHYct4T8yH0uStpoOgkRLjpgQHpdgL3/RXummQQOrKfKG4XlnotJGFei2b//3bd+QYihVWXoX31dZQmasQTJ2X49JMv/kn2msxRLOJk/tqJVc84tvPcIO/p3NkHq1wn9Q3bPW+4POEvijTEROdRH/579gnUKcOp9xTPtFrv0Hbm8iq4/4R5uPvq7659JvxvRpPjR64MXsA4pY52z7Qan94pNW2HRu2JxaH9pklZvdMJzGhSj2kUhlxQg4olSQ8rIPahHwoF5/XkpdMOMR+HE/7FOMyVn9CzvQTlNyghCDpQR6/364BCyfkTfvXz6y/Os94livH8HjI+dWGAsVav5mIyHPCXe1DHLMJC4XFN+Wmq6Zvtflr1guueWwcC8f7S3OUMS9ZEw+xcXVnY2v0wA3UA6iRFjz+rf3uycHT9u9W5PaJha22rKXZylEG2JAqL/LDrC2ipvGdQ9xyyobEFUqA7O0z91qvRSdIViD7aqjVWUL9tybMeC5K4FOpJUtnW7y+y4KFCFSokiGgRkhig4eWd+6pjPOmoF4T2VziIZwNvgHYVcasUiZMOGm3uBfYfIM27Dxr/SPDnmC0F7ST/XNfj4m4lOXTLXyg24IuWu/duTcRajEbaOLQJCGLgDoqoLSB64eAvXLCbNc5PqX/SCBxzQRYr5pu0e1d5qbT77KSqm4fwFXj0ZRyT/5yt+XHdc/LHC+3NOuz0sPLLL2102rTdOcKSiXU+1d1/CL2uoZ5551vcuObRg+8rz3grILFbVdfyT5/qMm+c6ZmH19c2Ge7C7uvg4YxwReBsE3Yxz/gx3seROCQjyJQLUvgDO3XHRm2YhuJW2BhgRyOlvgtODm9RvIWclYT7M3rsNK6OWarSxA8svDJZjXkdTLmAJyCuUA1bY0IWxEJLMBW6jhZjdcuKluzaze3DXnfcc5GB4esyvk6qEsXsnOaq6wJv5/fatHDiy2Yy3kdxBQJvqk25oec/gyUTKJSLkb4Dkl07rlj5t7oN4df3ImEV1ML1842t4F7Mb8J4wKB3iisqmMqJA04juYbzX2eEN9UndS4mBu/B5jr4VvBvV/f7V6Phu33Vub24dll4tqafE03B2hpoGvKvpy4ZYBIAnHLX71gbus5iw9DyAC3kbbAYohbWUAGKFWqVYuXTrfkvrkWrm5BwwEsABNUTh6c/CpbPk7cyhT2pcwcblqOzXmtWrFaCeIWtltwDJDcfsZsZ68NQugcAjiNWkwRgptJuxJYrZ1u8c/0mM2GON60xA381xQihquJ4CLka/NRsxdP08slSCx93ka/3NZl4T2AFeVdNCkFuMBFjlP6s7loNft/d1h6UPcIl3ieWaXWa6WPrTRbP8eyGfQ/50g8MRZh5HxMGg3idpVB3Pjqp74HRNxeVYzbobI9SRmkT0wQNxQVDfAiqGPbW4gb5EksrghSSQHEDenbP2jFC2DhwVFP3CpUSXIQt1aRBYhVDZJnc1qsjCyFDxBA5yBuOg6q0GSbiJtXznQy3Bo02WKwTXiWIYAuQL0dJfv1+YMW7Oq3saExiFtu0zNoB+fIFdoivXlRm8UfWYYSfTlx42A3xUZ/eOJWrhM3FEvSgrGsQdy+dQhCC3Ebhmgzn4WjVQvvmmfu3vlmi5rHiZuImsqaNojbTTEcbvKLUPBGcMtXd7ml1Gn7zSUpLgJqGWEtk0bprFqfoK9I3LDJvHoe4nYW4jYGksQ2BjeLarmVkBcRt7xSsXwWNpr751t8+wwLpiNcnLBO3q7eswInkbcY1ErRhgJcnolM/SmZXrIWZc2W7R+w9OUTluwfsWGHlYlq5+2AqLTSQtqT8PWWaRY90oOWqfMqLu9mtLipV8eJm+pO9b6NuGlVi1b65bZOiNtcC+aIOLNluYmEZxC3ctFi6Z++Yu5AhYkITT1PrZb3W/zR1RZsAOQoBxMwWUnrFz+k8h+TQkMfrXdk4++N2gNTStw2Q9wOjRBuUFgNC7eDrJWGsIwRbpKLVHSAX2s6rflnl5kr4YZVvLAT1l598xY2sFBxxAWuWEWolEuQDGSUT4E1yEovq9o8s8dKBytWrSG7YGEHiWYhOIykgoUIbTcWtyeWWrAo4bzEuHiL281E3FjdghUwvMXtSsRtSBZSVsQYrTWI29WHXOPbn/IekEwHnV/e4X59ZZt9dsGorW5NqclG/Br/FMCmCfrKFrefJG6VJiZ24t+SbJycQeIqLYDHxtmW3DXbwvkABnEeXv27ho4pIAohqmKqJmBxi3hIywwgZsFgZNXXe632ykkrH6/YGIqrCzJrrWBlkwsCC6CIm1vVZtGHRNz05u8ncfPLkbVCstbNsPBuiNtcOos+pAAfBJeJgHiPKEts+IvbLNo36t3gIX2VUnw5+fBqC++YZwWZxgUlYYT/iifURFRmIuEoja3RAzdsD1wf4oZC1CRrXW4JcaNBRJwwclNrIvxgaYu1P7Haik50ZsWceg/E1btPxM1vyFuOEiuVukSsWgFxU2xqOIZV7WjFhp/da01nIC/IZ8ryXK0jkBQpcopVRul1C1ssfGIJVia5E/ntTSW9dDDWtKsSN29xaxC3q4+2xrc3Qg84H7r2pe3uz+6Ybo/MHrT5pQrEh0laYIFw14Nor+QqvYy4HZHFDddoVPMm/Fh2edylhtuyFkP+ZPW6c7ZFK6ZZ2AzpEhGbdEMQtSPWIugCAqmYEUGW3HWJhSzHVcNVm7561krnqpZ2EETP/uVhrTEIncBq6CB67pZ2b3GzceJ2LUA5adN+WnYAtKVxezfIVSxuinELsLiFt3dasAnihhVU2j7I7/tMbpic+zXy7X1WvDlgMQAnt2itVLPm+5ZatAZXaSdjAj4cYsksVBIGsxs83RO5n5buaLSj0QPvtgemlrjhfThEyAaW7LyEexLyFMtdSYFyLZuV8lk6F+v2g4stWI71q4WQBOR38g0sRNKFg05WN14p2iRDSY4wv8X9oOLuizb28nEr9aKMoYhhhLPmgYqPebUQJVbeCuKXRdzcYn6MxS28BtI4edt+WvZoELefljvRaMf17wFhQWB/uc09e0+HbexkZYRYwbhkUskNhtVFpT9wWF4hxu1txC2JcaxC+lpYCkvEaQTSl4kAEocxDxK1fqaV1s+3qANXpUqJTLr9mLiJhKW0AwcAIVysJ1iDQezptXwnwbgHBiwEoPI5zRA13Kl9VDxXUAiMVFmUtmaaBR8CrObQJqx1IQB602zXStwA9wClP7yDJJF7F1iA9cwH4mI1CxR7gxnNsSZjtpfyB7hJA9wwWsexyIlRnNViwQziRGLGAfdAoTXeCMsfcb9GjNtNM5r+Xl7IlBM3wkYcyQBpiBuzKbRyM4LXD6bihSggTzmJQdU1HdZyX49FM/BAYD+bfEPopJiBw3IjCJFTLXovZCb5IT5VsWzzMbNDwx4LHetJu/ayRb0jhJQIC8FLQk1sEcSNGLeiG/knOUGxwDfP1iBuN8+9bFzJpD3gLW5f2OZeebDNbu0aslIE4GBeVxwTa2FBdKTpXRtxy6Buwaw2T65c/5iFQ5wec37aDt7cCnEDrEIfXwWpm2TTWRUjEiigIyRGBOtQhgUwaoYYjgB3xLYV289ZcJYECjKsbHEHrlQIylliR8YEbRC1GAJCckLwMxPEDeIn89TNsr0b4tYCEVd2730L8Y0D7IC2LJTMKH7ycFhMg34AnVjFoqRQbPU9U0MiS6fia+rvlUnKD3kwQHCdsmNja/TADdsD14u4ZcSYuemJlWfPsOxUn4XDKD1ydZJ5PzIntPaP3GbRHMxi8eRKrLCwTtykUGE9U/iIAu8hgtEYAvhmv9We2W/xReRW66tK2ergcboPLOS3sqypLNIilNiPLLe8GyLnULIlxzeNAOs6G67SG1YQGw1/Fz3AWFdWqf3FTrfrg4mtmUl8UwTpoVxHwaTt4yAkDzLLeYan+CbW92MiTypvs7hpwof0Bd3k0XdAtPrGLDiJBkg9sYLJ35Z1kKTQYwExHgRH6aBX3XzsFcQtxFUaOiw+MEkRubAZgnEWN+nmI+Z2XQAQOZRIycqZkDJIxhEyXXGXKgcyhLgpGFgWN2WVOu8e+PtK3IBorJ6GxS2SBQ2rqFzPivsLIcRMM8S5tXHvmSJw8eAR5Z7jioWwFTKxiclD1nwBZnpXlreQcdDYGj1wI/fA9SJuuQgZWaRxz2xLIW7BmVGC4vkMzlRrL6zpiXUWLgELSeaejDsJCxXvG0DYwgI3J8/OZ0xCxi6S2Uo5pOpzBy2pkiHZhJK1sMOCtiZzh85YISwkE1xYGCwiE/+J5VYsgjBC3FQq5ObZhE8N4nbz3M/GlVytBzR/Q9xedzsfzuvEjfgl1fGqu8VUXVeT8zVY3CBujhg3t6ILwJpmbqhm2b7zFg9ADGTmnwdI3UVZEGWXenfp1Sd9ZZRmkMhYxC1VTAbNkEtPL/df9K6BYO8wWY6AEJpruHqWFdWapXtPmhvEMseOMW2yWyBuj0AYcZU6XK2+0OzVeuRK33l8Gwe5y7Hu0iWMv7j0/koHeQ+fXTrnpRd1sPf8dzzGDdDy3hTVMRovB+LGy4EUcpUC6MX6TlLgF1qpi3vBjc9F3HBAExFD5i7xMmEbnSt3qDJ0IWYJljkVFvWkGaJODzpZ3/gnzqYeFYG76uabzJ/Lmv6W/S/9nheXXr9lj6l9c6kdV2iTP/94I/5btGVqr6xxtL9DD1wP4qZs7YJ4NkcWp62ca+7imBWHIG/nUYxpo1Nw6Ad6SBaixqSPN716w70SK7mDaEWEnwTKEpcrlhje4vgA3gcw7+UzHBuLGmEQ1jODALfYstePWjEoL0MJb0SduIUibt114iY5viQOV29C/dtLO4+/mHj/Flm5zvIzcc7LW67PNE9NEDcsmyEK55XLgbwtOaF7vByIQoLAxGsuB3J5Oy69Hu9E3wXXuR+u5X419rlpeyAHCwL7/9502x8cs7WdI6JoaHeklzMjY5BnHtcAvFbiVrVsNVadxTMpCxJYZecxS87XyDIlFX46QEJsR/LAXIvnQhxU8JAjv33MT/S0khFqELUyroEA655SvGXxTyEVtR3HLQKokuPKzIJsLGmzAOKWDQyTsHDUE7eElRwS3H+2ElepiBtBwcqS9YzkCgxhXMze2h59qMe4tUnESK32OMHHskj5N/6Z1wra1+afrn599R1/8u9PtMO3gT+cu96Oid/o+N4sRuwMp+alb6tKuYyXAxFxUxRzQXxNQHZvcUen2f3dVsKd7e+uCBpWyBKWTNU3KkICpnkOWFybdyTmMgn4SvBicdBvrstflS6VJtULVU60523P4+0Wnqq4pW/bFXap9x/7qO/UbxNBcxPP/oc6mL4c36709tJnE/vpgx9v/mv90UNElIevoH5pF36nPrx0L/X60peNFzdpD0wtcTtn0SHqvpE0YChK2eJWS1fPsybkL9tzzuxoP6WSGIBU7B9d02alu+dY0gPZUhLVeP9eGnL6YPyNlNgcLFR8rrK/A5IdyHjw4SPVvVjVXjxhzftJRIgoPrcYPKR2phSv2o4DVvSTMIbHIlYR4YXg5OPLiHWjyJzCWt7NPVV7JMzjOOTlerzVE22X7Hg5viTL7+YE17CvbwP7CY89Jtd/o4/Vgwr9KGLKgaBSSs2ko3wdt+LbB7UgLcYEvn9LOZB59AUu5csL8NJxzID+8Y4FeHXCifP7tvgG1PvH4wfvL/UBvayOHu9s/VTbu+r7+k8afxs9cKkHxpMT3nS7PjBmt8wg7sELo4BBgwsbix9p1+AqLVHolZURipVY1G6ZZ1Frmw1sedOaAbJyDTFCyUtZB7X04R6LlxP3gVsVpythGjg1VSDWB9Ey9mUFAqhkxS9IY49kARLYyT2AUOUksKbf3Wf2xkWLhtCs2lqteLDLigW4Bw5TZJHyIAECGorAQGiClarjtsSCeRAYXQ8sR+G95NXTCRyXUysWboz6cAnkRCLPUfkhvx8jjmSQWnYkPxQDXBv1f1S0VoRN1qcCwA1amixuo+QILlybCWiWOSaAoaSMqiyGXENMPSXvbSQmRb/XGbTuq6T3EoHgtVzQFa4faPaE1aMv12v9xK1cHIWQ8qaiNH66Q1eDRcxamy3sIBB5NoGErVwMCRn5hVEbeeGQ2ZbT1pJBkpXVxtfFeu7NPfOtNFPLmDGZQNiwtXEaXDcQ4GJAmjntV0Yc3wRj1MxLWKuWmDdUWLJ5efLVQNVwGuFbonsFCWI//5mAHbLnWHonHyHbl+XIkrNjFslNpN+oI3R/6UEV/81VEqGViYV+jHDvhARVWxMPublpn2oJ5hkFM7k3oRJONE6YCFU3UBZD9Zkja66k0gcUjoatcw7uLYkV/j5wPToKRQEt4qOQWk6OoO3sIm582kZT2M/DvoWtgD5tsA4eM+g3ihZzMg6nmExdJ5DO/rSAcaK/je1G74GpJW5nLVJygqw9CeNsYdnS9Qut3DHd0h0nzHafs5Ji0lpYVaadyOEHF1hy20wrKNVD8IclWHw8FiquV8zLa0eyBMlVSk8DxhJPD47CQuLm0peOW77lOAV4hWtNVjzAigA9LeYIVbHNJ8Ev5IK4h0AWt27ij392kQUQyjogSVjZfFwEz56M0HZOLUXN6cF5Fa7ik82EhTzy/lFwWJY8yKRkgn2E5VFTqyVtkMdpIBjxfV5+CLvIx5PRQD0uiZ0FvVi4FKOHmV+SRXPARV0b+3C1fheRH4VjiAMBtmAfz3hTXC/XputDftVm/VMTC2Q37iABoxOXMFUGsBhwuNiGn3zDgu29Vh6gH9S3Y+DJplnm7qM+ZU+rX4YsrHFWjlWA2So7pVao5JFW8CnJY+Hr7YEHuljmhYw+CPSgPwIwmS/oU/Ud/VzGYyUcAcuC6Si/4LPqLGu5yAwsEXw164/uoVrPyxA8A2KZ3DiWLljJJJp8fZ/weWNr9MDlPaBxZl/c415/KLVVnXKbafR4dPCAcW3EDYliss2NbITlEKX13bgvu6zvhTet5bU+K49KOCE71DaKPryEZZdmW621ZmNhlfEcskQWgxtyJ8BwuABACk+OOCixdggoREgWN6sijGdo2zf3We3kEMeEaBGIm39iNuUqiCfZQaX/LSQsQOhUmyxDcMNV7ZZ44saxuLKcEiWJyANCpFUh5PpzkIcKWnIJN2OiupSjfD4C4ODacCQ7BKd4Jl6vuEDcHlgQIlSkXHAOftvVTsLFDIvbE0uWEvw/S6CFQLKKRIVlw3A2QhgERWoTqfsUpVMR20BuXAGj2iIyyH7yCI8S8F9GqJtGAI4++vUsZPEEfXBs0NypYcsFFIClgMJNIxZxFsCDu6VY2UU8zTRLIB0ZJLNv+2ELWNVi+jCuAIoSO4p/euImLZ9sNhEZbrYnl2Noqq0x7pVduHQo3pm3KGMUUt0/ZBnunpTVNELa1YTJM/IIqXbXAdtb3QCaQNcyAtEb4Bi4Zxxks4BspsTYlPaPWnSB+yruRiJJKOJGlmpKdfeUSSvgGuJOrAGzyAyep9eMIQFwK+53SpJktUGumX6kPl+AxUHZyjQIUOUuMDEoWLv8JoHYWFlTlkPLuUkxfV/q5PetfKY1HEmWCS4w2VBGpjhM4WYWFI8oe6IAbUYW5JB+nge7JS7JLQD4F5HssoCJro3r0jmEqlynjIeafOi6xnYT9MBUE7fwiFab0VhhnM9j/N23yKLuudSbPG629ZQlA0huK+WMpIB9YD6K1GzLZ0Y2GI5YC+O7pGK6Gdgg94KYDAqu3wRZojMeH5FdgcVJMOz7JyzfdspSFMcyyzvlH19o+UKsayixpe/1g4WK+2I/EYFu5OqJeRYS6yb5Fe7wAuzhtTCFdnukguSJgBQM9myUJLOL2N/BwuAscXpnyOA/MYRyyOcqdaJMWWSjRpZq2Nlp8RyKfINHwQLaNx+lsovnMsfmkDqP/vm1rUXctF4o/0EDT9x8O2iPb4XaA6mDQ3li5PrAFMo+BWTQ2hGKHLOubE44jrrEWyxZ/zXHkxPO4nxYHMMlrNgzG+WLfrz4gzcsfO28tV1ALa/wfY3jbOq04r7ZVvSAOxgdIuafehkXvuOa1PU5/VPjdTNzRjiGxwGiXIBrIo6O+Sc4MWghfWIDUqbBCLnIRUSngbkzweXZPC+AwEGYg1k8t6lMSz0juIWVh4Q8+TjxVQxiJHCBuOnWq6SLiDGw19gaPfCTPSC5sC/udbsfqtnqTiY2hIjPPGnz5MAPHNjdZMkJLC1SaC3SFR0WblhotqDLKrtwabIkVaxJm8m1UA03gCq6Yw4rKqB1wpKAKMAKoBEh8MIqZsRDrVBSAoCgbNJQsVtDEa7Q85bgJs3Pca5SYlEPboEPzbRc2s2O8xZtPoMWBMQhCHkJArh6mpUeWeqLzvrFlhFCX58OK1JO1qy0QYlQzKQfVkiwQCiL4xfNHSRT6wyZD5WC8iOIWJX2eLKD9oUwF7gYFTCc8trjLESwpb3Z4oW4PlbhLl4KEQKwVKG8hgXLXx59UAKcZenx2q2sSiIDsv5BIiMsaAX7uH40s6ODlr5xyqKjQ5aMYG1C65Ncy4kZ8puYh7JolWBQoY8qELPS2nnWsmS+kMzGDpw19+oZa76o7gS0p/G4E2LJKhahiJsWoAcVUggZV2IhJVbSpw5b7cAFv+JFCLFqlcvnocWsrTjLYsAogWwKbBQLokOyUiIWAvC3yptBJohjfZYdIf7wFAQeoI1VDBkU0pI/slZ5YIMYxmj4Ir86v6wJ0rxVG65SYpmtLhJfZnVY8/zZVl48i/sGkQogkARTS4mIWd4nDAFkkl7875k0HGQxeGqvVQ8N+iS6rB1y3t1ubRu7aXe7FSdGLD98niKlWGQhbwH3s0ARCJmgIs4bMokUNQgiLiwl0iiOUhaDhESbhKQXm4trWdY3oblGpp/s6q/9B40/N2wPTDVxiw5DLCTPJCe4+ZhZ7u22aMkcK3CVyhtgJ0fBi5jYXdROZXnfheUH5WiE+pklZCRBiQ1z5FOzt8xrHgvpXuRMLMWTMJSkkESEjLWI7RXw7ghECnFK5hEK8chclDlk9FC/Rc+et4AYY2FEMU7c4o8g/xA3qYpabzikraGARfIp0sGxldilJVqL88NWOXLaTMt5XcAVizyXtKoKD1nVvQLJeVX4XMWGa5xDK9agOvmEMUfduAgsTLohUiiZMEvOIUtWfZ1j4RjsENIGBiOLjvdanksYo/kmxNPiUKLTU/3ELqOQHxqw5KLinvHuQDyFhWp3TJuFhw5FsFKMWTqNNi6ZYc23LLR4xgwbfe2YBfy+dJZ5pKK2My/cjZdmE/MGMW5hGeKmWGnkOg3Bf/pLngWPXWByxLJlBUQtPdzrH9E57hWY5y1kdJ2QQG1Wy1MRT902noE1n5Wfd9Gfy7ssWcFyZyiDrpXr1U7sD5j5J8USK4tfKwTJqaCEMHleeNnYGj3wEz0g2X3vxE1LXqngLUTMrcBacedCBAdt5vAFy146RmzHEALD+ERA0lUI851zIVwdlrXo5BSphNWEqu4q8EBoBFZwIo16/7oGKYKlYbVxNvbcm5YcQfMbYAIm5T28dY7ZphmQNARg21kLf3gKEiHiBtFhoeeI4r/JOHEDqeBHAIRIFxO0zPv6LOY8cY3ZGm2uSptTyEfMgtOF3G+ohDFuU7VHS9kIPGkm7QZUUAflVFR8mKx3ApCwjeNA3pSkofT7EE1rrBmCCLiVsLQlxGAYixxbjWsEwKUJo2NxbCxtsoz1shbrwUGr7ocEne63Jty+CUwilAbMeT3I0Wb2pA06N6Cp3xNTU5uJq28F7hfAKj0NgXr9hJXhUCUt84W25yBudv88i6UFi7jRZaotpeMGo8TdfOU1Sgtwr3AbBGj2cQ2wfny52W24vmdAmMA8oVIGOGcqBSLiBrBG57k+2pwzWYRoxYaWbyK6HsBoKW5UeWM02DJA07s9Ia2yXPn7rA6lEVVmi7Ey54SEJ5RRKC3HOnjLbNyWgHdErSrfx7hVFYMpN7aILw/Xi0X0a7useGOAc0C+p0HyIW7xvYu4txD47WctO9OPtRLFhELDEZBIp9E+XSfPsrrqAxFzTQDcK00CWTtEe1WXRavnWjAfFxDWN7lnZWVUVzS2G78Hppq4qQCviIHWTZar1Gdxr5hvjiSC4pUTJGyhGDEzl8GcfBkWGchbjGJUaxfWgEUqLi4sFHFDbD1xkwWP/1Jych8+gFt0uGS15w6Y29trEe5QyXJ822KIYBdKBrhw4KKFz5zF0kzWKWNWHogAi5snbsgGEsqxRIKQR0iDFCvv4pMMDHE8whvyI31W2YOVsB8ZlhcCjAINORUNU5s8BgmHRKBomz4RKUJOfcgGBYa14kq4bIYly6SEEUqCDAl7gQLwUpfHuUiMkvUtkyLqMYPrEzkkpCHFOl49eNHykxQG51rKWNtD5N9joeYFDuRFWBiIAuvxGKU86yxbtnC6ta1bDZaSvLEfAwKxv7EUd5Gku3Epb+qyfAHeBGqDRkb4CH2Qsjatj+/FNZtoX4x6meYEEu2yY1gwL+AlAkMCLP5egdMEyrygkllOijeAAqzUvwPfNC+o8LKREFZaiGdmOSE9SzkX84RCFWUtFD93qfqBTmFFDLlnZe0Dxfy10a2NrdEDb+kBGXumhrgxkBVTUEDcbOMCi1bOIbtxzCpbDvrA3BgXQYTlZWw2A3XjfGtei6ZJMUoFlCruQICgWVQlP/igrpGIcHiLEO9rAMZRjvfkbm9Ri3F/RfOw7m1cSExdW93qv+0MxA0hHSduBWbp6BbKkMhVqppJEB5NzgXEsBIg5AiIRLaMtSk4jcVl70Wr7AdYz4xZUyoArU/kAhWFWPi2enClzToW4kpj609+XS4gRMKKpc3NIR3/tlneulibJsGGuCGGoRImENIgBQi5Xl/lXIHDgHl8FhfAvnOWvTGI1QoCBKgp7kXQqCPIrSuuMvGJAEYtiKQdcswx4jPyeYBD53RIJ5oj5C1hHtE14gv1WaV2H2RoJn1BN/um85XaHOBCqP7XnRay1qFcq+jPfIabmIKd4e2y0gEjujdcdy7NGMKnhegDXCYFbkqtYhGySHeJ+6TyA/QQ/QyMgkpAEVdO+zmXNFIn0sZ1yZigqga6/yqarLg6xT6qrwuy4sLF0615/QKz5W2WtfFdQJs4SKId1H8Abi7yexH3xVd2WLR3DFIHKOK2LyCnxWqW+BqjzTvOWW1sDCsh10n/xygZoSYYASXjT3EtCgBvGqbtim2kzbKoVnNKJuAmTrBkRqtREAjurqJsqDC1sLix3fg9cF2IG2MTYbcC4ubuYeysWWABYQ8ZcW7V7cfBpwKa0GxVShTZWixDeCicyhVJTrC4o97xQMo9IxEWMtg0ufPelwbB3B2fwzr0t29AaAgjQKOKUFyjD66iLFIH4xlV8E2sbU9D3LB8+/HtiRtY+BFcpRC3Ajn0C9dLLpEDYUycgFmQtpywDBE/w4LtsFbHjs+Fa0CdCJm3jNFWuYQVgww6IjccAVlGC2U/YRXtV5uFUTORqdVdFt5CySbIo4/pw8pWBgMSj8lSlOBIEDcRohjsVbuzg+dYD7sXDwgghqJbD2tAEeM0Hrv5jT+37xxZy1BywVFhqwoUV7Dyta5ehlu33+zcgAUo4pE8P1JM755FnNtMwiK4UcTFhgrX4fwZlRFE4HwZqkHajzu0ggJshy5yD7k/uFekoFekuBJCEXOtEWzTexQSjkH7RT6d4nyFb7Ksqt+EeYRtRFrU/jZKZnXPsBqxgApBib21jX7iBznFz4Wv6jwfU8xPG1ujB97eA97Y8p5dpbK4KXAcK0WxAlPwJsDhFqxqDNzKi/vJbjpl4XlNdlifygz+DXOsbQNgRqZnIV8brWDNAw8MEkhpcD4JQBM0JEiWfDfAZ29ghXrmTSZUoA0QKy0HCO7pJluKunEVwEfE7QcQtyHgQmRLxI1M1ujhJcQbIFTS7DgXHliMQsRoICBltKoY83u6C6sMqzEUECZ5fBOZ6mWNaub8uN4KgkwDgCCW8CnwQkGkFQgDK0TkaILheRIY0KJD2hwAMiKH+VLitB6kfbhCAhIH5Jbz5I/rkancK9JyEZSwII3QD6/jAt56lPp39NEYJALQ04Wq2GaKd7CAPJXncD1NmO8BvEzgC87EgFxwaoB4FJwHCs6XCxnwieTOQHNT0K0Cot3taOP3zsKaxfl0v2iAzyblNHEVl+SXsVodIqEAVTANaxT3xPr2xDLIJ1Y6Srigx9IIAAbgkltFbuQUQKvsOGk51q5WjhFDzuW2UXwh69Zb1A44k1Econ0LvFLaJXDDqEXAM8QPy6k0/HyI2BIANRFx4oanAjFi1Eq41aO7FuD+4dQCVUBOVjOteSuraqa29EH2vgrpPMBKDyExh7jVZVTLwceAexScw3qA1S9th8xNb7JkGokQaLa6v7Jg5gQrZ8Oj1nSC/pRlGEKt6TMnFsZXmCd2MLoDArluNpMtAMzsVIKoC48b243dA1NK3F5gyasDYKGIGxjjiG8qWBs4XDef8Y687j5l1RcPE6s6ZqxYiiUewSO0pOXuxRb1QI4UzyZs0OBllPkwAim2IjfakB+taOPAihDLePEU2NqHhYhxXQaf4sfXgqkka6VYoLHsBU+fgQBJEULOUXIUtxkT46bsUrELKYLwGEYzx+e8ZcV8HMMluPusFftwtZ7D6k4sna8sAA4VzTyw3OfTUJYUcK8luyTWXJuj8G9IiEdBKEJKrKsUUS1NKAwqUIDSOeDPGsjbbVivF0+zKopRmWtBUtnYB3mvgKtJTEjGMLJHjN7orqMWER9bhkD5DHCmA5WI8qEnWNRKs9ssacFiJp5DH6VS6vBY2Gms/4RPZGCrT3qSNMtbgrJW0NYUnIk2sX72PYCKyDU4EijcAyLJFAV+0FfMATmeovTlo5ad6LMS/ZhgBXSEutAYG6WQsoHHcaeS08AVmc2E5aKSql2K0cKh1MaEkMjjoRmOXrKig/1W4im6fRHEHis+55PSHWKZEzGvyfpPP2j1IWE8p2psjR54aw9oTDDPT43FjYHGSLMci1uxcS6THCslcPBsxzGr4iJwxzAxsxJ8DYEN13Za8yaI22KC0SlTIe1Clo4Cla7OJAEmDVoxNuIiYHcExBKMqni5l88aYmklsoaabptt4Z3zESCWa5J7ju9lcTOSEwo0F4UtyFUayuJGTB1R7pwL4COQt0I7YiQlUWwWdeGGtxy26CRgQhamEiGyAh+jMoLmo8HOx/2Lq6w0lwmcZATXBInDGuYI3M1EmKjRZLgVargME7TFBGIRVjXpE5y/FrB8YIkli4l5Q0PLADHFMfiq5cJjAQFAnZ/BLbDlkLnXzllMIKyPr6gQEAxJMzTWArBzxFsly+bRZ3wmX4MYkq4brdDtO23Z8X4SE7DU4QaFQkJiAFkkX6tOhGRuirgV984mgJgsVEp9yOKUK8sJUCtXySr90k7cAgAvcCpXT1IdMS2RE95GbAZxI1AfziniplsGEAHsQ6+e8MSt9XxoraUZfJ7bGC7z2gxcv8TSNJPtGq0k9oYEBJG9FLIoV4vKxTiWJ8vPcjep8F7BOmgE+rb0Kf5HS/LQ7jKaM8klTfRfuBDgJwZO1gGfIAE51cTm6/L1MSl+bYfVAPkgILlBV087Q1wneYBFUONgJtbZBdwD4tZsHsoFGcABJDyQi+ICM8Opi8TRDNnICbRzyGQLLpk4hsyOMu6wmNpaXFp3LTSnYGbuY6jVOhrbDd8D15W4zYeMbaKO2+0oHygOxYHzlr54FLfbAAHv05Amxh5KXRPKZ4iC6coEufuZGszTRK/xzXT/Y+LG51K4IEfFlhNWvHzOqhUseViXW7VyzGMrGNNYm0dGIF5YwOUqJXDekwoRN/YJH4e4LSCrVHKMBT2FJNR4yBPRrFhkMLRg/WdH2Eic0/4yMpATG6owAWQ4m8/4p8Bv0yKU5pkiHpA4ZKg2PGgR7tXsQL+NHACnsU61pOAMcWoBoSE6V6ULmV83y9oeXmPVZpQslCadWpb4AnlSjFzsmi0iASIjPneUsk/lAcidAmqp0Sk+G8xAiabPbDU4tgSvDeEynt1IHFP65thFPABncfMSj6Yi8FIGOYFXmplOMghiJovlXXOsBHELVBpF94YVJnwct6oDKAsfZa+285SNfne/lbGkoYfWPTAieSSXyO0c9FAXk5p5joSmAPevLgaeTZ+DwSfpswO95ojLs17mAhFYvs8xVGjZs2hjj5Ug9D7eOCfEiEfAXCdnL8yRJqEgco/oHR6NrdEDb+0BKQhTQtzkspILSRpkDnErWNC8RKxBQLB7FTDI0RBLfUioYqt6COLfONuCVUyiM/jMxxgppBXBpn36K/OzQMupbAZ13LI9xMttPW0lgn9HsECVlrRbiZUAwlVMxio2ifvB7SAdXzFusrhpYifuKyQ5IXy4p25xwzwlQqDvgEPi7mgfGVK1bces8tppayKlPiH4PcPKN9aVWhP16MqLibEiNsNhcZIFT3EhchlII5LnUIHu0s6K4dRGX8c9oQBaYikSad01XLvTMIU/sNKSdbja0LZU8VxxDTSEq5RdB+sXcWyVvVQ/f/GIB09vWOLgWROu0h5irJagqaIt22wAi3UIaxlaJVdQsMKFIunLXK+ym6okJORHic+DEEWkzUvrrV8rRKMM+Im43YfG2yUgE2NXG9QmrHM14l6+uNXcHsiPMje1ukWNtQ5ZIsfugIh3iK1hIVPTAS83Sj++OWIjrxz17t2OtJlzNeNCYFKZh1UL10h5DRotTQ50LMBRljrwC9IoiyDkDLB19JvWcnRksKYHWX92F9otWcjozljnIIHdobU9CHlcxgTSzJig3+TGyNBwMxFSkW+SVtzXX7ViP9YOEhfkZvLxIlhVazPop0XUzGKiibs7LSfTKyVrtoaSkUBsS9zMWIkOZJ0Ww4mN7j/PdZGdjOu8FHDfifMbbuGaVkwj2YH4QQi0anSp/xvbjd8DU0rcNtcXmfdufERTWZUBYSGOkh8BY9dOE+e244yl20iwGoNwCCPIwAxvB8c2IiuIuMdCuRlF3BjrwkDZapAi/oOFIhXHUfKePWjhUeJhUZSK+SVrQ4kNwFRTZukQpYvehLg9TUA/8W+F3HrjFrfwceR/nLgVCGCKuargN1EVhQnSlW0+bMFB1n9GlFxCAgTkcbQLa/SiGda0dB4WKvCWxJ08UV49x6alwkKfcISCbWBZTiB/TSEnxLwmfZQ3Eg6hRGVY60JIX3nNQrP1sBcSOKAynAdbvpZXVAjDIOrhfhLDdp2xiHWo0QE5h7CQOYHA/ngpBdVJPJBlUeEfilNWkpnPgg2nWZnMz5CQk/zwRRKtIJAkZ0SEUsjC75fzEzQQfxsptvAe4pAX14mbgeOeGSr0gtp3KaQr3858Ax4a2Km4aDzGkDRKntzCPaUfgk4UvzYUYshrLSDMBbySQl4nqxxvgN45jmL6JvMfCRZa9izEUq+EsJTY2Za7eiwmHKRAQc1qFJNnXpInQROMPDLC58bW6IEr9UAmb9p7dZVGR9C0sK7FinlawUBEy8zWEWuFmqIMnNouMvpeu2ilM8CRPAnEyLsN060EoIVziUmSy4oJOAew5BVATJh6IQYSaj4Le3nFsi7FttN+Pb4UN2R0J9mpCF+ozC0Ge4aBzLHPJeJGe0S0RNyih5cQ4waRA6iUrVPDFZYQCxVdROj3ogW/AlgploN/BeBRJaW8enubtS4lsxELm1wCPqCWuIkMLVGErUS7FJflNSxanIVINYBqO8+YHeizSAtLYzEcIysjWjUPlx/uY8iHTOO6LhFAWdsUzxGcHrUKsS9VssSaAdAIN2wNl/Io8RDxBjIjsdYl03HTwqdkiZQLT+5QxYTIKNkEkYkx9ResmFDdf45sVADnNBZOCFgGqApe4xbI2gZiOiBuNo12CxNEwkSauZY4b7PKF7Za+MYwxwLdFMRVoeTKx0TcAGyIKxcEcYNsMgk4TQjc07GdJ7juAWvDx6B44jFKoUSrZlkzrsWwu4VYwlGCfDm/4vnkKvYuGsCJcwqgZGINxeZwY9SwSGTfO2EJ2V+x3LVMXKNznLV/cDmxO8TGqN1cf8xEoBi7lElL7o0SFlb3lV30OwCtjFNZA6VZExOXKgBc6+QCtCEp+nmLXM8C8vG6WdxzX1tKkyivfTYvbvNi9wVi3rC40sGDJJc43N5tdy5AYWB2xfqgCbax3fg9MNXELSI5QRmCjsSoYH6Ld/O726hb2YqqiHIQ7WWlg+ePQ6iY9KnplitYf0WzlR/CnToLGUPGfXwY8pKLuPGQnieCpHENPyB+bdBqzxzADQdGylq0tM2a7ickYxHjlcD9fIg27O+FuMniJuKGLIOHsjZHT0Dc5CpVXBt4mMvXieM27ONpJyEPW2kbmC3VKUfOR8GBdNM0ayErsolsbyX+OHBV8ag+G55DS7ZVf07Fd0U4jVJGxckRq1G3zu0+Q+062iyMlvIGyWmWte7D3R6HtLxeDpERJvokLEJVarvPW5XyHeWzKFe13KpYIitgSXArVjayVGOSsOpYyDVQr1G4UlDSgyWqrRXyGIGFCp/IIE3D2w5ay5kq3gMwi2sSUcWsZckGFOK78QQs1vXQZkJmQiXDYSFUBmntVTwYLKnY2jtu6cc1Wqi0x0rmHGJ+U6z1CntR1yqGuGgCP+hPhckIWB0eDfwYVigMhIx2ex1SfwSrJO5k6J3VZsfWtJ4QFJLrckJXUsfYQCtW/K3mFb9ykeYImtvYGj3w9h5wzJvvmbiFELcaZt4Sk2+0YoYnbvk6XHtkAsZjDOrdaC+vUKrjKPW1sKaMYibP1jVbK0tgxbjTYEFMtCJuECTGqubEiD8+g4oGRieRtK2Y8HeiQSKA3mT+CO4FADFQzICIE3ERhsVtIjlhIsZNxK2enCBBQpgRBrCA0GBioaiPlmMOT7cftRIlN5QIkeOGzJiccwhOedF07+KQQEpIfdCtNCECQ0TytGg0kk47EUYC55Ic0rCHUiK7TnkzuYJ1R4kVs5nUkqN2XelOTPPEh0hDVPFZZeKWRiAuWOlqFNJMDwzW40IgHfl0sizXAHB390A6yRYlfjDCrZlAJJS55SjyqPpJBceSlZ7UKASethNYXOP8yX60VcXuAag5li5CRyBunJ+sUsMK6OvicckZx5ClswniNvqX2yzcA3EjOaEgQNHh/rBPrOB3Cy1UQUvAXq7JgOwpoWR+lEK2By/gVsGaCjhnWAJTsmhj4hvLBPM71mSkUIkntxEES8U6BUjMRQASfecffO5LAdCTaMnFM0ctpLxBpLpJnKsiox3ELbhlOjFr/AbiXcJq67A+6F6KtEfDaLBf3k48DG54JiEn4KPzc5YWKjbhplqPS6IL0PWB1VgoKC3iCzvTJk8gRUb9P0CXmlXVV3FBbT1prWe4N8SnDGMC1fqOrXfOQ9umPAj3UFNpY7vxe2DKiZsK8ELcFOsuy1YJK61b12HVNsCARJnyYdxm3zlEwDxxlGBOysw/1u1s2qOLLSJW1yc2iQAxNqWUeSWWYa/RJmwMUDbDV7EmPXdEwuvd/RHL+kWP9lAMHJwEhwoKX3uL2zPn6skJIkY+OQElVnXclCAAxggPqYAIpuISPU5YAeEihrU5RLZ9DCkiU8U1GTzWbQmWoZhyTiosrpqGsp6LS4pkRGC3yhWpIoCysRXaEgyD55RUyrYeswiFNsSilSHPIm8R4SclCgGHWOYz4vxqKOKChGZljGLtq4Hz6R4s74Moq7hQU0IVamuRO8JiwiW4KJHrMIOMyZWI1d1n96PIZlLGuKLQx8kio7hrB184YE37KamkWnTUapOBQdiV3Em9OYibg+wW1BdVJm+kbF5qwxXE7dZ2nCZud5A24dJWpjtJDPLuhLTDsToF1ewALEJ2CIsRaVWNUvy9tEtoClRynhxLptPasrhKjbjBAFwOIbQBgyOl/Euwmj4FU2xFJ+egz7nWBBxXAgU3iJvPOXSwxtbogZ/oARSl92pxqxM3YruI+1I8k2OydGuJmRJxKwAj6gDlr6B97YMUDIZkPzLBr4itbdN8SyB6qpGlCb3QZIzgydysqTFVdpTiEfaQEcTvi30QQKwtcRdB/48tZjKH9GGZQuXyFrfLiZvquBUIQ0hWqS/AO4faPyJuEKaMYzQVELd9lMwg/q6gxk8i0qPgYGI4IgJoQ4hWoMXYffwBgqd4E8BKEzwXhlDRQuEGvymIZcvRMpN2Mml7AcTtp6zYeoTXWHzYLW3GFUGMVPODIhCkgfMvxdWnuL6knzZi3SlePkW8F+eRrCLrIaCvenjBGtLW2yAmyoLFwlSC7Kmit4PsyPqmOBEayfEQdnotxDwfHKauE66GgixZEAKixQGpaRey5FXwAGb+ToEb+0KcoDdoe4W15K02+qVdkB9Alv5RdlU+TJHaj6/G6reIemiAmk/dp30QHbltnIomq4r5OdwEWl1iFFCizwJiyXzxSZFWSHkq8x59p97TfRZnVTV3/taHI98pk6og3b54/hikF1fNMKfAKlcj267pwSWsOUvJlxmQOX5fhrh5rVQ/Z0JyELfqlyCd+xhvxMgEsuCJuGFlDT5IAVQFh+P+NsWlMWEJEBVXI0IrbV1WO7lcg1wTDJZMArMrW45b63GR5RIl43CjzsV5SwhAsoEYIU9iOc41bWok7eG/xpCGT12b5sVbNvrGM1p2oV3aLr0XwdXv63/8MeqH9B/ynlGpfQT2+kiH9r/hzaXf6vds+s7/zP+ZeMNnfKEbU//P57pbbCLHfld/0B/vr+/8xvd+TyZuHUNCIVnxL/nDa+/yo481bnxxWvbR1/53Onb9jf9ksj/qIoYr4ieLrc5dP5+OG4iI+zZMdpQff39diBuMS8TNsLiVSKyxWwnGJytaZXZKZ8A5LG61QyOEM9TlrzIzt2kPYVlfRU1K1VukzzT9Z3SiYl2FhYp3U+FaFeMOXoLYEIcGP7RYAfok8AQf7Obah/gpRGQY8iEC9sxpQgCwaEnBQ2nxJXI+shDi1g6GSOFUViiu2kEU5r2QrOcPUXIJazR96FSyA8UrXIVngwSLQMVsRdgINwl4ljz7vkZu0J5ooIgbBEwYKmuAanOCRcVeXKYvnSB5iuQF4QqB/BVqM7Y+QHwyZUJSFNQUy7gGTBOZ7QGWtgwFPKfkU1xBYdX5KNkR3AF23oIWh0ynFG6Xa1WhDrrdUqh9bUsUS40JL9e0KQKaguNQLIofK/Ndsc+mmD2KH4eeuEHCiJ3Vqj4ie4mSM0huKAh5UY28gt8mQYcNt45Zsma6lYnbDnuYc1rxDkAYQQ0eMjZo5Qvec/hkXAkU6RZRjfAAJFXmHuKgaxRFd7iwm0aY5xzu7oWQtA3zwdcFJJ4RvlPDO0E7IrmcJReeuOnFZNtlAqT+8HKhLuU+Qm6Fo7yrH4S+YofxA04860f6iD9ecOv7MuL8fpfk1n89cRy+AovHd6g/X4+/ugbJNv/UGr/SEGPP452/DjVq/MR6r/Zfuj5ea56Z2O96tO/9OqYfZ++pAC/B9L6OGxagGPcgpRtCLDshREVWIqQI8EA4CZatkaETAFzK2jEmvwRBjLC6WQ+Sk7IyAUGslRJ13rImPzkTsMDvSQZ4+igZWQAAmYc2MmzJh5aYbYBYQcZUDFeTeErWqaNeV7QZsCLmK5cbEbISk24fP8z+syFm0jIB97IsZdRtS186Csk6DXmi9xHmgXzAHCDV/ECPlYmFGp8/r3prNLilu5JgaU1N1A7DZavA4Np2CAigVeI8WuTZtBTYw0z6S1q8WZ2qGYwnlgA7C+i8cMLyF46CwnyIMGTNwDZxL+UPLuegAjWaQFwZDIwf4fpkt5DBHMq9J9lBi9WAVZCwKG+Ge2Ro2xGLtpywtlH6lmt2uHuD27gnWBKLuTLzo2UKXRjU0lijnBi1L+5E44akKI4GAA5Ghyz8xEp+N8dbmXzgNOcVWBa0tVD9PcA4kmCIANETcr94yyTEMoLcCdBBSjWYdgDuAlc2LfnFNFRvvwahYkuOEAP09HECjCGAZAmLUFbnJdZyL5MaVoW0E1cH5KvJJ3QgzF4g+R0ToP0VGbF7IZC4rGk9bRizYVw8AUkw7XNJLlH/+f396a/8R6CGy6TAFVW8iHZ8kOw86QXEtxRkJYfrVd4FUk82ma518k33DGuGspm1P29pnOUprigGl4iz73/fNepPxjBt9PW0+EyrTIjEKR7RkzIPlNxwXQuvVaxUfagafyoiqlUvfLIFx/Urc/BtfRALwGmK+lunlJWCC6sHwvOR3NeaFJLKLgAAQABJREFUbHGB6bsCxQSKwU91bMafVw5og0zd6hC1m//+mhQ3oIsihVjjJpPLh9UuZGGV1lIQKlBlnMYlrD3UMCywihQFYQnIrV9KSRO/+t0fT8d8h03fc96MGKEapYCapxEjpRRg+b1oY048aVTCBSjhYIB6YH+HQ13+8VQTt/gQbUJxKGTtnY/9ZyMW31tRmMhO90MGS5TDgzDy7G6Lz6NMYeVxFH6OWbIvenQxa2cytqhn6AiHGKM8R1i0kjjEWKdPHTG59ipB798+wljh+PR1QLB/eN9CvASK7aSfkUdl4Of7CNf43mHcs1iD+JmIWLgIbCVLXNX8C3kJGDfydEQDDCnK+RTf2EPXoKzSz2k0arV5JCx8+g5ckxAniN+km7QhTZS6UI15ZCmlruPo029aE6WcEqzoDAJfDiREjnLF9c1VvCvKLxaqcABF6wfHvNKZK3OWhmdVShJRpLh0Nx4W8J6YjvqYxjLlOJ/gRcpFJKVSJZlISvNYJHc1j6DcYX3Pv27h9nO4PfmKNmms5KxaEVFKKsSboVhi6eIlkdjj4NdzzDcovQ4rYYThoLerZu0PrYC4zcK1TVKbkpM0YOkn9W0NmZXcMhv55om45lynlOkArFK2bk584+irR1id5pS1YclXvbeM1XVUhzTm2uSyTQvIKrLuxwQHVml0dadX5CRz2hAVTjb+gid20MoxcgOHxO3yY/AFq64+QWFPh+n3EmND1gAdgrZ7MJjAEn9Y4QPHlNwIazyWa3yBBfwoYinBgux8nTtSzLl+A6ksiP/V5peX9B/6t1PyR/2pfx7XuB6dmzMRCwhBpti/ME9LEQYygHhs57o05jQv+XmRvpU/PeK69R7ZADB0kJtj4x68R4vbOHEjUD5PuJGUA/HEbU0nkzsdL8lC05HZvEYcV0S5CS2SXLRiSWNpkog6R8UKQJ/gDS0FlVFOIsBknqBdsgAfIATh+u4RrHVY3Qgir1EZu+lnV5nDdWaUi/DjiEFeJ24EtLJygidu3Myc9QIvETcf48bN0yQn4oaLsrb5MEUxcSuicWqg5MTkhWjIIZN9iIUlkCBc46aSG4EyNQnO1eoB1deJkaBwZEJihYO8RqR+l+5GayR5A2+et7gVCHR0ksEHwSpePsH1SvSl6XJTIKbJQ8sYeFIbJZCSYECe/lRgfsQE64mXBEZgpWEOeMmKlwPcij0Lthy3Ztbno2EQN65n3ThxY91WP+G/G+JGSZTAW2TqxE3LhHlB14QvIaM9ijnT7Q65KQmApZprJu3fBwXye5EzDwUAmsBmFO2ccgbWB+EiLifHclccprgybo1Qy4RxadV5xMRwPyJqsmXcb2XIavWJgD7xblcIQsHEE/wVyQn7Rjg5hJv2BPTb2ANMmKoZOBPg8gkhk9zMCeKmSvFbTkPcaBdY8BbidjvEjaDk+ix89ePRDEoPgCWalOgKZdz6lTr4Qqte6HvdvrpmzBteK65JWb5aRSPmkWsJMu6rFglXDIxcQ57oMB786ARotVbr8FC/tbRQbFrX4C2LHJt7VFV2M/c/JtBcLnaBdqzxwqFAeP6IAPNenY1VNxX4IYNxTBaw34VlfTQxKv5HxbZ0L3UxtAUKRXMAVSaNiMBwRW/nTD6qp+PXx9R7x8RL0goaiOd/KsKcQGoCfhcwiXJjdBYeOtvVtzqYa4BBKkUWvXxCcnKsJBwvIgtYbjo6hONOfjyd7boRN6z9xQKIG9mL0a2U4Rknblo6yZGNPfr9PYSOQHC1Wov4CJbq6MPLLF8KcUJZk2KWCg9QYv3C9FilHNazYifhBM8eo/vlngM7VC7nHmKu5kD+uCcRxK1AccuxoEXPHRonbqAKWeJ14racGDfuBZasnElfK7Uo7iraSRzykwc5rsIywGs8GW4hcvyp2wjvoD91mybZRKToeI7BGGKccVKWDUQZf/6QxQfwtqBQ634XSjSgNEh+D5Y8ynFE7O9Xk7jATyBuhaxuJD8Jpx1Kn5TNZBPeB9WD89Y5jQFhYZ2Uqr5kJIVQY1iF2P3YBpNkbUJhGP7RftYqPWvls+A7mFuQrS/iphqg4VzGKPFpKqwtr0t0TMTtuGVY6BxEMC6qNgwBb7p/GVa3OcT4cV8hPzHEx2e0czKVaIHf0f90k6z9unTkNZVVmD5WvK5dJFP24Bmsiacs2Id8gEdV4m3jtcRRg2855WAqJosbck6/+WURJZ+Mg0sb5xFW6J+/Rn0xPi9ItDPqbiaSbfU9m0gWvQjWsj9zpLBHxotSMwNOx/XHFnbTZkibN6h4IiilkPtP+1V9oEKWcomSVRHeHv1GCVsiTFIgvfelfjp/zqn6I8+KLG0V8CtpJtZbeEmTfeFj2qgp0bfFoyBvhO+6D+wfaY7HcJBzXVXW1G3i91pm0R9gqhr4Ph9n6grwwugLtEJbiQtSsVRYSDLiN2TqDyEvBeU8MgI+w1eJm8IqJfN0sIAEgbvmWb52GlXqa9asSQiEELFTRiRLrptB9MY2HzetT5cAMrUOXGUQN9NCySjYSvPWwJyUuGFx87Mwx9cEEJDtlG0+SibqBZY0wT3GTWeaA6wA/26yl1Tn6xpujnfxMqLkNTSsHjEvQpIECuK+tKadX8oLgBFYhndBVImRCCitIfIlg0F0DCF4CdcqCRyOCZ4xaY5M22AD8X8P9tBJTIRMdj6mBGuamJHcvSp+60uKcP0iUeotWbNUA8qRvZQRU2G4KCKK4gosHfEpU0rcNOd6SwzXjUzIAuC8hsNkRRtFvBRL4gjIljbnSQqBuykZb1r1IFItJdXeo/acFm0usHimPLRwtooGq2aSrKapXKUbicshHqQAuFXexNd6k+R64WZsMaTsr17DUibSgDam+5tAQj44F8vsXCupBh94pnZedZNwy+I2VcSNkxUAeeg1bwCe9ha6b+VxEqUGMe686xSwlftPk0DuCTV9CNHlLcdgwuGavCLMe49aAi5AO4OkZOyfQ9YErFI+I67DWyMBM80jHrwBZtWw8st8qcahiJNAT2jIuAqleNVgwJCFKEGwVJ0e0qhoeO+ukklCFjePmLxUXKIsJToOsh/GKFJYLAwrEIXGILs6Ky4irGtyKh08dNJe373P+vou2sc+/oh1Todkcs56rKWQ/+o3RzLr6xEyYUflNstHNXnQBUyivmI+MU8hFj0fZOEPpeuafLsuxI0JXxY362aCxL0eUf5I9SA1oUcytRMeUX35kE8ECnohY/IaQPTiDy21lGLiBaV0ElnR6WOCspAnrgMNwJ2gvBCxwtlWSAjxUwU1BQNWoQnXz6FGobKkwbBrIG4GFpFayd1HduBYKi8SkNjlvneMccDYZHwIW4OlJFd8/BZwjYZLaZtsA+u5TfyQ/f2D8UJiWbrlpNkbF4nPw0XJeC1IeIjwzBQfWERCBSEhrNKiGDxHOabghyfMsa+WqFbsnEOZDh5AcbtrPlmcAkfwQmgnaz7fa+SIqMRSaJiwvUKpPYQNUqajdku3Ha+XivKFfDnGGFm3xPoGd3V74qbEAhG3sAb5JVPXfe+4FQepk+ctt9wrMoITkpti1sXGLMe51XPahLrIJ/KmeFukFZLGJzRFGazCL+gdWA05Ztksd55jnhtGPITTyC0W7ugWslvBN8dqCjW8BBETQISCFNKXcknXLeA8c9i6BZwzCxT0gbCDI+kcapGIpHpEFjqPx2BNDOGaUOR8EgfyrjbLGuUxQiSP4+iQgj//Jc/C2Ux4JT2OfSMRRPpTlvqIdmn1GE+WOLdI31RuwklaoxPThjru+fNxTl0b6gkPnVPnVrPoBca+vtOa08Jb/xXzobwSUnrrd0oXeHNsSrJ8jxY3smXkKhVhIPvHVuGekhuTQM4Ms7Y071DlJYidULyDvUyGzSkJKp3YCSjhEsw3QPLmR9bERCN5l3tV2pTP0CGeY+g1kg4oWlnG7JkvJ27kkeWkZQOKitvSoHsXxE2DWzfayJxyLwAorxL7MNZko9zsWGU2MJur6K+WwfKWuUnuswRLa++lAK1KbyjmgUx5Aua5ENb2YzQxuJgosRzlG2k7MQ2h0ukZ/AXLyAQHsUi8dAaLIi4QJm65LY0so1CAf/9ifou7WNqPRiLWNBX4zQFR1ZHzdI12yxAiEqNJ2Ff+5yf2JqZ+rHiOQH+BXIA7ZuqIG+QCUq54F7VBbXJy52DtKLjmdJC4ErJqQxaYD3Fva21Dwl+Y06mGPsD1UqBTxZm9xXCc1PlsX+BHFqcy+0v79QV2Z3I7NDlhcXNk+8IJfR/72cy7FulbETeW68pVx00uPgkySkTxWLcFTGpaKF7ANOkm5JpC4qbzeQHThMKh/ZJpmgzKmjiBWo0NAEdaYqiJg3uvoHRPtLWf7htgJJept44JLHXvRZ74TmDtDQ0cu9yEy4ds5IDxKAuZByoOL5eMx0HJFZ9qTUie+IJJUsfxSM1EQZZ1Tu3CnLF6/OQFO3TguI0Oj9ime261mV0oMkp+kTVLs9J4uxWorveS1dOnBu31XWQ6Mk+sWDnfFi6AbHuih6sUwvjMM5vtySe/Z+fPn7F//+//d5vPWrQl3NreaqHB4WcNDneVTddRIANVSP/rO3ZSAzu1+Qvn2OKl3X7s66e+z3RNmpD8tV3lgHw19cQNLIS4qRSRqUYYoSAauyJuIp+KXwpGkOE3TlrwMjJ6AhzyLYV4Y5FP1zPOIXxJi+RKl8H9Z0wEQ1iC9vZRE/OM1fBetEUcGyU5QPENmPwVkyriprCRfBKLW524QYBEfJRFqRVbyNgPKWcSRowDrDbBdKwtxNwFjy9jqOk+a6xMsjF2dDFyw2pNUt2LsJ8Rsp0wF+LWfLaq8Jd5IeAag0eWmU82EHED+9LDw7RBFilCVuhGWVULsjmDB/GAgAEB8XAinOovBJzxyNjWWOZeR8iTtBbVSqs3QnvRh4xrR5iNowyLY1k+qpKgOHJwPD0m7woWt4IECSWYBbiio0N4eYhBNGLsCgwJOVZdWX5kIddj/OjcE8knp2CTjKvSAejsS4H4rkLO5IpGOtiDuYX7GKrskBLLvLeCvseqGSyfQYUEMGp1Owq5lCCJuOSMezBO3Hz2Ll8ovELxapJt720QqPA5PUQ/gLFeRiE6EBUBTg7Zl6jyLX+QB2EJv08rlDpC+ZH1LkfhkSflkkXK32b6kbGkZbeELwoBggnyH+WBqGhBSB1UePbbeEdMvH2Pz+ox3wzGT0RWncc/8Iqr1sXwn3+MI/VRFdfphXO9duzYUf/9mjWrbdoMrP/giVypEZnR/iLUVzfTprHwXpMTPHFjsDmRHiwjwfrZEDiyAFWnhxMIwFXDRsUI3Q9PQyoACrgcJjYLcB0WLD+Sr6FQK4NCWTmanQsm0Ejp7s8ctJGjfVjIUmshyN/dC6FB4FyHJiAmKd0PbmJKIV1Hvbh3dJXK4gYBqk8UvDyDgP4IkIC4uUqLjaDxlaWhgBhaq7JeGFcj9GobIjNOmCSMKmYpgY5BE4ViMAvyh894StGO83Wk7d/VYxFVv5WBlSuDCcIWUFTYpOHJ4qLLmoemC4hH93UzaCE6ftAigZASWTD9PnKLaqhK+PiNCKSGsoJsQzyGRoJCsfUEx2c1CKwUYRnBnjJXKWQDN7iSLLQWaKKFm8mcKljBoYZGOXK236oXR6xM4F/Cg0g+Ml8lQIwBxZ3QN8CQ/niAETDKmiLwU5V3LWStNRt9nGIn70XcSE6w2cSL6Wf6o1mNvpd7xom4fW039ZIAZE+46RspEU8s8a4kX0NL55psm3LiJrcnY5oYEXEuFeGMuBdVLI+DA4M2OoprBHfojE6WPcIiCqrz4P5C/iskYPRdZHFtwFckKIZk+SKdaqMGPfFPOceT6zxnvJ08ddbap7VaOwVES4zDSH4buinVRMFkLmucd6+J0NAYhhqjh35it0DEWxl1WH1GsYB+8xtP2zf+5rt29sxZ+7//n//V1ty6wlqbcDdzHA+IIqL0vVxi4pmVscy2/GiX/Zv/4z/YohXd9guf/Vn7mUc+4C2jjvizlN99/a+fsW9+8ymMHaP2h3/0O9bVSRIQ1+kR+pqIm2RLuBDahfN99hd/9md2FsBet26NfeRjT1jXHMoqELvk4/24bgJd+CP5u/o2pcTtBZTYg4xB7p3K/jjcX55YocSSo0VrRKjBNTIXHOEU7ofI/T4Gr5QX4nAClqvKWdmkWE24CfFPMTKuhA+kyEKK4yqGt0K5oRS3WzuW0VDxwciGFqlXhigiybHAA0r1XM1VOkHc5CIvaGvKSgNONTK30iasoKmIBdbtEu5Me3QxGI5CwBkm3TQH0AatGiM51rJ2EaEa+W6W8CNLOzhNbCNjNcdKWsyFzDy20lchkPtTHoUK9duiLWA4WaAKixXxK+SBh7hFWM7JE0BEwGdN2nKX03724j3zAPjnl+LSRxI2/mu8K/nCEzaIqcP9mVNoN2IMirgFuEoDMlsddR092STBLMCl656nrcfZhzkhJeSixLmIA6mPf8icrOIia15BVKdwzSmaqKxSclXzpU7ur0kio/3rsWvsKybEb2WPronALqPiAMRNcZAicn7Icl3CR7nLhesi/GJgyvT1sZvI3qV4WK9E0cfsLxIujBkYoJA4Sx6WKd4+ZxaWQhUVZg5Rp4iMDuIFGeDRgkx3gBkJVkQsAdwvXQzkjv5VF2uViCqek3MnwZb2dvCFVS20L1ZP3w6/k37DZ1O46T5KUuqRHDFKIbHrQEXXLOr04eb11jc/HEuEiFRt92t7UAqftCG8OT/3yY/Ybbffah0zWAgAN3ddT1Wbp7yZU3jFf4dDcWFTQ9w04Sh2ZZy4BStF3PwMjQYA8JA2badwoXz/ONoPREzgz8kdgfLB/QAQIJQZPnomdj/oye4LT+HO/NZuq2K9ibDolDsAwidWEgfCJEJ8gPBZHEvbtRE3WSQYlAh3cRqA/RECqmBflmoagZmXEZJENnoFo+Pbl7BcdWMwBJA9P5AQcrkw6y4ilD+Eta4VICwcpNpFkcY11IbbyCoKEDehbOEBlr6g1EmAK1gB/yJhwTxcyIrrgrgVuYC9rh3L4iYzurRKf14RIQY5PIfJWcStTgzCUfpax6MmU/4GLlj9Tmt/ThlxAz+53hzBjQkijql07ljbMKeYccEyLzkrDwQIvF86hgnJk61x0PFWJoGa14AAmvF/XJEn8z4WB8031HqpXEbWSdCvdzcxicxh9pMEMqx8fJM/BmNoCLCBuHlXKRYNuZHJCjH76FKIG4AvtxXHmnS7DsRNpV8UoCwLmbdAcf9OnTxlz3z3Odu+Yzd1UQv7p//Db9oiVsTQfZb1anBw1PbsPWTPfu9HAFWr/fIv/ZzNmw2wp6O4MbnZjLMaZMmTViwPR46ctD/+ky/ZyuVz7aEH7rKlPQs9aIsoiOyEGsuM+wzXp8ZLLNamMSV49JoprxhEGFsggZF982+/Z1/8wldt72sv21e+8VVbugTiiLzqGLpfcuXqdyFW5hD3fsq9fmnzLvuXv/WvbfnaZfZr//AX7eEPPeiTZdKUmlgM6i18/9RTz9ux40fsT/7iD2waMa74QdQE+ob7pb6/6sYNZNIRU6ziUj+w76D92//rf+OjDlyvH7fP/uJnIZDUycLqghhxu3XgyY45xRY3EbfxJa9IbjbXQ3003GDyPkwQN8mEL1dxXpadE1j8IUvIkECpoNxNQOa5o95iTpmjWEHZkIGCILjwKJamF8lGpe4kMGUtFJ8NHlpqxa0oNFjHZK0NFBfMoSYnbuCPxy1kB+JWYwH3AmJV3oliTYybvLlBF8SN+oc5ZZdiSMk1ETdIqSdu3E/VjpNLS8St2ENNt5eOgefgu5Ry5oVsJu7HD6/GqtfJySDZjMsxEgKiF5mkUWJVdN0rGioB9MGFEDcqFbRzffKK6NaOEzcproAfMl/HmUzKs5QKdhXWRCSAOcpVuW2nLKeIe0HsXMSKN8EEcdPqFiJuEF+FmNh+iNv3T5CkwHmwPKYJ8V0IhlZg8IDEXKbTy50nV6NCvTRfSemUpcuHr2hcqyNEQGhPIeMF+/jZRDdP+IQCIuJWLMGafQfJF1QxKHDJSoEtAD71ncIe/NzCKfxcxPG0Ceu99Z633gKHJ0rW9yrhA2fP9KJ0fQv8OGKdKEe//a//RytRqgTpZ27KbWi0anveOIwsbgZT5tonf+4Jm72gC5sGbhrcoBqfXBWiiWGBdpw62We/+zu/b3dv2mD33b/BepaQVEJMaULdPC6O36gN6oSp27Saj+J2i6DZjrx5zL7ylSfpztQ++amHbcmSBWAiHilwQOkgBUpQH2vRPv/cD+x//u//J/v5f/oL9nNc01333AXkgpOjfVgMCcng3zXAwdRdxHU/EvIxJRY3Bo7qZhlugWg9FpLlWNL8OiH0lyZtZu+A2K8a8VzuJQCO5ACmECWNIkRY0e7tpmwGa7tJk+Efme0WvE7xXoJ4pRUGrMIQsfRU/PgqS6mGH+o9/2S90Q1JWfppcosbAKEJjEGpJU2CF05bsJukB4hbhQkxJuiSkq8MEmImKIzrXYDjd7suMj++93pfH65MZRIoBJSjek1MwibgULaeXoikpABEvrHL2lg0PdZSWgIY3KmOemuOmJXgEICBMGjhZ2NJqpCYjuj+RZ64KZBb2V+wPeZsJkpeqtixyoFIU1XJESSeU8nkzT4ibrgdclnc9uCalhVO6wqSzu6zSqcgOaEgdsJVsYqx3Fa+G212b6+VLwDwFL8UYVXMASYX30uklEAIBFayJdFvMsHTVhXjjKZDUnHFBWhI3vJwBguk6h5BBoA1S+UqZfKLmESMDDARBz9ByeImYeR6lfzivvqaZaycICuCX46MkuvuY0spgcLYwpKkXSfddNOm2FWK7YMLhkwkLTZAEsb2ba/ZD36w1V568QfWzioYDzz0AUjHz9vseQRra/xBPAcorfLSyzvtD/7wTyFGrfbPf+sf2sY711lzE5MeE5d3qTIBBlGLnTrda09/53n7jd/4bfsn/+TT9iu/9Elbu2Y5YAWwaTygVZ86cdq2vrzdTp88bffce4/dsfEODBdYcrHihcwOkiTHxBQQwF5lcP3wh9u9xW3P67vtP3/+96x7ATWv1PN+PpLAjbtw66ZTxmhkr+06aP/x9z5vTQSy/8qvfNru+8DdrB+M61qTH5Hbz313i30HV+nF3vP2u5/7t9bBGraSc/1j1uWY9P1VNn3LEEd8mYx5jOF23/bKq/bXTFJ9vf32r/7V/2Lz5lMklnF+KQbnKseb+GrKLW7jxE2TsOshfos6biFFyY2l/XwtSORV5gOFEWRbwEKyHaOzKDpUlmS1TgvvhcBvYnKcw5iRRVQ4oRqTFMYuXj6JvKHoYXWIsBSFH1hmBbFRjpCRRGxVRkb6aHLiJlc955SlFbduiptbrtJkG0os7mspgkr8KpFg5h7rYTK/RosbLWYUcZ24Pr27nntF+af8da35eYKSIBA3jTXGWUpCafzoCm9xk0VPBKwKFoZKCjogi1t9bDgKequkj9a31soSLkWxFu4prhJZl3InvI3AQ+GwiBsD3z90BG9xO4wSC3ErtBY1oRzxGPGRd9PPeG6kJBuuUlkJRaAdxM0g1Cojgj+R44GrKCoRZIxm+v7V+WVF479O7keukm68tVfjGXzzg5WXfpUZnjUViDjlHETzYkk4A38uiKeOyFbV8o2GMUKERRiAUICh9LvOocE//qyz1ZVePmIsKTtf8th7YcheeGGLbd78qr34o29DsJbYo48+ap/5zCex6kvRQsbon/7BEXv66R/Z73/u87Zk4Ur7zX/2j+yO9Su5VNBWpFhzKkQw5ZpPnTpnTz/5I/v1f/Zv7Lf/5T+yz/zC47Z2bQ/EjVg8JeJ5s7IaB7b7RvI0BZv6SeEBFTw5L27eYX/4B3+ObE9Dwf01W7ocRQLMEhbl3srBXMo4kBV+8w9ftP/yhf9sjz/xUfvQYw/b0mWLmetxBWNtVGKX/t0sm65/aogbHZ2pejTapRYljyBuqFcMRAaEBjAdFxKUOUaauoO8NaEFqWBsTjxZQMmO8N4F5ihyGEngpbGQeVX8kEzUfQgRoz6YhdajQE6sUFkTgscxPXET62dLsV69I3F7ZIkZa5U6WT+YRDNZp3oJhH/hGMVye3HnER9EAGaIyb6AYNk81rtUuwQAV90AKb4XWGnTNfqYJknpxG9FBtgKLfLOGpnlJdNZN5SBJ4GXpi2QovSEkQWmNVBF3AJcghE17kKIm49xQwNhT87DhEln1hDAhGsBUzgOwCjZ5Xxqr8iw8hkCClkWFPXN9xPDJ1epyoFMFXHT/cQl6U5TPFQrT7yOtn6yQnggDREx5vtMQAAmxlQYl2VGACfXQ6QlYjDdK5POYQWMWrGi6tHGzriAjAnETgKexP8plq82i0XBIG4xbht3ibgxRnQ8oRqk1ORSJ8YtOzAe4yYQJzmh+Pgyi7ROpFaBqN8i3Yp33nTMKSRuuvOpyCoZnQMDo7YDovHVr37DTrMe6qZ7brd1d6yyZcsXWXf3HGttkfaou1yyfojbCy9ssz/64y+gQZ+3f/wbv2yPffhBW7BglgdXjboAi0MKwL/80qv2hb/4kn3hz79hv/oPPmq/+qs/b3duWAPJw4LDeAiZfM7ianh1x2u4Fs/bho132Rrci5XhPtolS41uJkNEbg9kbxTX9tate+07T30fK9lm+5M//5wtVqV7jUD2894RdacEkP29UsKEtueN47Th61TVGbD/DgvhBx7cBDdgkuX4NZKNnn/2JXvmO89bf1+v/c7v/rZNoy6gjP11C6x66uqb9lDveMLPxBkzcQywFuXXv/4t+/a3vuMnqU99+iO4U3AzivBMfkh/wiklbsSIxVo5ASuzJ24kUIm4RcQxYTwAC7F60G2qWag42CoxawXhHQmrKUS1FnCJSUZYuIlg9WVcBwqHt4iSmele6kdBOsdKCGTfd3IwlVuieKsSFESUEiZ870oAgvNBsO0qWaWXXKU0psBKl59F3rbhonyJWDAyc5UEqdVVktUdFnx0JW2oW2d9h13tD0qUEEgueC3/JCXKx7ixjF2GXAfnsBhrJBGUb3Np78NLLFrKObDo5cLOo2Rbbj5Zx0IUQE/q28FhatyFKlQL/0UbgBMh7+DcBHGTxS0Rq+cYmUIE2Dx2g0URHS8XqYiparn5hDDWdzWMBU5ZpSJusrhJeWC4elfpcyfMaAvmbf95TrxhPJ9iuTM5ljwl9VRz8SB/Tl2zBqcPkNdnGnvMrEiHJ0sSFcmiMuJVg1M/TFh2C6ZnBXHewQIss9TWKyDgWgpQVRXYvU6Y+a3eSM7qD31On0gB4HoVh3YROdi+Y5/98R/9sZXL02zTvevttnUrbPmSbps/D/wDf9UsOt8Gh4btW9983v7Tf/qvGEla7df/8a/Yww/faTNZb9XfN5iwLPmjlP/Ytn23/bv/8z9A4Eawdj2GJetDkLzlKHuSL9qOtctj0YT1ROeYgq1e7D60Eco8Pf3UC/blL33Nbt+4yv7Br30GAkcolnqWdqqmqyyOIURTgd7Hjpywz33u9yk3Wtijjz1iH/vE44xDQjVYc1vETQrfzbL54T4lFjcGkqo/e+JGyYQYsFIGjth4hlAI8KWxVLCmOMzyTS9ewDqDoOOizLWUCK7ShN9Jy7AaQIGrz/3tWZbLZA034nQCijUGpL1HBOTmTMrSaGR98sH4DOqrEbfo4SXUfINoIOCcwANrMECq8OZDaGJnWaMUMoHbtmAR80DWQqw04QwGhR+QutV+2F92z3Vd2vywZdAwlNRGaUDADSLGucZ/xYDRtUs19DVyqESOP5bv6SvFVBziOl84weLygGYLgbJMhuFMCCwWt/DBHo5NwBokTZYGH6Qs4oZWGQMe8kR7ssh7ndWfFKHD44zJHxcM7gmH5U2xCoEnblNUDgRwlFuh2DVgYySOFCyo3IJ2JBeQSsCkJANkuIYLHiXKHMisLm3UiLkIZmBdg8wppArs9RYfb0yUpkzmsT0HcTsKmYW4KVurSpkDJSfE0v4htIJDLZHlrZrqE7khuZc5S17lWDsCsiEjJXPI4gZxC/0C37rvnG+ybRLiFlDHLWaMXms5EO4wIMLYAIxf2brTnnnqWWLBfmC/8Zv/wtasWWaz5sywVqxuIRO6d4twF1WOoZf4wOe//5J9/k//ix09dMA++emP26c+9bjdccdqbjHy4QdXDBEbYr8X7Wtf+1uSCY7YhvVr7Rd/6VP2/7N3HoB6VvX9/73ve0cGCSFACCRkEgLK3nuEPR0gAuKqe7S17tX6t7W2WlFbtS4s1gpKUUFlKiMJe8heIQOyd8hO7r3v+H8+v+e+IVKSe21TQZonee87nuc5zzm/c87vfH/zHHbYfqQGkcAMO8alPiKzZ81h/FVi1NjdYshOQ8iFhr9RRiNTS8ZiwdTQhABcHyLI4Ne/vDl+ceVP4urrrojRI8lfB218rH2lb50+LhX6TGDRhZbuqSfnYl69OhYumR1vfeu5cdyJR0S9Y20GTHQB6O/AB+6m396ewQlf/frnYlu2cMs+lEgyVPuHMiHG7/eVD1UQ4shnU9caQQmtJFIVF95z14MsRDcStTo9vnzx38bIUeQ1cw7loMrbNvvnfwW4QXNTXtQAbhW2SZMXlvDn1SQoQOiEZm3Ur3MxIIRdAtruRsvEFlguzFW38CP3W6t8CAHPVDSNWYCIW0jXMZOoX3hjCwJg6dgREYC7BruguOeo2rOKkSFoSnRVqAEKK7c+86LpQJrADWIncGuwOXzgvF+6fYGSVgqCmg9bdkcb9Lq9uKw3wE2ux4TOvlQDw5xDsCg9R/0eIBKWqNXSYnwQOV+lmi0jyBt59Igosed0BZ837yjNx4pwGzyLqNKGmnvqZ0Rr6WgAFtqxgCeLvBwNBqk4IFLjBk9oRRi3PW6F5zBiCOS4cQu8BltoCdwaM9AsApgMTnDP5gC4VQBuaSqlX0pq+QxOIB1IY4YmHxEsetCd4GOHjI5W9hdtGIEKGCjxPIUdeX6TL2fFtJg4ljkU4qkkc8e/xXcjVQXYLea0A1i6/2ltG7IAyDNpWzs/VABuniubS9PyuFvzr4DVeWeAke+aTFeuXB0PPjw1rr56UsyYMSP+7B3nA672ju13YHcKuqPFNcl5Km+hrOdWPBe/vOqmuOInN8ZKEsSfefaEOO+CU2PMuJ04D99kHHUS7b9g4aKYfPs98dV/+EbsOGQ3zKQHximnHhEHHYp5G9Lb9hqmnrTyqEEQxSbhqe7GRzac887jjY+8/gVz3XkuIsnyWmM1gS2X/cevAW83x8mnHxNvuOC0GLw9g8f1UB9oOr+M5SXbBt9ctXId1odb0LpdHsefeEK8731vTW1jFbDvaMp0ShvX4U/48xbZ8qpIwAtwQ2IIfBYqJGxtYW87nZ0TuAGAMoRaZoU6psF2Im03zCJSisGHpqsT6a7KvqMDjtmd70iXq2FUOu3/Yl5UkXZU65fdzeD4kew8wBgAsZizzJVf/yEHTxeRVJvUuB0/GjObvgnc5z0kqtWBf92dz0SNCd2XzcUdiOsrSLyHsR/lESMAT6IKBsULxlvR19TJycRgcMCmA7FlMtHTR4ABnJGrTlwmjpKX6U0qiLKakxvky2L0wUAYcrMAsnfCKB5cBKBR6uEf0VOl/diX75gxgDwZlcBDBsHwawI3fq3ApPkRevDuwuqgt324xTXwbYt7KXcuTErzaW+B2xSux/+ioV+LCXjPRuIGrAQpTFLLRZuMfG0YJQzI6nqCSGGiRNuIcjN4uM7EKo0YGGUlaTbQ1hfRBLIuSvCiqKBZ0oQK+6MFLLAyIj4554MttBo3LmShgmniw2VkUycmozaddwVuJAL1Lv1I9GlR65OmBYBbnQS8VYCbaS0qAnQTlp41NkweXAEo21U9Hna2GrdMwMti+iJ53ARubi7tuO7pcHzUUC0uWLg0/vM/r4o7Jt8RRx19XJx34Rtjh8GY/U2KCp0zGz3tcjKajmHRopVx7fW3xq23TI6BA7bFDDIn3vKWN8QJEw7Xyka7JWRbatseeOCJmD9/SczFHLodKTbOOHMC/ij7RP+BMDjotJYEnPfd92Dcdde9MXTo0DjiiMNi7LixFEI/uuDznnRESl3FThlrMVE/8sgMtFgT4/vf/kncPPlHsferRgEEAd881wjqNL3TpzU0ROtYBFevrcYUgNtPL7sm5sybnovHmWcc53a6+NWRUx4/o0mTHoKpTo6lSxemxm3wdpj67HdI7th2nqxfR84sIlk7ib6Tz9vMvvizGHRhRJ/aKudHaqG42+0J5s5eCiC8Lb70xb+Nn/zsMgIpRpKVhwVYAaYXx5YFbuS0dOGHN6ltrhE0UGGbppbdyCfIPIAJMOJxHIAftmmhAA/VH18SLbfMBLTQD/Cy9aThaOCL2n706KiQTb8G+A2c9uMmMvkvQVPEDGgZS+T+aXswv5g5OLRnfkCGYwtpZtw1pDfArcTil8EeyAFhuWj+6poIMb9LujrllgGGrefux1ziokRCEpSOsc88ck49P7GMbMz+oY72rdJZA/eJ+j2AJtoZbPYuGOqCp7eOI7H64cOKdCBq3Cisspi7BW5GgcobqUjdSEvMx/r8luTJgF+GNa/ngZuDKDVusD+tjPKTrCPfS2WAKLnTbF/MRIh1M/n18DjKLAEGKwSCGVXaACyYDqRMhoQ6CXjrWEKsv2Wt3gmZ8xgS8LJXap2ty0xTpdAhCE0aMlDNnJCJrHV6o6s38GMVDA5k1wl+ZvYkdfro36LGE8BYbWGPaUBaA1DeBy1YK/s+28hSC/SyLCaDvF0emlo9fcP53InmcPasuQT+3Iz7xaPxpje/Lo466hDmOfuw0p4iyTZzlrkNF04hedGShXHJJVfE/Fnr4DPLAHbV+PMPvy0OPGj35EdabFatWh8PP/I4wuYjRGx2xIJ5S2L0mGFx3ISD4/AjX83ahs+52lUGub1vOp51mJ99deJHK8DMxnKuD1akbbYhm0K7Fi1+4HCZMkBr7Zq1vHs9QgLze+BALFJc30mk62ryf85ne7AfXvpzrAWPxWlnHx8nnXI4gVxt8IQ23EwIuoAZsvJnmfJNBmpMnzo7Pv2Jv47d9xwf73nvW9KaUad+Uj8xcF79CvgDlvqfm0oxe2oSMYrUHQIqbJ5bYv+1kkAO9bDmP57DWIZ8SP01Ih0bJpGcAyBDWq9hyqq9ekD0OW48yWe5cDG+DmzwGxMxH7K9yFoiC5W4+h4yisHHoEA97ERzkrq4V1Sbkpxys8CNqNLUuDEwXQAqKztjPTsnVB8ARD6H2ziSznoiSvUDazlseEZqlV0A6GNgWE4e33KRkUExGakF32G4TkejjpB4BaKeQxzBoZVBRT3dj5APBF6wmHKXW2Q5inJxYQPkTvKt1fH761My6Sm+HgMpDzNFv0PHZCSl+4ZSeXEkUpZwh0ltzjcuy6hW6O5m7lqNW0r9omUJ55Hk1WxWiR7SZ7mVhbcVX4pA0qxvxset8TS+NAA3NX8VnF0rZ42L2HdHonhtuk+GWQns0IrFjQsipVibB63WD2JRQVvZugeMw0ACQZodD81z421oUpYWmNBJR8mU4zO0MumkSXX1ban9ak7U8IVRolXj2dgeUh2+Sy5mDXwDy4R/l8icXULjmEyDe+tsrdMgAW9tOpKVvi+MOXanjujWuOm7lRdTk80eCX6pq8BNXxuAm/isZkQW6WfKOBGrjS25c0IzKmYzBdJjSNHtaJvui8sv+89YsmR+fPmrX4hRo9AgeB/9km8sAilBMz8Mf58zd1H88IdXMoTqcfBB+8aX//Ejcc4b3hqnn34CGqXheWMJVHTJdy9LpnriSRPw77gnFs5fFSeedGQcefTeMXBbxhp1Nzr12hsmxSc++pF4/RveFG++4OzYe589qL9mG4QCTTMk7VqLq8Gd99wSjz05NZ5+ek489tjUuPOux+LjH3lTvOHck9Nvrr0d2riAN9DEMNaXLlkAyHssHnt8Gs7Qs+PeOx+L55YvxERxQpyPP8xhRxwA8CBYBbP6rRN/h/l1IsBtUXztnz8fA9nmTtZjigOQNp3cGg8/8GTcefvv0BCSPoIubCcv4h57jI1DD907dtp5ULQyt3RYL8NXqpnGoG+sX1uJ2yc/FG9/+wfjX7/5hTjymP0yYjXpW5B3s3+3PHBD+DAa1F0o2Bi9cjB9zcbkJt1m4tDlQDfmaZqmFeqewaUBsBI48LdggTBpeGN39lc+ZnSYT7K+Ai0byXEb9+CLuxphiQSwjX0HR/txADdzw8F7LLMGDQUS8oS6Oyf0YCot4fujpohZjlaO6x9eGB03TmErQMYDXVxDuHJPzrbT94/SUJ6ju4F+qi7KefCbfI4+FLxkyiE0Z7UqyW3RiLZgcq2YgNm9kydNB9BirsKvuYa6pnNbrj+YfVz3Rqhihxp5pFqk8nO4XmAlqJLTsmUJWskqPJkk7KV92G7qwBFRcY9VfAelYybnpa2wRdYC7lULpTAPr6ySpL0OrzKvX0uVNBt3z4nGQ/MBx/QN86FGcEv5SEAbJmmjStNtg/ULDg24WxldtzxT9EcXc4jy1m9HXfYfHi3Ut44CoAavzYS9BPkoRKa5GS1ZmQhxtYeFs6EAT1rRJ4IcXnpCCFLU/MC9OSWcoD7wMneEEQy1IuSUsCQVdGUNoV2JpBWY7Wv4TipBWEeXL1uNr+zv4vKf/IL5MSY+/FfviR3QtAnGGvSvR9k9XPURB+i6k8LcefPi/2H+3H/vg5irixD+JsaZZ50TZ7/mxNiJHWZcI5csXoOP62+IfF8fRxx+eFx7zQ20qxJHHXNgTDjhEFg6PoMoYColBAj6c9nyxfHwg4/H1CnPxCJ8zdYR/OFh4vFhw4YACveN8eNHxDb9aQp9tJpxMGXK3Lgff98FRK5Lk2233QY/3lfBm3aPadNm4+P7WDzNNZMm3RvL8WHdCz+83fBv64sWet+994jDDzskhg/Hf1lrHnU2+X0Zl5RF85fH3//tl3E7aMS555wVx084ElrAx+WxWatXxh+XuC0D3LD11HWmBLiV2c9RzVvJ4AQ4cGpoNJUxcGWodRbmKkAlHgegqSkDjNVHE2p85Oj0A2vMWRolpLTS05wjqmfteJA9Pl9998BUiuYKkRUVM8MYNbob0bspemM5ZWwiHUhlwmikUyalraUeOoyWSMXRwU4OXQC31rlKwNuyZx4LGRM5IxGJZCyxWwC2HhgZ0idzsIBxtsDJRHudmkiAJU0ggJkSKRoENXUklsbyVWisiL5B01XFEbuB5qDFLWxy3DCpdRilLnWSUnY8PJ8NnudHn+UCHfbiI0ijRA6oPgeMAcCRKkXnWbUjDHrNozmRaUOCIjhXDU3hujJAionShq+M2b9r9+LT8Sg+MZhtqBKRRSQH1sG/J+Bm8lmAsPy5BU1a+Sy0oGhDYxADX3MC9asT9Wlm8dJNi6OMRk+NTY2FqmMXJKxjx0RpPGkN+iJpo0FqJxy/S8mZAg2oaHFloRFdrA6ZtBhm5SbNNCFKmHca1xH9ZeJiFiJ0EuS843pMJdV9qPu2gE9MqKTChghKWtIf4CZox8etDnDLPG6aSpFiS68Zk5raUoa7J+E3/6cbuJmAt0HgSgI3HpPmKra8qnQDt1Dj1kvg1oXU/qMf/hwG+UAMG75jfPKz70ETRf+gGakA1JFu+Ex9BebaIKDl008/E9/9zqWApX3j5BOPja9c/A+cr8epp58Ckz0dqXZtzJ43O668/Ncww23jNa89Na6/7iaA0/Q49bRj4oRTDixMkQJsANE1N9wWr3ndJ+NTnzg/3vrmM2L8HqOYQ+TaA/CvQbMxB1Pc0+QVe/TJOxnTpVi4cGXcfffD8SDM+K8/84F4/euOjT12HwGQYnFkSqxf0yfmzF4EYHs4nnzyKaZ4S6whjYhmimVsgn7uG06MN77x5Djo4D1xS8DHhP6dNOl3cQNaRPO4ffNfvxj98CHN+QR4WYE7xPRnZsVEomgXEpwyYgRaXhav2wni6Fi/PN757nPj0MMw/wxmDLBQIlGwhNHXmEca9W1wYH4yzj3v3fGNr/x1HHv8/ixeJAHPiebCufljywM3hDJ4RkMtL8CtfNgI5gPzpxtwWKO6c1deSFMa5FDrfAgh9R7ACmZF8/l5Xxw6nP2eh6CxYk7cNjsa09EaoL1sDGNusi1fn/1GJi9j1U82oHUjfXhx2FaQ6Q1wK4ADY241mm2Ci9bf9Hj0R3tdZmJmDkUSzrYeOC7iAHz1AFsKqGqaGIwFURmrcsWGwhmvEiZVtzzrYt63VNDWAaprjy6IjsnToxWf5YzwJIdhF1GwXScMjD5jEPIHYCIGuFUMrmDP4bWPzoceRJY+2xV9UT92uYfgyLZo338kKYGGRI29njE2U0fKg1SOIueM4M3PiPmcpQ/gH60tRGwuaYmO22ai2SQIBBMyg4bAHIAlGrcWAxQEbjy6bsAI8680n7Vp8rNRepiN6VdCSzT3nf2p39jBALdCIVHtB8+mrfqauX1iGcm4C/RnwmxCxyiMfqIWZhkoIWy04MRfxzTagS9aFQ24+fba+yF8KscrDOFrmsEcaepmBkpP2lRHK1pm/sLMCporuWOmFbzp1zVv7tK46ufXx113300U90nx9rddyPW00eh01gv7qQS41MpkyiAtQzOemROf/OSX4m1cW2I7usmTJ8YCAl4+/qmPxj74r61auTimPj03brx2Mi4So/EVOzZ+8INL4QmLsRYcFq8B4JXb4B2ud8y92QiZDz78aPzqV9fHow89FnvtfQB5HMfBo6px882T4/Y7H4jPfub9cdYZR8VerN9qy6ZOXxKXfP/qWI2GfeguO6E1nxvXXHVFfOIzH6b8k2IRPpePP/5sLFi0JCbfdgcBFSsQ4PaMMWNGYv6txHh40X74B++Cq0krc0lA6wItiFxEkuN//ZdL4DPL44TjjyFq9hTaCZBsjtli5P7J/1Wn/b8H3NTAAZaeB24QVz0pW6w0HkObJnjD70FpsbYj2b72Gx6lMThgkwC0fudMJh0Tvx3TA+HxOqeWRmxLRn4HNoMZLYpbVAFpAHNMWBjOZjVu6eNGfZgQZVEJ96x/Gsd6wF7bFNOQ6JQLyDFx5m5kdZ8wAm0XyShVW4joWdSTT0kwmiDjzehJBw1gpJNBQ47/KLNRfH3qkqhOxWdkDb445J5pDGLisrFyDCfoQZ8mnUWZi8lxiYatEUjQqQ8Ge2O2Ec3qhAp2DIi9aPM+O+Pb5XZi0JEJyVnOc4426ERapVLqrrQctAqA2P/QDaPXA0jrs1dhwgRwwChK7dTbPRN7BG74l6nBhEG3IOEncIP+gctiAjcmbJV50GnQw6QF0TK/AzDGb4Dvzl1hUceNixJmkA78ENejFRnA/pEd0E9gIn5qlfYAOEpjoildwrhXd0XnfHIsubfrQxS+ivM0Uf+FIII40LhV2Wc1BrP9D6Y8EDC06wZuMCU1DAncprmYw0BfJsDNRnSyKvz93/0zTvmr49jjDo9TTj8UvwsYMh1WIoIPikADRrGSOGNoDdLqIzDAa379awIJjopTTz4hbrjxxrjyisthnBPiPe/5s9RaXnrpJdy3DVFee8WwXbfHrHo7zO+2OAPGd/brjiE/EwsDDL/MdlM33HhbvPktH4v3vf+N8eY3nQFjHY2tApqzwDyJdu2G6++MW6//YbzjfR8l4vQAzC9L42f/eX18+3uXk+bjKnKljYw+dF6aKOnrp59aGL+8+vqY8vQdccyxp6JZOzLzv/3w0suIXp0eH/7IOwB7E+ClSLrIOLpHTLz1/gK4LQK4ffuLAE4DkXCWRqp/4OEp8c/f+B6mkbvJw/Te2GcvtDzM8dvxsfnZT78b73z/e+N1rzs9dhs3Dm2OixJCEUOgrpDDXsB33/F4nPeGd8VVP/t+HHDA2CJVBmX35vjfAm515mvuCnDorgizjF2iSuUj/H0euMkLVwDip0GnibOiRHQpDSdhFfNiT3afOXhU1Jahkbv56Sgv4lo177sDorAIhD6/gLaSUpmuC/BCeZX7vzZ6Am76FBtwIF9A6MVHJLoICOoA+PcxIThg3pySNbWiQ7aNxonbRxkH+goRwsrfprhRkFBgy6Sw1gFNOEw1k/fW0Xzov1zCNFkjhUlpCrsmuHMA1zcsYwcA9xkI4ZgpS0RKN9Tk01865ddmkAPyYbaGenJF9F2Fv1cN/r8jRbOnZ75G4ONsxC68ReOLy1cekKfOfFqv8C1oY+C1GY37JO3S1xf3Cy0zaqqruOJUDsEVBeDm7j3WCTEP8FaOvssRwslpV//d0oiFzFP8ctfwrzy0b7TvwTaEr6Ye7K6zHq2WFNctoxVAVGYsGlRXEjTxO6yY6FyeB/BqJ/q+Tl649U/Nj/Vok0uUOXAw6wLm89IQfPzYp7ZBiihC4+gPkwkLQelTAJoaZv3OPCAfDeaaBHCtMWP6vPjhv/0kVrEl1Zlnnx7HH3skRFCQ9j5HGi/VfPAAU/gsJ/n5E2jHv/HP/xYf+PP34ui/HS4Ud8e//+Bb8ZFP/CMBUEfgdjE7bvrNZASmKlqtQ9HwjyDo6Mfx0IOPAA6PJWL89dQB6w58dylJ7H974+QMEBqz29gYPWZo7LPPq4nmHIPsUiXq+6G4+qrfxgN3T8c/7dQ4//zTYjdA122AuWMnXIRA+0Wi3A8hF9uqePCBB2I01oS999qLnHEAdqwNgq/vfu/fY+HixdTtRK7dPwb0Z/sx6NcHB77MoydNGAK5lSDryXOkDjN9ifsZn3XmaXEkvnlldqTI8dUcK9zyp364pdofF7hpAiNRUINcPfXbkCTN/cXAr7OXZozEbr37LhELiP65/1kGMNqagUhHR44AwOzA4GaRp0NaWOxLmNzU8KlqNm1HdTPArXL86O7gBK/HHMXkICshiSdXR9cjaI3wL6uAQ2RkMs6Ge2IeBHgbu0NUkN4bOBbX8EFAd5CRjrAeLkMyVbJEo+W0qrXBUNlA2qzfaroa09EawsxqA/D9giHUx/THVwPndiKT3E8uM1UzpwJn2QZRY+uQCDvumRvbkJNM/4QaOYu6dkFifxXMQh8ZnPzTt08fDxiTt9YFboVTR+4q0cpWOjFtReZuM7t6iZxFbTpFMYkCs8qGTeY3Zyo1jxHkSSCxGtPjWeNJ8gnnHAxp1JbBVKoksVw/DU3A5HnRtgBnafqvC3X/umHl6H8soeV7DI7OvrVYQ9h4H3zfBFLIlDAcmDTXGtULxExJtIQk2sDEtxYAUSWgot9itW/MRsGpavBB9Acahuq+BFZAu3btvqLePyHg9u53fjT6kqn8IvzUDjwYYIsEmI7kMHtpnbnZHE+0a8mSZaQMeQBG+SDA7TBME8cBlKbH1y/+OoBk+zj/gnNj3PgR8eUvfZHo0aOI3jwa/5Eq5th749vfvDxOPfOEeNNbzohB+rihmS5vMzBuuflOQuk/G2/l+eedc0KMGsnCj+Z6ybJl8QuCEO69+6E49uj90VYdEjvtMixmzlwSP7vixvjM//taPPHwb2PcbixyBg0xe9awjdkVV9wQt02eHEcfdxCg7ZAYNXosZtPn4sr/vJrX5PjUZ96H6WUCKR3QyhIA0QFGmHjrfQC3ialx+9dv/2MMMCcj823KY8/GT396Q1xzzc3J7LeFabfqciDoRatSwpx7CtL6OeeiKRy/GxFiRG0S/ldB+1dj7C/Db+rO2x6KT3/qs/jYXRqvevUI9lWkqlzVm+OlBW50vtGF7iRz07T0wXJ+uel8Yyjm6EPGkesR/jhpCln34ZFqvQ4ARB22a1QJcmrBBCZQy3mFb3AnfdSC9jN6AG65ybyaGdkd+TVL+ArWEKY7H56LpWMuminKJWq5nkANUFQX2rsAAEAASURBVHf8tlEZg/l2OzTEAwDLgL5O3Ad0dm9hzAqSyvJU+Tj3NdwPdCni5OPknLt3Hvslw5fkEYIdzNxto+DzZ4xBi0dd4WWZjDwFFwDfIiwhjxKURqLh9vkEHTBBqjrvA7ACANw6nkAZIiDNBdeMXlVBlVo/1osOtXdwlnZSIlXmAvqIlm0gZJp6CUkR8vI8gE4Le8iWzeXmFodovdbzfOSL2EZrzpPsUEGy4xr7Jvclh1sHe4CaMqQ8jLEJP64A3jqhg4K+mn+F0RYqkdtswQfFse6Co3RRZq0r6+dHDrnOh2ZHdR7R3H37sP8mYBFylnffIfrsPYy0IP1jLXRtAfy1wOPcC7WhWwn0VYhx3XJtorNynSrhyzvlyZlx8Zf+JbYfOoRI7tfHq/YcB+PWEV9NnSTnHtanEiZSpD2iQxenX+wtN98RF731AgKkdotHHn4sfnDJj2L0qPHx+nNOjfX4VN5w/W9ir71eTbTpUQ7HuPrKX8UvCYA6+dST473vfxvrDlpJgOBtEx/EReP+TCR+4UXn4X/WJwYRfNYfnzYtLMuXrY377n48Lv/xr9IU/KEPvwPwtR8R8/fHRz/+Z0SJ/lUccOAB0R/f7i6sCDsN2SG22w6zOEKZriNLlqyJiy/+XixfviLOxqpwxJH7AOpYSRDepEnmQ+Q61yq35ypj0TKw668//Tf4+e0af/b2i2L0WOZKB5Y9aKcrwSvlkLv98YEbOuL6HDRtd85kUi0PNZmqqtczkfuMRBJbjp/VtHn4hgLwdiUq8ehREeywUNXcABJvhWGLsTRXGXYOkuklcFNa9zYGczv+ZKSRMF1G9XfzUtJzf0wV210IpGt3qUXf3YegzkfC0ikeTVwnTMeEiibXhWcBYphOmLl0CC6blAfn+ngc/z3AUxCxI2m7yDcnw2i8ihTgEwqfDnAc9zMp+Q8ihHmTs2b6c7H+1qnRfx4qeABhJ0kTO4jsMky83zju2xVnf+jjhsg6slYxtRJvCbgFxEKTFsPnZ+F78DgMx2S4+CxV3Cycadxgi5PoD4MW/PSgcQuzljNb3aC3InAjOCGBGxo3PHBTwq+xiHTOQEOGM3PrfLSAaHaqgDN93PoQqdW6JyCbyFj3qi22PWKi0U8ZuUut9V+qwCBbMI0EjDqefS66pixgk3nME5hWywJzaMZ0TOBmxHFtP7QWaED7JHBT4yZ9YcK08OWsceuC8b7zbX9Feo4B8VbMEwceMp5+wS7s+KHuUIIXoJZhInCbPWseZsp7ADgLYWoHxiGHHsz+nmviyp/+EoD1MObWYXH0sQfGAw/cG0cdOSEOPuQgaL8qtXR///ffjcPxK3vXe85hmypWBffNBbhNmnh3/L+/vTjecM7pcdbpR8WuuwxFoq3EU1OmxfcuuRKg1Bof+8hbiXLFxIjWb9asZUSeTYwPffwf47EHb4hxY3YgkwtaZQSAmWjjvnfJz2hDLS5409kxHubv7g/z8J259tc3xb/9AMD31+9Dc3YC45qxRPPWoyWdhMbtxhsnxeLUuP0DPniF28Dtkx4gT9OVMWj7HeLAA/cgGo40GEyuwsEZEI+KZ8iQ7fBvGUVCUXyc0Gi4uT04gPf2eGbGfFKN3Mlic2N86R8+j7RPRKaqmF4eLyVwAyIw1+ENyxDwJs2IeGJp5mDUDNJFqpxWNJ0VEqbWH36WYcICNRxgA9jQ+tABUFP7rLUh/SMBMp381mJKnt4ANzVT0ChTdkBH86ZVpy2NdZOmZULtVjT/FdWa8IK1u8NzCTZqG4EAtwv5OeFL6wmwqmF60PG+nbkqyUuCHnh5Dd7XRQRnF+bXMvur9rVO+LfW2FmnhstBCybPlqOG6yXAAUCxvwFoJXYYMWCtig905wNzogWXhRba1wWv62AnCXeU6bMbyWpHE6i0ncAScIimsTN95Fg7qv0BFPA96tCi9vIpfAPR3sVK5xdaL8aSe/riRY+2DeCGQKgVJKD1OpiS+40CzYhuRztGJGrX48uiP1ZsTdCpJNgWkAw/bt1zKC41aMxIaUPjcy0q0z6nsk1FTOYm8vBB0wp9G8+yntGm2rOsDewu4+4pJQI+OnHfKWNRadtvF/L2odlDM9QGuGhjXUk/3VzfVBNoU4WPZ4/JPOlzgkimPjkr/vavvxg7jxwWF5EGSH9Q5yWrDiASsMgaY8CcKE7N37TpsxGg7k3h8PTTT4o99xqfQU2/xp9t8q23I4QdSsT5jrFm9Ur4zr4Ijq9Gg7WCc3fHP198aZx2xqnxVx95F4ImUcs08tvf/A+Eyql57TlveC0BTDwLGvpcA60qRPTOmDYX4HZV3HPn5PjYpz8Yxxx/REybMTt+duUvU5O2CtPxDjtsn+lLDjtkPyJYB7FDksoLhNjFnXHxVy6Jlc+tirPQ4BsYMZA1MDM44C9e1tYMEPB55jlFpRPPPDs3/u7znyfC/tD4wAfehXYOpQla24QL9ssr5MhAlf9xOhCDE7A1/xcft/9iKpVRMLCYsXUnNw6jgWRVwQxQQ8pewwTsPwi7NSJ67TmkHuZU+z5oqTA31MivVgWwsBSx6DuMKStVxqAfVocumNUmTaUTRhd53Bo6UqVFnAWKxK+qsNlBofPx+bH2kTnRlw2f22s8h8LXtaAtGooD7SgAwy6E3e+Ieh91tg73aR4QeAEiqkTS1Ffiy/ZcIVUFe4OW3H4LscsBVXMQDkIdvjcqq0Mxb5C3h5EEI4OZMLh1ENbZoYbjbNft06IVM2cJzZ06KiXbBoCrzcTDu+I7OJwktYBI6aJPmfuptmnWIAzaiLMSWraA+TaWwpSZqA38SVJAQ0uZ7lQ4NfcI3HDMz+AD6btGjds4TNUwbICb/nwuNNhtSU2AL5wBJrPQfvDdiVptRRtCCoQyUW8CzcqgbbAEoqZn+ym1hcl8FEfxUyuZs01n4blErhI9VMZkXiXMzvgNdq1FEIfJolVrkDm9gr9hfT/AIOaKFsBDBan+T0HjppTcAV0+9BefgdlUSOnx2jjuhINw3KZdCA9lxrwJNE28S4MAQH1i6tRniZK8Ca1RGyDsYMyaYwFZyAOPTCfMHY3Wj34aZ57HllInHRWHHXo0zr87sRfoCvxE5sVn/+abMYK9O9/3/jfEriNYHPEBK7GH6cSJd8XXvv6DOPP04+O0kw6L4TsPJXKsFhMnkyPpypswb+wJU30nWJgtthBCZqFx+/WvbosPf/IrcdekK2IvtFj9Gccr8Nu89/6nyAF1Je04Aj82sq7vsgP1W4eT8QL87CbGt77xq/jUZ98d577uRJ7Pgsd8xyqLj9sD+MBNIpJtfnzjW1+MAfh+up3Pb268C1Pyd+IDH/pgnHLKIbGDLgUsWHno22MkEUKEUrWLvCYgM6u7POHsiAbhobgR/75OIvI+8Ofvjl2GMvbgCwKK3hwvJXCzCbmwrkK7/sj8KN07F1cLeAZjpQNNVNuQ7XHQR1gkl598oMG2b5nvklyZ69Fmt6M1bQUsSR9knegExCh89mQqLbHJfJ37zSXJKgwfZREEqNXYBnAlZi35SDuAo53daxQu1vfDtIjQVBmxXTR4tZCWp4r/bw3NoAtni0KeQUP4xNYWwceeRevPlnsl/dpgpk79Rh2/RNJ5NPD3a8UEHCMAofRiJhEHlLrg15gLZaItG7MxsSqAPjYvWpYBWBgHXYIYlG6VIUQoYpkpw18C4dDUQwra5iPss442kC8x4H/lWWjJpqDxmws/0/dYrZNaMbSURLRE+QiAG8EJgQkYcwUaN/xuGTf9rAO8vEr9DZJo+x1mXhd/tYWsT+4527YDZuORJKXG1BgIGrGNZbO2EKClb2D6rLK3bIU1royJtP4MfHkBayQWEE3TmriDnTHqYxHGjVInkK/WBy0mEbTuNpZpK1wn008NsMj6kAEOCYiYG7S1jP/e9KdmpyN+3237xYVvej3O/fvSl8AXgSyav4YbrrMGZOoI1plHH50a110zKYYQdWqexREjRpDktgsh8DF4y1Xx4x/9ikTe5+PXdhRg7NWxw44D4BNr4vFHZ8THPvTlmHDysfHhj74DIQuCo3D4xMe+SI7IeQiK58f+pCDpazAa/QjszHED048ZU9n54Mpr4snH74/3fPCiOOLYw4l0r8WzzyyMx56aGXPnLgb8PYkP3VOYNk+N43En0fVDYXDpohqWhktjCVH5Z51zIsER+wDc6AsVL7g2SRf9I7XgmE1gHW5UEydiuv3Fz+Poo4+Ot/3Zm9niDBM5rkkQgZeiyivjEMT/ETVuEA0Cqllw65HqM8uI3psVlafQFJEhfg3Mqj9gxNDuLgbxOsxkA44cg2qagU2KDGQiOgHQt07fAsYIfzLPDcx9s8Dt+NFoawRMOo2iOUMXmwzF/BXkUqsuWBFrHp4ZfcjcXVlBJ8M89DMQ9dQBSXUSv5ZGkDh3OMn/tmPAyGhQaWfWcfwG6vOWRxtJChswPjgMBIXZIEW6oAWJg1vHD8fkibZrFBMQv4a64grMjge4FBULOAtp4zGkQ5NszkKzhcOwdrQq0p5Rt0YyloYz0WFaFZyGiXxGo8HkBLR1oanqWrAqWkhw2cqkMF+cwRDIXUjSglEYLNrK0t4Ax540bph61fXrl1giJDuBG8EJNU2WLMSaIdy4OebB+Cdj3iRtS7DwtOCc635/69sBkfRVBYm0BRBRGmjCYeqvszb/Nd8GwQd19kesYSJtLCOSlwnXgnawo53M/TietyO2tmLyqTrRTATqdje8ajoSsw1QHyZpIdfamy9fjZvVXwvq+vznvkak5NI49phjyLN2Ni56+A4iWedWVI4BMpYbGdXeb1sY3DQiUH+CWXA8DPQYmCcaDsbicmh22Y+vib/61Jfi4P1Hxb8QmXnA/gcjmTLkastRInTFJz/xNWIO1pJU8zz269sD0ypaXpj8LbfcEd/45o/ilJOOiTNPO4porGGxdP6K+NlVv4w77ppC+pAD4wMffANDkkUX7e2MGQvI4zY5vvD5r8f3vvvFOPakQ2Movk5LABC/vekeHIt/Hhci4b+GhJzb87s+T0uXPRc3XHdrfO4zP4iPfebtcR6RqEOIcHMT6y7G3/PAbUECt74IHjWc7W+44c743N98Jf7mb/8ujjt+f4IqNAvhq8UY1kk79+BlHWCZg1LFv7qabhbjDrLgX/WL6/AHvD5OPfWEOPM1p2IiBoiw4GWEJdf3dLzUwC3BBObSLgBPTETbBS+swZc6WGjxAkwzHGnLMydiy/5E0aF9rrJNYAe8BYNbCrHJi9DsdzHHMlCrB41b5nHDUVWtZRWrhgJVK89srC3H2unshfqkaU1WRh/3R8VvSDOgmtMqfno1UpS4g01lOPyMLZWYuAAhOA2JgWMFfGgh2nN2U2ldRf2701qY96xzG7SKw7AQ7DU0+h24W3Tg4N4CAGfd5fGiFdiZa4P834Tas/DTfWJOVKaSamgF/IzF2QAt9zltDIQHDSeiMXkhDLo/YBWeWsdCUF+4Ct6EMAhQKi8HTAmkBuK/TGNLmPnbsG4I3OKIIQVwQ4uHP0n6l3XiQ8hHMjBxbZo3EaKxKmjVqTOPzYkoaND1o4zGOBCmSyMxXZP0Wdr7LGAWWlMklSU8g3rUccdpmG4FwFYhylU/v5p8FA1m+dWANnPD4d/dqK3BKkq7aaP5Kx3xrYCgHB+pmoQGTeAGWC4TtTtj6rz4Fo74y1YsiXPOey1JqI+jnvhr04gWwQr0zRxzKgcA6Pff9Uj85LJfx0mnHkngEPt5kj5Ic+M8fMqvwKf1Y5++ON56/hnwgjfHwYfuiYCEVQzeM3vm0nj7RZ+I/Q/eOz745xfhazqM+lXig+//HH6pC+Ljn3gvwO3VBMBhJWGNpVCANOsPCoN773wQjdvPAXsD4/yLTol9SA7ufrFB8EqlbTvmcEdMnjQpvvH1r7I4VOEFn41990VzSNuXonH71jcvR2s3M84695Q48eRDY5D57lDslIloNWrYdDHu51yhvGWshRf/05eoc2dMmHBMnHbqifDODgAe/QnteuYGNOtP5aAxf1Tg5ia4OrU6WetEVNXvmBml+8nbQxqLDnwN2lczKRi4VdacLrZ+6nf8OKQrBjZmSpl3uZ1tSFjodUxMPzHBvdqezWncjh/dDdzUbDCeyXcUDKoygM+UHA0iYKrTFkWZXEPr0SRVV4pzCCSgszvwGchJqUoccUgzqRKmWzJpIq3aDojYSi4rs9mb9dCFp859DTSO5XHs9rDfMCTVgWjfnD9cTLmS3QFOEdCDiaZvCgk5YyrStRvfz+RzMjUmHfTooMxOyjORZxsTs96Bhs1kkzDeKottJ1o/87q1D+gbbeQIKwnc1sDw0WQZ8FD4uPUSuKlyhAmZn6185m5R3589C4kqreuDwURXBR5E8dZIlNmBpqDxLEy+Awka7Y4MqANn3g7EbKOlKqTuKJMpFSrjlwT4RBOoStNUdukXAyMUfpVZALowh3RgQmhjR4nKOtrIOKmQ86lMNGxJc+kIfCEAOYQoUE6hlXk5Azc6Fim9Epd8+/KYPJE8ajvvHJ/7wqdwsIWJaLZBe1hDKk4mK33aBuLf9lT8C/5sZ551dqbVaDPvH/26jl1H7obxXnPNb6IvzOvd774wdh0+llHEAMLXAHgbH/7wl2P600/He95/ASDxSPInsagxZm/GlPj3X/zXOPOME+Kcc05Kh+PniEi7mgCIn1x5Yxx2yBHx2U+9j8WZxRRJd+bMxTgV3xpf+9r3CWY4PS4k8eWeJAxezsJ802/viu986/J0hj7n3NNi+AjMRvybN38+AOq3+NJ9OT7ykQvjQrRx+++3F6kIWEyZF/q4XXftrZg/5se3L/kqm9YzvGG4NwME/wXmvCt+d2998xtjT/x0+m0DUweYMYlyISobIcyi6sbagv8Wna2jPcHwJd+/PO6689746lc/h+/eTphrGFsufM6dXhwvJXCDgzC1ecFAUJBE46YpUbqPwCwsAZ2Yr1tx6NcE1wU+KpEapMVt8BBi60Q1avJrUWOL1i21t/ISArYUSHuVDoQFzW2b3GnALegEfBWsEHU27e6YRjoWwFvjWTSw8MltutD4o2nPnGMAlBoCVqZ4ggfLAwVfrQmyESRZcNUipmYJzaHbUHUOQKAbiaZsjx1iG8zuDbR1nfBTRK4CuFEPBcUO2mRKjBbcJQJXj+qzCLG/WxJlgo60bkCp5Jk4ihBFD1jET6wVwKpZsAs6VUkX1AIoKBM9WkZgrfSBhph2YyD+zGtoL/y1dQ11w08yDh/aDdxgykSD6vvWRdCQCeBbqXdlHXwc/90GUa5V5kN5IVo6fW8Bsgrl61IDx1fqXYGGy/sCuOBlfdF49sOVB2siawSEoW8zt6f0of7r0bav37EUA8k3WNkdSwZpk0wdUwbwlJh7dQSdToQ4LieYCz7B/c5t1wibr0YrFQcAo7mzlhBVel3ccustMeGUU+EJb4F2rAu6kQA2vTxzuJEqQ77r3P36xf8WX/jShxAMidBEgWHU6mo2Z79t8v0k3P5t7EO05plnH8vWUsNzjNGzsQAh+8Jz/iJGjds13vPuN8bhR+0LWBJk/RORpFPZUeH1mFGPZ89TtJAE1tW61qDJ68xtuK5lzt90/d1x3vlYGyYcELuMZC1B4cCSy/qFpYnx+wg54y7/0eW4USyNj3/sEwQnjQD4deFP20JQ1nXwr4n4xh2QKUuGDcPvXKCPooBRw3hAGQMvZTAQjf8s7iAnxVve/j62vTqB6HlNxwBlrGIMQ+rGfa+QowEG+aMCt5Kh5tJdk9hzrN7kGjO6tEYEUBVtWhsAyL3sapgUy6MGRduxY5E2RTdoKWQUXGNocxlmI5BzwusTVsUxvydTqY6b8AjuAWCgMbPf1epaboNQ7WC/0PWotav4OPQhqKjM/o3JoJTyYBZKdcxZhEwmLwxGlbe2Zh7P7xTEIl1F3W6aBTV1fXbBbIi/V2nMIKREHa5hajxSCSAtQM4sDnM6KWmiIov6IswMOMfWnkaTRZ1a3fgYlbNMVkmszoTMDezV+DGJc59UCtNUVCMHXiu5jtqH6CcEwySnTXXmKhz6GeSYpkr7bMZUSjLF+o8fwryAxk3gxoAPJNiSplKCE2rbwaypYAtAF9bENTBy6tcxZVF0Pbo4SnM7CZxjIVHyRaKswc2r9JFaJRcfs9nr4wb0ZAGGHVBnui61pmSdRGpG4se5VUtsSe0lzs0gZXgq7ScRqImR67sPQqHZFX0cQKZNsC9fzho3+raDxt575xNs23INvmMz45Of/ktyFY0mtQa0otnJUADzOuprQrgVX7BvXvwtzAqE0J89AVqi6ocmRpY9x3xZxN6kJXzkRo0ahjlBcwFMH98BU2N8+K++FPfddV+874NviTPOODkjS7sAhtfeeEd8/JNfjnNff3q85c1nxx6vHh9rl66Me353L9tq/SdS83ICF16HH8mpLIQt8dij09ia67fx/e/+JP7yL98YF5x/euy5x6gcY49isr30338ZDz30YLzrXW+OE048Prbffvt46qkpBC38PC5j6603vf21cQHA7cADAG5ohtBzxPXX3w4YvD7mL5gbV1x5CYmFGZMAM80wV/785vjxj68jB9vIOO+8s2L/A/YjbQDRg/qz0vg2FnkXaPkzg57VCFqQh/GmmyaTXPiB2GbAwPjA+96OYzN5uwB4TMriOidXD8f/HLhBfxZrU8jU7ygS8NJoLAgsnCOY/5uJKnW3A0Y3zUG7ooZx0ozkhXV4WRV+UEFD1GAR7hqMYIdTfssBu0R5DG4b5BFDrcAkQsstRxF4wcjdtcQo094ANzaA5smACQch/WCwlaCESQrAwayJ32l1JprcBStjwBJ8ZWHViGrJf7R0+E866w9bRNdTD34zoXMKfYxnuWYXc7tOPrgKUbKto9DCp0YV8EdnKsx5Vx7wN/3TtMYYba55r4avcwM/M6PkS2iwKkSbl+U73CXQylxtjn/brpUGy0SrbhsAqBp+cYKiPqMRVhFCq6S4qbEzSys+dEZulg7bKQIgrN+cudLkrTWAmxqcFnlTjQVKs+0KLBq40ZTwUauQMaDh+oU5lUBc2s3zML26j2kX/l016qBZuAV+7ZokfQRZsvZ0m4GXdeyAdo/dfwaPHxnlnUDkCBpQie4AbFIPyJB8EoZAX7IgUB4l8jBOSFs5qESDNy7D+f+eux6On1z+S0BqHzRgbwGQjWGDGtoOMHdPY1NklNDOrcBX7ZdX/SY+++4vxi1P/BRXCnJS0gctCAjSbsni1bEYi1E/zL5DCcLoi9+ffFrQuAjQeuG5743BQwaTL/EcItePJWpzPYFI1+Rm9bOenR+vef1ZccppE/DBHUIw0pqYNvXpTCB+x223ov16fZxx+olswbUzPIvWQt91rK0uwc89t5Kt9e6Oq39+Jcmz94q3XPQmtgEcTr2hKW4ATz05Iy67/MqYPu0pkoufgRUCgDgYbaXDVX4AgO6kvNlzlsUN194Ud997B3s/vw7t/ZEEPYAVOjpYZwq6SsJXyuF0/e8BN3yraizYjfuIyJyJ85+DH5RcGof/QTOP2+/5uDHaGMxG2axn4ruXZZ+VSFhkya7dj3qetBJ1JRUnIROwriP6njCqw4YjcVIuPgQZaQODQxxH0mNyykgYnEUCXpgckUCVO+an6a4m0kZL18Lefy3Hj06Nm0xQlF5Cu5UqaxkQQKgMw6g40YgsFbTV2O6k8izvK4lKYvS63Y+TFLHOGZhgpIEWwY2FN5hykNqoQc6xwKwZaNjaiIKqYx4IQJwopQK4U0JlxoB7EgryM5JnMj8YrlonQ/DYFqw0G/AyA/RI0EJplayKhQ6JzMz1df28aAml2RrqVviDJYN8FRKJOxasxcGWbPZVgFjfKtowgFEJP7HSYfiLGVXKc8sAz2S+SUOA22UbAzfKJh+dwC0OErgJHNEOydRA3daoC5V0YJ6Np0mcOwVTLRJtGZOdYEIcWzXXkslyoZO/qUGDfKlBEhfqW1obCOPSf2YkewHiC1gnSrD+yAJ83zAdoN3TLFEbhun6yF0x9e7EuAEGuOYApmk67YfuzXQg09U8CQg4h8hbOmsMW14NxRGYh/Zm0lpv8q7Vn14RjbvmRYn0LOBE6ozkbR43tryyvN7ncZPNwhRh+L+8+iZyJt1O0EBbvP1dF5AjCb+x/mh1NTXBfJw/c9Aw/OrqW+PXV90QH/roR0gdcgyS7WIkepk1/UdCU/eIVSugRtcVgRrzHbpjKvjER78S95BC423vuADQd2ru2+lOBVf/6tb4zGe+GWeeeWy85x3nEdCwP2bKasxZgJMwzPzKK26i7EYceuRBRIX1zUAKAxR+QmLPt7/1LFIAnEHE2miwfIlN4lfn9jqXX3aNuCH2GD8udibJZr/+7TD4ZXHFT6+FiU+I8994WhzCDg5VotTM43Y12d1/ygIzZ+68uOa6f8/giVbmwXLC9x9+ZFb8isCGJUtmAQIZBy4mzIkqflM7sz/r4YfvG3vtsxvBCSSkZcyuXVONa6+biAl4Ms7UQ/GNO4k27QdeoM/VODA8UkPRi07/nwM3uo/FvD4N4HYn/IedE4ziNo9bT8CtzFjDsyK1MNu4uMAHG7xq5EasYq6TfWpmrOKq0b7PsGhh95jSzgiAJhRl1auhbRcACZxadYQUTADcavjY1nBhqNwyo3vLK4cKfAsgWTltLNo75jrmbSO8k4Pk3BQsMrfQuqkNb7ht1gJyzE1nS67pjD9Ak4IrKiGeJ4Dw4G4mOhyUOUJZtKWFsuAUPI+/8MEGgqQ+XBWc+gP/JMFRPgfw7eLrPdbCI3d+4QeDCOqMjS4ARfk5eAj+avLCBqlCYjGABLpVEHxMWaTbiQK0wiy1g58S7QmArbltIL6ArewNXcJPq4v0TDUCqlow4WKRi9IhuHEI3PBfdu7xdOpGmwkQADpSN3gcwpDgMGavhBeQvmoGQjUuIiUELOAadMBiwzokcJZX2RYF6XxRNwPQTGlUQxFRVROMf16MgceN6x99GefgO3g6jxbkAtyknLsBpKsLtCloTd3g75LIvW5dw3gw8x2tLBrAWTMXxXXXTYpfX3MNwUoHxVlnnRq7jdUnVT5B0VxX4/6nn54Kb7k5vvU5tP9TfwRw24Ex4ENoK89Xk1IKg5Ns23LO0S74i6bUpeyS8863/AXWrkpccMGZbJF1Gk2usUvBHObgXTFx8t34uC6JsWPGEVmKRphz69h1pwtz/Pg9RscxxxyO4DcWv1bWTGj/DBrMS//tCsz9CKvkclu7ZgWRqGUA12vwpx2LHxtjBgDvMNPn9je/vRXeeQfJu5fGiF13JTIe4XPcKPgEGkw0+tOfmRu/+c3d8dvfkA7prBPS/3f33UdQf8YadFXRUoyw5ril2X/iR/otbjI4Qcp5qKZNrsCk4jd/reCTVX0KbcsjC0OH/HY6WV+sCvmFKiQqDFNYoIVOeCLVGEQCtwYS0Xpt+XClvmiTKtzbSeTP+imLUU+gpXLFR7p2wrcfCZPBgbNKNJJbtGgKTKACY2d0UA8YFLOlBJNvkA6kbgTRXXPxbWDQOfkBBqU9ybh+zBikLxgeCx4VgNFSIYCWE5wpxeTTRs5AJ0IzuLexADMnAK5zCY6t5vxB7avqvcRLvzbp4ZYrTKNsh2bIMvuMmtjXTdRbdsH+PopghBFoDUjV0MBXwO1QjFktgBv+KEw+o5jMgaaUpjBVw7SI8M51AFjoW8MHsOsJ6KuaXr8LpU0WhS4S+7bBKMtMck2zJcLLgzBpd60ojRsEUIRBsoiuf+AZQtuXA9xgQGo49ia1CImM6+yHKAngAkiH1EsGtA6/mV8A3IiIZa1IzVediNnW48cAWDCHIfVn8Alz3UjRlKaVTlm02pZQFNpKJfQGC7u+d3UW3RoRcTLSzN3n86CPUqX5oAINYJ1ttKow2LqRWrsRudiH7WmmYZ65b1bUYbIVfH8qmrG3h0YHDycB7i5oYukjGIMO6C5YDRaAOs7EtWsfixopZgSxjjrp3nrSuGhly6sSofzdM5dzmz4E8wwKtCe0g7QIMR2GDS1qMMw646eyDw7/Lp7WQe7fi8Pq1Gv94jE0VdddS9qLX/+CrVsm4JN1Yuyx525s8wKqBx1Kl9kzF8Rtk+4n0msxkuVJsR/Ap9YBeOdZpnwQvOc8NE2KCyi0Tb8XhJoy+fIu+defspPCQswKB8bBB5OEd4f+MN2F+JfdB+N7KIbtsmOcdvLRMMfxdCJpOtCGPfbEtLgFc+V99z8S7Ujt227bl4CIPZB2yyTe/I84YL/d4v0fuAgflj2iD6Zucwc+9eTsZNgPPfwIWrj1tKEf+yPuT5+0xz/gz3fcaUfGmy48gwCGQ8hSj6sB4/sOdkS47bb72FtxLT4x74rBgwCtoPfCqbiCBu9RIkSfQSs5P2bMmMWuRCyiaJV23nkwaQkOiUMO2yd23HFQmpcXLVkVf/HnH8EUPBiN3wR87V4T22AOq2OiMWO8C6jRqL3p9F4DN0EGL/lP8kMmrNxIFlnG167Got5BdLoRhC2YyEqa8IaxfREZ9wN3iWBhsh/V7KSW3LEjcGPR7GR8bQPgKjPe5KddBBjViT5s5zcFwxr7ebYfhoYGf6hg03W1KZpKqghcmokEEPqL2e46glWdKMo60fL1iTNw7i8WZyxL+GNhbj0BngqAq1GXTPpMOWpmtBSYvb8dgTTTLFBOAJAbs5dFzEBruhxgAd/BfsU7NNYaQdsdD7UUyKgrARRlXDlcUN1irzxsUFTGDSEAYADmQLk1CynPrYHY+mAiE7glORPx8Nnv/IGdJwgzUXErfkxq2uoz0QA+jUsNrixl1g1zFGpyE/CUAbFtCPSZRHcguzUIGIkWdW9RfYzrOMB3PToHgWxpArdOwEll352I5hwW5lAzt1uuJigenPDFyJHH8wwE7Ao8oYS2u2rQBIEXrfMR6PCNZqsdxhxClII0rh1qzasAVk3W6CDSBaKV7AA1/Zq3J7BqBG4zIwGw5ujkUMvGQAW8CVLoZ+hpNKXm0ZRwGWMpgMhE+AnKQG+EEwiXLif4vnUQ6PX449MRjK7HpHhNnH7a2XHKycfGq/cZj9aMNYlO6qKOU6dOJ6/a4zHtqfkEAr2BtD/4jcPf1bYJ3BpWGHelCu2tN/A9tnPhNwaCrUK7fekPfgzIWpdR68dNOLSoDwLZjGdmssPK/ZlmxLlNM6gqpmC2r9LP9sSTj4qRo1k/mJfZ3zznqSmz4wuf/yfAN+OR9g7ZaTAR5a+K155zCusFrhW0vzAPw/9xa3qOFEn33v8gUfX3Yx2YE+9655/FfrRPTeqypc/R7tvjku9cEmNfdRgpQHC3eNUYhE/o6qLK+sZIk9r5Wbq/Eo5C6LrsqcZjx3bGHoOZBAwPxgiDloEJyMnPgiAmp1oamURF0wBO5Z2zF8fqmfOjg2zng1cDDpisbcPQcI0eAnMAuKAWr2HGyT3TJByFdchs+NBOp5sSIpgQa6YtiDWPPJPpIfpTdpuLvSDknN1TmtkcoS2ri5leBi9UnwZIPjQn2onmaZWhoL6uI3G17j+CDNlIO0rBoPCejgZMy/D4YHeFWIzDG47cdbI5159jUGnKhaGq9WvgP1QdwCTdgcAkHLHLROGYcLdMwt0GjLvO4ppO0gWHo/3FhN3886UP1ymOKRkSINDAcbmKyaLLemAyKBOc0aovC8DT3HaZbw5zrEmM6ya0RGtXnQMAIjKrheioFkDfWvxKWnYfGgP23hUQUokVaKFk1podBxCN1QAfrLrzMULhMUuw8HRQdhdgcOC4XaLfWLRMMJ5MeAxocMKYS07wJuhrBTyV1rOQoSms4Q9hPbuWQK8VmhbQeiqNq2LDebWCybiVqKzyTtBpCKDF/HT9BaBcQ9dUF66LNVNcvBZHH5xT+xqFhcq7NAoivwoGgFPv2nY3Y2aB0KSL5rexhO3LHpgWXc/iiwKwdruezm0qsc2+46PfeO4bQD/2gvRVFy2yvZdmmosPbeWMJYxRaAEurpE7qnXcDtG+O9Fo+NKoJevNIQ/Wm8dI6ocffCK+851L4+r/uC4+/DcfjLNee1KMGYsmRb4MAtCEnkcuZLmK9eYRG12TD3txBtUsG0b2wkPNhdqNdnIRltA0qHW85+774tOf/UKsXjEl/u6LXyH576EZNQYrBVDRUQJnQQgLv6atSuuAmAI4PXnfU2K/E4+Kt2Eufd35JxLquNF820wdsk7N8y+sYNaZfmYcmZH92Zmz4yN/+fG48KI3Il0fhyYOR3nuccshHchZKsWl1O+FBf3X770GbrYzURrzjsLlO5lKA61BgwjC6rxlsQrJX/eEvqsR0fTtxBSW6YRwYJcXaj41lQkdBF9gfqFFVZvSwiCpGCiF5ngdaZDWTZlDROaa6IdGpY3tgRq6OEwYztZTSMJqyTdzdDKfE1TMWhGr738m+iGE6pZQ1/RldPpBI+DNJHzFGiEvpPTNlFacahAo1WDxDrZYCvhQnaAieWEDUy7EoP8Lzcw6MGrnCPg3mtG+g9GcbgdIwc+MUZLjhD880/lA5+T86cWz5ZnJC6E3IKWBebA6l4TlczGhYtItwY/lhYKPLiLQ20gX0jJqu6gPJfIVsKwmuWs2oA+fvfIzKwl0qMWigdBkzPYxGM1UK4JB9EN7RX3QQabmDtYGXyv6W4tM4UNFWapHqUMQ9NBg9x/zTzbYHirwLy6zXrg/taDQnbIa26IVRHBqH0o+UFxXYhDrD89haYMAlLHFDtYgeOQTT8zEx/UdKGKHxjmvP5nt7c6IXYbjW41wlslpaRskgk69YIQvVrfmZMq5+IILmude8LOgaZPHC+/Z3LXNQpr3NK9FgTJvDoFUBCc98sjv8Al+LamSjiadCH6DaGIVhq2BmSycc6+0Y9OmUpi5vE9G5QKkZOU/83bpB9VwI3D3z+O9JTd5hUAsziUiuxqY5txjs4ozuTlpNAkaoi/DS1FNHJejGIZClmbLKeFwmdFkMElBVmzL4tgLeiegZHGs48xbR0osg+otR5Stv1yJKCQ4I197N2Gq1HNtdromCPwYACUVgxEEmoI2mYnaLipnyDVqgAQX5vTJTOCAHvef04G4Va2C7bHd3sfb5g7IosdDSp2Z3FLQowMydVAjicjKH9sDB9DPRSBFMsiQp2PjSOdgHmcEVYMs4CBl6MxiLMdMzSB10IEUyTirwkKgjw6ICjAOE5I5KXMaTi5jHwiYQVvXgCHZl4iXKZHaIoVyGUHme+pmrjrkNqBV4mNpxZHOtBZrHZQW9cGAViqQEgDCyMwDZ9CKuz8EOyk0CFAoIemWLVdRDRDeIHjBPHarGjBsaK9mks1wyHtEQQgADSRgF0LVl258XDYCmIgzvFN5OOd6OFbDvNsJvGgVtJPR3vLSbAEQyPGjk7gg02ZJ+54O2wwqW6/mkYTP7gu6Ehqvxsl/IBqnbQSxjJWCWJTd0+Do6Xn/3fPObwSqGiBbNXUdIP4wGrB/+srX0WpV4t3vfQc55fYmKMZAGOkI7QHHKrXU2ugA3cD94CkSgv7j31+MGXRnEmZOiBNORTJHG7HFDsC6i2gHY3bujOkxePvB0BGtDnNV0rkPImoOxhF1FFw2GfxmKvAHATfmsdoy90dGT8EjGfv8K0Ev8klEza3u4IWMYupAhdT4M39iG3gh87SG1qFBvTjLuGryQsaYYExiwv/kpXXdDZgHJsFN7Ys20/68nDeSfzNHJl2lTmanqCE4VQDh6RwvTRhrJbTcIMWcx5spZsMpH7cGXqcptBWVUPp0GRUoL3JR4FlZd+rfQFvSQGNVQqNe6oOwgmBLl1Fl/nWDttS6UJbAv8fGcAWiIHyNZ8PP4QYp3KnpSn4oL3S+60YA70jLBgnPdcGtEwRQQzul5rWEoNtYAf1I9q0AVcUHy+j+CnOwREBcJgCG36kNpdYJ9tTm5/jRHYT5UbPPeUYTrJfkDbBD6yJ7QMWTbWUS0VrGXkZs0P/yOdizvtLMEktnrSz4IndtgUMFAcATDfny1Sti3erVMZAktgPQgjfg1+1oEw0Sc+/ngmfZo6+QgzGhKXXlCpQFaBUH4mvbF+GtCdScC7pqtJBaiV4o+vMV0nSbsQng5sTyJAwGAqi+lr+IQZS6zbOVPlt8cwLL0Fx8HaDiinTKBCjprC7uNRIkJS2L1StRpipzgylYro6dBh4IFZVcykykdlUwPR6WwyTlOp2g3ezE6ZdgTlWzCAJH3DKAI2uQ2wxxz2aOGs9Ht2ZDcyIbMZXBB3Ih60xJBgs4txWeyhJHnw7+mVdGXVQdBq36W+fq3FDa5+W9m3kwp6yZfhUykbzcxSqZiCTzGT4fZgUTkZkKpFVmVfR9kMlw2GdqRlU5w2qpE4DYwqysKusafkBMZp9mRBnUZpEBuHE6gzYSaNoKGB5MJy3lMl77kgrK3Dwkh5XMOvPH+qW2kvOyKLvY9+7/1Ckvgg86Hniq93MkY8+HuxxyDWXqQ1LVVGFbOcxPpJRedkWSMVpUmqwdXUi3AAdTVaZTsCUiZXXRFz6ilecWNbakTR9r66sBJIrLmLA05cDkNRU4hsouAposGZf2P2rHTRfUPOND0U7WsBUaPSVSVRMjeTV1ui+lPiUm+HQw+e+lONQD2dctpiswuhl6Ll22kk3fH4jttt82RpIUe5CLHHPchbIQwKBDmnJsi33WhrM0OZ8eeRp/Fe4ZsROJc1lEcyz9z1vl0NEnx57UJ6lquUrVFK1krVnVueagKuYN46UXR6+BG2WJfeyijMakQunXxSQo+CHzUEmGbynkQlOpmvsiS1K1ddaX91ZBmgWpCeC7fMIySwTymPha/iNA9SUvrHC+nfecG9y5+QOxj4pCDeYALxY3XQBSo6sK3x0P4AE5VxjbWY/NF0iyXRsu17GlzAvbmaCN6vM91wc+6TNb0brgMPYSwYqf8+V9/GxRvvzi7z0cJvm1nOLSbp7CXJH55LNzLvo5H5ja64oCZ/Jf6O2Y4Hr3kq4rBMoLmcNleGGCcMunHwT7jmtdWormUp4PlS91N1cAyZX8Dj3VNDpnaaCXmQOuGJ0FD9MvWv7mlKEQxq7znDZTmJGzW+pgWFC27ceVA1eGqjnqEMLksfKVMvzHcWo7Cq6cFdpSj39Jy3G9qdk2aKorie1TWZJbPPKz/ZHR1xkIBqEk1ivoeHHgxmBz1Ck52lz5pBPUoZcLtIPWfw5ifnciaHLxWr7mOQlVMAypxY/OVS5gPFtY/uTFMidfjnQnepbBxcKwng+ZHNnUfbYaPBaQHMjcmr4AghV8Qqw5xjVeXNPDYV1koD6eOZDt4y3pYTOsldUXROnjITvzd5lwSvucyUnK9wKweo5Xbw7LkUi88jnUo3he0Q/5ubscE1NqhhNMlQWnLgQe2QFMZiqJFx2Mz0WAgmFSFZiW/oJFNFlRtvWvG5pNaQZ9VKg3FS/6ws6yb3ipOUyGb2P5LnCTDhlZ6z0ePDt9xbim8L+yxo4UjiyHulpfGVv+nqPBsxyCAdqQz8YEQOEbGKUgAYZcoe6CPhqWzymYKczQiDh/YwGXoZqQ00AOGTE6h6L4Hv6y8RiMTkHCwAvqyMKWEUnUIpm95anJgaZK+b05TB3gHDEfkg73FTXBcvSkV3d7LZc6e91LcQgw6owLd9qwnrbPObSOAJd+AwBsAFY1rR4ZJMNwT+d2CJ5NsV8ZGd67jrQLbX3IcK/vpWn0i5731v/x4QJU7KjA8xD4HF9JMSrRhf9NOyaS1HQlbbvHYw9P7TVwk885E4v/UMyPjnHnWTHCs/8Y//rWqF/xr9Qs6iQvdMw757jP6jmmcx50z8NuoJZ8NCcM7eXd4a65szejI3mhT5YvqcFzUed+Hs6zqLXCnX2N0JOBPFlDzm/mSF7IdbKVAohk5bJMa55aV95Nzl2AV8YHzxNwNeibYn3gch6fPr42XuzSXcxmHu2AS15lX+cakRdDPyrCcCj6w/ZlPxBV7JgUsNDG4lIukidRkMKgHEymLmds8mgLyTpyQ/rjSjAKt3yfmQIL7SkAqhf5cjxwJG0hq7zLcjzFS+o2P2cHUP/sB+ppNOeWO2gJZdYBg2qeG+S5LMZVVjGfqR+b48w2piZxyz38JS1Jetr2JgZxLBZBFbTXvnCMyG8VkqlpzsOXtMZb9uEvDtzo6GKA03gkKf8lY5K5QBY1ZA7q/J2/bUwUgUIOjhzRkMpJS10Lhltc7y9KBA7vpgamGF08z8nBP8/JIVJL1ENbBSBuxluo4gsgI1e1UxNEMUdys16qk47rKQL2WChttqutCUwmn9FdP+ni71RR3isz8JVggU85QPKKYhLblKJNWUye2fwfGQY35X28pZRWPDMblU/1Oy8lyARvvMEVBQkb6Nc9SZUMxaDZHCon6HFhqSoBwkygMt3k4MZHRH4K8GFJhOnD8HlZD49kOnzxem7P51imzytIUixKVn3DTRvq3l0I11JRb+ISf8vplaV6l2ZeuC6nOCdxm/2Y9fAmfuBVgM6C0s3JWGhhGGPp4wRAYmHPp2Yb8xP3bv6oY1b3MGJHrbA5/rKeNN6x5NcMi8oau/L0fGRwjoxataWLC+XmHJGpANgEQFJBZi5tX5IDuift6RstKrnvY85lYLoBCeSW0pybfY9gJL7Uf9P62zQXbgcZVMp7zeMloCvQyZZqEX3Cg+0hHcJ9ZAUzkEDbham6lmjAPkbGyWG4irr15ug1cLN/eKiLvcNU/pRaMZ/G74IbqJjAxo3Hc0s756BjWYLZtznmuY661/REZ0zpapCaHitroxivBd38LE293TY5+Ho+zPCfbRe4Kcjan/DvrAISHjXNoZhjrZvH9ViqvqTUwP859/KrRLB2BSCxZOdLCoEWyLWwHt6lAa3nUoFbNl6+YHP4vadDITBZhvdAD+dKkrGblgXNKDyrg4bXD2rnoa3T2PrKtbRAqB1zjbI5Ar/MBcodSX/LE1zJFzUBOd99tvOAa/O5VtYm+4ysO9ds6CN+8rc8z1u+d9/FZ3m6p331Zl3jsl4fgmOoT187AnlYttl3nu+E9qxjyEGQ9ep10S/zC+1P+6ioptrFBNeAVxVGZd0m0GJX17MzD7T4b/v3vUyp8CLAzUFLbV0wOeqoH1KFTMdn6HQO6BwiOTiSUer/lCOXGx3sfmbxTM7efX1KTJZrmTA3J4lUL4jqR8GdjIeiGIgme+3psBaZmJMLC3+k7gHK95xUlFmAle6SejNwGQxEVVAAA8MJ7HhXFc5nJ63TUUZkLYs2c62MmN89l4dvTHgnUZo9OZO3F2c3+dcSaix8vpLZWSZtyK3CoFmC3eYznKx2FAXLg00xkqYFH005eoWkX4h18TpHOKuOOZDwwKMU5E/6xtxshZ8N/YU5J332vNb62yIZwIaJLwOix/lNluCzvaxoKiVyn/VlNfWhXmER+cpyLC9/kNl4RfHdcwUtXRgpEyZrxvYkvoTLF+MDkN5pHXORYJngvqZWNMvwefZbUXguWDk+/b2Hw/yaagIrEDM1YK4uApJcaCiQaDmcAZLhV6RnLw4Xyi73s2XhbzFymXusmoux5nTHro7VufVRnu1FoVv6Etrs+M4QfPuDhSvnFBXNOUuNrWMFkKSPkAtcAjfnL+PJrisaxcgQyYlM+N8E1Vuuuo4Ris6xSWfJj/ic/cMDDUxQ05oMOgdAz0/uNXBLkxvPkhcy17OdthW6NMea4y8j2dTKOleT70kHB5bXMr/8TXo7rmxMohs+J2LmHi+zaZxNEyrXScdi0ZHQmz80GUt866d2qblY+zQraj5Fq+MTiopvvrw8SwqnrBH3pXBIHWVORW2Y5xLAembF/bV5Jp+afdTkl8UZLmkSjY+bO/Cehl+5OFN3xp1Vl3PYjg1lJL+RYo5PLD88THCmxk83gFxLoEXBCwugbR3lkVlbqu84trbd0Id3fuK5rURKK6D4uORpCCyOf2/06jz47LooRSzP4V+8/EZFki68y6soS6vHljoK0rtu0tvUITeUZ17WzSXYzYMzQM46+q/o/C31+Je2HHiwdPZwjmQAXPIm517x3T5pQIui7fbHK+fYDHBTgrLhMAOZVQ5wBmASy8ELIWCUSi9VfHWcCOnvooQHRQuUzyzPRc6Rw3kWP7+mzZ9B7PVq4Co4cReLBUsjg9CF00SGPR7UpaH/UIJEyuZ7qkh9BkzMRagFJsZXDtqhNNbTIWDA4fN50GCTbTRtdtJm/SzEh3X/7gjKSeF3ntakjfd0fy3o5n2bOWi3odmaOHPwZcUt03rDVrqZhmUmm6EukJ/284cP6R8jETysjwOYrxXUaRkk4X38pmk5z8FUkqnaxzIfwJ+g2mSYOdj5W2hQCjCTM8UO5D4nhXzJF7XO+zRlFWZrxouLEHXIfEtezXMxavIqyuLuJKF0zrIsL8VkvxXPzZ9gllkXF0m7BsbUSeG2S49G618ySERCaELjah3tzQpe1vm/O5LPx23uqDHerG/SxQdTX8d+AgPp2C3R6edW+LptrrTiXNLRe3lJJY8iBB8aOHf4LSOgPJvjJy/5o/6xv6VppY8pNWD4arSgb6vRWX4WDFB/gVu2Icc6MyLHWfc4sh0sFNn3OSYFUK7wW/hIOjJsGKtVkmt6tFovxyPPTQpbr6xbz8/uNXADdFm2ARAlfXT9Zn/lcxxjHNaBPjWFhIMzQaV5G6GXApITwnGcAxfBo/CT5B7pyXwUqOkbnME88g3oKWjgZPK0fEYPf5IX6kPl2KLMYoxRlIIl5aWzvmU4/5MXdtd9c+W6gbCTnP9Wf4MAaxm03/orrAmY0h9tw3j3dNF+mgB5mNP0m3TqVu1u7ql5Tsd7zb4+uDD3FXVQbORpFpvvXmx7ZQHywkIQdNmijh6OG/rA02UCbPTH83PydepYF7hRL3dwcT2zdHf5aSd9FYTLK/Pd9tJO7y5MwZyybBiT3K1piixSeuTTivPdxMOuweVGNXhuyxzW1xrm3IUgVsdUURU0TloIzKdpSx2DSf8t89iXvhTnG3MqEy4DzhwPgtdyG5p3u4Q1TB6RmngHivPsFXRsGrjlQGeSdU/Qghq03O8SwYkM8Yw67ZB3JrH4DUbvYmqOMv+xchfkgpoGDeZk4ZccukwEF2AXttTA8bu4wHPJ5Io7N/3Xi5VaU5qlIOtlr/kUmFUCQydjlgBjRLPQ0+GkrMH8mN58KupneUWdiveihpQqY00pjFJlSh4JbLjagdUNOorre3523luIi9xPWdCweLDtknL8k2D+mGIg9aG91tP/3i+vbF7XpKXA29aolZSB40DG/ZQBg8/n0KfeLp8yv5wLue7+MiKXG5luUTeuE8T73fu7X5raXLQF3RjR8tLCSRYauGh093MxIqiHj/eBVjBffMnFzL7iM+UX0ag8D/CUmsZ8FvWljw158dlWgydQcYCbBdoHvNUBqrk5M83NjKL+2NNBpvSkdzcIzvJy8YTGjqskpm2mPb0RAHheThMBDLdJA/8J3HKx43cZaQIOaJd92FMd/xfOp6bbMZF9zAOgq4uYJDMazXQP2Sf2e9FpvDvOfEEbrlVr7udcqPmc5iW+b8kjy6YmhWYHH8jUZPJsaNhFvrhW8xlKcNoiuXtz9Bq4dQsKNLB4hk/wIdLN3/wMHerMJ9ItwpKgAXxP0CsvzEWTiwpzobSm3x0XnPP+bJPzpFnx/Nz9JcfbRuc207B08YB35fwUcNunFCqo9pXjLe+3Ly3TCmz+ME1OAqFsJn98t85Z+aLKPkVrCRyAcuE0jAH+FLSRt0gjG+eFrgt5/+afm2dJdZHWD96yLVluVoCn88/yigpRru2BJyQ/KX52OBRt7L6W6w2u8NLmfV5CDTnB/xRO9JQAugHQ22SI0sjnOCV4V7b0ej8nwOOUSdTz++LpAABAAElEQVTlrz7bSxPAZT345gP87AcUHPni25Y67Jt8Ub7b6PkkhaY0FfK51hTCHZO06xVzMI4chc6fVEQ49viXv/GznxzzCi/+3ouh/idFmhcBbo4zBlm3FOEoz7Hn5OGAHEms7k98g2Fh1pQ4UCpfTtwMe3bCykAsQCBDuU0wozo/H5OTmksEeAl+JDkagF5RWmnDXio60E58vn52Hv8YsEVklV2aMzbbsak/zrGq9aRMJyBfi3KoXvHZO3NY8MZ1gLdkTE56rkkJmivSEd2FzxnvjdImCcHbJg7J5P2SJOc63wtVN/WwjUVBXENZfBXX+cH5WPzmIurzaKvMx+dxXZJYevOq62fl7Xz2nM7ptsbi9U0vpraaShYAAYX19iQvnyHwyK/5ZOlT0KJonZ95ntXidxd0mXxWM3/kOcXJvCjr56X2m+o0Fkhuo25cp+aCknym1xU0YQxBmAoRc8kcXQl5aUJVAs7oPM/LSImQtJ69ZZRGnnlD3pP9L9j1sN3QhX4pFiXas6ERecEm/tiQbtAjRfiaWhXfqaNd6FH449mBBeWLX/+4f7M+9rXtErRRWRMwZ+8aactqpfmljA9V+vtRf++xv6SJ/WwH2UcKAzkKtqBJSGokF8pBQD9YR5/JK4UFNIOthv3neWvfu6PXwE3TvO21H6mJ4ywHR7a5uyP5iZpxTmlBUMbvdjK/m2w4h0w3ICjJK+SrXiPJ4XtF4EXxCD8X89Nnqkmib/jU0+GItQ7Zj8lHKNwH++Y/ebAl8VvO7Z4K5Hwn8zDLpP0CLkuyo+VHxT9/8reivX7Ma7wuP3p/0X9cwXW6cRRX+HVzh+RrCgNZ7e5nFvdYvm2zdOqjwMX5wtRf1DN9R22/PMTxnUO7AMyuRclT+c1n+EqBg9JSuAI8mzQ9j1xDLD+flGPO6yFx3tdqWQWV/KG4p/k3r/E+y3d6We8tdzj+Xd8ysIqkvsmjrA2/V/DxsjbWzv4p46vqt1fCUZCZdklPSeoPvKelzbYy1p1Dat5ynGbnvxJaXrThRYCbA0FCOMqd6C6Iz3d2/sx3J0KCBX5obRDRldSTvTLbIKYal0K74KLET90MvXCYhMYCB+6xZF8OQFW8+RkGZz7rng7rmari7EVrar1cAC2FwcwzCubCZ39rav82U3ChPQLMUDat4EqJ0c2ifI5Fc+SzaELmdZLRqj2RWSotc9bcQ0UONy6yCNuT9fTzix+2p4ZWUF+14jmUC33NF5XmFm5LJsMzklF0L7JabzSTJmCmHi6diebUBvpZhuYg5ox+MCXo7MBO5sOCbMJJ+8vFmG7NcoytdwNnB35ODvqv6F0uoMyUmqGFTZM6lt38VnSddaBOGyYWpz1h2ziy7/KTpdpcy7DXLIXSuq/jSwJKJd0CYpZJ4OweqPaA+j0SoJKbqgvgJvCUVm1I1exNnmtWahXzOZv/U6WeWYPsY+rIOHJBdbFz2KiklI6ZMFWOzbOsge/55nmP/N2fBDSMYlF19wUyFTc+VotV5bNSvSYNo7J93ktz2ADGguPB6NFElNAif9ZE6O9+se809dBqycMZ/eJcKGx0IbB4TTcdu0WALdWmrJ88B5DW7BdJrhnQuWff+eQ8ephnzTr9IcBN8JpBHDyCVhaP8a/04JcEBs7VBmMzoUnxm3OnIBFXORaob2p2uvtcHppBFtS5e1YnIJB3OUfsj0xp0xxf+eQX/yONnE3Jg73VMSUtXNh9SR/BNuc2RFC+eFEbfjU1rYfAtbjfuz1oV1aQR1hsk+YvrKfzn5c0s2b2knur9nwYSKAJtqC2S5D9a2qmrAefHYg57jjn+uIV8kGFLJ/TSl4vNZ4FL+yeX/LC/MfVzkXqlmXkuPchtot7km7FGmVds6n+yZc/eAnffRKatJwX3eVafl7gaQormgtHSF4uaM+zeY1XZh3zHk74cH/s5eG6aYHOATVuuaMO390OrAXgZt+nUMDYM62SrX+lHNly2ufcS/zALhT2W65ZnMx5lT5u9HMytFdKy+3xTeycIBPJbqbBQgE3XQ+Tq+LrQ9w3BDKyjKtgBBX90RykzUGRA1YaSlpfnG4Szt/8Ka/vHkZ89mevccI5IZ2GL35suDnL8FsxUbx6428MZsrLSdh893SPh6XZeo/i7/Pv3Tc7OPxIJVNNzZese7ateEihbeq+yGI819PhJOfVzQ+8yQcko2rSL4sp/lC7on7JFC2eduZz/R0abngmv9sGL8maM9g31BeGlVT3mryA97zc70UZ1icZXPP+LC2/5KXdN/BD92E5Ht11yovyN/5kh3DO4jdc1PycP+Ql3SOjuK77WseG9DbtQJ6nfvaV1nKxRT6OM5osBM3Nvi/qV5S9qb9FEEl3GdDXf6lJ4nmWK40tx4TIBk+4jVANwKjPi9OhImDPxR2QBwh2O6N+VMw5UhzNMqlsgiS+S3s+F08oqNF98R/xDcJ5MCYEj8Wc5avfm2OiuIK/tMXLc/z5wWv8zss3fveW4tjC7enuBxfhYi4UVLMuLlpNwPmHPLvXwI12uq5ruTPIpEyiaZNN50Tl0Y3MOSlt4JQszs15KWFyLnfTJGlrfRkb1t5/Wf/utnEm6VlQrklIF/yCzE3Kburd+7NMy+X2Zl/6RZoVJXa/50OKJ22qPH9/fvxmKRtd2l0/ikj+0DyzoUg/cI2XNfvOelmXfG/e8OLvDjFISdndBfL2fP35lD97kffTcp7hFYKkggY8BzrbG9I4X8XF3X+9vKBFUYR/ffGbReVHPxRHcU3xvaiS5XLOL92vvGbD9d3fni+CMco6ylrpGqrIKfeSFm7nKOQukQ/UNltws9ndxW3yrflMW6LJsNinlxL4nNaXfAJXOe56W+gmn/YyPOHY6u5fgbhHIUQWYyI/d/fzy7D2/+0qbQVu/4V0TnvBjEdz1jXfuy9moOSEScbiwOHKjQaQV20FbhBBIskFJV8STELlh/yt+LTxX67jSD5Y3FBcx/1elWyO8rYCtyTTFvrTPba3Ard4zch6vHHXehwxUNKyEJbYNB7ttMv/VuAmRbrHSo687s9MzK3ADSLAtApOVkzLDd82JtlW4FYQZ0v+3Wjd3QrcAC5qMExwmsYn9rusL1obtUWrc/I2lAxQxRqibRCCg3TjQfv7/dIcuc0rmt+9qvnb799RfPM6z2/87pnmPc1ymtd4blNHT/e88Pymytnc70U9mrV9/soXlv3C715Z3Nu8p9my5pni9xe77/krZKr/tReaJTXvbT7hhe//tdbPX7FxGc3Pz599/lNPz3j+yt//1Czz92nw+9c8/02TTGox8qfmvcUoaV714jVp/uo9vXtWs7wN7yJ0xyNb+sRg9udlD8roi+mJ31uRmjVrZ1QaGjdjTPpoY916vGwp0HuNG8oSurIKr2slJUp1AXvxLiQ/FFo3tTpkkuOFGRzzZqEw6R4nzaH2B1Lgv3nbJp+ypcvb5IP+F05Yd48/ZCb9d+4pnvIH/G0Stfnem1tRyqZWnp1rdOtQu1aMF8zh8JTyDuyr5xaGsJemS0lvit16zf8xCjB2XlTj5qBxjKXTIyHZ9WXVWP8kG8o/Nifa2BfNjaX1PTa4LrfQ01zwf4x2W5v7f48CagJrLaShGMKuCmN3jPJoNhDfnq2icOAuE/2aRjIlwJQCN2fu/79Hu5dji3sN3GRuvMzEXu5si9WPzonOJ+ZF23L8iOSPSBKavfUe0/nctXzrsZUCL6RAZk4wfyP8QQtNRvliB+9kL+02NqRv2XtExLAB0WC/VfYDYRxtXVVfSMOt36GA4+fFfNwK4OaggVE12ApnUWes+d3M6LhrevTrYs/FSl9+h01lslIYWtvWAbZ1QL3yKSBw64hVUd+pEn32GRHlPXeO0tB+pFEx6SX7maJ5K9IRoBXUf63b5+KVT5k/zRb+IcCtiGLGsbGjPVbcMzW67n02+i51H9E+8FHzjclMVaHoZ/Ti9JBLeqr5/mJXvZCTbqKoDbduXFbz3p7uad688b3N33rzvvF9L/zs/S/2/I2v2/gZzd+b781zG3/3s8fG5b7wtxd+9/qNy2h+991ymtc3v/vu8cJ7Nv6teW7jd89vXC+/ezSvaX7OX1CIZECVASr64ALyDURbX14fldHbRfvh46Mxdruo9VeDz77SqeHP4rb+2UqB36PAiwI3HUIzN4qBB3WA2+KuWPMgwO2eZ6I/jKql1IdBhaOl9lRfmAq2Hlsp8MqnQINNt9dGfee26Puq4VEZPzRiKIlrW0n2yNZQxqAVuZwEbjDmrcDtZT0keg3cjDtIRy7MWF19AG7Touv+mdFvOUlaEWwNSlBHktc0Izlf1i3fWrk/OgVcJtGuZbpKzVkmPc/lk4TnALfyyEHRcthuUR8zKOr9AG5uh7cVuP3Ru+lP4oFIBS8O3Lp93Ix1KbmLwMp6dExZGNUp86MP2jaN8xnGzu3p1fGSpTL4kyDz1kq+gijQiX9AY1B7tO26fVSGbxuxHW4DLWwiRhJgNS1NQ5kSt1ty/X/23gO+qvQ6937UO6qoIFSRACGE6L13GGD6jD22x44dxyUucXr7xTe5v3zXSe5Nd2I712089ngaw9B77x0BAiREEaggod7b0fdf79GxMR/jwR84g232jDjn7LPPLm9Z61lrPWu9j7dHtwXuG7g5DUuYHGkXSOmjNigjfSU1Cu0gJkGWoFsdhL72Ftql5x8r3Ee30z/oO7MkIDLJ3fKC+N9cbqk/IG1wuPxHDVGfGYIhADfGkHn4H2+PW+DuFnBOgXuGSgFutnxLr3E3MBECyIPvv93GXyuFLkPwr7EmHCQ3R8q2ekOOYXn36R9/ftwCv34t4DGKQGCI/KMo+BoJizjE0JqVxgHQIWltLhi7DbHrFb6/fk3wa/NE9w/crFgDXCTkYXBQuDyVTeqvY2F7sgQNm/f2d7sC0G69yF+b1nn8IA+7BWwpLJfAZMkJVtPPAL4BNCu8FcZYSghXbyR1I5EjIayXzZ6HfQuPz/dr0ALGqb23x42B4+LvfG11h62KfoCtCco6bywOCKgbAG4MOCuHaOvUeTffQPN99rXSnft9733f+V59v7nX9/adb/+9jrvze9/57n6985g73/uO8+2zV9vsenfu813ffTnwnb337b/X73zH3vl653G+/b7r+D7b69377v6d7/s799/5/u5z3P2d73t79T2Db9//n8+++/Gdw3feO/fbvjs333f3urc7j/O99x1nn3336DuH7xh7fb999/re93vfd77XO/ajpf17WbUBoWphD1u1wfww3uK5drwxB6yMBOiNv0BXtdvtfvzPI9gCvxhwk2yVyUBWaAiipiVOEsYA44DEFMo/A9pRvpZhiiK2DFQDdD+z3WM4/WQI/8yBAx+8w8n74e5z3et43767r+Pbf6/XX+TYe/3e9t15Dt89P+j93n2euz/f67r3uqbv3u58td/efazv+7vPa59tu/N77x7vv++1/z1+Y6F044b3sXIGKQrutMaLDXTZ55btZ4XE4cuyL4zlthxf9s7rPX7/uAVs1ASwHuu9PG5WIdzctFaF2gqJWlG/QKqkW/0sE1N9QYA1/gtAMVnxQIqWPW7Qxy3wG9ECRkL3Vis3qW3C1wgrpqjNPjYPjJUHMc6T6Qfjftpxj7dHsQXuG7jRxVZ9vptu7WFFEVi+CsKQNRlppRt6AfF9LCdkhHPzk/g8Jfa1TzL6RoF99r23NvF9b+/v3G+ffdv9HvOL/N53H3ee23e9O1/tnHce47uGb9+d39/93b3O4zvGvrvzHt7rPHcf7zvnnft9++58vfvcd353r/d3P8+97sd+5zvvzzuHfff//T170KdWENC+66c+oKF7A3PeRekxAG2lGjMGB3Qu39zrMo/3/aa3gL8tMfoeKyd4vQiAN6zKPgaXrdtmyQh9toREGGEiGs+P9Qz9+WNtkfdoShuid24PayDeed77Pef7/ca+t3P5jrvzvT3D3df5ecf5zmW/u3Pz/cb23Xm+n3e87zjfb+/8fPf7ex3ju9bd17j72Dvv8873d//uzu/u9d53/N2v73esfe97nnsda/t89+z73o73Xce3z17fb5/vPHde7+7f3P3Ze/5+FHS/q4XDb83DwrXsz/igAcRJA/DG+WHgIIFR6swNp91/em925IMLZN9z23nvfP/T6zx+9/4tcN/AzYxTlG4fIS5SUxTiH6KgHtq9BwMXI7bf/ijz4GclYcwLZxwm+vn+Nus/3/aL/uZ+j/ed//HrL9YCA31jgOvObvrFTnLH0UgKkg7cOsDoTD9TwMatsGgW/9s63ubBdcCNGqmP1uZrgMdj7oPuF4+F3N8buFlaOxw3hJBVDWc0OcugrwdPWwgDzsaaWySTL1lv0e0wYeVTVDYQbfC5V9SVjUcPSg0IaPvcnxNuNhAGBoPz3NmxA8dzbe+SK9yoXdDuw45hnUf3G5OP3hPZm8fbg7aAeYp8hEVLODH84esjsw6tbw2QuDZ3g+JBr/jI/N67sPfAOLPHZAy6MccdujYYGKJ+xk3BI82io64ZrLlgt7k1M523xSxoDrH1Pd1i4hZKtYQGdlqRVsvWDsB7bX4Zl2Lm2tPacuAC79MiTodQR9HF49wH+sP1ld2l9xzuvu27+zolv7e5xfHu9/bR7obPttawratqIRubh25xdzvOzeufPbn3mgOPYSf4FdjuG7hZhrA9D33eOdB/lN5C4Vr7IBfxwrn1MG3ZMwNuFip3G2000BZeeO+dM9bOrpySzTdre+so92JtOvDeyb6BtuZL+8/1D+3vwKEdahufzVPjxqN3z+N/H0YL2MT2mFdsYG6a7KOPbP1X71JSvotYx3n71bfnvV/NxDPgBguWcKlbnsorQJxes3llHy1J+X7Xkn3va/3sNyZmbMj4cf82V42r6x3VNhbZZ98il2zsuiWkLOpm7zFaXJkblznNCXDcKDgA2cCYs7Hoxu/PXutBPtkYt//ciLfGcJjA28Zu/Puu55uTD3KxX9Hf8ui0zz09bjYQvcLifZ/NRoQb4HY2GxoMvgHw5vNFuMWZrft78dS5Y93p6ZSB41GG3gFroSbGAwLQwrSBAEJbLNd2BsCzM0HpBCM1s9CMAEYOdj9437t8fMD9tAC8ClIkrevpRiYobw1sWD/aovROSVg3O8V0v8Lqfi78wR/Ta95jW5TaFKaFMzAO3DqijC9nSJj1wnt/N36p22Xt4UAcu3lvddz8Amkc222iB+AW4IngwfDEoOU9AT2M6S6GcI+C/CngK8CXKW7jy9HG5rt7v82GvFlb/qERrPcOIDSgwCoNTnFzbaMv2IxyC9kPeIne75zuhl1/GrC0znWP6Z65p6tHgSFWs5E24XoOiNpctRCwDQcbJ3zySgo+2MXZ6XYPyID3v/4Hd8R9Azd7Qnu299ucLKStXCOi+HjnZCE//oks9LYynllkofW/jSP2mV60BBcn16wBAYmukDNePKc6DRAyAGyh+gAWD/dz/cuB1h+UovHDmHad9373+Pj7+2sBnAzqo9SLdc9AtXk3Xa1eI6DLyUK+co4IN3fvZ4Dc36V/GUd5LDrAn38vpUcYc31E0PrMkcIQCuhjnwmXAIqJU5PQZL6TSTYo4bXDckfG8cw2ors6XFJWL1n0NvYsk9rN94d0014Z5jVsnHHrDCGTwTYPuEe7Yd6Z4WrvBqTNQ7r6r8hpaIMHB248q1dRodzNC8EpPSZsTBGatW5KwRqfpAazXnp7Oqh5RcoDgyjAQgx87UEBeQg7+DNQDKwFmDBzSsmQA53lUJ0diABkEpmKMiRui0v7Gfy0v8fbg7eAuewNrZkHwU1eFLRttLUpkd5uJisKw/rIed8e5oz1XumD+9fGnP1hMJjhYAaDCTi3gDnDy+v5dSrUjUfz0PX1MI5pl0CjCnCsedV6rTI6Qsbmgl8vvFBnWdNQ5hmxP0avs6yZC7awfS/CL4g5YgLw/TZ3zV7aP8g8bgYuvYLMrHdzZHd1d3HtXpgLXNcE6n1MC3dbdhqXbAEVAgFuMCOIZ+qzOcx/DrjalAOYuHCONRVhQyYq16MdbI6yeQE9yoHrGnx51LeHDtx4YGsPV3zZlCQ8pr6ebtdPpuADjNdkDR4WyivqEYXZax4MGsxkoUsIY1yZ/LQQWiAALcCUp2vfgfFhgM2dh4vR1+bBtb/AYJOV7gYe9Wb/1bg/DCT10PYhtKvJQgPV5n0z4MBc7+2h35h/1scmNh75zeQLoEy9rL9rGpswbT/Lt/mhm/0Yh/J0MWN5Vj/AKuFaK2/U29WrkCAKTDv06hX2HqMEcBq/QN949M79h/X8zhh0wMQrMz2Md8cDZD7ZbfTYfLE7pd29d/Swrvyrcx4XCXlgjxut53HVwnGfIuiRIV7vGALHhVKd4EfgW1jBDXqaHe+AOXY8DA4Pys+fQeQP2vfrtUFkAgzAEEKFeusjFnUzoednworB0mfI2yxYA258HYCgux8F9avTLR/cnTrSPRPcAXD6yviMBg78LRxE+5tCMcXjFJATZo++cr7v1hyQvqZ0bWLYc7pwhu03ZWt/jDgP4MyEi7+FFewwgJSNP+/Yps3se76wEIITOChgN45tgelAFDZtSUNyAgAef70eW3EBpX4fwI2J4UjNPVi9AYBrFzLjXi2cYe9Ngbv5wfUDmX/3H8YYEIHMqT48jebVCQphTU4zwHhvz+ZVUHiBDCzaPidIvX5C77jhGO7PtQP35GfHPeLbwwZuNi76HQDmlT7xdJt3zIwc+pwudwVVMWb7UIi2NBadzvG0VYgBARSneXmt3/yRhX0oJkuAMFkY1OEMiX6XEGFzkXMC9MxH6jEwYediC7C3v0ZT8oMcPtaMZiiZF97UlsfmhXNG0D8YSk4W0t7OefCrIAtN4ZqXn2K//ZSv6TcershONABEOSPJolhmbg3IEfOoMaCD8Lh7AKkm09yzMsC6u0nE4Rcms5yThfcPb2NOcDIzHk3BW7tb8oZzADGXzPNvANqPaJtX7/+mDXivXn4oHjcDUhZGMQsd7eEUu61z6gVlgC7zuCHIrfNN0PghsPxpeAsbmWcjAAjv70FYsQ6qCx1B6vaEN6invQ+sFsH3FlaiFxk01Ki38eXtSDrYLR3ilOrDGzq/qWcyJdKDFd+DYg5jwtqEMcBtk6afPjSlbR5Ox3WiL216/bpsTlgMADTzMHnBCuPWpLb70qQ0k4ZSOF2EPA3bOZI6YU+nUA2ooECNFmD/2TkCbdzzW8tEdWFRhGSvWTbmkaOt/S313zx7DGhmxPs2pd2G+Ztd6Qk8XhY+6MXwCUYA+yOIDUyZQeOAoz2D/eB9NvdoHMv/DrBbcUcDa+ZRMwBnz2zz2wAhH1juzvh5bOaR4DNXcc9qgNe+8O7l9T6ubaf5ILeHDtzsYezBAfvW/30oPOcdpf8d4GWffzDg3ZSPjRLGgAeZFhgchKcW4GbtbmGp/mBwPWOn24xVqmZixLoCz6xiY/LQDT7rE+NNMt7Mq2v95ozYD7JBf42ubQC8D9DcZfMLz2cgOsoBa/rSgLO9N133KyMLjZJBKSOFoVv9AWVmSNhn5IaV93KJVG4+2yTmzwSCyXuT+1ankrFqoWJnGVDX1RwsNJGJvIe7cRETHXbNHsvU5vrE4biWXZx2NzmDjkLgubt1Aufh3sEjfzYz0B8OcDOk7jrQFB5/gDL73INbtaunUx1dneq0175WNXU0q73DUL9hajqB48zjEMTSMbFhsYobFI8w6lNZzQWFK0IZSbmKiRzMMVwDq8CElSko95+zGgY68JFv7kf9Bv3U0tukW03VqmtoUFJcsgZHD2alDJY3M48nngCby8wc0+X2ZuDP3v/qb97x6H0OezznJeGNPaUJaHtnYK6xt0HX68rV1tyu+KjBGhKfqsiQKK8gdD9kVJtCprEC+Q/xD7+tX+19HapprlN9fb3CAcWDo2MVHTaIMClGi3fy2JV+7sZsQd7a+XpVWV+pW7U1CNB+jc4ao7DgKBQ+N2Byl+s5j5frsJ97Svd8LrzHsY5HyglcKJd+7gdYWkikqbVJNbdr1N7docSEROZonIIBrG7ZO8YGV0ORIUwduOMTwMV53n7+pT/wb38pwI0+cKOFrrB3Jgtt7PRgpHbBRevo7lQX8rCjr10tXc1qbaewOSDYZJ6BPlNQgZ5gRYcMUlJsCuChj76+hqehX0NiM5WSkIFC5QooNYgn9JH1G31gkQr2OArDB96yv9o3YJqpk/l6q71a1dW1ikcnJcUmKSIEJ4J5DQzEOQOM/rXu9fb4o/3QRLMMuPWFd1Hiq52hFqTgXq+zxANA7WfZPu9mMsQIEjwn48wZbUQG6trqVN1Qpba2NqUPzlJCRIJCiSD4YTg81I1x7LidgR619TZT8JpVavBAm0OnH8eO0/vIV1Anfw/52g/1QX6JJ3Oy5SEkJ/SzLJaRFR1/Mci8Yt3qhATZ0tOsqroqVdZUqb6pXo2eBlU11OpWVaO6u7xCJsC8bwi7iKAwjcjN1sicHHVjka7buEXDk4Zp8cTFGpExig5kqS2LwyPI6D0S9RiIBtzMWjAr9/H2YC2AlXX59iWduHRcZaVXlJedr/F54xBYyc6zZARVtzlBZRPGqacHu+aj9GuvBOaObHDxB5Ax6848GfasXoHhp2IMih2nt6ruZoNGDM3TpPxJykrJRszRPvwGfOtoAIaZ/HsQ8AHd6grs0PXGch08e1gXS0uVnZqu8TmFyk3K0aDgOC5njXofQojDiKCpuadBW/dv1emzZwHWwfrMC59RQnwaCQtcm3noxxz0hmrvo4HtUc0Qcpc3qxbByTP3ATKM0mAexpIrl3T8zEkAxC1NHDdJ+bn5SogEvCH8/QnBOI+6eecw1NxzMC1N+D/q28MGbmatepBJljVoXoyAYH9SU7oAAZ1qBaTVtNSqvOK6mpqb1eBpVE3TbVVV16u91Ti/ADBAXgDnCEaQZqelafKE8fAWe7X/0CGFk+iyYOx8TRo11UUg+vH6mlfCnCPmbaVWiVcWmlJ7vD1QC5hHo7atRvtK9+hSUZmGpWarcORY5nmWVxb6Erhs2jo56JOHD3TZX+6PmaseEqvqeqvU3FunyOBBig1KUrAHvYox2B/oLSJtRqphUhvLjg5C/L29v00nS05q97Hdul3dqOWzlmhs9jiMzwR0/kPWvZTZMeDWHdSj8roy6KBhijWQiBOH2+CegJShGMQAO6Oc+Lmb/eU23aN2djMsHtjjZkK+F2swKCIcdysoubtJVfU3dfH6JV26VqbK29VqaGtgfxs1kJpV11mpyhapCRlvfR5E+5vSGBopTSooRGANV0trlw6cPK45eTP11JSnNCI13w2ivp4WwjkoJVOjtoaqZfgFGnDj7/H2YC0A4jhz67h2nNipU7T9jII5WjR1odKSM70WD0DbsIVZ+C40jtD6CdZ5sCs/Gr+2h/E9kL2CvIxfYZvzIFnYkwlz+PJhfW/XN9RR06PZY+ZrwaT5ykzJwZpFeRoHEMPCVhIxflhwb7j8wvvUHtyi0zdO6vWtq7X3xB4tmrRIT0xZqsK0QkUHxDGaDeXRuO+zWeJAByCgurNKb3OuU+dOAqwH688/9ZdKGDRUfl3cIZw5HALuUe7HnrFz9uIpC7aaUs6DzXMgtK1enV+on1p7W7T38D5t2LpFFyoP6qVnv6J5k2ZqaGwqXvIBHpZ5IXhmF8Iwr5sBX+PyPeLbwwZuxoky/OpP8oh/aIC6+ppVWVehkvJLyMPLKq+qQBbWq4MErQ61qb6rXBXIwjr6zZqPbnM8tTjeTBs1UqMBC61t3SoqOaec2BFaNWWVpoyc7kLzfb146vzgRzIuHXDrRQGj7Gz8Pd4erAWMFlDRXKE159/S8R2nNTZ3rOZNmauCnDGQ4tFzHbSxARwmmMlDA8+M+Ed7Q7y04909gPy6gPGZPThT49MnKikqjfJeJCQE8Uxw3+Av8Ux4t4wm0wklBAXd3N+sHSe3690dq9XT4aevvPxl5Q8dr6iQSJ7bjDUG78Pa8Lh14Nkvb7ymzfu3k7QjTSmYTFRhrMKCYqEPWAIYnE/GeSAy5v55vA/rBh+B89A/Dw7cTMehdJoBZuW3ynW14qquVV1T2c3LKrt1Ue2eFvnB6zBOW97gfDogX6mD0xUF4jd3rNWD6SPMYiHs4PAAlVeX68iFo7pMKOiZqcs1f/h8pcdkY2XCoQP69TOQLNPKlh5ywM3Iu4+F1YOPJgbD/iu7tPnEVl24cFJPzf6QZo2dpSExaXCocFWbJ925kcwiMsRvQOMhTtgHf4IHOoOFCy285wQwktiFCx1vi1FqWZt80weBfPuZ3fq3XX+ijIjJWj5tuaaPmq7YkERvBpq1B1ZIH56QPgRgkAdrJLhb7f5NOnejSGt3rtXZSwC3aR/WvInzlJOYq1A/jrFkBa/L6+c+g9HKuhGUh0sPaNPBzbrVcEtjR4zRRxe+zFr3SShwC+FwbbwxAYAnM3DebzM+nq2NyFoA2D8c78Abr8wpD8K8pbdRh04e0o59OwEdt7Vi8TOaPHqyEiOToMXQLjYu7DoYVA55MEsdBwvw96hvDxu42fP2YkS2kblXhXey9HqJk2dllWW6cqtUta0VCh8UC3fHo2HxwzQ6fbSyUrMUE5pgZAS8pYB+/jx4OSKiQ1VTj9fn9H5daynX1JxpWjZmiUYljXFKtQ/o10+JGfN2BpoB2w0P2MJdj2XhAw47L/f6at1V/deRf9f107c0o3CaFk6er9zUPIwVAHL3gJHFHLNhjmTgmo+4LORem9ob9OO9q7XtwnpNzZ6hJ8YuV87gUaw/jjcr2OYtFgScPkOi/ehb4zP3BHbresNVbTyyQbsw6lMHD9UXnv+CsqKGs0wzyQ1uvD3MZw9QS2eLzt08ox+uf4PEnU4tBQdMxYkTH5rk5I2H0IJ53CxS9+hLmQccjvf4uamlBwZu3aD0mp5bOlN8TpeuXnLArarxhoKjpeTUNEKmPYRLa9XaUaMnhj8DGJiutKQMRQREIevNi8FEcf8RUvB06sCJA1p3cK3aQj36nSc+prGJExQXmOSAmyeoi2VnulBICCtq7Phb3MjiQ87jZl34XgPo5313j5Z5v11mYvlCQQxuL6DxmV0DQ8lcuNbC73lPd1+E35mnws5tm/3WznHnZt9ZyRUDUO57Xu0+fN4i2+/+7Lf80Pa7+xy4J9vpfmuC5q4N02bjmXe18cRG1TVe1WdW/r7yM0drUEAsxhht7UKB/MbcOOYeuCdws/22+a7ne/Xt93773v/+ose/95lwzXIbtI1rD57XXn/O5lKsDbi5vrXfcrCbId57shI27W0t2nxyp/792N9qeuZCrZq+QmMzxiqkB+4LxHG7nnfdSq/w84dD0g8/pMe/S7WNKPLLxWqAP5iRmaX01EzFhMcxkq2el/E06TPXlwP9/5O+sjHgvXdzbHUC3dbse1t7z+3Dq+OnuVNna9GoxYrqQ/kTLjMjyoMnBtHLOX3t+d4PbiDcOHkG+hxwMwoC7WCCsZerwcrStVtXdOVmGffZq+GZeUqNS1d4QCS/4ZldthrnR4D3h3A95qLj11lpGcd5e+9rf9DfPFzgZr6HbnhRt3SpvERnL57XlYrLUENuKjDSTzGJCQqJCNP1ihtqbm3R9Oypmj96rkZm5SkqMIbow4BxQJv14Dr1D+1Hpp7VDzZ8R52RPVo2CSN25DwlBhISR272BVJKhDC8AYegfgzjblOi5rq7x9z+mYa2MfHz58LPHP5+H5yMYczYWPPJJLePz/ZqlzI55v5+geu6eTgwF5yM/ek8cLd0r+/dPns++7ON6915T/a93ZN97eTCwPc/0x5e4Hax6pL+evNnFd46TEunL9SsMbOVGJ6igG7oAbi0vVfg9/bG6Z97PZvt8x7509d7Hcdh99zcjd7zm194J5Skus5b+vbW1/Tm2Vf1VMEzemHyM8qOzUOchzojzTKY/QjN22blQiwxoAvP8KnrJ7Tp+EYV37igwvxRemnOx5QaNEwhJNEw8H7BW/G1x3u0A/qtngjdictH9PqW1QqL89MSohNTcqYrISQFapvJK2+4zpLnHK/3F7yDX/XDPa7SxgNw3CzW2tLVopNVJ7R511ZV11U6QRIVOUh5o/I1fFQ2wuuqDp0+igAr0qen/5VmYK3HhccABhgYZqIzOCwzqocBUtteo02Ht2oz6D4pZYi+/Ozn8WyMUIgH4rW1dkiPI/Wacg0C7btMOtSLrRNom6t5ZEc6AqkpIBscePNQijZPXR0qXm3uev/hUBMKHGHeFq9u9x7gU3rOHW7fc04TmMZ7aoW7V9t62503OipKEeGRaoDD19zWTkKGZSEFKCYsWrEo5iALQbm756Im30xB2/XtHk0WmRuFM/XyDK2drWroaHTnjY+I0yAIylYKxe4V9Y8lwnWxwoPDAhUXFQs5NEwtHS1qaIUzCLAIwkoy93VsJGCLTLVW+qahrVEdnZ3WAgqhSKeRnuMs2cMlG9hee36Tb3167ehb2nZuq2L47RdX/SGJIRkOHPsTBrRnNx+OeXSMSG19QIu5e3fP59qcicwxTpABqM0ystCRq2FlwM/pFH5j7QBYsGvbOb1eHttv/WT73AEcTwNZ/xig5TBrJ+sP11G8uEnrOpMP9q1ZYByKM111LXW0S4PCKVabEBUPeR9L2Q4zTWeeJXdO22HXsK+85zCHUweu+MraKmoYBSk2Kk7hQeHq6ep243vDqZ16+8o3tWz4i1o+fplGJI902dCBLINkD9ZntT9MAFqdMzIDXd0zSjfYCG+nL7q7uhQWFuk4my6DED5TAHyo7u4WBFYTfdxGNIC+BEjHhkcrLiLe21fWg5yyk+zDr2/8us5cPaOhKal6ds7Tyh88VqHdFMo1zwuer36SFxxp2D2v99lcsoA1jntM/hl474Abd27t7O7HgJsdw3kMcPZicbfhNe/sblcwc9Y85cE29xyQpywC75oBtLUt1Wrj+B68jZEktAwJiVfMoBinr63NvXPALmTX9t6T/fvT/fbdf+/2UIEb88F4bGcqzmjPyT0qunBKwfBzIiOilQt3NzM3nQBBn97e+K7qmhrwdqzU0nGLlZ4w1HkuA8x7wfw1DygmAl7aFrxtR/Sdjf+ktKEj9OzsZzQtZ5aCOwbRbPRxMDDRD/AGIDLPhwPegDYP48+8xRZC9So1m4/2Z21rpWrsj3Z3ntWB3b6xwH43tzjSKw9tINjGXLc+Y+6ZLHWywMlCI/HjXWyqIvmiW7H0dyhht07qCTa2NBPy6qIMGjInNErRyPzwIMuItf7nZDaf3fl8MoDP7nLcIeC1k3BZDTK2D3kTy28HhZLI4+aYlUHpZZ40qaGlwb2PjUHWhsY5WdfU3uSub0kE4YHhSohJILM30IWn7btWyPW0koKRcYO4L5PRIfCnLaPXu5FIxLVPXT+jP1r/JU2Jm6mnZ67SpBFT4LeZt83mCcYW//6kpqi1r7WLtas1tMkY0230p/Okm4eIP6MlWJTI/vPJfWsD42nbT9xvCRW6zclCO6dPFnKcazu+BYRZY1lf2OabQ1ZP0e7L6qHaXu/XJoA5Em9sRetNfXv969pR+pY+PP239PSklUqJzCTPBc6YUZC4LVy+yGw7L1Et+LPteNy3FW3W9nPb1NTdqgXTZmrRyKUa7J+JDkfeGz/DjEX6xDa7vlem2yfu2fWz9xvX7+gON4asbUz32TO5e/Ve046paa7SgeI9Wr13vbKGDdXCiYtUmD5O0cEJ7pQeDCQr1BvA7+83scvu4NdmMyzyIHXcTMk2oWz2X9ivHUe3ujDmqMxCTcidrCHJGQoa1K+9p/dow4ENqus+rT9d8T2NHzZagbhjXWTIaoMx6I1L1Ed9meLq81qDx6fo8jlNHVqoT638HcWHpEHyxh/BwPcLA+AQdzfQ4E+2mysaSm9Y5qoNfAMutiRXj8XB6VRXUwtlEognwEBOqCfcARQvZ8kmHoPfDVImnHk77DN/Np5cCRLO3Yf3wqXcY10E4FnpAgRdvH1K20p2cZBH+cNy4IEN1cniIl2+WQX4atcgCmyOHpKj2SPn4t7FE4I1bfdnlnRLT5Mbv+GBUZC7B5QtA7+lu17nys/rCNaNjeOZwydqbMo4LPFItxZiQ0+dzt48rT1HDihmSLDG5Y5RfHiiyiqvqujqRQjPLYoKiNCwxAyNG1moqEERKq0q1blrF1RdW4+Q71NsXKQKUkZqJvcVGxZDWwB6LUzHA9c2V+uHJ9boWPkxTSEc86EpLyk2NlYdng6853gAADuRgD5XmJXfBPiRUcQU9KNfDNL1sQJ3Nx7Qbtqztx8OQhACMrAVYRuBdyZOoTyHXwuTMwiLNhDF5Gli+nUr3IAAXLB2AIuFFE0chdE2kUHRKDT6xCa2ZebxOwcETUAgoGz5NCPGu41+cIUaUUa2BFEL5z5w/hBeqb0akZ6nWQXTlJWQCZ7kPHZOvBP9EPj74QQxohTQhaDDi2jipxWQcqm+VNsO71VCQoym5k5VbsIwopk9tPNpvXVqg661l+up4StdGD81Lo1bxOqEsOln/cztmterjzBjAF4n8+SZ8umkTbr62hQSHEK2dBTPhtCz6uwQ2BXYhFfrko6VndflmgoyrzsUhdKfkjlO00dMpy0GMQ6p+YYXrKutU3++7i90o/amZg6brk/P+gwJDolYouZ55lwm8BmzLvMaIWjXtzHtignzvbWv6QoDrnavBpo93HcPzx0EpcHWWqVbTG7LE9KrBojM7T1t3CZZ3wFGZra2svnqQUF2qpGM08s3r+jk5ROq7mlUO+MsLTJBszLGacqYybQbc9UlMfA7a3/LBrNHp93dfTExfIrH9eV/4z8PFbghP5oxFI6VHNbuM7vIwLutMcjBSbmTkIVJCiIifpVx9c+vfJ2x0KOPzPmklhQu1CArcIqXwy8klHFC+9BfPf2dcN+uadOpXXr31GuanblIT097WqMzJgl0TLsRJg1hvDKuLBHCgIllLhvY6qGyfy/yNIzz2soXvRQ2tyRU4zH2I3/8Qjx8Z7KQcj/W/2zeItOMjIGxYgLKuEOuniEHUQSGXVyXvuvmHIHILZOF3WTHXm8q1dZzO5HvFrbPV3xMnG7V1+lcaYluNTZhJEZoFLJwYtZ45SaOdGPLbDwKbZBp3UrUsdtlZYf0hzvwaYqhHRl5paZMey4cdvNx6rBxKhxSSEg5hbEXqDY4V2eun9KxC0cceC0cPRIazmidvX5eF8pLdbuh0fEvhxLOnz52qiIHhauivkIXblzStRuVwOIexcRwX3BTpw2biQc5jWdHzvNfH9zUmiZLTDikvzvwd3ph2PNaPmapcobmIr97qI7Qhl3mT4Ypcgsuo5MfRpynL7yykPnP993M7y68QyYL+5CF/cg8q4UY7p+gcD8McrhiZtX0BZBh7Me84Tg7Z1CPt99a/RtccWaTjxGB7DePOOdz3FEwYT/GoctEtvlMX9GLJLJ0IyatdAkAEyPLxlIf5/VjHrcFtKvk9mX96M23VQXHbeXcpzRrHDSP0Hh1d3Ac+C4Q0B0aigww8Mc8DwgIgQJVqx/ueUV7L+6jzRL04aVPa2zsBEX2JyIGzPHCuEKOYpa6+WxrmgegKxFBbMieEIPZlPZgLHaRONXJfdieYIW5ZwqFMxgGgO6ntiFCnjHp0Q3uc9uZrdp0bIumjp+uuYWzlJ1AYgj3YzQDWyY4CFAZgVMk0GTeb9xmEvMBPG7WXt0oDEsVvtJQ5mo/JUUnaWh0OlZ5uBq6a/Ce4UE7tl6e0Nv6w5VfBznb5KVSM1s/lkOvKWb+mBLaU7xTa4u2qrG5jbDqLC2HjBs3KJmOptP7W12WlmWy+RnS5zemTK2eTB8dakZGR3u9rtdeZdLfRGi0qrOzV+GR/crKSFIeGYDJwWlMTMJICFkDak5xmRVkoM32scOEl1W096c2lr23cJEJmsD+EBRxhBoJdW25+I5+fOkVJi4ADSAU3DtIZ8qOqLj5GkJFSuD2xsVP0Bef+H0NG5zLZArBimvVVYTRhfKLPHi/spOzNcxKnUQMtvGKB69cG49v0Lrz7+LViNdzE1Zh2SxBYcY4JXmj7ap2Fm/X+gPvAtwClRU/UiG90fAIL+tU9VGyoKR47rMAATcFr2YwbXL6YpFKa/bqdiuZiLT3IJTH0uwnsLZe0rAhw1DUCHye0Qopnrx8TG/jDq/pqtGysQuVHpGGUm5RZUONWvCohMPzKswqUG7aSIBVNG0B7w3w7A+Hqx9BWtsB8Lx2VTcq6tUGCTYwrEvBEV2aMGIyXK5RCuvD2m5GOuAtrGy6itv9LN7FBo3MHa0o/2iVXCxTWf1lhIW/hsQN0cj0EcpKykRO0Q8m4BCsTH/EFIoKIBdowsFAhI0jAI0BcMs0tr6q6anS2oMb9T+2/YdeGr0U1/5zKhyaj+BDGeEpCAiiTcn0BEa754/sjVUvnkvLVioBQG0+s02rT7yqqaPm65mJz2ocSQRdcDi3Hd+mV499E57HOD1ZuFyT0ycpmlIBViC1w4/xSUcaB6af+zCCbQiGhD9jvPRmqS4Arushpk8qnKDMmEyETpQT5Bbuunq7WAfO7NRewOb5hlLVMSTjwaQfHfNJvTjvOQ2OTOZezSfdpqobN/S32/8XRVwJn41aopdnfNJbJBRvjnFFDSSiH5gXBqftjSkIBuXA30+4fDbm2W3g0eqG9fi1uLa31R7styButQc0kWV8QuU3yum2CM2aMFvxkTEodX+SjRjPVWU6e+W8Tpad0ZHyrToE0T4FnTEjLlvL81Zo1eIVjsMXhJA2j5ARn3kjo0xaCQJTLAamTe18ENtDBW48RQ/e0NtkI1bigWrDuEmNG6rUQUPcOGjsuq0T14/p3177hsKiw/TR+b+j+flzUeK0tXl78NCaLDQw1Y0Xq6gcI+HoWpTtFS0fsVCLCxfBhxtFn5Gg4ql3Ky0Eov6c8jTwzbURiLQrcs0GAHLuarXJwgpVN1J2pA3QBiLPzE6FW5enIWGJjA6TgV5Qb4rflbjwyUI6xFa/cbLQvCOASg9z0DhPQWS4BvREqrGpTkevHdCrJ15Xo3+5xgwZ52gVFTWVOlF9XOfp4nxk4YzUOXpq4irNLZgP6GGsedrh/F3WZULJZvhnJKcrb0g+XjmMXNbBbOisxuOyT68dfgvpW6fnxn1IC0YuVGJUFneFkdlVrW3nt8I3XY8B2Ki8HABjT4aKq4rI+j6sW8hC49pn0/ZLpi5DvgXq6o3rulBxlLaoVy1DMIIKPgsyZ+mFCS+R4T1OIaHGD+3HCdCly5WlgOYt2l56VC/Pe1rpkamAmz5VN98GFDbgefPTyLQcZFQewBSuZzeyDfDsH2RGPlGOjjqVVFao9Fo17d4qf3ha4TgxctNyNTF7OlREvPPIZAY/iSk1Olt+CrBSqfy8fIzvGFWUV6kEo7u7t0Mp8UM0fOhwZSVnKhJjG/Hn+toMuT5Aro0XfPZcA2+/yUDGguN/2xymLbv9mtUfio721OoE13nzrU0MkyZNGjtJOenoAOZ+3Y1mNdW2KzEpQXl5w5UGjy3M6gXynNVtlXjpvqEzl4uoNDBGn3/x0xrUF4MnNZwha/QQxoXpSG7E9KUV0ffHg2f2mRloPUGdqmys0OXr13SzuhqvHTUJee5A2iCaaEhuRpYmY+AFUBsOM8MZFxcrzuvN3WtxYhzVxOEYP9lj0amxamtqh/fJ8+AtzUnPJEEC/Yk31ubEb9ZmxtQDAjenGBggrf31DgwZkd06Dmisy3VYY8e36zigZmjaEH1s5mc1InEYnUqvIvzNZW36xBIXmjvr9daet7Tj0j7AWop+a+4zGj5kpAvzVRGGqW2vZWD2kRYfDmjJVjKTMtCBOE4QFabGdjxSpSd07MoRHbqxXbuoO2XZWnPg2s0esVRLC5dpes5shJF5Jn6qLPg1Hu0BBcfAcxWyGYQGGKw6tgkrq2VlRQD9AHPVtyr0f3f/mw7XnsGyCFA8lmtnVSvgkBIJ2YNV0V6l85cvyL+jWl/92Nc1OnU0Ybpw3aYm0E7CbO/se51QWYRWTF6lmXmzXVaPeX/KW8r06q7v4XU5qTQE1ErCKHNHLWTuRaobHkHp7Ytad2ydTpWeBGAAZbH8LMs2JXaUMtKGEdozAXCeY7sIWUSi2BsV3B6mgqFTlBCbQJZOlfZd2aYxcRP10oznNG74BMKAsQ640JB6d/872gnx3gjpE0dPUlN9o4qunEAAX1AN1tNIBN2S7Gf1xLinlJc21ll1HvMABTTrVutVHb1yDAt5qw7glTrThMCmSbNiAvSJ+X+iaSNnKCEsASEBwIYEexRrdsORddTqO6+ZE55QhF+EDh8+or2VB+DUSaOTxmru2AVkcs3jWeA34hG0itlWtsJc70RfnICCCc6kRWBw//Zq6+D2AlxuAILXHtikf9rzbb04doVemvWsxqQWYIViAeORakXAXakuUSNk+2jCkRMzZwDcsIgBHXvP7dFr23+skqaj+tDsz6BcFykzIVO1TZVavftdvXbw21o58SUtn70I8J2BB7ZDN2/fVBUeS1vPbxB8pSQEfRrj3N/KY4T2Yrxs1trtq1V9+7T+5vPfUe6QPDyNeCywhiubyrWLdt+FpznYb7DiE5NRvgZoejRj+DTNwdqMxiruJARWzRjad3qbNhzbRIgjRUsnLKGd5ulWZyWh+kY1NzRTI6wLQB4M+T1biTF4yPD+GjBy3hTGtykns9Cd4WLGDwrOQl/GqTIghVuPVwA9hV+remhHEiqOntnnFMjvvPg5hHoaXpw+uKzXHHF+94UtuqVrGjV0ttIHZYronTwdXQ50L5w9H29rFHAW4IZA72c+GU7pD7aAHUKa65nF/NPZ+N8rfh8ucDNBwh9zopNG6EaGhPsBzhmjttLFDXijBy8d0Btb12j4yBF6csrzmpQxQWE0iPWFC6Pxc4skNGME7T29T6/s/z5ejqF6ZvJSTRg2FkUZihKsViUhLw/eF6tzmRSRpFyMRwvh8Q+ZwMhigFHplQs6cvmoDpcf1FE8LBcACsNo+wW58/QCmfpTUIaR0CoMrNltG4i3M/hB83CGrM0rCgi7sWhpygBsD553RKDXowIvqvIWmX+nNmtNCYY5HusYjLmA5n7KRABYh8NvDunWthNrNTQoR09NXakV01YSZcC7rgb2b9bWY9vxTJaT5LNCywkdJ0akkuEYoMqOcq0/ulFrjr3OXBqqFZDoLXoxeFA6GoOMz9brWn3kbR0vPYYB0YI8DVJDfZmGJozTkKQ0kkM6dbrkPDqpWYlxsfgJGhTU6Udm7niNzh6tK2T67ru6W0Mxmp8b+6KbY3FxGNDIB6utd7zkmN459Laqm5q1aNZsdTZ36PyVIh2tPKVTGCcFGMBLMuZo2egVmjZ8DkYN4IHVL7qJMFS1XHXE+n0X92pzyU6daZByadL8hHg9Mf5DWkUbxABCqKKGrAIk1l7U23vf0JGL27Vw5ovOiL1QfEG7ynbg0UYWJqRo/rgVmj1hrjLxXAbzS48tPWgec5vHADQzWP0NqVpkwtyr/Jlqt4zQy7fwfLZgTADAzt8+r1MXzmIg9CkuJkaR4XgKmcsllPo4d0X6zJzZemqReXahXpA01YZH9NzNc3pr++vog1ZNGz1dn1j1CUePutVaqeYmaB3NuDaIECQmUNOSe42GImSJTjaYuvzadK3+uo5i/NnYP3r1mG7SflxWDYjG6UlRembKh/T8nOfV2dINYC4j8tSMAV+mHSUHdaOpVskAs8yIFIVBO6msvKLT1yuUmyNk8x9p3ig4nzh2nBCzMfwbtD04cHPufZZsCba6Qkx8xo9Vkjf3/UEa35RWZfMNzZw8R0tGL8ciJzOEwWLADTXiBqAfgvzm7Wv6LkTc01UX0smo7QAAQABJREFUNGbEeH162YfV3tAFCCpW0Y1TutR4VhWNNxXFUmu/u/BvNANrdRD8Hw8h1hbqw50oO6XNx9fhvbhMgdMkJcen0I39JEwUOVf88gko8LkfRTF5gZsDnCgu+88JKiaBKa4+BrVZmYHmxeM53MLPgAW+ZL9HpRVl+vs1X9VVMnRCAI7ZQUNdSDNveJ4Ss+N17Ppxrdm9Qe1NZfrqywbcxriCqxVt5Xr3wHr9eP93EB4z9MyMJzQlY5qi/RIQt+261HxB/7H5X1ReWaUJaZMpg7IMC3a8C9l2BXbpTPVp/WDLj7BSS1F+XUrDms8bOlo5WH4ZmelMyCKtObRGVfA4uuE4jU3K1/SsCcpPwaM1KIr7OqFv7/0XZYaM00szn9bkXAAdXLdevDSdfh361oZv0YYnXIgsmuObG+vgpMQpOj7OKYKbtRXqwlP22elf1bKpS3BvR+BAa9J1QjqHS45qy5E38CxGASTT4JVF6krlNed9WAzwMRJ2Ljwd4/v0+LdqD6GVtUfWqwSPgBX5DaadzSMTGhuOR7NeLVif4zLm6ulFq5RNOCMM6w55TTcBnq3MBNYmet+9GGADDw4oH8i0KJey26Vas3+TvnHiNX1yynN4GJ/TiMF5rn87gxBGFSV6Z/9bhJDJ1hs2S59e/FlOHkR5hlvajqW94fBmecJa9cn5n9XYoZOplRaCBVysN/e+o1OXdsJ5+bgmThjH/firpIwQZ/FB+me/1YhUbsxExvmTenL6CwjFDjX412jNwTXafnAnwtCj//Hxr+Gxy8bb5o9AvalDFw+QybuZewuhBMRMl2Voqyn0E6IeNiRTQ1BWQXivOwFyV8ju+r+7/lk3r9ZoyohJCFLGD216DMv07NWTuokHo6H5lugafWXW/6GMQQFhokF4KC2Eyzi3PxP2AwLOvK0uxMznADwO1sYybzYTuRtvZDFz7l3G8lWI2oV4JV6c9RGEc7LKmat7z+zV3qLdjJ1e5Q0fpQnDxwHUs9TbTIZ5U5PCwkM0YlieC70G0Lf+VlgThWKrplgBYQvRm5Vu9AZvqGfgpv4bXx46cLMm5v4tK9RKwpghYZ6HHhT0hYqzjuC9/9RRPbF0uRYwL7KjszBmGPuMPTNK3fqPAD9L7tq4d4u+c+ibmj/hSS2fDGjB8Ll6/bqOIFOLm045HtBgT4oW5a7Sy0t+y809q8XVTIHoixhbGw9v1HmARhhcw6S4JNq4XxVVlSprKtbnZ/2eVgIG4weRDe28FYwIXu3eTS67FTgYGy7LFc9oAMWWzbvdD8XFn9C+DSOTkRfKi/XOgXXacmMj3wOMAodpTHKh8gFHmXlpqu29rb9+9UtKVoEDLAbcQvvg5QbV6fU9rwPe9hBJ6YUS82HNZL7H9Mczh3p1ueWS3ty/RutOvqVZWXMBPADXzMkYMAmAkR6egXmw6VuAjSLXbkmE8ArSCiglNUzJKcm6CTB7e9taVXTfxkjr0MjBmZqaPl4FyWM0KidPR5Bz393/b3A2I/V04fNaWAgAiB0C3aPH1W/bUbRdbxz4Ds8dq+TEwS4pyY+wYGxMsgKjA3QO73k/Uablw5/Uy3M/qWhkWBdFbU0WHgUs7yvao6rbV5WdiOzFtXfT6pi23ybcO06rJi5VXma+47l2QE84d/OkfrT7xzp//aqSAHcmC415ETckQbcJOdfeLFZB6kwtn7lSY4ePd1y/flvX2ziM5lmlWDPWOn1CUV30qJvn1o8YAN0UPtt+YgvtTM3HyqMAyxBFhBGSZrwFBIRB2whFtoYqnghPcli8xmTlajw0mySMBeKfyMPb2nZyi/Yc3wMgi6P80UxNwZi8SlTr+A1kzrUTukHkBLohfN8XtZgkgtz04fAcw+jXDqJBpdoDVerQxf1qgG8dH5WCIR5LeZEWB55TByVoEWWnVo1/UrXVNXpl23d0omq7WniubsAwproScVzE9ATjsAmhED9c5fAwpVPj0LykIwaPhNONZ+Y3zuNmMvxBPW6G1si0IW5HQ2Oxm3DGLeIf4YcC3KD1h9bh/vbTMwtewOU5WVFYXG4RZSxNJygYe11YqOeuFenVrT/QLdzMBaMKtHT8PB0/cAoAcFk1CIAGFEkNHoWQzkZ9YdGfa57xQ6jg3qp6uEcntevoLl3HAkwaPERZmZlKHJyg5pZWbdq1gQEepCfw7Hxk9kfpYyPWc8/255QZL947sTcGzxxACyCG7i3yy24UbpenExf+bcJCp/VvG7+qXsBhTkK2pqZO1JSsaUpmpQG/iD5tO7tVb+58BwxYrz/76P8Dj6KA0JW/yhou6a2d7+qdU6u1YvoqPTl1hfJjCxXaE41wqWfAHta/b/1nwGovg3mJXpzzlJKCvOCz2b9Zh1DO3133Qwj3NUpNiNP03DmajNs9KS5BwZGB2nFkn97Y84o68T6lQlqfO5rvMycpMSQVb02XCy38666vKTdqgj4+/3kE4UTFhGCNsgh2LaGJrwPcikjBtmeNimDFish0TRsxkySRwbrKSgHbj+3VGSbrHyz8I6004AaYutqA1+XqIW0+vZloYTCCCa5JRo4Ld+yDf3LkxjktzVoAkFkIwByOpQXJH77H9tPbtebIGib2DeSLv4bHD9fE/HHOVV/NBL5yqQxFlaIleLXSEzPdtWzpLQMatriw8TvM22ZhNteF8H1cl+IXbSekeRGQtQaP2xsX1+jjU1/Si5OeVXbccPq+S/V+tRBtd+vd4+vV0dqmubmz9OXFX0ROherU1SPahkfrbPkZFTIGnxr3HGAkF+5Sk46WHSJ8utatPzltzARFxUQ5RXjlSgkZ0+2q62vBgOh0fLhl+Yu1auwz3FOfLrSf1Vo8pRa2HsF4+eyiLyoF0G11vM5XFuF12Koj1zZqQcHHNX/MAuqjZTivsAehOygiFMVOLTiEqAG3CzWl+vN3P6bw9mGaP3G2Sx65cv0K3Mgz4E5/VrwgZA0/JyC6SX827R80jrpTBtoNuNn2U0+bN7Tg5p/tN+vdXi1sCnCzKQ17TXuv7oSfuo1abvWaR/j8idwXFBc/SCeuHNDbB9+Aj1dCv+Zp9tiZGoMXNiEwUR48G52EeNBAOMKjvet1wqEznzVoDYSIkqFdzAhy98OFudwHsj184IZRYQDH8SWRh8jCQGRPN719tPSg3tj9BlmllfrsR34HWTjJKUwDdmaQuHUx8Zh0YMSVVl/Sul2bta30TS2Y8owKyeRtr+1QUfFpV8OvKZgAIt6gOE80PMs5+tTyT0HbiIbH1Kzz5Wd18PQBDLkTGpyUpGFZmUoio7Wto1UnThbp8M0D+vzsL2vFxCV4sDCiTekB1pzwYzL5xoR1iIEAC8nZihou1M3zWGcZZ6mhqx6P13E821t0vHG/hkOHmD50miamTwawDFN4bIgu4U3601c+rfSw8Vo5Y4WWTVkOvzlENf3lemXLqzp88aiiYqP05Re/oJFhhQrvi4b31qKimhP68b53tAlC/MsTnwNkkgQ0mCQ1XOKdcMXOct5/X/OvqrpV5VY0GJ9VqLmEkwfHUswaz9dpZPQra19TU1AjnqAETcubpmlk8aZFZONpitPWMzv0b7v/jBB2oj485WOah6yMI3TchWe0vP6aNpzeqDeP/QCDP5E5GKnM6EyNBhjmZuSqK7hdr25crWs157R49GJ9asFvs4pAkvOC7i07qL0XDug20Z68uFy43qMVEhaM7DitkzfPa0TUaL0wfiX0kHzHde2AwHIa4Pb9ba8gC6tIahOlr9I0OnOU8vNHqqqqWhfOllBuKEYzx80EEBfAfR2EfDBQjcwzQ9bikYBmiq55KSMDANwMwx6IZgb09+C9Lbp6jj5rAuBLeemFGko4NAILz3h6GSkZhPWTFQO32HnMMFSNM1nbWqvXd/8Q3uYJeNzpmjhinAKagnTq/HHV6jbh12aXAerX1qx5uSu0lH6yLOlAInCVzTcx7vZjCK9nvlNQOmm4Crj/ODygxZXntBcPXDKetMWjF+G5fFKtzQ16/dCPdPjacd3A+GzBwZIzNBVP5XAl+MW7pLohQ+gPuImDkCvxGDKuMoWF8X9m1NrI/XXfHhZw62LwhCKQLe7C3LbVDTqDWwEwb1O4bxPx+Rx9eNFHNZxXSzSw4n7OtcO//XBzGrrrtK94vzYcWo/C6FTakCEaHDpY14pR4INTFBIfolvw5c6XlCmgA8G35KsUiJ3p3OplzSXac3S3jhNqS4wfqvyCEUpIiSeLCIIvA/908Qnc5UO0aMxCLS1YzoDH0rd+RdN7i/eZ8kd4IaRMkditeSDymjA1gqbtMM+A1aMrQWBsOb5Fu4u3EZ7M0wwEwoysGUobBI+NcNONxjJtPb2JkOhuRUeF6vNPf4XVH0ZAyuzQmZuntHrHBp2s3KkX5v+Wloxdoqyw4XDFIuGHVREiXqcfHn5FAZ0RenLiSr208DlCnRCWsUDLIcPvwPX+1rb1io8N08zREzUtc6GGx44hIwpvJe75TYe2aS+gMSU5QzPHz2SSTVJqRDrZ2kHUlKrU+qK1+s7xr+MdxMO09CPKwxoMg8RqSQHFlWf13X2vqZS6ewksxTQud5wmppm3rhDFE6BTV07r3YN4M1v26SNz/0ALx8x1mZRHLh7TunObdJ1ilYXU55uYBtcES6nm9m0dxPIs6rqkj418WQtHzGepHrLnALC9Ye2OdPrmgR+rBqs1NyVXs/NnqRDvUDTZyO0tHaqvaXJh8MyhgDbCQ0FYipYpZWFsUzHGPLSsOOcFoDeNAGsKxZYLsszbImqmrTm0SfsqNutDE38LALZKmfG5EKHbdL2tVD/c9wZeqtPwB4M1P3eGvjj/dwG3vdpwdIP2ESptV5M+tPgljUucDHk3EW/wde04u03ri9djmcPhHJzIUkWt6uBeU/CIxUTH6FwliQXV15SXOgIy82LNz1mEIdOrPRXbtPHUVt28Val5ObP0LJZpQiznbLmufRf2YNFudd6pZ6Z9SJMyp2kQ5GXj8QkSrx9A0Nx4BO7V3NWuUzfO6I83f0kpfpkak1NACD5U5eXXCBckMh4z8MZehaB9Th0h8ODmfVOFrH4RzGLxXh+bCXrzptCCtKObA+6zjW92ISgDLJSNd8yu3+Zfrzfxou48sRuQGq6VhNdmJS1VZGSQjpcf0LvH3qEg7wWyIrM0H4/F2IzxVGKnwjkJMkwdBD+cKvrIyPNWgR1Tzi5iKIXr8XyE5AxsOzDH3Psgtl8OcEMW8mBG5HfPjhJrJLFo19kdhNrfJOwfot//6O9pRApAxOKOyBcj/zvBibetrqsWA+K0NrAyxrXGYg3PHkn4PQrg1kb/BCk+LUE1fbW6cPmSwsgkngvd4uPLPg7wwzhsv6QD1H07eeyk1yiZN18xCYOQP4TZoVKcv3gR7l0jZSA+yu9mkPlOghKyz7rBjQvrBPrCeW2sc/jzWCFmgJ1LBLLkErqqD1BegqzYXbRXewijd0W2IM+Wa1rWdAyd4Y6/2QC15WDpXn13+z8oa/AkanEtAfzPR24Eqrj+tF7b9jqhscvKzs5CTn5OKb1ZhFGjVQfF5NA1MgqPrtOhK0f1u7N/m7G3hDB8OuMJfhvPvufyIbwz33OKe+KIQs0aOVsFMTOgCJA52Yw3+NxebdizWRFxoZo7aa6ThRmxgEnqKnbDYVt/cqO+deSv8PaP1CdmfwpKwnQIPhFwcwG+N89q3ZmN8Jg3KCViqCazMsq4oeM0MmkUAI1523hN31r3fVW2X9ZMaAzPAKyT0VWHLgBiizY5b2Aq0Z7pJFRkQGeouVWnw0Q7LkEnmZY6Ry9h0CUBlJBmaLpmnbhxQv+59puqJoM2JxXPIJzgsTljKZmFwd3SiSeqzvV7UnySo3WEkGRn3ja3yL3NG/OQ0k9+lqCFvCGI5OYdtgOUBKmKsPrpK6d0qPgo4d5LhNbjCVk/qRxWe7HlDG3lohiiKgYIyRzgR2Z4AM1JQqkgAeo/1/2rSvD0Jw5JQo+nq7GUTN6WPo0cXaBKVcNxPKUOvIvPj/2Uc6akJqciqxp1imSlHcd3AGjL8dZPpG7cNI2Ao2lh2u20/+6LO5WbnKfFBcvgCs9HtrdCsSFyc2a7jhafgufZqafmrFJhUoHigxLxHJPSRW1DEv0pBUaioM0d9/w86G/aZn3+UDxuxmmzFrVRw8y2NPUbHWV6Y/s7uFMPa+rwuXp+xouE0XDN4zXhYF69Vl4fhM6qNqpUH13PkkD7+ZpyAuFk1rR2axYcrxHDcuEqNKno+lmdPHtGCWSgfHj+xzWa7FQjt++6tEfbj5CqDMEyC7Jidk6my+i7cLNI9SRMDI0cQ0hphqYjqLJic7FWIJCiuKzTve5muw82uy8nrAYew6QZesYR4DFTWvobdaT0sL695e8VGjwUbhagLX8GobGRZCWGc7o+Hbt8QDvx2JTcLAGIjNETTJCM+AzCGrd0wEJiCGO/kC6tnPU03Ai8WUGpXCxQV2ovY+F9XweuHVI0g3TVhOV6bvZT8m+GsAwn7PjNEwibTTp8/oTmTphCGYEFWG8T8V4S6gxo5He74T1tUAPhzSkjppM+vViZhOP6uy3TqEMlNy5pA0TeTZff1Iyc5frU4pchyBOuow+a4AZaVex3zm8h8zaI+5pEgdUJFGbEQ+Yfp2rCK/sRhLtJHPGD5LqSEOCojJG6UXlN247u0J7SHdTsSyQEkaNsrMX2mmZdLqNeGYkiI8dM1RMFS12IIjwYkhxhkVYI7+sAVasPvaag8EAs8Sc1K3+mEvGwBdAWxiU05WAjyQ+vZy+JDsZB9AdAGuhGJbq2tgxO42bRgAgoBBb7Dbg1UgPo5NUTjKeNZH9e0tPjXiDJY4FSCeHWd9XpOG38/V2vqBbPXDzlC+YOn6HPzf2MrtXd0Ns7V+sSxNiszEy9vPBjSvIHbMJPvFh1XmtRJDvLNiuWZ43AuxVK+HJ89hT6uZCh49Fq+JlXq66jJCZq2YRFyk8cB1Ds0punf6QdKLhewjAfnvKCZucuUSjg51jZYQDsRizM9frozC+6cHJySDpAPsxr00DqFSU4bHxYhYDq5lrtv3RIXzv8NaUEpBLyCCNMGuWSX+bkzVIQ3KaD5w5DTzhM3bA2fXXhPzpSs/lQ3ILYjHeXPcgYN9K5jXWnrBnnVn7B+GYBAHnLHu41zyQW9X9t/DZelQNkR44jPPyc8qJH4xVgvDaUkEhhodI9lF2phiQ8RWMyChjrmXhIM9xSOMHmWeM/LuQUv803u67Pu2eeN9ssIYhb+EC2Xx5w49loUwQNy0N6AGCXCYdvAQTvwlDJ1udXfF7pcak8N8cZf4w+dhthwJvN5QB6ZMWRHRght0koCiWTN5jMzEIVAlJCo4ORQwcxSM+6VTfmjJmlVbNWuezerZc24m07qJtXqshEjtSMaXMxOC0R4IpqKdUUhBEwp3CpZhfMVlZcJh4sQrRGHXGycADU243w2W0Gsu05rA/NgOVQt8B6RI/2X9xH6aaNeAfPaeakhYCy2YR+c4E/JPqQ1V+G13DjcVb3KD2tMYCYOeNmY0iMl4cw39biTdp2cAe0hk5NxHv93KznCIdZrc4wwnAl2lFMQtvFraybXKpPzfqSlkxYqJTwIdxLv67AFfzR4R/r6IVjhPYKWRJxrialTVN4cxoJcGT13tjvMhKNYjOecWvh2WwKXQeTBW8Zo9WEUdfDEV196T/hUE/RJ+Z+Co7rBOLZ/rRhnfYXA/qQhbV42ecjSyePncAcy1F0YIJaG9t1uJg6o5ZsR8LBLPil0yjA3UECwpaD27Wd++4ND1YWRtSoIbkui/782ROsEtQMnSUfj/o8zcmapUDnNeti6bp6HUYOfOPd/yLpo1VPEmWZPXqmMiyE3kt2KJ4v1xdOL5F8AH/V+sIfXevmElLPPNcIPudxt4xiqzFn1ASY/m5o9UBhOnf9DDKekCXgctrwKYDNp8iyz2JechyAz0qV9GJg+fVhINs1KezczYopZeVX9LXX/0L16OhgPKjRYVEa3J2ADpnNsnd5Ol57Wm8jw9rrijF+/wYP4ySyUkPow8vaeni7DhZvUQHOjfkUGx87ZAIevXjHjf0RIdFSEtFmMHaXjHuCRLh8nqtVtyNvavWBNdrFSi2hwR594dnf08i4fAyBWGfwUUQPQNfKs5mf0e6TcfpBCQ83QT6Yf1zZq4cC3FC35ro1AqsJZpZPxso4oLf2roMo2qAlBU9ocf4S6mnh5mWgUXmIQWKWArY9A+ta0zX9F5159vI5eEu9SolJUn4amXsLlhNvT9Lxiye08cBmsqQukcI8FyExj3MlkLkD4IE3tuPKDlKmo8BZLU5VDPYfpGGRY1EkaawLSXkMltIalsxEQnBZurHLlkJRcbcIIq/FYorLO0nss4Xj4KlYmr553Qj13qbI8A7S8/9xw99rWeETWjFzOcR/PFKdZLkykHpDerSzaJt2wwdopq7aS0s/ivcl39Vbu1Rx0Qnug4QIJ2IdLpq8QCNJWogIGOSsvFOXj+t7B7+pSrxFJiSWkUG2mNBUUDvABVCyuWiL3iXDrAbX9adWvqxpaRQj7E/j3oLUHlqrd06+ozXHv6dMPHDLsHwnku1oJHlbM9Yq358goWHjqU0qqbukhYTxXpz2AkkRQ5j0fQjHCr226YfaX30EwTJHK8c+oQzjYFlpC9qgiBD2tmPbdB4uQyFelRVTn1YQpQteP/od7Tq3Wk1NYcg8LDTS2kkYVWLQUGWE5Wh0cr4mF06k/TO9PIReCNiA8msI3vWHNgMwdio7I0svLf6I8ik/4t9BqiHhTyQPk5GxZHodDx3MbrfPODUewrr+fG/jxjIhzTo0BdlPmN7q0FnNo7qW24SljuqdY+8SwffoKbJzp2VOppRApPMSGKn5wPljCPkgiMxJmscSQp+Y9QltwtLbtHczQE16YtYyODezFd5PGQ769di1o3pr3xodvrGPlPRwQG+apgPaZ6GMkvHmWrHVf33trwmrpGrh1HlaMI6kigDCUwS+/nPLf+hoyXEWCE/S7y75gnKSxqmp7xa8k014+NaRuVmhv1z1dxpL5qpfF21gNgVeVg8WL+xl8E0IALAHkvFlbcFr86NzrytO8ZQOCFPhcPp76mJNSJlE1tcpCN2bdbH2nArgln1i6qdJKEgHO+BhNv4Uwt+BX5q1D9K5yTvbZ+DKZqTx9aw+lV2zDYLwtY4r+q81r1CjqxTluALA/iQ15ai/iG+inXqDlil7ogSyNuPjwu2Drn7h2OSZmoUHaHLOZKUD4rz9aCCAa9A/zmNqvBwUsIFdew0AkNt9fBDbQwduNmjxiln4sR8vlw1jSyw6QjbpejK2S25c1aKJeGnM60J9QAdeyTjvJ3EDqUPUokeldSUQ/rfj2d+G1+y2UqJTWRdyPCttzNGo7DxV4Tn7xup/0W14hCMz8zR3/CzlZ4yGG3uDpKkfYJicdpmRvdSBa6eJk7il7KhJyIY0KBaJmjllOrzRXPQ15UAwtG1seAaAvI0Pk4nO48Yz0DHIczOOeCRAjy107x8K35LyNRtR2BsOr0NGtOlzz/wxySkYsB2UZwCEUkod7tZZvb7z+2pt8mjx1Pmamj8Vz3AK5TQ6kfX/ofOXLjky+0KW1ZucC/DyiyHRhzUxy44iq5APVQdZozJaL0Jen03V/CQMOzPOzmJY/eOG/wk3N0wLJsxzJVVSQ0aQsU5Jm0H1gK53tBEjtw3g9fL8T2pC6iRWFaGtaYdOv3YVXzvPPNmik7f2aTIg6vnJLyKLR/HMgDqygTdQ/N0SA3JIZvrteR/G2ZAO5z/YzcHKBoy73asJxZ5RDokCS6DfpKekaz1G8fpT34SfG+FKvdgi7sZOiMM7lhU6lhJMBRo3An7dsJGOp2X1HXuZ0zcarms3Hv539r6r1LQ4fQSdMT5tosKpUsDNcs/ctA0ivGJurBhyBqTZjLJ5bXLQLUGInLbQaBd18wIJJwcBUl3NDMZgD46CQ0UHtIVVD87UnmKVlY8j2yYTpkxF1oUit3soP1QLraiF6A2hUsZlENdtgcN9oeyi/vb1L6oHLnRQFIAUsL+M8PDUvKnytPdpA1GItdR4i+Ucv7f8L5WTPMzVDj3NGFy3ZyM1Ruv11IJnNb3AktOS1EJ4/zTh9W9s/N/UPk3BgbFci9A3EZ7BtH+zrnpKHWfyEPULh8RF6ytP/wEJJDkuvG5ewG5k8W08uX6UDrHwcSi1Oc35wui0Ifobs3l5yQ/KcTPhT9ijz+qrASQCGLGNvXUIqrV4iTZQIT5dKwuf0vjBk4mp4+IlnbyPcIEfNb/8AXG9cAYukX36t2/+L6zCBmqTReGhm0DW5VNkGeGFYdDup0r8hkMbVd5UpM88/8cak1mgvuZ+FV06R6hum47BsUiOHKHkqEQ8ctHKik4hzDdSGVj/EfC1rESEWYxW5yw0HM4QrkYL6/oUmnkeTFg58Ibyd5YI4V5TNv78uMuyf+pLsNS2IBRe0wvTPilLdsiG8G4CzQMpuKL9GskHWJjnTysuNE5/+NIfKx7XehBtcwSr6q19qyGxb9enFv0B1udMwGkq7UCyQ2WJtkGI33ppPUI+UhMyDHwt0KycGaSZh8IvaoQjtda5kAPC/fR7WCG5IcPJ04vD6uvXrb4repWwwztnXqWo5zPOmhoeOxIBihcQsuotsha3Afy2ntsKnyGSZcRWaGbmIg0im7LT04o1XqLvvvVt3Qi8oufhgy3NW65IA33UaKrFFb7n4n6UyCasvW59bN6nsQjnQrat0b/s/ntCOgdIrkiBdBpLseAYDR2SquToZKXHDtWE7HHqazO3eyfeIPIKAU5WX+okAMOyySparpC9OgHv4TJlRI2klgsKz8xEy4wyPIZ3DqRGx/EeAOe8Q9bW/DnwBrB0XluO8+CVNBBqaf+1ZCIdvHgIS/AdSiYE67nJz1JLC4saGHsAIfmjvd/ilEkUUW5XSmIiXMBplPZYpX/d9J8qqSgFDOXDL3xBQzzZnC9UjX5k417eq3cPbdCFW2eVEzNMc0bO0TS8hLZ0W0N7I4B9p3689V8odbNQK2YswRM7Ha4XZPD2Cv0HqfS28sB4vA6fW/gluBqDVVJfpE3wAo9eOajsoZn6+ISPUzKFNsDj2Yv124FV2d5OeQ482dF4+DopvXGS0PO7J9eqqKpY0X2DqJlVgMU6A64iJUkIr67Hu/Hu6fUozQ49RwmTWbkzSZWPxZvmBUimlB1wM9BkHueBzQG6IDO8AHcAZysXUtdxG97dYagO7yoswl/L4OXMzCN7DkEfjBfUirv2km1t4bDzJBOdJFxSeqMMw6pEWfCbnpn4AuUrVoIQYVkbxZh57i01YeCRyUhs1u7BlXBxQJxO/gC2hw7cjLdrHEwMFIpJIt8CAU9tlJfZqi0Q3rsxbj++7AWNHwTXNxQuIUPeY/9AfHfqJ7SL/i3C67BB289ugibQoQWjntJCjLhcCj2HBoU4Hu8/rf5bRnOwZk2c6dbKjeyLUvG5i/rR6TU6X3uJcR/gQtiRENCzY5MptYE3HFkYG4PhHITCR/aGyxRfOMdaGQyvMWtjwQvm6SID1gbj8Mo4gMAVzTj3h8xe3lymdXi09xPqz05O06cXfsV5+BkUAIEusp8r8FxRzmPb/9bwmEV6dsEqvF8TmdqBrlTGX73xF6qtaHQ17p6hekBGXAY1xMKIVFzQnrO7Xc2w841U6Yc3+Sy0kalZU9xyR10k+xzHyP2HjX9E1jbefBIs5uRQUqUrXv1h/niJr+u1/T/AKNoJly1Kf/r8nys9NMtlSJoR2Ipe2l20C6NujVuBZ+noZVowYimyOJ151+bKNb2z6004dCeh4izS78z+BHMijPAqnMLuahXVntX3N71KaZA2PTXteS2iUoGV4Pg+lQLWFX9Xsf5DSKCIdsWGhyYPxekwWBkxGY4+4QxpoyOEwiEmU7KX352/fkE7MOaPQjmZNhVZOHaphsXAf+slOmG0AgfYTBaaNWelkJij5mgwfUX/eCNHYDnLBObYLmS2FQI3oGkeRJt7vSEd2gPdYQsy91LLSX3p+T9RYXIB/GayaDlXfSch9GtnCb2fJ+EtE67xJMUgzytJRjt8/rC+v/s/iKAN0vD0bC0gNLySqgIhUFdOFB/RJqg5RXhcx6bk62NzPom+TYP7d5Vn2qmtJ9ZqZsFil8g2NDbTRX4uwG3bylzYenatxmdQ2Hj6Ss2m//zbuF+M79KGi3oHY/YklRXy0zOhRH0eRwAhcjKYrf7b1VaiPIe2KpLnMw+vRVGCuRca6AOQHh/gJZGfDxwqNf5XD5WfLR09AGvcBlY12XI/2P5DPGGva9GEF/QkJO/sMEiLeBGs4CAlVgFEZplSlZ0Q5Bk4Vn/22pdx76epIBPidf5szR+2knOFUkIBYvzJzdpzfrc8g9r0xaf+kEKOEM1b+nUOd/ibgMO9VVv1dMHzmj56CgBuCNYbjAWUjFWDvlF7Q6XXSujsSMcfiCWeH0SYydVsw9I0wGao3Xg+3BCSlDcItn6rZo0lY2DAqnSfun5KawGjlY2soTqNpbuy5sMXSOP33eoiU/Fo5SEsp7Wqq6NWFxkvn4C0GkXhRCvgu6dkr14DuJ0mxPE3L3xNUwtwKUOGr2kihHr+oNadelO3IMb6IRQnZQLcChZoJooXJqwqbiMkyZY9jCWamDRYX1n1FSXjbbM6ZkZGLmu5oNe3ryGrcRtckI/CNVkKEMrBC8iAxkq5CT/hx0d+qF0lGzVm6By9vOBFuHUFzqqq76xy9aJ+sPpHCssVoO85Ch/PVEh3BOGObh28sl+bL2xyy/jkQ859Au/VaCzR8qoK/eDA93meQ0ol9X9y4VgUdi41vuAjAo4tgSCEdWf3H9+lejwEw9NHamzBRIBJACUkLNN4C6GBdizxxZo1fCbew6FeCxOLykqTOO8aoNn6w0CagQnbbLUH8xbZPi/nBg4VQs3W2XN9hdFg5Pz9ZHm+dXQ1YyCG6uAr4HNk4am46eoJ3mCFi1zCumXXr6JY/TRuWL6mkMX7zT3fhcsVQXmNWVqQB7DtIpSFcLzeVkxq+g5twdtaXndRK0c8g5W4hDpOYwDlQSqpKdbaM+t0pPiQ5uXN1aJx810JmPb2Djwth/TG3tVY650A3jl6ceon4BWG6mTFQW1EMZ+vOE34aIxeLPwYXrwMjOxO1ZOpW15/U/XwBFPCkskszXEeuN1UEv/e7v9ihQXW/CWZY+HkeWRyTlVccCKZm3761o5vaUPJGxyfp8/N+jye2yw3do3DZK1nz2pK2drS+9kEO++cRY83FO+yGSmmFCogFlu5lq0ndriQyFLCGWPxXITgIfYDlPjjybT27oa72djVQNr+DVfvbQPAIT5hiJ5lzq8Y+TTziHAvfhILaXBqt7n55gwnrm2Xt+t/QNvDBm5WnoGucIrW+a6QK/V4yV/f/4b2QhJPGTxUf/D87yqxO5P5x5jFU+GBZ+lP7T9/xnGXf5OOUDLh9T1rKeOxi1B8vpYXrCA7nELeGLH1rAZyiqK03977f5ScPEKLpi7A8JirQBKDbpTd0DehWxTfKqbv0/TMnOcpXp6oSH+KhuAhtz64Tbj99MXTrEQTQlbeeAyXIQqLivACAea79Y31///L3ntA53led573K+iNAAtIsIAk2HsXey+iSHVZclHG8Xgc52zmJJNN3WQzu+NzZnYy2c0km7En2cS9yLHVO8Xexd57A9EIgCDR+1f2978vQGnOsQjOEWPLlF4QxPe97Wn33uf268yb4xwwg6ZcWh2Z1JyRA7ePkXLpbYRNpShaQJThk1OfR8gu4nqXtYSIar11mghaohGPvYEwSeqcuevxbx4PX4dWq63K/ugnf2Adt+LQqjX2hdVf8IoKLaQ22nlyh20/sxMz2jVSEDUQ0T0ZWBLjNh8XkgICMm5CL3fbt/f9F4T3tQj3G2z+8MUWbk7DRNlqV1vO2c/3vWTHL5+wCaPH2NfWfY3cneQURYhlpwNWa+2V91+znxz9W09f8+ScJ21OEQl6gesmfOdO4Rv7BtGsDeSOWzFvtX2Ofau7MWwd4PLpquO26dy7BBOcAWen0Pf1NmPEbGtrb7cXieZ/5/BL0MJCkp8r1+VEmMFiLBCkwiE4RYnDL8GkXb56lvPDbNmiFTBbqW5JehdlwIWKC/b5x5/BX5ogtwhMLAK7ktqy9bjQo0wHwiPhcIC90D8G5FV/sFzJH1spkWJiDHnIK6jIAsYW253SZtsObHG3lor24/a7X/j3mHGnkKYnzxo7W7BaXfDAvkbmVhrMWRNmog3LRTt8mWj4V9h39tlAfMcXT15Aab01VpI71XPDvUmy9q2ntnvA3tPznyE4ZBVpvPJxjTplb+570w5ff8n+1dq/cEHf2lLsfNlp23HxPdtxfQswn00VkNkwgett7rCFCO0wbvAGF6vO26vHEE6rT5D+ZrxH7BZEhjDOKC4EVbb7wh6SW79ryyYvJ9oaa4cUOxLgRUg+Tcd9YdyYtG6IkBBcJsZOfq7evmDfffMFO9ewxZ5Z/HUYkcdscMooCDnZlWEmQhAT8YwdRKVUtFy13Rf32vfe+xb52WbYCrI5r5yywkakTaZucjsFtXd74tMLaKbGjBrBYn4Fle0oI9oYZ8sz9uODr9n2qrfsaw99FZPOWhvebySuQZ1Whc/SebQBR+Dea5tv4gD5kH0OR1KFE0dS0fgJBXo0DyJUdN6XXvTKkcM3FzY8Nhwl1dyF78MrB35qA3OK7YklG206NVT7YQ5TLcqWFIr3Hv5nCNX7lp2abetmkTBz0loYSMaJw/HOi7vtR7teJFnpXvujJ/7CZk6ZZm04m5+8Qm6gCwcITriFi2AGkTWtNm5oiRO0ZeNWWXd70g5c3W7vkZS4HN+MmSXT7fMLv2AFKQOdeanvwpGZoIeXUEu3Enf76EMbnBEqTCtiP4561nFpQ16kbxUwsGvGP2LPr/g8/RqI31QHud0u4qvCuDa/ZVPmjyFfEL5g2fiC1TZaRVmFnbh0wmoJBikeNgpTB/5co+YQNFJk5TVl9sKx79sxNFvF2aNt7QJ8GMbAjIKQt8gnVoqz6nkYmgMwdoOSA8i3s8oWEDABBbUX97xOmP/PUauPs6cXfY6UJ9MRtjIC7SbER8sgVsM3ES2JiJWkf9ZFDHYgZcLQAWtKMOuVL9hUlIJBJYVqW2qoc3fEXt/zDoQraUtnQfRTc+3qlWt2pbzUxo2jsPfokbbv0F78La5SlimH/E+D7QQVJpbNXoy5eDVS70RKC8HcIwUerXgfKXGTB2ioZNgzs7/IZrUQLeNAzND1OFDvte8SVJJsidoGnPSXYSoc0X804f8N9uKpn9j+I4e85NbKWSshOGvRZqb5vLwnX0jmaMzYMfbcTKpUpOWSxuSyXagtJct7NRqGQTavBFMzm31TV6O9R4DDizu/Q73EcfbYfIoukzqkiIzvMo/Ih+qH235qxyq34Gj9sH1txdfJczgYfGMmnaZ94EemrzonlwZNr3xkVAVB+caklY6zBpdvEsDx7o/tGPkX1y16lMCetVZSwJzggtBJAWil4Emylu2xVpI716EFuk61k5METxy2YiRz5UxcOnwV7UvjpoXjTw/jJhOpEvjqdHDc+dB74pf2974zbvQcdoyxBXOr8l8VOMv/eNtPcHo/b1PHTrXfffx3LLuV9BxoLBXEFcKnSCbqGGa8qrZrthtf2Lf3b7GapktoJJ61VVNWkUh2Aq8MEVV8Gob6NdsPEzgTh++1czAzEi0Z6YpYdXml/c3ef3RT+TRoyL95hJx7uSXQkG6rqa+iispFYPiEHby+21aNIcJz5mqPLIwqeAVYQAVEz+k77Tg97FkFaZRc2813adyk9X8XH7F3j27yPF0bKJu0qFiuAf1h7jBlxRBGr+2zV99/lTQRYXti0SO2ePwiK8oj3QYa9DqYp9/70e/BuCVsOUFOjy9/whNGHyMH58GLB/DlrAUmCUK42URAU549jTC5aMwSaEsm/qfncGl43Q5dOwicLydIarVH7cssqESzhysOYxV5l2CiKls4cy6a56esIKxEw5RuQvN5qe6Svfj+67bn6su2YcLzpObASX/ARB9vTTtBDWgQtx3bTFBDDjWAl8BUzLPrZZVOC89fO0uqqWuWT8qO5TOXwDjOJpfiMEp7NWDteBVXmJ/b8MwRXFuGO8w89okhmB/xL7x5lfQsZ1xATqBsWIoLxuqla6EtYY/Gf/3A62jU2+0Pnv19BDL8uUKUd4RPU1Ug5FRwVTjsKxOsk8CL745D8imXy5H8gvknIbaX6ZbAFsY3W/7mew7sgnnbbqVNp+2LT3/F07Vo67tSWea+khdRgEwbxd47b4kn+k0At0cvHSNF1LewTBgBGrM9IG0WwltqIsfq4uX2410vYAnbh9Y2af/28d8j8Tu536Bth86SA2/HK3a1neTFGwnCKRpnZVduUOXiIPTpMIF2NQRnDbM17Aeryc0nH7YIQTZJEkhfrSklcv8VaO4hmzRyFEz9l4jszbWq2ho7efE0ufmOWzam+nVzYJpLiLBlr/2AjvzSyMavvKGkBOyP6+MG6Eimhvjg6IrZqp7cOafgmH/w+osojKrs6cVfIgEuodrRoWy6QAE0W5o5AUdTAimn5hj+WziFkzl/FhvVujlr8JFZSFBdhrVmVJM+g8jUY3usgezfK6cstcfJa1SEijSEv8V5VOs/BRF3V7yMVLbCnVUL0fp0d3SjFSolgexx1wYMhfF4eNY6e3waWgA5497lEIrIZ8uLf0vdzEamPHTvHHzHfr77H4gkfdKeWY3Daz75auKYYSHVjSm19n+9/H9Tl7WSbNqTyOH1GGHMVAtgTpS36ijRUT+j4sGRy1sowfIIjMMITzFx/vI51PDdNmpEsWuTzp+7RC6fQhKrPoz2ZoN1tXbg3P4D23lhp2+qG/GtWzRuCZF9ZC7HQb6GpLo7Ceh4dd87Vjh4oG18CAlmONF9ERJC0m55SyWap1dtL8zvoJRCe2zyBkyTmLCQAtsJEjhbcxyC87btOLjXli6hLNTQ0ajbkQ7LyPR//hTjy7TpJTNs3sS5NoWqCYMgvmHKU92oK6VyxPdwEN5nme35MG3kbiqZIopCDqVyO0tk41nyVnUjVa6nrt1qNFhjQeB2NITfJg3Ay+e+Y49Mftq+OP951w7KFy+Z0kU27cDH5i7L45dkcvWoXznX4pMFmYNpo65CFJMGUXnnyX307s5t5FW6RI3IYiKZMZNUd9iYgkm2cvFysqbn2OY979ruEzs9qW1avxR8KYbb53CSfmjsUsq5sAlR2szyugks2Gpv73uLjN0VtmD2ElvN/I0mQi3KplvTXo7f2Xb7T+/9N5uTM82enI0GccIS0hIMI+HlTfvmvr+0q2fK8YWcbOsWrEVLNwk/kjQ0xSdtx5Fdnn4li1IDK8YtA95CJJc8Rfqbq5RBGmjLYJYWTV2IHyTVHGrP2Cb8dg6eOmjTh8yyr2z4TcxL42HOMXV03bBt1zbjKL7dGogeXk6G+edWfJFoVzFumpu7H8pi3s2Gm6pKGDBu0vqptNo/vfI9tLWn7Uvrf9sz3g/OHMqLCPO/UYYvUAWJlzsJGmrGvFRqZ6+dQkN425Nhzp021xZOAJaItAbh7974r/jqvwTjFrDIaPCZ+tYYOFZ32v55+0/RBN+yBVMfomLC85bdztrI/OUafZl62GBTSYNBtYEtx7fawTNo13GzeG4ZkcYwZqqy0YhG6EDFfvvurv9uLbWptmzSIjZTtLvDprEq+HZSW/f/3fltO1l1Ar+sPEz5i8CtUVhs8aVC0Dp//SwajYvWmVdjX1n4JwiWKzClA+d9rFEngqkSjauihpjulJyk/XjzTzG9vWH9CwrsudXPk2dMqTwQUhGeytvIQQdT99K+/w+T3EZ7cvlGNDyTKctGyTvwXBrab7z0H6y8grRGhURHI8RG2PwPHNsH79huRUOGennCi+BNIq3Rnl34ZVs2bgXkLJUo1T32wpG/x+01nQwBa0iJtBC/PbT1aIA7cX1498hmzHS7UAh0kfdsLYLqSsuBRiupcSXJq7cRUPPa0be5vcuemvI5W4kGqT9BIvGUTsy/F2A2Sep74RCR+SNs1lSitpPZCC/H7AoRvMn2CEmlR9vCaQ/ZTNxABkALU5NZJL6utdeuvoory2uW0pJJVYqpNnkU4yVCvrYehoMIYUXtx+Cs5o5YaI9inp04fAq0sBVLyE9IMvwKvqgD7f98+hs2JLUYFGMHinaiRVfwlUSruxxCb3DWN3LoPRMMTFFBRT+uGSeKHzg7foJSiQd3Ytk6apNmTcS3eCS+aErSfMXKS8vwBUfYQhicQTBHJtGbt1qqCRTca9967a9IFTKPZOOrUQigDUyjihEM4bWWi/YdYOAQvsKDSQ/0R1/6ExJ+T2BeI3aYVCGv7XrDLreesoXzlmM2zrQrly5bJelOWjH/thL4lEepxo1LVtmikvnUIh8J40b6EeCwlsoyrx56GevaNhQsUVu1aI1FERQuXrtoFy6cQzMXs6eXPE96l/k2gHdEse6BPHeZoAfzEmw7S/0xfdwcduDcwimoowGYmoZye//CPnvh3dcsryhiT5Dsdf7oJZYfRQsEYsOBoL9FlIBxU+Lco5gGfrDpH8hunW5rF64k+nMhkaAjPTliE4zfS/t/zia3l3JW7bZh/nq0URS4xYctiomh5naZJ0vdcvIta2WjbSHUvVk5pADgvIxc95Ebjpp3Ov5Ac9EIjcH3C/XNXVdTgNmNZBhBgxjFJyyEx30FmpDXtr8C4/Zde3zJl+3ZR55E2hqFQz2Z+jEH3QpV2p/+tz8lBQkS1byl9tzK56wgQl43MRX4ZVytJhHhGeq5EoV3uf0CSSRjlkfoe0lWCY6eD9mIkqF2FXPTq++TOiWrmEhI6mBOXm+dbR32wz3/aHsu7sFXL8e+yIY8m5QRgteIGErMf2/BgLwO8s/Bb+4RTI9yhFUtPAyOMDDn7R/e/CZVGcpQPc+1jSSynD54NvsE2dVDjXacuqRiSpS8d+qUyZQaa2Rjrsa/LUlVhTybPWUW9SbnwnBM8Lw5ERgruaE1tNy2vUjuO2B8zuIb0YLmNJQh30UpudIxSxeQF6k/PmCD7dGlj9nU4jnkTMqgNNoN+8F7L9jmaz+wRzAPPodj8JB0/EvwIUxSDSKqDeIe8FD0TNoht0tJEpCpWz44zGsbpdGu1l62LXt3kJrlXVznwpRLyXM/jJXTyW1HOTAtywFM1JuObkalf8qiuRlUhFhqKyjJU9JvPAwrkhyTHM9oJY/Zm1QPeAWYICHv5/8XKk7MtSych1X9o7q5HEfybfaX737TFgycY88sWg9Rof4fATWVRBL/5St/YVXXMLvMXmZPrnwcLdhQzBk811BJiat9tuPoblLIXPcNSxrSXHzSRuE3N4+1WjhlpQ0joKae6/uY63fOb2UjqENTgDkWHBiUPgzzGkEz+N5svbCZBMjb8Ysj3xpavSeXPk1bgyDqfU+mGLcYv6qdKi1ma4x8X5cP2Xde+SHmowr76lO/g6/KCipaFJD+hNxuh3aQ3PhlO3vrmCWyUKLik5pNCbGhWYU2A6l9KdqICUMnkIYGWPmEE9X7zrgx3SKqZKl1X74WfAX3Yt55bQ+BMsDn8nmLcbN42tJbB0AvuZlNGqcwFz6SWZ1UOtjv+Him9BBuBE97wtMRmSM9grkxgd/h9X32vc3ftO6mPAJgltgKNFZKsRAhOlT+oD/Z+WP8OPeRwLcaOngbpp4IPNAkNz2DjW6wFQIT0ydOtYVEUo8hz1garhnOYd6FInagCVEgWQr4GyJiMITp7buvfR8/1dds9Mgx9uXHvoZ/5kQLd6DyCZP8mmjBl6CVbxD5+fSSr9nn1kIrc0YE0cpUe2kgD+Vm8HIbDvMXod/NoVuYbkNWnDrKlpCZfzSCVh3uAu8deN/a0fb/5vyvY4ZbAV2IeCTzd/f9Z/zIJhLlvBEhC1eB7AHgFLWRIUw/3vQT3CQOWhYuD59b95TNQ2MGNYLeJfFfhTHb+Ya9ffZHRN6voRoDWpthSmhLLsuUDjf7/mz7TyhNdw6mi7xhebl2/PReLMQFNrDfIJtYMobSTHNs9sTZCFa42ygSGFrYRlqgwzWHbNvR7Xbq4ilrILVVLKVV/BRjDkMLqYYCLVRZryXQnxWzVsGowBxBC188QBJirCnDBw+x//2pf0/IEXkQ5Q/qtPAeGDetm3wQmBuQl7/QQJ7Xj8YssBA4lpWX255T+2wrZuhKKlV0xKm6A7HOgi6OGjLMVuJ2sWDCfNKfFLEPd+GTi/bx6B57ff/PbP68NfbIknVo1KZYOibNGJGtFxou2I+3B0EaQwYPIL3Nn5AjT+47URLUX2IutlGFBzeZ1mqsHXk2ENowmFyCUfwQb2D9ihJ7rICVhaxfEfsdDocOvzG0+FtOvGNvkv/1YvlF/NoaIWGUrQz3syI0mFOIzF1FMMvoYaQyweUkFZrVJ3N7F9j+9bwEzYC+fGzGzWmzIi95maTImvpK0mIctHfwYxpRUgTxWWqTBs+wXJnnkOYlZeIBBWARCEQSx6NEAP7zlu+hpRhlG1dusGmj54BsFJ0FKVoS1fgO4KxILjYlHVyB075ql+VnFsBUpXqiz6sVl23fif04ypMUkHxJbfiUSW08lLw3KhMzbQQZ3fuP8oABYp76XCuZJGQf1WvgBFzjVnGr1Lbh3Hngwi5U8CsxDWLPjxaiyUnFREceumS1/dcf/j+MKQyj8xDm3tWW1om+DY1TmIhUOXJXKoktDsrbLm91M9pITJKLioM0JdkQmr1X9tqrR1+1CQPwcSNkf8bw+daFqv3n+39oR8uOeuLIZ1c8ZyMLp8A0dHnQRvXtG7YFs8puEHIGNTBVHqlkwFjy85D4FIA/T9LF7739T0iUMXto6gKK9ZIhPGM44wNXcMY9W3YCArnJTpw6TYqLDAQaHKpTwzaiaLjNnMzc4X81mIziTuCZfwViRNAAKT1HHSaNoxcOkzsO5q3mHOY8tGCAwSAYvrGDR8Fgzsa0Oot+90eCRv2P1quuCWJFaa2jldvxmVgHI/k4zPVwiAgRlJIytcv4792XSbQqgDvWiZQmolAJzHIyS2us9ZRPO4NqfdvhXXaGvo0bNIaNDqYNJjk3awB+v9TPu1VBuPp+NJa7cVrutq89+jzaC3LJwXQ600GQREdqEwSMMPpje3GCTbFHVz8F0RjrTA61AKwerdpOKgh8d/vfsQkst8cWrifCD983pNaaxioCIb5vdVX1bmZeMW+lJ5HU5Cs33ymyvu84hBSMOboOhmg4WteHiH6ePnKKFVM6Ko9UMRElVUVTcOAaRBThpAXh5WtrnyX9xizWa4BL240dNZTM2mR7Tu532q20N8uB0fysfK7fXUjRLIvAs7I+ZqV66KBiw8Wqs/bGrjdxGI4jTJHpneobmdoA6fdxNBDvks7l6NWj7ts6uGgggRLTCMyYZsNyRpPUdSh1bUlpIgHqHtZSffhVHfebcXOYdOAUnaHWK+mK9p7bgxP/bq9MsWDWQ+T3WkL+NQKL0HJKO+Kaff5PAP8HSDWx5eBmzKSV9oVHftNmjcevMMk6Qiwb8A07QmqWl3e/AKPTD1xf7PA8tGCEw0GCd8n0fwjG5Qhmx7LWChIsUOCc84Ukpp3GpjebBOjjCyWEwXjIGnAP65OUlIgp0nMmQhdjkRZ7mTRPx2DuR44gynDxBgRt0tjIp5aNt7yh1DZReeTI+QMwKQ/bKsF9NJ/ZIDgGWiif33p8ezfhKrCT1DUVfM4Bt1aOWkqaksWe2PpsLWWg9r0Lg5aOFptawcPmksg5QTqLPdRT/r4NxFVmg3AN2p6JcB3vbmE+Q1RL+MGM9tsAAEAASURBVLmduHrKcgpybcPSh20SZtDUsGghZZ3Kz9qbuJQcrdpFVD8lpLDeDO9H7jgUDvInu37rClVCXrJTlITqakM/Rp9aMGGOwWQ3FfcKmblHDhpNPrEseOQY8I0pEt8ylQjriLXZURIeK7DibNU5fIIbqZYRZ5/KsAlUfplFNP7UkeAHASIqqB7uSAPnb1APlVx1uNEUDRpiv7Ph3/me4j67pL2IsA/1vT6il6yPYE5+iNB8+bCKcXNXCOixzNytMJfnMZXvRqFy+OQxu3W7jtyTuTZ+dInNnAjuQueL8BdLI9K4i7GV4fqwC6FyJ9rLJYuXI3gu94jScCe0iz3u6k38qre+hPn9so0dNca+svFfWyFRokrlJLci5Y3bjoB3DtP80AEj7aHpc62EFCm1N2vszd1E0A7B3WPNBve1y+hG4dMOnSKNShe0p/zWNfbyI6RdOUC1mitEq7MGhWOo2DCfYJY5NmLwSN+TY+xVGfx4eS1HvF8VFfnlt5tAKrg/jBuSRRLmLZQSJRy6A6f7Si/xkt+fSEP8cAoi1Ewk+aGl4nApHzfUwCLqXWhaqpsr7RqpDjLJbaMwdeV6USh0iMioWBqRJERJySSoDF8jYcD6IzmmEjkj5iqG1q6TgvXVmAlqCOWWmUeESrCcSaiwIhwHUgQ4iwLZeh7I7nuWxbjpBZKoGJcQoiXehGP6VattqCKZ7yAiqZBWUcGHuonIQvPVgYR1FCIkv4QhaPiG9UP928YI0WAolYh8FRQRJQawAjNTF0xGXloeKQGGWiF9VOTsDRzCK5m3dKTjoSSbHJQCQ4PGpJToquq2Ckul/uT4womWAdGOQCzEJLWSPqTsZinXa4LEsJjocqgNqVqxIrjKW3ah/AzEttuK+hcR4aT8QKSXIKBCuc8au2/j+1ZmtzBzpZGWgLLF8EBhCt/n+fty8Q3TXCv5rQQ6uSZ53iA+SGK7Td64KjnSEzoeQ3ugYvUZMNSKrBqoCF+kYU1lOBn48XTgZ3Kulvx6HdSgI6hhdMEEj26TfwPJ8Hq2kb7XyIsrs07KQ+daN0ymQRQcaw/zJlN3Q3O9+zk2UGkjB+3rUPLpqcQPtA0lA9FvwF4tMCNfSBG5sUPHkzKkP7muZDLkvc4EdljpTRylb9d69YbiwlGWk50XpEXAJ4xgezaqcrKeXyTty0CcwkuQMDFTc7SREqAUzV9zY4szv8MHkFaAdDQi9uyZHl1XQeBNLQywMp7kwPAWDkS6528m/jyRGDV/IaRKG1DbfsOuo5HtxMwwHcYxJ60/NUEDHIqx6ZTdvkTQzA3ycqUyr0UesazPfWmXvaOsq9c8lBYcLJGv4O2OOjQUZ0hwHfbNSk7uKh7dRUBJY3uD1dTV+PyK4UtPS7MBlBwaCBxnhLLQuMIQgAeqGvFJP/5FGDfBjgsT5N+DNlQ3lDlTkGRehw8aYYXpQyy1MwcYABCpL+nphkRnMPdVQRvkaqC8eiXA4wDmnTRs4LJ8D4nybodWUj1DmpzhpKQZlE0Nxyh0FbwjVsk6CHCqvV2D8HyD0ldNkDA5fiQ8GljpkwpJxyENyD3TQhZQwqhKdwEY4A24SVTkxYozdpP8fTmYA0cXlhAAke8JuZVNphnzcCl9vE1B9qHA/IgBFDIHtjxdFNexLxIZjiBbV4kLSo0zRxkIuEP7kXSdPqZg1hQ9uVpbTuoRNHH9iqGFQzUJJKll/E3UgYb+jRkwnsCcgW5C9YAmaOrV6stERKPBy0hDcz0a4SePfgHX0MIGgh2uVNGvzhrWodiG543EMgEThnCjdEJtmP2vU4KvvqEeJhFBBgLbiZ50QO4AzKJo4EhWnEGqDeWKZEp8X1AQFYDu0bK3GurwTQ1ooeoK6540mL88fLQGQhsK0OIpijcBkxXFxKqI/tL6C0TXl1E8PpuqM/MsI47Cgmch4Ly2bzro+OWCgogz3ySEQdvcL4725cctxk3BDS3krawhVVJ5dQWazDbyQKZ7DWvtZ/mZVN+Rxp19V6Jec6KRvajUbmDqHTK4CPo1BI07cEPiW0VN16MtvHLzirUS3FAAvRqDKTyjG40scN8F01nfWUdZvGuU7KpxH7Xhg4YRqdrPq3dcx2wfYk8sgY4VpKGF6wIoRCqAVdXJbodZrseicwPBtx7arZKMBWhFi3KL0BoXwvjCiINLCfawCPCopfi0HfcnHYhDDBsnuVXcyxSHSEmTDZ2oRGHk0lBpprCo4QQJECE+YtwiUBlVT2D7ZJMl0hRmS9EwETRYITL9q5SRSpcor1FHohkzVQfPhOCv8VcAeGjIhQw956kGYHBUMiaAXp7jsyICI2zISk8iXkzALNi+p0OclvIrdYIE+Aoo3UQXDtndREQo25UK8EbZVJ3o8sI4uXLaSNsBeWVPZryKEmOjk7+LtNiKwJM2MgjhVg9EGMBPCIo7/gpb6F8cxOtGq8HoGXouJ2EOos3WHpLJI4naHaagDcIhKVhI6vNHUkL6Jj+XVMyUUVKyKK+c8DkGInRB+eMwuCn4iKTTLyaccaD5JJVIkuvaJOLUjk0l0kzzKcldUowcesW4cple0CMYsxC/Yty0YfvmpHnnun59ntUvkEkr64SHPuqbSjZJGlM2+dZIM/3ppgXyxsfw1WPNNRY5NgcY3DfBknlPi9prLg0zNl4edIS2acrnMsE4iX3kXiKtwjILsZnKP46NUJGpcczccSS6NJhNbL3QSxaLMXu6GHzm4hChduZP403leqpgj7XUOsrnR0mn5fzbSZmeNIhyGtFr8r1Um3GKtsv/sYtoTRWUVsJIrUsIYu7X0TzE0NZqPqW5ldnTN3Lm2GFVpnqYSCUhTqCxlR+g/EJT2BEiOLQnSTdCZ4zdhDJBjTCiXUSw0Q5wK/8YCeAMWP/dw0HbMJUau+aum/Q2rd31zsSnyVMTWNd6Kz+VfDbpCL9qHUZPxJM+RRXZJg2fgIH1FPP2ST/uO+MGrAvhk9jilSQTwAIP8QVkfZTeRprrFDRTEYQ+17gxzx4VB1PkuKyoe+ijcupF4gg7nTyvoC9oagjtZ3eYot4IP7D/wKJwHQFWCwbeqQyVIj/FiDgzAgGQ6dthlXOAe6AtF64JR/l+b4doofoBTSHyNAS8KR+aaKEc4VOBj1TELzH2ICQwTZR9EpwBHkX7ZRaTtl0Aoyh/VcoJSTMEM5jQM/STWHGaAG4Yu+iguT8dGhiS3IpOplFdRqbSGHROvrmqSJJleZgcwUfhK4JQEhONfDWhhvQrCXmThzH9JgrbSQOMcRd97gZfhSOOqzyrgAnRQTGUMd6RYO3k08dgeF8ntJz0GrzH6R3dk2lOsC1GPCFawI+YOabUn9Vf0XTXxmmOwQenhY4PDIbOqnqGIk07wy3Q7nZfz3RS/ES09zktpCEh2L0e9EnYJtzUX6W6EgPXG3Tna80F7bkdzJ20elFORtnnIozNI/SBM827AEW5Vbug01KsyGokU3kExi7KXIh+dcF0dlHfWuutovcp7O2exYD3SysfZ966gRFFEcuMnybhnzmSH5uvAeucTsnECIoP7ZMq3QXAO05o/rTnqP8JrB76qz1XO0hYuECLouN0FtBH4qUPn7ZDKPLxNW4SLVjMZBsIgPo4hMZGETMiTJ5/BoQPi8AAsN1sgvJzU66ZJMxZEKxAPT+KtEki60ZlqgirKA7c4sAVIpxgg9MGqI1NG59vMDBjClEXsRICeI4qsotLk+fSoZyYYLhCMCFgHvfwVwgmwtrnIeBnTGgskp0wW0iHIgzgOmOCuZIjF8QgClFSlmpnxiAoIfobEsSpbTbBENKZXqONOS67L0AbJb2JihUjRvBC5kf945188b7DagKs3AvdEGPIhPGdTVv3gtCpMB+SILUxOMAC2KIpcRBMWcFF3JTDx5GEviiCN8w9YiXUNRE5pXxIok1KiEjyuCM3axEBaZ2R8Lmm6zBbYWltGITWURuPakyqbzQUMECQNDF4STGKrmXgIsQs5GMjGzcaKTEZTtiAAzrAeOgna+cmTtr0aGTfVQSNIliMrY9DBNNThEAonM55P2kb+HMKSlPSIgFRvFNzxxjoOK3yAxFSexwyJwtOPC8cWq4k5l7RSzHGStWgbUBMdxgTopeD6hBzDSOoYbKxiuCImcLOyDu0SXBBAQGCfTSaMoMxGwxL66sWuQ6uxHAM1olwml4EVGpuYChldhdNimmnYU3kUiCGN6ToTJg3wXGMPqeQSkaBCXpWmtU4jtl6RBu+xuf5tmjNCbaavdtBdz2C1xvmJXQJ4HP8dSKO9kH5GTU+TY7QPWAMtAnrZg6oLad9LfhCHwTTfa+jHv1VHvedcdPksBmqCHgC2oE0amEYHeGhaJhonjaqMLBGtj4WDJMczLZoVjfRwcIL5WBjAq0bc10IQSGK2V30R7QwLoYIRkP50Fxo1JqpPZrtwvyvzU+aIm1zqC9ARegktEIpXFwDKloBvCoJuUcl3sPkC2/UAWdG8W8SEwlHRlvggoRaBJUUoucDJpExgm/qh8Me15KihdAkabU1Dy5IQQ/DFA8PEdCQ7ORd0K8kJtgktE7wKyE/SfRiHH86pBdndIRmolnKEyd6piSzEp7kRyxBhxPcK/RDaFIONGhDCvRWZQu1+QvfQuwFLuizNJ4A3nGIW2E2hOfOlImmSLvI3MTVH6eZtKOXg++iNxKktO840DM98luNgh9i8JJiUnkmyToIHOggv/RJBAD8VGAeXG8AD8yT5lHvTHYxbp5zeqw9gf7c6+FMo3AQfNTziryPq08oTmg8wG8Jm7wySWoYny/2I7WrefK9QeNT1QQtB8y3BA4G4u/T9ZCsBYIrMVloBGOykggMBB9keg4rwpMBJxCGVcxLNCSEQBwCPjV0uG6HXV0L4Y4TEc2WO5JoI/Q1CWOta/IxF22Laj9HWKaDAdxAU1VVSYqbCOlSRHNQXTuscdOn62CNPz7jxpRJla8NmDnmlwlFsoK6gHysmBiuHglGmhZ91ML4YtK8NhsBgKd50CJCjOQ3IAmIHQkAYXVZTOXwCsH9O6cCSyBmSNqisFSsAKVKdsikpxxiQkBtRvJTSPD+GOZUbvCCun2tsCOBA7mQiDZJXCrYFOPiGz0ESBpB7z8MqPy9lMtNBcy9fI8olg+ScdG21NSScMQseKkSkEGYonY0XyJUQjYxR4zKuyeJTwyWq0TR6gjjBLRKPitTlFMoGGTRHWcsRWYwMehtjoxOUTgnTFV/erSRCe3uLjXrHWJC9U6IIEgbEmcK8XNmBz8HnZe2R0yLNnAfP5uGZEw6x3shFErqyuTEuT8mxlEA5b/0K6AK3Mb41FGQWlq5Loi/sn5HYT6UuTsEo5NUpC99lUbvXg69TsRYWg33uWOeneli+rRmIppJNF3OaFJDN+guYxB8AgdaJ0RJnzORi276IylcfeENrDe/LLAYJUmJGjIt8R6ICZo434Rl/hGRB/6kHRYP2N0qEwd3ZrCqEC5EduaYh2lPWrxgbrROwbqI+ewmUaui6sIQ6rgYOJi1sLR/bp7iOc4n2bBJH8780A6aNhE+LaUOekDbzB194R/wrk1B+OKQFdx0t/+5L9hhAHLBDbAvc400QKpq4P2HKXcCjQmeDLzwBJKo29EY8BfYV2fS+VF+MNcg+Xg1l5/s474zbgzXR818iEZoLkU7BE9iGITe7j6htRIzx1pplVzYE3z00EJPcSOGS7TQ6Q/P+kYuuqENVzDEr/9ltWEAtPbSikujLEZCsJ4qzayvBV2AFoagjV0wiKKrKaKT/PR16H2i38IrGmAzBu6hycIBLjjc3RkXfXUhD1olGA/SvqivPMu9QDhTosTEwCs+tWIC3ITKmCSYqDsSosAG6CYw7nDMaQ2OWxgE+CbGBMZJ9F50EiZW/QKBYSLFCfBu3sFgA7zjXcKIUA8t1J6kOXeLj8YmbSbro9JfCSwPEpQksGreFeyUbKctcFjrpoTebDA0Eew/eq/6rDEHlh1oNnRQQrQOrafQS1Dh93JzYHamB8yj2owJ/+l/NDMbPp71FS1k8TROvbvPgwYEc65Z1frwjPZD0eQUUr0wOVzjDsENOK3+d5NMXf2J4H4jzaDgJS444Xndqooaoh8yW7MQWhROIqQKbpkjzaXPMfOsJPJdZHFII02H6IX2SAWKiK5qAB48ICFUVgCtLdrNwI2CjoreSeCnLTHCIZh0ubkwC2imYdBkwWAuVJWnM9oO7xfzPJipnqBYz2m9g7nmw6fj0GLDE3xsxk0AIC2AJA5XeYpggRB8AVgEBQHQOkI7AWOthAgAQQSmQIybSlA5gZFZk0cE0GLMUsi35oDHe3ibv1OMkGuwuFGAoA1cBEnNxUF+SRPazLXVSO2tTUVER8kLw1y7l0ObYlybIT9CSA2jm7Qd2p0975E0jPRZWhEnHNpQ0XoEKnE+00gCgA8yWkNYxMiBDAmZ3jB3cALTJEpmmYbRwLmDeGqgWZOAJslNTJ5TY41BUqV+IDL+dgE8CKjnYkTTCvF1vwhjTAweLQiJpA73sjbqkMbBeOL4N0RxmhVRUR47aRVhbZwocrN6Tvf0AP319aMtvYcfTgVEQG9iSM7gsPmIuemmXSGziLWYTp93PcONAZOFphXCJ4lUTI5oATcyz5Lc6Cv9gyp4u/x310O906u9X3qOfsZJe6A5Fkwp3Ylr34A3p/lkFA9zj7LEe8MijtzrDKCInd4Bo+ejdCLFy7XpitBoHsS88T0MXMERMjTGKd8izZsXgkfK1MvQAvjmIsJFQtEQmgONPYxGWYRa891FPwXzEioEl3J0lslETGZUpu4k2guek9SuDUKmpThmB5kgpE1xJ3CYR5m0xURLOxCRFlcEUCRP0jrddOaUMfZ1CO+EU1rqCETcYYEvziAIzvms8UujGsEnSIxkDJNpDDNFHClYvdC/CBK5/AMDTTStSsv8CT/uN+OmtWa1mEPWxDWUwBFO9QITPwSzfHaNEH9dK6y5htZEMaMKdxwneY9gUvCoclSCDdcKC+mEg7zGmTy150wETDb0wGmha0S0oaK94JpoodxQRKu4nedYY8Gv4Nvf5D37yP+SwgEXPui68IQ+dHUgSPCyaGpApzwfptNLBsUY3MEeoHCmkzHoug9dNEstITzGoWVdgm3uU1LqsBgx6IIOuUDHpIli7uQ3q3ZF+XyjFy2kbSkb6Rqwx3/8JtFex0mGqzlzPGeqOmGKRMsj0GcXZBiyFATSBAk1JPTq3WGEOC/phcbdBU3wzF/uMCwKwL28R79aQE9mTTsuCAtxwAktDdPq6y984m7HV7dwaN71o/XlN8ZeIlroa8KYJdBJAeUKBvWf/jr+3sP6eKM8LzwVg+aaTbokBivq9I6OcT4hRQdee1GYNb1WMOh7ruhfz6+gV2sn1xZpBePsLWn4sIZgAOVvrX6rr8o5qrURkxZHWAjgjsHrH9f55/PsaZsYbwqDkyCqa7JGJKhE4UKAGGS0sYKPGIEJ0svIb13POT2RMM0jOidLRwya57jl2mQ+MQ4uf+oOp/sfNx2IZs59zWBUpKGJaAPDvAI2OPAKlN3HC6aAswBLz2kedIZK93MI/wABfeKDNgoIAwSH7ZZfEQT+gakOgGzw4R7GTde1A4vh07vphTMOAnxXCbNJOqLBJKgvfR1CU0dSvYx/Qjghq4ieGhBzlnRpiF6xmbnJQrf4rzBUzzFW7hXjIy2JnPOhVDzX7U6wkrTT0arIR0MBDs7AoMWIy+SmDuoVEAP5LClQwwkWTAjKGCQpmBBpYxiXtCtwsQ7MkkyURy/GOZWI0nsiuqbB8C8phkRjYyOQFs19cLiLEbDHiphxXWNW47qV9kFdxsBn7pF0Kw2AM6F+T0CcdI1ROqKK2LmUqWcgDL5eQmzNibrBOoUZr0udrtFCmgUZHQ7UKP3ntj4PXwtRbf7p3WIydIi4a72CIrwaG+tG0zJXy7AuKVBuNbLCy2fSTbjqE4+7BsSJjph8noOR4y7ffLRe8qHhNDdCeHgmSeSkm6XQtBpRZU7EiXBjJ+AeJEFn5EksTN+8fdqNsC7SYIjAuk8nJihp+bowPXjJLuAp0CJorhkHcwgHoFVwgi+flBC4lSDnXRxY4k1O4KIKlIGYaf48Gz9SLcvnoKh5udsh5l94og3NZ0z9Z3yOBMCMYIDFpH+aS9oHL12bKoqqPmoRfGL4o3HxjGs3YF4/6cf9ZtyYSTYY4QxMCLAjZozcC8H8aI4kGLEJCR744LDJJPo8yhQXwG8w9X6PAJ3fYJaBbMc/vgn2Hf5hfASPMGhRWTgkILJ2Dju0kABe3MWEdRE9YmH0j0f1WX3gbx+HywPeR+4WzjAOaWFFXx0EoEvSlMtk6VpGwYnghv45bAG7AJfDjWOnmCJMnCJhXWhZFH2pKOQI/sRSCOkQKItxE/T5XgD+yeIiHyey/oIT7AlEsHppMcYmE15MpjmYDTFHIovaJ7qcoQJmNWbBpjYZ/ol2aq20xwjmOUE7mhv+OkOrNvhlXrW96IVaU/1qxuTbKVcStyTpBEKV1klXnN7oP60mc6Dm3PIkPNPr1RyHrsjUG5bQpaYob+YWAr5ojoVn93L4OBighMEYQqD+8i2g6WLINDb+134iM7kmQwIag2FZmDNfR93H+IBdWc8EN/wHDZN7D3swfRftlE5G72eTYciaV+YD4qkAPUbZ8/vBR9FE/UixwE28hzHBgElj6kFaMGZJ7fHS6sk3Ue+SwCqTsRYRuBKYa9ISwHYAw+APgqvaiyK0+v7Gt0/TIY3qx9a48QYWu4cbl51fDhnSEmnxNenaXnzBhGic0voCPOK+nXlwhBFgsT6S7AEQp0m6DZqn5IJCCIc/EQOuy2wnQHPuHiYkgU+J2nSNn9QNakfvUhfY+PyENiBvnK93ORwRBIRqq4fgCfh8PIIvIZSIFQCsN/u+pvsljaphR2B1gG8OkLxKIV+SYgBwBVoIEVJ80+acAJXv7v/BBh5AakCQ3TEU3wcfiCYFH40Ypg5t+k4YaVG96N3kxcDIoVObPZPE/Ikwqe+aN/qoc/rho4Yhhklm6SRaIP+rdeIe9U9P+Bz4c0J/xifkAVl4HQ9j9tYc67U9hIwHmZcAmRU55lpACKjep0AM10LKx0c+Mxoz73AOQ30U06K/3i7/04hL7uozn71JNas7vO+6E2jgi35EHJxRZFPRugVMleaBkcCUyhctJtM7QBXlXkXWOTMqGoCkLd46oOsaK+OUuYMTro3Taxx+ND+Cv4C4+SbB+RCbJ9PAmvASzangU0RfvpysidoVDsiX04cq7QRwrXZ8LYJuBovC+wOCr3HQHn0NcECaEj4j9cYxUco8pofDaLqi0tBJclXfxASy6YGS/m66dfdDsMGkOmmmr/rizKPDLBdETOm7CL8CgMScOZMBIZb/j77RYWCOZhhzYJJS3+j7J/y434ybpkJzFWgw5WMlFYIgg/kRU+BzwtxovR1geibIGQZ9Bt58PQT7wA/r4bDPe/3RHlqo9QroBOsC/AnGxGckRXuBf6dJ0rJJ8+xLof+AJ79JsKc+CEB62r/LH7WgPujQ+tN1nhOt4wD/hXv66lp2ta2XarMHJlwgoAOCEic4wLNgXrAqmJGlRvir0nHS4PAqrgGPNCKhVGAlBszN9sC+YN3pJbREe458pIU/0oRLLBNG6QfOkqkDT6CFTtdEQ0QLNXF6QMPRmNRd/WqqnRYyEOGQOsL1sDgVIZJwgHMKHvOD90hgFyPtFhdNsmi93u+/3KU+8lXCtPYiLbG6JobcLTHcr4AOF2I5n0Ro97bUAM30NqWvdzsCq4imE4YamhUwbt4w808/NVj+CV4kgDqzJq2rTrKeDogCRvooIJPfqtyLfPwshBg7CQa+h8MwayDy3/SgBr1Xk6dpU6d7f7WOGiz3BuMQvdR3tSdaST+1h/EWF4JpI6J9w+dKgj2/0DD5t/ubRIvg9J1xk38dQY7aPwLGjfd+6g6t6sdMwKs5Uw6dQB0ugPBVZJIBTBFzAF4/WlitW7A563zv4avvX4LFD87fOau1pps9tOPOfbTowCXsdv84ERVx9gIQAQ7tCzbFAARv0KM8cw9H0A9acCRWOwES+itBhogIpIBSCOtYzx8xVjqEBDrUNp/9rBNcPumcd04fdcVP+O26ImDsPXSfNIWcDH57b4f4OXH3G4O3+Efa8n7rGd2rw9vv/eIn+K/ne29T3oa+MF6YAd8INHUwaWLsnLnmnl4VvLoYtCozR6ApkogcJemvtEFy1FeCYWmWogRoJN13hT4zPy4paOOHcGiZfH7VR+8ycAMx1HC1qfCRmRVhZ115rdNPFkDMi8bVewRrpW/0imf9kv5Tn/02f3kwjT3r6Zthzyj8ggiY+uNvCd7lL/ITwfM6G9zR+7++ayZ0k351+BbVc07fNRiuertc7YGR3u4HV3VH8Jbe93z4WzDXuicgUHo2rg0LQufzJjgUxwnsa64E7/LZcQartyE9/hGHmEJtx3LcJh4Q3gsGEyEjRQFFUg8It8UMstbqbzCngn2++bD56xe46O1x8kNw/BHNfiJO33fGTaPStPTM+wdrpwnqPTQ/fPa56z334RPBvQFc66YP3uJ3C0GCW3oe1p09dMYRgNP+bt3XA9R+Qu1y7s4a9Tzex5+gB8FN/lo+ftAjWtb7gGtf8js3qG1BsU4EJ3U9oIfBNb3Fr/O8m32Fgx86fJje3Q+9QwP/0PiD59VU8K47/eoZo9N+HunpgjoAjsBECT9650Z7Bb/CARd46Wig7UQ88Yh3CWC0BPPmjJsPxF/Fg7ChLoDzPm0Faog2hO/uCwrjKBcbaftcUGSeFFmvtn0ufMgBXotpurOu/+NU6MUfefTeGgxTcKBPHL0Xgm++Hn5ac8N89dz1wX09c6a1DB7VHHGXzmtMGre+60lfq9536HxvI95CcI+f+uBC8M7e67397G0reIX2PNdiam141DWq/JWgGExtwFzGMbFr7SMwc59GjZsYq4/PuAlpBAi+MiIU+uWLNikhgaQySRxMdKBJ+GAxfW0/1n+8Sw6U2hglwfQCVi+wAWAudYiw6FrQybu32PMOMaLebyQQ17pwXo6n2szcf8XbAKkDjL37O39dropAiYrxD2c+fBxk7kKGxQfECR5Xe+dYqyi/K6+3iL+eSmEldb+iYj0VBndQJsbz9kkLCIOtt0sa1qFpvqPR5FqgNeSkNHP8eHSRIpRlcpfJEE2jtGApKpit93Drp+7QpIlBEz45A68Z4JzPRQDrWq+ApGoRHSnvMk3CSogim0+CNAmKXhaKKBJP9S9dGyB+uodxczPoAzTx/yKM211m+7NLv/oZcBla9EZdEQOiPUKowpmAOQFr/CJ0HlOmC+aSFdlmRAPlG+buLzAXEkRd0EGDKI2j84K8zLMlKDo4TXSTfU++0Owbcmd5oPYLTdt9PlwQcJLWw0f4SnGCeZQW2rdnza3WUNps7cOfuuM+MW5SySc8GiaYRyf+0n7xG5jTpHFx1GCK7+9Ey8fJ/arUgBBQjAEI5RKUbPnayPjOhUBtw6c+D2c+pbrlThgJN7cKdtBG6JyCIRQZKYzn8oNzOAFjQDBaihYS8xoQNJg3racWVqp+fnQod5hMGRF8FaIkjJWE5JFYKGsUXRhrlomAlSAS0SOFeUY+dlK/9x76FDCDfNI6iSDyUTROvnhi6MS4yWwoFX5EF+hKTxd6X/Pp+OuMG/PBIUFFZg8xwx49LfMrEyMtKVeZR9ZOUvxdD71LJgiSL5MvUaZ8BbXIVOpJsKX2lJlIkbRyFmctBAIPyvEZ4/agrOS9j8PT54A3IjLS5Ds2QXNCUgBwuIuEYBxa44dMiNoDevayuBz0hSM4/gsH44oKVYCD3iQaCW3TXijtXFJ0j3fL7xs04hrt9omTQbOf1v9F0fTvjrVJJEybLLRPe4DvHaJxUgzJ5O+b/qdttu4H4wbA4rFFSLHyCIEM0m6J8UHKcHObrgsHwJLAtCisuH+Hb12soRBE3kkyEflaasMX48Z59z+QszSbT1+HOH5FvXokk3w1tDn2aIkEUf5aOP7Afw3GjVYfmAM/eyYJSRF/CZgy+aVJKxbv8R/UdN4xpeo8pkz5TbjHmJLXEikWw3FeSYSVcjbUjrZM2iHhXS+HK+RTMy466ZMkXmEqa6NQcXFkYhwURSD/v16pSogqzR3+ZM60+Uv0ok/RAWxq1qWFlCTfm3Q6SjhWvJMNBb8RZ7AFr3KY1s7U1yEvcRykY+SsCiJXWQE5Xms9BQuK1CYSTEydm2Tv4ZV9NflJuf4Z4/ZJWYlfTj8EuvIqkHwoy4l+XAsmtwPRFm5I4mvnPpzy/cXtQ7uW7ysi/NAp0C5gILBCSOB0NwgCIxRI5H6rYirAP/ncJXoYDqGhth4nWQ+S5PMvsGzymtREofP3fcD3XtF+zSWTH6TZkY8kkyofuAfJ4nWP8wl3whR9XB83AFpJFuOYU5RET3DrdmoIv3K7uQ2aSfaIGSHIPXbunm7jZTLTyp9K2CgnVQ9QEJLBfLm2RgyCNjwkHU/I28eLtSFK2yQNkad/0KsVdclz+hWjIulMCCvuX1P4wBzK0yUtC5UiFLXI4JwYKapVqVU8pQUUKE44v6v+5SvizBQzAJ8QZ/1vUjvzVssty4hkUlZmtBKbMGnMVc80+Z+eL6Cer5sIJjnR7Ta1Zjs6Or10korUp5Ok07l+fwhSKETFfBpIrw/MrN/7QJhHaTUVva20AgEHq0VCkMCU7NnaReSk/RYjrFv6OuTHJsffTCojEJIvmJbjsVeG4JqiaRXCjycwjJs2up6F7Ou9vwbXP2Pcfg0W6T530VMluscZQqUQxAOLlABY8A0hIhgspPB9tGhJSrzJuiLa5vyBNBBYAeJKLyQNHcyE/OG6SeUUAueUwkKWBvFmziBKayd0QXhVFHsvDbzPQ3qgXifPaZEYn0fokFvyRMvka8tPWIELcXIAQqeM3G6fRsZNQHVfGDdFTKoepkq7qEi18pDlUofMHZxhfKRpc18oQT/zfV8PsMGrGYiJ8qgXrakaQU5ic9NnaXSENJ5nrY/GkZMYQ6c1tDSxgUW9zmUq/l5BCLX83qTJABf5EVMqv58H5qBMjHwCu6zV64lCiag1l0dVJeqfwtB5gALJljQHYSVbkjlAsqU0lOQHaqb26aGLB+3E+RPU/cy3p5d8zvKy+7ESYqJ7Fr6XaetZFwGETKI1rdW259peK7tebkOzhtm8SfOsuHA0zwXEsT3eZs0dtzxVQP9IP/JtotF7YCb+XgfCHMrcog1EZhkglNlD0ECwkNlAjLQEJ/+ud/Y9Q1pvJd9sibdSe7DZ0qlakkttV6VtUUUMJXUFkWkygPfPGLd7XavP7vskzkAXsK70IapqIuxQwnGVaJJWOawocnw7w9RzVhRknFrZ8mf2LBqgF5wCuIDQpITuykOHUNPS1mTN/GSS7ywHQTON98rVwNPnyPrkjQg/oYH3gI+fxDn7ZfZJGreAQZPLBoybuGZokKr9qCRZlD0q0omfM64hBsN8L1a0X2b/fyltAVQfn3HjFQkkjZZkk52vPGs3blex2WfZjJK5bN4DHej1X1ASShtPzwZ+v0aojV2MmVSpYqh67N4y88nBvZMK3imYkFLdztfHRsaEtHa32vXb1+3MxXPUu0uzccXjbdjg4RQCpjA0ZlOXAMBf17gxdjGHD86Rbh2k8bhBsesTV46yZnEbM3QchaJHWxbF05XvLUnpHWcOVF6M6VSaDfe3QgK9Xn/Z3t7/lu09utOGUcT5Dz//J1bYfzD8BDdq3fWXX/kq+C8T52lVqKBwte6qfWfft+3sqWM2Z+hi27hkvU0snuIMcxs50UprrtnZ62fQ6sVs+ZhFVphTGPhBPDiTf28j0ZwDh3eifoE/MdLSfHZSmzWG7lKwn06KkKDm4t1fqzzlDZ1NdvjkYQrHN9jQwUNsypgpCF79yeOEdhPmXNp0OQYrr6L7ntz9lb82Vz/TuP3aLNV96yjUCqqNHQD3AJlJleC6M9pq7RSZF8OVmcyxFAKthGPxdCXuhoGQ24/cNrTBoBxQ/LUyVNQ13rQLVy/Y5epSKx46zMYPLaEQOgXbI6oKgQQl7Tf440KVu9uIBkrg+uz4qBnoTbmi+rZisL08Iz62VAP3vTkrkmuZ8XxPEEyFeubYOeqPet0DeV5WwY/PuAGLSshY2njV3tz3jp26dNQG5fe3f/3o1214AaYy+dBI1cnG4iyO1NH37QAxkHACJ22YCnDCTbKovTvJyF9TW2P1LQ1W0K+fDc4vtEwyv3PHR7cOsolp2Xpuu72+7ac2PHOsrVu83maOm2UDcmFCGSe7pI/FNR/+JvXhwTiUwLO26aYduXLEXtv1BvPZYhsWPGHzJy6ygTlDvcpCHOZAgZ5ew88jbmUqj1s7SWgPXz9om468Z+evXbaJRePsdx79XRuUO4B1D+bIw/5h3JS+RZpQZ9qkJcVH61zlOfvrbX9l1derbOX4dbZx8Tor7j+SeyJW11xre07tsp/u+J4lMkP2jSf+o00aOunB0nbeCwhpGjV/CkRgrbx8EhpfbSRxJNLyW+VW01RN5G3ExuWPs5zUXMAdeP2IQ5JtK0XLL92+at/69l9ba1uLLZu/2h5b9bgNzilG+wDGsoGpwL1MGCpw/xnj9hGT+dnpX4sZEBzLFOoWA2iQyilVt1dZ6e3LCPcZVsyeNTCzCPqGJjpClRu0cEp47nnq2LvkcpNwV5KYnS89Z5t3bbW39v3Unlr1VVs1d6kVDxxpmakI+eBnkHhc7ckMCx668PoZ43Y3QJGJGSKH1hO+gb09mdJtjbFbvi9X19dAl4psRP4Yy6ByTRi6BAfn9/Pfp+aQTvLjM25Ml9SbJ6tO2E83v2THLx20MSNL7Pef+UN8nIrhmQNHQvkQuCr6o/eR//mJl/RCwWY5ZsdUaFt+ONR9VHLSyroq27r7Pbtcds6mTJ1pi2cstpK8cXfdyBTMcLXukr146DV7ae+Pbe2Ex2z9otU2afgky0vB5CcHCfF9aPU8dFyqcH4elCPOeK7eLLXtJ7bZ63veojRWi31xxW/ZiinLbWDaYNTTMAlKASINqnzhWHc+IIWGrTXWbJtOvG3bT+20BhiA+RPm2BcW/Ib1SyO/G3PmMyUmQ9o2MW0wbGLc9DlBlYIjV47bX+78DxZqTbMn5z1tGxats7xoAeV1OqwKZnrH6V32yv5XLG1wpv3F2j+3yUNg3B4obec9QBGglmCNPDGoz78cqAWSHdYWarGtR3bYrlPbzTIS9u9WgX+DRkiq+sgXq9ZvbVut7bu+1370s+/bgPwhtnrxSls3f53lJPMs1MEa8bhX1SBCDo6R3/uJwB/ZtV/Khc80br+Uaf5ENaJIeCVEDytPIYSpNdFgx64ecXrfP3uorZq3zqYXz6ayTSYsQZPTOflbKTJUgo6SW8cx0aH/sUOnD9pbmzfZ0Wt77N8++7/ZkhkLbFBmIdY7THxi/CQ0QR/lJufVKoQ6cuD67PjIGWBnZY7wFSTFFMVU0fYjWN48a/vO7bFDZ/bY9JELbNX0NTYSBjkFxcHdBNOPbOTX/YIUJv/zwQkCPHEvPQeAKC75XN1p23Jku5XXVlhJcbE9u+g5Nl7Ma1z0rOuoNKMsiLIdaxsXEojn8VQQWitJIzpAJv24hBOc+ej/hQQx1Knw3pjDQSoMP24u6rLKW5X25q7X7cSFkzZz6ixbM2eVTR44g3cJNMSx6uB/l4L0Tf0J2+nKU/ajvS/b1ouv21eWf81WzV5uw7OLLQ2/B/lbeX+1gaH54F8wFVIl+nv0V+/k74fG6N96zulzT+P+sedm/6xbNDM69L9/Vzu805kdNajX92hReufO2+ztjLik3qO3L+qnfnsOf5d/1st6LkBglGm8vKHSDuCntvfkPhs0JN9WTF1mUwZPs7xQQcC4YTZzvwKtI75ULCm17KJW31prP9n2I9t/6X3LyM62h+ettlUlay03NQ+ipXmjQfrmtQI1j/i1Kbt6jBJeDbfqbO+5g/ad439jRZnj7IkFj9mqmcstpTPNOjpB3JoL9t6prbYdxJ0yb6J9dfpXrSS/BGd8zIQ9865hiznsPXpn4YMzvVc+6q/u7H2q957ep/nbC59qw+cYKOKvfnRIn+z+X9zn5zRg5vZ/8Kv0W/W8nuAu7vU11Nd7OPS4mGslnrzjLurBMglrCTXZqzvftLcOvGWJ7Cb7z4//dxs1eCRrxHrdaS9opLdNVXS4cvuKvXLqZTt27ISNHz3els9aZrNGzcYKEUWq7Sc3Rw52HIQiP3wM/Ke/PTDnp/wEn3x4/NcLe3rozn26Lnj2k/qPI3g6+PzL/f++Mm4aho+zZwx3xuiTz3RIYEF49XsCJqB37A63H54GPfLh73pl8Bq/IPgKntHJngv+TM9DPsGc6O1Dzy13Xurn+U/39V7rpQP8DeBX14J3BHRGn/1Bf8bv6e1Hz0uCfqmLemnPi4PF9n7zH0fw/g/G/KE+BDf0dJvz7B3e9p13BM8LHO+83z+qXz190/e7HKpQo4hS7RsSHNtgzt4//7793Rt/bMP7LbXHlz1q88bNx2SahSIAJg9hXkF2Ab4x7xSzb6e28M2OaqeRm3Ztt7auFvutJ3/bZo+dZrlh+YfCqak6hNx3XCMEEsmFh3lRxKpbhTQ9PV0W7bjz5S59v9ulYD18Vj94FbQiON/zZC+90fr0zKl3Qf3qnT51xZ/q3SM5wbXe9wSryv++xpzlwQA+el8Q3OGVFvyU+qRz+hJcu/PxTqM913hnUMKQFCoqBcZcJdI77Xztadt2fJvtPrbV5uIms27OOhtbOI7gtZ6cnv7C3vZ57K5Hb1/uetMn+mKwf/+CqFJJCcINzy7NX3fu1/QD6D75Mhnq4I8YMxXRvBWrsorGUje39MvsZ2OHTOQJ/GMA2Djv61aNTF6arhqPaMq62TS6VfII4hCVKpr3RJHqY0QzymcnM64i3n0shi6rL+IeyKsTh3GLEVggP7eyunL70Z5v25Xycls2aamtm7rORvab5KrXGNGJYRy5XQOoclmY44RMrRQGP4SZ8Of737CKtr32Gyv/0BaPX2oDokNJSAogydcnRcWbYUKRqvx5xoZa0QGY3tAfaSkC5lTjQ1iDCeUXbV2Q9Z97pCnSL+/RXHstTGYctsYRSNMsW38X85AakVqf/qmb8pvgfe2djYxTY4giGVKnEkLBkyjESMVBdKYY5TQK+KYmCDYgrYYXBBcBQQoUoqm+YSp1FFONYsFK+6CIHcbFtmJtaLhqm2/YjYZyy87OtKL8odYvdSBDxG9D2hZ83AI6A9LgvK41imXErLT+jH37ne/Z+dLLNnrIGPtX6z5v4wrGWYY0NzKHpioqFE2dInTJ+SaYUURwd6jZLlaesTcOv20HK/fYtEGzbeOc9TZ3wkPUJYxigm21vde225sn37HSGzX2zKKNtnrsCivMG+zaJ3St9EAJaWBoXP3Epkg3E9p0+PW8bz0bTrAJqM8cnPsw45RUNJgTEgg7zD1OYywP/VZmdFyZ5fDv68VYFOzfHW8hAK3DunBqluCQTeWINIrEh0gSrJqAnsOpg7XDPyME3HjEGpuF3ktkBYow4BQciKgAMwRW89jXof1GXYp2sBbAjYq8a61TaPdWd7W9sud123J8k+X1y7A/W/O3mG2Gch8FwTHtCLYSKu0FDHihab53Mrcna07atw78V2uqNFs3c6Utm7AKE/Vo5rCT/KHgqoIUELpksgiYU3WCvjLHALTDQgI4j+M4rL4IrOWb4jUYqaShuZObhOogStuhYuhh/IU8ua+IvzZSn/e+Rn//r98r4wagehcVnKN1ClaKv0IHaf01FwIZbdS9aymfKDlC8VfR9t2hVvCuzdJSM8EB8FJ+UoqS5t0KgvJ3MFteU1jNyKVEvrv86J0qcaeaoKpgEYMuRPkJx/V+2ldTcNhiLrwjyizPOaq402/aZ/6VzsWZB2dC6DAwqbJR+tXhEcMKOKI/MifGWBfPbQaeqDqAR/NRC9QngveraopydKrvIcYZ98wBcvDn1f4eRT6r34J/fsEZMUzJcDpjwN1CGAssSiOcSKPj9Be08fYT9Ell3SJULlC/YgQPdIvuaK7AIcFklKh1r3epdoVf2kt6Vkbjuduhscm9R5oxdNW28+xe+9PX/8xWD19lzy590uaOmkNfgFMF+yhfm7YpjV37DMQ5nt5uZ26esC0nt9ue0/tsev9Z9vjyR/AHHgm9A2fYK7x2MM8rITmYCq4zMbQXgaHrjrYwJ3xn/LJcRMmDCSfpkKXVADuCeb7bIHqvMT/arePQGT2nuZcbi6Jdk1if2qBTmhatUxTkhCWiBJ/cH4J+iTRmWLal4s+tfVP7bxdzrX00hflOoaZ2WKX8eLcgI6L9TlY01kD3J8TcEunfTT67pKduYs0BRPVHuJ6azIQJA67oo4YldxwlLpblJqF2oAkq2SZ6ENEeoykGXqPau6hfm8yK2ekbJ2zzsS32/pnttnzaels9YxV7+Rjf+/yl9CtYJAZDG/7Ln6BB+uNt65rmFVou2q+9jL/aE7w6kN8vfAse86+f0P+0Zh+pceMagxL2MzA3jwAUYhxYTCcqGiI3OeMGsMZSmrD9dwR4DeCGWXAxEnL6rME2XVF5g0UPWXFRsaWmpNsNzlU23kBa6bB8HN9H9h9ugwcMsmgGyA1ByEzcA+NG73zzhUCJuMXJAyYkUc22C5WX7e92foPPObZhxsO2esIay00ZZB0pbeCLJCmAEqRJJYrIoYVnKzHJ7Tqzz97BTysvPxUm4VmbOWKe5dgA8IrNB3+IeEo7wyfpKcQqIq2TZlH0TkQbIuTEiBOas2BTV60+AJEfRaYmYRSVcEFh5u60Sn97NZK8BSYPBBFzhUq+g409TQRKxJn2xTgrTccVnPRvoFFMSU+3cZhxDZPWraYGq22vxdG8jr7EbXj/YVbSf5wjwI22coJGKqyloZ0NNoZGLNVGoI0pyhlhWYxORzwdU7NzBvQWpIpQAimQTDVGiBcAnwDJQhA6MaPdYnQUgcXm0hSqt6M39tmP33vRbtViJh0z1377sX9j/VJymCP8rJhrMbwJ4CEMwUxAkBMgqqSyzkiTHbx0wL6/4x8JjEjY0tEw2dNX27gRU2kkai3djfbqqZ/ZG6dfp70c+1+X/rZNRCjIzsxWFgtyxjF/jCkiJPTdSqgnTZwYZeZdX7VGui4k5aszcH5a3wThugwTC8FJ4gYLBWLTYjPyOrFoWoXsrJM2H9GghrZ6q7p52Wpbb1gD0ZipqVk2pn+JFecNt3SInGowxmDwUjoxE6cyX6j71bCKwauIcpwC2SJYJD8EJ4AMYIEp6vMQ6gkUIp2sGZtVDB+cGExVRrKfXa05b28cfNOOlu238cPG2vPz/sCG5Q9mA2wBLxmPmCPGE2ZDUnvaYTsg6ofKD9k3tv6B9WubaF9e8XlbPHo5bgEFLHm7CwaJduZMDsBpItjAhrQgPb8ak9c/FFMGIyLGnAE5nVC6GG28DrssQpzNsjvZjvWDsUqI6VJUHzgDPDvR6HP09/+Ge2bcXDhl9OA4JN8BRsKsNmOPOuS6GOJAsNUWBRz5egqGwOVUbYYt4F6bpadmkMUAuAD2hWeiDXphDFjQM2L+fJ2VF4x3en1a1lwA4jkytSmCJymqVkIAikqWxbQBgl+pEoi4nqCWY5w1C3ex4WqjFNOm5Mq0FiUizxkkGCOQxtdLY/Is9KJb4IkCVmLAl0arqjGiXooq93WDBqnGsJh1bYjCpS6Ymm7oVQhcjDIvURjKMPiUhCEJ0VhIbel+3qEMj5RY8XJ47kdG/s9YOnQBGIl00oaYUTb8GEKRwK65vcnKm67bjaYb1tHeZSndaTYgfZCNImgqH/9Z7SnKORmFUej7YIKZj1gEn02YBSFzE4E5W/Gf/bOt37Av4RrzOXx6pw2b5nuI5iHOeKPAciCoM5+sdYKghb1Xd9nbpzbZ8apD9pXxX7eHps22Af37WxpjFnMpLZ0YGAU/iCypJmcILZKCHWIp0AP2qCQELAQjp+WNs2ZSWESgtYTSMWf0r0+BRuOBnvB8LEwErIKHxNgyz1qPlsQtO4OrUHtbuw3MG2DDCodaS2Or+zHfbq+3ju520jZl2JQh02xI3hBr6Gi08sYyq6yv4plmy0tNwbe7yIYMHkV2gAJASPsecKp+JwjgoPnucDuwzTvZz2/dumUtra1u+cooSLdiXDUKoyPQ3iOsCM+ZCxWL70Lp0BpvsKpbrCvBjG0drTCJGVaYX2RFgwa7P3kKDF8S3AlnJVCmHMCS8LadKNtln1/9dVuMz3X/lEKmR8yj4DqJfyJTIUkKkGbi+Mc68Vk8i/ZXn0u+A9G6qgXxv/omwVvPBLuD6Jy/RHd9Mg/fj36Bxs05VADWCZEGKw5ZG59+epg5nxy+a+LaySZ9G9VxJ8QpC8JUmD4UogH3DB2pbi3DsXy3bdr9jvXLyrHFs5Y643b88knbe3mHXaivs+kDxtgTDz1uyyYvtaEFwwJiBtD3fbAE2knZ4CGPSBgAFQSqtb3Njp47bv9l0+/aqCELbMO8h23e2Pmu9avrgLEB4tLxsO+X1s8GZOA838FiZYWIij1v7+EntP3Me7Z0wlJ7ZM4jNqqwBDpCuhOYKC2oJwYUXJCEV9/AEGeqVDg9BEB2xtutiQ2xta3RmbkI/lsZhJBn5+dbekY2ZaTYsGk/giYtACD6LQTnNTL9SThQOwlMUyqv4lFNQmQQVJF97YlGe23ra6iNt1tKdoo99cjnrau1005fPG2n8TO80nBOrIc9Mv0JJJO1lhnNsyPXDti+05ut9No5EMZsfMkkTMArQYClNjJvDIlyIVHpMfw92p1QdnS2W1ZaBvNDn5HGQviDJGFEYlxPgqidEJm6ztvWzXNJfutaqm1/1UHbdfQImtIsfOIW21fW/SaMCwgOky6JMIEEF2eD6eZvM2knWrvRWCH1tTFfR86ctJ/t/nsbnDfZ1tPnFVOWAQejYHJDvLvGXnj/h7b53HtEkhbbnz/+RzY4DdM1DFKQqgINJASnFe1RC7nMuiCIUfqaQeHqXOY7k1/BrbRlgmH9+jxrrkFuOubwHQorcIUNSRIgsBQhBUyiXZIZeMCmkoSx76IsVH13g10qv2BHju+3M5ePWzXayYL8EbZs2lJbOWMJDPMIn68u+q40KrdhmlsT9dSbj1peJoJDQ6s1djTDxCYtDWk+jY2xHylX0tGA9n1oi2WDTOYzDpWoavZNKAP/y4Nn9to7B9+xsuarNmfSHFs8aaUVZPe3DgSjbiKFpbkdkD0Y03U/GH3GCGFvZg32X37f/uM7f2YT0ubaVx/9ss0aMQuGiw0gnY0HGO9uC4QxJaSOixJCHCPgg/REyiLf3dUNzBOcornvgEkV44aPXUZ2xPpnDrFwJ/MHJyINgDZ7MQvOkOB87Iwbm70T1b4Hf9/vuFfGzeGHoTvtC2g84MQmhBCiVDbu1iFaD44mYWLESHWmtlobMNnc0sLfNs4BUxJgWMF8fgoyBoFjOWxycWtuu223W2/DlKNJS5dQF2KJwBclgxXeM3eptJONgJAjWAEntUYQaDRGaMjbK6w+ecsGhYagSU+xNoQhWQ/EKCjiPsHGlUa6ngHAX158IEuA4CTGQIwh7xcdijvdarYWYDMmusPZKL7D+YVDWG/GxbpHoWNhGA1PUksfJSC2xhrdcbwFGJNgGmGcafyVmT2LlFC59DkEznehYW7CLaK+ucX6Z+fAuKVbF7DT1gXusvGnp6dY/+gAywkPRNjKpEMxa7BqO3njmO3Eb/PIpf1WAWPABNqKCcvRcG2wqcXTLRvTZBz6ndKTEPfuQMJI0U7HBYf0M8ZeJEruAABAAElEQVTcVNZX2rtHN9sPj33TNkx60tZMWmVjB423TqwSt7tqnAYrMK0gaxDMBUI0QkcHwtCW41vw6d1s11retz9f8k2bOGqspWelW4oEcu2douOMQbRPAVZhBEEJPElpvbEsdTW2WRuRk+3Qn47Om9aNPzEoafnRQssHNiJouIOX3G1EGg+WAWhaHM26tPcSpmkM+Ou2S7Un7YW3/tmqqkpt6tiZtnT+Mjt36Zwdv37ELteeJ+irzopzh9hvrvg9m1AyzkphpLaf3GqHTm62ptudNqggmwjzRbZm8SM2deRMyyXdSaibvYI8niEyRyTYQ1s6mqzs1kU7WXbUjhGYeLnqNMxcs00YN8+emPOUzchfYFlx9tgMaCsMb5w9sqmzHveXi7b1uDSWm+xmY5d0bbZo2kJ7fN4zNnfEIng8aEwmNDml03Yc3WIv73rJyhrft689+X/YjFHTscaESWHEHgLjn0OgwqDsgc40S0PLxDmuSoBW7lGn95oq5immyhf8eIUY52U0v9oLmDcBF8wzN+rkJ/ZQDs9frHHTANjUBHDcwWC0gQXMm2vduKaxaSLautrtXMUZe3XXy3DUMVs4eZGtnroenzBCdjPj+IwdsrePveO+T0VFgzEnRe3m1VsQexiTbCYfLVYjmrclg1fal1Y/Z9NHz6NJiBIMStD4XebPiSV9hHmTyj/B5tqOOeJGY7W9f/qA/WjfX1lhwVQbRzqLgbn97VbXbTt14QybUcxmjZ4D87La5oybixkUxT8Op7vP7idC6D07c+M9+62lf87mt9hyc/thcWgDTjogmOloAnNZW5AeM5UWPxWVvzQZcWnSUE1frDtvm469a+8dehOEbLIhaGLmT1hiK6ctt7HDxiANQQShmSk4XvrGBfF3gGHIzkhATH2+GY80j4iGrAP3auOkzWa7Zf/0sx/Yvou7LaUgBUlpgN0ur7dOGMR4RsQ1QE2JDhiIgTY4M8fa6zqsqUtaRuEzQQRoPbqR2GeNnGwPT1tly0pWsmw0nhFHa3bIdp3caecvnCWdC+s4axURPCMYI9IzzEsnBLbNkMpaq2zfhd128tQRq7hy0ZpBnuiAAlIcZdjYgaOJCl1m66dtxFQL0wYDKonHtWtEMJ4rP22HLh9wX8LyhusQL5K+ol3t6mi3iYXT7KlFj2GeBtnJ1RYjqeU10oT8aOeP7FjpUZsyepr98RN/DIKitYA4RZFIO9sb7HTpGTtVfREn4bN2hvvCzNJytKyPzNpok4qmoeUQUxYgY6A9ZqpZO5/vXsYNxlsMm8z6YLpLr6EO5l/zjoasKXabdCfX0cjutT2YbeP1vLFTOe8QXID7EQOKbP3c5bZw3EIb1m8cZ9GuYdL+9ht/b+Ud5TZs7EgbP3ycnT921o6dPma32m/akBEjbe7shbZ69BIbkknwR08f+fARBzAOzoW7YfLSWI9IGzkHG31j3X1it205uh0Td5WN5r2FQwbD0Lbb1SulVltZBoEea8+u/JItmL4A+GLD72ixyxWXMPcQFXf2TVsyfJk9unIjms7xmEdgRsBBheDLjCHtcio+PzJ/trP5chnCnSTaC1ioLbNzV87iS3rMzpefcCZhxuiH8CldTjT2HMsgtUJU2iHNN1pcN4uIUEpd6mopBJk+x/0R0/ExT98z4yYCD/iI3knD5JrbHnroGimBluMxdIi57UL7Ud5x1XZc3GYnTh6161XXrBnaEyFHnszpK6atQUB5xiYMnYywUecR07sJ6mnG36qwqBBtf641NTfb5SuXraLqPLn1cm1U0XibM362PQRujB0wmY0tA1N3u12+ecZ+fvAF21N6wNaOXk/0/ACrQYi+XHPJamsrrbm1znJzCmzGuNn28JwN+PnOBrdkzYAxALwTaDUkfzbgpP/m4deAoU12nWfzgcdJxTPt2XlPWcmw0ZaejaaOeWDfBe9kPgtbXWu1HSs7bHuv7LGLV85ZU10TVobbMO1ZNmHYQ2jON9rC8fO17Hat+iq0ZbftOrHfvvTUc9bR1GGXr16ys+Vn7XLdCZs+8SF7cv6zNmP4HPzE+nvk9Nun37UXTnzLWhswEMMQS1sr3e7A3HxbO2+xLQLXivPGwkyAD7Jn3gscoRFDvPZk080wqReqLtlmGIiD5Ztp+yEbkzvahc+K2hu25eLPbWjOJHty7RO2YOqCwB0CDVUcBcGLW15yLVBnVqn9zRNkIGCOZILtQrjtTpIyCThJRQMG2+CWGWnBUN8BQ2HrTGuxG62VdvjsIdtxbJszPRl5ERuRNd4enfqUrZn+sGXCBPYp0DjcsRezPyfYezx9hoRN6GJrSrO9X7HXXtn8Bml+6tFO9kNQjFjV9RqnaW3sJU2JFpQJYSwvpDBBld/Y3IQWHiaYfU4Mf3VblWvcHlm0ylZOWm6jc0Zh9uT9uF7IyNXA/ZdKz8NY7bAz1afZZ1qtAxzpgt7HorX2yITHbcPkp21C4XRLQ3DtgGg2tVfbuesn7SUYsesN5OVEQRBBgG1rQiuYH7bPL37e1k9/lDVFUEhPNVmLthzd5m3EMctOLZlmg9IGWd3N23YO2G+Hjk0vmg1OLQVep1pWFnyHtlAYb1k1ulgTBXOlShOK4OHpvBhjYD3UHiuc7sFv4EcfxfJ8cg9p58V8/iKNm4sL6nrAuTIyBsiGxqL4Z67ITi1EkdS+69pOe/Hd12zQwH44Dq6x5aNXWWonE5jdbfuu7LBXj71ux6tPAdgR64ftujilyJQfbcCwAahmq+2FLd+zBYNW2G9s+JzNLpmLVCOi3rfqm2kHjblPRKThth2/fALJ7AhIUQ1QtkEQSi0TjU9/wrMzUKu2dXbi38OmBNQtmrLAVs9eZWPQqIVZyAart3dBoncObEZavWh/+sRf2RSYm1tN9Xa67CQq51NWV1fn0XZTRk21OdNm2pCCQS5ByR7XTP63ncd2277zB3H4LoV4NoGnMKcwYGPzR9qGsctt6ezFVgAD6f4TEHhpwl3iBVrAZ9/UJEG5LxzPisNLinHTRzQ0XQBuRVeZ/eTtF/H7Oohk3W392GDHZpXYNBxjIzBuF2uu2EmIYV1rM3t7ihWkZltJwUjfzLMHZVlZAxrQAwdsWFqRPTxlrT0+9xlWGcYmimRz7U2Y7Lchwifs+TW/D+NKGpB0zBG03818ljdet0MwRkevnbTK2nJrvI1WUakpQP46JOpcTLdzYa7WTFpt8yCC6aSjUOi8NBB1pKk4fOag7Tu5nwCIMmKyOmE65KEGURYsQUQWjlxqTy960mbjYyKVf7tMeaWH7JW9ryId1tuyGYvsCwufDyo4AB+NjXUQjrO249AeOw+D14IJRIgaRzvanqy2r876fZjTFTawHxIs6y5JWLVSBcu+AfNdh38X8UMjkoRR8+SbaANSYNAj6VFr6Kq3kwSt7Dy9z45cPw4TYzY0Q1J4Hgxv1Kpa69mcS9EYz7N1M9bYtCHz0OJmWFd6nf31K39rR6vPWAp+Z4NZ+9vXblpTQ4OPXc/mFObYny3/U5s2YiIdEckQNf7FB7OEwMB/XfgGMnPnys7YziPbWOubdpOqE1X1NzF/dFl+ThbmWzY5tEJxNKIZmJ/GDRxnjy16wmagjVMTrV1NduziYXvz0Ft2/maZPTd/o82eMpt5ilhZVZldO3fNrt+qsEYYDmk2Vk992IYVIHikw6xi6qlpq7STpSft4KlDdu7aeTSnzD3w2A2w9o+gWYd5e2r14zYQDUJ6iNB9GG1PogmTH5EGAjgP6IlG9dFj/sUzcX/O3jPjJgFW8CFXCHBVPzrkw6WP0oxLIxVB69MOM3UBs/XOc9ugBe9bN/V65fsTR8PTCczKvDp3yhR7evpv2IwRsxG0am3zifdc+3ADzXUKmrEo7alaS7fKmEHe3DRNO4MK+iMArrK1s9ZbftYQ3tdmp8oO2j9u+Qe7eLvWCq0A01eKC2etBPWkwTh0o2HoQhuWl5ttS6bMBx822uj+xSJZ3vd2tGEXKq7Ya+DYZfJX1iIItYkJwlyZlZJtTxQvQ4BbZqNHltAPzLKd+JOm/f/UvQd0lll2pruVE5JAAeWEJISQSAKRc5Ezlas6VHfb405OPb5jt33XrHU9Httjz7Xd9m232+0uV1dXrmoooMg5C4kkkFBOgJAQygGUpfu856c8d81UNcxdY3fNR4kSfzzfOfvs8O537+NP25kWp2vPlp63Gy2l5vvQn2y6Dw4DjZzhpGXHZtnOuVsdR9iPfVbRfAuE6ij3etpys7Nt5CFBaHefdZOS60J3Kp26buZ6ipJWW0xYjJWVV9jJ0lPW2NNg8RPpkZaWRcouzh5iqB8+7LbZWTMtIyLTwscnsx9IrwbQFFcK9Zdcshdah6q7VVZEMVR1cy2tQFqtub/DOkH+ounVOZEAJYAU/xCodO9gnwu2N63aYHk4zYTtDmWta6mzwxeOoBOuW8KUGPvN1d9zvUtrmxvsFsFjBYh8FzohMybDFuUstGlJ02xCIPQG7Fo/618OcnSEDEh5Y5W1d3aTviTNTSDmzXqrMGIbe3FmwkxoMjhvv3RvsIisiTzvcXizsiuK0IUodow12ZGqg3a86CwOfJuT2GD08/ToabZo5iK7TybjfE0RGa96glQfCyBNE+0biWOUY2nJqThg/Xa84rD1dAPGpC2gw8IamxU3h+/i8+H4VdOz8xKO52WC96bWJpdNi42Ms+DQYILcPqtqrCfbM27PL3wVvbjKJoG+tne12E26Tuw69RZO3qglJKdYdvZ0S4hLtK6OduuhFdW0hFxoU1PsbvNdO3/lot0fbrY2dNCDXjI8zF144AQLIfjR3niIo6jgfcOczbZ56TpQt3hmAvkno1OLHTxSxPihsixInW/zMuZZzGR6f4omwudoWh3XTXeEbhL9QPbWQ0fgwS/wNY5++HzHTUZEP/pP/C0uRZzuD0rKOW4YujYE/62iN+3ilauWmznNtsxFyKPng9JEWTeE6eO3DtsnJTgDbEB/PIBF8QttYdp8NkSW+Yb60gbiuv31L/7CliY8Y69uetbmAMkqDSDD+qTLOW6kF5A8e9DV5lC2E3jnFe2VpPNIajLu2EkRFsmmIWkGxy3cktNSQRACLTN2qk2lMiUcmFV8grreattffILqxosWB5T/7IrnLZjoqqqyGhSn3Gpb66xjsMtC/UJsWdYy27Rwg02Nz2bB6TpvHaB15+100RlrQYFGT46ytKnppI87rQKlOIaSWhG70Dau3GDx0Yk4QkAW8ktxykQWlTApShrDqfCS44YgOYIH8+zCYfEhiBMfwTu6dKfQ9l06YiWN5ZxW4GXTIpIh6+MsEIn0oQALywtBhc7R1qTBwsIjqBCcbYuTFzDfmTYcMmSFDeftkxOHLM4vAcdtvW2V40ZLFYMvtfvm+3bg2n42UKP93st/bdNiMy1UXEVSPfdwRi9XESEyP/e725nTcJs8MdKiYmjUGuxjB4uOWiBp0pXTF9m2/M2WFpphvsDpwG52G6fqclmhFfJT31TDuMIsNSXNwiaGczxWNwqs2gYeddmqzNW2Zf4mNu9M55x044zsL95rp4rP0hB2km1fvplNuNhFaB00v7xVVWoFpCzVmDc0jrXNSAAJMmtovEfAUGS/kfstoPe1oJ7xjAXUUo4bxvfTs2ddSuNxUOKltIZDhUTGJzqEF0LWiqjtkVWB5slpOw0i6xPgh2OZAzqY4XgjQxCrS5ur7Y2DP7FFKYsdYrg8a62NPwqydu8q+6s9P7IrTbdsBG8vgnlOIQ2SFp9I5NlntU2NGI2b9udb37A8mt4+jeM2jJzIsccls+sV16gk3WtVyLsClRHkJSxkgsVFRaM0ScOC6kYRTSdMTKA1T5JNjc0GgU7AVR7CWHaAfpy2jwv3gNwF2q+tfR76gL/V3qu3yoYq62ztpFVIm7U9um/z0hfZy4tesVnJ8ywg1I+Kuka7iQNbdAunrbrMAgNCLWPqFPML8beauw12t76Odi2z7GvPvWKJIckcYcbJGzgRSs8O49jotBG1WHA2SVHJk7f6k1TB/6/nn9ZxU7DqnEwQKswjexR96IItHH2l3HBapYOGSF/XtFbjsBXYBeghnZ19lj45zaYkpeEIjVvl3WraE9XbyiWLbGvW88jQDMLFFjt045AdZy3utTcjcF4WzDrEw0/MSJnCepFefzRo1Y011tBaZbMSFtgOUOkp6C+gTLsG0vbj/T8krUf3f+pQAkjJheKkRU+Kpo0R6CnE8fqm21bVUE0Kc8i+se47lp9JUOUTYn0jNE1vLrcTV0CcSi5YfHyKxSdj/EJ8rYHirmrWcXHETNu+cKvlZROMiLdG0NNK37PCyiKQwgKrbK4yHzizC+MXWFhwkNV011rpg3LLjsq2nRjUeYlkUAgGrjddsb3X9rlCgEgCmEnITHxErE2EQtJOr83q6mr2/VRbNHuBTQgJsYLLV+1a3XmbkTbHFuLMZMFrnRgSRWAy4IKOSPR6qG+Y+Q+jY0SXCYA39hRypOChtL7EDhcedYVozXC9RjmbOQyHIzo0jFRtED/8TuoteXIqad0opztjI+I5bQ/EhvU+xXyduX7G2kdxNHKn2oL0edZyu9XKaqsJbpvcTyd84zmx+aD+ay0/ax4BewRZpiFQpmbbW/A+we8N1irQ0uMzLSEqEWeywhrYe9Gxk2z13FUOPZ1A0O3k7nOlW3LpcdwwI0TX+h1nHSpL06Nae6/oXSsqK7FuAsXICWE2PS3b1mZvQC6ycTBLbO/VT6yo5TpZqgGbHpFli9Pn2xzmOzYqlnu4Z+8W/iO9UB/aQtZw7bR1BJfz+bpRaxm5bWcqTtuF0kugs6D5sUk2L2WepUFvCeQEiUa44ievX8BGnbFX4SRvpMVKlF+UVdVV2YHLnyCzVywna5bNy85zKFkUaeiHjLEPECiULBHKwun0vScOWE1nNXUQIGSsUUhQCGnkiVBQAkCEJwGcxFkE/5eDnJucC7JL4QcN9xva6u1CxUXbf/WQ6N+2aeoaW5dD0VVqKg4yyPFjx80zt8whe8ZjF8QFRoz4+SJfn58qVeQiT945bvwuPYViUppGqQ45cNokKt29Q178Tw/+qbW3ddlaBG4DUVNKwBQmKNKqqAY5VLzfzlSfIwnQb/kQ6dchOIrgg9mcTUCxJ+EvvHP4R7Y0dbO9+MxOm5E0C5gUNEqI0xMuRuFSpEKj+gYwsMDe5ypIZcGHuNPVaFmgDPOyZ1gMiIvy8zGBMZaUluYqZYJAmQJGIIbKgQoctUJI3ftLjhMtV1pOTJolTo6z7vZea7vXBkcFbgbHeTUPwbFA+T2T/oxtn7cDx2YWxzA9tLK2a/bh+Q+tsbkRblacLc7Nt9TYFKulJ9zFiivWQ1S1JGGprVvucSLUzsFV4DhDQPyOkZXjpoOKuSEEB2lDQYzjsOlcSgmaKnB64A784uIv7BRVUN04OhlRabYyZymKYzFNj2NcOuJY0TE7V3oGyH7UZrA5Fmcvtpmxsy0yNNLugdbtKf7IzhRdIFpNt/Ws1ers9e47+sZb7YNL72NAjuPgBtnvv/JnlgBh1RvD2tbbZJfLC+wk6E416cK0yZk2l8goIzndIhIjSLP02V++9UcWNIQzmLfGdi7e7tqHiCPVifN66VYBUPcpOAr1Fhkx0WanzrbZGbMtPHwiMlJrB68eAXZvt/U58NtmrKKqkVQjU9EyeMdeP/0TK6+ppOHuLPvK2ldowJjI3AxbSU0pSNsFu1J+3cJigm32rOmkK2Igx/ZY8S1QuOpT9vU5v21baQMzOZxIS4gbO9Jt0M9A3PCaUUriF7GJmX9xJxQFN7fdJrIssHMlKKmBO/ACn7Fl0xaCWqQ6HmAPqeMCUMg//vn/ZfNi8uyFFfBkZm22ob4Aq+u/Zj/a/zo9DivNPyjApoTH29rc5TZrWrZ1U0xSVl0JqbfTts3dYVMT01l7SfTnX9oRo+xJBY1Cmevv15N+OmUFdy9ZbfMdx4GanpIJ3ybLIoPgJ8Jrm8zJFXFUBofScdxvNNAhXSM+/TiM9+zgpUNU837M/CXZs/PWWevdVqttrLNOOCih4ROsvvWe4y/Ox3F7Mf8FmxOXZ/4hPnApi3GmT9gtUqRKBs2ZlmfZU7PguQ1Y0bXLdqu6FESd9dr5EshkEvXDkJMxMDKaqj5VexhRBv53cdw+XRVRG9y4tRDOcdN6eIj6+KUOxThddtLRDdpbu1xgmJ+Zb9OnZlsnDsLRS4etkNTpSzuftZXJa3Gmk60VZHjPlU/sJBSFvof9rlArKSzWZk7JRU5yLYFAr7O7B57XGTtYvIsK9yn27OLNGNg8Cwj2t6sg0j/a/f+AMgxbEIYtITbBMpMz4GlNdcYskKDqatVVEKKjdqPqjH13+/ehEazFiQuzOprOnrx13I5f3w8yH2dLZ823KQmppMMfwYu9Su+sqwTas23T3C02Z8pC0I0w9saAXaw+Ay/sKGhfKU5iqM3Pzqf4aw3rOWYnK0/b6YojtiBhBRynTZY6YaoNE9xcaDhnvyj6wG6Adk0OjGD8uZafPY8iqRQ4Tq1WWloCJzXUEhIh0I/12vGLBQR0Z2zH/Ffp27XKpkzKAvGCn4kcqchJJ/HIwrrqTR7zIj39VBeO7D3S+zLsF2ovWRmBpBAn7ZvM1Ck4BGHw8kKhOyRaZsI0AkgwHDi+Iv7LOVIV5QdHPrALUCYsdMym5mS4rPPtikY4exTohKIz+ttohl3tskjb5q63vPQ5FkqLpMbeRjtTedYOnzlIkDQB3lgu6e88i4iIssPIRtmdMouIm4jjtsJWJa2xEEAFzyb5JXfGvTtPQ94GlB0Z9UdwX6up8v/J0Z9aXdNd5jXE5k6ZbcvorqBUdCA67lzxOfpi7rKKzir6N0bY2tnrbVH2QnR+okNWS6Cf/Oj0n9nDXl8yKCvsGexERtwMvmLAChtPwwU/wmfX2sSJEfS+W2nzkhZajD/FUGQ7KlrKbM+5A3bo5j772sp/Z9uWbaQzQagV3SiyN8++SabIy5bPX4geXWBZE6dBP4IWQ2YATxYQg3Yr9AStx2E7jo4pqrpGtqbdIsLDbfa0WZbEfgjAPk0OnWxTJrNeHK3oBxCiqlhlf9QIvvRuCX7HITtbfd58AQl2Zm7C8VxtiQmJHscN9Fy6R2lS/VFrKk8rJwyyaGJf8MtRNv7HVCm3Io9TDgS/gAMhGNwlXrBDhcS7wlFShdUA3u0thO37u/7IKZyXV7xkzzBBIVT/+cOJOEe6YP/Vg6QsKy05Icl+Y8lvEmXmAjeb9UCmLW2nzLf0hF2CY/BMxlYU0k5Sl1RJwmeg58FTTJ+8R9AHR7wApif9VtZSYgfwtE+C1Gyd9mXbsXKzq1bVcU2BVF35TwjifnCUxF/iK3wl8OFeKKIDVC4ecdD59OgU6++hw09nB1HKLDz1JFCGNjtVcc5B+9tyttrGnM2WSFVm7f0K240zdPHOdZRYENHVHJsN2nC7rBFHsgqksdYiqX7ambPN5s+YB0GdvmYyWny90qCabFd2j1JwhttNPk4yjsQIY/aFJK/qSLUBaBtptX/4+CdW2FSI45Vh26Zttvzp+SBYcEIgsxbXg8Cc2mvXqo7aytyX6KW23tKjplEcAYeMooK6ngp74+yPIdffdUjc+hlrbG4SETFrWcVG31t0wG5AuE8PS7VvbfkeRiPZHo31WMnta3bwAkdZlR607KzltiGf98XOsYmcQ9rj00tpfLn91c//0OICcmzrwo2gZlsgj/qBeo5YEanjsyBmlY1lFhkfRGPdHTaD+Ynyi+acv14rrLlsH+E8aB62z9tgCygiURGCYPGGnlv2Xw/+F7gzA7YSQvLX1/2aO6P0Xn8NHMJTdvZqISnpVtu0aQMnNITYw7ZO0J67Vsf9tftU29cX/0ccpRUoLhS+dqr+xmnT9d9z3MRvc9xK5N4pQrIvo/AvhRSeKDwJF6bccubOhru3mVMJclC8NH7GwLUMNmKUrtg/7v9Tmxmz1HYu2WrLs9dQhOBlJd1X7GeH3ra65npLIh2wkwKcRdMWk1KeAIpJNRZpTR+iR388MXcsmBvZL/sLxawKX4IgVSWrUrOpt8F2X9tlZy6fg1+YaWtxnGdmzEChiSfEPaPIfYns3aHNAENsXhsirVTVVm4fw0s9RdFHNCmLKX4pNtgC0Zd5TMlJsQnxIbb74HHr6L3jlPpOnMuUgDQKLbpJA56xfSB1naSY8qbPZY/gaPebVdfUWu2dWvRvkC2eucTWPW6i7Ac3zvE2cdwcMiCZF+dHS0GA4vTLL7vtf6XnnhZxg6HpRuAqSOEpSefoITWiVjWtmn6TkLQyZPzjot00Ib+EDlhmO5YhK7HTCcx87Bppqd1ndltdwx37nW981/Li54Mih9v9odv2zpmP7AQB02RQ0UVTF9hcsg5TYzPQFfAKcXtVMX6i7JjtKv4ZaaJEe2HhZpufMR/HLQjUqMj+/hd/Q7ptxObOybPl+ctAqWZYpHeMqzIVL+ja7StQQA5aQekn9qVnfsdW0yNRKc8LVRftSOVRaxpsQi4XUQ2eZ4+a6ZtVXYXhhyNHsPoCrXmWTVkK15UMCcFu90Cz7cLgn6w8QcWfkbYl+MtaY0lhSbT1qbZdl6Bx1B60V/K/YzsXbeHotQiKD3DEyg/bOwVvWkfPIE5drm0BxZtBv8Bg+HvjcMIekZbUnA55kYZ7UGV7Tx+yKzVHCPIWMbaFoD2zKV5KZd9pTpBiygjVGFp+i/a0D0HuEy/pVnSveHJ3+m7TeLrAztw4Y6NdowScG21BHrqUbIt4ywFeHk6fl8hcOG7SCWOkc/u8uuxne37mEEe/iT6WmBJvt2/fswlwDpcvXmY+PFZYUYzdO24vZj4L9WOTTY2bSiA9aBfrLtpPz/w9rBCOhMzEMcc5D6XyvrKeAB/0uo/s1XLWZtui7TYlLA3bxL55LHufd29OMrktZQ+EPCpr045OvH7/qv3DJ6/Ds4bvK0Bl9kabGp4LbQHKkHe3HbtyArR+F58+bC8s/YotmLEQOzIJHUixRE+vK+77z0d+j2KJXHuJ3narKdqYSHq+Z7TN3rvwjhUQyIcGBVGQ9YzNz11gMRNwishkPSTlXNJ0DVnfTzByxL698ndt24oNoKj+dhHA4c2z7xDg9FpuWiaynmd5ZFfiAhJAhiPQhQSWqsZVdimg02oHqmz/KSp3S2jqD8L88oYvW2p8KuvhQihAbCpwWU+1F3IFQvgpw+hEURVOFB/GXu+2iPgMe276S9BwFkMXCHezyaudypHciE5CKEwcjL8jwXKv8Oz3z5vzL8Ljn5EqlQ/KxYToSB2HBIGyqRpMcq/qSl8O2NXjbTg2lyuv2t9e/KFFe4fbq0u/ZKtzNkDdIf1IHvy9Mx+i4D+Cm5FgX179dZsFIhEwTJmv35B1eMGRaEKZXdhv92u67asbnqWScwWl3jHsXjgWQU8xeW4jItw4kprwbto0FMM7OEDqoep2me3MfcU2oniiIiIQR/htOquJ/JdL88IFcDZD3nfwmH14+kPbW3IYflybTQadi8D4LAX9mT8jH9EesRPXztrr5/7ZFqQs4zSBnZYTRWqSsx3PwQPYDeTcxvyomCOSlF4UXJOH7X12r/emRU+fYmtnbrB1iXj8QOJCKMRDkAFlIG7czpg9nl9XEIIoIVE4L2olglDxZwBD30Cz1H/4xU+tdrTItsz8sr2Q87IrndZZkv0BPVZIW40Pjv/C7jy4Yt/Z9Cco1Q0WOCSy5iibtQNksMR+sP9PrKfPF+W9zDbOWWdTI7NRfiPu1IMjN06RtuiwFVOW2PNzX7SJ0fHAzlWQd486ZCcC1G7Lgk02L3UuKeZI0AaOWXpIJVLFafvFiZ/Do8q1rQvos4Myp44NHkOHvX38PSuqvMSxYxNs68qtNisxzyb6UjlGlPSgs9GOXDlqr1/6G9Jwa+w5nL6ZSbOJeKMpER9E+Vy0H5z+G3iFk2zjjHXwsL6MwRmwt0vetLOVBXb7PmXrKKpECgPIyNpgVw8c5W6Li0m2efMW26KMZZYG/09n1YrXIB6SohVPVakcNMk5j/EzBulHHB6mktfyQ+FM86NGO1xwHAfxDJwxs5e3v4JRXWShI1G8lsIcKmsr6ep9iObAF0FrF05djLyto/BjgfX1jNrR2v126MwRC4Jku5pq6tXTaUmDdIgn5fpuKSDSIEQifAqEWcEUzGi2Zh/fD52AYpOmhw32d/t/bJdwwF6c/zWcZgjqpKD8SXHrQGwdzKzqT19QBR+HJo5RGdsBUnPFDl8+YtdvX7eQ8FAL6cHZmoKRpLIrMiXCbvWV2Du79troox4+k0Alf5NN8plk50mB7Lr2sd3qrrZxWoREKHVBXzIFOo/GmywyOtKWZpKamLbBUhPSMahMHJHwmJAp5IxN6KoSRRdQAYQKmv63cNxYK6EuXnAvGTTqBn3o7gkEESrSg+4WUOWzdgwdEhwQZhvnboIwTeEPQVMrRPRzt06AqhxERsfsD7/6fYx5jkON6rrK7J/3v28Xqg/Z8twtOBDr4TfNgMuDnAiBJ7hrB3HYX7Lf3qFBdXrYSvvS0u1kBWawv3rtZPkJe//kOyASUfaNjV+j2IqCEP6MP6THI2m+YUjqF8pP275ze+1K/Vn745f+BjQ00UqqrttRTki51lZhA/A6I6g2jtWe7h3BWW+xwdAeW0iG4KWs7ZYeOgXuXIirUC5i3+27eNC6/VpIay6i799KHPpsLatdv1tk71/8CJ7tTfs1gnTRHsZoSfJg6IHth+e86+I/YeCn2XfW/TrZipkcyYajgBEeoWhJe8A7gGCIP/dBuc+BQO4v2GstXbWgLDMsCVR4anKmzcmaTZ/IdJwrjDxIyQi2aWjwkU3Q+aBPvLThxRvzotCoCg7XUTI+Ry3DdyYB5zaC0lyCDvQAAY8qZEeCCJCojB8f4OakkqnUbIFz9fqun0EVuEHcTzVkSADORBK0EwqhpkyzOx13bdeZfXaq5qh9d9lvMwfrnUNzq6EUXtthO1N3nI+ahBMUZuEBBJTYgmaoKeRzbHvuVlubhUNLJidIPA2nHz7/pqQ9cD0QERQW//ADYR8BFbnfe88K6gvIZH1gCTGxtmPhTtKgS20CbYNU4FbfV4XePUYmhFR04ix7bsFLlh43DX+IMAQnuxOu2SWcpT8/+ueg7Evta+tfsIWg7v0AHfWgtP904CfW0tfg2nI8h06OiopzVaBq9n2PQK+g4SKUmyP2EB7kl+Z+Ez75YgsM9bHWoWZQ+ir7y3f/GCrHJFLTiXRtSMKJm2bzcc5jQaADR+AN440PhXTalZYCR+tpunvbFgEY7Fj+HCBMko0M0FqGsarvq8v+ce/S6WOk0clnwx/uJ8CAq4mzrMK4CN8IMm604OHPKHZARYU6dYct7HS/sgHO8ZV4aC6/6JcC3/8RcZMMYEjgWrizEIkWXXUjuW2VpbvGr6TAhqhsuHP3jp25ds4+qP3YlsND2Dp7u82KzXMOUbtPo/382Ie0/DhsizPW2MtLvmzJtPrAG3EpkybIzSdQHJ+c+8imTlxoX96ykxQZbR6UGkRgVSHzxMtJLqMlkhdPrAOno6CuwPZeP2CD8MpenPOcLUlfAZxLVAeCN4qBboUgWVFTbfGUuWekpLu0zeBor/1s/3t2oIIyaJ9HlM0P2vbs12wx6GFUZJTdgbfyycVPbN/VPTg0X7WX1z5HH5nJ8BSu0mPsHbsBObsboR0d78Oh8aI6CMKlP3n/rAVEZElwjuItljy+a7TI/TstIPceVA3NhT3mHphfucxOdiRQ/OLjcu/8wnLoAPCS+uv2zpH3bTSpwzbnkZIjvRzG5hc61wwMf7aUykIIwBMiQ+zZ5c/b/JRFFjiA48b7xRe7xlmif7Hr9yw0ZKrtBIlcTzPDCK8YjOoje/f0O3aUVIpvuL99ZeELtjhuIUopzC5XXybF8bHVYGCeXfiKrZ660iZ7c3A8MjAIxlnRUm7vF3xoN+uKbU5Krm2gB9vCzKV8ph/8vgp7G8f97sM60rmzbWf+c6TOIEaPBDBXA1YNErsPY/bT6+/a9hlb7AWcwty4XMxOuHV0dNmZhiP2s5J3OT8w1bbkbrS16Vuss/2+/eWFH9jVu9ds8NEjNmsnKQqzKThryaTG00GdZiZPhwOU4tph6PzBT52zf+FNCmWV4fXMtvubFlI4k2xooVJsbtVr3Gy+aQcKjsFNKrcZU6bbtuUbLG0SyEM/n6lWCPQiulx7mR50b1kvjsvGBaQ4Zq60tMgs66Dc//WiH5K2vckJBrHwPNbBz1tlfkNEfVg5VSXL8PuALjtCLOLwxMuhVPA4/B8RZYoH6g1y0GB/uesHdrPxtH1j8W/RvHgLvLZoTyyDEnsAcbj+dh3Hw/hZcnKqTZocgWK/b6dJsZ4qPm01zTUWBMo2B0Rjaw4OAVW4XZwNuO8WaFzhGcsIT7c1FBwpTTE4OMR+PWK7yt61TvZo/3iXBeBYTA3MpI/dNCfn6WlTbCoOW0owQYovkyhHGAGU0zbK5DrKBe0bvMdozMmedT2+JKC/gutpETehOroHdz6vCqfkqbmLNfSDFwMHp/JOhX106EMq8VpsMW1hnqEiOyY4ifTxQ7tUf96OOjJ6Ddy/KfYbK75Ll/5E1z6pjBNnXt/zIQT/s/bC8q95WhCFwxcU0oNuGKY1z63bFbYPtGz/3T3QNLbbN1a+YvGgn3X3q+1Q6T47fOuYpWcm2zcXfBukb65ziNUDywdeZ01HOZXDxzgy7gxAYYf9+81/aiHBAXaUDMMlTki5S4FPH1QHMqqWGpzMumXAJ5sOBykXvhW9v3gskKbBQpvUt3DP6b2kCc9QYDDdNizwBH5BY6nQRNjLpe+yZy9ZABWR31j8VVuZvdpG+sasjqKmj9Ehp0r2UHy20L61+jsWj1ypQGVsFPeHHnQ+6E0dRaXm5UOk3B8go7dabuEMXqNNU7lLl4Xj6Gl/rZy1xBKY22DSjdKlagbsJ17wEy/2PQEMHg7ZkFLbdWWXna3ZZZuSvwWlYhM9xOAfKwWLTPfSUqqkpZBGcn6uqjZ6crT1YifKKDR6/+Auq30AdxmKTUxMiL26hFMTYhfQ63rciiuvUOC1H+Ziub24+DdcMcngwLgdQM/tufg21BpAC/9OeteNWxx0rtQJs0CcqC6fNt+yYjItLiSNllo4dDTpxYN84h2p1csIrxtHZ/nBVVUrlxp4h1rz/ReP2fbVShOut1SoMd4gw0IqL5Lm3V+w3xoJ+lYvWEN7FUCF4FSH8A2M9sDnriR9fhL99Z6to9DsNWzJTCpDH7R3QSm6RqDwgUVFBxBkbMBx3wC3jFQyaJs3jlRdaykp/YNkr3bTkDjbXpj7POjyPAsODHGoY68oIlU3nf6+3lwMat/LPKRgp+fZ+rx1VLhmYDu8CAyarOj+eQLf4/awsxdAaJ1toNglYgLFKNzrEG7zA/iCdQ21yHOIzZoxw/kd6uGqNfbGiR3rZ3/iT/gQHHrLvrpgi+2L3nQnmMgOSPvzfS77JT2EXtOjX+hLjubnOm7iYaEChAwojeRuFEQC3wfCOZwyWgEU11y3/ZxpeeNBpX0N/tGKjGcQvCQiMwT84XV7j7Rda+9d20g0sm76ZocOjZMj7xkH/YEUe+zSCSu5dcXWzthpz63e6olAUJIAVyh2/nrSxR7TpCvqUK+t1r42KwD+P3DtsEMcnoNrlU/ufQK9vAaJJO7D6zlHeq3xXhNtS+bbEkq8VfZc01FlHxIlna+56E4qWZW5irJscvoJWYy114ogAB+7csTam+7Z9ryXbQPIkA8OQSFRzcfXP7DK6tsWNTGGxqdTLDkywaJwpiLhcaSlp0ORGLdWKmb6MeQZyWkInhoZqkElisalsh47bvC21InapadBEOWMqmu1+tXIYVYTSkXzRy8et9zpU20dPBWVQYfQL0kAQEnjVfhK+ymvvwmvDU4CEHbqJPh8fJe6hOu8z1Nlp+yNo38LRL/ckegXZS7H/wgicm+ynx55wwrrCl316TfWvmYZE+llBFJzijYTe4v2UrjVD7H516kwWmj+qpiEU6IxFVRdojJxv/XjKC+Bs7IGxTojeZZDC1WhewQl7wd6tXHOKluRtQqulSdt2dQNwZkKoyNXj9nZuxft1Xkv2/OLtsLbm8ra+8KdvGNvX3ndrtwrs3yIr1tAcmdMngepv9X+7Mh/teK66xblH255cKlC6GM2mQKE2OgY+BrhNOcF7eumcrN3mDT1ZPqsUW0XJJ6VfDjKzJVWcNfjLcpj/RhgX5whtUbRgdCj9B06W47iuHTcuumxtWLWclvDPUwOSMEZgYeBEaztqsQgnge52gdyieOzeIPjHk2kXP1Bd6f98bH/g1Yc7USLc20zTmlGVC6OmhAzxiH0iehYDYmlSPDCHo/p8/+nDt9q5DmO8hUyqL5+tV019lfv/73d7T1vr634D7Rg2AyBNwLj1O/aNahHXhWBSgpNNPNnzKcyL96aOu7Y+2fft3M1BTi/I5Y9EeeMkv+5IG7hkH0r7pfRguUtK6Hx5da85+wZKnMTaOjcQyXq7pMHSdn9k4XBoUqNT7NkznecEpTsHJEwUNWgUH/SJVQLdlGlx9xP5ic4gKpS7k8nRahakaZe3KSKcMTnlHHSRv63v57WcXNIp4bIvnSpdtJNzokTR4Z9OgAx/goG+70DP3McTKWI86ng7B8ctZv18AErTtkV6AbjOCUbQTR35L5oMSGRFIi0kXW4am8d3AMVo8peXf1tqirhZIZEI2P0OOvvJkVfB6H/CmjZJRzfR6Dom20rnLNQ7ygrJmj45PovcG7KkE+qeKe9DFE7iwIdtal5ZPUP6klpFYJ4X0EPN9uC7EW03HietgyDtu8Kx5xVXOecZx/QljQKrVItAr5QFOOKmxxvEdG0FcGpa25sge9LY1SCj/scr/HGnrc5JeWmbVn8gq1lrDrDuQU+33mKlo6U7bIHtNjIS8vHYO8ARc8DpaF6GQTuk8sHrYECiWdmLgXheZHK5zgMKQZTAS+GVUGIZ049el995TpxlO72NVLVXwJPj3YzDcU2P22ZbaWCcBrVkaEUmznDK2P75O3jETP0oUC3m+jL9y6+R6B/zF6b8z13Wot6tSn70MO8lzfWQLn5CA5Wli3NXWKpyVOobmyj2O64HSo4SbagiT2VQP/GVbYqCzpOeLTV36uyU6RIC2su8FwK6PtWmwkXsRfnfe+lvbb7/JvAEZGWmkbzc+xEHJzX2BAazjLnyWmJ2IkW62DfBIIeZifQggUivQLMX3bJNgBa8joSflBe+kfpYaqzV8/vIpiotu++8B1bkLjUJvlF2jgn3HjRBHf/+YO278IuCw4Lth3PPEd1cx6ZANo54fz2UkF/BedbVIiy23dty7I12OdVnFSQYvdbW+3QleO0MMFxn0UmaY4KEReBqoNiweHtHOmimXqRHeU1Nx9csu2LX+W9KyjISgOQIYhD141T4fyQrEhVdxWOcZldrblhNZW1HKs4zb6x+asUDeZyM97WRUbuQv0FO3b+FP7rCD1J14BIr0a3QQEBpWzCabtaVWg1FA5OJ+W8cskKWprQow9nzYtZ9iPYICXC/gQAUvNf1tVNJYKi6XJ/S2j0wxTL8dUv+uev6lINgcAF7QU3SOdsPR4jY5Puccgg4/0Mx40XaORjkLT5RURmwY1KE/iAlLhUDehV+1gzJNST9sGpD2iA6GO/u/O7NidxCZU+4UTsD+xUwzEijINUfUywbXPgdyUuo3kkkw5acGewxs5VnoGXc9a8Sdttyd/qIlT1F3LfjoJkSz95/hBWVoZxMulA7Q8ocS6kBP/Y5aNEm4H0pdpos5LmgApwUgPFCsWkEE9cvgT0nmzrczFUGH2RGU/Wn7NDnINWDY8pDQF9Nf9rVA7CPwgPtOreGjvEZj0PrIyZsm2zNtnc7AWcoOBr1+5d5pSF3Xbtaq3l5+Tb+gXP0DeM0wpAUYaJJHuo1CwH9i+tqrKelvv2/PrnLB00ImiU3lajzCX5fHcxdkG/zgHlntScVQcZC5ny7icdADpzq+u6vVUIugfR/0vzvmkrZixzxjSALUeVBUTME/b2pTfp/9RpX87/d7Y8a6VN8ANpJJodoOKw9K44bJ9Qwl9i62m+uxHHdFrsDHpBjdjt3lv246Nv2T2KO5aCnD6PEx4dlmj3qZA9TgXVCVKloRGBHGP1ZZvHJh/qG3EtPa7fKbaCSnqyUaEU7hVpq4iEV81eyWkOENXhf721/2028g2q1eJQ9Gsh6c7FaJNiJ/VTCkn5AvyxG6CIzYN37LWFX7fn6FqeSB+lIeauor3U/vTo9+CDxNqGnLW2KWcjkVkyaFOf/ac9f2bXKy+D8qTaS8tfplgimyg1DDR4kGIInchxBwSwxIZJV86dkm/TqHaOgESrqGqEBpIBbGbPBpX88MMcDATSvR2H0Q/Hit1BiukRqMRRO0L12SC95lYzZ6tlVImOB0D66pizgoYLkJwvuflYS5uGlTlErhPT2CM+1khjzz/Y/5vItz+R4jrbBO8vMiDa9SdSaCiqgRSFvt+jRJ5C3HmJlLS6rcvfGYFYVt1RaT94+x9JR5Xaq2u/aWtmcUA8aYEHA8wBlZ+XS27aMAjXMhzP+UT1Oo6u/n6N/fjQj+xqa4ml0QdrS8JKy5+3EJI01V3jOCG3L9v7xz+y261X7Vub/4Otyqacn6qwvvFu23Vsv31w9m8tI2ORrV74DGnhPIvyigb5pNcdfZoa2WcVIJRN7U0ULcy2WXBEo0PgW4knxNrLcfPCWDtU393L4z3w5Nv/X/6Kp3XcvJAJcfLGaVKtJsxaM1+O/PFhnZVe6vRug/d3wXafetPyExfb6vmrLCkl3arv3bEjNHe9Rn+7jr52S8ZQv7J4my1KWuoc5MZeUoLVZ+mBedgiQieAuL1seVPn4NB607i51e4034acXWznWEdf0kPLMhbDV1oOSXwq4/Ej/XqSwoYPrbWnz760+FlbkrqCDvfwTlmHew8bncN2tfKGK/xRFf3GuRtduyWhgnuLd9uV65dp3RKD3lpHn7L56CTknr0nBK4ZGsC1mjKC0lvomkUEg4tc24ef7H7LvCb12vZFHoP/kIa6BVSYnqk+55q6hnOqwSbQ840gJElUvPeO3rdTt8/ZURqGj3WO2U5Sh4unL7MQqtKdln+s5nWcmOyNtiOhCfcHQotodNDwuvJeKVSEArtSWmAzUxbYtlUbqdbNIN2GMyB7y19PbXDp4k8+zq7Ss/IDMgWXSWl+Jf+3bfMinawTAY2E3mTsj0u0yrlMYP583jZbkrHEocnNg82cY/0eeusyYccYDtsy28LziROyQegf2aWGM7ancC8FPtdtW87XHTc0PioZakIbVJRDOEO7kJkwAv+VtmDKfNpXJBJUe7mmx4985fwXgVhVEWyGocO/RjqVbIls2y+5sBy8RnsIWaRoo2uUavHys/bhqQ953Ox3XvhdmxkN4jUeSjcScCq/Tvvo6B6AiI8tG/v3/CqOJoSH6StKA3qppa/JTpQfs48vvoOLmUGD902WnTjd6Y2WVo7VO/ExDlOxTctP5/5obB+lohUK2EbUMqkcHhvFSfW3sE0JcDy3QX3JIXkhXiI6l1GqBYf20L1Hd6ymvYaD45nnostUuk63VzZqLFnO1+iBW32WPXX0/EloKmOuAGLBtHznALa3AQzVVVoR/QMDgvxsxZyVNhe+nB+UDXrkuLnQcVsoPtwDOUL6ZjcdbgzuH+4vz+Oef+t9v9rL8e1I47qel1pW8e8EMjBMlxKW46bOBzz3uY6bF8iD68hMXl8UIce14rgRnVGmNrD3Bm+7nP2usx9aIrnp7277TXrE5DkuRCsC/sGlD3CG9tocjPUOKjBzeS6QtgDqnlzZVYoQf0xFYJFlRc6yrYs22uyUuVQ6sal0AWsKjXjipV0u+EJ35u+FsntAO4xLrkKHVoC2asUyIskseBvjVlFVYZeqL1CS7Y2wPo8Dkm+TQSa6h1vtwxt7KU44zbEZo1TQrITQvpV7igf6HbIb94vtg6I9VFidsGfiNlPltNGyEMYRvq+45TLcjQ+s6FIDjhsl085xy8DTH7IWemCVUqF6mbYdTW1Nlo3T8cL6ly01JpV+R56mpEoLOI2DY6yz2xxMy0ZWryE5bjof1ZsGpv2kYAsbz9nrp96w++237PfX/Rea+s6nqpEDjXECRzix4tCNg/bzwh865/ibK36HlitLcCAgsPvTspfS9HMl5+39c++S1gm3ncs2QDheBjyeSNf2brt6v9D++dzHHE0yaOshoa5exOHwkNvvtjaywU+CKp0g/RpoO1Zto+p3mrU3dkLavwoJ9ZY1dN+lG3qvRflEumh61ewVlpE41aEub+3+uRWBOETGR9jK/KVUyuVYF9XHZRVEW/WVVtdeT/+kTuv067BfX/Br9vz8Zy0+JNURXIubrtj39/y2Jfnn2rPzt1GtvBlHdBKO/0P7P/f9ZxzQy6QtE+h5tNVy4GlMYC5aSAuW1JaActy04rYzNi8Wh2k20XlaliMdj4lrxY/Shh4roSmXDI3iuMEDwxj6ELBICQ770R2dzuiHqPbq6GvFWZ8HT20lvcxS7f6DFg6mpqK1/jJG8zb8kXVwZLZYMsiVjihTr6kqGqf+yeH/ZNF+0baZxqfPEDGGjKuLPLsOFJZf+F7tTs/G/O80ymeLvoYqjhgpGbWMGQOpqO+stL9+68fwVq7alpUvOGQwYCyQIpMb9Mw7b0O9g/SgyrclcBpT46fQqHnIObU/P/rP1tTfDK90tX113gsWOWmyo16qlF+k9U/OHQJYbLZvbf2eLclc4ea+c6yL4pf9OCg/pvdSpj2zAIePVgcTieYf0NW+9F6FXa8rpQdTHchTlD2zeBWVczOdw6rKPJ0C4mBPkEJ3CLVu3Rmdz77df+1H/+ccN5QgMjIA0ixnQRW64ump0ecDEOtjN2mtcvFNiPTLbd4Mqm/h+V64ilFqoM8VmQA/0JAZtED6zuavk5Kcav6kjspJBR65dshOUz2XB2qwPk9V5wmgtW1WBnpTfrfGypGjEQzd8pRVDnXISc9xnM2+R312gIa5v7j2AbSFMPu1VS85o6fjjdQ65EZduaMqPKKgaQbO9YqZKwhGOZYpMM4auqptT/kvqAC+YpO842ztwvW2MJciJYKaNo4uqm6pthusZfGdSsjpPjhbtGmiTYRaxbxx8D2LzAykQnEpTl80KNpd6DAXraL7JkGgQRNIp3jiRVsNmh9OEN853GR7y7lHaBzR3rFwnXeSEqQpNhmLMZwS2RiMi+vNOEzDVJ1NrIpuH/blMHJyr6PJbtXdshvVN625tZYAf5tthLIQzakcfsoKCSlRpkJm4EmX9jr6dCxgmDN6r7lAtqjihK2i0Gx1/mIL9gqhJUejXS2/CepcTsuiVI7AomCO02VE4WnobrB/OPxPVkxWYy7VoFuoxJyXkA8dOwaEqNmOVRyyD3DsOggcv7PiP4LQ4wyCEKl9yklS5fuv7rV+injWLVhqS+F0RYXFWHt3L1Xz1dbQcpdWOmUE4Y9cte0Lc16lvQrZiSc4bq6XINGcglL1XmvCYVenhoMFh0BJo+3XN3NEYMRsAqcgkNZuu4/d3nViv12vPWvzc0AvyUqlTZyCHZFdH8JprbaPr+6zE6Uf2cr0HdisHeg12mgQLDZRZb5PmamKApuUFkZ18gpblroMR8PLrrE+BSDDtVSahtHSY/vS7fSko2IW3SCd24cjpqOufHEmHtK2qpyixqq7tMe5XUMRYI+tnMdnzQKMmJjkkD85buqDePj8cfQQPT7nzrdZGbk0XB+1sjJazlRUkEXrsSVzl9jS2UtoNh9PYKh0u8dBlEzgrBBYCcVSW12pZAAAQABJREFUavFpBORJAvSv+7yyQc4xk7OG0+YQNjlquhz6hr6UQ0oQ+RmOG7LijApRJjesakUhbvgSOBEexG2INGk95GSdiCB0az6NO7+0+ivk6+kbBCn9PmTcf9j7z3a65iMW8BXbtmAHz2XS45WNFjJspfdL7O1jb1jD/Vqq4LbZJhyFyQEQHKGcam8xagbGhn7ixYvFWdBL+V8fFS3FRKcHCw7apZrTcNhouodBUrPHeyidTsjmi2dtJLJ91VIh3CoZ3D52z/7u0E/t6M29tpwU6YvLnsf7n81m1JmTHDqP4n3r9Ac4fQX2yuxXaXWxnkhyCkqcfH7XLSpnPrEPTu6DR5dDGX4W3I3JNF+Fx9Bxn+iJyqzhastKmAvCtc0W0oxRiIc7sw6lL+hYVkC9oHQckPg/QlNQRSjrR5BiAX1xdjv6iegrjtsbx95mzW7bH+34gc3NoNAD5Sc0oJc2JfsK99t7V/6athIL7NfXfNdy+U52qvV70SMJHtrhy8dofrnXptMeZMfyLTabqtBw/rRx5unBW0SDZadBXxJBtkDGSO2FkTJrp4+XeFCfFH7CmrbD85oFojTZOpvpT3fvqg0Fd1gI/aZ0vJMPXJClVKatwkBkET0Nonw/PvSxnag9Y11QbxNBOeNxhrtaqRYi9eEX7GURNNTseIhT2lFh3857zV5e8Cwd/tPcWaCXawvsd9//vuVB1H119QukhjeDMtF4cazTfnT+J3bm1jl3duGU2EyKE1Jca472zlaUXxWE5hKL4QSHrXSnX8KYYiNiSI8SkaLkhW4pRed4bDhOLhrDeAz7c04ga6Lmz0rhqMlkIVVnB2jiWFxNyxHQshmpRJ6kuu93tJHCukFaghM/IBOvJy2dDvctKDiSPmWPQBTvcvrGLfshJN5sWgpsnr/ZFmUuJiLE+Gsj8fWfXqpo8gjwk+XdVXULjSZ97o0hGSMSbaaq9KeH3qCC+zw9AlMsM47+eTTiLAc9vd1y1TZmbrYNBEaZ6bl0Ig+iJcE9KulAQM5/wr2EUiG8nvT/dsaF4iY9V0lT0OOgz0cLT1lUXIC9tv41y6fYYoL3RCrqcGavnaJZ60cEAx2cRZhOSX4a/KgJENq7rJxqwMpOovHwmRi1dbZ43iKO2ZpMoEKFHkZWY6YygfkFXeaHpSCFKiXkNv2nU/Jv9v+ndtxAI1wVLEHsgDeWV44bPc180Fdy3JxhvnHa3j3ztxY5MRt5i7NhzpZroLotcUoyBT891kWfqukQwP/oq79vEwYjHUe0BGRmb+E+u1RL70hagKRPxEGgmrG1p42K6loqlqupsp9nKzi+LC91rqVEMdfQPkZBgNvRCR/D0frw8jsgzRNpLzKXHlgTrZvvutNSby29taTOhimw2oLemWdZBLBqUOo7QFFQTx3NtimWKDxBu5tHcLhmcPZnKrpklKbWNHKmD9a9nmLkeSKVoa85Z3RScIRV0P7jn/a/ad0+XdAwUgGuaE4Nkd07ifOK4eLdudfgugJ8admroFSLSF0F0Aew0d688C4FEgWWGz/Hvv3sVyx6PBnHjL0g3YdtUSAzxvEKTR33rPJ2ld3GeeonhT+MoW+F69bcdZv4vN+SJqeCeq+z+VnzqVYFxVHbKPaqToRx++ppJEfpNOalmmOaTt48YSdBRAO8Jti0lAznEDe1t9Avr9KicaB3rt7BfSylmIpiM+a1pOG6/d3u1611rNJeWvsN+LzrLcEvEaQ+1BqHGwjiD9AW6i2chy7791v+gsr+FchJIMcDtoAOFbjm5jfqrsEhnAkHFy4b1eVdtC+qb6m11gcN7LFg7m89AMAamxJBURV94zy64fNvTFoDjcAfCP2gpWoWr6KjS2VFljdnpr246hWKS6bBbvLHeeqwW+itvacOUdlZT0N4sgjorjgdTcf+1HFnRRQb7qLYrqGnDMBlJ6DKNnp+xpNt87H7XfRlLZYDus+6ybolRXMaTMQ0HAwv10GhuvmCpcOF27yYAjYc21iqUP1Hgmhcf98ukuqvAwhQADdMP7u65hr0aD0AvJfl0B5qOwV/yfCTIVuwptAPyPSV061gz8kDBOPXLYb1SCJlr6K16jtVIPyPoDuttDULV1t26jR0K+1AyIh6UYDo6AzoGS/ai4yOcIoFc6M/X/jrsZM2RgCl0xHUjFsns7jj9dDNslU+/Nuz3p91coI0k6JjGTgdDIsjpf+8mXQveFeD9OaqoxrpKCm0wrKLtmL+cqoNd1gcxHNvlFkLxuGH7/2EI5R22wtrvm3rIH7qOZ2jNkaL5mLSYz8/8I8QQLtYMPLgpFwCiYTUfNZ1IUcZ6rzJp7nG5J3KADPkIQ6Pb4KHoVLlfZSl37p/h/Ea3A2zKVE58A1mO+7JDMiSYVQqqjjgARvuT97+K6t4cAoy6bdIaW2m7xsKDkGmFhPy+RV75/g7OISX7LWl37VtSzfYxEA4KAyvd7AdHgFHzpzfZ1c7rlsp3co7sUdRDHw6eik9bKpNT8/D4ZkBKpRDM2A+V28U0uYqBJlUKlaVbhHBVrCo2j3IYdbZmOJSeRMpNYPenab66cNz71l0dJh9c8P3cCJm4LhxYyivLiphDxQessNl75Hvn2cvLPmSTZ08nefgIqJErtKv6ADFFbfultiqZVts0wJI9mHpKD+UCicaHLpxgMh9t+WnLbXtc+CZUbUVTKPhYSL967QYOYzzcp7CjQd9HPvF0BPhZUyHx5KYmgDyOEg0XGRdd/oc/2bl7NX0sCPdSaWXmn7ug5BcUHvS7nbQIZ3u3PPikugJNc8yU5NBjIY5TeGGfUzK8XcXgrjl7eCImWTup8OuwF/4sz3ft5yExfRGo+KY1PY4js8QPZ5u0HrlAg1Dr/C95T01VizthRjkMB2zJ6XbjJi5pFRm2TQc6RgqLAM5PUPCr749vgi+NoB6/sjhV4pG8jOCnHvLcUNG9fg4lcZ3+uvg7pyjAOes3YTP2QfY0sZzEyEVz0/NJaKcT0k7ndGjp1MtDfrJfhka77EWSL9X6orsp5TjL5i2wsmU+m75se7OXklYFUljdFwBkPtC/v2ESzuRswkwNOwVoi7JTdcIjacb4BeR0i4mir7fBfjM58TFBVLZ+Zwtz8innxgKccIk2oDQDJmI/FDBESsqOmGzQGI2Ic+zcAp0SLoOOi8D3Th2+TgNRo9b1jS636961mYkzHLcxGGcznJk6DRcyQso4vLWGlIrFGUj80lkrcSjS0nIID0yh8KY+aByRM/sI7Yl98q8UoygKNg1rUXLiuKg47U+TWU84fb/lz/91I4blbyqOBZXZgiSvkAiXwI7nfmplG8vwUQxvfz2nt9DoHeWFgxmGcjhbAKgxNQYZPyy3b1z2+akLrY/eO0PSZ+jR0HYi+HOfnh+t13mPM4h6AzdHABOhxyLhXOfDrKdkz4dlHqOozTEBiewrmQk+HJOLLY7VHPvhqaxv/hjHBxk4X6ftaAyJrAOU2NSbHryDOfET0/JxsFOcr3JNGZxI4dAtdRU+iS9vE5Xn7aryMQd3ktMYHnEk5kTkvkM2lVkz3I6Mz4MvY6Dfa+rAdT+A9CjfdbVOQS/McpyMtlrS3OtrvGO7aetyaykRfYVgvgFUBSAROAiNdjrJ96Ad3WZLMEz9q3nv2EhAxF8F06Xowsg9yKOE4TcaWuwCzcvIn+HOcS9mhYR6O1oX6pgF7vmsRnx6RQfZYDmxpsXlZ5aEyEUKu6RXD3VxXvU97NzCOS/sYLzlc9SMf8hARDDYIkTIN3npC+3BdMX0XKFrIx/FGCEv0Mii8oK7KcH36R9TjT7Yqcton9m+DjVv0LjHta6U0j2QleZGBRm39n4B3B+l5AahfNJwNNAe5XCygI7cpmOB013rIO5hiXEaQ3GedFenK6zgMI+7NNU+v6lTIeG9zgr8ISbErVIvdsUFA0NYa/KOJWh8AitWSps5crV9FblxJNgiv4ABPqQ0wK4iJ+cPoAc91CYsA7Hfjmcyljm0stacLBOFRGo39pjQVSaP78cxzVzmYWNUf2L7tKZu3X0Jt0H5/lC9Rmr5rSiRvY+LQRteaRBs6HdUU4e7Yim08B4Mk4bXG7uvwWHby/AyEdFP7HaOs5jRUGloxumpc10lcJp2JuZgAJq1O2DzSNspikybU1oPXK8iIwPWZ+Ku9epFEXXoOMT4xKo4F9li2kdlRVPE/2QiQTdTKb2qNBHj7NCZws5PWxGidivENl/whL+y9Nj2CVJstKijosN3Us6cowsidBpX47Mc4AW8v7ZiJvuFMHCqjlDM0YqyXPzbHychWEOMG7pBcJGidcTKUyfQiVfCgRHysmVy+6GH7H//H5rH6R7dPZs13A3zDsC4cBbhAReCxx74cZZLY/NnZ7Pos1w5z564y2PqQQex03H4jzpktBCbeU72bwoLzw/0oootY4GR16vbW5gAsapogyzJCo7MzEqibGJePU07RvivD3+dCIcHx3/EP/nEUhTnuUkzbBgiI0OcoV7VvugmlYLBTSJbIMfMs9tLFUq6ruFGnRRyXqD1FxlZwNk8HbXhDEIZRIJty92YqylJqbTGTsZyHiSQxS9HMqme5PDIG2pNKlSBjJoLIvuQ3dEyxUvjN04EHZHzwMM5k1XxRoB+X4JnKOkSIyiMEOqfx8BPV+pvmKVD0odsXge/Im4kETnbPdzrkMVKc2SmhLrfDhANVgOjTlzXIm0ot6HHCt1q4mDnFEqGfALFqYvcF3DxXdRt/eWnkZ69ZWSdql2/aT8aZOSgAOaHpdi0Zya0Ecpf2l1mXVjOGZPnQVvYjobaRJcMs/B0kUN55ATDjTu7ANg9LPMJBmVNFJCUZCvH9p1OnvXdN0l5bbAFpK+DvcnuiXyq22B6AuHRz3w5mbMtSy6/nvBCdSh3H3IVzWfWUnk1dzVSqHMIPM3bhPhhiTTODkN5CklKhWOCL2BcBZkaIW2SabluLnqItZBDoPjEABDqzJLVW06akubH4/D+v17UFSkq26XWz2Gt7erD6XvaxMiQi0tMYl7haBPGmECiMf4IMYdkzrO0WGdw5zH11hKevoaqfqp7lDkZNASzakXKXZ1X5fjJrRAwYpnszG+J1wiIg8zTkXx3kTA2tSDHC/UNtpCivI6XflrQXa6XaohanIkPfHyKTKBCzQu7iiVrKSI2oYfOFlout3sCNSzptHzCwOsVIu2/L0HrDcclRoak8YnxNJvahbpCyn+UOdkdvWTSiMSLr9faY1wXnTGoJyzSXSdj4ufjLMWByKdYnH+Sc6R1TmBMgq69Pky0ogt6gRjzcKwc5k3z/N6+t/yemrHDYfeOW4gNTqPUjfiEETdCEMfoVpWVd3XQWZ11A+3hrOEvkmFYA5puwQZb6fHYFr8FFtDiwyfIQ5Ytx74kafto9N77c5QPSg/LUAo3PFF/oIpromOnmRZqZmWGpVuYV4UNKkXHnOJAELjeQj5u9g+vraH4+2oWo6nsGAgknGM2gSOO0uIZg9MTrHkmHQaMUfSaR7Ekz9qjsp0uz3R2wuXizUuow/l7Z5m9twjgjJvgtIQ9FYUaEoKhPwM0qE6xxJryfsekpq6fLvQbtaWWn/XANzFaEvnHpMzE+mdeNuu3iy2+KgYOGyLKMTJoLcfVfwDbXa27Kyji6RQUbtu8TooGTi9yIRbdfbeOAiMd6A3tBWNqRb5q4Cm0Uz6dIwTICZZchzVrrGpIIaT3Xmh6hfmAi/2Lx4lIiMknUl/qksZDnq58d4OmpirYryUing5F9IHk6Mm29TULArNcgAb4vFKVDjhZT0cYVV1rxJku9BiEmI46WQ2KcZMCwJtY8OBqjURIF9xHf+DMbjLpq9EZ01jnyprNeKc+7sUBZXWoEvu3eUQ+wGnc/xwLmIjOKUBGzFl0hSyEsnQPuj1KUSa/f3Ei7GhRpxcqFWXzh8uga7Qis2YMTOHM2PR9X60X0L3DiA35bdJO9NnTtWl09K5T/jI4QGT+Covjt9qs5uVxbRzqbawiDDoP3k0iWbvAx4IqVD3gwEC52u112jrUUF1egcINNkxdEcCxRl5U2daJjIeHhjmCvCk5iQ43RyBVQaftqT+hjXdaSX74WuJ8J7TsQNJBBUTKeQLo8hFIITeo+b7KvpRtXGVKAO3K6yxhXN3+6h+JmsQnxjP+mQxXxmca8v88x3qVQn0LEWvLcKaSI2rmpTJ4WHFyl/0axR9KHskeZNuFNom/rWcOP5FxfCYtUPTaSe1/JmOm+4Sf4e71cbgvhEgyZEqIdUwVHG/ynG7MKA9cJQiaCobRuGByPSatWFIkrfbb0OxGsIoRAI14xGrvJ2v8wrw4VzPHtIHD9xnR/B8GByNEdJ6voRY+krNtAvG9OsvuRgl44ALRpNaXzx7BV2C3vtByroG24Dve5kADpilNDiUfkqhREI+KAPdiy/Qqg/o4TBO012iT7STI4OGQpr1oGI4rYzlIbyAjsFWB++GB3B8lj+pUKFmEg4pAIS2b7DbuugbI24GWgjB5DuZdH+q6fxQhEE4OwFKjQ4hPVoQhybKSVOVD58DXKzWEG4DInE6iFjOq9JoXmy4YRpvqCda68P7fCbd8EMSOCiaVAFCLqREwcaDvmZ3rqSOBYkMjibVSy89xqYGoT307eqFdzVGRDKR+Z4Az82l7VhkpQ16rAOyaLMrZoimj14Qjqm3iOQMY4S2Hb1Ep12DPURcQ+ioQHfUzATSY/6spYimPQPdNsq9KfIRUufmR9wCItuOwfvuvYOgf4TVrAHnAeIYB9ODaRgnva2nA0L8ICjWJOYWh5o/IyxQL2Xpaj8QQC+yiKAoqugotGDdVD3sGmH291hvL3wYEWs0XyACfkDjgYHExxSOBAXS2Ba5kLEbk1OieUe4hIoJfdOlEyocusm/R53jBuIGKuEQUeZfVVjiF6onUC9QiGgTXpyp5c3aBvP5ocx1MHPlIyRZSoc2Axw46FDBHugE90lnTWJf6Jy+IPgzfAVyhsPvfuGzmClP9bQ225M1i5CCMZQnWQAXyap6Ssp01G+QtDbn84JgD7PRVTUbwL1r3iZ4KTXPnuWxMW9aL8BT0xl/w6xXsP8EKnDlkPH1UnrIpcjpvVQC6p6DCG/DgyaSvKAqVOlCaBByTB9Cfu9m3z/C2KsoQSlmtSIIpCFsINW7wb7BoIt+VCwOsjd5n4Iw6RAFKvpV0A4/+tpfpUJ9aseNPajlEVLIzToH1KE9yJ2TK4IsBYztIN/9tEwRl28CKK8a6GpP94AgD5L6CGJvhLD3gghO7g/dtZO07jl8nqPiJo3SfPw5TuNQqhQjyXskY+FUG6pq04vgTOll6RshrY8G6R9JT7YDtF3o4kziNWQ8ZkB98CVl6McaTuB7VCQWjEGUU60Ba+xCa4dBDf1AX3xIc6qAqAfdpbMdFYT6IQh+BDo6FuhfdJecLDmMrNcw/TfbSft1sd8lgyEYTVEqAmg70g1XVnogkPROJJSBkDGCBV4zFAhx/WGT+44g5C2Blk9jtGwQ11Py707UoDejN87PKHv7IahOF6dM6P8acxD7P5TCI+ksOWxqtuoWQI6/jATj0h/nvyFPv/zi9Qicq2YFRdNt9Up3E4z0Y5O0D4L4LtmyUAJtHUzuTrNhv46gg3upqr5Hb7KgkGBaRkUbmgyECIEmwB1mb3UMcA4xa6N+oZGkCcO8KByjypHNANd4nE9Ar0EN6easVRWgDaFjdE0k/R3iH+L0r58a/2peZMw8N+pe87l/aV/rD5Xa4j/1k0bvpJ9pL/o6krNtw6kU/nTe9Lpe1kgZDTXQD8NuT+BYQh+40NKfgzh+PThj+gx/ek+Gh2ILkTfXtocRKVCUTu/BlvT2cSYt/dIGgHDFM9QRZpHoin/R/3IgsGvimA3gpD7keLWHdJvoHxjgk7yQE+wItkDn4Yoixbdwu7J7um3uBePmgnScvl6q1B+RilcLMh0TFuyPRkKWJH8+jM+deCPeMntPegYindOTQ0PcB7LprU3oHJrPncUvxBPjctoYiUAIFSaoSIlZdPpTw+/WeezXrtrJk4W87rNSpUy2mqt6NsTjN3PzMjIydk6JSJeRXtKBtnCk+SJSIg49IPZhw40jzFJyUsw+Q/IAGBLCooVUzzIZYOcN894xjIjOMpQw8axT8GqQ96RL4xsh5eANF0DGE1+SjYyAsVFcqhFlIOPm7CQQrLzBIaJGb/7vNYajR+pXKRwvlJkXHj6OrVt3Psk5TCPydEE0vOA/aUa9JOAoMk2oEy45Y2w0bVw8T36X1Onn8YXxHJbTgMHinbxG0RsvQ7lK4TtPhHsWt00KQorINT0m+lEHbDmkvJB7YmxE0yPMtf6Ji8LUMt/YkVF9Jg6D1kKKjo/ns5hbEBm3GTSfOKuae/EYdNAxA0bI9WYpFZ6foBQf1cM8pDXWZnUKUrfiFpB74C1OsJSeEColR5k3yE3GCjhysW5OyI0UM0/yGFuUMQnB1qiVxKMeDy4Nv6qfnWSM18j50I3xm5srZ9j1fayJ7seVlyE/bh019zyu71IvM8JZXsgPys4z/0P4IKwFqRdume/xfLZerx/98Thu/KbPcv9mHIxTDWGV6tfnaT28NC5nqD1r440RobrG85nwb3Run77TtXDR9/N5oyiLcSyWTzCOKU6O0mnecDuJENwG1LgU+HjulzUhBeFkhrV/4sVXjMMFGoWg6y0jhiPFlPEDCRfUR3uO7enkU0isq1rW3LB4ajXDIHiO+9JtE/VqziSH48qf4biNypiimNVTS5/lnBIZSsaoYiUn/5oTEAS0Pe9nHZyy5bO0Fp8qXuZS3c/dHOIEyGF2kTCPyrjobE89pBYhrliDT/pVXE/tuGm/cNvqlyi9JaF0RRXcvnNCRBjmJVpZbzn22ixCeIdlSJgrxEaojAKIPoKNEByyKvixx64fsYJrFy09LZ7q6FdsWsx0Xkauk/fq7V4gXZJxHTOl6n6trS/6phek6GDJJxTPnAQloxp15Q7Lz1iCUWN/sY5e0nXSb1o7Xayp5HiUnwHpM9ZSle2eM6hZezkQeo0zbloY9Any0Q/XJhC974NOFUKqfaXTOnwIjqi/RsfoppFB9LfswHjAqHx/zz6FVuBkIhgZg04hlFntULwobhuXrCKP3qTJxRMcH0L/KnAg4MJ7dGMd077TnuT73ekF0u+6H+0Tp+v4PqFskiHGp2rFp7vYy5JT9o4OF9cehgnMrfczHkJO+G6a93HSvO7YRTkQBJaq+ueWmUPWUdPJvfiApgmAFUdPgMG4DCG/SzbEY9aeJ4/NfDJOkHadiSl7oybiPkHQNxAknegj8+GMD8667J94kzpqkHc8+WI8QmpGyM/7EAyrd5/GIB6Z9p1sgAsy5KXqhymWPWES+E7+rR/GxM3yOM/J8dH8OGFjNARyAhccz4p18sXWehGkubVA74+iBzR8Gik5dNJzv7xf38NajrCG6i0nhNVXCll7gTUcGWKu0FHKbCnTxoQ5GXEOvdYcefQEeppX3iddzf04nYftGoNHrvtzIIg+V+N3AbnWgvEyKukZZVjkBTy9fDC+X9XF/ehyBTusj+yT7LuCOAW/DzlxopYOFQcOnuGOPsdxk4OlP0isbpsJ1u1rgRE2DL4rYMDhUEXJOBtXC+slr5dNJK6MfyDCj8Myhpcs2+8WhwUYIoWm9KU/Hjdi77q6Cwr00+vZzCOkvUQu9NdnPeFiaAgISySBdJwHbhAlKidnHEWiyjt8ezaPVpLH2FhjXg/ZnNwXSmMMR0YVL74YQ1n5ccHaKFdv/i2S4yibbgzEyZvvkNyMKT2Fo+BKjeX04MB4jcM7cUYMB4Zd7NBJtK7SnN5Ulrn3EGl5oTDl8DplyWdp94uEqe91qA/Ojptv7SM5e9yTNqH6HLnKGAaghfSkCBRhshasySjzqbXwBYlzTjWbZARkTGumyE9KSkrHoUtoHnQQc8SuYqMAiXC/KFHe63anHkONafNIqSL9/FMywA/ryo3zu+aBf+I46B/jEJhUWCE/QB28tSTaUDL6nxpmnf2pLcc0uDG7F+sz5UxoU+qLNJ/ckkOUHistd4+aD72N/2t4OuNVzjgT6eaNScGgIAOaTz5HvJlxySVz5S0UkxYhGhNPuB+Ny6VNeZ/mXWNVN21NpzMS7lM0t57x661aK/cjcr0cFCljOY9ybrh3Eq3IjNL8yLtIpLzXxx+OpAICjI34OHIwvUHpxkGhZQA1Dlxk50x7aYO4yXbf9vl/cQsyaHLIwHRZJ8apOdH4nUPx+HM0pTKqumdSIjIGwziUetgX5e76qGmNNN8oSDkcfsiEytG197TUOqZJnysRVTDh9j5L5GRBhop7d0EYC6OAwEXtEh8ZYBD3cX9kUPLK52p/a63VJNsL4zwCEsftsw8lFVrdX8319I4bM8cwR9Ehbu8zP8wKk4fs4Nzo8tH+dNaKPas1YZOwO93eQ7D4P/PFxGqH+KGEr94psBPXj5E6K7X8OfPhh26hSSqIG/pqXMqaufEaloFk/vwHSIl3I9Ojjt/YTsuft869YZdoxZMSkUUPzS9bRrSqTSWfzDXzLeWvPeAcdtZZp2xovYZw3r2oVg+gdYICk3GtFT/aXF4EOZJX0iLIRhB6RJxQ9g/BnWR8GEdU9+gnB1HLpvUmMBHkr+8RDcYbXeilvayAhM/R54obKOEbx6EdwSHyhucsXa/P8tFrGLILJJ3g8bucSM2x9KqssLI1Cv4lz9LVIMwKNhyFh+efJsjn09zlUCPpRL5bKVMXNKOXR+GHebOe3rQYcTZD98b8UAnE8MDKCNSka/zJ2shGjFKBj1VlP7FOjMvZP8Yv+6MxyyGT7pUNYkHd/UvHjjO/ahLr5S8AgP0gx0kOBzpbjs6oC0rZK3yrpuBJ1zjfKSfF6QB9HzrKBaSyvfxo3vVBjpYhO+k8ax5DxmRLZBcwgLyA55zgcs+SAZSDAmfNs9Ptsp84W9JZXuJWo4PcwskJ1EB5m+fHs9elx6WepGP4UoAV9J/WWcWO0h36XVkKPk+OyRhZshHkUKpQQYFD6TUvujc+Xy+XhveR00hgMg7vSzxRrZGzufokdAuvdvpdw9HnOuTKvZMHvuCXhyrFnbJ3tYay0zr1Rv92LUJ4rJ/G0NVVDdzt5zhughs1Yc5Q8lkuwpSgIyhS7p/2GPFMMI+JBKj38LwMoSsuENTiPHgNhOdYxBFZfR73Fe8CQdMKOqQJoR1jc4zqeYblxyCfdHmUIe/XvoC4rm7J43RvVmuNMYyjPsoXhMRLykVChMLw6ufHCTAKlvGKnzIOz8sXlenNGatO4Uix8OUuMkOSvBVtSRky7nGEyg0Ngy3FPaabwmHzdkb8sRCh8JQu9NZ3E3kpctS5ly4a05tZCI8CQVHwb5kv59Rou/JaKTVFI2qoOKJoDS3pNowcFpwINYlkQhmhfuSc4JgpgtRYpEB5j3OsmV/N8ShRkzamj/oece8az7hQRJChcVKNY2wEP3gOQh3RkNyjR3DkYEs5azN5oh+cJSkm7Tq93SlSxsBDUtBDA56oVYqdQfA6DVfry2xoLIqy+EzX0oK51y3wL96KopKsYNAEVijackYBkZJjq2hVqJwcWm+HJmiDckkT4MgM45xJ/0mBytnzQQ48ClFOlEfwnWLSe7g0fMmjG4BnEDytwTBW5nMUgZKpUgWPx4Hltcyb5lJr4+ZHjg0Pf8rJdCcC8NkyIh5nEMWI4fEF+fBSNaluDKRiFE4gB5S58StF4IuxlerVuj35cq90MqN0jwYg2dH9eKN8x6T8FWkzjw4VlYKkElLpco1TKTx9p7fQOG0ajKB+RQeS4iQ9zhQ4x0vG//G8uGHpCbfsWnSMDv92+1zOCAsht5yZYvoYn4wSny1ZkqMm46ETSzRc/dtV9Lrb1RjkXMh4PPnO/zVe8T/nuHGv3IcPxkH3wy07WZPxk47U3LrASQEgc60gzYfUvSRKe0f6kjdQ2Uv6FF15jO76x6lovMcRSTvWv8w5octpypvAXILIcLydN/KuYjBOaHcyPuLbzfuhKpD2vgeJ/P8+9OdW1VxHtfIq+63N33YNVJ0+lQpgTsdINXqT6h4D3ZGT5c2eHGWcWiOnS3jMoURC3FkrBZHe9MASCV30DOd0Sb+gt8Yw3kLBtbdcpgIHTwGlJ3jHkPN6BRLO4eIUFkWH4woaSWt5SYBIyfIg+4ETU3idD2lFPoDNo4VnwMia9rbkwMmCBszzDplmDCK4CyWULhjH8KvC9P+rD4SUa/891SUdidAKZxtTgEfAJZ6lO2ZRWQACG1fwxl5XJofeOxgRHDucUfmj/qQEZb9GFPSS4vFhj0vXOw6kPhsvR3pxVGgrcuItFFGGWALDHDjkh8cGJSNMgecoOvQVAIeTE/Si7Ki3nuR9T7o0S/o+pTMdouaCOd7HfEoFu4yBQy81v4xCjhrPuR99OF+nvezGxpwooNRo+VjGw1/6bOkTpxx0S3rM8x7pWE/M6ZHtMe7LBaHci/QAUsW6sDo4W17YQu2BcXuI7eH+pKOFSDp7hNrhFJpRIbbYOLVlcrLsbl93SNiAHAlZVD9ZP4IKhsVYkTP5DHyuiP1+Acgt75Hdkn70g8w/pmAEDejRnLrhL+6ljJbzrZhjrYiXqGP83z0mGeJ5B465Ffosx40nRlkRLSEv9QimhNvzMZoxt9GYfT4MgUEhyOBrDwrt0OuEwklFeBacxca5kBeOhLGI/Mir18aV0PAeGUwPIiXh4jkpOi63do//5hn32e4JPcc4tKBC83xAiHSDoxhq8bbk1QsldA6dIkLGNgLq5dsrOB84XEaFDTlEQ2DxfoKIbv2GqBZFMZpfN0vN98MVUUTl0qAII7uQPUsLAGcc9R2gJziJUob+VPop8hyXA4LQKLAZwzESyVRGSwifc3L53RkyxsrouH1mWPPAj2bbOWXuN4RQkTojcU4T8+VSgwjoOKkCzYxL0fEyXsDG53tdFMSM0TldnK1xeA+CzwXVy1FUxaoPwjxMV/JRL4wDCt4VOCiNR6sNIXNyNpSy1jUsI8z6aOO692s3o1T1hwl0r/FsdDYU8yREQmNypf68VIpPZG6N3wdlod5MKhVTdaLkS+spp9OHudAJD4rIZQzkuDlFqChbY8GwSImLnOkKQ1hfbVy+gXnj9sVzg1uj92oje9IWfA6LrtMQnHchQXLv4S/Jlz7A/eh3nlNKVWvGeEdYt2HkSCiK+g65/mOsj/aCzoUV+uDGx5pIEersO4dW8TlyxBVQiI/hsj4gKB5Zl1OqOJq55zP0lfpcpWY9SsUj7zz8Sy69S06r0AatBWPi+0aIynwxzHKCtU4uGKBdhQKFwbFu1vsRPE8JCvKLjAbAv3KoCMGHnOpxkY8xxDLeLnUpAyRD4CZEC8kI+SdHgTPZo6wV96z115zqOyUT7DdWmv2Hc4MyDnCfoXnRo1yMVUPWWqg6ym1IHlAq3VNdqBf9215P67g5OUPXMLnY5f+21s6g6Z64XzaOR56EEinw0JwwV0NKhUF50Mo5x5rffKE2vH3mXTt07QgzPGjffv63LGfyDM6ShBPFpWByTCgXa+M9xJHnQvpBmcbgmI3CPa2/x/m0R39gbX3dtpKu9t9c9038K4ICJ79aLw0KfcV+9taY0UmOJuFoBcw9KNqoL8VCrMy4S+0StKI7tG7aEggHj/N9GHz19xrRvfO4638oB0r6nuf0vFKovBwRIfWq/UiGQqWro4wdSUBOWHfQLAmLF/MwBkfa16FXmk72E5+tj0eKPKYAWZNeki7XcU5u14G4OeoG+2cUfauqWuklGXfXwkdBkfT1ky6+x1Er0BOinYzKGdUe53N0D5JNLeMIz4+x3wPYQzC0uFee1CC136ns1d7zUlAEkiiAQJkNFzRLDtA549IHCoy0nxiz1J70ojfyoKBmnPWHscWImSG+x196Cj2j/abjnrSP5bhpKZ50MWJnRj2fz/w/HgM3xjrwbq0l4xcgoIyI7kD2xmUzmEPdl1KZkhkBBVoHObXa05pbV63J086W617Qj2K4K2UuudLzojxJ94pfywcyH+LCcz+aTHS2MA7dm5x/Z5v5v0utKhMmoeVzhyl6GA/gceykWo84Ko2EUUN07/PcmhBuX8YvLqfmyQXg0rnMl0ACF1xIv2seWTYv2V0khndrEF/oS36BQ9bc+D17wDlr3J+H98bz3LUXuvwzETdWlinRJdP66f89v7l/6i9tOD2vydWG0Dv0ErfzechFUDzg/s0L9Hr3T71eP3qPLj2o/zsRfPxPTTwPsWAaiUNteL+MhbhwTlI1QF7jxsnLPRGXXsvGYPx6L5LqXqD3yMCyL6VTeB+fIcEG2hfR3aVDVSoPod9ZKPgk6qPijWcvDx/LyJv4TCIhCf+IOAjIlj5CKTp5+L6O/yTjxJfwn3ghumdtXnexGI+nxt2puz+e+Jf505xwacPoksJil+sRPob/8zFuNfgQveb/Ze89wOy6rvve/+13esGgd4CDjkHvJAACIAiCYBOrqGo9v8Rxey7f80veF+fFduwvduQvSqLEji1LlmWZMkmxEyCJXojeexv0QZne7szt9/3WvjMUJIEUKdICKJ4D3LnnnrLP3mvvs/Z/r9pzGZWwq+0899ujrBh7kfhhjzbGZP3pyrDX1g0CY9kwEbuUv8ZAjQk6aScHbXKyWDK2enTqRHu+PRBwZo4DJr0JwKzcvfbsnrYZszUi59tk7bV6cJ7NVpr2PCOa1d/p8e03521yce2lDu5q1z6udgOGS/jt/lG2k9hY/9pmBLVdo7m1066ifxwprf+tVAek2b156+2I3m87Z+VwT/6fjSNrh5Vg/yib4qz+Dhzyw8jh6ObabjS059lFdpVVibq6PUCxnbK7+W90f6+Pje7uqp573fU/64+rxY/qx/Ocmti+7flsefozQLk0Y1JVY9jGDPhYnR3ocg3OX++Yqg0Wa/N7dbXa559lbbLDzqnCrnG1tnO25cug62zEuX9Geud+b/dxvV3hxoJ7N7jfFnxWNud6HuhK+kX/+fDAjdrmm+nq/eN07ql171i11hppXPPsHcy3166y98MoaXY5z296QduObidjQom+sPJZvApHEj4BUAXPchOVgRfeY1uQmobAjONtAk4iXT5K9pO3tr4FKPYR3miWVi5Y6bxR7T4bw709YX3jnmfjzOrnxpoxLhuDvMdGfyZUNynb+Z6qO35h45SynDqeq1xZNobyHZ1/DkRxtLD7HJC3Z7gXsvfJNnRot0k82Gz8GQ+3sZZ/nHum1SJPU94Gd6FdTPvZt3HiNCR2kY0n6GL/7DI7Z23Kt80u+BCb1d+eZjyRf1amM17vubW3LvZtC1DHJx2/4VnupB2zPuWnO251ydcjf559/lvpdoMb9zwjb2PFb3sf+G0LV1cgl9nz3fvJjVzBYftr93+4zbWDO6wWbh6wPZ7hNnuOFen+2TP5yfPc1e4a48U9x3t/9wx2mxMcbV1VjJ+7m2kbY8Pqx4F8WXacR9v7zXGbM0zV7zrQDrnj/HaHevrVjTc7YMUwb1KmjV3jh+6ZNpfYDTbG+LJnuaIM3PTc455lA8Y9i1+On9hd7gbGnZ2yfdvybczv33l/rW299mxuzu4ZJzYW8nMLNKItyS4c8li83RK45QdkT+fepjba62BI3tnaIbFxqxxbwRmY6JFqubeH7jQJiOt0k47x20moXL357QYADbXBamIDJ7HgrbN5zUmDzN7IoDkSO6Qfph712RIBiZ+P1aGJ4W3fcRR2TfIDdOMZTMyslOzjBoWJuG1ouUHPs/jpBqCBfTvuRpvt37mbe4Gt3sZgUWuaqDbPqOkNVkUG3MxA2+w53MrGRhtb3siZS1ld2crHgT36zgacUcXbbjcFenuhp8Nud3XukOd/WODmOOEnSjqyrpAu7mL9Rbz6CgmjMMOF0PGZBMKkWQ7g8I3E1DQDJtHPIOU3yU+aleflGxd14cIFOFNIQweM0Mhh1Ug+DIAZs/mwE5SNiU+0UXdIr3rV8Cjw6aRAbzgQuADvPO+xSYfAPsYP+KuuWEzna8/q2LHaOxO42WrF7ORsFeIkLIAuAwG2QjRxbn4BBLgw6Q1Ncg4QgAqzSeJCBywcVrLfNNEC2JmBQl4MabYY9jEEb7p43M5heGalkwduJiHht4EO0zFTB2TJ+ZFgaMxwGsWmrUzwXcBslEzEjH2R0TnvfMA9jvowRjPWpiz3O1/KHfu3l41bM52kAKoYHY2GrnG9NbcLoLuBNGtbXh0OPW2Qsbnfdo0Dze6Q98ejwB1HgdsH3DAswfYwZZGJeWVc6B7AmYX9cO+bvV7Gs03qBuPIh8DgfQO4OcNuwJupt0w958JHYEeZX0BSnmPxdxypvQp5FPAo8DMo0BsOxLBOHrgZ1kEQAg4xNWpzQ4MO7Nuvl19ey4x8Kxu3PDLipHGQX/yWBhAkzbMKyVoIqZdTVxoQMBzGxzz3THdu1TOxuanvTP2TtzXgmAEtGuqAGuDNQmuYot2CPObMk8VctQ30GWM0N0u+DVn5icnlVKWoCU3lanYMDnDZaVbCVq7ZLwQIkGkeRbbAdR42eH9m29sAeRDZiW65zyRwtm+grffziyflR3qiSdJMamaewj5sxpwqxSSLJqtmYsmZHZipbly8MpskkDzaIesbPnmRrtEE1NoL3OwCb/MocAdS4HYCt4yp/Gx9x5+sSbfhJWar63iWgS8k9GaDZWwmYDzLFprYtqaMj8FbQti5mKIgjX1nLoHtJ0bzzsvOGWvdgcT2quRRwKPA+1LAZkmnKmXudDzA5lCwhhM6IREyJxfDMRaAd+OGvXcmcHM4AablM7szF48IYGDMDKN0U1NahGiTxllwTztu19Ncs8MEJJmoC1AG4HBu9WHzbjLcgSMB2RH8CYBHAkLghWdxxiwmEGdxdYd5okoNmHcmKoiMGdlaOAez6TZwwmo4E7cyMY3DW8vsLh0g5OEBAm0qhgGuAzBcb+oKQJzZiJgi12rv1KZ26k7eUENDdeiI0TpkNJRvE4ZzWzej17z1My2gfebi7wB+vkG9oM1okJfA2WWGeL3No8CdSYHbCdzyZj/wInMCIbyMs4EyRxwztXDvH1Y/xsrMKclCyRhvwbTDwug6I3PTRvDJG8WjJTBbXBwK8kzwzqS3VyuPAh4F3p8CNoc6m0i+nXYRoZNJ3tJO44e20YRQzMedbWCVO1HiloF5WRBfc323gI2GE1ywU6Jwm0eeeao5kAWzMpszs4ULOHcgiGLfzoMO0AQDtDhWCVy3LU1MlhAYpaS7svAMZnhptnxZix1jIAyjYJcZwiLns8LNcDwdMd8fvAAhnuWHjBD93uJjmfedU9FanDB7nHmNWeRqQzuGIg1M2seAGytrk1w6o8v377M74owLf2IgFapaM5ybuEnfDAQbFrXJwegGXV1wSq7pNf50ol1a8Z60jcFnx3rP3xEN9CrhUeAmCtxO4Ea6izyvglO4BY4tgox1GM8wg2y+zd/I7HktSLMDdo6fcM54i2Py5tFnK0s87JC8OYmb0x7c1Ehv16OAR4FPBwWc4MfsyJl/zY4ciZtLMm+rPMyQbC61+dVM7u9M4ObgGEF8AW6WascYWpb4PclQN5iKaMiEtQgRvsJsPyx8g0kVnY0H0jADFrQ479SAlC0OsKu7fpl4SVdckoOpw6ep2HICWmgEdA1prjHPZee8AApz0cAJj5Elr2ND+pouNNSqvb2d/J0DyP9HQtso2XQRWWYsfgxu+849HTWqS0FlKM4kUwZanMTNpIEG3KwJrI7d3p07hgycWU2dXZ/9QAJg04RJDe1jcY9MNZ1jBRCA9uYo4kKHGLDjegfSbPCxGWjrXUF44M2RxPtzh1Hg9gI3HKGQ4juPXwCZOSLknaTY74kRyAHHz8yrMg/ceLfMScjeSTPbYM8FR4YB5kxjYKDNyvI2jwIeBT59FDAgw/be3OmADceMD7A5v0fm2TTz7R0L3EwpECaOjgV2NHAWI9ba1c7LJMrtIlDlIJKk9yP+DczPoicDJpynqRmNwLsMMGRweU+jWm0hd9zOAzu0++geci8W6fMrntDQkmEuVYzhlAzAzQKOO1hl2j9LrWIxxYpSOnb9kNbue0dXr9Zp4uDJWlSzSCMHVlO+BWCMkzy3WY3xelx0kxrZn4TDluPTwJ8zxoPYSA2dx6sR3T2BnTt6Y2JAeulEkMThs1q7lb/REklnW7LN5WMMonvuFyLhc7S4xyHEBlt+RcBM4lr43uCzVULPsTu66V7lPnMUuK3ADfWn+fK4DAsEDXdxwUxFCu8yMw7HrE3kxjvo9o159zBye59cQF9beruNa8xpy5ifg3M9h70vjwIeBT49FLAFGAIPe99dKi9+O3MsO8Y7b+YSpkK12Ll3LHBLwdUi5O2zSMExAMOZ68e0+dBmkmk36O7J92ja0NmqjPSlARanCnVpj+eCAwmmZiBoa4oAuVc7r+r19W9o8+5NGtz3Lv3m5/8PDSserihqT2NzGexCMgS7tMj+4DwkbgbcUJeWpbT9zFZ9b+13VN/UqPumrdTKWfdrWN9qwCHJkEnWu6d2hzYd3UT6mEKtXHS/BpcOdomCoyTZzi+HTeKWZ65OinWnDyGzsTHgZmOnyyRoTCCWiYJ4dy3JRu07tVfr9ryjgaXDtWLaUlUPqmaSYdLhHptIHO17QJobgLTXA213eqd/dut3W4GbuY0641wDZPQBPy1VnTlAmZOVi4NnNqfYsWWI3WYoz2JjGgN3mUkM3PGimtmCMx1BrWLCNoN63uZRwKPAp5ACPTZtZjrhTI4sHJeBNvu8F2qLuRZm8S8E3OAgP7Z9NHZitlVmhEduZQxxs6rvuqbdZ3fplU2rdaXjgL76wO9oyeTlGhAZDM7AuxGJkEtwb8bzhphob4oo4225Zp1vvKhX3n5VB08c0rTxc/QbT3xNVepDbnWLLI9KFOeEBGUEED+a8C5gkcFxUMiVJrXu2Hr99er/zDPK9Pg9T/LMxary93dq1VgqpjUH1+i7G76u/sHp+ldf+JLG9KtGDVuGiz5lY/OGGJACqY8x5p8kyY/R58P+sEI+Ci0/2vVJALAVHyKaus+SyBNN3WwLs+SdbEhe14Z9m/W3a/+LZg19UE/Pf0Q1wyeRk5NJxlYKPwHcnJTAQJxJCn7m9kH1/KBzvQUbTT7Mc3qv9749CpDemAXY4ZaQvnMuojXXU3pkeFZPD81qvktgAA/y4XCE8wCcKK+m+ASJZkFY3SKJcZtMkw8ZMwQbw2ayYWl/LAK/+5gSAWm3yy7hDE9dgJD8vQx5M12wf3be5ZO2a7zNo4BHgU8dBd6L49YjaTOnBJtfLYOPCUJM+pZPOG8c6RMIB2JAy8JImCTKj/0ZYjLjNnzDRFxwW0CMLQfdPt923NQAFrcI8IROlFNdMC3jUvxmlWlZDXJxY54B1bVf07bj7+qF9S+psCStL973Rc2unqvKcBWXcq8Z84KOzBEAqOcYrRmutSTatfPsdr2663U1trfonskL9KWlT6k8VYEzqdnOIZkLZ0jkQw5A+4cjhJ/E8RYBusV/XW8delv/uOUvNah8kr5w7xc1b8wCRchnamk/bnTe0Kt7X9VzW/9GE4vm6De//KsagTTOUl+Z3Yml5UhZImJCZzgPWKuatYva5aVRJvKk/dTc/tm3S9nBeaNPPt8oR6kLskDIZ/WFrhYfwAChMWijISFLnGkdtDU7M0uh4uz9XGBgzht9QKTmjebErNTHVL1un8eGXCRzrgNgWVJpq5/Lt2nlu3oQmoVMEnUdV/TW9nX6q03/W49O+Zyemf+oJgya4GpOYa4t5uThQKq1wapoYM4O2PiwK62O/MtHzre+5jo7757FwISultsyr262yYvTSPQc+LNVhyOTVZpSeiSZdnuGzBa2QnGJuXsnLrvW6uFtHgXehwK3E7i5Ktn7xRBNE1zXHKxscyDRBrXxz96xTGopG8rOxsUucmPbdnpeCXun3Pl8Gfkz3l+PAh4FPk0UcHMyL7Jp58z0yNIo5vM7wyd4521+d0IS+MInA9x4kKWBsvxjPjMYs/gbTvpl3ATQhg4yC3jwO8N9m6A51uMtlWNizkSYsNMdGLyDLlPkhwOJ5KIx+eOUEwirubtdx66e1JaDWzSkf6XmjJ+uEX2Go0oFJFmL7Pn0kNmr+QE1AQLsWvqqxtZm/fOu72njpa0qjZbrgQmLdP+MJSpWOcmX89zPXxBUN2mBQtQ5ZMmMyW2Zwgv1ZOMRvXngTW07/ZomDpmjp+/5vKYPm80yPaQEYUXONJzWy/tf09Yjb2nhoEX66qovqX/FSNqOiz9AJgggTRpwQ/1oxHaYkno6sOZALs93gMbQiYlGAamAE5e41/g2zhgW6ykHzSzpboAkvVa2JRHnAPvQ1pg7h9IWUR1QZMH6QkZXU/daLAEDxY7/Uxb9YOR3ak0ezZMcsw8D4vL5KTlowNl+2wxhcU+ou+WXjWXaVYuTxppt6/TKkef01Lwv63MzH9bIqrvyRtIGLoktlTVAabMKg88yK+QIc2Cg2kkTOGYAy0A+NeSZfAxxmo7I2mKSPQB0PvAy7bVxZOJh6mBG25TuynV17QHr3MztFsolgSMx4mPoC0LNVwGaU6rbty9v8yjwkxS47cCtp0JuUeP2jSF7m0cBjwIeBZi6wDa3MjVyqRY/vsQNNIh0pzXZpESKxOUAsUgBoTNIrp1OpNSd7lZXrhN1ZEIVgSqVRIqJqEF4jnQCiVRacSZdrsBuw6fyQB+V5Po6VWO6oEMh4q3ZNJ9mou7MxlQfu64o5VcWlKswUMIkzXm8O80Wy2LDZgBchlUCQUAONbh845K+8faf61jnOU0fME2fH/OgJowbT17RqOIWuJKyowWlFhmOOG0JwJ4BEL9itOPdE0jqdv5QN7oua974e/TwjIc0pm8NmbYD6kAFu//Cfr16cLUuNVzVo5OX6YGpK1RZNBhERAUsXIkDF6AIk+qx7xIyA6xcjk8DKoASY9NO+ma4hXYZBnUIlHsyADeTQBmQc4mUkQQaGHNBg8MGkCjavlCxJFyAYQtWTBw6QJRL0Eth2QiqYLCMZfAySWjOktMSvJgzDvDlAD0u2biTtHGh4SiebTR3ZQOErN7N3U06cvGw3np3vU6279aj85/V8jH3aXD5MDCXAS4DVQw0np3taVfIcrfS/IbuG6iCulUQKlRRuEghPjlyrdk55+4MoMunWOMY9LGnm3OEm8LMrodVhj0jZ+l/LCCy9VoCVa6TzJrkjRAx9Ls/yvPYTJxsE2EAFZdJOq1Mb/MocCsK3CnA7VZ18455FPAo4FHgVhT4hICbSUQi2n16iw6eO6IMsdLG19yFAftANdY1qfb8BV1pqVd3MK6JVROwM5usUFlAF8jTd/HiJV271qiOREx9+5erZuhkTR4wU/1KBisR7lDEJneMby1aeBoAEcJ4z4EKBFk5pFCGPvxI+tyEb8a6SKIy2S5AGR8m7EvN1/TnL/2xGpjYHxnzkH59ypcVqopg12YSQKR52HJRMACCL8BlJtjpzrXEY9qwe4te2fbPALtypHRLtXTCvXijVvPgoJqT1/TOwbV6+/hGfof06NRlunfsUpUGK6gLYAHAJVJpCVM308imDNyYxAuAE+GgBfM1aZRle3BxmEwSxzkDcSbxc6pnHCvSWYz8OBOwwMCWZ9UAXzSIZy31hCYm1QOuKRnDoDkAKCIgsQHQjN2HOjFJX8SRJhYkixTFgYIGUj/KiACAsN/JqENxAHUwhJQT1Ja2mHbsRXJRJJ8WrsA1V9dRVe84tkNv7XhLvkqfHpq/SgsGL1Cf4v5K+rsBuh3gPZ+KQqUOaJqKNGix9MBMaw6tVu2V8+pTVKHlc1fwPQDaUAcDmPRXDvudrPMKoUqU4RrAUgsAAEAASURBVGCgrTSgo4vNZ0DQpG5IHy3RtiXZLkpVUluISzE5pHhJ+jtYQOiYELQ3oMc/a4cnv7jVa+8d66WAB9x6KeF9exTwKPCpoYCpUz+uxM0lQCaExos7v6fXj6xRrKBZ82fMV6S9RNfPXdeZy4d0LnlD8WJpTvlszayerkhpRLV153T83H6dvFGnGMBpXL/+umfEYj04bRXXzFUc1WkIsNPe0aizl2t1rbFR/Sr6aMLIcSoOlzPJA7qYvn0kPQcN4fWII0LDed1oqlNraxOSvpQauzq1/tAalRSWY5f1mL4452tSEVKhbKeT5BhwMketuoY6vE/rkK5dU0eyAy/WuE6cP6X9ZzZo8si5evTuhzR7xFyV+frxzKyuJ6/ouc3PaevJ7RqJXduXFj+icZUTCDFS4nBbOpAAm3To9JVaXaTenV1IAgESxcVRjRk+RgPLBiCPJJUXINC8YQ1Bu3AaBjUMXAHkclFTHxtwM2kZgBUVpmkyU9j+nb18kjpfcZkfJo6erIroAAWQQvmRnPnNni2cUANhSo5fO6WGllaNLBvhHCfKiypdvKc0zgY3Wi7o3LUzutLUpCCJrrMApQxgsIR0XqP6jtRw7imMlCkQBWSjJn17xztavf15TZw6Rw8tWqVJFVMdsLpQf0bHzh1TIZK0ydU1GlhBXUxNC6jqBlB9c/23tP7wGxpRNlz//gt/osGEYgkQxsVSimWxncsRL888hc/VXVA9de2O4ygCUOtTVqbh/YZoSMVgsCp0BcBl8LrLkbYsiGQRcjqamOTNpQVxhMpDtbx4mQvsIm/zKPA+FPCA2/sQxjvsUcCjwJ1LAebWjw/cmBvToJ//tfq/a8vFPeoMdWlgZbmSda0aXjAOkBbV9TSSt446ZvKkyqNFZjqF70FIfUr6q6JvH7WT1WD3yW0aXTxOj819VA/MXCk/QXB92JKdazyjtbs2au+xfaqpnoqt2efUv3wogMeAm6WJj+la53UdvHxU+2p36XTdfjXG6mTaOJPKFWarVN13hFZMfUAPzn7SxXcLoF7NIbnpiLWi6qzTgbOHdKrxrE42ncZrtRYHAyiTKVUy1cZ9D+rRhY9q4oCpCiULAHpdqo3V6rvr/l7Hzx/TvOq79aurnlZptgJ1ZwSlb8IBwHNXa7Xt6E7tuLhTl5sbNQDp07DKMYCeJzRr3Axi0fV3ki0LrmkqRmuLxWcxCSBQDcmaqfgQLRoCMike4C6LqjCmdq3d9rbePbzVgbtnln5JkwZPR6qG6tjKAfDFAm06UndIr2x/Sdev3dCS8fdrYc0CDR00lDYlVHv9jA6dO4iUdJcOXNyrbh5VaHiR7/GDp+qRuZ/T3BHzVF7SzzlvnLh0RK9tfJ1wLC/qoaVf08p7VuDRO1StOHxsP75Fz7/z1xo7eL6eWP64Jo6YAnAzQJzUlcZL+usd39eOMzs1pnyg/vCpP9bggiFIUYGxQaSBSPxu0FeHzx7RtiNbdbhxm1oQVJZTl7H952jhxEW6dwqevAUDQazWPKzgkNCdbz2r5vZmgH2IEC9DVFVambevhJamWjZaOfAG2Qxoe5tHgVtRwANut6KKd8yjgEeBO5kCZur0sYGbJXhvAeD81xe+oQPXjqobdVtlpEiz+87QrLFzyOMpAtme0OYTuwBJ51QWKtIw4p1NHDRJ40dNUOXACp1H+vNXr/yFBoUnatXclVo162GVZCowYWvRzou7tGbvJiR3F7V01nI9PHmp+gF6zNOyK92ui53n9e6pXdp5ardaO5uYuLNItoqxEfMBmBpIcVWgKYPGadmUpcR/u5c0gHhmMLe3djXp1MVj2gYAOlp33NnQFaAWDUUK1J7qVBNSuyjqxAdnPE78tpUa3WccasiQujIt2nd1L96kzynWmtB9Nffq88seI01gkLRaGV1pv6qDtQe0fsda6NKsYEkZICKgRHunOlquatn0h3TvzMWqHjCG0CElPQ4bYA1ABtUCZ5iKkR/YuOUs8zQtzYMRO5VTl79dP3zrJW04sFGpaFxP3v2UFo2+F5qjgsROLh6M6UrsPIBqm95AQlYWGKIVNcs1a+JMFZYX6mpbvTbu3ayDZw+rsbMBVXBURQTS7YB2jW0NBBgerS8v/oJmD51HgN0ydWRpb+1evbH1TV25cUxPLftV3TtjEbC5UBcbLmjdoQ364fpv6+4JD+qZZU9p4rCpqC/xqFWn9p7dre8fel1nceSYMWCcfmPF72pgeDA9h48H5+vaLmrv6T16F6eT+lijCqv64GQQVGtLm2LNzVo49l49c9+TGm5OH0jxEoDti9fP660Ta3Tq0nGVFpRpyawlmjFmhkqRwpotoAFh9N55uhlwQ2rrbR4FbkUBD7jdiireMY8CHgXuZApYxqePBdzMlqgTkHOo/pC+9+ZzukDMtJKSYk0dVqMHa1Zp1ODRaojd0LtI09Yd2sQEfkTV/cZp0biFmj16joZUIQFCrbgfqc83XvkjDS6s0ap5BLqdsUrR7jJyhTbppf2vc++76kgl9cXlX9bcAVNUESlBctSl801nteHMVj6blOrOaFTpSI0lltrwYUPUmu3Q91HfRpKlmnfXNC2fvFA1w6YhtQkAzOI6eOaAth/dpiOocuO+Vo3qP1ZzRs9XcVmJjjWe1PbDO1RMuq0Hpq/UIrxRh6Dqs3AczfHreuPw61p7eK36RkfowenLtXTaPTh7ZgkR0qg9p/dqK8Do8pWTmlIzRaOrx7q0W6cv1erE8aOaMmSa7pt1nyYMn6wyU/karjADfdP+YYxv8ejM1itHkvuseWTyTAdGwCJZAgWnInG9uuFVbOw2qjXXpAeRJD4wDglY2VDO+9WYqtehK/u1bvc6HUXVO/euh6HnSlS0Y1WHdGvNwfU6ePKYutq7NbhqoGrGT1T1iGF6e9caHT53WEP6DtNX7/2KJldOUQEq1CudF1AJb9XGA+vwzC3RYwse14y7ZhCmLg3tcFg48Lb2ndit5dNXaNXMhzS6cpxTa3YGWvXmvte1+vhmJHqdWkh/PznzGfUvHgoWzQCqa7Xr5A4HnJti1zRu9FSNHjUaOmR14vQp7d61XvPvWqmvPPws6ujR2O1l1EYWjC2A+LdOvKOzdac0sHyQHl/yuBZMXKDyCFI31Of51GcWdsSkbvb6ecDtTmZCt7NuHnC7ndT3nu1RwKPAz0MBE0t8POCGEXlDd4NeOvmC3t2xW/FYDJuwGj0w60GCs87Cu7RApy8d1toD7xBWYyuyoyyqryVaMOluja4aS/i2iK40X9Smk+v0g21/pTH956HOXKklE+/Ddj6keGGzvk3mgi1Hd6ugrFz/1xO/ozEloxVFZHbxxlltPb5Vbx59Ww25c1pc/ZTmDpur6srRKi8rVG3zaf2H135dxdlx1GcxwG2xU9MlcXI4dPmU3t69HhXpftJgSffNvh8bsNGqrqpWV7Zb62s36bWtL2l4ZJRWzlmhmaNm4cnaH8CBFK/1vP523V/rJHZf04fMxdt0pSaMGKtuwOD2E3vILLBBJ/HAnDxmlO6ZPlNlBRVIpm4A6I7o9PlDWjT2fi2ZsYysA2PxjC3GwxKQgeG9P2xgzYCbOXuYdybqXIBHgJRfZseFlhAgh8MCqbjW71mnd5B01XVd0X3jl+jBCfdrUOVQpYmHd6H9gjYiwVq99YcaWDRMD939oGZipxcMRbTj/HZ9c81fqk94pKaiEp0OAKu+q1p9+kT0zVf+JxKyXRo/bJK+uPArGlE4Bg/QoI6jen4T8Lz73BYtGLdUK6c9oFHQqTXdqs0nN+uNPa/gDOLT5xY+qLtHLkWFOox4cNgX6oq+s+Hb2otKtryoRMsmLtb9kx9UWWEftcSbtBe19tr9a3XsyjYtnPkY9nGMByRmbV3tBEs+qiNHdpGt4mE9sewJvFcH45maUFOiXpsObNBbe99SY8slTRo+X6sWPsRYq1GRv9jZAlqoESAwNLXhzQBHAuttHgVuRQEPuN2KKt4xjwIeBe5cCjCv+Ymq8HGcEyxg3JX2K/rGjq+r7sx1pF3jtKRmqeaMvVsFZBsQ8dn2nnpXr+95XQfrt+r+MU9p6YzFGtZvlAqyJS5A7dn6k3rt4A/1LsBu1qj5hNVYCdCYrzRJkxvSF/TtN7+Nt+pRjRg+Sr/z+O9rQHgAIUTatA0p3qu739SlG6c1d9p9WjRtsSZXTSFCW1+l4h3ac36bfv/139bY0ml6cvFDWjZ5CdrHQrVkGwCJL2n3ib3Ysvm1eMp8LZmJ+jUyCJBUjjq3Vi8feEmvbf87LRz1sB6Yh3RsSI2KkehY4N0z107oL175T2rD23XFpPv15KyHMOgv0mlCjzy/7VVtA/xksN+6e9IU7OKq1X4De7OzJ1TbelzDUBc+POtRTRk5TVWF/XCqxHMTo3sLtusng4N5noLa+ADikLbZrlP/AXANuGUy3coSgHgXThFvI3E7jQry7pFz9NiMR5GUDcbbtVX7kYK9s3uDzgIeV/Gs+2ctQ0LZD9u/s3oZG7V1x97UAwCiZeOWqwYP3kKkl/WZS/r6S/9Dl1pO6R6ki0/PfVZ9/cPwivWT5mqTvr/l73WsaZt+ddn/o2UT8J4l88SV7st6jQDEL+39jqqHzNeXVzypmsoFKs30wymhU5e6j+i/rf6mLvLccf3HaCV2iwsm3AP2DWj/eSSCR9bTR3vVmW7UirlPaFBFP104cUGXGs+rMVGHBBS1+ewVmjp0hsqClXjYZtWZa6OO53Tk9ElokcG+bZDGDx+vvgVVOEpEAb0mvISegHMLY2ICN0jrbR4FbkkBD7jdkizeQY8CHgXuWArYJMdcd0vg5gy6UTUZgECAYSpRt/HbJl47gvyHcGEpnak/q9977XdVmeijR+c9rKVT7gcoDCTWFllEIzGtJWzGq3teUpOO6fcXf10zx8zCkDyK84GPkB1dqPUO6jub/wqHgm4tnrgQCdJyDNNriP0W156za/XDzS8hhWnRvEnz9IXFv0Kct6jO1iMxO7lJW2rf1aTIBC27B4nZyPEqy6F6xJ6/qeOatp7Zoj9e+6ea23+unln0KGUvVRwnzVNNR/QPOBa0x9o0bfQkfW7Bw+oXHk6qK0RvxH87UX9Mz+94nno/p0emf0HLZy7RXf3GOIBjEeeOXDwEcPsjRQBeT8x+WI8CSDq7mvXdt7+vjXjJ1uHdaqE4Et2NKsNpoyI4TINKR2jE4BGaOHaMpiIdqirom3e+IMSHSyiNmjSLpC9jKafokgDxSXzEk8ulQWvYizlHDOiew6kii/PBGYIRr0bluROp1WgcPH5t5W+rX58+OBwc0Tt711PHg3jmLtDyOYs1Flu6JGrczYc36x+2f11l5eP05KIV2JzNI/XXQLXjybnrxi49t/9lvDXTWj5xuVZMXgU4qwJ4J7Xp2Ab907a/V0umVr+18o90z10LsdfL6Vgzzg+7XtKuU5u1oOYBPYtjwjBsFCOJQjW139DOKxv03R0/0I0bF7FVW6CnFz1DXcY7idpbe9fqzSOv6ypqdPOnCKBKLQPoVwQGqqysr4aMGKJpEyZrxvCpKkqXkeWCnLUE1M0FkDgGOtSR7mQc+lUQLEIeSXgVxpoL/OxUo/n4dw64ubLdQTd8vT8eBW6mgAfcbqaGt+9RwKPAp4ECOXDD+wM38lQ64Eaw1zSqPNM4WRDXkJ/gttgbZfF4bI8345V4UP9h9Z9pRkmNHgO4zZkwRxFUgL4sAXBxHFi9b402H1+nvhjG/8bC38XWahKwz9BgVu3JFu04vl1/+fofakDfWdi3LdfCkXdrIB6LncRne2H3t7T52BZUbcWo6LA1q16pCIFdtx5Zp1eZ+M/FT+g3Jv8uxukzsU3DsJ1gtB0kQz967aDeJAzIxmNrNb3/Qj258GEtGH+3Wlq7teHwW1q/b70qysu0eNpC3TtxiaJ4kBoYbetu0S7A0A/3vKkNtVv120v+T62YcZ9GYDsXBDjUJ69q6+lt+vbb39SYIfP0CDZd945frGuJy/qzH/yZTl69CLjwq7KwVOFYWNUDR6kfQGT4gKEaNWg0xv6FhAwBamA7ZgFqTa3nN5AGCEGERBVAGk5MZJIjQLMR3R3ivIUIgeppwHJXvJPQK2/rtcNrFIk36N8+8+fYhmW0ef8WHTh9QEMrRmnZzGWaOGoiGbeCutFcj83beq07+AahWhbroXkPakjBcCUIU3IGr91/fvc5HWk8gfp0ih6cZBLP2YrShutdOAJgw7b+4FuqKq7QV6DH1OFz1ExGik1X39HGfWsVb8zo3qlLUEevwEGgH2rStE7hpPLdzd/S8dZaQrI0oqZeql9d+CUNLRqNU8FZvUHg4s0XN6qT+Hr9wn2cw8Lgwv4aVtVPgwYNJqbfQJXyvEg66gBzmDYE6Vs/UjRCEztpJFCNfzaOIJjzymXfbdCMq+ywbR5sy9PB+/vTFPCA20/TxDviUcCjwJ1NASAB89pP5Srtka85VAd4MBWeTZgGILBBCiAvM+BGTgRigF3S1hNb9bd7f6AHhi7Wqun3E2dtIpkL0MGSsujgZeyj9q7GjumApgwbr2dnP6uh/TFAZ26N5xIEdq3TlsNb9Ddrv6kZY5cQduMhzRoyS4WZEqL1t+h/rf26Dl85pnHDqvXknMc1qe8cbLX8eEu+rBcOvqCWgjr92eJv4Mk4CUdMAtMiialDlbYDcPXGoddU357UvFGzkQQ+gD3XVF1tatDz6wApZ45rHDZVy+csRxU3nWwCfnX7YjqGPd4G6rOjdg/hQS7q/33gd3X/tCXYbQ1CGpbWeUKFrAYsbTmwSdPHzMNbE8nVsJm6kbms//7Sf8W2rVYlxSWqGY3Bf58x2J0NV7G/SMWFSIUifp07f14NN25oyMDBGonqt6y43IE3C8Nhtm0GlPljhHb0fg/IAeJceAu+M2Q+sOteI2beC/tfUXfHJX1txW+praNVew/vIg1YgVP9mv1aebQSL9huHb2CJG7nW7py/boeWvaA5lD3ILIqi+O2DVptOLgZEF2vR2c8rYemrNLIPqMVJJ7b8RsA4L1v6iAqzYmDkU7OeVLjBk5VfWu93jj3Q23H4aQ41Uf3IZVcOGkRbQnrSv0Vp8pdDTi7kW1XjHh8K1Cff+2eLwAWR+li82W9QplrT76pouIC3Tdhucb3mYr3axmOLT4VFEXVlcro0pU61Tc2qHr0XRo6YIgqiMUXonyXIsPpPw2geZtHgZ+fAh5w+/lp593pUcCjwO2igLne3Qq4OTEFRvEWuIHwHs72il8WliJHqAUf0o84EcuOXTyqN/FGXHd1j74y7XEtHbeIoKkj5MOoHaSBHdMGrWaSbiMY7P1TlhFPbKn6WuR8ttZEm45fPa53DqzXrtPrtRjvzZWzH9C4qsnkEfWRWL4Wu6u/ILn5dc2vmaPPz39Kg6OjkVBl9QKG9/+873l1lrToj+/7U00eNUkdSI8uXbqgk7VHdQgbqsM3DpHUoBSP0LmUuwxbqDHYT13St1/+li7UXdOUSZO1dO4y3dV/nFqaWrCduqTdtbsxmt+v+o4WNXc06T8+9O+0rGaRS8VlGQiO1B/Xc9u+p0biss2bOJ9sCstwaphAHLp6fWfN3+ggDggV5RVaPGehFhEmpMhXoa4m4sy11ul483HtOrBL3a3tWjxjuWbXzFa/8gF5r1IwiKXCei/5vIE3NnNSsM1Am6kKabzpVDng1zvHUSPve03XWy5q/NBJirfGFIr7NWv8LN09fT4elwNxfCA9FxkcNp/ZqLf3vkGA3iI9/MD9GowHagMgds+pPdp++l01d8YAgx366qJ/g5fqKlUiBbMsBDtQRb+y+2Vdab2oRTh3LJ+8HOnjONW3NerNMy+hfl2nMGrMe2nv3ZMWqIM6HDh8QPtP7Vebr01XUXF3JTro94V6dv6TBOEdpWbynr6yc43e2P+8Bvat0Nfu+zXNGHoPgYH9ak5fVF3TZR3Fq3TP0V2okcNavmg5NoGol6P9XTaHUJr4fWThMHDrbR4FPg4FPOD2cajn3etRwKPA7aCAoYL3BW65HMDN7NkAbhnUlkA2F1nB7K4ChWHFsEvafmy7/nHtc6olwO4fLP/XWjB0DimNqoiG71Oa0BUvYJ/26q4XCZBapl9Z9lWM/CcTG40AvAC/euygTLr1Ml6JUWKnPXLPUs0nHEf/yHB1dCd0qvWwvvHiN8gCgBMA4TMen/m4SrB3SlCfF7e9rBf3vaxW0mJ9ed7TeHUCJm40a+fuHToN8EpTfrYwhHmYTwuIJbeCWF/jh47R5frL+u4r38FG7pIGDRus6TUzNIRk9adOnNKOQ9vViOo2FwmjikwgVbqqP33o3xP/7R6VhCpQ3XZrO2V//VVikRVO0Yo5SJnG3avBpaMU97di4/Z32nlstwKRoGZMmUZ+03mojKO6eumaDpw5qL1XdqmduGmzqxdqOfHoJhEOpIiMAOk4jgnQORAKucwAVBm1IHQHtBlw600064CbqVQNVKNe3VO7E6eONXht7kPyeVnjsKN7YMpKLZ4KeCYobcCC+RJtzbw0N5w2L9Q3sUkMaNHCuU4FeRiAdfryWSWxpesmAHIEOn9t4a9p+fgVKqSPiK2hNfve1g+2fk8pnC2eWPyE7hmzAKcFnCA6W7Xpwjq9vW+1k4rNmDpTMyZO04Wz53X8+AnakdPYyWMIL3JE15tuEPpllp6Z8wShQsYQcjehN3a9pdUHfqjikoiW40U8ech0p+0833qCUCX7dfDwfsU6Uqh1F+nh5Ss0CglgKE4+2q40+U6JixdArewBt9vBM36pnukBt1+q7vQa41Hgs0EBE+T8tMTNLISwpcJ5wJJ9BwgxkbMk7ITC8PdI3CxfZhvhINbv2+C8PuPFAf3hqt/TjP7TSUdVolwB9+NR+r23f6AXt/6DhleN1K+v/HWNHjEedVcEhVdO52+c0/MbX9Fz+57T/ahYn1m2QmPLximaq1BDO16jtVv0KirRyr6lOAjch3RrBZkGyonD2qXVe97AOP8tXWy/rHSyndI6MeIvVnlooAb166uyPniPxjpVe6lOd4+f64BbDaCxrTGmN5EgbQP0XGi5TuiPNrxFfWQ9GICJe6mGYF/lK/Lr7NXLuoid3L994N9pCTHaSqJ9neRqy/Fd+pMX/kDTB84nzMb9mjtqAQGF+ytV2K01B1ZrI6rDU9fOqZUgvZlgh4ht6zIhBBKleEaWaeLIaoIIL9GkoTWqDOGgYFkSUHv6AW0Wsy2d7AbEGXAz0MVmwM0kbD1br7rUJG7n6muRaG6CFut1NX1SD9U8puV4uVpg42ISultOCZOYxtqRgl08oLeOrtXmc+8oE43gd1usvoFBSLwGqKhPgbbs36nyIWF9af5XtXj0UhWQ9zRHPtdXt76h7238GxWXV+qLK79EPLw5Ks70AdjGdPT6Ia3d+472QBOcYwHjKYUyxXiHDtGUcZM0f848fe/F76OmxXZu1GQ9DcC+a8B0F2Jk/b539BLBgU+TqSIZbVMylLCmqoiCCtNVqor01ZgBd2nOxDmaPn6mylGTZlCfZogdF44gcTOnDbvB2zwKfAwKeMDtYxDPu9WjgEeB20IBm/reB7hhAm75JlHN+QmImnUSNyZngtdmmUAt4Xsb9ku7CLz6xvbVhKiQfnPRv9LYPpNwHrAk7gnFsIF77d3V2kYi9hFVw/T5u5/RQIz1wYR4VJJ26VqtXidp+Y7zO1EdLtQj85dqYAF5LHOlOD1060TdAVIpPachQwbqHtSV04Zh3xYHIZTkMKg/rh2ExNh38qCu1l8FVmY1oN8gTb5rrO4aMhxJYU6HT53Q8RO1WkC4j4U181GJVqu7W6ptPErw3Hd0qPa4mppbAW5hpHHVmj5uuoYPHIbqsQFAuh1J0Vl95V4C/qJqLSBQblt3m3bQ3n/c+C2NH1CDxG2ZJg+bARAlrIm/E0eMi9jW7dA+nAMukEc0juF9BtBVhM3WsMqBGo9n6lieUz1oDIF7+wFe8WI1e0G6wEcYkCypnAwwQ/W8rdtNQ8KpTG8CKubM0NzeqN2oOt/Y+bZSFe2EznhEs4bOVV8La0LHJvDYzSGZCyL1s4wI2wiE+/r+Fwk+nNKwkkHY/E0hnMZQ8oPe0Bvr39LYqUjsUFfXDJymCO7GWTxM1+HE8daB11VC3tCV8x8ksPIU/IFLGQ9ZNZN54kjtIQLobtHRC8dwtohg0zfQSd5mTsZZpKBYL778Qx1DHV4zdpIem/MojggAY0KnXGg5o11ntmn/2b2k3zpPTDhyuSJlrIwUa/SAYZo8YgKpt8YjzRyismgVjiFAfdpk2awQ5zEsiXdn+97mUeBjUMADbh+DeN6tHgU8CtweCjD/3xK4mYG8ZRjwMfFb2qUMqYbMgy8ITLF0Rs41wY9NWfMlANYx+Qp8umfIYvUJVSEx4l6kL2lA33FSSV1qOe+8LCcPnEK8sz5MwIATPCMt3dIxsgtc76zXqCEjyLc5DkmPZRKIEGw1BTC4oV1Ht6t/VV+NBHT1KyTHZTJIdgCSJaGaNLuxS9cuE3qigeTo5LcsryI+3GANKO0DuMSRoO6yrtU3aTQq0uFVQwASpdjlpcmG1K3j5DWtw4i+u6uL5OiFGkoGgVHDRrl4bA3Ybx0liXt3IoZkbIKGV450ICtOKI4LtOXYpUMY/VdoAg4RAwAWFImvRlxJvG+vNF3UhfpzuoEaOIstXg6pZQERfvuVEnijdCC5WatUgqovhMetJY4HFdPxBozJkkByeLMrcxpAYrv1IhMnZQO1mHypV/pmwC0F2LnaXKej5BH1EzJv3NCJGlQ4DIklak6TtxGsl2gkCuAkYqruS9TrGPlLkziWVIbKXVYLSw12o+WajuOsMXTwMOg8ilAl/YhmAlAKB3T6+nHUyscViUTJRTpBg4oGUW9T1xJKGXVoM2myzjWe1rnrZxknPvUv66+7BldrUNVgJUgWf6b2jK52XEWy108TBo3HexenFehBQA9db72iqw2XnK1dJ/2VQ9RYFI5oIJ6l1o99S/sS5y5EKBBLY2XZJADt5Cal+nx1UQVLB+ZtHgV+fgp4wO3np513p0cBjwK3hwI5tHS3AG6ABCfNsDAVgDRfiokfVSnALeQrABMANpDa5IhVFg90Y/vVjslVAHVjXxLHG8Ag4r8FlCWSfYKganEfMbcAHgWZQiZfgB/ADrkd5ZJkHM/SDL8jgQgmVUzQPiZ2wpCYAb4FUW1NkL8SYBXJcW+SHJ7BAmKSESctkgLkUA9AhEkDrQxT65oqN2RxzzieBiCaDCtK3lQfx5KAo2Q4jjQprEQ66QCSAVELNZFvLnXCASHNJwPoso95XoZTEWK88SzygKYjtIf2pjGkL/SXcxZgC4ByaaoCgAruTQHi0tjhhQFhgRzepGnabMALuyw/QM1HqS5cm4mPoJvBYLsvS6R/cDL14lpzu2VzTgkmWuoRLxlws7L8gGIDcgYOU/yz3GVBU2tDQ5c5wM5DkzQqRUtgH+C3tS1F30SgYY72uGPUM443bYB7oykDfAwIk4jiUYxOUwlipnVb/zIgCpAshgBRacqw+gQI1QGyUirUTT8i3eO+KFdZuBgf0tpMEhpHAziBAkipc5D8q5bFIAMgTFgOVvZDZIQIAspy1NvsEXPUxyS8fmiRZczZuCMADSplQqeYPjbL+GOMKNRGJQnY520eBT4GBTzg9jGI593qUcCjwG2hQBaJzC2Am8lrgAUGIPiXYRLNpw8CiCAxCSAtytmkbPq4CKADw/UsE3oghTMDoUNy2Cu5Wbyd6wAmOQLGMvOiHrVI9kh/wGUmAWK2JmyIAYgA2q80KaOSLi1TEKmKwRkf9xIpLq86jPMbaZufUBupDJM2qsUAAMFPfRD9AH2Q2BA/DeiSj5SPVMakhjnAE0W5GGmmikxjt5Ukp2khOTctdIUvRRvSXAxgcsFvwSt+HBt8qOMMn6Yx3EcvjIrWQAfXhQGlYWytAGNZ2ssfAGRawSBx4GImCuJ6jPoNgGCwxjegMcbzqSO5tzhHZWhv1gAVcdsCJvIEEJq0yWiW5blWXVP1mjrSATdAl3NMgF5Gs15nhSwIK0tZAezVfDw7gyQxg12hD0Bt4C1L0N0sfRiOWkYBGmgAEUkoGlwwaCmAEjtE1KlJfzfgFsCcMiDGZdTDl6Ad0Cbn+pd6U47Z47m4fhwzoZuf9jtwCHjPAs7CZheXsD4GYANQs0gscxFAGP3pN9Ef4BKEDpkSXJ9DqgdozgDI8HzNAdxzEQPu0A1gmOGaNFJeagAApt9dvlauA+S5SuJVauplb/Mo8HEo4AG3j0M9716PAh4FbgsFbi1xY441sQv/3RbCQxM0kTKQwyQbZdLPGxsBvkzqYdfmijkHeAh1EtkfNZZJfzqqAEBMtgVcg3rTZ8AD1aGVlaNMAxOWPcEyAxiYMQFOAlFUEDAT4ZMD7KQCFvYB0EA5AT4GYFJBpDsU5U8WIPUBcAAcU6gZnUmeSZeQ+hnwy4WQ9gAu44TDCHNfBCSWM2cAACHyoHzzkPL4AU0W+9ZnwATVnIulhiQwHUIaxf0+0k1FkfYEUOcp0wF4A3SFS6lfAZI+AxpdSI6QBEEbAzDZMB8AlKmTU4DVCPeHADKWj9Skg6ZSNEDCDrZb9jx2ATamOnU0MmzCtTkApQNpNwG3H6lKkSDS5hQIKpok3VMnIBI6p4vakPbFnHQrCG2sXOseMtNTp6ySRR10U0LFiQrohxMJkrUc9oi+UAw7PUAd4MqkbRbiwwcYN4kaSN0wHx/QGqA2RTaMDJLUUIY22yloYEAzaGk4ANc5GycG6nHyiKcB3kjaAoA54BfXI3Gzc8T5MzCoJM8GzHZBa2pP/L5Cng0d6GuHnCnfb9I5+jjDoiCB1NKuLGKwhBwYpV7e5lHg56SAB9x+TsJ5t3kU8Chw+yjwgcCNeRV4xczJHMq3SW8MdQUwFDfQYZKZvHiL40hPbFLOoVY1CZxJivwpm9i5ziZ/FzCV6wAAdiuzcb5sAwScNklVjgncgIOdDnC/lZ8x1AEoMDBl6jo7aTHlrD42uftRtRnIcfZkVox9qKd9g8i4H3UhADBIeQbXEDm5Z5v0h9q4G8xb1ppiMeoQ/fCxEwA7yrX77U5zynDJyk3HacnLiS+WMyBoUiSAhasH9ztABrgwtadJo7LYqpka0qkvKdWud+13jzYaUCfbQKIWgNdtrhE8g2O90rX8iR//a3Uz0gUzACYHSKGDeWcCgDhFybTFLjCUS7utaZkgUkAaG0TS5TPVoz3TaEwqKYOyVqLVA6U4h+0c91th/HcfaGWSSyhD6SBMd8r6jH/0oQN39kwrM4y6OgOos5+O+kZfowvf9I0rzySR7KaQyGY4Z1I4A3quvPf6gocwfoymWb6tniHre7vR2zwKfAwKeMDtYxDPu9WjgEeB20MBMMWtVaVOTOOmzx+rmM3fdvRHmx2xrfdY7++eY+6Gm4+5i3/8j7smf70Bn96SfvyiH/3qLe1nXdd7x3vF9x74wO/eUvNP+dGz7Hjvr94Cfvza3qP2ffOVvVfdfP6T2O99husP++Ee1Hv0/Z+Qp7FdzOcn7uu9O1/n/N+bLuoptPeq939G75n3iu898N63lf2jcqxO+e3m0dX7fDuTP9/79+arem70vjwKfGQKeMDtI5PMu8GjgEeB206Bjwjcbnt9vQp4FPAo4FHgE6KAB9w+IUJ6xXgU8CjwC6NAzmmlfirlFfKN95G4/cJq5j3Io4BHAY8C/8IU8IDbvzCBveI9CngU+MQp4AG3T5ykXoEeBTwKfFoo4AG3T0tPefX0KOBRIE8BDIYsbNotU155EjdvlHgU8CjwS04BD7j9knew1zyPAr+EFMjgbOgBt1/CjvWa5FHAo8DPpoAH3H42jbwrPAp4FLizKGChZz3gdmf1iVcbjwIeBX5BFPCA2y+I0N5jPAp4FPjEKJCPVOs5J3xiBPUK8ijgUeDTQwEPuH16+sqrqUcBjwI9FCBmqidx80aDRwGPAp9JCnjA7TPZ7V6jPQp86ingAbdPfRd6DfAo4FHg56GAB9x+Hqp593gU8CjwL0EBy5RECiKXecpizmfJj+4jHahlorJzlvLSb1mmyGbkAbd/iR7wyvQo4FHgjqeAB9zu+C7yKuhR4DNDgQxJ030BkjmSTz1H6s5MmnSaAdJAAt4s5Wg2kyblKLm8Sf/oAbfPzLDwGupRwKPAzRTwgNvN1PD2PQp4FLidFLA84j+SuCFlA8TlMpbH3JIisA9cS8XjisctB7jnnHA7+8p7tkcBjwK3iQIecLtNhPce61HAo8BPUwCVqOXlzmayLjt3IBpVNpHmEJANqVsildKF2lodPnzGA24/TT3viEcBjwKfBQp4wO2z0MteGz0KfEoo4Ae4AdIy2LLlAG/BwkJl4yln42Z2bm0trdq0eYv+8R+e84Dbp6RLvWp6FPAo8AlTwANunzBBveI8CngU+BgUQCfq9+fvZ1ehkFJdcVnwj0AwqM7OTu3fd0CbNu72gNvHoLJ3q0cBjwKfYgp4wO1T3Hle1T0K/LJRAImbeY46Pal5l4aCyiazgDRM33BY4Iw6WlvV3NDpAbdftr732uNRwKPAh6OAB9w+HJ28qzwKeBT4BVCgB7iZR6mpRon9wUPxImXfhQMxKRwSuVzOC8D7C+gN7xEeBTwK3IkU8IDbndgrXp08Cnw2KUCktnzD8SA179Ic4UB8PoCbSdssjpuFBwlFHKDzvEo/m2PEa7VHgc88BTzg9pkfAh4BPArcMRTIuIC7xHELhgBuftSkSaLw2m7e7s1iufkDQepr6tM7OhyIIVATF9qXiQ75bd80wCl882d+9l8rwtree68Va58Pu/Xe66rSe6P7QQm9v62wm47l2Ld63nz6Qz3vpjICPUVaGa6s3nMfoiATsxq9rB6g9Y9Erw8q3vWDXdDTMFO89+z+6Darpx3kY/Wwn/ZxW8+5ntO9l/We/fHvnmvfO3jTb9vNj+ebyubYhyr3vQJ/tPNT9bRTVtjNmz3Utp7j9nXL9ruL+HNTfW8+1Dueeo9ZeVZWb3nvHb/Vzi3KtMtc/SnAVfGmelqZtrl69v7oPW8n7B5+/1ideq6zr5s/dvmH2awsq4/besrq+fXTnWUnuPajvtPvlffz73y6gJvRsZemfAf4bf1m73bmVjS4+fqbzlsRvX3dyxfs0g+7WVApm0hcVXpvdD8oofe3FXbTMTtsHxuDH3mzcrjZjan87kfnhdxntLK6G62sLh9rswKsPPuwa3V7X1raBT0P7KW71eO9jfN2r20fyEvyl/zo703l9tbBTtp+79b7mI9ULje/V8/eguy7t7DeY70P6jluX/b5KH3cW29X1E3lvW9ZdqL3ut563OL7vfrffL3ts/1Y2Tefz59+rz9txz3qJ+7rvb/n8p/5ZXV5jxfa1T3luRt/oi0uYBvnid2WY972GUjr7Tu71CRx9ptxd0cCN3ClUrkQlS9WKNiOeLBDrZdT2v1SRBePdmv2Y2GNm1egSCHIJpdW2ogRKKBBFmE4nqc3IsZMLqFgLqP2Sz6d2ZrRxWMJjZ8X1ch5ERX3hQIW8C4DcXy43/p4o7k/5wvzwSgwE6MWRCruKlT9qaz2b67X+bNZlUX7q5DjvmwnPCCrjK9AWV8EnpBUMtfl4q0URgpUVBXTzMf7qmhISrlgknr4FfSHKJe6Mkm5vrSOCpj+2sdxvumXVBDDQ1+3Au0FOvdmoY4c69ag6j6qWVKo6MAr8qXQb8M4035ivFDfkC+pAG3I5gLKBEDowYSUoK37cjr0YlqVAwKauCKifjW0M8XzPmCzMUHLoBt09SUUpkIBFVCvcH68qEXtdTGd2hRUw7msRkwJauw9IYX6cn2c8gNZ6tVFvbjXVyjFBuravgZdO5RQ85WoGuM5dWW6VRX1afhAvwZOyqlyFquLPiGiRGcVoj9Mfy/6IOCnNukWZQOlSkHftBLQrElRzvl8FWo5kdaVXd26ejqrhlihknRfeTSnwQOz6j8xpT5zciqsol7d1h5bqWQhNbTL0JY0qxl+ExoHbMt+PKtL73bo5N6cWut5KTAQjee6FQn0YwzY8+x1S6ktd1VRlSiUrZC/MKXhE4MaMy+gilEZF+na57OVEhVhTOLUTT91QfMyHhKEhilliMOTuBjRjT0ZXT7Vrfp2gilSt1CgQv2GMy5nS4Mm+xQpT9GHtD/FmOY9kJ8yA/SrP854TSjrr1QiZ2VmVUg7FE+o4VC36g7ndJ2x3tTOyMzauxBQWak0aoJPo2Yz5keWcm9AqXSrQmFjDgXyxUNK13fq0MaMzp9pUCIWUMRXxriij4Z0adjsoErHReWvDEA/2tQ7ydxqHEGnZCyns9vS2v9SQjYE0kZ7fyF0DCrFu5nNtUMjYhPRFyFfqaK0paW1VvOeHqCx80oVKmlnLNDXKua+CHS19ppLfL6vbvXYn/fYpwG4ZeENmRw8iZEXCKQUCDcp0ZHSrn8Kqa42qwFjcrr3q8UQ3t7ZNO8e7IX3VcECpVPtvL92nDHOGxTi/nhjQKe2pnVpb1IDxwdVvSCiipG8c6hhYCCQEh5h/NAYFGMvG+B9yXZzKCl/inpcK9WmNed0EV4YViW8MKBgts04Ie8p4QvEeLWnwQuNPxZFSlQJDxwNzx0yM6q4r03hrL3fNimZOsjS+HCL44UWZJTHMtwFD0443t+tXGNEV3dHdHRLWgWDSzX7fp476Kqjh/HvLB539uyw8c0sbc1yzHgRvDRKuRd2ZXV6c0bdF3ya95vwwmqe/cGskJpDEu412vsEj+WGUC7K3BCF5wepc4s6rnbAZ/06viWrsbMCqp4fUtEAi2xvdIScvP8ZXxcUKZKvs0LNZzI6t6Ne7RdK1QQvjkPTwlBaIyrDGjwhpco5PKs/vJBnhSGCzQk+5jU//erLxng2Xob+EjgR9fE1K8RzAtlixa4HdXF9u+pOSk2dEXgK73Awo+F9/PDChCpn5FQ8GM/EjN/xyUAgA/2NF0IHPhn6m9dTQcZJCt5x41hcZ7YndflcQNFglnmNvvcXMX+VwTPSfAfVmr3sxlaRb4Bi6W6NmhTWmPkBVY3KKRhl/NBqn40jroeS7Jv0CDVfFqYQSsAL6Y/LATUflC4fjKuuvYvnEAIjXKrKfsUaOiWn0cwt4WLjecYLo3xzv9U1wDHjhZSbzRUyMzDW4U3F1FWdSbWejevKgZSu1YbU2JHkdhrHXBkJ+zRiZFbjFoVVOqKM6gSUZp4PhhPQFn6TCCh+NaHzBxI6eaBVrc1JFQWroKU0YEBSw2ukfjOYdytDrJsy8Cie90Ebzzv/bkoHf5hUrDvDeKDa4IUAfC2VZWzkYoxD+KT1Be93UXAgPXtdQ8b7dPezI+Urvk4ctxT3GP+k/TwzxTxAMVx/B0rcCEHnBlOOBoaYw9qvd+rEjpi2fj+s62tyeuxvSjXjobCi5bzhdGSclyAHkAlFaBKASimLLAzwg9snG/w69I60/5WEOuu7NPfJQk15rFDlQyG6AbcUvcLEmLPJkdFrL0cGMCUYT4BJJ9tSwouf0Tv/dFm7nk+qvGCQirgvkDTg1q2E8Tx00AVFfoBkCWAgqmBJWlXjG/XI/zdElSNs0NAI7gmF2adMi9HiJkCTMhAd2a2eeTlytCXNSxdvZcAd8GnrX7fr6uW0Ji6r1LwvFqik+gbMqZwXOs+gDfQFTbwKmLP8ZTyAyMp+1Z9u0/7VMe3/jyGNfjqkRf86ouGLYCa8Ox+05RjgbjjyYvt4OWx+9QMQ/AYS0yGYfptqd7Zp+3eD1FGa8WRQ0z8XUnQwDCfBx8CJvVAm6QNMndmU1IltMV6itFrP+NXVElFnNzQc4NeAIT4NnixNeKxCg2ZFFS7rtqkdMtkgDjM46Y90I3NHpZI8P8OLH1SzwvEiXd4f0WmY+PndCUB1Wm31jIH2BGAcxgG9q5jMqu8Lq3pOgcoG0pdhAwowH6rlzwC0maBy9pIjtTDck+nK6cA/pbXjZcDPXsYC4CMLcJO/mO7hpYFBZmE2sYJ2lUT53Q2g7dep6Y8Wac5jJRowCeAN2PPR98rSBvrSB6jKqoPCKQPgmej0wRCTOroppmt7aclZqbUuCz6DOZcAYEfmAC5BTbo3oKGzmKb78Q4kovRBCWVRvj/pPiEmugxjNE3fG6xWm091+9t1eEOLLh/yqxlm2HkDZhujPoDcUug8cFxCI2clNe7eSg2aVKVcpJM6AqASEbWcK9bh1Skd39Ol6yeblboaVCRToWAk6ph+35qkRi8K6a4FUZVWUVcj4vttDOXu1pz2vpjQy7/BwocFC6su/hfSmwElu7oVjUBXJisVlygQKlUYOsUu1OrJf6jW1OXlivRphZb0VbqYV9sWDDDVMMCNZ/oZG5/k9mkAbnAL8A1/mXjcxNsa1+n9rdryv0NqOs+i7IGoHv8T0DmA3sZzkoVhmnc2UlDMOG8AbBmPNCABj2AMntrhh48yls90a8KDYU17vEgDJhsTo6+MF9pkRJ/kmEwYKG6csTLgvaGceERdp8v0wreOA8zpk1gfFTLGIo4XdinO2MgyLkNFQRXwngQCJVJRSkPnd2jOk8WacF+5EkkWt7wrQTzmGE3wQux2+JftSfdjbcjl4JdMypkgE2tnmPeFRegr3Tr2T3GN/lKZFj9bofKxDQoVUgYLsQzjJUd5IeOFDK2cAUJj66ESNZxu1IE3u3RsDQB4Y0hP745q2GRr5wdvxoeyWeaCEO32M1lSZz8gx1IQ0SjFm1p1fmeHDq6Rjn0rp6V/GlQNc1LZyLCCdg3XZ4OATvhMujWsugM5ndjQrbM7u9V+MqDu7oi66ZtIWUZDBkZVOapLkz/XV4MRLBT1T7GoYcFi/IqJ3m/0yPDOAqKTwTJAShJgBwPuhI+cier0Nunk+m411WbU1pBWPAZIL8xq4NBClY1NadQ98ML5UQ0YzfwWsbnOQkxQNrSjgfBsjOGD8ELmy0RDVrVbMtr+vTh8AUgUhA7wM1wcefeLAXfcAy/qLGnjXQ4B3AvUdLlB83+9TPOeKoa/sCArtIrDC42Hs1izxWyOOudYSPqhXTbl0/WjSZ3cEneguu14UI1XkoAZ+rMS4cignIZO8GvmyrCGzcuqoJ+9Bcwv8ELjeSagyDGnBqCxzfFpG6uMcX+HX1cPghU2t+nMroRaLxWps5Fy4e8wG0VZfPYfkYIXtmvsvX00qKaPIhUAZAQCYf4ZLzy+Iavj27t14VCLuk6mWRj3ZSEdUWV1Bn6Y1OC5OU1eXqLiSuj1s4YRAopDryX0xiMxZi7mhBDgOVwE/6Yf4wB65tgAvC1XgOAn2pdFLKC35LpqVhbooT8YK1/5ZRY2jOkMwB9emGN85yIAPZjhHQncrKNtcDBTqf0Uk/TuLh3e1qkLO2AkpzN6+H9WaepjBXQEHcjgSKatYwF59rIyWfqScSbjEBNYUFeO5LTrjZzOvJtUGah57ucAbk8UquKWwM3AHqs1Y5RMGEEIlOks0LUTWe1d30g9eNGClbxUSOJY3WUzKYRYGfciBbuLlbhaos42mFJFl6Z9Iau5z5apsgKphkl1YIYBEHiOid2Yo01E2VT+2x9i4HFeuP52XIuo7lBYRzfw4rzRoVC0S1NXRTXrywWqGJugsw24MRBzdDqDF+hGQVYa6TDainTtlA+w1KBDG7p0Y2ORJjwpLf03UY1YxHVJ7vugLYWEw4rimTyAxQAAisGU4XltVwKq29ep4+tjOvEKL+yInOZ+KaJpj0UUHRJSEOmQj5fUpEBpVi4ttT69/XcXkZDCwJDGlZUEVdgnCr1YabbBcxoYsJQ77t4Kzf1CsYbV5PvcKA+HYuKGHtkOJu1SXkz6BUYeoF/jF4u0/R+7dHxnSu1Ix0rKcioqjwGsYJJpAFJHVJ0dGfUbEtScZ0o1ZiGS2b4p6E+bmBwCADdbDeYAp1ZXv70MYInTW/w6xuKg/hzMIMnEF44TqZpJhRWurZDSvEBdrEY7rwE06tpVOblbcx6v1LSVlSoHdKWRWASQcpi0zaS+PIgJyCRvTE/dBWo84df+1wDUmzgWL1RppV8FzLc52taBe3dnXRIs49eERdL0zwc1YLaPFTkwOmnAL7+YMPATTTNRwWgMGOY6Imo+Fta7Lzfp0PaYMh0FKq9C2tvHJlDaHM8wwaQVa+lSpDKmKQ+Ua/oqFhPjmBaRZsYuZAHXUa39rq08W1UMEysqYZULWFU2qhtX0upMJTQOILnwUZjoAialEgYIXXPLjVNJFpGnANXbv8n7UYjUEgCYYXJIApZt4VsSYEGExLOpoViNAO5ke5P69u/SA388WnfdzeKrvJ1xhJQuRR0AEllj0qzebKLxfQaBW54XgkZgG7GrIV3cndWeTU26tIWJNB3UlIdh8v+pP/yjnbGWZfLjfYXQ4TBSUqYLH4vYbJdfMSRtjad92rNe2vfPLJ76JlXzSEQzngC41UDd9wFuNqnbis/vFrlhxn6RtrxxUbX7WUB0lzgpTZgFbA7wlMgy9vnnY0GQbihR+3mAzqh2TX4op+mPFGnk5BLAI2MtyKTLJGYTu70jARa+GSQLBuT8AIXehWyyqQApcljHNiaZUGNq3dOhqb8Z1PxnS9RnQlrhQlsomRYDXg0Y8YHWcvAOH0wsl2Dxe75cx7ZcQlIX1zXKKTjn05cAbsM/BHCjktAcCVsxCxwoC4KFX8GXChAAXC7Ulf1I6Dd16dQ2FmQHslr1Z1FNfjCiUoBbCANyP4BU9g4y9m1xuefVJh1Y06EktOnTJ6DCcsoG5HZ3MtM0sohr7tT4RVVoaUpUfQ9rzSiSIv75kHr6KMuXgacEWZgHC+EZ0CxBPc4FdWJtVrufj6u+CcVFH6mABbCfxZFJan3dFapv6FbfoYDKJcXMmcUqRCOR8SPcAPT4oZ3P6AeuN35ofZyCN9cdAYxuSqj2UBypHu8kUp6s8TWAXihcwfjqVqwdPng9y0KtW8mr9Vr6HwZo2qoK9RlNH4Yp2xaxlJfj2rxQBL5nQwke3XUlot0/aNORzSm1NgRV0bdAhRXM90gXY41dilFno/9d41Na8FsR9Z/BfUXMDMwxcCe6wpb1AHWTSCJgUQCJMH3VejysPa+1a/+GTrXc8Kl/v0oW84x/wHc6jmaunUX+NV6kcCPgq1xTHx6kwdMATQUtSnH8zOZCbX+J/rzYpYKSuMoAeqGgAU3KbsypozuhPtUpPfxkgQYjXY1WGVf6gI35vhbp9q6/j6u9IU73QWhbxNO2HAuUAhYEIebAGHz78gWTkF8FXCc167Eqzf/qIGUK6uD9LNjSzFkp5iywhgE3Pwv5OxK4ZQFiyQ7W2k0BnXgnqyPvxnT5RFzR9iKl6hq14n/001QmzQgTVAoDPl/IRgSDEPGXHzVLuiut5gtS7bakTu/r0uVjQtqDKm2YT3M+V6Apj78fcIOgDAxb3WYRYfoBRn72k0hYYs2sAJnQw6ShyPmZnUx8hejWh7opjcjz0tqQdj7fquvn2zS4JqdH/stwxNNxRRAPBxCxM/qdtCKVzk/qtkgw9YTfVoeIj9NJBi2rncs7Yzq2oV0n9jDlx6p43mVNfcin2b+CCHkczCPBpMbL6wM05l9mmCQDON0R1tXDPh1d16lT77ao4TLSirqoxj8V19JfKwS4sVL6GcAtByiwJasvzMvAxJnrADTBjFsaYjq7u1tH17br+l4m2/qoiquzmv+VQk1/HHX2QAY4oM9vK1+6ov0GK0AY7ZpvNyrdltQ0ViizHy1VyYg8k65HzXnwnW4+AOzzfj36txWacV8R6kdWPyb5NKbDqgzBvWNWJmI2KWWmlRdhXVDb/rFF9bUJ9Rsb0qzPRTRsFivUciYsANK1IwEdeIv6/l1M0/9v1CqMkyqAir8QNR18ey3nAABAAElEQVRtCdgqk5fegDRsCsbFMf4lACgxVMxpGKvfGEQY5sZkYFI3uLe6r/tVu7EdaVK7OtrimnR/WNMf7KMhMzhfzJgDVAaDSMiYjzKA6hxo0FSEiCoVpy9OvZPS289dlq4M0zjA7phlcfUfY88uUAP9dvh1wOObSVWMjume3wlpPKvNdCH9kASaMwZzgQgMlxUvjE+5Omidg3FHdHZdTm8936iW4xGYUX+AZKEGToUeaGi7kZBe2d6u46szunTcp9LqqOZ8tUI1q4poV1q1a2Pazcq69lBA42fHNPmRAvWfhgSlFFV8W0ZbvpfU/o0oLbuzWrAkqxm/F0VFBfOhi95vs/nd3pe4vSKMdR+Gtmn60kwQAgWo+7ralL5Y4Pr+IAuMzhstmvXMYCQ/A1RebdK1NnoH9RuSSpMGOEmjL2/+YP30SW6fCokbjD2FBDh23adL+9EcvNqtcyc7FIbZF8LExz0U0IN/OoohzRhM876Y9AQglItDbybNLBNWy4Uc96Z1GqnquUNZtZwWEl5pyiNR3t8PAm5mjmHhB+B1vCvgDPYjar3BuwQvDAAkfIATH0Agl4YnoUZMdqV0g2fsf6lbB15s1NinAP2/0k8j5iPTYEIPxgBvRRRk70mGSZVyTVOS5f3x86LnsgWo0QqQUAd0fX9MR9a2wsN9LJhYGF4GBP5Wp+7+Qh+AG6MhDGNwUjAkNaYCMPUw4CrFvZ2Xwtr7OsBqV4MaLnEMepVejwPcCgFuxgN+xmZSebQMviImDnhztqsE/sJcEGjRiY0ZndjUhhSNd/t6VM11CT3yn0s0eVUhPA5oAV0CLLpgLupuRpW6MaZtP2jVlUMxTbw/oiVP9dX/z957QMlVnum6367U1Tm3cg6AckIooUQSGETGJBOM49hje+xjz5kzM872OGebaGMyGAwCRBAIlCMSQhLKWepW59xd1ZV23ef9255zju8ZNXctr2t53VtaAqlVtWvvP3zh/d7v/QtHYmdZzu01vWjZ2ue7KBYFbd5dIIp3F1oeiI5PgMsGcCiix8bSvGbktAE2Ui1BO7GRIPwPcdv7hw6ruChks64CTZxJeboftpKArKe6yNY81WrV+MCBI3Jt/mcqbMBUxiqXzamkkLGT3/RZMz6ImMfPwCzYr9SSoHX0kHAHE1BDwtihEDYNUMOD2qD7PPR6h+1+o9NOg9wOnZi2+QQaA6dSTi0mWFWgT0KqcngGOyjUXNZcdj3NfddsCNlLPzppPfEi6CFlIL8pGzypC19LMrcngK3MAlxgv/Y02tL7823MkqBF+rEGcS6uEC9b6IG+kaAEKNPjnS3VRIXnVbM1z1AyPgxlZlyZLbi2n/WbAfhBgpxoIynf3WLvvwCIQ6CdPyDXpt5YbNM+nG/FgwN2HKrMpgdAALdRDh2VsklLAzZ8bh52FBSyOWO7VlCReYZ92BWwyxYmbMrHckneNX5neLHGk6yZni4CWHy9KicZEoAMkXIIlC1A9SlZ7Vv1OwF79cEG8wsabdyFFVRyBpAkg8hmT1mEADgM4iZbqIpcxmOcgPrOusBNhr/jtG8HVlG+2dNN6SrHkkfJJMi6g2lKn6cb7dLflNjEawVzUt8mWPOinTg38IgO6v+1ITu5u8veWd8KSkeUvYsa/1DKbNGQpYsLbdb1Zw7cVNqRhcoSGOnMsF5cUuU7si1KZh7/lpbB0cLn7yH4FZnuhD31z8cImDwbPKzEFt9ZYP0Wd1q0II9SJqUiAissKtctYNJAxoC9DWMXwuiFWIBd9YV2ZEuaunoHmVyzdW7tsfxEmUX7D7HuwEmbck3UZt1TZPnA6RbjWViJqonLgUqgr+ZAm+1/px3DnLa6rSzyar6zjECwJmujCdwWf6qAwA2H30fg5pMBCAPMUqYK8ztGcHRiV7vt2QPS9l7curZ0W1GYDCSn2CKgl3PuzKVcWmwhSp/Z7gyxKWPCZmo85NvGJ5psz4oqGzqGkuKN8BUuAc0rjLkMPdCdQ3aTsHWPAmnDhVr4gwKMTokVDmQjkmlKs0YlEEac8e9FP7OgNJ3w5N78ZbedWJeyAsoJ51wZsPFX5lrFEIYXToe2dXddBKg/ZZsf7SD4BvW8vcDGXphnBQMYK37p/vgfG4BNIH4BTilMwJViPjOUC4gcuFQO98lY4xj5BFlonjUR3Gx5vtY2/6LZxt1WYvNv4tlm5VqILFcOKKMghZAjQLlafLZkuh1DSODNmq3bErBtf+y09a+csAnnk3TcE7QBlC7zyOhCfhnOzGzvmwl7+SMYwkSbzf3vhTb/lv4EdgT9CqRT8AZZQ0kCwTSbPj+fgD8eJshP2IZHT9uKx0/Z1IlDbMHnBtmYizKWO7CB5wNex8mmquE7EjRufjpuhxiXC0AGLrqjCCMQtrfu7bCXv93s0MlP/XSYVU5nlVfggMkMvXi1xQ7k2ou/67R9L6Zs7PCoLX08bKXD5HHPYKyYBWXnQqzl6F3JBIPv5pGM0fMr7cTL7bZpWT1rq9NGzM/hWSda1QQCvLwG9kYHfFCcPPw3j+xUfMk0+0XAT0jcLa7813qd9YEbjr2rDs4gfKP97/TYUQL8rg0RkFGQEPZFONpt51xldvl3huB8QWPEc6M8F6SsH+yixN6WS7AAykvwvgdaQePqpFUNJKGI8r78Ahu/NN+mk8SeCXFjSRNMMZ/sD6HHeB9NKk6Za5ClaK7TVBECOGlRQTprYrb5uQZb+b1uq5xYapfdVmSD5mPPBrHWCeyCBPG9NpXyOehYGnTatw72IFQJ+Kzd9QVWvQvUliDnyDb4YNicKLYwJ7/CYsd53i/22MKP9LfC0TG+U4kXe0SeGZ6qEPzawx2ulHwYtOjI26D8oJQe6FaS/ZNTG7PbtxYSuGEL+3hl2Xdp8UpTJVCqcq2nBu4XfmXv4XbbQRmua3e35clGUYFpAKFZ+r0CAmFs9DD2DrYl7JDEsLWfNNv6TLvtfRnEj/1+/vVdjHuh+UWgRBrRWMQ6SV6f/w77YUPKxmHPFn6q2CpHg5jmCekiUZcPoWqj7ZRlPyg5bD8RtXeg7ux+GrtTlLZxS32bcEW+VY6iVJ2rwI1h9gvtwOskX3/oso4TKRt/I5Wb64otWslcsqECgtrwR3JPSjYJUZhXAjn+lBaizxwHSeDDQjNJDBTgJeOM5ZECW/f7Gtu1Bp4didn1/22QDZrH+8pkWqHLqGyPjQhFSP7xcfJ3WSodQQLy2DGoFI+kbO3zx23gDIKnawpt5BVJi5aCmmb6ARwHGIeErfhRwtasPWVLPlpqcz+CrZ1EUZZcLpDs5PokM9g3x/EOi1UZso5Dnr31s5O29XeNVjoun0ByuM0AmQ2WHQBR5D4y8C9bfWvfkLU3HuuyI6+kbMydEbvkKwVWMaLANpKQP357o5Xjda7+RSXVCeznAOyNqiixOms/mLbty3174dsdNvnCfLv8qxEbNk8zcqaX9gfBtwOBeB+lbuBIZp15F3rWTYUMas72Jxts01uNNuHSPJuxdKSNuIA1V9FuHT21cDQBEbCFotsIuUym2vjzWYi4CWE+tTNtL38jbgfe7LHBFxTYOVMogwIt7loXs47dPXb1fZToQFqilCEzmQpKlW1sYrDi1qjV7QjZhudjcEC6bci8Aps4lQgX4uMpauqdZP2zbzhT4KZ4nsUMGiERPGUjzlApDWEhE00QsOn//FwkCjKIHqLxE5ti9szXaxnYIpt1RZUtvodoun8thqiUQeazqsVh/Kgz8R6I9HLE2VYyUILNbCml2LCterjR3n2hi6aGjE2eVWxDhpTbxp93WXsR0f01BTb7bmjxo7oIBMhyhRqRdYgMn27N2oYXT9qqhxoh3wIvzyuxkSMLrBGuw6bHu23CjUG7GMRtxEI+01fgps2p508WsRXgTm1ss01PAz3/kUceFrYLryUDw4is/gm8g9FxeHdhgjKyw6E4WILXCMgITD9rOh60zQ/X2bZXS2z8pIjNoPQ3aBGZXB5EUAxDjl9kJ1cnbOX9Dfb+s9226NsFNvfqUisayrjmxgjcCEy00SkTqARDjZQxzLHmw/n22JeqLX4gA7oUpBwdtUoIzzn5vA/EzAVjZInte802PNlmO3/ZZud/HR7aNeVwDgl05f0JpFg0TJ1aTzAw/A6zOTNk+yr0aJ7FbQyB+gLh8neaKo4Ebc/rMdvxVAvcFLNZH6+0aUvI1EAQU0HmlWBQ/synQ8K1cgPNJ+GgeDxnTjzfdj3n23oywVNbm+zmB8vhnOA3y3lGHFkgUML3tFmMrP3E4Yh1kJ0VFAZt4HD4eRUYbPhFMFS5X5UaQVeVzTLOQVBaBal1h1PwQ9qtvCps/c+J0AxD4JtD2TQLlyJLttxdZI2bPVvz2yZKKq124b+HbMndOByM/UnGqZG5ygUBGTdFWS3XJ7nQEo949eadLrYX72+xTWT1lXlhu+NFHMNw1scZAzduFyevIDlE2SsDEhOAq8ROga/UDRIyxN56pNoOrmiz8uKwLfrvZTZi3gDuB3IyhGvNvQI3lbRVGs0y9wreVP5ynD5m7K/1OusDN7ZD7d6Mrfxl3HY9Dt9oeMQmzi6ktOSDAMQt1pmwidcE7Orv4phE8chWMjXsH6/JIiBinXvzbDUOafMfWePRiE1fDJpKc9DRd3usCyqJgoTp0EbOGLhBWVEi5ewd35ElGQrA2xJFRf+VvcyyT4OUrxItGTu8ocvWPtli+58N2Px/GmiX3E7SNArUKkdpDU6Q+wO64mMEW4FclzAlko0WzSUhBc2p3xeybVBE1j7VRhKegDdVYmXRYgjsXBse1/gv5tjC24tAZ7stQrnVA+nn4iQbVBg6CAqW17HX6uzY62kbe0mFTZxSQMNOxg7s4DsPZu2urSSxExnYPl4qR2bC2J2eclHcrPH9LtvxfLut/Cm+AXs350aaskBP9oGWnNrYaVd8M4ydLrTi0axdHGwIGx/KYT/XRmzr4y226wXoIgMLbP7NQRv+IZL3fAJPWUvQlBSVkce/ctQOreqxcTSSLf5sifU7D45nXidzqqqMqhkqazLiKguC6DUdymNdgEbe12ljbw3YhXeBAE3FFpZgi5gjH3voR8KWOEyF4sE2Ss3tVjres+v+dSB2i+cXD4h9jpFgFlV6ZJ4peYsWgvWjiiQUDq4cQUJQ/EMFGuziZKzABYLvPdsCBcO3kRcX2WUfr8IHQLYncddnFVjqcPSAKhD4uFS209nvYHeB1b8XtOc/025tRc0ORLngJqo3ACseSUeARgCtj0RDJ40RuVbfIPpICK4eFJAqlf8xPGmyXIxtBluYUVILUkjKQFNFgZ0iNmiHxx4lcB0wKmqlVFpSgRYeE8QUW5yFH51bU2wv/KTG3n2gzUZf59mVXwtbxRgqEvsoEe+FipJHU9boAIg0FY+cApJG+asm5siz9wjcHvpSgw2BO/3hb+ZDwyEG6OMl8EAlToE8WVXeCNwCcNtkC1uPFtnOV5O26b5qy+0XtMs+V2mjFlVYbn/uGzpMmrghjI8IZRhHkhxBr2p2UbB91iFuLnDb5dubP05RNoraIDL8/oMC1ko9/cXH261hQ8BuuT+HzAEzwCL100U8DFlkqA2OT9ZOQ9De8XbWGhpCNmUOZMkBRsYah1/UhWNIErjBcfsvS6UsaOHXCtxY0EJfPP2dDMpjUSp6Zg6YhHxQKWBzDGfN+x229qcxO06X1djZ5WRUJTZ6AUsczonHRPl8VpstIHImg+8R/cup+Y6jxgQkKO/Bgdj2eisEewKRwSEbfh7ZWTTHHl5UZx0QSqdeHba5dweor2OifBw9AViajaduKpq0bMMfayB5hqzfMKDykb6VFIRt986kPfd1SME3hO0SOG4jFvJsfQRu2pgKaHhggkMImlsh068PWnsXxNYROTZpRo41QiJ9+JpWK5kM4nYH5ULGM3coxoqgJQjKRGRq7XQ5vb+s3d6gtj8AYzXrhmKQMSDfSojJbDi/GQ7fii5b/ftmO/Zmyq76VYnNvgoEtZxnooPY8dnoFpKx8kGzPJUMGMvGg7l23ycOWOJomOC4yGbfA+diSC8PhLjeZSRa1PETIVv9VJe99q0mush470dUIoAngEFRZ61KAhBBWDfMJ4ZCSICCL0yNm/sAltrrYa5wSImOHNtPYL7phQareyppkz9bRXmpxAZMBKkr7AQxUCAvIjZrkbIUi4N4n/CKcrpQrWhbsW34bdLWPkNQAh/k088OB5mA21EPwbcdxIH3B9mMUbLJov75VlAF2hTlmVgjyqzEifR5ON9xf0AtMOTqFhTZ1ieLzMQgL1PKDNHl6kUJPVkXGRkJkow0D5yTAhHYHnZB8ubH6+yyr0ZtyV0lBGkgjAyrwQXiphkOEOB8HCvJTQZuXLqznbJ4jr0KWnB8fcomzMm1K7+db6WD+w7ctI58ygJZ7jGZFNeKrJixTpLkbIFftebFFgs1Bm3mEhKdT+db4bAQS5OsnAAtyGeCCoTVcKOxZS/y0FyR1//XOG5MTe0e3zY9mqGyELRBo0M2ZChOi7X+/I86rak2YzNuyLGb/oPgRU4d2+DWdKCVIfOteQ8o8YoM7wvb0HNz7ZxxIWxNwtY/3EH3cNLGX9U3x80lTSSxalxSswuri/mQM2Lv4NxVHhUfMgtlpXpXh73zFBzYV9JWOa3Y5t1SaWPmQz4pFAeOa2D/fDiOISH7ckQKEliraZxxGLpLIEWQhS3cswFKxiHQ3So4nxdEWYskgs922jtPpmzKP+XYotsCVnUuNQcQnUCS9YpRTpJYCLl+76VmOL49VlRSZsPP7baB/XNtBwj9+uU0y+zM2ke3UCqdpDXf14s1LFvIHvTp2q7bm7C96+gSPB61IWNyQM5JUEmaVlKmPEkj2FXfitika2h6Gw1az7MEE6ghEMB1teTYnuVdtvmJBKhf2OZhO6bTqBGuki1kPLAvdZSWn/vOKatZnbYZHy+0iz5bBgebZDJMwIuzDqj7m/HPKoCiZOmFc61hf44t/0G97X+022Z9rsiu+izltEEqWxMAqbwKYJAm6Qm35tvKX3fZpucBCkAQP/44HFfuUbiDFpInaI4AWkEa5Av8FAEidk9oqBC2IPOloIquCEj+YWsEHXzxV8et7b20DTuvxGbcWU73J8FdAYEGc4wR6kXtqAQp1cpiC6U0IL8SaC8kyA3ab6+qt/IlSVt8c5mNpxrSUN0JX5nKFXQi2d4IdqywKt9KBhO00FgWwIfKK8n5CnVS04qHPQwAhvj4qV5FiEKCIcZJeb44lFQlxNtLaY1hC7VniJatoG2APfW9Y7btFw024YaQLf33IiulmS0N39ygF7gEMUJynMcY0lTl092fau2EI+nblpfTtvJ3gAFXFNiSL+bb0Gl9ryN9rRp9fBDpVJp9wtdEadpKtJB8vcJefKbTGg4lbO5F5Tbv06wfOr195jhFF3GYwFtAiUe1SQ8gFJi6KfvtLAzc5FPbKfEd3Wg2ZDxE6xKelAVxaDvlyPsarG1dnt32QKnNuJrghm48XxIXZEYBNkuGsml3fRbpCX4OH2DAKBApJnLzs0nb9gQblwBq1gcJ3BQFsKCzoDAaIiE1IoO7qE3OA5hWnYjNR+GjrWyxlf8DiQui8Hm3l9t5H8qlVAV3SUGSnCeDLd5WkGu4Orfq0/pNgKNgQSTattMxa67uscLCUsuFt5dTDJmxybd7x5MZj/VsxrW+zbvTaNuPWjRLBsggJbhHBW8ROH1HNkBCjlUhKUGnLWTaGItiwxuePf+v8KUoU15M4DZsQd+IGzuCxSGDykKnZNV4krPRWjAyufBDKAmWlsLHoGTzwMWtVjklawvuzoObxOYaxH1glDxgXJ/7iROQ1O0kePotLdWNCRs5tdDGLyy2vP5MLpuz/VTSjpClHqZhJErn2cJ/LrFz2cAeizITIDsT6kUwJHQsg0PyQLVEom06GLb7P7PPWg8X2sUfK7MLPwZKNAiHz4YTiTTAJs9Cxm4/FLG3n07ba//RZvM+lrFL7im2QdOFVjGPrH11Ixnf67vArQvMgLGhXuCTufOPGD2MAYFDIFtlNe8lbfPyetvxZrOVEpBe8u1B8NOQHiAItRAGSQuWjh+HDoqjg8HMYDjSGKAk4xitg2fyUNw2vtCBlIxnH/pypbWeRBZgawq0LGmxeLcFo3DLJsF7uzBgo5BHqSRZCfJe3YNEGX2QhTTBixxlPrwbmDOulCHKvke5IwoSEqAumcGwq5Tqs74MYxkgEPIx3McIvmVwjr3caku+V2QLbhvA/XO9AAkFjlgcSwWIqTgcDtZdZx33BR9oPxzRfTiVUrLdWXQ6jbuC9VeqdFpW9MwvH4eXBhVOMTbahAG6XNsOBe25nxyzI9uTNmFmlV344VIbvhCELV8t++KAKIgFZdQeY/sowdGEOf+pfYjB+mu+znrEja0oW1i327M8mkbKBjE+rM+64xl77H80WmtDkES0xG4EsZZtETeYepRDOfBaFscWNp6QwQ9Y6SASXZzRztUZe/uHSA4l4jaBLsi+mhOAnhl3rsv+UOAlJ8piZxq07mULCdzY+53V4qM1gy7RaU9n8pzPldkMynLh/pJk0mRqb8uRSpZEtpAgRM6cUpvTrAI3URLRXod00Gm6j6lWyBYW8vm6QzjMe5O29fe+zfii2UW3+VY+GjsboRSGXQD3thhOLpeya+0OyoI1ERDrgcgBnYCbFra1L8B9erbHcnckQdzy4GT17XDZRJh73odNSYOetTVkuC+Qr1AJ6E/aSkky969J2CsPttuJ5T124/fhuBEIF45QyZjnUpcOzrenOwQXjsYkOH/H3umGfxqxC5b0s9wBWCMeOdYM1QUu33ZQRj3PDDpmp9JAFy1AugO0SOY4JFoMY+2a0phfcQsb9gds+Y9rbdfvkzbznyrt+n8kcBtA4gw3L0igF4QaRI+p+XUEbvfRLIT9CR+N2WffqbSyUQQHXNdT4Cb7SqVIZHkKiew9giL5JYI3nwApoEaGFGMB163tZNi2vlRnq6CMVFABueCaSpt+ewkSLUCSSriZYwV9stVu/DTt2EJJWKSJWLyWqJ1a49mDNzfaMCom0xYSNPUniYfvXHsIvC/RTsAVQV6JCtFMo8OeRo6hTEEudpUkVJJRWRr5UpRHZR9ysAcK3lLYcddZyrNHsB8hBUr8SgEmZKmmOJSSyko2xp44UG5P/6rWjsNHP/+j+XYJiXjRSNFbeuW/ZMsVXKUJ2GJ0yHfUpJB9AcR4N2H74Hf3gCxfSqPNuVB/iuDG9f1iXGULQdpS+Bd1UYd7SNxBQt9+uN7eXd5h/SYSeN861IYuilmkjESd5Jwdgk+TqoD2Hd/CTfnEEx7P7vGcZx3ipgnRoMU7ibpL+QsOOdYQgKzYYc/cf9z8zRV244P9bcqHcCLIblCfYjLVucIuwAGxQhgcsoQwZHF0Wtpr82zTsynb8QwQMxCDkwM5E+Im6J9fDBcDphED5lS5U8gZf8el4hTpDIELe2QNXK6H47Z/J+3QSypt5m10wJwPvwBINycDx4SSVgZYVACyHGyAxScnxAXc5hCip22ZigOdJkBdCskg0cDx6SBqwFj9ejKL9Jw0unWezb0DvgY193xY50Lv0jhr5g/+QTOcQCBVSm756AFl4Rc0HPRtzfPU8r/bY3M/7MNxI8uc/wECN+0HNq0UmjzI+XGCCoMsHEaXziNLCHNfe9Zk7P7L4cpMMVt0d77rKg0iXZEDsVQlYXUciYCZai+z3c92QW5vsE46G0v6EewUoTHEvfe0klEQHBSGIxDTh0PEh2g9kCAIY57xuvkufAMlSvH3wJKYWxYsC7jzmGdP/fsRO7E7bJMvLgHxQ7JiMoaMFvNwiBIfyFVXUydkXA8+GtD2I3Gbfg+B68dz0ZACIeX5QgRXTtoATSJthKwHMqpSiwIwl4ZqrlWeI3jsGWzblyG98HiNNe9N2YUgh+ffXmglIBc+iYLHfbkGCsi8rmTD5pQBzBBopuHOpeh4ytKBturhhL0DClGVlw8s30r7PGVfJEF6umNs5nZWR6nlMD4DL0jauIUBm3hxLogC3Zj8SidxxIyHeMSSOcijNOQ6d8km5Qi1oWHlsbbJkgncVMBSEuPh4EV+rd/t2/aXs/YepaOyoRGkFIptzEJQMEciVvcZ16ZzNgdiez2lhn1rYnZsN0auhaDhZJcVDepn516cY+Mu5vMjCRBFCNe2+K9e+jfG0mkTqiOL+6aVzrrgiBwB/Xn1sVqaTEhEPjuEDjo4QQMZf7hKLtOn5KFmHV1fgIwSJqGv+oEyYZfs8Le/1uusD9wYijTah6k4xh6NwhAofBr0+8g7Hfbkv9SwfijZXT/Arv46EhEgXrh6lrCan2S7KEUKqJYt5Gei16S68m37m76t/hVOqg0UdWnfiJtKorKFXJD/sqYUuMkeyrvJVsK90VmKJzeZrX8AXhoSGcOgtlx4T4GNWAyIwU1I/8xJK4HepLRnRPrn0wE+5wyis42yhZS8QLdSPQRu+axRzLlI8dXvpuz1n9OY8ThNMl/O2kLKjUVUF6JR8a9w6AT3KexPOFhvPS3Y2zhOtZwsM9phHUfNVkMq30TyXrg7SXNCvg35IM0JWsfYClIv7iEOWkIpn7nIzatgjCnTMtbvvwal54GUHUU24/YfFNuEy7HPw1B+zCHAAx3yQZF9Aq5YQ6EdXQ1HalmTnTjWYYOGE9AW48ixPz3djFAt9oaOx1k3jYGon0cTGvuB8UaRjL1McALS6RJLrpUhqdUzt0DAXwWhfdtv4zbsmhK7guS0YhLcR7q46VklwPQsBkeq7l06LZ82GiooKR5M2Wf2Yb+Gs0XZxtprkjnxPBoO2GukVkyt/BTPzn6Tb9IM6o+ZLsrV74TshW/ts9rT3OuCYpt5k/iLlKiJ0wLYI48AylNA7mRllARzvwSaki9JqWmwPmiHV3v2yD1dBGag9/16QCEzVvNmnqVSWilUJbDlkapiFBRSdt5Cn07VAut/LuVF1n+ahglxzDPYN9lCgQUsdRJE7CS/WeysNWwUNyRzniI2CFKil5029lDnCZriXgnauhfpGM2NUKothBeYh1/VKpe8F5cAfZSgRefxhB1cF6MjGRvZDmO3mXVcGLWRc/rZtKWdgChYXQLKPl+yhdyrT5OBAmEPpDpB1eow/mA91JvGpoRNuLrMrvjsKAuW1zKOJKrMoDij4mP3Vh2YAO1p7lCom6dK4Nmo4ybHl4JgGyaqD/aUWuw0HIW3m+yV3522zs0Fds19A2wK5cNctRC7zdXOApFRgVOmiJ8N4ToCGbTO+ghOvNO2P40TxenNopV3Mp1U0nFT3d5pFzEYWT7vFqqctwI0oFiVA3z4RZLEkIERF0BZp9KgLlDsd58K29tfxDDO3me3fmYyZEXQg/4ELkT84VSlW1Ta5OrYyToiK4tZSJ4WN98mu6XFraBQoqNCCT2cvzoqGw922y+nYWDHZux8Ivw56BcVkomEMq1sZtW4ZNW4n0At90X5kc5HN+GQdNuB8NdRqlz2HQK3m4HeP5lrw+dz3wzXmV84CYZEnVk5BThMNJco9DMWXJ+MJQgsvWddxh663LfKyWYLaE6YhhhyuD8lvHQhz6Fggo2u0hZ/3/lcI3xDmglWSapEfK0A24Px5E4RNYHrFbBF/62fDZ3PyOZBTgZK1lipFKO5SPcISSUgw1ApO0zWerbq5w3oIWGgaEwZDxn3/GuDzCVGHiQvRtB25L1O27nSs+q3g9YJL+acezxb/MmwDZzOxsdaRWRlCIbMirlXjKvXyRTAMyFbDzBvrlTIdGfIdhMnIK0+QSs//KIo6+G67xH0zCdJYGz8TAlrgRHHGVHswTBg4GXoMCoZBW/C5lmbXUcD9uZjlJAop5RhaFIHa61k/hAbATdkILpAYWD57qNo0q0JIrictqI5PTbvkxDHL6NrCn5jgPKrxk0cJkVBQSG1jJ9a3OWklRwEBKUnENdl7WfJcLPsnSDv7z6SQlImgf4gWS96RnM/TxcVJekIjR1eRBkyLllGDhQkSDftAUoB65DxeG8TjpN5YlStYuZANPFCNn5Rjw2dzuOB2jB17h7YKPrD//5i7/DwXBfOYKSE32343rTVrpVESI/tXEeJ7rICm3oXpYZ5cHxyCSockkNyoOeQDIwCA5XjmB8FourGkpPx+P3XfJ31gRsPqzUqBDfAfIbgnqaaESHfWmcvf6ve2tvQUby+ypZ+s5RRwsmzPsRx80FS8QIMoYIqNjRrRE4thXzMDqQSVt/L3DeGCdzEcftfu0rZG3JfBAe9ArysaeZSzlJzoYTyP20h65BCGr/VXZqx917Ns1dvAS0fU0dCV8Y6Q6NvWJuTgQllikHGCD5kG0BmJK8QEEeX/ZNFcoeZ1YpmzhWtYwvVGKYKB2iJgpTqbXF77efd9j5UhTlfiNqCW5DggbwfRvaCXc+aZ93zHRY8yT7hvuB2CjESNp04mbZV8HTXPhu3vPdz7Q4Ct6ET9T19vRTIIF2UpEs0h+RQ6DWAQjBSTlIGrQCqy/tvpu2Vh3yabdJ203fzbSKd4IXDmSdKmUKuMlR4snTSZhRsr+vGlrTZu0+LTA+Swi9CGbe+xSiuGhOzS/55kI26lD1RFQfoo5GNDkLerGiit7JEMpvBDjEdiNeSjD3bbtsf6cT0hG3i0lI7/0qPpgYCCjXi0d178kAt8hgROsuxQ0f4XipRnzqAHuMw5pKSqkThe2WXkPhQ4AbvRmdjKpmTLXdCsezNdJYqDhyvw6+Hbdm/dpFkwg2jPDvpqrTlDCBQThPM8jyyhWIKe5RVDbFmoltMFs/PVKoxubsmYLvh8T362RYbQhIYpkQeHYAqwMJhNmoOZVrWeex42mo2IZi/lsDzZIsteaDMzruMylt/xp51IfBDFBTZwt6GDVaObAXyTbKFolhIEQEtDZ4RO0QDj7iy8ZNZbGyPrXiMisKaLpv7b8U0RpRa6RjGIF9IJdeR72fd+ejj1W6HgvSbHlsF75ywknAS1HpqCU1+FTZ5CfcPqJJbync5Eyi75P7wF4uKn0P1cfqooGcp/HaYak7Xvqyt/hocfpoJS+nin4mPPudGqU/gi5TEgGIL9ZSQvsy9NPbc/tPeZOk6vuPZFrjp8TMY7h6cXy4dFXKIPQ0pO76uzV57qMlq13t27b39MViQqkswSDj7DMiGINmgNLcklwDio3Kf6sFxkIMtf2jE+ZLt0WUz64YgUiI5vYGbHITqzhpu/iwdIO0Uxbau/ZluEI2V2z3KelyGiBNEkqP2kNmmx4DAf9tho67dbTd/4QKyBDYrm1z8jWAaZExNBGF1kIJgcG1P9XY5JhlDl7nKSPJdXFcZgmQ9JD4ruLnpZNJ+NaHaPGQ3zl+KuOEdFVZ2DuXERLUL9jylo3wIAB8URGU/lUswpWQWWvwblrfa01+N2bybypEDyWHB8Rh9BG4ZNqu6K3V6QY6QFew/nhf0kvF0mUDW9lLefPSSuJVS3597OxkR5Oi8AaCLPKuCLiFVyW4UsY94tnbZUZSjA1aM2Orw6TiBcgJBxPa6a4Mo/ZN51KZt5FK4IUvS8Hd4chG9ZFMJoBxBlrKn2spVftTW8BFYrHkXvtivmuk8oiwxitLCbYj5jgMZZC83ojt2eFPSTq4iNKzNtyRQ96h7KK2AuA2aLgRM+B1Og9KHQQoWh0VJgkfwzKix9xhTlWiZk7Rfb4feiEHoz7OadxAwBmH8EPyw/ueRgeFs5CgU+HiUAVS+Mrg2jkjB/bP3XEAU4ISF1n1d9hYGe/OrlGRb6M5ckLRzLh5sI2eTSTK3QaBvv4YM7C24TE9htPbFbNzd8L9upVsWBW2vB1K3lgg6PpqLTA5BFpktUQ73yfcyTUAyJBgEPkE6oRjfNMTgeI06s+MkLSnrouFh4qUpEoCQVU6iLMJz6+QPZ1wF28IP9VPliFdyogME7lb06rJ0gsVpfji4Ff5ZDSLQF2XgWeZBmiYAj+KQ3MZQksS65hZ4YNYNN+peWpfYHTXj0ORgaIgdeiVir/4mbfWUhT78i3Ibu4SW/CFJdBEVjDJ2rHkmgcHTM3EdGVCuorl33dy6NP/013z9PQRuUu9PEbwEsT8h+IIpEsa6nS326rdarL42a5OuLyahKMc5NjBkJDlscnF+1WkZ0N6VLZStwbn5UEl2rmywt3/ShaYViQ+l0mnXU1YkCVMJx6QXhWPUhBIq80MQZA04a1xdwvLA4vzqFAf3JgJ+KeB3toBoLYva+s+32tAbqu2yj/W3UfNplKBJRtpnHkFIANRNiIyF2/gZnydBdfOpwI1bdMZJC4nf7rQIcXpI3IVenaJD9I2fNdnuJ7ocn2vBrf2tHBQmxLVcowOd7gpa09lG1r+QHpIykoCghNgpF69+ppXgDZRsd7HduTWXwE3fd+aXVp840T5QdwT7IEUDv4f/g/L5BAgB/NPelUl7/cG4nXoxx678TsomfygAmoXuIpUEh45QZk5zMknD/gy6mo2263WCE/zCxAXYuXL2LM+dIKFt3pu2pnfjNnppFJFi34ZPYW8UkhgyvqLVCCwQmi7wQNPCcoDP3WsLd9B8suP+tEUnV8Bn9hCVJREisexiaA5v7bLDL/N55lpJpFebsk/vI+gdTvMSNovQjfvBF+EzFU7Kh/aWTElMFdRxgoqS5mSikcaqTqpWSC29VmIjEOW+7Au5Nmou9hk0MkuDoG4vwDoJsG9VyqPOyzwwhwo6tI6SedZ5yredK/BLX+okeNRJBFlQtSLWyiBQUDVdMPensd+AA9uX4bdpgJj2acr5t0QpMUtbE1sohPBPtlABm5OjEfCCv9fwiLirNSc6k7iAUg7oPuHbsU0JROmpKKwNoK9KJeZKGuYkX1LEOqSr2RKsSSWGqpCRxLYc4zSK93xrYG1nCTBjTZ6dRifu1NYsQuE05t1aYIOmcU8lKmvKHirNxRZqDcsOyh46y0iXLSOdYh4zlGPDqELUkTw8+3l0SAGGphOLLLwDQGZkGzQoBW+yhQyEnoG94ZpIGFNVHrQmxYuUjMtZibgp8EmDBIRBq1IYknhzwI6tBpa+r9kaCdxuur/cpi4FFSpm4WAQ3JEdzJrkAhyKRpTrrAKZWBynsfVpuBdPJlD2htB+fcamEryVDGVQ+EwWBy4ipqD8IBPnavvaLB6GECMonS1CyF7HiENRzb+bQPKdFzK2lW7BBMZh9pWtNvPGKiscQvCkz3JplM24lgwmC1JZr/PmWlm8NLGa4L94yfFlRPpl0lpORu3XE+otMxYJB7qV5twJsXI4JUkCDZ9sQpPrsWCpxHMtNqBD64CMIaq3HQ7Sadpjr30D4ioI4+JPwXFbqM30F1/4v/2VDYrBV/t5GAegLrGMshfu01NGwzcFyeD3g5g8dlm75bFo592VgmsIMF9JWUJBX5AACmfRuhuR3F/QCbe6xQZO82zqklwCFjZvBQYvwukJBCrH1iZoUAjZqZfoiPpqFn095NBGsChzNG4sXhl2BtIjs1VnqUJaPbNP5r7lDzUI5tLU8V6+dSD3gnY3ssvwqQh6B8wzGzqKEnkDws2vUQ6igeHSj5ZRKkUoklKqBzIZ8inPudoj5H5qSIlwO6VenFmylH+n7CokFi3A1x9qts1PcqwUm3s25Zmp1/twbjSOCvA1gfrtXNv/7c9CI1K0cXfva7D1j8KTe5XxPG12zfezNmIhkg6DIDHjY1BbYh7zrfX9oO16JgZyEbeiUaBjn84B6SoG4SegxfiEyfx99KTSZJAh1lSv/h9JhxIKlWTYK8Ewjj2eZy1Hs3biVYQ5n+yyFki6U+BdzricrtNzybThiLjkAPmSP8vUZFVahWDug0RKUkLOCssB0s3RVZC6964k6TnOPCLtMP0jBRh+jqUC1eEgHYx7PkEF61ydr0rVlYRgsBlBkgC+ibFuo5Ns2x9z7a1XQ1YQ7bJbfhCxkTMwwoqT2Xu948j//l9+/T0EbrKFDuWnnKwySU+X9M18e+nfKLlzQsbUGwrshu+W0ATSSuKqoEKIBHsYFBmcm/34Z1vIvFJC3Lmi2d7+cTfNDvk2ATmd6ddzgslUoVzscQIsoQ5a1SHmTnskBZ/KON5JWHmvLSRBIwFW4hlgDSQ4seT9t1K25hGoDKd7KG3F0GykU3UyKKCQMLi+AZ6Bu+K+2MdQWITi/+e2OcOcp6F9hJAYOQVf9s1fcErBY90254vIZVDuLxqNLYRW4gRkCQRD2EXpacqmeyozKVAlGI2fCts6JDM20hmduyv4p1Kp1tyZX2mCzCQOWc1ghGusbXHMGBeV7LDRSgD3r0jbigeQYXolx675IaLrl4XwK4AH8FNlC5VwdB0qsi33g8692G7hEdhLaCET4chmK5FBAT1LtCIXtL3d3nk2CtJEM8bl0r0jrpuMLUSWRx2zzhZif7XH9NtpumEf40hnHN6MtuTzPagp9EOiRJxVdBJ5r3CiorG+TZ4fslbG4PQR9jgJ2D9uHg3HrcXS0ItkfYI8i4I3RMRA8+ik5JiwAPxYB4ikkDOibphqSxJIddrKB6CiYIMu+0gQzUef460U3JFwCRb6ywmVWdRC4qVqQZo57z7VYwcI3J75AvZvCpqqCDNPR6mgCNkjBagR2Wd8TOeRHDuyPE7jR8wKQOQvwH+NvRy7TRd6EDpO5E+2UKfZeGjMqSzt7Jf4lgqiCJAUBNLOB8cT5PEV39nVo9UxaB8FtpDThCrPIZzK11ohZhCSzFZRBqGYCcsEEoz9AqDJ4M808V2ADGpy3PxIF0GcSrhFCPnT/IiGqB9EfonvCpH0OxUJiewLANFeZAoJB/DrQgzxQScyNO4V2Eu/CVrhuCToMXqoN+MbCdJVc3Z+jvf/5+D95bjqn9wePRuPvGIhiD0UDAGr8/8YHSdH3sraq3AoGjZ4dsOv82z6dcS4IvIBi8pYSZxQv1RDlvSGjBf1M4ujzLyF9vQtbN5UqMjmXRtGeA8OxBBFyoqmyTYYXA8oXFCsMwQgd14Q2BhDIMkNHb2liJq8V/EJgVHWlv+yFag8ZoOnhuxDtLwPnIuxLOJCGA05I0GdMhxZBW5EzE4/7M8rWYP/f3phDLNkczoSpOlgrt07DYfsSqVwWe7gOJUxoC0K3JBYEKdJnUPUTgn05IzZ2NT5M/Awmrm/9cu6bMW3OuFN5IK4FdGcgAHoo6tU6JNiTS8BCoKDF+rFg/BMjDP/D4Lq7CfgevTSBjK8jC28B6mN65C8qMSYQ45OUhpQ5lKNwOLTX6khUInY4s8DqaPQXjiCXQyKl8Gg0tJGoELG+hqq/+ibVYzkWpTOhl9IBlNM0E625sqQyt6USSkSdkiAMvUoHUgtHHsVsv3rs5wvSmoJwqeAsHyYb6M5vqcffLH33muzt3/RYgs/XYluWQUBJEEJyKcMVCjD6RoyNjyPuILxUAsEfzlGQdSUOeAOpY8X2nMPVNu7D4OAcazVpf+QDzLRSWBJMClj2seLO7c42Wr2VAwpjhglYyRATufZnc/T/UtjR7AQMjEBqkdgQ4JnPTUhO/wS7/s92V9eyhZ9kXFbWu6OLA3gfINqCVcSgXSIukV12oa6pVIYiYgCd5yc301ZBAO9Y3WX7X8Fg9qVhjDt2eRLczkXljWC7EcSZFAt6ioxRQiwhGhqA8gxseFYRRgrjIirWnVn7Tilje0vZe3gJppTRnXbhyhtDyFTloJ3FkRcZ7kqwXGBmxIh2XD2owIOCU0GUeI9iCDyZiRlDu/Jh5Ccaxd+ImsVo9lIoI1auX+y732M6F//n/8eAjeh3+wY7BHjzbwkO8JWvdWzV75GQ1MD2T9iztd/CxsW5uQEBV6yUQ6h03oRSqZ1zQUIIvzuKIFbi70F4pZKFtgklP5n3BCx/qxH7d8Ma8z5W/Z7kGQpQONXGqFCT0GIUAnZNZy7zofURCt5iFV79jYyM2/8K5p8l4VtPl2u514E63QwXCQcjI7M03t7deAUuHFdlU3dTZ15TnXaiZpuaraF7Y1fpG0XyfesL4QI3JCHOAfeH8c6qTHCBylUF20WbrGuq7zLVQiwH50nArb2aboq4dvm7QoQuJWCuH2A/ctnVWoL0NwgRJ6o2F3bC4Jo8iuIrdgPb3TF/c32/ivddtOPCkiOiqx4iKgl0Dq4d2lvNe6O2LKvNFnz7rRNu6PQFtzB6QXDsdkEZeKVZeB2JWlO2/9Cqa19pZWAO21zbwINvQlbiD/JqDFA+90FyrIq8m9aEJqrMMLyPXZ6H8T5t/LQ6kPwvBPrhPRLHueUjpjQY+dOKLdta9DyW4sSAPP7yafHErh1ELixZ0n6goAcjt+LXZQtTOJzJTck0W/RbwIxhGCPRm0d8kpvPdmMTEae3f71CiRkaHYoZC6VYPfxkn9OktQlkfc4ihjxg3dnnLjtotukSsDiLGFsKbdyngo+BCiiKWTNa5K27KFWy9TQcfn5Qpt8XalFkEcCmYBSQ3UBf5wFaMACsraxIoy5bGFIY6UkBAAjRmPd6uVNxA4k0chmDZJQ8K0lHPGGT+Gcc4FDvJU1ChqL7wyKCIrf7j0vm//rtri+pl6KFY27krbjDwnb+loOiUmXzb4RG40slOU2Ax6hvcZ46ngyneuLg+HzrMU/2UIsrXmcvFAHlWftvVC/dqMvOh991utpSFvIigKy/KC20FV6zrZSqdaA0ArXbMBh2AqE4g0RV0p65aEua9qI4N8v6WZU4FZBoIFYKv6i98WGpX8Dv8HEMWhENXw26gQQ30EeIkMANvfaKIsAhevBejMDixPWhteB4BI6VZnVD5BlwR/K0hWkK8qhSThXtfJQAnXnnTn2zA/q7MT+Dpt+RZFd+6nBFhpWT5CmaxL0KAshmJKAr3SoeoMPjJ6udYaXCyQxFj6oR/OBiN0/A22cMQlKpQRuH6G8O1YIFBkFHZGus0QpoGwgJRBXppIPJuhpwXmvJ0N6jcBtJnpDF38aojCIV1+BmwMF9Zyo9QcgdbpnZxHqFAllDkEc9f61SXvi4gbLA86fe0e5zYAYmzeQ5wSpA9MkKMuzo+uy9sCn91tFTaFd/WilnXM5Rp4W76Cgd20QeC49JwN2kNMmVj7dZInqjF38pVIkQ2jAqMJY8f0KIIMK8tiabtQopUmPRyrykmaJNfGckDxbOB1ADiuAQynkqLHiItSoORN11WsdtuXn7XbJvxTb3BtKrXI8qIILckETfSFvWjQEaPw/EWqFnE8CAAeBJWHZZo442VhoL6A3doos6/y7Sm3BPXSTUdqjiP8/19sZ5pJhpPOXYkRrwt4mK18PP6ewvtTuej7HKieQKUpNEjmPLLyG7tx2tIsCkJw5rYCsVsvn4i/kE7iRBRNYqZtMDlCcE+qgKGqzUuDO+HCG1A6fS0k2fRxexu6sE1rds63TOhtoarmp0KbjRAeMJfDDCaTIZhVMqUvXwfCUHHQeo0pYOSBzWrsabQXpvAGkD0LvASgBywK2gdZ1P91iH/neGBs9HcOZDzrL/mKl4Ih1HwQJPK/UvYXOKuHxKN+L2Lvh4SYELpnzWNRu/tJAG74YojSIg8obchAyWH+L199F4CZbKAPHvmehs/4R1d2ctVe+wdmUlG+mYM+u/YZK6JS+QeLVKOCSVlB7VjZ/52MaXjnirjzb9WanrfopqEwcigINXtM4SaZqEp8hcFNy6tBXCa6qqSFBkBLsx7JgX4DhyJ4F0SZLQcnQ/gmB2nUeyLPlT1B+/UWTXXh3CY0DpZy1S7BYALeXoMqJJkMBEZKPa2WN4AgVzH2AOdexbQHuW4Hbyl+mbOeTqAJ8LmiLbkE2gcAtmMv1dC3WWYCTF6QVhwcl8dWP8SJkH50noGwgQKv1F9lpdJVKgPcDBBsacuXh3fyBBgFPZT/srY5Y0jnBIUjs+1ek7I37WkCHOjnyCvrOFZDqh7MfcsQIpmRJklm7O4Sw63FLU9ZeRMAz7zMFBM2glwivK+DIEhR7MRow3qi0lx+roZwoVI7K0D/S6FDOfqTkKyTblSBJ1OSxhJT5IORp2UnmQm6r5RiBRWMzexQkH25gJI/zsvsju5MocZIlu9Z02NDBYbv5P4ZynioBDyg7RoS9+6dr0omKmSG5BbXj/ww79pDArC3fmjdGbe0T8Ok2t9jYmYV2w9f6W9FA9rs4toxLXy8FbkwLeqppO7qh0+69pstGLihFpkm+mM8X6IsH8YXNdAfDp2unagTF5o/3IvF13Gw+Uic6Uze3H9U10MEA960gScLQKfZEWrkB9+ozEOEkFBidZrHX7MA2KmPrWjkfl7Or0fu8gMrDKMAQQy4rLVvoJhhbhe3KktCKh+4paSU5V1OIEg/JpCh805m/PTVZTs/x7LHvZUF8m2whVba51/W3AOe2ptWAw3N6QkVV8SPakx1V7cEhwCCg6Y6gHVjbZi/c0WiBifk27xq4oEvDnELEOb8k5znYzA9iC4WOn5WlUjkQISt+D4QOujGSTWE7/HbSXnqgyZo2RUDcynBqiEmWK/PBdQiFEjTJIpZ2jlt0PJqPk0o25qMw3YU6cSsGLMNZpUDVHA5eNISVhKNx7ezK1IjedUSPFPqFJMiZqUQnmNdxoJSZkL2GEPo7sS5iL/y80TpxonNvqLKLPjEUo3GYjAWDxqZytW63nglCZKz4XrYz/3bmlz6tQ+azSY6VOeLZ/dObLTUqZrOuLkAOpAghSxyq0KJIbyOCsmlwbt7PZ/isB6KlczZbVCpdFrPlqDzPoCx8KTyBEQsxQKynM710/4rmQ3LubGyf1DXLglJJVoc4IzwBRyBhjxO4FQJ1z76NdvCl3Ndgxgljpk1k6NIdWefb/Z963/rXlNqS59Byopkh7DJQCPcEJZ66P4/paJOQraYtO8lxTIv/rZTuGo+jSEDlMEhyQK7cwRjj4QlwohaLBaz6UD3q7Gh/5VOOGQYKNJLvlPgmgyuIv6cBIds1AVtFebKVP8+/gzMEL6FsMJzATRkQwVIQpqy4WTwUn2NrUR4Icu5iivKBFwZ5OA0R91lDUqSZ+w0iIFyEdALfiUiiw9Ad+H2mkeRtONs0xj3EYcIbH2vF8CGxcRSj96OIjZqXoLxMEKY1DrSfUvfbMbPdzyE++pRn5cMjHHvjcQoCSKeaMxh5wQjuoGvK10mQqhTz4xxyjD8jf1D9Vo7tXiFdQUqtY3wbuChu0zibdBAkYJ3l59AUIXwYWyFkXfDXTh3kcGdQm4IyjvBCLyskRwjnTPsiCW8uh6y+/TDSMi/Ebd3LiD/DWfrI18fZ6GnKMrsxfkLMlGZhNB03jeCAfcMiYC6Yv2wZaELUXuO0ic3oa5UiKfPJewdzf6CflHxJUSyHedXe+Fu8zv7ADSOCg2JC2IfYJoKfDCKip7ekbNlXW6yl2WwKiPe13yyGBqLTFEQQFxMGe8g0uLOM5UCYI5Vbs92FSHbEbTV8MYtlbAKHzE+5FlFlju5RcOCxXtVc4xRn6Q4XOdpX9QH7lSV582UbkK5JpkT4xplxMkPTjlx7+clGe//JTrvk3wfYnBvQIBvL3IIM6/gqnbXIbubzCjm4fyobsiT6WV8vEVWksVi7w2zlr2g6eqIDmREEam8to/rA2sshWGPteBzcbcibqOLg7DdBK2YY+8FJKifoIqTktv450DukbT66NYIAL//ex0s8a7nsiDpgNaYaAyooSlIylG9DnKu5n1MJVhC4nYBOsOSbHNt2eSGd1+wHDlknfSS4Y652B+yxW48QTBCAfL/S5n6KACmOXeHfAtprjGumK2HHXiu1FU82WNcJI9kqsjlfCRG4ETy4agrPwj24c66ZHjYfRy+Z1Z/spAwqakuhDR4VsvIR2Mp85hLbI03EAGj+yRU5to6k8fRBmoIuCSLhRKI9iP3qEEQFbrLHzAX8KiVdWaW2GwAAQABJREFUErtWJCR7mmGPB1qDduQPaJiBWNZzfOH5NEHM+Ai0nUrQVHwPBDnux92Ubuz/+HL3owQ0jtDt9lZ7ZHGXhWfxjJx/fP61SL6MYJ1lylgjaK2S1HfW874VYVv+O9/KCELn3WE0KJC2VxG4MbEuMRTXja8WapmQr2JKPRrzEifCVk+McPA1NW+0WdXioA2+MG5jQfrPnQm/1xr5HjWW4depwMjPJ9spx6OLd/pUhlNJOIR+PI0I/fUtvOBMptl7anqIw80+hP97GECk8rxuu+jGQTbn6kEEbmrCEQ+VNQni5gJ8ACdCSm5KosbYQgSAkw35tuONbnvsEzU26jJkRe5Ax+5ykq7CbigxyNVAPVG61dcrgx04SwM3bSwWtYwHQVQS6PTw2zF76f4aa9gYsBtoTpjIsSE6n1J8pAColhywE89TuiDTBfQodCHVXEjgRlfpU81MVA8ctzybcF1BrwaLy2QZODZFLyqGEXDekECOQE0dd1kRccjcdPakzv6L1WRtJ0TXtU+juzMsF1h7gE2/iXbq9FGCFxlZdUsxgbo2i0zikFg5Nx19mSrF0UJFlDV1Hk/Z/ZOrLTOa8sDVJTb3Lg7MHaXgjx3LJtCZqu5FBujIoHpuDJcItG2HOD3ixYQt/1YcxC3CIfNBmhP6DtySKjeAKkYw8hT6CCK5JlmhlO8lpqozV/et6bbfXlJj+eMztuijlTbr2lKLVrHZ5YZBJrM9BXZsXRq5gmOWU1Nus39cAm8DLTAOgldXmbp1FSPXv8fGAmHahgZScZQjSj5dDGEdGZVyAicCzACGha90MilCbzJ0KTWd7ra33thiu75XalUgAbM+iebRrZyqMQRDSUk6i25PFxpux18L2/bfdFjlwizctGIbMA0DTAeyy7CQjAkQYPYGbhg4BfpwJfw4wQSkYi9E+edw0jb+EimTh2km4GDm6R+mFD4TdQHuzSF1Inz38dLWSlGaCLFmDq3keK9nEFneiA7VXM8WfpQD26fyfCWsUYxfGOdwYmPW1j6YtVO7QJPhT8y6IWGlExpY1wS7bGcJNmeT8Nt4Rivi9A2XcdLvVJdj7/+hwTZw/frqBG32KNZflWejr2EsK2RElElisIRKYkC8YBOZb4tV7ynhVIS4rXiCs0Ln5dnHvzGMxgPKENAV1aWnzNZP9LN9K9ptyzKaQbZ325iLPbvkzqE28BwMO003aZIl6RO6sqo8pe5Tht85DRwdCFv7HpoS+J49m9ptFHzNW3+L9Eg5qI2QZZaXWvr//8DtDItJWaish7MjlHcod9ZujdHdV2dNcG0mgyZf9+3+1s2myZGdAaWSR8ti+4LYAzlVzZOvACBebLtXxm3VT+rZimjpXUngxlnDlRKkVdMUzluOUB32sl6OByryjygf2AVJJThRUhilCmDiOLojb3E80ePNaDcidE3lYeJlJMWD4ECyXoWEOZ0wAgPxhuQIJZMTxjb2ZQt5K6dY0YBAgFSHluJbv2wicEOX8fMFtvg2jrway66I8h3YKEmSOH+B43f2m0SPjcL342yPRQjcEDp9loCRI8PuJHAbNrHvb5dzTPA7ig8QcqnyKKudc0hJrtkfIb5z32s99uq9Dbbn1Ra7+buDKZWCyg9l7EBsJIQdsCJ4uFl74cuoIRzhoPcvlGOzOEEhRBcj3DE1AhjVkng1kj1IlmyFehPmWKjpIHcz/gFPUgixHd8vWyhky8e5OwCAUnVddadtXXPI3vktNnXrIFv4LxU29SZQujGAVxwbmOLkhCBzcvCZXHsf8XmBDrM/y9mgFxIM09TXmwzqRAaGSb6KQMZJTciXIg1EiAqThPXQ2GNbfkhHLx3vkaFhTkkosarZjAu2UPbENQJqss7wUulR6JUkC5oOxuyN76dtBzJFo6Z6Nv+akE2Ef+vns0ZZax5C0w2I6G96kpN/4P3NvrrcZt7Auc5TOeoJLcOAaEtC+KHbuBMdhABDk8mAGPpN+Ce4hFsf56zqdzNWQfPEkiuLbTRBXwE0I7ePxOWDy6y41UM5wCeI7qwus9f+QLfrN5ts2oRcu/6fq2zyYgLTMpA4ukHVeJHgnPTTOz3bhLLFe1u67byFAQLPSjtvHkfzUTHpQcA3zL4JAmBorWs9CrTxHIKJX+1G6/BIjpOFev7rrTRcJPGfuUjm6LhFFcNSVE5IYrV2+3qRWJ+dgRsbxh31oXIQTjJW59mhtxFUfajDmjcF7XoOJZ+EDESkGLiciXZcL2ZCDs4FEGSD4vHoWKhEWwHNCW32DptenK25lEknXQPHbSAbR9Exn8F3OFRNnZFOdZoAw2U3GCodUSUwQc4ohGFsOcKpDj9q4tgYTnSYGnbHdpwH2TSdpXvOEYJx/grcVDYiCncBpQsquUQfE6ISR4qdJKPbfhSx2XGoUY9J2vSropRK4XWwKUN0rWbV4aQylPgFGRawDKMMpYiZCc8FbuuXJe2N72Rszi3FNh9jMfhCvr0PxC2rDFAIo66fguNH5CTyphys6LhhxuLAhrj9bnG15U9Oc3pBvs3iOK5ImZ6MjQE53geqbtzt2QbKg+9s7rbiSrpiL6YssyBq+UMZIrqy4qdCdgAe1tblzWgDdaEWTvaFori4NmGyVQF3vbwS5p8SiMc8St8nDoS+Y/M+23ZfAS3VYbLMAIfIR2zIfLR/ijyrP5q2nasTdG+x4TahX/f9IpuyFJ2eYSr1qvOS+8TgOmNFgJ7hwYTCOt4a8HMG3TFNdvPuDnv9J1m62LI257N0Id2SS6mVEkQecgesBZ2I0ddL+VoCZwoubO2UvXdwNt6KlzhUHYN19ZcH2KRFJA/DCW5Az7r2B20nxnUrRidvGMdA3QOifAVruQKOJwhqCPikF69grbOmZHUSGPE4emh1O4K2/N4mDirmuDOEjqfzvKMv5mD4ATga9NMkPeNKrEZphucL4jQiAUoyXZX21nNoCcEbLYe0PnY6gpR3V1jFeJICN535dnRTq737cpvVbE1bcR5r8Ctlds78HMrZSpRwZuxT7BTGig0kygHj64wvA6zOpzS8kAMru2zNkz4kYY5ym5m0K77N+s0n40WVPMQeCeKZPK7zt3id/Yib4hKNDZ5DiAt/SoCAnNqSsde+SeMJxPbJyHlc990iCnOc10wHo9NGY+mIe6hd68sW6pOCupGMUan07R8340iCrlQ6lVJr1QQWNWUmycko4MiSXKmhIAjy70SmnZ1UUpNPQiykgtMPuGbzAbTJXmyjFI6TnIBtpYR5zoXINCFOrWUaYM0pYBD/WItKdkQahIpXtMTO+OI9SboyQ2GI9Ts8zqHstl2cEjDzH0O2APmEsvMwNwWMi3yFlAEi0DAQDdfJIuxsfk6wQmARPxEhyeZYoecyVrK70G4kcBs08Yzf3PuPKmNCv5BETTalUz1IxUB/PB5C4VOEsTjwBg1g99Xb+6DRt4jjhsxN8SDGLod9TXAnYdv2A0GcPccGvgmaBHd12oKQzb4Unhu20EOXL9ESsfqtKXvz8VqrOdVlY2bmIeFUaqMWU7uhEULxuosy5BdUfYCrGAjS9NTK2dbbThPw0YX5+wIbvIBzmREAHjoXYeL+dO630sm6GtHiZWTJoOqT5ubZwn9CN3GEghEkVLTJmW+Fl5LZkY8Tqhig4iCqkY+dlH+JVzfbG//u297VnlUhB3TDVyJWdB4CJlQJXJME+76v2VSZPCOjTvCfqie4ollg2cMN2LCsTeWIxkspOUax0R7NJl2HEDamcrAJLmbLjqxd87P+aK2hXDCEYE22Rqgn94dB1w3z1WL9pSzelXR8wlUPcFbtBmlO5tvcywEDrqAyOoj34/wyCeQ4WNtC3Azdz0CAhpFAHWFCla17M2OvfBseZKPZqPMSNkNBFUFZUtxPlC1O76HZbnmL7UVIuXB4Lsc9ltq5SzhWazjzgm9JU2cOsUacLRRKDlcuQ3Du+O0ErUlE8avf7QH5TdrO3wEofIbj3G7OcmY1wkvZIk4OAYcmYP4gtlA24awM3LRYFfQ4nhktvbFGNKZWZuyFB1rdkVe33pdHGzsaMqUgBLQZuxZ1IUNklXg6DJU2DoaHQKQbLtR6Djzf9Jj0fuBgIKI67TrOmSRwE0ztOj9UKmVjuKM9aAyQkZSx1PEhvovwCYxACBTtN+z37Nkv14BuBDjaykNuw2zkLAIWuAoZynBqblCBVJW4NKUGbTopwktQkSuf8SWoOsUiUFdp66FC+9lEeHnw2maj47bgrjwrHS2oHiOCwKGUmKWmL2QMpSG+V/fLc4NMtRwM2to/dttL303YhTcVcFZpkOYEvrqPwE2t36xoN46CrdVOLR6EOFZpoN8wbZB717XY/YuqrWhKHkTbXBC3AitEDgTNfbYP9yAj0Ezn28aQvfT0EQwnNXyyiGgRkDQaYE7bS1lmM1wRhIcrR3g26y6O45nLUU9FhN6gdgwa34vR0pZMUr7k7wEXVOVbez2oG/o6hwjMUm3ojJXQgs+1dcxMO2hjAzyKLrKxGYuCIJXlHE0F9yCfTa+uR5xBQMGoUAzZEYwwJgptJjaf1g7BRICguxYC6VM/SNoejP21X0X2hMCtaAgabGTerAgyK91jXy/GjOw1CNKVbuE8w+2dtu6l07Z7U4+VoQVVWkr3Wa7mkXuIMYvorAUjoFoXZlnbhWxouDB8TwgkJIj4J4uXmy/jS+UyyRRZorWQZd/9IxpxkKST6HuVVVBe6UdABf8syrl/YTXIUC5R5pdgHnvQMZwA4reAsxJzOBP39IlC20Nn74E/1lqM+yhESDmSL3SZElcQsi3SMrW1DRy/huDxHLLQO0JWBh/DA+nQWpUhliNz+08ZLz/KhDDArMOQAjd4I1ueauW4MAxXJ0TcxZx3+0XKbJCnldBgQjF2ylD/Nq+/i8Ct1xQx9+wtyvaJeC5it1n741fbrbkxgw5bDmgPwtYIcYc5Mko0Df7DvBBIw3/UCs8SjHkEEll4bdtfb7TXvw8vFE24aVeWcEQfsjQKZOBdaUbIEnBE2EIFDASCLED+wE1gwwSBa06D4j5hC2tJQtY9BX/xRxz3dxvoyYc9GzWT3lPQGBG/RUugL5XPchcsDq0PjzJjkCSpzzl3gRt6aTxz9fZce/1nINboKc7/Qo5dwlml5XDcQmh3ZVHVzvCsyahQCOQWsDXSOsyy3wOUdWNHgrbqKUqlIG7ScbsTeZsPIgfiSOWy25QNXVKs4JNEHk8OJxaLC8qz57V2kqZqO7A8atd/l7If3LQKnHowVzuu19h6bSGrZr42QhU4TCJbSvJbUAY9Io+RocSrbstEG2F3U5dVDYezeDXUDppGCiv5bvyXk6hir4jPpZKdBFlDYenU0Ut/Et4fXegbH8ROYnerSkHzijPcG93HBJynW6m+oBQ/bnrQ5nyomKOpCLg4fixDF6WCLSezg12H44ONZ96VcAlxZU+KoqRSc8dJukC/lLT9G9HEvChod3+Hppcyyr3YQpXQw4xLX3PpeK/OXhDQYAea9nfb20/V2N7NPA/refCASlAr+Vrmkjgz2c4Yx2M2ZFzC5pDUD5iOrSwiKeEZAxz313tuZ68thCDIoySsDXBn80MtCOxmOB4zZIV0oFYNxivlt2ILS6BkAMJoPyC4HvcBAehMHTmJ0vFVATpM49ZYV+ZUDg6CnrbW9dBwhyRLKUmMmtVQB8jS9NfVCqUl2WGzZo2yiTcGEaGniUPHubmmPvlN9ii+RbQeHx+eoYPacebw0D3MxSH40qseSdvpXQW24NYQHd0p+M5Ui2hACYI29lIImJo+XjpC66wM3BRNZ6VBRPCQyUH/hUBg79vdtvxBunPWevbhe5E3uCbMkSZMJAZCQYu4aAFBZ6ATWoBZNF8E/XbWknVwTtuWZ+E/scHnX1dh03Do5QNUTZZ1AhKmzKbOSVdyxNnJSAnizwLruyOgyD7Ec5C+Wu0+3x79ynFrQRJkyuX5tojsr/95LHaCqLTr9sR0iudDCSytIzcwdkLfXOCmyOEML2V1TnCTbq6GA779eiFq3YMhmV9VCFerGHFFgqcE4pk4YVXr5CTFYwkB/+oHTrWf5oSmQwipvtjpOG4zPxy0yz9ZaKNAvPpsTtAOxOgFWHTaEDouRCrNLmPSj8ia9q5rsMfguEUv4OD7DxfbrKVlVja4lHuCfA7q57JxjV1The1c22I1awkQdsestjpuHSkEWUPFFimIWXlFF4f5enbu7EIbfVHYioeBDGBAnCo0pVENlbh1GQJxYdVOWV+IJqjoAZCg/Rs56ms747SfUmMHwR0lyUARG5aup8HTopQbOdpmAmXUXM0jzkcoKK5JYqJqPYeQx89lpJgqni0FOhbEGAcYx+rtPfa7HzfZgRdQRP9hMceGFSAAiaGV4XDBxpnn8c9TLAfop3XPZISNCBFv67b3VvZY/d4gR5rBU6F7VcrhUU4xGIDMyBh4g2PnJ20Q5c5wf8RWOX0jh/UcIONXdpwNYqy4dZS84HMUINOBvtXvTsJrw5HIwLDu0xjlNPo/QdrTJcKbpWMqzfMnGVMdBzfnoyG76pYCEAvWEfylpiMFGKxG27EtA2IJwteJPCgdUjqDsqKMgHtguw2bgbjognIcPGutCMIwmSRWnbHAsRC48QOGF2PF+vUjzAV7SXsxAY9q3eOgdq/zPsq1s0GmZ30Un1DwJ8cqJFEIrxzF3+D1dxG4CVnQfpRdI4iJIcdwlADgpW82Wytnv86gcemmr0FUzxHXSbaQgWQ4PXV+kvQo3mfpMDdIBXWCwqykq/T+Dutpz7HJV5Qi3VHhjhbEWLm9r2aqLB2sLHMSWRytEk8Ff6whBYEGOhCAWkCWw8HvaXigDbbup22Q6Tm6joRjCI0O4WJsoTpUSRTCQh2wUaKuOG0w+KiuxNXXfPP9adAfBRIntmdsxa8TiM1CG0EO5OJbK6xqLIxb7tMjsVHTWRJZCNndIOvQBa34hADHYLUfS9saGhPUZZ+FrP4PdJWO+CBdpdyfEtmgO+WB52UcVH3xKPcl4RIHsE1732hCDqTeDizLscu/W8hRVpXWfyRd65w1nKABKkMyj/WEzlBoxznm7dCqmDVsRivxdJt1IuCdgr8aYpqKSlts6FDfzp1Vgp1Ga3GcJlHT2FsCZlvxAkEH+dQ6UKOSQz9jNCQdjNvu1Z3YRJQI0IuzTriOlBI97F5kENy3aVQ7LgY9gpxfQGWEmeEaBBj8SR27Is7LDWZd4MbXKMjWD/CBITi4HcewhV9usUO74uiXRe3j/4FmIHInjC6/GBYWXJ+7V4Enb/Lxv9IVTHe1cw52zPa81WPH4S92NUbRmsxjzABjijJW1c9s+PAQp7UQvM0D3exPoIompCRqghIyxLZkORKtV+CSQA6/0XQ4ak996YDVHubJ6DoNM19pxiFFxQYlUe6TucM/pQA+UoEC625M27iFYbvmMwgyz0S8Or+Ualq+7Vvdbrs3x+3oXnxvI8EbSXaQgL2IIK6Yo71KzkOe6+IR1m98j0XK6eQWRYdgTR3EGldnC8UXZN9mOH1ItlB6eV3s1b3rqT48BrBQh08B8JiC7l8lyHGa51ZjpJKhD2QLWZdnZ+CmJSGDRaknAerT2ZWyUzs6bDsk6URtwGbfSZcIMGZeCd2faiAgwFOpRofxsgKxKTgwouBkuhMkwkd8z4BPESKFKD5+UcTGzC624hIdDaKWeerj6L5kxb/iV4AJUElVviSbkMPEcCHwKA0iEQ+bjnv25sMt1tFOq/UFZXb+peWW14+TG4TOyUkT+IVop6YWQdChzY7VZBNIJ66vBa6MVxB1Gm24lpN1tuKHZNgYvJFzwwgzop81oMhy4TkFCDyklSUjyz5j0hGDJcDKYiRTSc7Vq4vb+xsw0i/HMaQxm31tuQ2eTHBHsHKml7p/hKI4fS+ECH0gXzVbKBNKkdXg1Slt9timX2LIIc6OXZhn4+YwlmRgImQmyM4zQbgIoIbh9EA2WcROMu6HN7VZNQagm5Zv8VHyIHMOHMqxJ+M4sHk8HDmIoILvJbzpPI0cEJtBIpfsSr6XOcawCH72MCaoGHJYts7SRFtnO86/W++JobcWsMETiu2ceWVWOZaNncv9UEp26C1jK2OrLFHGSo0sTDRBnMwPwgkepSa+XicINFDeePnxJms42m2LCXImLcqz3DIMjgRuuQ210H+QlyvDi2PGs8G2ROexEDFfiLc7IfqeoqTN4dkS+cyj5D98RL6NmhThqCtK8pXMo8r0adTnQYU9cToYG1d+Yc49dbZ2l9hBMtZ1y0+QzeWyigmc+MWK48+4Wngrrq2ddecLYQShTcJ7GUpL/CwOdy8cxXV1BiCirt2UUrau7LATuwgOOPSa/i3GhlMckGbpPznLUVwRKx+joi/jjIwI6QhDhlikDA0BsfuxEB5QzwxyAlqUEp/u6W623W8nOeeP5IWOx7HTMcaX4LjzmV9QXI+13buAP8ho/vXf8/cQuDFArG3mnvWfwsZ0g6TU7W2xd5/pQQrCbDRB/rw7mN/IEGyMkFkcidY6/Cp1y7F92ZPgPwokOFi++t0gZ0NyWkd3nJMwgnbuvELrNwQumhJlZlglcMlwaKFLq8wn4JeTVzezj3RFMNqfVQbHjVXQcMS3bZRed69qtqmXcBTQRYi7DsVRUvLKZNQ1TeAmRIT7UlndKd5ju3RWcF+2UJtTjRHqVa8/0Gw7XuJoqS1Z9CgpD19BqXRggeXC4Qthd9Q4pRNbnLlAl9Op5nP/qgJ0NmIL16dcopdubrer/q3KBp3De3ikM730z9o3ASowcr690g74GG68R7JC+JyarXHbuYwjmwiYJt6ILZxVbOUQ6IN0JCYIVtIIBAeCEPERqPW66c4kGd+3gn12uM1ifjn2m33LiTHl/ejWHB+xwePLoTgw33na7+wrfA9kUmwWSZIMPagr0TDPxzPLFioxw6Z1NHE008o0wRtgAb4yxByG4dlVjkDs96JyqziHI7Y4AS3DeIhmI0qRbGEAWyjflGUvMqnYQpJ/fqWwLwIyIsxf96mIvfJIq53m+LsxU5C++kQ5yZkACWyhS/K5n74GUytIgQwBp6gUkvmy9iJr2GU0K8Tt9DEQMzhkCfxmXlHaBgzJsdHnUf6dRkWtXDJe2ELpa5IkBhDDdX4SNFA8Qdc5DdLcDH/spfv20ZEKuEEHp9INSXkUYAepWfT6Fn4meoxHmTRBUjNgBKcSLcnjFCCuQzLpUXLvOA29Y1vM9m6Cz14XthKC6yDjVFBsVjkmYANnITc1mXsRBYC9plNnMvjeEBG49OScLRSAxDpPR9igTKEC7Vhblx3fRbC6CptPU895c6C2YFdLhuJfBQggmt4biJ5pVfb+G1PFk5yFOm5EbKwFJpcuiwTluSyGJ0LnpNc8hH9igEuPoQ+Ik0hXYRgUtAH908QQRAzULSKCtgQM+ASch3yPiLltCHEUIw+J0EqOAdd3QnaXMQQ6DoFiYKjSKMUzq0wGk8tkh0BfXMYqTgddnBkidY+aeChbAQmyPz/j3ymxGYvQj9BEwCbyyEbV6u7KmRk4YpTepI3DqmPpKCw880udLjrdQez9SLDGsvXj+DPZRTGE8vw24q5ci1Jzl+4Mq4/rkq4x6ZbiMzRG+CjgZwJN7EXeExuMj2W35tGUQebqLM6Zv55L9ToJ51TD8GN012w4nTUnDk2Y7CLaPoIOqWHwjhkv7iubQ7cutflAoBROClk2hirLWGW60XejSzEZwGiRFUeTjAfXAXPWSuY3wQHPKm0y14RCdpolk9XZfh7BjtMHYsNkeb+2oMbQGTIZM30Ww6MSri9eIjIfnkqdClAgJXtZZGSSZYwFjihCJkMAqiODFAAZMgeSmnEHNvN8QYyVjFYGhNYI1N05ij4dTvCBSF/pSOBaoEg+n0lypp/0osJqEOnzpbFUSZAMXWPC5XOy/Tk/VI/COlTwJ2Q2j7lEL8mQ9NDtS+JDCJn4RkhSUqnifRhsSZnoTMYwkL1nBKVwfyQ6kME5e+Ey0F49i/Jgno+yl1TQhVIGlOWK78R9uxKJsrVcuhD5KVd0xibKGYABThnJpCgJ4BQCjF8wwLP7xcRnOCHmPck95dLRGIIjgnnicmrJl1Nn8NQwoSwYh51ij0iqgKIqz3OSR6wCvGV9Yugsr8HJiCQJ6D3mJ8Qzai9qLv8Wr7M/cGPRELg77iqrLoWjFz1CNsBaB1IhwgblNqHWegppxEmgW63sMZBUVkEASSN1fsoZ0M/M/HUj3k0g1TaS4LzcneNphTXu8yrD+az3UISfsyYzqnSIn4ntw9yyv5hrAiQ/QXCUP4zksJ65pRObTrlsW3/eAJohKY4g3x1GjFSonbOFoMA+a12ySg6xEoncpcWsm75e3Df2XdcMcXCu18Gfe7DVRSTJJXWgFARI7P8wSLvzltgf2W933BFosXQGk341zyRbCIQTh9cEAoIjwY739d3cMneobkjiDJ6V8eEzCj6U57X76K1RBot2ct26sVyTPVhOt2K4hTcx5qA7GSSbMkJjfLjVdNrLzvgAAGmSsfzEaeZJAQ97W7tJpz1wRCA99Xwx8w2QQMys+Iw5JFhU8s8dqQLEA/JZBVp6CAyGInMFX3wuQ+ChZ+Nv3Af/hj31snV8DffCtTOceCKwQkg8XWy8h9+81AChT4laJOuiBhX9u8dh6IQp2BPdF98dZn1hr+QnZAsVAkZYV84G6BL/5UuDh83l39M8Wxobl5MlsUcvVKcSODuL/TJkNXofXLZQwQ92R2tTdlr2EL6uvivDnKp7PSj1Acqe8rOKETJ0wmepykg2SuL3OcxRJo49Yv5EewqChPXyk1UJoUwrW8hpPUnGI4md1hqPYKeEIvr4Wp9yatDwpzo/m0RV5WOfTuZO9lM+ttAdqgZqKdsreRg1vbEwGVCehWQiEa5jXgj8CDol3C8alRdjjyHsa3n17D3K1hh9v6eQ72X95jQzDVoXZ35lXOJzVgZuPJhzD8oA2OIsVNctpEhWHlCGQYuXxaCJFMFcC08Lqfel7E6DDwLBwEisltnjLQyqyjx6vz7OtIg/pT8RBuqb/vRz/s9mcGiCboVruFMQ+JzrGJFwDP+u+3L3ySJy9/mf96Dr810fxEJwhf/5Um6rZ+Bq2tic6edeLDxX/tUTKoDhmbk4v7Uh+J82KWhZ7zhoF2q8/vzM2v160/+Dl97uPuNGhKvpl56H8SRQcsrnyv64rz+PpZ7VjYGbF5VFlNX1oj2aO5eN8A537+6yunc9q37reXSf+ofe7+z9uXs4fva/3v+f3/Onn2k96Ef6q/u8/qDx//Pa0bW1NvTSv/157NwP+E/vv/Reg3/T9bQmtF7cPfEzld75W6/L0VPqGh/k9edv7X3//8XeewDaVZVp/8/ep97e03tCek9IJZAQQDqCVMuo05xRZ7CMjtMcR/1m/n+nOM444zhFRQGlCRIMhF5CGklIQnrvN+Xm9nLq3t/vXSdXASHETwRkzoabe+45+6y99rve8rxtbYtewkh80f7mx14bTzoa2PVs/QtX6p2XK1ZlGHvX1oQl4Cisd2EcPkHxuGE5y8mD4z07z0Yx+hYOx8O842o3ecuuZVe0JTNjYIbJDrfhsbtQ4W8nS5znGneMzwpn2Ui84i/3Bq/dPI3/7Jomm2ZokBUD1XbgUDhaGo25lvu+u05hxMJJb92/73zgZrQw2tiiG92hoyMz75HCc7zq5BB9aClCpwcL5xbWwL5vIxj/FqJcBgQscu3k1owEa+IaIGw9zKCfvp7jDS7jxKGwUvzBG4AIA3r2fVdr5MYyfrQr4Wg5EG5zNt4xueNc+577vMA77qWd/gaHObLG8OZigIIYhzFxTlxNERNzfOtoYwOd5rFencL3LHZUADn2Xbs3xjFQ8sscdvqrJox2Y1zThYxJjZob0+lC4307TBfaWhkVTRcZp3Pvpp+4B2fgT9PZnW52onfe7n2bp51rn77q4j+7397Pej/nZFusn/1pr+0P1vj02CbHBX1g7xufFGhR0B12eu+XbWw+tw+MbkZ3O9f4y+kr+8voaZfjvTc8fj6uZQXs22ZHnfybrnLX4pfxslvHAu84fuKdwlFYb/tueHoNuR0Oo7Otvd2LvXGa9ryyNcITdZ/wZ+F6/GuvCvbZXlpErpcvTRfy49aNObjxLUtjY5/+HmPaiL3PSeUD/rI7OT0HRzPOtSV14Td7337sKrzv7Ap/mpwwln3X1sfhECe/dq0zH47/3pkRtzNPvPhpkQJFChQp8KtS4DcDuP2qd1n8fpECRQq8myhgHbrv0FTpu4nMxXspUqBIgXciBYrA7Z24KsU5FSlQpMCZKGBRyyJwOxOFip8VKVCkwLuWAkXg9q5d2uKNFSnw7qUAqdsicHv3Lm/xzooUKFLgDBQoArczEKf4UZECRQq8MylAbVwRuL0zl6Y4qyIFihT4NVOgCNx+zQQuDl+kQJECbzoF8va0mWJzwptO1+KARQoUKfAbQIEicPsNWKTiFIsUKFLgFRQoNA+/I7cDecU8i38UKVCkQJECbzoFisDtTSdpccAiBYoU+DVTwLaVKUbcfs1ELg5fpECRAu9MChSB2ztzXYqzKlKgSIHXp4B7+kMxVfr6BCp+UqRAkQLvXgoUgdu7d22Ld1akwLuVAvYow2LE7d26usX7KlKgSIEzUqAI3M5InuKHRQoUKfBOpACPXywCt3fiwhTnVKRAkQK/dgoUgduvncTFCxQpUKTAm00BHtNVBG5vNlGL4xUpUKTAbwQFisDtN2KZipMsUqBIgZdRIHTPvi12lb6MJMWXRQoUKfC/hQJF4Pa/ZaWL91mkwLuHAkFQ3ID33bOaxTspUqBIgV+KAkXg9kuRq3hykQJFCrwDKBAE+WKq9B2wDsUpFClQpMDbQIEicHsbiF68ZJECRQr8ahQoPqv0V6Nf8dtFChQp8JtLgSJw+81du+LMixT430qB4j5u/1tXvnjfRQoUKaAicCsyQZECRQr8RlEg4qvpWFsxVfobtWjFyRYpUKTAm0aBInB700hZHKhIgSIF3goK+J56un5DmhPC8GUUsdfez//msV2/1PGKsV7rmy8f//Trs7oG59rp7nj5GL3v9f7uPen0vM9mbDfnV33PXezV9/6y67qPXv157xxe73fvNV7r8192rNcao/c9rtN7qbO5/96vud8v/6698SbO6+W88U6c11mt6cvo00uvXhr90vfkBjj9z6vHfdlnbzSvl9P1ZV9zL9/ou68+/838+zcRuJ2Rlr+sLDghdP+8kqyFp1jz3ulFd4xz+ryzYaLeIW2yvQv86on3ztXO7T2n971XzuaVf7mx+cf97v3IvsgbNrefXbPwlnvPTjubse2808erp9v7vv0+GxK8/Pwzvn7Zrfyy4758ju72fsl7PNO8XjH2/8O4vd9/u+fVO4+f3avxDZP6leb1sjX72bgve/FG6/gLczr93bObExePljD/t207EDdNpmyUfPnRS1nfCWE2FSoNwsz1hMpn7LO4Qorz/EReiXIpWeYpErVTAz7jO4oUFsVRh/OhYuiEOlQuHajliKHVyM8uy0icwk+Y47u9c7HfUeUZM17qqaI2omjC3rMfW3Wu5f6017zkq+kOqaczVDbLKXzoyebTe9i92o+9b798+VFfiVLmXxkqUsJbAQ+OPT28/RLf91CgQdpXZ1sOlJ1jpnF3h57yvWfw243IyIHTWRHfVyQeqqSSsyu4d5urncOgRh13FC7AZ4UZ+VxbKSbezU9PViF0dqcwRy/KvEogcEVCQdxGKNyD93rcd/oSP/9l9C/8iHl7QahUu5TpKkyopCaiWKnR0+7XPz0617G5hdY90ztrzuea2R5PXac4lyVMVkBD1t/zf36P9r3C8bMXfM/GsDHtOtDOxnYn8t3e6+Ti6mrJKpvKs9aeSutirJFd08a2wyhi9LTXbgB7wQHdGTLTGVFXe97xYil0j7OuMrqexREYPxptPFtX403jHpsn309H1N2SUy4j7jWqklrmfHr93ed8o5dOQZZPuvlKV16pNJd314e/jFYlvqNXpIT74TqO70MTHAaw6yIDp1ed17zivn3eE+cEXDsDXTLwYC7NNYLCmtgsYwwRh4/jyKKfKMiSzd/RyctBG1/Z7hD6BMqwdnZ/YZgVEX/oHEEGQrf+XsymYnOwMewe3Y3ZP/bq13K8c4BbL5/8/F7D0/Ll4WEb7xob5rOB04VGT6cLbf1s3aI51jZEF/qKxqEY37WvexC1QEfjYbfQiAKfGV+xnjoFs3Sb3jP5hPJGd05zsnGaB+zath42YBjjnH6VCtEDNq6NaN8zPWVjuDeNvbrQI20pp0uEPgpOf79wln0LmXHnGx/xLgIUlifkVSblxWFWm8TpITnh9Dn8ynG19pSCtm758KDN6+dybOPaNDmH7+b5LJKHh+NRhZUJqTLO+ZzgdIDJm33XJlv4nt2JcV2YjzhZy0CXbHeAPrfP+Yx1iMaMvhGnWyMx7sE3eS3Qghdncdg1jcc5TOa4nyxLkGplJsyttMZHFuxa/JgMGRGcDNoXbA3tPfvFv+jRHPKUameO6VCl1ejCcrSl3ZoddqLd789f2B/8aScY3e3ebUzoZQSz69i4MFqY9ZFXWKMtA0bwGTuqaNJOtfPt+NngjtaFfcXsYqYLTUf76mrlNWtRVuU5O13gY/flM/5ToA/6Hd3hwd9Gg8I68bUcOrY57/RJoiyiJGObrTPeLNwr5/bOMY+egj6Zzrx60IV5U3FuLGiV5LsV6B9orajpQuYe2NMICvdgjGJ3aPfp7Cfjmx0y3BDkPO4vr3R3Hl3IuDmjpZ0aKApp49hys7vREkYzhjOb5ngM2kHnHGKR6oC3mJvpRq7AeXnF4VPTo2YLfbsnk5vTPG6zsrkUfmyYt6GrNIThbHE8OMzxiRHFKRMmlM+4NfBjCHGkAqKkdXBjt/Y+26PDK3t0am9Gce8cdYcplY5p0YQrA824uFSVfSFEJq1crkxxv0oRM9Q5JMLIAjVzsTR8nub7aX37ulbFE/0QaggPo6W9SpX45fx9jMXrcUtnZMpH+5BL7tLEG6VLP9xH/SdwtpeGyCjDoB3mxtL4vIaquZZQO+4LtfKxnA4dRGlh6WLqZJltsY3sMRRJUj4Iz1RpmC9VRU1SYxZ4mvT+nGonCcAAgIEJQlBo4DNGrh2eKlXXjjI9dschrX6qWaXecFVz/WhwikXNKOOVKOcnzRQqne8006+yZIlqB+U05/dLNWZhmbqi7YwXUwKFlMjBvREYIFdgogy0SfNZRReg7MUj0vP7pHVHFezrUjqbkF9fotiguCJz+0CEsUqNqOB6KSXZRyaKgBoI+xkzmfCcPhzDGmHshzvOBUnmypnRFvktee1YEmjbgxlFajzN+USl+k1nffJd3H8ZK5LgPLgfRZLLNCsWKQNAMza0j6RzOvJiXI//a4fiGJGpV5dq7KVJxcuQoCxSY9oPpjbjhPg4/eSAX7aSi6N5fOOJJgxQBN5CmUe4RxRwOn1KyWMj9ex/H9G+DU2qH5PURX85EMWAlGVBLdwvHMEYQJUYgsvc8nlbe0TZ61amOaf9T1fr8e+1qG6INOuqmMZcwVcyvVqU169zmEpIB5XKR1oAQa3QtQY+jqnH7wA0M8+9NXrmm81q2pvXxIsaNPtjcW6zFQVtchNz4pzJNSkOzTL7y3T8+bx2PtOuTS/l1drD2kHRWhTJ1HPLNenqElXPgk9KTsGDVfJTdfJRHoqekkqqlcln4RUMeSSrXLZDJbFKaN6gjgOeDq5v0c7lJ3XopYg6O8qdYUz6PRpQndG4xb6GXxpT5Riu55ei3JIKkijuSDNGtkL7l3dr68OdOrwO3s43KJ05ogoU57Bx5Ro9Xxq8oF3xQSh81jqTL1fUTygeYS1NH+SROYB5QQkaP715x9sN3MzGGGv7EdbR9CBrxT/GZtAJHYC+iJjFhC7ZTKCT+3q065luHXi8Wy0H+WKuXmECmtU1avJ7c5p+UbkaBgdOT6V6okrG0XOOdeFj8y7gp2w0rQz8H2yjTubrqxW7v1H5hjj8llWFF+V8eJbfOWQol2+B60vRuVFAXUa5kqxKbv+A8oPw+PnctiXoQd6SQVxR5h+Yo9fG11c0SndtVPjEQYUN5awrRghONZ0bc4a1U1ke2yO/hHHRz11d0pVjFLt+sqKja9H9nJ2EHnEjEOvN9YW+DQ+n1PPYNvX8+eOqGIDORqeGJgOMYfMzYgZBVt2wdEcyqYYu9HB9tXK/PVXBNaMwqhhFdLeCKk5F50V6+EF3wF+mmyM4b/n2Wh3fgwytaNKeZ9I6frSDZciptDym+sEVGjihTtOvq1TV0CZ0QQe6DR2JZ2QmuPewNS1MnKk7QGR/s6jcRx49lAqwHejCoDmtY88HeuG2rFI4M+f9Ua0GzMli9LsUz5XgIHFvsfLT/NCNLJs0c3N+mv9zOrrB09q7MmrcmdHcW8o07uKEyhqgGYAVA8b1cJycLuR66CrPDG6mitdl/KALPWiBrGe5by9SKi+WR+R6lG+s0N7H83ria9s17NpKnft+7N8U7hCb6uEcyjedCLeyrnkc+2zWQHEMXm1XrjnUodWleuYe1rgppwUfTWj0QhxHQKkAPW90pINSTkvj1B3CZg1mbMBpBP4AOHuNNVp5T4u2fjetab9Vr4nXxFU7MgVmSjF/7Aa0ydv6YpvC1gq1roxq29Imbd6e18l2HHFbpWxKc8+t0eRrSlQ/m/vpYzxOQKRnAOvP/KKdyBQ2y8YCMyiWRdf3cEYS+1SnzMky7Vt7UrueRRdulVqbyjgXO8J1B1TkNHqOp5GXR1U/C5lwuhB9mDCd2q2gO6Lj6OUN9zbr0Mo4dgd7xzXiiRYNOadeY+eHGjS7S2WjwBplJWrvrkCGuS737sMfIXjIQz8bpnjLI24F4MaFDbjZKhqX88J5gnnz/myNIFx3XNueTWvdoyj8l7JKH8XAHjbGwuBWdKukT0b9z0loyuU1mnBxuaoHQ2AYNZdPYDxiGEHGslCYLSI8k8+U6vjWmL4+bztIuxIGBOixZBmvGqISncpivIDDfkUMIU2oM4yr41iL5n+6VJd8eLD6jjNFxqIiiDhenGu8a0oO40pEZO2dnXru/m7t38QcUwbYMDYALz8CYPM6iUa0gKjLFYv3VZboQ92gHs2+IaFJ18ZVPY57NjKgnPMYrBBFEkEBeelSNW1JaNn3D+u5H2MEWweYGmWuXZANcMV/mDaAS0RVFfXcRgWCnlHdpFYt/nSZJi6oRygLdPEZM4bw5lHgETw9o38QMUUF0Hlyjzoe36TElpNKHEorf4h7xduJxlG0fVGGo1F+558j79opKFYMfgCocOtnhOAoaKrC61f/ax5HJAMgSClPlG3Xk6Va9eO8TmzIaeTsuM6/tUJ9x/YAFLoYs5T5whfMK4G9CjIn0BF8n/UMUjE17/a15NsohlXtGjjC04ybSjXxCoBbxWsDNw+vJfQAIyhe06s+itMDSNprYhZOGRBYZdkB3bd166UlHUqdyGn47BJd8uW+YBkEBe/T/gPhMCGMInODkjgdFiHD++/oBkxmtPTrvo7AnxPmxjX3mlINXogyMCF7Y13FsHaPKBFW00OJWiBFOC9th6u0+jvd2rQMUJtIa/rVHvRC6RpvYHhyKOcsAp0ozattd1Sbl2W09aku+DyjjsNR520ao8aJGFcMimnEjHLNuLZCoy5AoZfBQ/mkogDYSAhfc18hcmDeXMj4xt/RcKCOwc8vPdWozatPARzKlWqE1riw+QjOEjSorClTXd8YBienSZdUafjMClXUwVtZpIvI0Is/bdNLT3boIOO0H0aJtZWiPAFqfeMqqUuqrj8G67oKjVwQUdkQ5KYUkAAozaWYE45GPGmgG1lClh2weTV//Qp/v3OAGwvuZOi0LoRnAnShR0TEQF26LaoDyMt6ANvWp3oUNsMpx9AzhlDK4cbaDtWPTGjq4lqNu7BMfcczXKwHWSrFeCDHACHMK4OaLkSeLRqx9ojy//Sc/AePwM+ACXgPiACnG8PCCw4kYBT71KKLMsrCf91jqlX97VvkDcSxRq5C5AE2AUBhtAEF5ghnTyITyw8qvHOjvId28ymCjLzYuMB2XqfVyn1FakqU5N7i5gydYl5/DGi7aZIiE+oJLfM3jngGvWGiF/OQJSLPOtClzkc2q+vzS1XJuLi6zJNr8x/mndE52fi4OgHOI+rd0i5/Wn+l/2iW8pefg06BVgY+DLjgHOSRT9OHmGhFWYJ0a1x7V2S18fEm7VzbrkxjgzInuonw5BWUonn7V6m8PtD02W2adnlc/adVyasC8MgcftMxrN8ZD4vkoOMBB/ip2r8yoRcfiGjzcymNGB7Vws9Va+A0QFm0AxBUqp4UjmEMYAiA9fIg4rTRw3RPTE07Inr+3lAv3d8DiM1ozk3o+ytKVN4HPWXALccNcX9mS4z+DMoP+isDiOfw0IXED+0VbMH4kM7DsHUT0drxdFprftChY6t7NP6GUs39cJ0GTCM8gDMRyeBUEwgxmQwYI/BxkLEnfjwD+OnUoTVZrXwg1Jr7AoBIRAtuLtPguQlk/bRj4q7++v9YliAAhHsRAh/pCsAxr2NJtR4s09ZlgVbc1an0LmznH3qafkNcdaPg1yzzsOBAAO3Q012NvvY9j06/q0MtB9LqPE6Aogm6oytjyZiS/T0NRxdOvaJc4y7F9vdpxUaUOuDOmdCGORBAcZgE3neAM1Ot9oMl2vZEk1Y+cUBtgNueE1iRJgA12YbWli7V9qlUbb+o+kwIWYsyjb2gmmxdAQv0ELDYt7Zb65a0avfKrDpPAFDboB0pumhlTiX96sAE3Zq6sEQTLkyoBkwQlMTBMXAW4U9zHmIx+Jb18riPtxi4wbgu4sblzfCbVXMe2GmF5SIbnAPwaUfmH/rPU4A2CI2ADxjpq3IYoC2ZV/eRUzqxLaNTGIKagUldcmuDRs3Dq6vsZPHgTxRJnBCoyxs5DwE0bkDseF6r7wN04CUR4jIRUi5eSZawA2QL8sUYth+M68C6rPa/0KGGmR1a8KEqTb2sv6oG4RkClqAa/G8Mj9KyBYaEcVKwh1GsBzbnWECUjgVazAAKj5J7MmYICK+27ivVoW2lOnnohIbOb9OiDzQQcahWrAalipdRCA2jeLiGFyIIeFxdJ+MokTYd2G7KocYpyKiH8jalCZPnzdNsTerElpiOvgjjEiWa9tsxzXxfqfoOATSmTLhQsnhTAUo7j5ecYP6OMQFF/h7AyreeUHblLhR8QtGxgxQZNQgvgfQw+bn8gRPK7DwBUQFT758p7+KhyvVHtZOT8S008PLjZYrLIgh2mG8gvMPU8ZR2bejWhicrtXsViqQ7o/ELpYWfrFTfMahO1sOAQx4gbOCKGaJYWogrR9SBIB7fFmj3CzmtWBpRpqlHI1AkM28+C+CGUs2TPzRe88lJe0QHCLdxP0RBuyJqOQyYfKlDy398TKe2xVQdTWjCBTEt+iLeTi3gLAMNWQcvCmMBHkwNehiNsDsKOErpyKZT2v5cp7Ysg8cIc09a6Gvae8vVb36VElE8QdbyDQ+L4xswNMZhvUKA5EkclQ1PSluX5HEgpKqBKU26pkeL/rhWYdpiq1UYHu6B+4sj3C/e260V93fp2A6pDxGUITMwx3UoboBwxzFfB7dk1XxYmoSymndtRA3jAYOl3Jc5F6yVA/QJro1SMNBgToDX2lfrfnJQK5ce0eHtOdXU99WwaQlV9WOtuHJrk6cj27M6sTmtsnqix1dGNQu+GzQZWcHzbtlarof/qwmeh5dZ8vpzfPUhmhnHQJzcQ3R6S47ShbyGTyrV4t+t1PA5yG2tGQRASQ5Zg9gR04pcy4zr2ZDyDWn9shPeXuBmupAlh/a+5bLd0csrFjnifnHiPIxS07a8XnioSy8uYV0wUMPGeyofjPzBb6m2TrVtPaUDO6tVNzyp2ddWa/p7MUIYo27kO4rujKELPYyaMvA9UfrQnLbDRIzW7FdwqIsIsjkBARgQGUFHZLluAC8mOtBlDx9Q7vgJpfvjTF8+WtW/fz6ReNaXqIul6H0cM3OUDelbaUkOPRfuJ+qx/ri8Xa2AMKIxpIGsNMSifjkc5jRZkSifRbcclnesWamaUiU/OU+xReiWIThvzDeOzrCIERNn7dEJpnM7cLQ3Nyr73G4lmLNFnAPnQBrdTD8i361EtbafVHr9DkWPdir2mZnKXT9BwcR6+M6GY36AmNDRnDVAPnzmZS5d+/64nr79lNYuPa4sBvuccX3Ub0wFgUHmjc3obCrV9hUHMEFNmn5ZnSZdVaf6ScBHK6kwxdB7vEwP/vwtAy4cZDuC5pR2ru/RpqcT2rWqVK0n8hozKYWzXavB0zD0BlhZg0JsBYAKHSJmezDe6aaoju8ItXMNkZsnQvR+DrCXJwhwJuCGzjNkxprlcZrMofWJdpq9QawAYvBfOg44ymvXpg6te7xZux/PqgwdMOUKX3M+jDMwFeBGRiiSLpeXKESDC9yKDiHC3nMsgy4E8D7fqe0rfUBfqCk3e5p5Q4UGzC5XWZ2to13sDQ7WpyD4jN6JnWZtTh0iQ7NS2kwU8OiqCKnObk37vZRmXF+q+uEsaroEe0aGjixXkAoAxGk994NubVyRBhCXaRBAqmKAZRPg7y7A19ou9I6HLivVvBvjGjq3QzEiql4WEN6bRbJyAByePA4Ebi9rVql9q1J6+H+2av/OrOr79NWgsSWqG5YjOpiiTAbc8FIK55a/GWPoFE8XfaFSg8fhDHd66Mio1i3t0Qv3AUjJgDSM9tUwgjheBRkMHJc9z2XUDLgbMq5Es9HR04kIRrA/BryDHPYe+bRshsmDCxq8tTVuLL4DbobwIQzGlJXhf8uH24La375DsgeXpXXXfzSqKlZPFKNU4y/2VA2hI2U5QF0H6DuEEBE1Pt+ua75WiQeEBzeExTElgScQMdSeBami+CzV4OHFB0QWMqR5PEvFWrIZpghicco9WtAvIPZjJdr5FEgd4h5/ukvnfjrUjCtK1W8C6RsicSECZPnogLyfh6FFL2JkqIcyM2bpRkCGpQTCmEX+SAVyHd/CuJzYjsfw4tKU1i4hWpFs1pT3pjX76gb1GVHD7QPsvC6+a54sdR4AopB0MHzGZzFlqLWw2qJYHOBqIEwAEQCIZ0oYBbNveU6rfoS380yHhiz2Ne8PqjSUUK2PpYum8XhZ/DzKMMPczRtLADwsVRE2k3peeVQ9//BTxfegiC8bIV2P1ztjOOFiC8+ixLecUG7JFkWW7lN8QoNyvzNB+fn98F7xdFH0v3CcVlpmkOy/bsCygfAjm/Pa9EKrGreXs75JlcRTOueCtM7/eJX6TyQdSi1Jnnn6pEA9IkkeYeWQyM6pw4BogPSeF9I6vK1HPU1gmy5fw2Ykzgzc8NJtfUMUOlSAtfD6IahFtfJW63giohPbIzqwPq/Na1t1bB9FHe2ASOphJp0vnf9FhKqWuZgwE8Ulz+OiUT4RzB5AyfFdcR1aJ+1Z1arjW7rwNuGrkg6N5LuTrqvS4EV1xC0silZQb79Ap9437GNTFshDtjOq9gO0e+9OAybbtfFJABK0imK0KodmNfrqvBb/MWlraog8D+BGgVlIGiHaE9GSr5/Aw8yogvkvfH+Jxl9KPRyeZUDEsHWntOmnKa24u0uRvlktvCmmyZcCwIic5PPwCZxH5QiZY/iXcHxILVUkWqvMnqQe+cFmrX+kTfFMg+bcUgs443sDTLkCCJsS2rGmU2t/3KqTy/IaQLpu/ocSGgfwTZ/0tPneuJ74UTcGk9TxvIjGXJXTgKmkQQlvHNtMhPNhgPyjUuO6bt30b7WacVmFSm3O0MzDyNh6BUQgAxwVgzY+zgZ1wVIAAEAASURBVBeLys+bc7y9wA2F7oAbPG8gAl1iStD0Y+89ehjUDOB4D5G2Z37UopM74pq+iBTRpXnVTsagVyNfRIQOP9WtR39QqbaTLZrxnqQWfbRSFeOIcFspAJED04U+kaYQr9bziWBGATyUhQQ4Zln0VxZOjaAnS0x2ibIDlyj/wMFb0yx9/Xl0Jimw2QPk3zxFpVMGEBWlXjGKHLEWcaLFEcs8GODHqFhZhqXTPGqvPHSWSnBokB0r0bAIRi5LFL+pVvl7EZ4nNhJtA2C+5xxV3DxD0WHlSpdTA4uuKkEfxE29OCLxy2hk16HOMuxAtycw6qR+zRl1INf0Za5KwbpWpe/fqMxjaxQfXKnEZ+dKM/sThUP+4UMHWrnDQu0SesYizgGJMbIBh9Ym9dC3TungOpPjiObfVKJB0+sUIwVmNVAdR+JaeecBABMlEf0AyNeXa+J7AQVl6G3o8IrjtB6090wXBmR+Mm2hWneT8ibFtnF1K/ospu6T5Q44DhrfogtvrdGwmfzNjWdxzA0welaSQc1YSM1d+4kspQo5wFGK76bU3oh+BhTUT4gB3MyJfb2IW0FuzG4EAG2PaKOrZ4QOAVHtjhZPJ3fHdGBtTtu490M7yeYcJzVcUqUpl+U180NR9cVRtvSrlyKrE7dAA3MDSGY7Ap0i2HFobQyH/JSOE2DIAS7T+wFN12U09f01GoQTW16Dg4Lj+4aH8b9laUjZt+0FTB7A4d/Yoe1rUmrbBchuTlLLmdb43w018/oK1Q9lTQFuIC/0IVHSk3mtu7dDS7/G66oSXfX+Uo17Dxmp4YxpBrU5ohfu7dHqn3ZjR7Kadpmv8z6Cwz6QbAC05uJOz3tEbA0659MEQ8IadR2MaROA/r7/f4vK+w7TrMvQhZclyMQZFoCOmTpteb6Z7EiHjqzBlm7P6KolSY2fR+aj2dfOJ6J6/p6smjaFmvTeuMZcjr6cElVppfFVTi892KrV9xLxRBonX5TQ1Z/oo+RAHFhTtYyPeYD+ZMjACRYweYsjbhgaGNIKCJ03aYQ0ZQWYCB1D2YJhuMhJr/nXFj31PJ7NvH46l9qcQXMBTfUwXbQby12ug2sr9MKPM9rwjT2a9Zk051Sqz7gKJarI4QNKPKIsPrnpwIWMC7UUzr0we24RLWMQi7yQ7srjQfjpOu1+JqXVP2nRtqdCTZheqzkfTGrQTFJNDGnpMbSgA24W8TDGDYh0WOQqSm7cd5E9mBsFBbnVQUSpLF7hwtxZlO+BFdKjdx/U9rsxbp+q19zrSzRgMronCQ2gST6SotYJiAHAiOHtBqwYrM5qsUgoV49oFC85lXP5ccWyfJ46mdMTKJNn/zGj4dMbtOCWCg25gDq0/ig+AVgdbVEE3DNsCAiwlAWpBGrewj0Y5Id2Kvifp+XXjJE+OR7wNkD5WgQBZWYK3u9BKVGzEn4Pl+euffK+dS4p00nyagCOvcqJ+bnj9N+FNYa+vL3tp3iWT2S0Z0uozqN4GhXAXICoVeUOuyDQ/E+WA9zw+FGgzu+lbsTp+ZZKdez29PzDx/XSOryR/aTliBjU9+1SY2OZ+k8q04wzRdzwyMMQXkEQPL8fdCNKRorX6jBS7VGt/EmTNmDwjmEM84St+w2HJqeiIuusMecFOv9LlsqDBniTaAQEBkVlwK89S0S2hchfj/a8WK7MfmoKuUpldaDW1AkNBqBMvaFO51xWj4NLx8pZAA1LS1n6o3mvtGFZJ554s45Qj1nSiadbYY0B1Or08wA+lU65+xg/S6lmMZRpaidK28t1x98d00vflCZcF9XlX5QaRg2gltfkrQuHJKeDzwYojk5tW0P6/2Nxzb+5jxrGAphZ55io2WQsk5uQ0H2AgfezFWrclNGjd2zTgSUxnbNgtC7664QaRp7ilsyBQYH7ZTTlJLT1iS4tvYU6wfMiOvfmKLV40KtHeuRve7TjgUATMIBzbkhq4EWsBtG2CNHVKAbjyEpPz303p8fuOqT3faVMC65tUPWwJJEbMy5p0sPEXV1KuMXECirhcZ4FPTnprI63F7iZE8vd4Fz4RFdAP/zNTSLbLAbzhwbU2rTuzmvtbS1a9UCb6vDwF72vQYMWpIiocQ71NyHOYteROj3+H8ja0p0aOr1L532gXINmlChR0wc6Mo45jwbITd25qDPrDNDKJ7PKWCF0gCtHTZWXIaoDcOMjDA/1W/+5XpEV+xCIAdIN0+RffA5zJRoUpS7KIvjolBj62iJiVpNnPOQBjtz8Scda5iMk0pZNUwbBxaPwo6zB7AVU+H8/BnrZq/jwftJfXip/fB26ndpKQCYlU9R6og2IEllBuDmbdjjD615x78giloP7MEDA51xfLUl13bdDmQc2qnwnPPOFefLfMxBhYE7oz6DE6sVsfgAYHDiTuQJwy5ARyGvjQwk9dXtapej1824s0cSPIpeU3ORxxCMAxAiZoPS+Et3+98d0aEOEGusSXfzJqOoabHI2MeZlS2eH6UL3XmGOWSJBR1/KaM33ibbhSHWfJMsNgCoFkHa39aj/+B5d8JlKDZlJhJ91z+ZJi+HgWzAv0lqO8+sDDFq16plOF1WvZP4VpRmlqWWMDi7XXJvvGYAbsJFJWd3sMJw5dBqvIzh9aRrqXlrRqufvw3lFFwat1IyXUVdF8CMEcEy4AuD2W1HqkLF11MP6mXL0CtFbu08K/09u69CKZc3avqpKqX1JVcMNZaS62xqb1DA3o3M/2lcjSRmW1mAzrcPqZwTi5WsczuYRrEi3RLR+SUobnz2hI7txPFoT6kNjSLYLYAgInkCEfsYNONojWE8cV1YIXu5Q5ii6nWjbI1/u1ODzq3TL33VD274EIkrRKz2wLpHBJ309R+Zt57o2DZoS6Oq/6kcErIqMGmlLwatWBoDcOFxC016YosxqB+VQDx2h7u8oJSHztfhzUQ0+t53gDJFet1ZE/MjObF3SoxXfa9WhZTmd/y9xzbiEwEs7QaYH01r91ZwGXZLQot8p08CFsHANBAD8RkiBZ1p9PfjxQC/tPE4EMNDNn++v6jElyA40R+Yi1hhIoCaTO4kufMuBG4LsGBrDY5r49GEEMrVsBY4WWdq3KqMln2zXUYqor/tsX517FQCIXLEotpbgeKI9WYxXayt1aif78SfFo3WEOwEFPkXagbV2Em0zQxtYZ4opRrz1CEY4kyCyAjCKYhB8GCmXbWLsKp3aWqV1P+7S2p+eUNOqLn309lEaT91NpB6vE2WW5/y8aRQYz1IPYQbFZxEdoh5xGhwoSAB4wJh0rJjy6mExEghmFMXVSN7/+bu6tOKeZg0ZUqILPt5foy8sARigKKntsnRqgHcdklYwbe5h1ELm7eMxo5FYYf422EXtUYQaDiu09wGRXdS57KFY+bEfNatxSULzP1Ov+bck1WcsIWP0nW8F+RShWu2fozaKkDtnfOhikcgXj0m3r1eIovOvXCzvwyi5mQAra02j/ikE2PpEIoOtLeq5faWCbyxX8h8vU+zm+eS9GJF0rhPE1wFuVsB8H8Z7zR10vXHlqYDVWlI3Bzam1Lw1reEXRDTv82WqGU+FDZHBuF/HPKF3vpV1TWj7o75+9BVABRGvGZeUa9q5EW19rk3bAXL1I2NnBm6AU2tG8IhQBtkGMDq0AOTESHm27K/Qd768WVvvbNXoGX30nqsHqJVOzO0rSRvTWTpqXlKLv0w9Yi21ifCKFZ1hpqA56fY91G+QVn3sOydd/dXCa4ZrKJ79yvuO6+gxwOgsXzOtjuxi6ihD6lIKlOf36x9ZS6lSg7l7lfTTbxzXIYR8yvUDNG5avdoONOFtnpJHxnDKeys05+PGf0TJWL8soMvqgMp6+ugHX2rUhn8NNPnGmK79mqfK/jVKk3IN6b4OSB8dfjqr526jvmILBuL3yl0qvXIUDSAY3lLomyNyazJpkWSXpMHIZ4hsth+BrzO1OC/VeIDUQJabk1PpwF0Qb+XuUjq4OqZHP0Ravz9zvC7QtGt8ak4tesgcs9VKlHQDIpqoB6JRhtRnDD6MEVk++mxMy76VAbgd081fTgLcKimHoDAeABPieMWQh0ismmsgs/C+Z2vxJh5vL3BD/kyE0CFOFyJDTjcaeDPgagADo374xawe+3IbUYc2LfhCqS77UF+8BM6xxpcAusA7pAN0sumE8icHQFcalKh5i1ehPxI1dKXzOdG2AsyhHhdd6JtTQ/TKGmByFFslsgA3gHjaJ+qPvMQaiZI+elS5r+KsJdEBH5oj75bZ8oZXK+iiscVqpwA3pl+t89jDkDqDS7SNRXIgzhzPiKVHLWpIlNr0lTU5WCdr8FV0zhMvglyY4w3Tpd+fi01CRwMu8wCwPGNELG2Pc8mEAU1mG7hn0mgBUXnrC7NUJqMxJlEYPrdu+MyTR9R+x3rq946RwjxHkb9eoGAEnyUxfoA0QvoOLItoIWE2R2fUquP3U/vygF9PW54ONYbU2kW3RNT3GkBKJydQuO+jQ31rtfT66Z4v7tWLP2nTiLlJXf+XtTgbzARdxyRfyZ3O1vE+1OkmAvniY2nd9sGU6gbHNPFymieIArZRMrDjhU4NHx3VeX9Rpj7nAhSgW8IfSg3pMWoUW5Ql+rXzGU+P3t6t7Us9LfpItcaOJcBxsFvbniOjQEBjnqv3PUPEjXVVhDRp1gr+ccYtUg8vtB1J6uG79+rOPz+guTMGaMacBpWWxbVnR5cOkPacTAp29kdK1Hc6tEffRwMaZayMBzvUsT/U1sdb9eBt+9S2ukJXfn6k+laV69D2Lm1+ug2wF2juB6o0YkGZSmuhuaXrofaZDkvB59Ft7Xsr9MN/3q9d3+nR2Iv7aiyBFB8bu2Vto7vuzD8s1+TrqSeDbh51767jOpYirV+mFd9JawkyM3RhhX7nmznVjagCCKOLsM+lREePkh14Bt2/Z12PRs1J6OLPlatiJFoPo2llRBh2eBy5xM6jIWE2xI2l72Y3g55TdKTWjVSi31GCRDRRkEIPu8AV8ePUGme0/6moVt8W1fbbqMH+Yl4zrkMXDiDq1kFmDwc7BqgtrTtGpzPlBGT7uCIBFni9pVw/uLlHm3c1a8R8gNsXagBuFFnhLIQBdXSA1mgMpIfMWlDlLYy42YJBFONjI4Yxuv0Bcxt/W11TiHD1EHrdARi576Y2lZzXo/feOkD1IxI6TJFhM+HKaA5jig0uJY3VZ7hH7Vu9YpVpaEta1OABYMVDUVhKDCo5Zy1P54w1FfikF3MWsQsBJ9Q2RDgvZmg2Nkhr7j5FKol0BPU4IxfEdfkf1avfSEPeAAcWMI/RCGFaV4hLoX0I+AmJ1oUUaUdCYi5EKcyLMxfJOlktqmeL2kYNyUt01K2+L6UTT3frkr+u1NRriCyMMuHhfCJPPug+QDlk+W6EyE4EIGetwjRSowtQMJamg2YhytDH8IUAyHyKoniU+cq7O7Xh21mNu4VU1k21GjaHb1WaskaBGttxjQCDzIzwYhnTlCvesLVWBysPKv/fKxU+skv5T16j3PtqFSXsnowCRF1tHKfBMPltgOU78b6/9py8vzhf/i3nK4Kysi4kW8KCMLoXbj3tHTNCBtye+S9PrUcSGgLo6jM8Rd1TTpseSun4ypyGzivRfGPQyQbcMtSOVHJ/CDeAKwvmObzG17YXI4SxS+hAJBoGgF76jR7tW41SGIFgnCnihjhYXZqtSZ7GBuO9aAJQzDp2Hq7U0/cfwgGMauyEfhpEo8i+VZ1a8cBJtR8NNY6mjsVfoeOyshm6GRWhngFq0q+pQxWkUjI6drxN5Q0RDT2ngtZu6cd/e1zHj/gaOyupue8t0YjFAEfC2qcJZCR5zcOolkHhoKrVuNHXhgd6lCyv0dhzq3BIAKlPtmnNQxheIlUzry3V/D8ijUnUFPOMTSO662Gk0wn99GttNDLQQToyoUv+OKmxi4mWVpmyZPuU/RFtXNKpp77dKo+aios/XEU3LjKEQgmQiRiREO4OWTH+gt0skowBtY4/cuowAXIEj6bxaE2KY3R+EkdhThT18vmO5THddwlRtNk5nff+GPUZKOrByBr7vvgeUR8z5tDCY10jgF8BUq24esOj7cjFUbWtCXXdfzZo0mLSIH1QVNQZWkmCB80JhyMneLX8jVC9Jg3/X998+4Gb3Q/35aKdBZlhIXgBUIF/7eXOld1a9rk2mqVSLto6c3G9Nq9vpzYTniSNEyNtFSPd0ncYzVojSa9QF5NDudP3DddSn0VNmYEOA4Gmw7LoA9t2x+lCdJeF12Ip4lo4JxnAU9jdrdzq/cp9f7NKHz+uyIWkSD84S+GCUWRq0E2EUjnViTycUdCr1G1lzelGt1i9mKXE4CDOYd0Bd1a36mMUPQq5O1fvUMVXNmKQ2pS7aKgiH52txJTB8juJXlhWwdKZBmZxvk2fh5buBRB56D68bPO/lQWI5ag9ss72mEUfcD7CY1l1fONR5Z8+oHhDX5X+wUXy3jME9qERwBxMJh0zXmLOdCg4ncqFeJ95oqeO7crp/r8jBbkZOZub14U3U/OH4ffQg85hoMbMM6AcDNKDXyUz80C7Bo2Wbv6zStVQ02kNFQVdaBc4fZhtcy+Jd2F2dq6Q1t5BmcJ7E3SfUxd1OKNdlARtfSKtQUMTlGfUq2EO+hownsgCVLBVkXgPqbZQRzd7ADz0dwllEETloLbWP9SjDZTIlAymq/SMzQkQjSkSMiSegV4ksh5hLQ3M9pwA6DzaqKO78po2q78aaqjTPkgAY+kpbXmgU7N+d4Bmf7RKDVMNVHcCKOmiJIJr4D/VWKoTL3natbMJZ8HXqElV6m4K9cIydBZpwVGzEmSASgEi2JQ60I+FcgsrcJpAv/grg602XZQ5Vq5HvnWUqOIAjZxWrnLqyBq3tus5mp3aVgNUP1tCZoMMzkjGoLHAmiTykWY6Wan3vTurh28l2zY5oRs+U6Kxi2KUjcA/hjty5doAaHvmrjZ1HfJIMZdr1oeJEg5E06MLIxZpBCuYLuQXDXrwlmXmWEjPslTYjJD6wHQcA4Xcmo2PkZHJxY5wblw7lkX1zHey2nF3Rlf+Pd38V1aqfAg8BHD2wA8WNTNM4eEk2bVEwKK7Ma4NNGI++88HgBF5Tb2qRu/5GLtjNBj+oATHOdPMBz3sRa2W860Gbub12GGKpFdhGb+bh4miCkHF7S0ZbXmiXQ9+tFMDzo/TYVGtNAKw9YUeHV1KGpFJk9RS7exQw+laGXd5qQZO5NuVgB2UhxWxRkx5oJRCoju274rVdxmRPSsMJQLlxWoLdWqETWNEt9KH+2vpbYcwbi2qoUbo/D9p0LhFGDYMn8k2vgbCb3lmCyETgSLV4xsAMkCIQg3I+/tEQTwAlkXdAksLUC/k9VRr25MntIY0x4HnExowyNeiT8dJY1AfZt4m8zUDSKUCyo30kgE3/jJn0MgD9MFgMW/nzfEmisrq9Qx0tezG+3i8nQ4eUn/LI1r8D3UaT4dl+WAMu1N0zJl0UxbjDjJ16ccYtUuuShzrbLQO1hxS/n9WKXhku4IPX67gZhTopBIiX9R9EK0JKF5PUY+U3XBMke+vU+KfV8m7dYaC989XbCzGm5Z9Y2hHJH79woGWPLIRpmW+tUMBjnR/7nqGjqU723WCNvhh82s079Ok7KZz/7RTxzKsnzUBWFoDsJU6mVUX4fgS9igqqaTmge6gn/x9RodXtGkgoP2NgJuhkJC1yBvgRQgjEBbWIABRqsa9bLdCt1LDAEA322lseyit5fecVAfp3ImL+hJxa5Bf1gzbsB4GYMwYwadhO91EzcBBUpAJPOZ4KZGjPSnd/3+Oq5F0xsQ5ZTrvWgrIF0EYsxLOUvwCZV7xBhWO8A+xq5NEA/dQ91BeiWKnhuzUSeoxOrXufuZAJNkieed/inXr7uF8WsmpByRBi0xktPvRCjqWAjXuSFM3GdA5SsF3LSPT3t95JKB+JU+DR1QjLiinrAAQPQHvmZSIdZZ6OCIwLO3pRP6YbwSQaAzowBJXgKHdMufho3wK3oZX4xa6x1npOlymdY/kdPenjmnEVb4Wf7CULm9S7ZUGBDF0IXyCAfdwJNKnfIqfibiQjjm0OavDm9qVwAAPo45oAlu71I9lnQAPHp3YLApTQNFbYwgOEpYfUpr1efOOtx24If12nw6oIOMu4sZ75sQaQsmkc6TH2vTUF+gABqyMu4iutSEJPb+0XceXo/TZKwt3T6UTkKUFHrU8NIZQRF7Wh7GQIZ+1dfVbTheaYeLHwBpHgBFCNbKWFE6gFwIAXmCtlXuJ8Px0m1Lf3UjZAF2pn5gq79LRCgdVgpt6iPYCyaz+xxTj6bQuSwNwA6gzll0PiOiMjYEiVhTMRBqWDthg8zG1f+9JVT9Kw9P4BmVvGqfINWOoWUIPduAUJKgTpoPAOuiilEVYLVaIMTQVY7rbGgvyXDuXYEy6lg1/+ejEgD3jMo8fVfbfniCLQlHL4inyP75Q/kCzKe3MgfkAZGOE6jwAbIgRtdSh063G8ES4TuzOask/sSvAWqLWM0ItuslXHXwc4hQVnNAOgA7Rjo4++vFX81r1YI8Gjo7ohj+pUH+cUq+EWdpE7TDavOow298K2G7ZF9OgScg70ZmD61JafzdRs0e7NWRkjRb8ST8NmM9cS2iqIAXux/kSaxIAHlPUHHaye0G8nLakPlE1H/X1/A+z2nR7lyreELjBTwZIAAA56BqxqCu60MOpy6VMf7VhJ7FPQ6k9pDP0ABHA1Xe1aPuSLs35g8FE3GrUMInsFEGTBEDC6iMNzIadpcq0xCgLYquqOtK+1SU6vDWl5feT2r8jrXHnVrh62+HzQiXqjS6vIspr/GkrY1FV67k7gHNfVdtAAyJ9u204sWRbngUQda7Agf3TSmoMI645IGD7JKt5zHnHcTxyOrY+gQMc10bq1IdNymvY7KQqB8Hj1uDR7Wn702md2BFTv9GlmvHeGKnJlMvWhUQirZ7MIp4564pn0awL1WTU6UJssZUzGO/nDSgiN0bDpG2BQOAod7xGLzyY01N3NasZIPbBu9iuagHb1mBiAiKJ5jxYN6/hk9SpQmNXy2GfGreINj3ZSld3j4ZMqtQ5i2jUWoD6IzIciVErA/+6Tn+wjXUwWwPRWxtxM+BmguLAiqFGJJ7D4IoV5eezMDbFtpsea9PDf5DX4Bl0MtZgwNO0+NJRZLvbRc0TpxYjS2orkoxr8ELSbRi0wRMBTuVALMa3mgffEQoFBoq2glTHNYTiFdCpmGjgfZQPHpwV4e4AED5DgXUXXaETLynVnM9hOEcQRrFUK+QM8OrMCPkANauzCdIAIUMC1GTYvkFBD5E46hIstMqS8B4dqhSYhsdr9TRpzJUPkILYX65Ft2LUrmHfo/5E6vASY0TPolwjJF1B+wHfR3EaiDUG5x9bLBdxM5IZ1zPn0LYX4fWeJ6Nac1damx45rsnk8ud+hDotwuw+ANZnL5woStoK123bBriae4UuMKN5WyHXyZngbT4l/0cU8v5wpaJzphNJm6hgXh/l2HAxgZDbNTOtpONWNko/3KTkPVvk3zpFAWmT2Di2BcGYmFF/3YO1SFPbYalgV/oC9XY8SQ3AD1vUuCLUiPNrdd4n6mk1h6lhfI96RNcBi1B4AQYfwx16vA8DByjdU+xTtvTf26nXSqFk3iBVCrjAEhXoCKB2gmcpaFt3xs+k8KBRYFGELtee1sZ7Y7Swn1LXcaKXCyt10d80UO+KoFtk1kVATPBMcBFYmxd7mNl3w1wFygql/3fUYuyEf+aWANyIMC4yqwKAOYsjC2CliwR2w3gCWB3IJOXe3ujrhdubtP5+PkuS3qQG7Pw/Yr4Zi2Rxb4DyAFATpc4idWSANizJaP1SGgX29BB1hU9Q/LYXYgAIjyBbA0dXaNr1KIbFKNIawBAuUEitnNvOAAOZThFNgYN9S4OhpCwSYTzo89rSVVY1aZuSWvTPtqlIoXQOPw8fUmKwdXObzr0J75XtbaxuJG/fB3zkichZLY3YQPvYS2X6wb8cUc8h4EZT1jJlOmdSrUYvjGvYhezyA7jHvhYAjO3fxgzNWXKpARMKpzvOgqBnecrbCtycLkR+0GfWYGT0LkiS6UIiJNRkdnWiC59t1XN/bdH2qGoGAI5Yk5aT8CL7u5m68Ok4y1uULCzTkAV0NAPexsxD/uuQGfgfuMT6mXzZWtoXkH/4JodMpk0HoRvi8HXO6j97WLMnDiu4e5vClcflTR2p8M8AQZNr8PdYDb7DjK1GGrnEeACafJoIClsLmbyZPgBsUyNk8mZLFphDSjech1PiPbNPma8u4Xvw+HUz5F0/FkcROeceLLVqN2RALzDwhfG0/TgDZNR+DKA5gMj7GZwc2+0pSubAHILMERoSvrRGiU175E3oq/B909gXbjzaBn4mSGD7IcKxmB2jhTW7mENu2z5ADuZndYBth0OtuJMatPs71KdfoAXXsM+mdeeWU3pDpD4gXZVvJUq2PaGlpPc3Pt0BAIvq2s/XUeuEMe4Fbq8B2owdzdTmrAELZyfpxvO1f3UWHc6ei492asQ4ZJvdEYawrU6MrXp8wEieqIxFdzzW1kUcuR+r8bY5n9ibJNuC/r+rhy1ApLlsuzGRRrryPhDGSo9evR2IEyzmgWPcqwsdwzFWhuyNCVu8hO7QJspvnqMc5M5u7XuGZpePUOv94Rr1mYyuIQoaQy+7TILpfcC/7bGZD3Aey4gMkW4/xO4KK+4DuAEox88qBbgl2UGBjexr4T2bg7uoUeS1jxxpUtuSKJLoIOsCH8fQPQRBOhpDbSNQ8RxOf+eGCs39TAPALaHaEawlNPWoxzZ6WS1lmoaPAytLtexfGgkEAcrQbfggzBN+4Nxcm68Bwyo1+Sq2A7kyosrBZOtCdLUBN5MVppnFecihO6Ok+h3Ah/lMNyKIpJjhJXSblewF3H8U553+Rh19Jk6pFbpwdYf6T0/oPbcmNWA8a4GDzVnOWfJxkqP5jI5vLtXS77Rrx/O0BqGD8zguE87tp3PYOmXo+ZRlTjFx4rumFDi/oAuZH2DSMhhvA3ADdiDYhbApws28bC8eDwWdI5/bdKxDGx7r0LJPJkiRUmuRYb+ccZ5GXeqpLzcVY5+nln3U6iyPavezVpvWrqu+QvvsJRTjDrZGA2gPGKKyAmYHqMH0FPqY+kJgLbxOjYZHoSLKwLyw7sYoe3BR2P1QoBHDqinaJs11LVsl1AEC8ULCsIoZ8psC7kAnYAyEOegPAQFfPgtu3icbOuKaOSVhisLn/iKEhZtfrNSjd9JN+WhKA0Hd1/xDqQs5Zy01hmAmmBsZc/c9cpOMbWkCmIL/LURmbcCu89YiPsRtrSPIQK51Ar14H57393vU+OROffB/RmjMQkK2/RF0mM4j5RihYNIiKaFtKGhg0JSqKRVoU+gkQ6kfwcAv26vUVx+kRbla0UsmKHvxKHVPqlGZ7Q91slX5l04q99wxeU83Ksrr8FNjAG4zibgRyk9ysdPArRAtMIPP3O2wF/xkKAg1SYgDJiERmyl3ajndjQcBbsPPpwMOMDtwIudQs2ibYuZJp7logcfWJygGCM04GCH0UQueyU8x/Pufiaj/0CT7uLHnzZVJ6q6s8BoBIxVs2t2611gYfoxu8JgLYZoyg34YRANsDmDL1gwhYC3W3Vap9Q80q+tEm0biIV785TqVVJlhor7F5gHvmEHKYzjcZVAQdhljuCPbpZ98odlt4TFhLpsKXxvVkAu5PkbxDQ+baqaMOcOvCVOgJuS8xrPtPlKr9d89AqA8zoaMFLpeN0Dnf8LmDxByBpJ5AUJDUkEdhxOkTjq06eGUTq0k7dVOtMs0kNjpHoaKlVF/d2GgWXRijSYlWVILQY0+GHNHH3uJUnLriKNixjNCfSNCw3nGkqZEoBcMlkNJdrDTw9EX2DeOiO/e71AI/IEKzf5QHc5DmkgkXiHpfN9KEqyWEjnJs3fhwbUl+scrdzOnWja2sU1VSOsDdBsmNupc0qvDZ9QRJYSk5hnj3BHXY82YA2vp5mh640083lnAzWjPzRkgx4kl9ASN0YVspvzcV0lTs79gBXxbOzymsVflqYWiJrSGOteTbFK+uk2bHxihNjaSnnlpXItuqVIFda5ZAyx8x+1NZfxieUZ0jiu7IOoUGECEtgE6K0s6OnkMOfzuJuXv2ElKHcDw/sVqv76G67CxEXIeISJmj+RAXIh8IW+8FzXHzOrRiGQ5wICgBrZOZnzRWzmukYYXInQqxu/fpvxXHlX7wlEq+cOFSlw4WBHKXKyAKMNuAKaj3IbQ6LqQEo0IltGaghBtZNTsH7LHdTLISALQFkGe8z0YWAq6vaueJcKG4b56jHQLUcKxdUTHiCQRMfHN0AI6M+iGCFFIsz0eJRmuFMClT+Hu1oh2Pe3pwW82Uljfo6kXlGkWaa5aMhCqSKmbwEHT7rj2PU4X/wqiVNuPAdjyuvpP+2jguczbnkhyWhcai7ooXa8y5LdTFdDFCuATIXWbOFMH1/Ro3X2kJR/NaAiF6Bf9SbmGIT8x9i5TSAmGR70vYNY6yCMWeXb62/QQzZH7RWlPK6lS24onqXmUjUxwzQkG8k2nmdzx2ikpXps+RIY9gJCBD9OFxg9W62j22LYVwjjSFJDQ3qeTWv29jA690KhJN6HPKK2wbnArm4jQtCT2WGMAADVLjpNnkXHbx8+2Wzr8Inutkb5dd1uaaBMdmx9AF84jEFBnvMY13+AIrXHCiFViD1I33sRxp8C361CldlFa8ezt+9W8Kao5n+5PcwK6YzTzMFuMnrKa8Bx6q/OYpz0r8nrsm8dxLmnjOGLNKDao7VRI4EVtNMaFlHQUaFY1xHQhPIdDYabWOaz2DRwaiFOgJ+UkFvSwEqTCE2W4JkPm4e8evntyA3b+nlYdeLRL5VVxzftCPzYWJ4BTRbrb1o6UqpWcWLmIbUV2aH2JfvRXTUTU8xqEjmbXPkVmV6nf5Baa4/Kackk/ldBUk8mx2Tq0drXpBm6wo4VNeN/CR16FLnJhtDjNPPw2+GRgxOq5MjQmNDW2kyplH5ZP1qp70DGNviCpKVdGNRJPpJI8dBxPP0dj2/515LKX0aD0wy5NA7Sdd0ulS7mpwtJIFs1CmeAhODCEt2p5a6tVi5KfZztfF63Is09M06YS3ff1A9r7YErnk7Zb9BGEdRRMbCjZPFRTdpa6MPDAdiJm7CIIknvKA5E1t3t0zPbCAnjh6dhmhiYIiRjM+71S0m8RnTrZobGXd+riDw1S7bDCztA+itQiOeYB2lFA8wYwTZAs2kAe3ClaA3MwMxzlEeUxMHZ0u6fV98RpT+5mB/q9uuFLAzWY4s2QR3jYBoY+C+wDgqimdUbTciKG+E3ZZo3bjC4URlpds7+1SenvLZf/4z2KEurOzh2k1OT+GHqqrhqPK7fxqPK0Nsdtg0IiOflbByu8ZboDbp4BNxvP5l/45fCae4M7sP+zBp7x6qJsegmJtPNpIm5soniUho2RC0kdf4pIIZsbg1W4b4CbWxsUhHnpeMgQhEkaTaHIEWnp3+/T7ufL1WdYVDNupOsJj8mKRNnWnfUyoM39c2G3Xxt3bQrawJCboAEVW0sma1sXmAHjRLfOa+9IsscO3hxCPmq2dAldjhVstullAcAIntWHWCdWAP8FwqhZhIBXljJo3BHowc+1sMt6yM7ZEfYyS2jERcASLgsJzuKwyC5RPBSqzd5Sxdb91872A+u/16a1pNpDInAzryH18IcYCTxI2+sMdGRnS22VWrWkXWvpSO3eG1ATEtfwxdR1sMGt0ePE0TZteuqETr6Q1IT5/XXuJRENmJVSnM06renGNiT1SANZ059n2pjonOsgs6grPOOUGkYpR6QmRgQ3Q5h/L/K3bimp7/9ACd4YoqDZpJPGllgtCg2DG8tDI3NzIXEevs3C77btwP6DnfT6kI7Hoz2+uQuwSb3g43nN+jjbK1xLF+1M1owNKS3CkjR5wljkkTfblNeeUnG2FD0LorODvadNpHq+uzehh6mRumZooJsoNZhHiaddx8oqjCimo2wt38zDdKEd5j1bh6f7bW84zwt+w4i0tbZrM9HlVX9HLdHObg2kw2/G1WUaPT+tygG4fDRG5dsjatoTaCUR4xeJSAxgY+NFH6jUCLY5yMRbXVFzzDIOABdXC0a4zD2iCJmy2hl7Agvqkfsjm/ECm3z/20qlH6cz8+L+SnzpWgUDqQ0FNVktmT0+SjRlWd1aoeELFjSQAL9ah70TJ8PWDmXBz0TG0uiwfA9O5eOHFPvWSuV27dbRD0xU7RUzVT6+H3u8AViJKOTRJZZ2cvWb6DpeMmfb8w3JYP4xvCVL6TJ5C/Qwd/Qk+jk4RIp12XZFbl2vtqvYH862LLlsNGUZnNSFwU6iExjL6oNd1ys1TrZHpjk/5uAHZgzRwRGATctOafm91A2Tych0xtgWiN31p1CLVNqpduh8dAfdhT8ENE9tUEvLKQ0+J9C1RMnq53PTpQaMbQELxyuAG/xj7piV29iOAIloteu6tn3BDLhtfLxHQyf4uhjgNnQ6LGfgihpWkoLwvdkIdkUAqBpoMIfeZLLtYJ6tSYjG35FVckCZ5twoTcROlvMUIbNRodV9oTNdB6Kl6AyYUDrjHg9oytqBKNPfvI8ONP1jzlGajvvdz8XYkByAytN6Jt9CPdmHS8h+GVBnHBqTFDc55IkSRCoDq9liXoQD4DX2EgXArAS4rf1eViPm8d0PJUj7kUa15kK7rbM4zBbaZrlmH2E+7jmpjkPUjz3ao+V3nFLLFk9zP0HJx/VsWTIG2263g31mOmwHktT2Z7Ja8TCZmVU0ec0pJRJNVI0SA9P9xONI5e7TyfWUs4wiage+GH0ZAKuPgWp0FjbI7sU2T3fAnq5O1yQDADafigVxtipH5NI2+w3oGD2+M6IVS7LaTqSxDynZWb9VqTGXEgipB0dY1A59Z2toSNcyJDl+Olp8HT1MKROkLIGumeY2PflvWbWzncmQKWWa+75qjbiCS5GJQfXhqCCv0Dkb9mEKZifeUuBmKtCIbALID39YRMnShpYeyLE/WvOJToo1U3r6DyrVec5xXfKxOk29lr1yhnGHhGkTKB7bALflIHufsJ3DcnLepXjzF3yyik5NvNB66yYFphBitr3BGN4trIsmIDwxQFaOR31YvUTHnph2PBjVU6QzIzy7b/Yfl/A4kxIeR9XLZFDsZ9JoM7cfO05zIMJkz23MoEAjFgI10MXf1vHq9XRoyd+yl9U9edVMSWnWJ3yNnzaUbSNsSwOiSvyYoLj7R/m555JR02FesH0GhsdQ4SFgWM1LMKbzzZAAhFYTIl95f17Ne3I697Iezf0gGwFSJB/SjBEyp0InJHNnTgbeAnNZzbvCe8MHA3RgWFFa5jmEPI8ux2OewqWb5T+2SyERzDxKA+nkbhCgK6gHpA4sdhxGffCQwk8PpMNslnx2UfcIYTvicvbrHRbtcYeBJby8XU8TSv8h+7mt6NJIolILb61Vv4mWcizQwFSIb8WzgD2Kubhf8xrhERRrx0Ef4LZfO1bTBk7kYeYN1JTxNIEEXrvVauX5MRUSgbciKHpTly6n8orJ2Zra0buWXAKd+8I9FBxTb9J9RBp7Hm3+X0riyQLGibiZl2OdaGFIPBzeQ0sXjABGxUBxIw0XD/1VmxoPeIS64wXg9h6UHKDj51dxF33tfwA2mBXGLvC2M0qM3camluvoyF1/vwFtn3oMWsk/aTVAOA6WAqfI1ZpUUjv76N5/aNX+ZRQIA2Tn3ZTTsHmk8yuNb0J1NNONxqaUq+4mov2jhOZ93Ne5vy1VT7Xd25gjiiWgu9nSU/YfSIm1YuW4VVdvwtpZbVCAAs2cpNZ0TZrNYIm24ewMXJTUfNryh1PQHQW02dNEPGTUpeqZs9V72hjOTgBSmBVGBKpgwFp3pvTSMjYOvhfHZJWvuf8fQPxmCpmHMidLKcGnJsB5IhSM9C4DbgXOsDSM24fMFJVTViYvRnj4vRNdyK76K74U08kDKc38XEwXfLBCZUPpMkZG7akXUSIr2Q6PzZqJzH0fRkYXTr+MCMzvUg5SfgJjaita0At2RQMQrm6QdbCUF6aCP6kdpnYz+4M90h0vsvbNytEtnfizC4gOsRa9IvPa3OvedU98AVFFMHRWPC22GrFmhmyayP5Jfn7wkvy/eEp5+LLts7NUNm04UV8iT8zPtqSxPevsMhZVMrGyaJ6BrYxFuG1+6NUoYN/jXDPmOXSZPaEmWE1q9++XK7H9lNrfN1GRG8arlG2RMIXO0IV813SCjWVNX462XAPvhIugW6C5lZ9Y+USezs+jmwKAVJaSA+n4BitLOcj3qTnjv74LqjVlUYVO0Siwe2sbUX92SflMjepmQVmLuL0BnQq60JwAoojohv2r2WLini72/mrR8InUKX+2QUOJpDIV7AjRSsCLdW9GLQwEwLaUmcmRRz1q6372G2Wz4HUAyQSP4pp/YwBw81XeD00CrQIyLpZ2jnItB4Ztbgb6XrGYvRMu8CKns6Ezm/uSvrMtNfY9ktHMj7DVyEcSGkiHqEs1pOhsTBZ0oQ0VWgTXXjC2NdkdXZ/VKnZQWPuDLLVlbDv04SSZFep2qVM2vfKGB0GLwDkU2B/4yWrCUCZqO0rB/+M5Lf9hWm3rAYSfiutcHOTakZQyWQqEbZ4CSqhaNtNscVuo5d/u0bDLK3Thb/F7NnsU9rXgB2ORTt3yPM7Qj1jfJQmNHEqz1r/7qpmEQ2q6C/1uNZZWHmKPMjP9bizn6sxBULbJdNQAK6UK6VMZAj892rYs0JNfb9WQS8t07pXlGrMY2G3ZP87zSYNGDUibc2OyjsNd0IVm0Y0XjC44xe0Zrf0Rmx//hO78wzGNJnjwnq9Tt2dZH2QhYVFNVjQbANwY4y0Fbty+WzdMtHEmf54GcqYcMNQBrl9HS49eeqJT93+Ex0BMaNX1nx/ORncYc9pnw2AwhDfvoQtkShv1SpHzZv+zLc1a9NlSTb6smu6QAnOGVi9lIAYht8iKFRqapxmnpTb0MMCAxEM8O3H5d9krZmmHZtGtNfX9RCJm091INNgZlzfkMm6DxbauKfecUwCG1erlulBObBr4ExD0QQzTuBtiuvCzdWoYWgbRLbICIAHRGzOYDrHItaWgTKlY1Mk6UCI+KV0DHyge9/xOPHD3DNa2Mi359xMUx7apDKV29SeqNeoiagjqzaO0Wg4LqVvExCJKABr2erJuMh9jGjOmBCzyEuYkMokis3Zk8XixLI+7Cl7cI283yp6nP9gGuMEwmH3uMJgZ0Pf0XoX/sUb64hiA2zxFUBb2AHoucuaD8HUISGZLdWgk7V3uAdzY5PGZbgQ6roWfrVf/yUSQALvWSGJhagMutiO759KsXAI+sQLUjoNRPfQPB7VrNXvgDS8h7cdTDq7mEWCkSvPwjnXSGV3Z3Y5glEUtWRfSer1893oTNeC29kddrhGgh1qKcbSvL/6bMgwL9EvhhVk3EF5wyB4/BjDNQ/fiduNINKmixs2BfvqlHp045Gn0XIu4+Rp6CfdiNROnef71rm3vW9TDdnO3cgEzXB68atG0Dh7TsuHOLKCS1KEBt/eV6fzP0BzTSWqeTWkpd6ZRIs0GrRV6mNoPn33f5rDlyrT39fAIFQOz8Bu7n5u3137Ip8mhSY98gSg20enFH62g9gSlwXYPth1PLs09Gf8QaTbAn6cGMJasA9RyDutnexd2kq47vJqUwMNZHu3WrT7Tc5p3TZ3GzKpUrJqtQdhuILTmGSJt1l1o92DRGd5gDPjS1pc0P1LJZ0RX02yCzEaiD3ynVVu+06WLPoUB+r1qVY2BZ4m2WJQl4uQdAGrjsa5nQ09OOqvj7Yy4wdSFOTrgZs6KczO4T/je+BjHKU3X6Ba2ZFj2OWqreFrIJV+q1flENsPEYT7vBz/iQJC+tmd97t6U0JPf7FbPkXZNvDDU4k8MUKIv0U9IbfVxzqEjbeqizIACi6yafrCNdHM4fJFDxFz+z/Pylh9QbEyV4jdNlnfNEEfuV9j616GsZd6slCNKtNbWPk+6zwWq2VTaYzf+8LtsAULDQ3jVAHlfvADHry8yhMwC7HNYRp+0rh226Tck4Qc+RAzM4Nmzhc1WWKNR4KKT/Gn1o+y9ln2Y6ODHlql0Kkr7IxcovGK4NBgAad368HOI/Jve54vQ1aKM8BABANtiyPbwpCUbY8on6DjbPzPHc4dP7bYNsHPaug2j20n3K/qhknTk8KmlmjSlQo99+zidk9QxTQ10w9+UqM9ISx8W5v865OFt5gAvm45mbwgTKR1Zx/5eOIzr6JQcMgbg9vk+GjqHhhIecRWwabs5Z7YLgNtwlfs2GbD1tCBHy35PK+9oAbjRnDKoXAtuRBdeyc6d1LjlCVcGlq2xyIxtXk0E3GjKwPbl158iY6doeNm1HCfv+506+GRaM0iTzvlIUv2mcnn2KvUMuAFS7ZGLtl+nRYg9axYBcBngPrqOxg0CCy/eTunR3CjADV24AOeaRi4XKn39q7tPQnjB1sOjocXGc141dOhkrXc9mdMzd/CkkOekeX9Vpuk3lpLBYuNdS9fTUZqmSWXXU3EyOjzJ6AB1ipf30+wPt6psALQDDfukn217q5CnJ6z8/kmt/F6T8rtpMHmg2oG7EGeDG+OS8A2BAnwDaIZtcc2I6GZKrHJpbDPAqbORpzi8mNN2wKSVQpWNa9fCG/trDE+JKO+LbY03wf8Gam0nCm7EATYLSyAf8JoBQsvQcbNubkAzwHg3uyYQZX+sS4MGePqdu4ZLfdGpOBlu/1XDF1a6BR+8DcDNwIrdiPEQ/yCfLnTvQIttBwIxnu3SXTcRORvTpus/PZLdm7FbNexNBnDLEBKNRGnlRcB2PR8h5019xk4eH3VrnI3xymFixrdIEt4oVgMGABAYgHH+BynEAC8vPEI0JKGdz5booW+yRxIbCL7/i0No06YrczQMyHfORlmZ6XaCgHIx6c6assEg5ZqjOvRIBw+H51FP1JFNpUBzzu/Wq7wO1G0AxsAF6N3C6VaPYIDNPD6XPnGSaaFa9lgCJFj42QqJ0Vl0UbHgRxp0978dow6wRUOpi7juTwdTOErkJYEgIUQWqXJhceMJU3Q0VDjkj/KOo11Nh2WT1J7R2h0h7ZG0JxTgsSsFeONpElYoHcOT9XnOZA+pQvUn5Et9SviDtfL+a4P0jZkKb6TGjU16zRN4o8NFENFSvqVMGW7f01EEi6cg4NUNPy+uCz7LQ+anwAMoFxfNgsndsNAl4lK9AEguYh0/Fi5f+o+N2rsyoLiUiNv1SY2jriNWBhi2qILl+jBEHpFJLw04xjhZEbdjtjNM1IDbxju9Qqq0kScUUEt5Efu4ldQzLl1XVscWAtxsM057fiYLyLgYEhM8tlI4sV16+MtsjImysFTp7OsiGnwJ57h8D7R9g8PSJ/h3jgcsLO5ZPRKgp5PW+g3w95r7TBFE2XsNj+6zKPPuWtaZAmbSm122cegDFXr03lOqKS3Rgg/ENP4qUursTWjRjgg8lsRDz/JcvY1LmvXjP2xS9RVxXfpb5bTJUx9YZaCY65GOtI1vQ1LC1tTikdeOsp2El69WTysdqWxouusJNtp8ApzfSlMQnVoTLy7TKAxNeT9cMRS5Z4rcUgIYp5x1s54yJ4UIWgkPPGdnY59nRToHCuG3qKrtv9V6MNB936I7+p86dPHvAyg/Vs0eXAAKHByP1ntbfdt6wPSFs+RvQMtf5uO3Fbi5GzqtC+FeK5B30gTPOIcDfWCbbe9YhTL/i3bqq7p18Z/X60K2/VH5EajSz9Q5hrwdge7U3vWlevJfM+pp7NLkC/Na+Hv1SvAc2MJGotDPohc4bZaqMYc2YoVqBprirD9lCbFtXcr9/kMKmti49j2jFP/tWf+XvfeAk+M8zzzfquo0OSCnQc6JCEQgCIA5iaQoUYGWqCzbksNa53NY39le2f6d7dXa5/N6nbT2aiVREhUoMYqkSII5AASRMwY5DgYzg8mdqur+z9cAJa1EALQGQ5jbRfZgpru66qu36nu+581Uc2Y+nW+h/wlhgzS6U1gXRDRQBCAMMoSkOlE86XUbf32z2Q7+fc8MS3xhAf1OaSPEFTsyxr2VS1C3WLjrsJf5LxwX8VehXw7F/lhFcHNqSxdZEPE4hA9st/BPnzb/pnGW+LVbrLhyuIX0sk7kKVIsoiTXFt8uHVfKLfhAuzjnSoT0einWFdxRBZKfwi6wu03uKyp+YY3rTVGWg1qGXn4YyQfUuhuStQYshN/+YisxhaFNvSNh7/1TkkaGyw2mEZ5vE2nW08x1kp2pclLH1lFk9ntFe+MprEKTE3bt79Vb03KUFREI3R8Ii5tS/FBULuIorfNukU/Ya9/stE3fogD3mKStQGGb+Z6MVSqjmOsVHiIkvkd4D8QD3oAYwLLz3U+OnyN2df8LZmu/TomkNT12Bd6c5Z8gnGWR8I47ROPzGGXPY2yOuDHlhU1FQDSBDI5vVJ/SrG38Rt4mLaH7xMeIcYO4pVj7Snh4PhmxC+AvGWmsJSzkfou4nYRQPhNRf63Hel4kxu0/VRB/p6xSFOsckk20k1hBAdvHkvRwLVCXM2+3fXgE+7TSoq2GtRTiBXanyT6VN2ATLtfn/rXdTr4c2wfvr6bNYRXxaJKd/kM5locKDIa5M0/kruT7xLIX+tJ2+sAp2/0EbcFepgrA8ZQ1jKOjyfurbDIdnupGM5eJYVd8vQqUywhRRAHrp3C7atSmqE1ZSYUEXwkq3FN3f8HLgBCcXFdoD/55D+tQL/XwqIf/HerFje8glIGbx2TyWW9cqzIe5sElbjw0peBnATwA5f7mRmqlxoyp4L8CQZsHaW/08O+Tlkxw6fV3j6E1VNKGzUYQ9BXtj9spV0Ew9qHAtj/lYTqloCGJLqs+qXoxOAWGYb0QeYl4wLRwshCpZY7csxhMeR+NNWqGrKRs248q7YF/6LNOmpZ/6l9G2YybcLUOQ0g85Q48zv+MIXhNRh4aMWoeBjyz3CwSHugzueUrlAF5mHYkpDIvuidjUzGjpgkPeLPgpr7JjXAcVtoAhI+3+JxjyYwPQIUiYsQzFfk9ZvIFVMnuBKAf/NdTtD7J2RyaSt/0m2NJB2/F6if3K8SUh146O6sv49OjoSBkbjQPh2opqZab/PNZ6jF5p+nRSmZp7hV6/9WiwV/dRO0b5ANI6SHpJoPJ6yQL9rlTaMubLHim04IvLyZjaxpVSZCxI53nF1JRlhbGoZgBLgQwCGztt2S5oZ/bVSlbSYzbqAV8JrIiiyCy14LFwJmMgANXo8ylmCKLvccq7dG/pkDtqz02agJyJTh1xm1VZH8KlQAliFtMpi8qLZOUYwpoHHCff4yOuN1HcD8ZZb0EJk9elrTrv1iDeV3nZQKz6JUKMmrCACTIU8+Yc0GTqt+6K7bH/6QN4la06RR0XIK7fdwNABWLxMVsAvRQGrImMENWZpSuoYcM101orgJCgaMsbot/B4DMknwi4ka8Zn8rNdoerbYfffeE1TL5r6Jg5szbufTRVPLGspuOaehO7F/+WIVtwb350G9B3Ahuv/0T9TZzFVlbzB1ZZ106PXJXYVORxhRWjkCFLdsb7MBW+v49exxXRQ+p62bzyGBbdANtveZBbofz3FNbqAjRC+h7GsjKyPBPn+qCoLcAqsS4TKm3yVTyrySQuB+LB0fGmsY9QzlQWv7DX+mz7f+9z677jQpb9alqGzKHBQsLTATxVDCQq+MFsXGK3sUI9CL3eUeJ209iIeNVnJib+jzrPGz8zfPAw3BkY9ae+iv6P2KhnodL+sYPDbWhc7BuVlCKwSWLUKaCUhtbyYx/8T6SjZiTS+5M24I7KrEDAABAAElEQVQP4nKrZ9HB4q2sROGTgppDH9LAAuvuE+fKkVwVcZ8r17Zb/L6HLBzPffngfEt8bhnkH+WH4VzMJqxR9r2s/Sr/ogSbSPeMEjDZ+9FsyFRNoTB69yw1/73D8dPLQs7BhU0ibY6V8DtjEpxqC5m7SkTQmpHSfnxQhFAJd1M9XBftmez+HRbf/wbK5FQLfvk6y5GlGlJv0LXvAv+dhQsMYTaCVyix4Isr5SRlDHyIsahEdGvp7Q7IiKyy/etU4DQkSQA32o2UIorAvGgEb1WyT691E8/64F+1W+eWFL04sYBTnqe6nkkrCLrA5sqx6Okn1kwGtKN0Dtn4HZSzNQVrmpSyVb9b5armBxUoLXhYYpWbEsayPrpaXjwz7uoJn+k+lHHEbfP9lJGgBd1y5r2wsHK4AERkletTORGI+ptY6N4/zyARUu4M8avPB7b+a3k79FKnzflwypZ9vMpGLuaYUuz6ITV4cbgM7gfjZH1R+Z4C1rgkGHZiE12PvttFiAexwtRxW/GxSoL0aeROsl/pAT/P+fmoRG7BVtY+uSTVUF042nscQw2xsM8T097zLC2+/pQWX/ewvk5m7cQb4PudlmtP2rYnUxC3Pmtr67Wb3jeSIr3IeixFgyF/SQq7p3nWUr0U2yep44WvEbKD2/TeB2ppTUWFB9qt6UFxZcT4pSDXNHUPk0ryAddCOlh0HEjbS4/vwcvRy/NgLmnjavoDT1xUaxl6+IZpxbChEChcJAe+IqdTR7tt+4skr+0NKdYO7i5nbZnKs0hcZMi9xcAKTclTLiZjP/w7rOy0uBs70uzTXx5lFROwzoL9bg2ifJliYaXwviPErVTMVEDMg8CkFIHR79I6ZUI+TXuJtV9G03yy3yZOonbVXVW24E4sRiNYziBuPgGUR9ZRvoHaWxu+0WpXf1otpMhUmwPRoAaOFvGAbgYxGSaOuMmKwCPvkVEYeCN4v9n6DkW24bG0PfxN3xrpq3j3P5OGuwxAqxJVkDOHCXCejakkOuLGr3gK7GGAAgsNQu1AE1xDa4xtj8TE5+GL/yV6mi0gSqJSAKWHk/9ETgRQTCaZw12DeUe/S5NBfnuPciEKhncuIhawiPiDnZQWeY7aXvneBCy/0Zbe02iVQ0+dBUGIqbCQk8jdosOr2rWEqoVQpvIU7imBF3Bl3lFiN55CFr/xfSTWYMnfuZJabjOsSE0hr46+aV0UbF1PRejHDpv94Kh5V42x5KcpD7AErR/zuADlQhu0j/EgKWng1Ow6uAaN7P7YTqzFo0GHghX/oZpyIBwFsiJTvAiSRC+rg2s9wjlkyVQMW/9x3MR/fdyOvEKNvwm4DtEyZziLm66RyY4sVepAa4ASCiQLTKsXGqKzxm+6z2zjDzppfZOzKSvSds0f0yR+KF9FE9eipyLGGpfvCskCBliWYvmccTG20AT88T9qtRZKCsygjtuVFOAdcw27i0Se/zEqjU0kULGNjJ8ZwPlkncRixVi2fCuy9Q/wN0Rq0d1kbn4BtxZy8lwWMrmxWAn2v0T1868fstxhn2y4YTbvPfQGXATg1EPaIFSFdhIoSMLZ8AgtxP6WrNmP9Nsdnx5FlwfIrrQ5yQkwVgJBAUIl2VcAxpatspPrYnvt0Q7b+GwXRTarbPoNFJW80acZMopWJReHFbeAJUctkNRjNklxXdLh7PiBLvv2J0nY2BRjmash641yFe9Bm25EgSIIONXTTxufrO14gYrwDwJOuOqu+XViTN+XtJqJXL5LAJEVWi4Z5gSycfX0ShIbkJ+XA3FTGIFig4Qbro+zMIA7IE1d/RLPNBftdRbBF3gGYsof3fChOhrJk6U3Bh8CGXfFbto1Ha62Z/41tO2vnrQJ06vsuntH2OjVLPHBaQ4LmcZdI41d1qYoCUaKXJHpKUtvN+fId0ZW+wQFRH/1WbMluHfuWWjepxdgVO4syVnPx0VsIp6lXqtQMp4J1Y+0k1SC+du1Fv9gt6UWDTfv89dbQN/LGBLn5gbX7gqQ67pZB5CEcw3qwyJkVl005F5nmBCe0nFDEqsMa3S45rh539hp/j4seR+iJtwHFlr/JBZYsq5qWKBVekPGgJLSKiUZqwduKh+FUGqtvDIumSzdRdspWko9WWuP/GWnndke2rLfrCGelAKvo9osnaok9itNS6iC7cE69jr1Ppua6gmJaLRJN0ME6qRo6b6db9N6IcWU2C2KZhfz1KN8DQUft96WZ2IbM5Vitb9NcgIWt2QFc5I5pNJI7llAKiJuelZcD1PCcbqP4u7D4raF0ko1o+hQgNtw5m104xnGdSGyGBIVyXME+Vfcli8jBqS3NNnfYpwIP+ssbrhwv9rP+DqxWFXYlR+roXMCYxcxxwMRQQi1/skN65ONrCzoELmqQsIJYtzWfafTNnwta9OuJnSDeT/mKlZkGUQuKCNdLuchTCDiX1evTHGuBhYeJyRkTWQvYmHsetG3pX9YQ5cYKk9MYZ5QvF0ENd9bSTYp9e3o67vvjS5bdNVYyhPVW81CsHAESVFkdPoYhk7vqqVdJqT50S4r7O2xzzwOFuIGd/HQyEAuahk8CiHygqymFcKCe7V9t0+YSJ89/pXj1ji1Fm9DwmZeQ/utVSirCjEBC5XA5drBIasUCrbiho9s77Ln/nunbfyHvE1ZUGXXfAal9yZ8LOO4NIwN1Fi2+HgbsZVpe/GRPutoydt8unLc9n/hTaIIL+ZeRCcsxG2Lsi7Fd5CJGwNkgurBcsAk4uYmOzdVz5VWWv7PUkvmOH72b/4DDXkPFMgMqaIgYoPVTldoc8H6DsS27dnI3iCLrjd/3O5WHNzNBKSO7mBi4DpAI6GRDyyPG0qVxpiJKhXHlYzwsCzlT2PS7af/HzFyT6ZtTlOt3fx/99vIuWgnNFeXu7GkoyHYt9gYJkPlLp9bbNHmZC1XjNup7Rl74ItoyY9023W/F9oKUqKHTGZMCubn+lXOQ99XA2jVn+E3hsc7AimuTyYLuU39pIpeSmtUCDku4bYkbVmOE9DtWy1V+xfT3mjezVgJG0l7l5VRWTEIV+uAHjhhITOWw3HtAFmc5EEgdqLAZC5C4vxugsVpIVL4qx+a/zpxKPPGUGxziiWooB2Ph/gdPUUPpt3mPXCY20MwMMTOu22KBaMYN4e+mHlIkRvGgvyL1OWhwOu+53H9Udn65GueKwdy9X9oIMaNsclCxqU74iW5cKdjHlJZ35y7h4W89zhE+0uHbf8rZmPGE+N2N1XEb4MsQNalmSrDV614tAhKQyJcjvuvia9f3nqTxW2DCNL3TlpfCy1WVtXY9X9MVh1VxMV73bPAyhEKuCBUriCsGDiLgtyoJ+jD+jjurFNkgU5fVkHmX8LGrFLxRC0ab33ec59oPrhFTsSfwcRkIilmpKeNBJxvh7aBOBglgiwGhJb/GjZ03NyyIMsNVMRacmaf2VNfPWh7nyLzukAx25UNNuujZByPZ4IzvtN7cy6OZsP/ABInJuknGtvy942wodNESpG7ExSZn5BBlbNRMLNPS6XiiRp78f7jtpZCnF0nCcy+Eev3vbE1TqOmFdQ/7CVGKI/bv4JAaNyhBdpdVNGYuqqSOnmY/Xd+azQ9AU8ReNthkxbGWIFqrX4aJIIyIR6xrEexdL/ygx7b+Eq7LfuMSvFUU2IBRwlFRlUYVDXGgjRaKeDtCiHzTAzk9s4SN8TgsFDzlfv+JhZq0kr54MWzXGwP7cCLeXuWHsfrv1ukyHbSbvsQRUlngFEE/2cVa4MS9MMv88wMP2rLbx9iq+9pssxMSrBQWNpDwfCxuMJYeMa418JDnjclzsiY08Oc6TvZa1Xf3mEVf7vF/GUjLaThe/jBaZbOQvzAFfa+sNj1DDM/dHBlBOYgHTFhCpUoE94fPkdT+V1WuLfJir9/O8knHFELHccteV2Yu8x/wb+zroKpfMLHABlWevxcPKesEbKAEFsaVeNmPYk7/QEseV/dQc1MltmPzbP0jdMsT627ELyvYm7kIW4BFseExsX3Zc3PF0l0UR04nl9XPkggpjaIxDUdX19vT32ZOlxPFXDBUQbj5n6beiMKbR01FY8U7cALfSQEkLiB8nbD54fZotsbqcnJMKsFErqe822MAc+KK4BeaMOzRKu410PbhKt0G5akcTNQFn+70ZqWEluVZqzoai7GTYXd+c/FfkEkIs4TEDvVSQD7K99otw0qwDuKqgo0mZ91C0kAJFTFWouQIWu9W2cVIK+MYtXDdEJ+q2EibhG3fS9hOKE93qEXWm3hx1THbaiNmC8PA/eI8j5eJfdAigAKpqckO8Vn8hyp5uLxDVLM+23j182mQtyWfoi4cSpCVA7j/BcBhk6KjB0hOEuhPE3Khu0mvnb/cyFFh/useyP35rfq7Yq7q61hEjgovOR+q61h6x5cz8TyrqOAcLJ/iC3EdT79rhxlXSDxKgSN8eP5+0+REMJj1U8y11Vmt/4+HSMm/RgLhb0qj6KyNk5fx6vSD7bvfq7fHvuTI9ZBHdh5K0fZ4juSNm45BokkZpBuPF7Ev3lp4k4rcHsWO6wSzb+2kWI8p5Hp03W27nuUWHm8xWZ8IE93hHobMhsrH7XzYsaU399mj/1Vn+073WWjKNB//b1DKfuD102UIV8B8mHBoztHkdInWtIHl7gBSHIVlhrKQzS4kSJu7geTqlQOgT+ZRNmTKXvpPoIcX6YlDkF7yQPUXsMqRN4MFIaCtaNzVk2q+pxrzJbeNZrMREzDlbgQeOJlbZFb0JlSiEng0jkFDy1b7GEtghkfeIneoepN+nzeFi5rtOt+pc9GzlKhU1nbeGj4ecGNp8yZdtEsfSp0K57OKB9xZAO9ML+IafeZ03bPf07Y6l9KWY00ITcOvsP3ZF1UwV0RWAXmy+ooIqcjlhgXglFigiw+TFZppf30YXvgvxzEHIyGRm27lfeazVpNPbhGaZJcPxqkNEmlKRexnLjSIFhqlLWmQN0EE0scSgUtdRoKG5lHTFf86E7LP7XV+nYxCQ+lkTDvWwc78DexSd5caiKtnmLhR2ebzaTfGjEarrr7RcjIuT05kjTfiOzMPWvI+CGQ/hhWs8nXerTxqbExs9EuBQrAKQNlbxEOng36Vap9GAPXoGl5FtoDf7nPml9lgZ9UT/ZkA9YlYhPohemAWVq+SLpIDZXH+ad0T3TI82wix+u/XWcvffswgNhls6+uszv+fLJV0WQ+zgHqym5NKTaGsZBlKtBSJWzVRBL4H9+B++Q/dtvJowHxccSE4Kaaegv7ShN0gj7Pyfk8JglDQCtLsQL4dR6P2lhdxGysJWj/dUz/QQWxc/TyvObXQWN1JGBRj/TsQPADCkLveLzHtlJDaP+2HuSEdnmSYpzEqGlz5W8mEt+BBXHOtbW27I6hVj8LYlmJgKQzSRPn2VA9Lxgv5+dJ7crY9h922vPfPUmFdy0ew1hDuesn+jiurAfSgyluyb8pxq0rraso2uzPUb7nfSSPLKi0nuYh9ty3mul60socxqXUMoIYEQihU05QRmro3jC2YLUjAlv1KyNs2iq01GEUjea5Uj0ncfCAOSV9RvfSPRqcZ6C2d5S4ufvOc4pMHXHjnv84jETvYy3homUt6ToUsLgXSUg6bUe2tFpdK25wsNBlN3MnCkNYpJpIzqL+4MJbGm3iMshJAzUY5Wbm7rhFW65pma1gR86yxz2UJUqxVlFzm5k6qNCg3V812bwPLyaJgPlOFrXiYi8mUUsWGFZv8BWyydzIqQwPzKFyFyTiCz+yaE2zeb+JVexP7ia4vRS6UiJpmueMTTcZ5VLvleTA4fidu17iGpBcj7g1WBg4T3IBZXvC+8iA/afNFuFmLHzuKqu8eqJrKC9FV8buPMprAvKoZEoHfHyXdt5O3mrxpZhMxT6zIDDvKNd7qsp2U9FgI3PpyPrQ6ims3n86Q9UvkoP4XrWSHhoyhFLQHuoDMW38EGkF2MR1I1he598UvyVvk3A+pHzRQZTXdWRgbvzRGZuk/qi/U2vjFzNmiKgC2F3muO4fQ9T65UJeWM9U/LoNg8bzX2shFg1lbcIQuw4snIurtJpQIUdwNRyUHgQLDgk/ud8uq/Q8Y2S3LPXs9rycoq9xt+166KAt/dVhtvozY10x/LiI9VuFyyvFKtkZoiSvg5Q4KREB69lRkhNeub/PXv9KbBPxqKz6dIVNXoUFv56LwGBxoU3rt7IvPeLDDOuYnlFhYXcL3ZOeytpzX+u07s2+rfw/6sgqTVK6i2uUsosVVlhY6PRolZi3TQ93U32g3zraOyxxhAoB1ErD+cpIWVNGk8w3MrapV5AxezfJccsg+JWMDU3GGY+0VmmgPMNy+xcoGbTvlX4snK0YHXqtbtRkEIyVn7AasRJ1GyWnWT4C8BCLr55ZnhdZKxd9Nm1jZ9dYX2ulbXm6w1599KC17Scn/Azuw07CoNhbbRlVqMSbmcPAk7TZ15AQcg/jHXGSdR0ZY4RQN6QEIU4KG5KOMLjEjRtSAg0uTNYFpwkhIEai+jLqQsAOXDaEJVttpymzsOO1U2SwZe00hOIMPuaQBb2ilurWTZ5NmlNrM5bTugLSlmhQ6CoLrA7HIh8wSVyFaCaJsjMdMeI8EVklRWLF9lAVev0Tp2z/9m6bv4rsExabEZMQDhOjRNouPBG5dxI3D4MwkUr6uDwjjn1ofcG+/jcd9HFrt7v+cJQtv7ORonwiZ4Axi62sdG5zwASLxnct7VsVnkty4cDIQtmGpNOyuwCc7hGn6An5d0ds6/OdNpXspuvQhiZcwTJfC1EDCIg05tHUOcgKlHYGOGGr1TARMYAAoVXqfV4TmH/lnvWkjR8nhuAZQPuVo5ZubrcEsRy9qqRO6ZJ000gL5o0ju3Ss2YIhFObkwaEIp0CWE5Wu4zw/i1j7nHUVy1sB98yuF7C40aWilUr7TYsKuLmpszOHIHgmnayFipURFfAZq9yFyihTr1m5Fs4cytlzXzljO9fmbNg4CvDeMcTmXT/EiMl31yI3qwuuh4A494AAVah3gU0Wt5e+R/D+Yx0uxXvy4mpb/YXRkG3JjGsNsUZSskPdCtTRQXX1eLp4fJlIJFWc2N1lT/1NG7EMHnFfabvizmoyfavJmudeXODcpY8FVjyjWIqlVOg8EUHj7afQXL9N9fzH+RxCuoAyDzei6VPqnK+xYOvFM12ZrrHe/Uk7uoHeh5s7rJlGxacOUTi1V3LFQohFcszUgD6qjTZ1CVrqVKyf1QShQ9bSKv2i7F3c8qELWRAwEKTdWQdpO2Abnm6z00e4N6rjx/Vi8kAGJbIpeeO0427RvxDOl6rvsytW4cIn03fkUggB2conaWrfTPmQvcyJI7sorEBcWwUgq84idUNY/KYzj+cNo/1ZJYlFWBKJwQKpWZwgsVyhStcovkN01jVjvyh5XtxO7yxxEzmTHEEbFmIXj6uJ6sxOvO+wEGsmFq8QN03HAbqlvN7Js99h7YfogUxV+QK4lq7KWf1I4jJnD7MZS7FuzKXbzEisaQHuZw6nkgrSZ5wLHgVIslS1d+GtSybpY87sPW35hzZb34bDlp49wSpunmvxqibLEq+TgdipFtj5N8arTGvmm8ouFcAfPa+BsllRJHr+7FnLHjpmKdpbDfvdW9kXhUiLM8+87quwmX8Yk7wEWgc0Z7n7kgWWHOGqQ2U6vwAMHBvr92Fimr632bIP7rSoqcZqPn+tpeaOBC5FUnhusLaFxA2rKKtqzYm4aXpFmg8u0BxixH6hrCsihYxF8b/dh4sUNO63Pc9SX3Bbxk6i1OWDTtrQ0a2FkhKTZoxB4UzacMJyKih/I2XT04EZ4YU2dYfQuRJparRhKd8HOdxIP9CdxD+Nm9pvK39FRajBDVziunTNcClzzgih8WP+CQmIigl8bz9ANurDWKsfQ6nDInjV+4ba3OuGWP0QjQdhyuOSgGjJWyOcd1ioJ+I8G5fQh3d81yvUBSST/dTmMzbnljo8OxQZno8ipfmIIhsliKt0WKisZr14rhibQlvUxm79I2eIuSzYiKkkkP1SDbHnVVZHElSg+3CBTRmUKi8CSkA4kSpzQ5bDDsJG9jzbb2u/129n9hdsyccqMNjU2tCJDBqrv6M/PFPYHK3QmraWzWShEq+4a/8Ja6N4bwyeqUNID9bOcWDOjCuH2NQrqQc6m2eg8QSPGS0CuRaAjhdzTvLiWQ54hrJtkK5n2uzl7x+3w1j00okhyFQrv+Sq543OJSi8oBrMhVAD3stme6gRR2mojyRs9EIUEnhI+wGshrTu3EFi3tFdhCkQIxewjlZCTCtqIhuPMWbiPBJUFtYQx8o6HZ7ge/TvZgxSrlV/UL1S3VwZzDpuIAUXpUnExXLjS2DFDdf6Kh6nzMKzAiE1iEWsz1qP5ax1P3Fj+PTp7MLi0k65jpw1YB4eMZ4LHIv4YPN5WZkcQKn+i+a3SmroXGiBCkRFcxUBKqZh3BAImVRP7Oi2ztO9NnIq1fsxW1Y3YKZ2tlE94Bd4yHRotBgx4H58/ik9NAWyD7iEjhNdtoHuD/m+Hpu2egzFFeshZQgdEuO0a5E3ycGdAyDSpOQhUUq8LHjaAsAr5Ob7meE8yFq8cH3003/t6chaDvfbiKZqm7oYPWIUix2aVURPSLnFAlkciQsSAVJpEdcyBlDyMZUr60fvFzke9lceBuSuIGge9ty+brJHWyx5DO2bVjv9gGOQIXNrFHXcJjVacSxxSVVYRDT5uG5nQ+Y2XmhTBhuz3GnKWcbWtk8uibT1YfquG9NNixf6zo6mwCq1xJAkoxPZwb0DuKLecW0QY/qChmS8hmeSdvjlOjt5uBfTez+LVGwjp3DPWDR8MsX0HMUQaFIv+D6ThYmlh/xCm9aJ/dtwdW7B6tSbtoYJBJ2uJDqvRiqE4kMAE+TlyyLGBNV9i8lOVvFa9e3rae2w/S/i2qT4Yw2xR8OuCK1uWtpqcCtchIjc8FThTA4ckJ3pQbYf2Uw93IfWTbWQXLRJUGz4/D7cD2SUksmqRVdBsEX2Tae5dhSGXBu9Pah3dPxIaG0nAVrS5F3V/ExoQ8ZGNmF2LTKvRgFv43ttBOtWExiL5QbA5fTMLYBZ1j5c7gXIQvPmk9ayn2cBLVZZblQkYZ5S7wt1RZ1E1H4ugPgrESjUSlOJmR8gHTtLBS+REvPMz1cRdIs7b3ePHTvUhQuB4jY8l0msydUNMYWUQxs5YTjZrZANJdg4iwSykCmPuBX1niy1ouGaZU0dwO0dJW5vYiHXhQvNcRURKsUk6TmW0qYXN0ZV12WV7z7dRz/c2NoO0tUQLIxQrhIZLAAjEsh9qA0ZgyVBCiyW4DwkQRlo8o4GPL++iJoW2LO1Dono5vnlQ47rtzO3dp+mFRnB28MaLT11pEUTayjgSxcM5rrKUZx/E5aBIxAEkJj7KEJD5wusMYVWyMDTh+hpSS9icLD+uomaPrz44QCIY8vaBmnTXBVpU29heSP4jR05Pwsp4mIe8jk4n5Nng57W8YaTFAenaHBVpdVcO8m8kZAcsvVKDelRArG2ATxctw4jwsf3SNjxFfiPAiJ6oNZsSAfcQNIcW22/sscJ0dlDOAdWrc5+FDVi5lIiyKwPY6eMsLopZFxTy0wXIowRqbyYTeuFixNDacni8mo/4lkLSQ6ndwZkI7aRrFW0RuZnCleofKWhsJz4RFdMHVmoXVVeNR9pkVhsQykibvX4bq4iDY4uKtqoKShidLfw8GzIbamuAyF4qDJSJSy8wDj5OA9mtBzM2tHNWNSJnRw2I6YodmjVozgCD2aKa1BfabpHMzbdQ+QQsz5wTnUF6DrRaccwtCjpqBIL/3C+Wz+RuFU6WCT57sVsWgMV5+bc5CzmIVjYS0xs+94Mmbg1lu3tx53Yb+PmV1ptHdeb516DhcpET2IgCLAEFnAYtZ8o2qHDKPwt3G96lKaQZ5bnbujYrE2YVU82KN4TvDU5H6UiqiWxp770kMETtA4BRSirrI1dKTu2l4K+uzownugKCE/i2uV6VQJNgaSHJG7oBOuvzzosi1ue0kijmogFJgyodhzHISTKI1mhv5WYt11g4f5O66d2rBrNZyjHk67yMRzlbRixk9UqnM4zpzUvQXiTClm7zjoytqg8FWIcZIsbA9CE5UGSCZS1x/3teiPKfadARIGJyAtCMB7IUIu+qtej8Suo1KLjzEXNYppsAwwY5jmclhKREsziWAB84iI8LCVqpMsKyDFFAlhkWWgKSRYsaWFU0KZyLufhmGTFaVVyk0p3y7FuzfbzbPoYUsIyS9F+bhVEIejHwqGvKNqQNHKiyLkGzgOrdvFaEFO5LD0kL7O5EEXxAa64H8TNHVIIzufKqAlBZz89BFyDwMQslFgLrWMkY+VfyYtJGROArGbyaufhs9r5PJwxGoDOEXOdReQtl4O0MFU/dyRKgVu6Rsla43CqKJoTBNDV42EIlkH7oCyIeFqWuBKS5K0CzabCuW6Rm1YEoemFNh2b/WRJyQdqiM44u8cie95Pod5VMsNcDA7kGlCSzU3Brq4EBOeMQescRBRhW8aDZLSN59wMKgPBzLAqUFCxiCvA99GCZF1lpJEyZjmMAys09ovakqg/Xci2gMIAuS9UnQCMVKRDdXj0PHKvpJFBeFS4NKYQYkh9N/Wv9VmojIbL7rsZsopw2Wd5r0op6KUn4vxDQKlwQMU914IXcfyCj1x4rtP5Jo49hGtmoaprRRaIjZgHPe2uWTbEzVX7RingTY4D6SKLUKb6JHXeGCAvQFzPhRQEANbpisgtgFh5eZ5PuaJTIvs8R7pWLcBkaiWJqXAPAJYILYDuBACwCupGWLfleFAQRoy1F+MKZAu5MCdUlkbZzUaiQoDFGBjjuMhX7V50GMUtiZkxP2O9BzhaP/vLLScNjtMVsdq4jC5ko1YxTox65gZwe0eJG3dKd0tLv6450kRjrpaIG/OUODFH3JCl7ofK3ETEp0XCwRz1qFy8Es+ivAwEz4cFngnmtKxZUn3IoeO55fmk24A0dRUUVWcCVipkydMDZhS0vyxaWEAT3MAI65tzTYEtpeOw6HOsi3qGpSCzt9ztSojyiTsKIOjEcfD8cq+Fq1jwjFIz3PQS7uimCt+1JpwlbvI8yCKo7iAuu1rWXSmcDtN53MD+fqxOivlJ88yoADHAyDF4fnHXlSwTnIvxqIajFEeHhbp05pOHAiylR3MmRmlVQlkoT4meKzrKkGPD8sJVa41JYf3NDueNkjzcuOhJXcy3cWvkl6G0BB4B53MBv8+/MQA9/NxLlXApsLBrrQpycplhRU+DZVUKT2EfyDUnZmxSrjXXkaNGyHzJQjw1TytwlXs9wivuZwYcrTrGfYXUMYcMRSpQujiKcFHucmQoC5mTMe+edxNwiozl+H73KPCZRIoK4lR5XqRMp1h3FXfGCXmMiCdXW654BF4jPEMkOKnVpPVzv7N1XBPPYlU7ZJOajMhUcr3gpvmODFxdS2Sq7iXFgNh17l0qHEZsLGuHsm3rGBOSUPxewPMhfFRMmurBynPDjWedJNa2iFGAueRDYl3PXqxlEZnCABXPGUkVWjMpL5aAC3h5DC9aLygPE7EW6fGE7jG3eN40f0RUFYsOz9BnRranno0csdhprJuk17t7J84S010C/YPduGY9T/JYaO3j8MZabgHzVhYmrcnCV1kWyYyl4h24yfMsNzHEkIvhOVAMH6EtGg9cSO8NLnFjzOVtoCSgB0hPz/9um65b2/8O165rPHe97qL/Hf64fJ/Td5a4/Tu8leUhXyIJ/CJz5Bf57kBczmBh1GCdZyBkcumPUSZul17G5TOUJVCWwGUogTJxuwxvSnlIZQmUJXBBCZSJ2wVFVN6hLIGyBN6NEigTt3fjXS1fU1kC734JlInbu/8el6+wLIGyBH6OBMrE7ecIpfxWWQJlCVz2EigTt8v+FpUHWJZAWQKXQgJl4nYppFo+ZlkCZQlcagmUidullnD5+GUJlCVwWUqgTNwuy9tSHlRZAmUJXEACZeJ2AQGVPy5LoCyBd6cEysTt3Xlfy1dVlsC7XQJl4vZuv8Pl6ytLoCyBnyuBMnH7uWIpv1mWQFkCl7kEysTtMr9B5eGVJVCWwKWRQJm4XRq5lo9alkBZApdWAmXidmnl+wsdvVRasVRoVr+rFitNEEq/uA/PX5RQ9ZW1UcfZ/TuQP84d+9wxf2KUpZqx6txw9kNXeV3VrHlHhaJd8Vz+dJWo9Z4bp/Y6942zX/x39c+50et63BWelf5PXERJSG/W1D2330/sUf51ECVQJm6DKOx/86nOTRod4KdnzDnkKM22c5/p35/efvqdUh8I9133wblPOY9Opde5t376MAP2V2ncZ6+rBIhncbF0YtdrVFX6L8FWwtqz59Hxz52mtLDwN2+cHdq5j3/iz9KI9J1zcvqZD0u7lH9eWgmUidulle+/6eiay5oPpWbQtL9QixratKiHX1KfufYq+oVWGWolo56s+oLaoqhFjGujQ6Nc2t6otVZAKxC1vBmoTZNfrWIcCKi3JmNIuabzOj8vJn9Mbw91NlK7KF8tPdQRJqC3phol0wZL4BSoF6Xeo62LGqwnaVN2jv4M1FgH+jhqjh0jb199H3WpEivX6tNeR42OQ/rJuX6b3JuEbqSA8CzQvdl6h3uiN/W3rx4o2se9N9CjLR/vfBIoE7fzSecy+EzzRy3bhArCFE0b2gn5ainkWmNp8qn9FXPIzaMS9riRa1/mmJuC+pf/tHk07HZzlnmqtnE/xpuzeCoc0+b6FZW+U3pjIH5q3LRIpH2Tz3X59Es1+qZqFBHt3EJ60wa06krwX6knsq5voDYtEGAyl1ekHZR4Ic2ewGbeVrs15KcuYSGf8VtJxuwkuasrmcMniYO2gvTR4hfdG734tbwNugTKxG3QRX6hEzI7NFH4EUKKfBrQemeJW1Qs0vaUD7XIg0il3bQ/L5E3ECl2RIrP6MMX03w90jEccePzAdpE2CIRN2lpHF9kLXG2J6gAVX3gBAQhnwe8PDWyLLIv/SdDmgFG9Pz06C/n00vPS9DTjb536icbqKkyMHY5b66XKnJ2Pehcf0YhF9eo2+J6eAJ23B8fOfjqAarVRi/JQeDI3iGfCRD1HR+5qXm22+dyvvB34djKxO3yvqnqHQ1TKM0bzSFhC1NK/Z2FM+6luQg+lnpbloiYvuU2MTT2jURA3MzTnCsRN88RN81GXjq2NpE2H1zTW8JNNzFLHw3IT42TgxeFcxAgNY8XNkYAQQxxi9TLGoVQjcdLxO3suAbi5ByKK1LbTNcaU+irVt5+ETkWwGtwKKJftzpmqyWw2kHrh5RQyVyELmTsHn1hPfAtoTE6mYrElbfBlkCZuA22xM97PocY4gFMFiw4NIXWYi8y44VYcnh5NM6N0ZVKWCOg4gUI6TuOUAnsAAIRAjex1HwcwHCv85777X1YOj9n1MTWBHbnoLmwzgpxK41J7wMMjBdU4DMAC23TsLC5JuM0VLdYDYv5TA2paVDtjsXPy3ZDvlpQIoGwmBfX6wvkIdUCOFkadQtkIU2oObVkI8Bz8tH+sjhC/5Abn7CuiAJyny/bC373DqxM3C7ve1sibuCYmzaaR2CNXvq7NJXcBYiQFGkuzszTFHSGILdfCL6I5DnyBvnguwnNVe2FJ8BZ83TwiKblwlaIW4wlLHJzXP3DhW0DuYkIae5zTJqKa9b7aoburqlERJ1C6Kx+2mngNq0NJbwSFkl8/BCIM5iYMcAXkQfkjQ9jrTu8+NONTT3cC+wripZk/fFCD2+C7Jy6HzSVd0jGP+Vt0CRQJm6DJuqLOBGTQ6RHJChOpLFYST3CdB0X0I4AF8iBl8owyTJu8Y/jIkZ1Jh+amrPKAV6h3oG0BVjggqifGQcxwvoG42MAAwQGHMZpYiJobry8IQtcwNh0Hr1X7GfcWNfQWmNIqGcQM1wBsrKVSJrIG0MKczoYoIFVjsu97LdYro0E7o6IF9evv7hHCcc5uX9aB7C0hYBvSu4Wh9JclcDSIaa+IfB2QnQfiLwJI8vb4EqgTNwGV95v+2yaTJozbtN8gSjI0sbfHhgXCyeZWHpFwhg+kCKpueSJEIUiFSIlzEcIWYHvJgt5Zi8ELUl4BhjrsDbE8l/sg8fxPscM9TnnTep8A7kJFyGOoWVghRAgFFUPjPaEgVLsGLmIo8brwaTOXflADEHXo3UBF4z5BclRwuLI8uDwkiKptUYiL2osrD2B5Kv9GJMcJpJzEpwOxIcLvOFxPQn+cHdkIEZZPsbFSqBM3C5WUoOwnwBJUBExaULIluxpHqQswVQXJcOW7khYaCnM7UwyXilZ1kToZKHDNVrEFi6tKYBUJKJe5lbWfTagxI1xaRI7INXklWaKhlYkfkSkRuAZAEbCCRwAbsy+LxM7BDPsZX9IngfJk92ea3LvC7ecpslxL+ct4r4AqhHXHflYQRNIghVDVjeBsmL3PLlbuHi5IZyMdD1nFyDn1jl7idA8d6Vuwbmcr/ldOrYycbvMb2xpejB3mEaaP3rJQuQUPeGcs/m4vxOCEmJpXZgCX8AByRsQN5Rb4UqIa7LA8ZLEZ6HWQuRQjMFMYaUPcQtiXsxZZxETvnHs5LnzD5CY3HwHO+IQpdWRRI2vBwUXjAa7hdFFcFAhZ0n2EyQO1Ca6WwBoEsjOdxY1TiIcklcA4bnwDayODAgMk6hZV5CPrG8ibhjZWHP4DPKb1vf1BrjvJZBzeRt0CZSJ26CL/K1PKDJUdNoN2qO0Lu2KxUzWs4Ri2OSOE6nDTA1t4z80SLEjEQYmvotpgzhEuAZ4k//7mIRY5QCngbTpyCEhcukAFGrmYX2ShujeE9wIHNDeNLS8Il65JoV7+XKN4r7Q9+XaEMnzIXkJaZ0aL0BRQhNd+OW5ycYJdgFcpYQPT3EhDLsgbfos4CYAtVKMTMmEyNtspZ+6vpLljbfcDeaHFiK9ytugSqBM3AZV3G//ZLICaWqAX86FJ8xh0siVec56LRSU1T9JolOENbyoRCiImVNoRdxkdZOrFBefEqoUjC+sklUtAmP1fR93H/Y4wRTkTwoxx+RcLs7r7Y/6535Ds1sUpwgepkIsbhoTiVkxhDHi/EkSFbwgbTmsX1LKKyCogvyB2rReEKXGdaLUQ8o0GLeCaK1wJJIzCdc4p9YMRsfnYB0s0imislryXgF5phCUU93ZtxzmMVB36O0dp0zc3p68LuneAigRN/0rahbIkpXHjK5MHqw4UV4akRiQXkw4/tF6H+XRIgU0eo/pRqYAYIArT9k/TMoEv/sDSAxEvGQDLAIukYJ8Ayx/EBi96wbk/mHMssIFyhjFahh287lmekVJ+xUYA6Byokrb9XAHY4hn/LqGy3fLImN5CZIAWorr8wFBKZ853StkrSsIFI+ISyaQK+bN6wEm3T1ABnpX4Mn39Jc3gPfGHbz846IkUCZuFyWmd24nR9wcNUM91DwTDsKumDcia8IbvZQ1b7kus1QNpCfjCFyCGDKnKOb7GD84hQejiGIonFS8sBRFX25C9yk/wFhhZkRMsOx4gWNx7uMB+aF5riMXIZ0VzkPCdXE5DjtIDkhBOBOptOVT4CrjrSjkBhSzJQMp+krsUICHCLBwPAaDPeSqhAhZIiXbyBehRMGWno3XIMBb4iNPZdSHuJTjDJIlVhnYtwxpqiJ75W1wJVAmboMr7/OfzQFHP/Ge3RbnzjCHNHOYYtXDeI2EKOGmw9xDhJWzZikeQkCgcI6EXKLZdmL9zzD50K+YiHGi3oLa4Y4klJIIzn/6i/5Umi8WvgJRq3nG7BHgVekx7t7TFvV3M/Mhi1Uj0XLrGAPkpfekWfchp0F6jVOsUFHrwMlDu01yLL4AaBZc+YwSlF70SAZ9x6zuEXLP4K72+tFKu5B7r1weyAQVOU4BiNUAYT1aNdqps3SeI9TcOy0Osn9yUxxIOu1e71zuFz7okr70JywTt0sv41/sDCVGoKi1koWMeYUZP6BsUNzXAdaAdfIqGPMvT0ztkCaz9FDIUDWIkpBqaV6O0AwsSCGKbxFMTCi0obfNfVfKonQmv2qoeTUjsZqLSUERhUVSxNh/4DYIE+RQCRJB+z7CW4j1zdRYWDXM8kGVC6uQlbAIQRKxyoDn8kYM2KYEBF4RZDUvUioSS0ar18v7XSiZIckGEDTZ5TwPeSK7SC5Rgtt8xUiL1EFqw3yXecOT1l8DYUsmrJI1oAxdA3aXLvpAZeJ20aK6xDuycseAT/7EdssdesPC04cJAiULs2qIpSYv4rXMCpWj3eRLFLsBLyYck7xArEaQANC6j1uB7+UObLS4u9WyJAPEI+Za/YwrLdkwmkkGgRooyw5gp4wvxYgUZA1koqd7j1n//nXWfxyCBhDVT11i3og5Vsz1WPYI13Nsg1UATOkZ77H8sPF8F3LHNSSIdSsQqIt9EAuWdNLLW32LpHmCudGBMxauO2zR8/st8dppgA95jExadsFQsxUTrXLJRLMhaPUpNFkscc5Cqvgc52flGn+CqTm3zyV+vMqH/1kJlInbz8rksnpHxAXLtEIwZHHjD+gYpKKnBUwBJ4/usrjzuCNZ3tAmq5y2yIKhU62YhAyBfxkUWB8LkZKlVC5ENMjvPWL9Bzbw3Z0oul0Ow9KTVljlVPA1g4Isu1OR8BRluwszB3ALwcx8L4Rzx4Nmna0WNI43v2mp2YgZwAPKOOMtCkcgUamBLuGELEMIaZG1QhgWFJKWOAYBXnfEcj/abrauFbIIlouz4U+OCfALkwpngbKpICdWwsjPW99Is9q75pqtnmbeRAwDP+lUGEBZlQ91fgmUidv55TN4nwJQMUBSPPCyFXc+bdHJo2TugDk1DZacudy82TdYvmE64yE4tNjliFtEnFieMhoJ3JRB+14LdzxrhV2vAgqneZ89AaSahddZYtgUQEi10s6nwYkwXYzupAMzsXGRRpDGYhLXhJezdHezFbY+bf2HdkMo66xu/rXmj12GhtZu/c0vWmHfq1bJxE8t/qyFY2awD2SzIKJWYblEFVpyhBULLdNBxdsVu8b9Y8J37re3upqfvtKf/u4Fz5xj6djTYb1rdlr47H5Lb+qyTA43Mf6CkEDd4vAK8yY1WmLxCCv+0mRLNlYBbljnFD2tMULcwG9E/ePR/fi3C569vMMASqBM3AZQmJfkUMwXrF5KQlCej+xuCbSmuPOwFfa+ZoVmlNS2E47Y9aGcNlx5raXHLbRixVjLhilLE6SWkEVO1jMURVmcvBMbrG/HMyi5u6kHTnwZXCU5/05Lz70BT0ATu0FosIYp2zOmqLYcihfefhpDzn3jx/O6dBRZ18OuFgtf+zuztnYLhkPYpl9v1rSE68RiSLmkGNIW4VlRclmps8yFzn7uLOfO+vP3VxWACAKbTxHNh8KdyuMzOIgG+lyz9X5/ncVPHbfKRrDLgRNOVcJximC0gnNSOQhwH4XSqT/XN8a32o8vs8R755s3pR4LZymh4eeftfzupZJAmbhdKsm+3eOeJW7RgRfNdj4JwJxES0SdwWLjTZxtxZnXW++YFVaB2T/psqA0uZTiDgFSFCuAFO18wuzgLrRKtExlb067wYJlN1vcOAmykHEZQT+2aAEmzuUpHRNgE1C5RAJIhiMVaJxyHcjlyn+hrGFMeA+yGMpkjvXIlRlBg/MA01TfQYu3PG6Fg9vQ1OosPf9G80dfycRnwp/aY/GJfQTgcqRJV5k/dCzHwsSuLCaCcgsCZ0aR4l9P2ZqKWeGcivQT5kpjdoEUcjnKtarvQZQUCxir+jjatKcMWoBdmnWRIGUdR9elAFtdHtF2vMe4sfrFxMEklM3KHjiZOR7ykuXwvJvOzetAzrKPN1vPg69bdLrbKiePssoJYyxOcyzi2rwzxIAcOG3Fbixyv77cksumWmJ0jXkZ5MV9UsyIzqvrJ7zEyVYxbufg97xDKH84oBIoE7cBFeclOZhLuJLVTclAWIwCtNm4+xgY+YzFezda1NVtBUokdePWq1mwwtLTVltcP93yWRAlk6H8RxdKFZii8krKdN+9xgo7H7MQ4pTMgjMUBPcWf8A88CpKjnEZl+RfMjeZk5AYKWTCFc1UN//5q2Q0533wQP853OQcCurX3tjOHDYl+K7wFucoRwDvwLFE1xELX/7P4AT4PHyOedNvMBuzlM8ZpwqSy1MSQ6BQYj3G4OpFCgcVi8YolDTg8ND9JWUQEOEDhZo4DFH8s95zmMc7+pNxOWWb8RZwlRaQZyKiU00b17XzpGU37DPvZJelz8bkhsJWwliUdRWqMPredvObwbTeHusfn7Kaz602W9mERwVvD1frZMPP8jZ4EigTt8GT9fnPJBKCW7FwEO1n11OWbDloUf0Q8/ogJA0NVpixwvpmf8RqKQ8SZAUizEz1v2LqKPYg17zG8s3fN687a8k+AQQWuxkfsHjleyzCJK9UeQ/S4IzfcpkCBDKZh3Kz4ur0ch1MUo4V1J4Nqm9zE9cjXkTZSPmwh/gQPvMrLVvoI9A3DaihuTHJUyI+/Sct2vagRYfQggkS9ua/x4KRc60/VQ/X8i2DBqkx5Jjngcin0rt4X6jjF4lVKUJSfQhQgrN5XQCRsmEBMGIsXJ0jAbaSLgCXoB+CRkaW4jXCqBbuVUs5oROMp4frqbZ+rwaQ7+da0WABHgFroDH63ZbPAIw2zNLEAiYgeAS3QLhaIMh630GfA2R3s5yczt42kTZAMXqhxeIvbYKk7rfCNdyfu+dbavVUixsYF/Ei1txuhSe3WP5rr1oqM9ISf/Ae81aPMqvX+KGxJJgksAb4EEWVEgkB/IDzDGQG29kRl/+5gATKxO0CAnqnP5Z1Gju8QkI8lczA4iNLfdzXbrb1QQv3vO4scQY+plqOWX7cNAvm3mGpkVea9fVYrm64JXItICTzLF1j/YVuS73ykMWHfwjW4S7sBhPACG/Zx81fgKIZgyVZwlU4Rz5TS+kQoIWiZVJMAUM3/5W9L3emugdo3io5KYIEOaLFGBWLl6POpuKPyRFFWcU9yd9ZrsNH4azs2GPh+v9i1gVJGzbPvMk3WTxsAaUteyBq/SidGa4Jwoki6qsNFmEWssD5Gq/wCZdqhBLNJTEuKdlKGoDgRVyLiCJ4ruLmEUkDgaxnwGqsz5R0gVJbIp9nb6zgzuGa+8X9HrGuFJSckMtbppfryNda4f6tFj+0w5HknpWjrfEL11o4mt0huAnimfXt8ja4EigTt8GV91uf7SeJ226IW8dxYqRGW+EMCQeYt72JC8wW30sqdhUhZdKoRNx4aTJ2nbC+nU9Z2PKqpQGWAKuPndpl3qwPml11q0W145jcmuSyjqGJok2ps0GE66CIFUvACHtzBXvRxQCdeszkcjOovhGxEYwtD+kKAKAkblEC8ErnVzcECJxHLESc67T8xu9bYf8GxlVnFYtug7jNtnzVKPPQehN9JCiwn1c5lulO9hQkEiUZNy8Ah+vXJzMWdgMaMPb4jKCW41YzLhE64RRjBSh7IW1VmSaAqJW6w6e4rmo0xckW4JLFR4ysCLANIGOArpc9hVWSllqVDQ5gixDOPshgJg1x692Dq6QX8jTMBQj7EUkVioXhHCU8A5wBZb6ok/NiEaFwZf7hnRbf+7IllkFOP7HQCjdOtHgk1yDLo2TcBUHdhjvk4a2We3yXZT6z0hI3TbJ4AiBYwVVwywKIWynFHhkwUAUhy2ha3gZXAmXiNrjyfttnA+MitahSIL0jbnlHiCKIm7ftYbN961HwgKKGYWbHD1qhcYQlZ99sqQlY3YQxFZUQtzbgA3LFXA67D1rw8iPgwp6Sona63cJ+jrXsl81feAM4Vw8RwSLu9Eks+X0ost5p5rWwReeGtHkNlk/WSodjTOCjMLLI3AYbQCyOW4EjgvktstR/CqzGspYgsz5dx8TnmF2nrPDaP1mh9YQlhk+z1IxriXFbjEIKxqvtFVhbgKjFWLvSWAj9Yifn5ljgs47TD7b1U+hcTkyRuzQlT1x5D5YB6webVQgO5dpQYGV1y1EgN0QZFnlNydovoqYXOPfm5n4t/e2IW8C1knSQOUMIy6bT1vtfn7f4IDFwSyZZ8vPXoV9ztAb2Z/3xFP9W3gZdAmXiNugif4sTMpnetLjtftpSZ7DsNE0nyx2XW28nGVNjLL3sgxbUTGJCVkG6IBLkYyu92z+y0Xq2oUVGHVZRO9T8U5C9g2ssMfvjFi+/1cL68ewHocPdYMRYWNshs45jZBO1EleHa0+WJF7+sCEWDJts1jCL2LopnAPQCWXCl3sR0kXKvdcJ6J3abvEpkiFk+aqoIYZulAUNjRaRhBAda8bl0Gj+FbdZYuR8gAit8ehWXpvRIAkuJjmhMHQ6sXEVAB9lQrD0FdqPENO32zIdhyFwPa5DhHAlqqiyojJqG8dYgoyxRF0TmnIDoBJgXXzC4mMvWhpXcmLcjZDDHova9lkkuVFp00PjDeprLUYLL46aThUS5AKQFQGaoI9fmtHYT+3lHGMtNW2leUOIuiWmRYDmynbwr2sA72JjAGU01jxxHtlHdlr02dctc+tIS39+uRVXjUGb77VK6kTJRVJAZLYPmT2528K/f9miu+dZ+n2zLTV/OLftLCmEuCkNX7IRIWV5QMLlbbAlUCZugy3xt3m+s8QtQjkVVugli1tE9rq34xHm2RuQECxSw8i4P3WSOYWnYfJVlpx2M/g1nkB8XKtFhVBIsewiXGOd2drH8WAQ71vBHDx8GDw8Yrbs1yxecAMWfIgbnMYvdjhlODqBFa/zgEXdWO0K/VjfwIcK8GfYdPOGTjCrGwYhq0S5hRS6sBKwWDUplUVPeEh4Agw4cwZixfsV1WRjNqGbDrdw25OWbT2JYjvZMrNW43JcTIkNlFawMM6Smd+D0t5ywLwOvB5nuiGBHLMG0jd0pIXDwdShMxlHLefEGogHJqXM2bZtlt37hhWwlCWHT7SKKcu4zsmWV/gGLlgfS5qUcuGi2xx54zeHd+ChAFfEU9Y7CourLaF/gqoBf/QjK67dazapzoK75lvmQxgQUqwjRUgi+6r0lL5W3gZXAmXiNrjyfuuzOeLWa8VDuEqJcUu0d5g3YwFmcyIuTkG0sMpkFlxPwP8KtDNIgMzgxGx5uAD9bc9Y/55HLBoy1tLDxpodZeLv+A7E7dOOuMX149gPyw6AEh3cavnjey3owLXYS8mRPLFssAZZv6K6RrS/JmLTZkOGbiZYtwqLVq4UD6YyH62QlsOvWnzyEJalNsgMVrBkJTElIwi0HWXJ7qMQu1aLMgTmz73N0mMWo6ietOLuFy3auw6MBfyu/k0Lxy0CHEg/BzS9lp2WPbbHopaDVtGjhIwslwqJBQ1USiSXQVMFsJJjp1mGwGOrmgFBzVtuw3ct3vEjMscA9NFXQJryWCdPUHakjfESUYJ84sp6K4ybYUWslemRsyxdMUzMzWJp2hu/YoVjWxzAVyyE+I0FkNJoqWznGlg74ob6rb+L+bz1EztYfHiXJT6/2ZIfGGep31hh8QrANG6zFOcrYJUM81ggjzCmJyGwX1pjfTc2WfqeBVaxEnc1xE2WNaXhR9xXp6PDJhW9Usa+t54al+qTMnG7VJIdoOMyj53FzblKRdwK/A1Rg7j5Im4HIW5Yn7zRkLQsZONEs/kjphEicgtxY0vATrLvnR0McnHmsMV7njLb8ywkZBnkg/eat6PA7jZb8ltm868Hb/BmYEGLSfSKjr1h3tF9lu3F2gb2JSAqSbDAg9BY/ShwcqrZuLlY26fjmcTCxUsEyz+z3+Kjmyw8vA0yiXJMAoTqaCakFKJ829BRFrfutVxPnwVjZ1hq5jVk/y+iOgdJXidxR57cZnZ6r3mth3E+EPrRR2FhlEYvg6u0Ds/BGadyVAAAQABJREFU0Mlc2wKLRs2ysHo4+ExyWk+beceetuymxyn7CV43zbaqBbdCFBcjF6x2hLn40loVM60YYZkUzwGODAC83MYaJEOAuk/k2wjreO2UpX/raYwGfH7TVPPumYMrugGjHlF7KL/CLReuc+5YA3Tby4e5sATKxO3CMhqcPc4St/DwOlxtELdWtK/5y81HQ8uT+h61HrTMZIJZ59xlYWYimqfM8UzqPgjYuketeBxQmnwt6fC4RQ80W7z5f0DcPmUeFjejRpEBdnaCxIHd66wX96tAKEUZDsVExLQ1KFIvLsqiuZH5GQwZasnJd5L9eYVZJW4B6sN5AhUyXiPKesTEowVVaK24BIqQrBxm9ZAA4TQlSVJZNMRa3KEibuOWAlxHiNl7HsBE201gObz2DwFaAC+LCwBwjA+QHXYcsEMbTFY3gCuK0YC2ASZhro/0+U4rUvDRHzXepez7I64GdHIQt0cs3PKcpXF/Wk09BA8yRPp+wDgcwHZ2WaGrHVdttcXj51lm6mpiX2YD47h80WTD3RBdLG6qkZeYsdDiIXPpA4tWzH3Q+VVB3QUfY4kUkMnilu0FmB/aZanPbTH7IIHMn1tq/tWjIWCdfJ6HjGHVLKKBk8AQyzL3j69a95JGS9672CpuoUxBhRJLEDExd+pVKkepD5Mru0kHZ4r9r2cpE7f/VSKX09/MQxQ0ETcVzxVpU0HdSIlMPSJuuEop62EJiNtEPASVkJgtzxArVmvetGvNZtwKNmH5Bt9cb84TO/j8UUqJ7LZo9l0ocMzvna+Y1w5Bu/L3zbviWqcshp1Y2Q6v59ivgGdk5xPr5uHmTBDm4ctjgQUtwornwi9GQ2SwbBWHT8ei1mABiqcdfNXCfWutSLZrCJkLMlUlbqNgf0eSIGGKJ1bYShOxbTOux4I2F0sfx9z1DN99DeuZ4nVJCqjBVQmmuZg6FNoE3gifUiVx4wQSz64C11CMKwhFQQH32znn3hdRMMnMHzkVL8IKcHEmjWoYs+LlHNZgtXOkDdme28A213dapE3YJw8DxrS+zaes97+9Zg1rsAwuo5zUB2aZd+cE5Jy1nIio1gCsjJ6q8Ja3QZdAmbgNusjf4oRMGrlKI4hbvO0p81varXjF1ZaYMAftbbOFzQS7YxHzl3/CCvWz0HRIFCA2LDq11UxxG0U0NMiS1YyAlGBJ2viPFsz6lAVXoX0S4xW34EakLEfx8C7L1xI0j7aYGjPT/Dr2hzR15SNLHXzN0ljU/OwJXIfTzJv3CbTESWilhyze/SPG8BQkBuIzcTHguMg8LG2GhpdvOWodJw9Y4tAGq+w7Y5mh480W3Q6ALLBCAaADUPy9HJeEgmD171hMzaX4DNY2QC7W9XatNW/y58xm4eKoHlGyDkLsopZtpP1TYqTzhMUUEq6i1lJyIsH+cZf1bCYzbMeLVgWgFfQdtO5gLADYiEZKYG7+0BY33qDvOGR2ovkz77DilKsgeDVWJdDuw2XMd102aSXWukINMXwQL9VcY/tJ4gbaOXALc4DgQ7st/gQu4ZvZ/6Ocb/VEKzZ61otbxvwaS3d5ltpw3OJvbDR7+rB1z6mx5CcWWebOWZZPU10Kw4Cqt6Pn8p+IG0fHCieyWN4GVwJl4ja48n7bZ4MoqTWelNRSJTcscLhNIyxM/taHIFcQLOK+vOkQGJTB4qvfgMRAUiYsIVTjgy62y8OV6fXiJm1m382PkxBQY/nZt+P+7LLkph+a37bGvCV/RjLVNRYR59APhoXNL1mCGOFMNe7L8cvBlitxi44h7uwMsXQvWJYErFwbtRuJwa1smmXRwk9CsrCGHSazH6U7PLbdwjqscpCnBBa5QGVFSHqIjzebEb8c95GhSeyuN/5K83HrhkNmkOG62/JbGd+hTZBUkiMmofhOnuHCRJRSZmdOcnxwcs9zWNFQ6jl2QImoYOg0wArsIN6uiJILmDsFNIBwuiLpvKG+yurCkyRMxJGzczcCzCnBDu8LiBTPi6TjdhIUnt5r+Xt/gJenyfw75prdNRmZYlmEDBcoD6IYuoB7o4QLTn7uiOV/B0kCZeI2SIK+4GnQhOJcN1mZaFy4AK2V2LZZBLbPuMpCWbtIf3eN26/+CBoexKkC92Rvi0X7nrXwjUchSUyw2TcyWSss3P4qIAVxm4HFbcXtELchFh/BSrQNsOskbmLSHPOnAkij5kAAG5j3OBoV+9VCwP7+l82OrCV1/pAFS77EcQGm1n1W2PKgFY9925JTfhWQu9WyFNH1MO9XUODS7z4JecO9sPUxC04dsYRcs0vvxFSPSR9ymcfiVtz5At6JXkte87sWjZgCaQJgSVjwcCXEVDuPqiCQ6SoCfwEHwDlV7LEUpDTc/iiuXc6fRqOddLUFU+/C0NePxe17WNyepKcfLtzpnGvKYvOHQyQJDkY5x9pG4kHzaxbs+HvcEBMgte+37MxVls1UW62UX3RQV24FLd7ye3mD+BbAVNmezo2Adqw4wlKz5bOuBWmnTx6ywm+8iou4xRJY0RJ3smgsmwSZBsS62P9VXKQPQ+ye2ElCRpXlZjdY4lOLLHHXTGooUe+O0wkgRdw0CsUco+uWse+CE2TgdygTt4GX6YAekc4j2KidxS0gHlRuT1nfIsIhvC1g2f4ScfOpc2mTVlh23dcpo7TfEg2TLFh0t9kwusZgRY8Jw4h3vGTFPc9YAuwKZ11PfOsxPBXfYv8nzb/qLyxYsMqKxP/2bv2hBWT2p8GJaPpCS4260rw6ColnhlNGI48pCit9y+uW27WWkJR9VlWJFeuOv6X7AuRs53NY9R6DmIFrkMMiiRKF2omluDmFqhBGYgfWWmHb/8QSlkJ5XkJywi0E+k8G49dYFlIW9Jy0DO5em/1h3KIkiWFxi60SZRpL2qkdjvgVDoOnQxdacuaNlhyz0KJULfmruDdR/pXpH4AnCTwoCZEqEggKAKLcoVBFIc2bZK10r2Rp4zdnbeMXdNloT69FP9hp9v88bXbbdGJ6rzb/2rGWqCS7tp/KB1xzSEarT2xfEuubvl7eBlcCZeI2uPJ+67PJhO2IG8RpJ8StnckDuQpmXQtQHWcyoRm27Ldg/nUWTrgOFx/kiLgNI7sqOvgccR2Ql6krcXeSRbSFCbftnyFunzRb/l6LIG6F5nVmr3/dKgiwj0aNtvyQCVbEvaBuoUlKVChmtUAcR9Rx1IJWYs6iTZa66m8sMWom9coOWn7HYxa1P8L5/9T8OTc6koVdHpM5JnxM8XE/JHLTw1jQqGYu8/2SOyB9EMwibkkKA4cAZ5DstMS1f2B5uSyxbiUUbExqeygXJUkSQSsuXrkcQQKfZIOk4lIOogFDNuPaIRA0ujHMuovSH7H1bXyQYsNPWZqs0fSiX0bLRuOurXZNmgmNgfihZVIuIHrlL7GkQWoXvN+iOautmMJ1QU2SkKxaEUT1WfVCApttKNYvwFcWN6mh0kYBO20O7gRsQqg9pPw/sIsUecgtLCxAI01Oob1XFckQlAMJm08R00c2KzE36RbI4TyOi8XNu3Oq5dL0s3ClXKj1RJyIC6bmzK5/ou5/eRtUCZSJ26CK++2fDGygeI7rbqAsSlmNZH2LejpQTB+EuL0OMYHUzLzawsnXgHHPYNlfCx4RWgFG2TSUKmV07qd8z47nSVyCjCxF8Zy4iMQmLOevfY0kgB9ZYvlfYk1aSbL8Ietb/x2C8rdaZuxiyy+93dJ4MHwKisdeJdY/ACCWonoAPHyJmLn1ZH7i9rwF4sf891BObRfYmwJTFn/UiiiaBQNv1L4KgHVJEh0nLXzhP+JlQFEetxh8v4mYuSbLbf2O5fa9jisU5bYRj4gSELCCAXUQMqyKIHU6107Zk93EPPNqmEJ83HWWhLDGtEMMY1ytlEyS5czDou+TXeojBzyyrn4dLgSuA3zjLrjkK90NruecBU7vKWw6boMCrjlu4f/cZtHmg5b86ALLfxwcJ7YtTW1Qn7Wiu5I0B5LVksT0cnfe/n0tf+MXlkCZuP3CIhygAzjihkn/IIAAIYk7iaeauMRMAEQqfNz8goU7IXVNuDCJ0YiZuF7rfvPf+D5a4Hayoj5lHhpc3EVM2MZHzdv1ZQumf8qipe8BSKqtsJv4tLX3WVUON11tYD1MbpXXSOOOSJPKHlATLp9ocAkHQT+ZnsFBS1/9RUuOJrj/NG1R0FaD/t2WnPtZXBOrAEQsY3I5ChCUhUQ5jiJacEjyg8sqXXQH372C/AkyXHcCmttfgicR44bFLYeWqHprCcqEGC7TEA1a2miCoN0ISxspDxA4ivr2k8XaTl9BtEcF9fozARC0TC+fIBD3MYjbGurBkRK/6g8sJtC3QIZpUcUmiSFLA1L+3vVWfP6PAfcxEKz3ocWupi5SnQO1MOqBMKm2EZlT3MK0zP7AGk4DR9BUp4kDuf/dHXbEjc/7cN1s6bDio1ut71mSPDaeoV+fJ9sZySEZswnIhVYwcR11m55ohugSX/jxKyx6zyRIIxa3Po5Jp4tiACkkCw7HBAuS3LOC1PI2mBIoE7fBlPa/4VwibjAP9RlVweyAmAIlLIUkDPjnLG6y0M9caYUpN5CFudv8zU9gmTrmLPDx4jtxrSZRYsEeEqRiYkwLSz5nieGTzaM1YLQO4ta+xoKlf2H+3BUWtqKgrvumead2WnIqMb4rP0UFI6x8xNopRESZ+XJjevnTlt2Fy3Lvy5QUwoW5/Av0ZiZLtRlFkZhdv67W7MpPWmHsQqCbOR+DNdi7hHmqQec/B1619Vk8Zh5YjruzYazlX/26hYR3xPk+8Jp4X7DBI0MUFRMsJs6PWL4MGJSirmdIj9Zo2ARcpavJol1JD6oJkC7inZGXi8uFTnlgIIF0JE4QkAEmqtabcMaFZbhbIZw7+wKDVHCXYiQQ2h7zvrnbiv9pixVvSlvlxyHE1zThPQEfsYAW+Iq63KTp8JCE6XlKeihvgy6BMnEbdJG/xQnPETclAKC1xVTW9idL00EjqyTj6BDFJtc/IU5iiSUfN2ucSLr5HvMhaUEdWY9XfNRV4g4UFPvGQ5C/f3ExbvGVN6FpZSB9uArWf8MqPLRHTPB90lyp61MhQBRJwdIEVMh7BxnDYp4gU/KKT6P9jUHDO2C5vS8QHNti6TnvBxRxTaRxv9JonZnLBUF3+k/T8uoHViTTKxYpI6spMRYLmWLVdgFyaKOBd9oS1/yRhU2Y9zGxB224HQ5wXUd2YIInwxWDfxGtsQC6qOZcJRfr9eTRGNHqGrEOTsNtMZ04OIYZbyA4mRZbqvkW3PYly4+ahusT2WA19FUUEleH7dsAcfsClrHxFlzxPkc4C9Rh8tCePYrxBtRHiti3m7p1dWisCQGcbg8/hGnuh3tDb7LxJhKDbJKMsbvN+tc1A8L7rPIpWpVNy1huOkHMs4ZbangNpUl6rPjl1yy5FJfyvRC3G5uoMQxJ7odYQtzUakcnUhHPUpsZ/V3eBlMCZeI2mNL+t5xLxE24VCJuCsGKRNSwuHlbv48lTRY35vmM1VaYejPkjvc3gn17X6dkxzjzrvlVK4IH3hZckOCnP2EKSVMfMb96KBmlWMxfh6R14wlY8kUs+SsIT0GJXHefy3QPpoGn1/waFnjmNlmZoeapXwH94vyF09ZHzG9uz/PUj2yxzOJfJuSLnsvNZJMSIxeortyVxCKPme9qRaap6abONQUsZ3HPCUu/8he4b9stJFQlnn2tpSBu0av3kY1KSAy12yJKC6k2uSeWhAIaolRTeElOY9yfCrLAkj9ktNmkBcT20XqqejRKaEyNXcglICgXplRQWdkiJZ7Rik/QnkTBFKyVNo4jkHNxbUrGIgELa1q0+7R5/0IS25d3WfHzU636cxgOJuKuVWF0jtlDNm41MW5J9ncYWdY5zwl0UP8tE7dBFfd5TqZZQFZnfIBg/e1P45bE3TZ7iSXnrXKB+QVix4obn7Hk/jcscdWnqetTSybpDojSWkvNuhLSgIZIsdsMmZLB67gRd3zN4jkft9SyWzCXV1t+28tU7P57yv/MdDWL8iOWEi9C9mi+m6wnkiLIvlJ/U5GJJC7CIn8EBP0HaIvR0fUWkkYf9R4mHfwjxFaspNAt8RcQq4iis6rInaDYZLT5AXOdHwCe1ILrrDDudkv04irFgpjj+17iqFWs/gcLxsymbMdBMxIPoj0vWa7zFCVFsIo1EEeifp9omInKCVaVHI4rg0DfdtyvpMP7k2kEPe1TVkjiTlh/v6UJNqagHG7I/8/6RkwHzuCTZNq6UiApALb5DQuf/w2ycGdasPD9FkzDpRIRuwL58gMaSYsookn3JOqtVqUD0HJ/djsHdSU2J4ub9ZGJq6bLqhFFFq1PnB4NHixbXWlJSHL6MM2rH6MJ9je3W+rWBRZ8eD5lWUZZWFHATduPFQANF2QWwKqBhNt+rAr/7BDK71wSCZSJ2yUR64AdVPXEoAcQEBEOiAPWMxUHT+JViHfch3WfeGAs6AFZpOH0W/idfWlnVaD1Xx73ZPX1f0zruaOELrxsfg9Z+YtQ+sbfBNaRqUmyV2HtAyhh6yxY/tsWzCPr/DQ49OpXiV3bYt7UD5nd+CtgFq5DQjpc83cK22YogOtlj1jP9seJmXuOZKNW867+Py1ZAUFSJwcSJpIkNQSLPkQNSUhVgTAUZccGlZb3q4mjO2VVa//CohMU4oV02ZzrLU2ymK27H5zdRpYoSiVZ8CrJJM9FSMcFlX7yiFNLkE2vWD8oGESqBlyrI1MdNyrhHmmFuRB3FqIRqsh6QvF4eBGKfF+auI+CrvdVCUDehBiC6OqAokRC71y8r3+a3549YOFXt1pxB3GEn5tnlZ8kFlrFdgs59kO1xoiQoTOPslQBsNJrwO54+UAXK4EycbtYSV3q/Rxxo/jsfojbDlylHa0WzllBnNoKixqoU9RFJhHBr8HaH1pi4c1MQPDsVLOFFJZMX/k+621aBeGpsCriMxLrf2D57d+yaO6nLbP8duYv9cx24Grd8FeWTk8n/uI6iyaSyFAz1U1mnz55OaIxVKFcsSSJmIB/TOFhMBZTP+7bQy85QLQOgv1n/xZJEKshUlVMXdwD6quHCT3ogVzhvogOoTXiRg0WrLTs+NssRZZX2Pys5Q88SxICgbfL/pGCveMJCqasyLbvYZp/CQvc9WaTl6MJj7MoLVCCNKJpJyjpEe1+xgontwNiEMrJEKCZn7ReAnaT679vGbLCPI/s0Dv/1vqUko/1LwPIOhsgrgVD8y688JtUUJ9tySuIV1HMi8AskNWNOJCzKfpFyqIkAFenpb7VfWZNcErsG8TyvYwrph7SNX0YFlFAtxHrJaVCQqx8PqTOe+WQ5f/rU3iwW6z648Sh3DXP4hk1xN8Rj4c7Q24LFT122jFxIq6ZdJm4vZXkL9n7ZeJ2yUQ7IAeOzrrhHNGAuBRQEkmzJHO7g2Str1uBRC6PornJadfgLr0Fy1KGGoqvWHHXE5Y9udNqFn/Wih0QkZZdKIIpSy5+P94GrFwQmQicDddhtT9NksGyP8Qif70lOlosfv1fzQ6/TiYpCvPyu+j00oi7ESUVbJWlP4VL0uvYYdntz3GMN+hk02H52/6bI27erhdQRMmg5/iJebhpwTT1bRY+ijPJseGfIYb4xS8RT5e14vgrzOZdb5khE82U/LULCyLdExLT8FTM/YRZVQOllrhuFGmf9SFNdqoMXJFKgoBX2jAEKojNKZ1FWg2qzIgfUXMupCyTPqLbjXqkeoTERBBgETeVI+ITBqNMKbrBSGGlhl3qCNj0Haxt393NmpM075fImr99CsnynIR98A/gNQArKbwu30OZuCG+d2grE7d3SPA/c9o3XaUvAUpPknjA5CSr1JtyLb1GJ5ApSezB4dcIbP2u2cgRTCImWx+tpBqbAInbrW/obNftpKJ1iyXeeNiKW++H5HzWgmV3mZ+hHAggF235KjFwtICiKK0/iYzVURR+rMGqhRmckHvqm7VSD+gYvdIpmksrKn/EKuoQUcftFC4A+pDGBx+xxIh7SYSgPtsoYs6ogebHlRwT7ZEuBgUCgP3WU7QOHYXGeb31jV9JnBquir3PWnH/M2ivZJxe9U9kS42jYOR6izc9QDXz1yA1txJjgkt3yCyjHxUAA9ljLPEBNFBIX9hJ8kBVpaUmzSLL9gOWSw0xb/3Dltj4BOCBxnvn/2u5EQTzIsMUAC+Lm2JCVAKg8MofkUlKlhnZZKnJc8W9zK8c6UheUICsibxhMXTI6j79mTtTekMoqOM+vt8K7yfW0CgH8OszLLjnSouv5P5gQQuyHKcZsvn4Nsv/87PWMyFptZ+6yZLXTrHiCLoZ5ruskv3E0eWmEBD6sibwtyNvb3Hq8tuXRgJl4nZp5DpQR1W5HGYGk0XEgSQm1MrYp4co9dWiHd+EuJFVisUtNR2cpJRQgTnvnznIvH+BzM1nLU1ngjz7wlwsSfkjm3Orq/cWEBZhB/nu+kcw2L9IwsJfU8ftJoqKo5Rt+wbll8jaTFFiaCKZmyPmUEJkBgleDXAd8LYTF+LRN6x/3y7KJNEGijqb8fW/h3eCc+8Hy3asIT4ZAkgNyxAXbkwnmgTeDJUeiulW46toMH1W4yJK70SI29zrSESYbrbvOStset51cgiGT8Lb8hk6KzRZVF0FaQQzyMJPUNbE7ySGuYe6kRnclfWUJMrgllX4i/oeY3F0CiFScxY2YpARGVgDaeM/db8R5qASu9heWTGNwuLQSrC5yhK7UNIJ74gfOmDeDU1mH6GA7wL6QFdCHBlDDHFUvc9ArbNgop6zuHF/ytugS6BM3AZd5G9xwrPELTr0nBlmeGsPCVxdZTb1Biw6E/kSVRE7sDy9eB+Nytston5aQLyHet0Fk1dRaHY0HgU0rbbt5m/4IaToOxCiz5BVSiJDLSB0eg8E6mlcmRssq5Tx4WQlUX070QiJwoKlAGDvKKB0bLP1Q9zyQ0ZZxYwPWwUg4lMLLdy3xnKAkt9FqY6R0yycOMXVGFLQbXSmFbftBssf2Q156bf08HHEuN1k/eOJ3yB93MNVGlG/KAg2m3/NNyF906gQTkLFJgBs/yskHkzCNbGcMU0jfZ9gZBrAF04Tq3d4D1rwfixj/aYiu974+Zac/VGCjKnltP5BizY+CSq1W+K9f06mLKTPaZuQMeE8IB41b7DCS39GBwjkN5+6clMhWYCWWtckO49Q36kdYGMxQD4+2qqscG+5CZ8gbvFmerLehyvhwY3UjQPsboYMrphOsgjWtjO4K7Yct/iZ7RbsOWTZD8ywivcupT7dMFwaLDy4wjNYNRVWEvMj5HxSdhV07UJN3vLk5Q8uhQTKxO1SSHUAj4mJSvFc4m7kYbvfYyxIfncryu3/z96ZBslxXPn91dHdc+AgMAPiIgEQ4E2LukUK1FLkSrYsUcHdsFa7Ef7isCPssL/b3u/rL47wVzvs8BG7Xu3a2vA6HP5gSbsrS9ZK1LW8L1EECZAACQIEcRBz9lFV/v2zOmdyGj0HiNEIHGQC01WV+fJl1uuuVy/flf8Dwe1pHp4t1roD/7S7/zYuFGiTMOkl5Fkrfv7nBD9dYvtOfIX33G35PV+08jA8Jlf+y0ssQhFQsEzYuSfYq/TfWAK/0g4JJZaB9pt/bW22zmugaWvsJ3USW+Yl4/Af8qcl5Jbs4Fs8NwVfG52w8QMfJWjqCyQdp52Iz/KXLLzfIO+mJKZbP86+nuRxY3sqTCNsr/wGfPQJa7LVYIlPcXKYvvc+Qs7M++gL7yWIq3r7ZWRUfPsm77XmgY/AE+FdmHaN1E927mVyxMFn57HMEODVwnUkn7wbKY0dborzaBffxAyKGXNsElnuEEQjWj/BEpASuCD3DIIrxG/kA6ygrAR/uZTclGWDucL/DGtC8Qfftupbb1r2+2j9/iG+g3u5E7SAGYJbieBW4t/mtlkEkRac+m5i2XgKRMFt42k+fEQEN+2nV7zJw/sSkVHvIYDc9xACjQQ3TIvybWi/ZeVTf26zp35h1cyUtXbe4tT/2omgxI/NtLExAlr55F9a9cKfYdb8R1YefZzQ8QNEhF6ypnzijrFTAeHkFabRZIRQ+tYoCjceXEyjCiToIfx1bpqw9NCnrHnLp4mQ2o+UwYN//jXrEkiQHH/GGnNcs3NCr4nAJ/sB2Jrw12qaKFFWlun2SQIjHmJF+RhBC1OkAvku/h/fQ0b6peWf/7dWsmVLV0l1j1H3+o+I0oJhKkM5PiRQAUQIOZgCCjRi2uhefiJKGVLe8rfY6PifMe8567BzQvu57yNLTdv4V/4lPiES3FDvY1pwhXxu5atEjv3ff4E/Hoz3k38PAeo3cQ+BmV0+7dIJlNChZMVckiuvNUEyYkXKrlTEqS6Q8+6JEzb/zSeJ6L0IT0Vgu3kn2dXx9yNreQdBVVl2x+8iP97v4KtyP/urThIckuGj0uli0oBhSu2nYBD+uqxgczQKuatcafDYtt4UiILbelN0nfERFelURqynHL+S5o3FmU2fxW+N/I4nn0UKwe8MASa56wtYCdAkVS12eTlh5dN/xtZ8r7BIRUt25AvWYI/kivyRKT5qaRsfueO4aDyD9eLCjy0lAW/6yS8i1CDcnCeylK3wevi5jbxzDI3XdnZJgGfwrOZEiGbT8CrxJxKCJ2jxclKLFDtx05BlYhYrAftGl8cxv55GIwe+VEJbi8Ut2jBSZbqofaX1mENrlR+8z0ZwO0lIVF5N4Qpzmr5KAPzO61g/2XNU+5uSo00uFWwMjXYMTRspObrbCEY49IA1yDqQsQ+1EYFfnn/eZp7/NvfG3qV7P8b9foXFLovrEp5u+Ckr8l/CosylPWjI+yaVCbaDJIeVo2pgZv3ZSWv//v+y6kenrPmv0QT+ky9abwxNH3NRtGpJjks21oGHMh80eE7rts5feUS3NgpEwW1tdPrVQ+nBYHXYPvVzBI7/h0r+ffy+WFHdgdaNLNwJEY8JyWzttR/YNE6wCWbS0b334XRPosfte5wwoAS95flTNv/cXyMU/U9MCF+z4lP4fmBqzVGQj7wv5oAP2tt/gzr/VXjB2wQhvE2IOasq+EKC8FLu42/v/dY4RAQnq0xlLu+xx12lZI5sTp+efMJy5th79w12GziP9mu7NSbR3qE1s9lZEt+ex6+jYS0S4mZHvkzdlM2xc8LciR/yvGMq/ASRWgc+jXYQJnmO8H2CK7Q5fe/SCebA6ph0IIoIrXYeJnJqP5oofDwuv2dtVnoFuY1uOvpPWTmC88XvsT/rz2CohW1/+B9YtvsOmDgrUzEUCVgIpBVRXuX3/jkwMOz7v47ghhDcYmVJ2pHeE//BitM/tGL3R6361GM2uhshVRFqqxUx39NkD//JW1Z9jxXuH7IzgxGkwD+MEdZ9AM3dlw7b6JdYRd+O8/AWvAZxzeGNInkOIRQEwFYwUe3XilcJ/nUwcQmssWwoBaLgtqHkvvrByEUmQU1mwAphSRoiiXIV2qfO8e/b/Olf0I6zPFs/Ne96BJMijSWLr/P4Bx/7C2uzK0tvlNQVh/+OjR56hICum1jgjrNAZc9hzJodfGwN02fjY/8YnzICrhosYrsIMmjEKrYHzI99h3XotLXnz7AoO0PQ1jZkMHgtu8kke+5BcPuoleyM0CWIQMJVzr7R2mC+YkFoJ5/hD7Mom9RXWEsqIj+rm9HOTxyxEm3/JXhxa/dtto1FY7KXhSyL53z2bVKRYFU5zR+8tpjS3+ssbJG54E3Z9rsxvaLdZ2zDamG4yWQsaLNZeO47P7HLP/0jS+c60ONRa33872MR+QhC2iUENxQCLMjFFkk0Ao3QvKHtTxCEE7by6zUb8CH+forQ+gcoDZ47Z61/9TCJw3n3sL90g9yazrUDa0Gji58bqYzkqpNhLpVfcSwbT4EouG08zZcZkRc/K5sOG6WXrPpycqn1iDZq7r/XSoQjbUqeERmUX2RVdOY1NFmz+DjADNCMzWo1SDRlCxFCwlP71DE0b+QiuhnzKer2CgfbFDW59slU2o3q8psk9T0HQ5pD+EKWKVlE4Q+RbuGB1kbz4wcsxYRaZmzmrogqY5WasLMAEZHZ1Cv4wbGjwXswCwSRdIwtnXYQ/UQkVcnGycVlAhvQmzX37GMrF7KGswLsvncc08MpZkfwAIwnmzjAKg8Gi9+GXThpXcwE5cxFGOO40/wVOSZEkunmE6xW8cDoIAzOTxO5SSTrxJ1o8tDGtTEpKE1Jykp27I7PMGeCBGAs4uza7QD9Pgz0TTMciB3z3wsdJNxJsGPPv+rNp1jlvkuqFXz09h+xxlZMxkSzrlZKbJqVTA3vwsxICVKdIvpqBv+VNnurkoSztwtGemSPte7fj3AK02c1LLNojpDWcIIbxJaJFFOFFr8F3FSbUKfSJsSyoRSIgtuGkvvqB0NI0HNSEWmuZNWJNFhgqcgN2X2X7fAwZ1ak6Gjsup2AJ4SZnAesGCFXGhGQl1+1NiZNY+HUxHe2uY3FG3gK0mMgvbHwPIFWDeGKbQazW1i87bsDkyL8iTRJCloqSduRnX+RxOLkfiOZdoHWX4JKYwyXkm0ELLAfc+GCqfC3JYgiwb0jk3CJVkqL3Op9tPri05cuiiE5PpNO4E+8ddLa+BHPTLFf9PhWG8MUWm09bG3MshmWjUb7HdxR3sYDhH2WZ0hDQrJw6RtzBWyNtiyVpo/0IQWBC4WbK7yb3G/lDFYA9m5N4OMNEvpmB3DRGNmPcIbFg31Q2T8BbRsk0uKWfUad5lKkgL93EIyVIaB49aKLKs0u43LzwC2WPHqI/vB8XhKivHataJWkJ4H/Vtyz3Dvk5hbLxlMgCm4bT/MVRuRJ4CHnMeLhR1DhoU23bOMBJQeQiwSqoyaz7vskZ8RcSU6hLiu5GXYFbpRzNorggciEcHaZ9nMsRlGJj9wEM4PxOSkLMx1+ChKsZKLrydkeIYcFF35WRGNS5yIcpA5nf7teCw0aD3XCKrbRI+yelRr2ALRFF6ibh59I5c5GyGQn78p5Fb87mQMbrD6r0RFjYyqERUVCcR/gr9DeCb9C2+unHiYrWEOYZGVXkWW8JEq14B7kc9dk7AzGYtCiAG+Bin+EDZ9lLbG58/xdqPGQtqQgxYeipqRtc4k6iaLS5vDcKcA9hL4daA8RuNrvWja2C4ZDvjdWyAxY34eEXsi/WumK8eHkm5O0OKk5IdfQkZfF/Ch3qqgrzM6jU5hzR2G8/JNPXa4ACGkMoHHCuTKVa6P5ihdJncstcsDVaL/e7VFwW2+KrjM+8pK5xQ0R5Tw18B8c68VnSLqdzJ9lTQcPwr2h4nnuduBRDYQTNEeCZRsThCeSmDclrbAArIgyl6+s0nvIn0vPL/sqayFno7vgYbh+4LKB+IKggz6JZ3tU+w/D8xxO8QlFcrak/cM/FXzdAp7TzYn2nIMfnIUn4i/G1nyd5iRY0cDBpzPSkoinJywk6yAozjHVSiByvD7BjFrAx0cn4ccl4yO8sVjNO+JL/Ek6ckEHXMI/pOtKuNZbokJIS8hDpKTA2q2h6mEC1isE83FC+pES7X7KPZS4aYjX5ESwu23+2riUiO/SrUdbgRk1w48un8PMfJbVPYtQ2wFPQ86slINOfnDij/hCk+gJ2uFvLR4s9w7mFMvGU8AJbi99vmN37VQaBfeT55MvQz82PQCxbBwFxBt4wLQdlBJNpmyBlctMwEPT5SlT9pwM5sB6kYeVBwxBqGCz+Y4eSh52rQgVJCn5S9l5GoR7K/JHyW4rnFYVVq8HFMcLpzWSYCOn34SVas+ZIlhNkgvIfe2YKA0GqRxGCQw0ZSWLxAODkxiE/4XGkMACdXrSQmEezXiIMwQsqd8r5Qcaob43CgS/JG0thUZMcljCylIJI3EMI48a94DzbI+xCnKq5TjaZpg/mDRzVK41mJiYEfdaidPAVJS8FtbJH2PBYBO0WR2tomFGCptvagUMnXqkD5CKXytZZVCXuaWJ4Fa1EPSknZOPB3WiAuIk/1YvVQcGhmCmhJQQpRYimU8Hc0LBPHLmmMmHBKbZydnGC8FY2jYFPpTMRdtoiW4aS2lBdCImrNNYNpYCUXDbWHpf9WgIJRKiujyqFQvXBsyHp4jHDy0QvCGBX1RK0wFfgsXxDLM41HPIoqzSjge9/TyPaNRka9Tzz19CKg26uedf/l5uGy1wl2j3xAsScBdE1Eub1XD+suJf8Cged/GPBowvwSVFRQJcCbI2C+YmybxzLXbhXW3Hv+T+AB9iUVuKL8kFpIMvmngYmr8MHuWCksTnJKSNboWHwTbgBeIJcFq3kK4QtiSNFfBYNr3Bj09zRk6T9QUtYCI/QPgKk2eRzUKYRaHcahpuUYow5xbqaO3kasM8uqQ+yjrYZhCCS2g0n0MzhMscB7yUeacl7wfhJKVIRa5LybtusQk9dC9IgZhjoRE+1zJsKMghlo2nQF/j1nWCmx4KvrL6hcJxba+yjZ/0ph1RAhYPWIfIqTa5xrZIs4bQIelIwpuievRQ8rQ4wUy1FSvCUvvS4XeQKOwbHC6fkbQ8MDFDE9fLJPxp42EEP1ZjPPbUC6kYEDBIRujKYIQIGBoHQaOHoNcEn8TFxHnV8ssgArMntTrMJi+U3Zu5JKjpmVNpmAhhjCnMrmJMx2hw3HfMVgEG7PGXoK0q2LWgkNlDd6TxNA1WxwXCo7RmBDA5AZBPVsYwOeaYyTlWJhMY9CzjSoum9BnC4YRYRElpJPG6cDxMdZp3W/55QClFiO5ZgmqzLe3eNidYMilHrzlUeOPQTQuXVYsW4aJ+k6eD/vBSdz8yKTf4fhRoUCLAasSG6AHt9IJQJJaE267uHcdk8btUdYwLGmYZy0ZTYJ6X8fOXmvZHx1v2rTM9+62Dhf3eraUd3c5M9FLmt81Kh++Gf2v4aWz0/Df9eFqEQviuNG4IPA1pv3h+uiz04AzIKmirSDAry0FLwVtahKHJqsSTxA9TojbRzKXsqCDe2VHqEBZUir7vOC0WCy0WXzlBUJIOU6nycW+QObWETzYQjmCsjncWPNMyQ2ZErqKaAzdz4uGXBsztAgOnkd+YFov6raQ98qjxbJf5BPyXvJa4TOQKIpDGHu2btubLELi0GwI+K4wLHoQuJR+vGLOJ4MSEwMr4gLjkuZxosSf8iE9UilczV3AJvmBB7nighDoESe0+owS8iRaLog8C4yway8Y8ejN2ZSiUBgrHW3naar/qHpJYt4Hwxz000bI1u2jbxhF4JbWK4sy95KZlVXE54DQFSW+xbDgFEvvvr1bP/UbX7typl7QUorxC9Dbix6CHhK9mwyd14w4owU17xvGCR8AZkzlS6nk9ufpSpG4Xo+CBd5omPchK2S8BSM4GLg0/7ayq6tUlDysPtCKaZDTMeegQY8ChPny3Un8xmqKN2BKd6/rt5BiIhBw4BHJaXa82nlElxZTMl6ApS6VxwnSq5ahMnNrLT5owdE18IhLCsJow1VzRrs5kwC+MOvl1yVQIH4H5Ci/MllurENwSdiSQxs6ZFYha1SoXOyl4uS+YyjyrwhwzqKBVJK6Rs5xfrswqQqI7FfuC4cNUFPXqVr7QFM4GA2UlCUNLdGPcn+Y5D8McFXPr43SIl/tgzm7FDgNEHtZCF00hwjKYmtBROkgJpj0ammKaTugVIHfA91fou+QlIKHNCW7QWfcSn7LlCP6rqq+I7EvtuYuj9o3jI/ads117/FBhv3trYZ/Fu4AvjG8SkxwvURU5cseywRTQs6Zn1C080bbB5/SsFCwotXRFBHGCROF4FXzMPb/wtBSexwOVZQcRijCHsmVVyfPaZecCuTEkCG5d8TGEHmnJMvETtHnyA3aBBPTV0ysLBoNwDp/lGZfFQjzOmQfFatTGylOLVfEdJb+V8KYdWBKn8WIMolhLXF1ScKW8U2vNH7YCeKasA7Im4BMDTnDIPw7NlgscEN+Hb7uUQeJpjJ+JZ4tf6Kcodwvg5Zcn15qGcMD1pN3T+yLlvrATw2/gyfTRftIVwmyb5rzDfaNVK5l7D1OyNH/Kzaa9qztKj8R9NOBRTfHhFtyTuUq7KPOCOJW2SHRuIvSjkr9YNpoCiX3z9erph7t2xw7CiPnitL4Ur+K1x/evhyGWjaZA/SjUWjI3tir0jCxXhrSHVTW+1VEMQz9s2CvxSSeh+S4tNZy/j8UZXdm/7rcAsXDi8S320Dghs/Bjegj1GFbnMYn/LABw6vv5Ph5utWOIZhiOsD3ENQw2bI/nG0eBGVwAXrg4Yn96YtT+6kzXHruta7+D4HYU/x7edLXgxi9Ee8nCGmP5NVHAPzMaXl9D+GzV/ED1IZQ/17IMSaVfFnmU+NViGfbVhmMsQi53VmNbnIvg/AiaWT3rcJzFVo9z+IhXwnn4+riW9qHj9ocL+/tzP8KwfmoL6z1sPG4sBdC4/bJ67pHC7tyBxg2JPtPKQpI4Er3zA9rY+cTRIgUiBSIFfuUUkJl7Hs3I8xdT+9NjDfvO6bY9drBrXz9Q2UM7eYWhDSnIf+Ucv9GclvhjLr6Mf+XTiwNECkQKRAosS4HE/tvL1Yuf79ldE9i6nToY9TAMTU6OsrXHEikQKRApsNkoUAtuib1woWF//GotuH31UM9+92BlRxHcnAYHv0w5pst0JEEulkiBSIFIgeuBAghuL1YvYiq9Z5JIRSlBnQ1dylCtOhfVzNfDZOMcIgUiBSIF1oUCsLdZnBWfv9Cyb7zasr98Bx+3w/i4oXF74Cb5CTGK9rSUT+iC/+i6jByRRApECkQKXBMFENyerwW3nRLcKM4JiKNWmHGVeU3EjZ0jBSIFrk8KiM1N4cH+3MUWptIR++47PXv8ttKZSj+7HcdtnNoqBDeXFxHBLXGBP9fnvcRZRQpECtxYFMDHDcHtcx27G8FNUXLOmROBTRmro8btxvoxxLuNFLgxKKBFaWlTRN89c6lhf/oagttpghOIKv36AbOHdmB7gBcWREMrL5/LVUWXWCIFIgUiBa4HCjiN20ufa9udEwQm4NempKhKq5CSi8tlx1+IjrkephvnECkQKRApsA4UIDhhjkzVz13K7Y/RuH2L4ITHD2IqPZjYQxPE1pMHsRQPRDVXy2z4/sYSKRApEClwHVAgsW88Q3ACUaU3I6yRQ0bbDSklX4Zjbq6kqVFwuw6+pjiFSIFIgXWlACq1OZKxvkQ6kG+e3G7/hwS8X721bV+7pbQHd5IFkBxZStSaoHHTFm1KUR1LpECkQKTA9UCBxP7k2erFR82OTChZaWpsuWiz7L0xS2RpTwn2+iYCHWRJ7V+uOHdncQ0gfJ+V+vs+w2DDfoNwwTALpx7eH9Xg++ncj6FzFd+m+sHzQVjXYQBOdR+0n++73DhqVwnx+2vfR22Dc18ORvW+DOJUvccVwvhx1tI+2G8Qn28PcQ2bRwjnzz2crv2chuFfrW5YeziGp6Ufw7f5o5/HsHbfJtirweP7hX3CeYbn4TzCOSwH4+fi+610HDYPwYe4h52HdSH+1fCF7YP9wnsL28Lz5cYNYXTux/H12jKu1+nY61Nj9r/P7rYfv4eJdN+sfWn3vH1inJ04cBfpIbiRJ57vkZnACz2OcF5hXXjux/HHsM2fqy3ENQjrr0MY9fXXHs+w68E2jyusD3H59sHjMJiwbvBc/f18QlweTkcVDzN4rbbBusHrEEbnvnic/lr9VOf7+/rl6tTu+3hYX+evfd/w6NvCY4gnPA9hwnMPEx7VrnFUVK/ir3XuYf25jr6EcL4uhB+sG8Q/DNb3CY8eblh/wfl5eLiw77Wee5zh2L7O477a69X6eXz+6OF19HX+uJY2D6ujiqdXfbWI01/7I4Lbi9XLj5odmEzsAon6T15o8zdnZ3oNm2MfuEFEvmM8RgpECkQKfCgpAFPTvpTWm7F32yP25PR+e2O6aYduet8+unXaDjW77Bup7YvYpgi3kXrvDXbeiNzwQ/l1x0lHCmw2CiT2X1+qXv5Cabfubtrr04n95NS8/fjklB2fa7H9xTi8ysuCm+3W4/1ECkQK3JgUYHcYHEK0f26nzO39chfHLdZK37Nt+ayN4Ovbq7YQnDDFLnMkJO9vJRQ54Y35a4l3HSlwvVEAwe356qVHO3ZkT8NOzeX28zOF/fRM216fx6tDwQqxRApECkQKbDIKsKsjW/z1bJ59G0/NjNlMb8R25Jds90jPtrbYrDvbZs3isnVztG+YTbsEKSjSNJZIgUiBSIFfNwUQ3J5BcJuzu3abzZRNe3umYW/NZdZlc2y2+K6tA2JYmBfEuFxqN8/AVrCjOlh/dx6uj8dVD+DwTHEo/qDfApyQeLx+HA/nj76e45K5D+snWNXT13Xvn6vaFd9HjYMlhOV8YSzB+bn0j65N9R6fh1murl9/xX17vL7/wBxU7cZ2J3yE4/k6fy9h22BdOI5Qcu2+I49DxxCm399VgXcofL+vb1u4Nz+PQXxhfTjuMvg93hB0YY79+bk2jzcA9H39MWhaOF1o87iEpz9ntak41EPw16315wJsv79DEfRZGEfgffxh/8G6BfgA1tWpU3+Mob+DECl9/TwW8Pl2j9cfVe/PdVQJ5q9L4VDRb2YJvlX6Obyuo+s+/GOZMYcC98dbpEdic1WGlcHsr94p7LXLqX1s27wdnczs3m0j1kxH2Hx72i7nbDBOpyY53xaMD+E9+vtg0EXcV85gSRt9gm5LaaYGSv/gzpc8b75jALfQ7jst912H7X6Q5WDdyME96drft58DVe6++vU6V1mYT31Zf/o+A3NY6O/bBc25uwzGW7j2cB6mP8ay7eDwtBeMikdbXwVjeZwCCIB9fwfv2wK8VyAUoO/fP12gieoHJyAY6h1Mv5/vHvZb6Or7+woPDB4VX33FOAsNAZCv8zj6uBfmswRh0E/1KoP9VScc1LumwbmqXWVgvAU8vs33c8DLfAyOTZ8l8x6Ca7B98NqPtKTe34tv9OPoOpxnfz5L+vo+4VyH9PFgS+igSt9vAaA+IaqU4ISHp+2e3dpQPre5csRmkzEiSs1arEg9WP/kKg/LjHqVWJbOfr1wDk4ixBueD8L9uq41J5XwW69rbqzPwe9m8FrUGFZ3I1Bp2H0Pq1uNFh+kz2o4V2rfyPE0lkpq05hJn70EC3yja0+fq+yLN5s9fktun9mRWwPum2ZzNp2lCGwJsfZLtzGvcQx+rnYfq7V7fH6Oa3nW14rT4w6P19I3xHMt52udw1rhwrkM6zOsLuxzvZxrnior/Qau9l5Wg1+tvZ7R5vr8oPf8QfutD/XqLa8+N213T87jyaFXHnnc8hF+LviBsOn8ir+b9ZlDxBIpECkQKbDhFJjrpfbUhcT+4xup/ex0Yo/tT+3r5HF7cCdCWkGkVtqxgryWCcnI07hzwoZ/P3HASIFIgeEUSOybr1TPPTRj90x02E6ZJJNEU5nbYJ5TXUfJbTjlYm2kQKTAh5YC2pd5vlfYM+/nCG6j9pO3cnvslsS+dqiyz+wkJxIRpznCWlJuZRcZ7STTWdgN8EN703HikQKRApuCAmx5dax6ip0T7tvV6wtuui+pZ6UKjNnCRY1YIgUiBTYXBVJ421zZtWenMvsvJ7faEycb9pV9lf02+5V+Yte8VcWMjcMGk852xwmrrAMBxBNjiRSIFIgU+PVSIGGH5erpz/XwcSvIWQRjKmvmxDbL+HZgKl0oXphbyea+AMxJyOR8H9WF54Jf7lptHt4ffZ2Ovp/O11I8Dn8M+6hORTgHz4eN42F8Hx19ncfh+6nenw/C6XqtxeMX/HJjeBg/nr/2fdYylu8T4vDn6q/28Ho5nB6P2peDD3GF51eDc1i/1eqGtfsxfZs/+vrw6Nv8cbDNXy93375d/VUEN3ju6zyOcCx/7o/CEfbXtS+DMB6fbx88hnjCviHcsPphdeqzHD4PH7avNkbY7nGvdj++jx9H10oH0hfcCEr4zyelcUvtK7tL++3DlX18d5co0jnbBi9MuxLcpHGTv6/HEY7p70N4h7WrXiVs8+eqD3Hp2pflYHy9+oXn6hde69zDhGMMg1Hf5YrHE7aHdcudh/A69+PqfHA+g/P0sL5efVT8tT+Gdf5cR5XlcNStV34Kp4q/n/BYt9Sffmx/VK3vG8KF5x5XWKfzYfWqC4vH7etXux7W19cNG8+36Ri2h+chzOD5cnCqVwnn68/rlqXj+Todl8MZwoRwIXx4HsL4vqu1rwbn+/ujhw/Hupq2EDY893iH1Ymqf/JK9QKC2927CsfMSjZeZgMFzKUwK+gsUvuu/jg8bMgPVB8VWVH3FA5wuepBB1+P3UPWsItXfVwcXPZyh7HGlCyE29QwQz/rSbjeyns++LPxfeoW/1nXLs5s8drDazaLedR1tThjf744lq+pe9ezr/t4fKrzUIv9fOvSfoL0o3vYsL+gw/r6uu7h62uMS+esOj+3uk8N5XHXVzVMiGexXbWLGOr6K8ddhF/E5XuFeIeN5+F8mx9xsF84hocN68Jz3+6Pvs0ffX14VJtK/Zusrzy8b6vbHdiyHx7W34fv4+v9tY4ev841sv/9Ld77lbQWZIjL/3ZUH5YQt4f3c1rEvxRXWC9cYb9B3LoO8YWw4bnvN6zOt33QY43Tz8LY0o90R1hEnyE44d+/ndqT75h9FR74tdsS+xSL2K7NWqtg54RyO1tf5VaIJ/Z3T/C8SHMRXs+KVpp32BaeC8dg8e2+foHWNIR8zMP5+YS/iaVt9ZWvE15PifDox/Nwvs3Xh9c6VxFseK46D+frVefhQty+XkcVD78UZulvXVx6sabu5z99f389OKavX5zhYk14Vs/ffy4dra5dxBCO6ccTLn++9F7qUXzbIpYaPpyDP/f4Qzy+vz8KdunbS5j9TD2mxTnV8H70mp5h3eD5IoYrz8I5hK1+vqrzM7nyXuoWD+vbQzwrnfux/VGw4fng9bBxBuH9eIP1/jo8Cjacc9gW1ofzEIyKb1/ss/gU1xD1p28P63ROSNVL1UsP9+yuCXYoTRT6jnmUSCp2WbaKEHiN4AdxVAFT1UUTxwbNCStSj7gS99KFijo0iMbK+NEjADocYZsDGvgYaHeXfAhV3aQLXVEUM9Fjrvy5+F+gFuFoh8EmOffQVLiFrvkTkn53VV1RfHs92Mqw6uzhQ0S+zh/DNn++Vvwe3h9X6rfSeL7/sONa+g3CDF4Pw6u6tcCFMOH5Sjh9m/8uh/UbVuf7rXZcS9+VYNSm4udXXw3/DGHDcw8djhOe+/bB4zCYYXWD/cJrwaus9MxcDc4QX425/vQ4VmsP+6zjecLqdK7dsKfez+zfvVPaM++WTnBTcMIDkxXpeecsLaZZzG7hp9x0I7uFbDhfziv4oPX54cL0oN1C6hAI6bvUD8UClDsZ9jNZhAcEnqfgCJizO2dCblFd/77gvwIOkLhxg2s3yHIfA32XA1uxPsQRnq/YKWgc1ueD1K3WR+2+ePosV+fbPfwwOLUNGzPsM4jHt6109Dj9mCvh8LAhvrX0C+HD8xBfeB7CrPX8WuZxNWMM0me1ea/W7scehPPXg0cPHx49TFi33PnVwAY40Li9jODWRXDrKj94zXEkbMHYKv3xT/KSE42kipsrrThx0ZLTM5bM9FiNEnFF2pBOq2VpO7VMAt0ozOrwFkv3jlq1FeGJ/0kpIUuIxHk025WKM9QinAEu4U9aQFipNZgheNKLjHFqzqq3pqxkv8GUFXFCUEUJ1ypwKE6bleUHtprdPkGGE8ZCIF35KVtpLrEtUiBSYPNRICE4IUfj1rD/dCq1H5zt2eP7S/u9WyoXVVrJTaSaQUhqIoSRDATeVcFHUiSlSnxSwhS7Ztk5/OGOX+KI+i5lscuqMknhT+J1sq5m/cUjp6oq4JWZhLEFFkhlWFw9H5LI5LYyytg7tliyFWszGcsAAAv2SURBVOFxHFz8JeMkRh9hfMaBG/MPOPhkHuaaC3HG80iBSIFNRQF83F6pXvx8x+7eiQAEAxAbETuQoAabshLmIFFLXiHa+qW6VFrvhycsef68Jec6CEsZLV1rj4xZxs4LORvUJ8hMxYM7LfvkhCV7R0gIBwKlFkHwcwLgKiTULEqYG4FcMMGceUhAJKoLZlV1mc9x5vrzi1Y9+5715lkZE1aRlS2Etsq6GQLoeGHNo7st+fxtjA1bc4Kb7mGASa4yj9gcKRApsHkpMI/89cLFhv3h8RH71pmu/dahwgluR7fpnsWD5pzglVTsUyo5yglubJXFRSGBjObk2GUrf3TSql+gnctgdPjCVSmcU7ZVeJVlCFlaN8r1hC69XptoVdpgRbS6cXQuziRZTQKd41ISEAsWrFtIg757qxU7OG6jZWfDmjePWTpBmpJt5AFoJdbL6k55Ac+skTrM8SNSIFJgc1JguOAGg5IpQeKbtFi1tTMQ3H78piUvIbid7yLYwY0ylpbdHAGK/G8ynyJxdQ82LH/0gNN8VdLAwVEcU1oLY0FoE95UjA+sbmXJGF2YYqOdW/UiQtuT581en2I/wS6zRGAkcXDJqrMHXDLas+ZnbrbkNw5a1dSKlFUwmDKn7ducX2S8q0iBSIGro8A8GqrnneDWsm9LcDuIxu3W0hYFt1kneC0V3FiAwhlLL7i9huD2k7fMjklwGxWTQSCDb8nCIDOqrBSSyGCi8sstEdxSBLcCdxRlXnKmUOqdBk7sDkbll7eyLkhYLJLC5isCJviXjaY2dvNWyw/vsOz2nZbs22bJGIKlHPacxHd1NIjQkQKRAh8+Clyz4FYgYBUNBKoZVntNGBfMo+rMWXekY/ljd1h+1wQrRcFI/kII1OpztSIBSytV8ixVMhfkMDytVrtda0ylNv/U20aqc8vf7dWmURobEtxyxmFvwWSksMYDu5zGTYJbz5k9sLRGzrYa5WN7pMANQ4F1F9xSXEOwhxa4dshSkcjHFv6Vco1s5gS3pI1GTgKWVsPSvDmGCTy8LoE/JvA+59OmDoWMoBL6JPv1Gad4Y07wxM2YcO/YaY17dlm2b5xxENxwJalx3jBfYbzRSIEbkgLrIrh1Gl0bwUxqOX/iRz00cZ0ZS3/zkKUf34Oqn02bG7V/iFjVqgWmVWEilV9ctwAXq9OUFW6KGTZ9q23zf3MK08RFy6dhkiMlCj90bh18QSS4ZTBANorOH0Tj9uhhNG4ytLJKhoEyhVgiBSIFIgUcBdZbcEsS3ELkEVIgnGE1rW5qWq8zj5eInN3gi/DGRhcNGnxKGjZZOKV9016oJUKas0jA5xJp8yhVp+vMpXJRSUpxTvhrBp8TT2SBanvYT/XO7Zbci0vK/jGn7XMd40ekQKTApqbAughuPZhIMx+zogeDggHJaJpMs3vzRxCejt5q1WFyISFgpWi+4F1rKDLR1v4anRKxC/NDkjasNY+P3Qtnrfs0GreTswRCEJCwHabWLiybhgFK++cEt67lR/cguB1BcMMfRRo3zBa5TBaxRApECkQKQIH1FtwsbVkXs2aVsZjcgznz9knr4cpRUSd3D2nO8nl0aE0WptLEoU3LtEsNXFHBEHIzkTlVEfo9NHCdNttuTXethV+xXURYm5HzCkFg0sohvCVNBMR9Davun7D8gVvx5xV3javT+OOOFNjsFLhmwU2+aBWq+2zXTdadJtJzdt4aCliYRnU/ic+bAgQ+yu7N4xKa5I+2epF8JReRjCVqTz4eaNxYYlpzukFgxGv4uJ0lspQVZwP7694xolvB+x4MkpVpoUSZI33B7ZHbgWE1KzMDf1rhxhIpECkQKSAKrKvg9uqMVfCjNtaHEuVX8759NvLZOxCmCDCATSm6XbHxGVH5ZYOFKf/EC1NcQhKp4ghEQHrTf1gVlgai5efmZy15v2Ojp+FtJy5bcWoaXof+DQExAz7pzVsxxsL2zi3W+sJdlkwyUJ25RLcXS6RApMAmpcA6CG65ZTCn5MgeBLcZK86/T1oQ+NQsq0dWnsnnDljymf1mEzAVIj7XsiIU8yrI0ZZJYJN/m8wJXYTBM4l1v/uypa9dkAxoxbamNY5MWnKZ8K43p8nrhulUgluLkHtFlSK4VUoHAiNkHetMFZv0e4y3FSkQKXCVFFhXwe0Y6ZGwCoj5VWPwvk/st+zRu+B5pAuBJ/XgQz1soaNziXVGMXmKH8GXZCrFtuCENhRtcoSr/2iTT2+FiTQjICs5hWD48gXrnZiy3hT7ShNBmqGVK+Cp3V2EhX3qoKX3Eg67A8lNeGKJFIgU2LQUWAfBDX+MBhq3+w/CMAgEOHvJyjNT1pgjckrq//smLfv0PkvJ62ajteZrVWq6VaeisICHx8nfrcKfLYU5Fj943eztWVataNf2jFl+5y6r3psye4UoV9KHlEQ/JJhl8wcxlT5yBMZZr2Thk/X5qoNHgEiBSIEbgQLrLbilCWbLqo3fLabRB2+15t+9DzKyoCTSvQMf6mIK3cIac5Yo0JwIBdgmfm19/iSNm4oEN6wYCjKQCVVR/fKBS6f5O9227svnrIO7SHMG7R2+cOUIfJDYhPzgpKWfJcpU6Zei4FbTMn5GCmxSClyz4Fbgb9FhA+aRTx6xbAd+bmcuWe8Xp61JsEJbQtQtY9bAVJrcD1ORP5qPjlqRoFp1sgrFj0NhqJW2nMHPo/3UOWs+ec4y0pBUW0esOrTN0iM7rHP6vBXPnyVAgW7ieax4s8/uxUx7BxdwR1avWuG68xXH7TeK8bmVb/84rI+zadDgj8NgrqUunIM4sa6XK5qDig4fZD4ON50dmiED+SodvUZA44XF9eWDl1ONJ2yM55EC1x8F1ldwIx1ICk9isdojIMqO7rPWl++F9eDrm3ato0hQHo2trDHnx/AC5jnK9KxQXDSpju5KjzBn/jkjYW+Jn5y23bJ5eOJrJPv93puWvjOPTxwWCAS3+fHUxvdMWPYIkfQHiOwHbM3FD+r53Vp4jZt2/zmvb2HNw60ZcIHX0ENzGywa1/G6/jwG2z/I9WpjCmc45tB795VD5nw1c1rzXDSn/ryuBn+E/VBT4JoFtx6rw17WRnBDVX/bpHXPX7bOz0/Y6KUc0wAcZAsM6h4inx7aaykh7PI1c3wJBqEoKl3oWn/6Bbrfq+rVFyaIJMCzgm/bmY7Nfh+8x0i4i0+b7R9Hm4dAuHuLdV89beWz+L2RCV2L1QTlXnJ0r2UPo3HDTCGfEfmXSCOYKc1IlzoNR9CDxilJDoxBQjNCWGSFS1RsNQ/MNDnh9NeGEWOacAVHuUrbecEwE5k8xjGPjHFfnLp7c4Ip/izK0wRjlk8yRl7G6ffXyF547VeBsfZ4cTDaiYKZdLh3TCIVY1ezmF/mO9BLWkg6gaKEgcgALHNy0mJwVvFuPuR5UqJi3Zvuu/L3htaSSXDv4IVG8Hw0mfzxkcmsnRMG55wAleyYexcdGSMVoILiZOVmLuVl5oJpWmYeFffdoR1IR/pz2Aoe0SRXTveeuxcB6ZtUmgPRQ4pUTUV9VTSO+0L613Vt/IwU+NVSYP0FN9KB8Fz0WjyrD+2x5pfvgYWx+4KeBJgdT4O1OuyRSnACj4Lb1MUJAkDoudbPX396HNzzoGdFghsPX4kZtiTJeHIGP5QfvGHJK+xew841RZOtu8iTOX7TTZY8ts+Sw/BFkDhs7hkFCWOpUpo74fUBEBL8HL8Tf5vjISdqv5wRr8FnGD4oIy4OdfViDBRGNKyRENg87+MoH2Jn1QBabK0Qp1U3xksVCcsY7jnXnPTguzmBg2vHDASvKFz4VeHmSF+NLb6HdrKAByb4S6e9+t2gnJwlZudspGEpu0okLOBtDHy6MfiXy3vHRBLeHbneIf15SRh2qVYYj0aga3yaSMU9VjC8lOAPE3+bhf8T0VvgZyg66jtVSZq4BW1hvC3w+1HuXa8z3gX6Ml3OUTFNMVdHZ+aJllVJ4UUY3a573wlCLylFGqupnxbGvYOYr/Knyt+xItCvmifQheAU43tOCGpRjIv66D6rVs33ExYBpp00RuG57n1GXzc+MKIp7yCNi7FdtxrLJqHA/wcAAP//ZhPpaAAAQABJREFU7L0HnBzneeb5VlWHichhMMAg50QQAEESALNIMYikSIuUZEVb0tqyd+29s/dsa2X5bP3Oa++evNIq+acsi7IiRSUmkDDFBBKRRM7AABjEAQYzwMTuCvd/3p6hKVkkcEtIomQU2ZiZ7q6qr77wvM8bv8C+viPbck3JZg4rWWiZBWaWBakFWWj8a2mQWcibAZ8GFlnWnlq86oAFW09ZcKpsaRiZ5WOLFo6xcE6D9fX0WNdz+6z+AOfFOeMfsynVll3fZNH4GsvClOtyvSC0MA24T8D9zMpRxo0zy/EK+ZWmWMbplnL9vtDKzZ1WfninFVszS5M+y2YNtmjJeAuqCmbrDli2/iTty+vClg7ivGWjLbd8kgVRwjMklnBdPV0+x0X7SrqwZRFPnIssSTKLEp6vm++e7bWgo4vnLFl6gt9P9FnYwZnl0NuU5jmvLrJgcMGy4dxvZJVFo+stGFSwoJr+CbkX/6X5yOIktRzPmKPfgoDnoA20jnsnlfvrIWmv3uWrPBfd1ctfXYkFZ/rMjp614GxqyalOS9u7jEtbGNJ+Tot5aXzyhbwF9fTB0KLZCF7D+Z2f4ZCipXw1SRkb7h2FvK83ehiPIvfjYmXGNuW58s08b66Oayf0SZ+Va/k5rJqvhZY7G3tfZG38PB1bSpuyw+30F23Uk/BPmucaQ6q5d5UFjfWWjam1bAhtrGY8eXZabdzVnzWf0s8aW3WnJhZPEZY13/g10t8Xj4s98MvpgV7W5qbTefvyvqI9fKxsd05I7a1NqS0VfmilBt3MyRxzk3Wu9QYuhlll7aYR87qHb+05Y+lzLWa7O8HJKpY4q7/A2l0+wgq3zbYs5hop2MO8z4QB4E2J64AUQgWuq8Wgya878p+WgP70F//wXeGxcDBIqi05k1n5+WaLNh636DQYlQMbC5kVa2otuRs8nFZfWXFaYKxRYU3GutJay7hPKLDllQpAumNwhpXZBp6e5gXulE6yvtt7rABERqxbK9BmByfaUQXWjB5s2SBwBLwJhDfDeJIhfDNX9NuVTG1KrRDkrCD8B1/83uB+EJYtKIEjrVwz43qON7QRfM6G1Fqf7lVKrAD25U70WLktsPLRHguPtVu+J3E5VArKVtLzDq6x/PBa2jPIsobBYCDn1gQWF5BPyJwgKSMN9AQ5bsUzq//o/yDg/hkv3goku/glpglZJ+NxhHFr4flPdiMHuizu6vLvJHxBGJ2rKVpxFMA2inEeAZ6OLNLuKjqK657utayXZ0VoBciTMI8MGBJYqZY+BNiRdv4ffzAF+H6ZDmY8Xi6DcjHf7eVeZ3rNfp4MKvE5R0UGcT2XQcgh2hONqrcQGWTVtAFZ6jKIueEyiGfMMx8CB1m/xMV/fs17ILgQxC3LxZa7tMHCS8dYCaLQs+6g1W7vtbBTIFG2bHzB0uUNFs0cyuKCKNFpAikRN5ERkUOtcU3kCnHTeakTiyjgXAhiaRvE7OlDlge4sjrOvnQ09xvH1wCEVfvM1p/iokxikC8ZBChB3PLLJllA2wS4GSSEVWgppC0CyMQZUi0cTegIwnGq23pb2qx86JRVHT5j4Rka1sUpPVqIIoS81EQoSJZjcVVl1lVdtj5AfhCLudg42MLJI1nQVWAE30kAD+4XcCNaaGWaFAKAedoXai0L4NV2vhMCctZHW071WNrcbnFLh8Ud3RYAqMUEEgZoZT1lE4AYxDME/HkwBAoX4lcBZSJCWUMDh+UtN7becpOGmTUOoa9YzIxByLMGYsIQQ6sCbAGwUlq23nYA58kD1t0bWaEXwKhKrXfiIKtZOMXqclWWP9Rh6e4TFje3OWk3wCmgPTmeJVBf0yNAlOXztKfI7xDHuLHa+ibUWmHaSCtW8z79nQDcCQJMxA3YgvDzngQS50cIEbUPdqkuvnhc7IFfSg9ccOIWopjS8nKBNbVsmFXdPhvFCHbHvA+Y96g3lhaY9yJ/Ii58GRh66VX5TY/OB7qQ/8bqYu1EoiFxtaUnwZxn91m0rdUiSFciIohyWlUNhr1lIsQNEsN5LqNZTgn34U6sVUgMSp/jLQpq+WSXJS0oYGBNDuU06wIP4HClvoT7hFZjKKIid3le4FQa89JFawuWRGUnScFIFPKJKGqzRllh2CDuC6kM+8DyGJyLrBiDmbGwRuSNZ4a4hd29Fv/wkCWdYJ2UepTIwshBFs6aaEkNJKi904IDYP2+k1bqzkOogAWIVCTlDqyLcyib9EcOxTioAs/rcpaMrrFoxgiLxtSBf5ApcDAB28QkI3BbiOMGgCzi3BLPBYHUxfJgNdctoYgmO09ZdBiS3VaypAtS1V22qhJ4VlPgmYRLIj+cIiwr0u+jwOWJQzFGDAe/M+s7dNK6TkD26L88RKkaHCzMAoPHQ/QkB7i3sDtT+0slyJskIMPMJEglg0KIMPjfe7jNSsig6hZkkJTmLuSFyyBw3GUQcsKQqWB+Bm/uqgHDkXeDRyODxg6hTSMsY1xS+loySPcO9dKE0oS7ePxG9MBrJm4JWksalSy/YIxFixotYTGVth+3wloscq2IdRZQNooFNn+o5ZY0WjCqFmtRZRKBN5A35pOIW7+ZTUKdacyEYzEw8XIGOOw/Y+W1LRbuaLOgE+1lAgt9yTgLpkOUullkT++1bEOFuOnUpN/i9nLiJquPLIZ9PV1WqGbRsRgzwMh6ALWzmfXuPm59za0WHOuy6nbAosSFXC0TaYPwSDsDAh1wnapALPlPhKRYBTkZnrN09iiAc5Tlx9SjqXK/GCLEc8UQEn7D+BhDxCAq0n65v6yVAvTgTNniQ+3Wtxcwbu6xqJUr92Lp4/45ga0WPrdOAVCRmwALFzd2Y6aWYgoIpBDmDC1T6BKgDWaQr2B6g+UnAB6DeB8yKe03oLusWHmWBPKVnOi2+LubrOsUgNPZZ/nBaM5zx1lhyTQLerGo7jpiwc4TFhxH8014zhyAzk0dCNAcaYaDek4kssz30YjLPH5PU53VzpvI/astxDKZFpkXCYDFmEc8E49NL/IHBxjEPOCiPMfF42IP/LJ64IITtwDixsSOsVpnV0Hc7pzLuuzhPTBLFh9ZvCMELrgmzJOS6UKdny7G+3HxJQHLupdlPIHghAj2fAlLz4GzFj+xy+xAB+uTNYRVpRcgLQ6rs/ytYy2cAvixjnSpEHLDyud3kA/iEEkBxZqV7m+zePtJSw53WIilqIAlR7bxmHbKOhZEeSdemfAhBodkIfI1y2fC+xKWKSxGUl5LDVUWTx9hVTNGW3E0hKEGqx3ETY9W4H5hChY5nuuZeY7uPks+sQ1lHOImpb4WSjoVpX7BVBRJCOXhVkvBQSnPQQJORcIbcIvnkSVJDpiAhwvQhIUWCR/EWNrKk6usGsU5PxG8wwKV0LYypFnYGfFsen7heQbp1PkZlgKGxtIjWNg2H7V06wnLIGp6dppJ36JkYm1NUUhTPQznSlapp1L6RNfPIIlRwyDLQTzjo6etC/JW6uoBs1OrHj/IikvHWzBzlFtZJTqksav9ZbxSeayXoWQKxDFDaQ86UJj3SAZBWpFBNae5nw8eQCn5I9LmBFId0a8uu3EDEonFslgDNo8AZ7lfMGOkFWiXDMUBbZUM8s4Sxl48fiN64IIQtwRSULiExbeowdLhCH6sNOHTLRbs72WSs2DrmZgT0Iqun2SGJUiWFpGQHMRJc4o14e9pWoUsEidVfAfcgECx8DeesPTZZjNcl2VpK5c2Wu6yJgsgSFkHq+/p/ecmbpq7WPikgUaAXaDFAGkztKQeiElp1wkL0WbzZUBLlin3RUIspBlrwos0sWhDznXSxd+uRQsQ+D/NowmPYtELxOY2WoimFcdoTTxgilZcBkzBbMCTfwQ8Id8N0LIgolnzaSttOWzl3aewKOYsj5VNoBZA/mLXDkX2uK/aQiv8XzpNbmYBgtygcshyEn2Jhl6VWDyIzycMtyLu62ASWu9gPoO4hQBeluMzrWSxrmOA0Nc3WPk0wM5YRWjUNmEk54y2cvtZKzUfM2s9azmBmsCb8ZEgche6AzpgxDjmsXZyBfqEcaNR5ZoQt8JQCxfiRp4BiAytwYKKO57njzhP3gu3PPBT7mS3uPG7Aww/Lh4Xe+AX3QMXnrgRIsCaSlBkDeJWgLiVMxQjFKoIQlcJGyDEQJYQCWGtadaTLNeVhc3aZI07Pvj7rC0ta/BFpC9s4zMsQ46FWOMtBs9Q5Eq4B3OT5WEYZmET5iYUOxftYE4q4sK5+T7WJqEOJYhBtuWERfuwCpbBZgGwFEkhAspiJEzhrUyhELShizWbIxwjB8Yo3ETKpr4jBUxkKkZRTGr4fCGu4XnDUNKxUNXIyociiKIXGVY0DtnlhU0hinb503t4FogfSr0UumjiSAsn4q3pAG8OnQCTzmDt4n0UPTVH7mXJC+FKAHbkwJqAZ3fg5RkTgLW3qteqmrCATcMCNgVPQ2ON9aEuC48cd0X++K/ingXH2rnaXsjhlpMW7uxwi2OM9S+kLyKU67QEhkGac076hHkVL0Gq0BRkU8g4qdesyLXG4aYkxCbGeyHyG9I5ecYhWtpoNhMLGDIjBfcqxI/28hwh4+aeFsmgVmTQjuPIoFaXQYVyAc8TAy9ZIXe35gTPkTrxQgbRBzBI/1sySMQ04yGTAuNL/wdYH6vm9MugMrKYMdb91NyLx29GD1wA4lYx/+bmYaq+bKSlY2osaUMV/MkhC7cR/9ELSOHGC4cy4W+aZMHs0SxWEShIgkzZTKYK/9BiBwxkhWJN6vMcGqzhJs3WHDVbfcjN1z0FFtNVkyx/CTF19ZjF0dzsmeZzEzcmvVyzWkR+Q8VenIQI4gbs2nTIcsdLVuxTVASuWdaFtLsQt25IjEJGe/W3GqaoCXk6EkzphpYUnmVB85/IYBltLh1ZsJDFml881pJ6nk/2dS0yQDpCgwOaWYtcm4UZ9rI4DxO/tvmIZZC2oBUzfh/vyaVSpDeGFqyEaT+sJV6kWqZyzhV4ClsdNaFwnWUrnAUEcHW6ek1b5MotITxS4tyq5sqFjQmsEbs6i1xkT1qqTpdGGxDbE39lHZp4Ne+hKePutHosB4PrPMYjhryhdluIyzMDoFN+pljs1EeyCEY93O80rgwASAIilOVN9+E/NTRbiMVtIUQQl0KKlupuW8BRxG/AVZzT9wEmnwy/Gevq4lP8GvTABSduuEo159McxI0Ytxyu0hLkQZZmCe0i2CYCE4m4CUdE3rROBg4tj/53RAp8Dek7KIfZWUDnoKxDEJudJ1nrAklhD1ckdMQWgokLIBAI7gzipvCQbgijyEEhrbZcBxfe1269YJ3tP0tYhPCES6B06yWXpRTFXC04wE/FxobFgnWBPzlZ61jnCUpyGSt8CDktQMpy/BRxkOKWTa8mznm4BVMGo7yDEZAekau8gTuQR1ALzAJfIG4lETdi6kRKREyjBlx8g1DC285YcvKMx7lFYFBSx/dr6Afa4bozvlzFAEc9YFgnpJNuFm0RKUnKWAbBSyNEI5gzwsJ5DcTYck/6Xgqp+KnCUmIp3gpLoQ9sA0RpC8QGd2SCBSwO5OVALhFrl9bnrQ+DQwGLn2KEGTaLkWUJLmWjD/JcI6L/A8anrP4nNi2gT6QUh8ioYCwE6soGy2YOZzwYJxE6riHHreLaXAbJ0omsLGM06NqIDDrRL4NQ6FPkjcsg4qZDlOCsimvwnsi0rIcZMiQhRtFlEPF5FUWaeD2wPxmJHJMMWvSvMkheHo3DxeM3owdeM3FLZYVhsubno+0tRjijaSTEUNgqyNYLbRACJhdMBwOTZdeOteAS3KUEdCZMsACNK2JFiqg5APGLFpf8/knKJI6GWGn3abM1xyyHZpTFwGAD2t11k62AVqHYqawVkvjMgXMTN64poiGLkQcbo32W95607k1YBokrk5aTB0WkAceDaMMQ/m6otVyj4iZwURD0Kc00ADCzLsjOaVwgxERkhwCzsz2EhrFQS7gJCUqNR7NwFo+xwmy0v3qRGPUB52J2L9NXqQgPGnB4EiDYetzSDS3uHg1LAAQAg8HNEmLVAsztMYG/uZH1VhhM8D/95ACI1qcg6BSzvFwOIp0hBMwgokbbuDzaJkkGuCyKszGbLyUeEC0UhNPlwXzaQ79Hcn0eiy3+whqLOgFOXDJyJYTS1AG4EmDo8SRDaugHYmdG12E5oy+UDCFrG5cJCGTODhH/RrxMIjCGR4vA5XDtxH1orRMgtQtGYflr8vi7lHYpJsQJrMBUGjzCLpB2KXLsLfzNWFwXn+L13QMXmrgFIWtDCkgV1nKtuVtmsZ5QoqQQMbVZ0eAcxABs4wP+kgDvn/LgjhM5fsripoB2Wb2coEEs7CgBt7shbLtOE2uKJQnclSFGjCIlSSC9ZgYuRxKMBnNN4qhkSess9aL8Qp2IjRM+JBuPWbrxMHFc4DGETiQyE2njnGAshKeREJTGoYSa4P6UdSwPaGPxD0VKCOdIsbxnJEolsvaRGBF1yZoFpkHgysPBk3lDrDAfRbGJRAlwMCPRIC+vAuRKmOTEravX+j65g8QKrgEGwfvASOLz9MzgmXfIUMJjxg21uAklmDALkUmC2iB0WLnaSBzAvdmLKzVtBfsIS6vO6HcIXQZhSkbzXHOGW+HKCRZDIAPYXahn4F4ZWBMX+O4Rkg7WH7NgI8rycTCPWLcYy1+G7zSspbUkV9mkoRgh6DesfYESVIDXrAMrJSEtyeHTWAz73J0qr4WMAUEfGMYI0+G8+PJYzlk6xoJZWNx4WzKNEabf/V+enXaeRl7sO2U9L0KmD2JljLG0oUxLBpU1ji6D6jx2L1DsHjJIMdNkt7gMSpBB6RH642APSjYWR9y/ASRVMqhEPxQwHuRnIpeRZwGag2TrxeM3owcuAHHTZEXvuRSt6VImO5mjZVmUNrdjKQNocMWFBGwKspJLAIaF4ywaN4RYCBYqi0qWFpmnlSggq5TATO4CuQrz6RDrwtIWoBkVW7qxNmGKBhzyyyZYDlITCNyOAwDPHDw3cQM5NW1TXIUhQBYfOGN9mw5baetRq+6SNayyYFJlS2myj6y1iMUSkmxgg1ELid1zhomWlRGcn55lcWLuT4+waFh8Ae3LdcuczcIhwD/DNVx9zVQLmgAdWRzRSkWCygUWF1pcTmBMvEqJRI4UQC2WuS9g6oBHplYAcASY/bNhWLHI8IwIkuXivADzotwPtKGPZxeonua9QyzgXW2WEvsSdgPJELtSxufEvFRdNc5yEF1Sat2S2SewZjzyKQTzeGK9n19jxe5BWPe4JlpnkfsoK4uQGssI/M1NGs5rlIUQ2QTtD8zBOM9YYV3LFAcnQD9w2jyxAgtieIZrR7Ue7Nxb1215wKtm8WQAvR6tkTYhyHTI2aA4D2nwMHWIG89xkbh531z85xffAxeWuJGZzbouKaMRS09+Ievl+mkIfvBCZIy5LpGtgPwQ4hZUzPosAuEgLwlVt8DxJxa5hJCQMus7Ec4cBUPBqzzCPTpJ/Jy+S/yaZ/8LCiailF03G8wCIxDagVgGVrPeci+UidCPbpRrLEx9aw5atKOd0IQ8Sh0xYIR3hATRF6eAd4SwBGTIG5macTWfgx+Kd6vqo71gl6GEmeKJaU96iJjjXcQUk4EZKeOfJKYecCOaWms1SyZYftoQMJBnwBVbzFBo8S4MZJZmnSRFfHIrmfr0Ac+hJKUUklnqATdI3MiNQUZMH2UprwDsC8ggxeyF1Q2skrsTxTQ92WMl+iLd3WZR81nLk/VPsBx9iLI6GOydMdgKyydZ3Ei2JZgSurtRxE2ypRYPB/Fsqw7QflgfCRSKQVa1gzxeoXAy95+Kq7UJpRnyJMIpjJJ7OFQW7nE8JEfOQOA6SGrgheJcRSpHvgwoChillGKltCautQxDBYqzkzmxbCmm3CeTtRS8T8D/vo0tFRmEx0Sxv+6wIM44gHwGw8F9MvUlgwJl8v6MDMoYi+xlMijkeSJVRkBGlKrBUqyP1Vcjg8ZBhJFJbnX8xS+ri3f4JfTABSFuHrN0GcRtAWbycdLW0D2OAFKrjlm2hwWJWds1gUbm9eImK8wcgxsQ8zYLLYDoyIzr+CUhjiaqw4NI24vW9UQz5uzTpIhjGZILAqtdNH+URaRiB0rTPg5IvSpxExmRaUg0gcnMAgs6MIOzeEsbj1qupQsvQR7gQXtBc83hyg3Ijg0obxESNR9CutzPIZohABZoDrgDcQV4Oj2xEj1rD+LqFEnlKyzeUtRrxasnW7CQ60EAA0z2MRbDFJO8x6R1AGy4RzvXNgNAp60+P9iv3VsH8E6ut0HzJ1hKEkasBQgYc1ePCVTAcKYAWm+PtExcIynXV0LD1mNWevEwfU/AcRntkk4tMx7RMpIUIE8h7taEUiolNFP1h8dvHEus83OrrUrETS4W/K3VfVhCY/oDt0c2B+CZMhQChzaP65hQYICHrDFxL2W0QdpjxbghUKI9p61M/EwKmBZjLG6omr1Rp+WmD7WqJVMA9mG4WQeIG22nLz1FX5Y/ETdF48o0cfG42AO/hB64sMStE1iowkDG+oUsRJNwm14yyhUcYYas7KxctwqFYIGIWybyJuDjfU9A0nrQc8tqQrxZX5+s+ayJE4SNsL6KuEsLIkEomSnW9FixZGQ35maNtsLCyS7YM0hhBnELsCClIojCU7wLvbhXz649YMWDZatTO8G17mEQJRKqauc3mTXUuFIla7jYCqvRvRMFvAiuWLPOlV0ZJrgOj6IkvnDY0i3HsDyBwfka6+3DCoi3pWrZRNx0xPfWoahj6SpCEp2kgu0JeJqewdr1ye0od2C5XIY8c4IC3510odAPIhMTwjZzpCXjBxOqR39AXmM+57HdY0HnQgh5/xRyYyfemBdJLAA/w4isfshmXM136fvC0glY+/GYKIaOR5Ir0eXSMeKNV0OWNreQral+J/yD/lY5EcVph3NRcImPS0l46EU+hRghRNpwQnAgQRizHMbPgKzPzu0tdmbnYavrrrEaiFgI3mk0PXN1HP0EcbNZJNDRAMVJByjGoTJySxg72kmUo6RW/ALeFjw3RVxS3SEWPWLENZ7BZWMtpCJAQKiN5JDLIDAbwHTMdEapEBPJIGWf7u6wvvWHkIeQdckguraU65dBC0aTsEH7UMbdsqlHuXj8WvfAayZuGRM/ZDH1LB+KuxRtZYzSxVGSqJMRP0ns1qZTaFdMGACgt9Bt4eVNVrVwIjVwyGLKQdxYlLIuV1KiEeDSWjT9idFKAJnyEy24CBD+snRJqbodDWJSLSSC7yi24gQk5DyIGxSGCQ8IlXHlHigxyY9btv20VVFeJGRBtFejrcwfaVWLmqw8niBjSmYAkawXFgsam7TlgSBiJxwCMYF0mdfpnJVeOAZxItAVApWnrXF8lgwfwOfqKVirILQs2BjXcIDJXzFdWTvJDGhtZ7fRR8SuDDLuSYZR93AWI4t9xAI0xmGh9US4DyBbKr9RLRDm2imme7e8YbmKlRaPdSuHq7e056T1rN5veWpLVXcBDmR1paMh0kvRqIlBLOByyBIIGckLrHj6mo4/Cmh+bo3lu0ggyCFsgOyQbNg0R3br8glYUsfgfoCEYf4XURZllLnfu0VgzuBxJeIDKXZwqIt+PWzJlqNWQ5JFQF5+uQDKocXmF40n5X+EJbUwPiVe+CirV2Vxk/2Ow9OoJDIuHhd74BffAxeauAUB1nUJTaxlCRanMsSogFBVNneCgFWAveI83VXKvE+1noEx6YMRklYhCkrM0qFg9hjLmxKbsqKUVMgDBCKnLEssKglKbJk4qpgSS7npw616hMAR4gCWySWp2FopYVpnCTUpe/edtk5KiBRPZFaHh0HKVx+WmGhJE2EMoyE8tDdjzYNnBSzgEcohF8FDwQPRTHFMAjFoH7XMCA/LNkGYNhy2EEt/iJKWQH6yCXWWu7IJ/JK1CrICkcpTDiQQdkPcFFKTnuH7n9oNmQTXeB7HVEUC1qNIKulsLkRnDK7faj6D9HndORAGSuaWuRglv4S8iSBK+cMQq/VHqDhwAKyh/BB9lkJWsqYqKywbb8mkQRZhPVSPKq5X7S9soGTH85xz4jRWMnRP+WoVhkfpjgiylEE+A5TlFMxXakKevlYfcmWIHwo5XovqAPclrtIeskDPbm2x/MFuq+kkEYO+8cQ14RhjE105FhJK+JBgW65S3s+j2Yd9eHyaUaDxJGXb2qya/gQErb0W0kV8Xs3i8aZySrKaRtwzpA1K6ho4HDvFzPplkOpg2imw+MVjFm/D+0OsXIHnKiODstnyUE2yHEqz42vFvz5wqYs/f0174AIQNxEtCIayqC6hKG4DYMJELUYI6VVHLFl3DHcpgICpvZRQo2fRGKu6YpLZOMiAqjyiFeaYhNAFCIGIG6AiVx2Erm9TuwXPEdt2mCUHgEUNaA13TqOkCN8jRi4j8zMjRuG8iJu0UJGVUjUki3ptL1C3pxlNB2u5XLa9M7BMXdFInMhwFgxvaV3IhM7CAV/4Q/8AQNKc+sE2FEpDQvAf4j7Atfg8JHMnxSLhKjJJnWmA0OA6KEDE0iG6oGgKgARvEpiTcOYFbVVoN+SctBPQGQQ1oj5QfiJu0iKBzQWuL6ska1NUUufKJaM4lhhXaFlkCk0vn9Xj/iX2Y8MB4mDarNDJt5WRi5k9VrYZpDRP0UqjIGgmc5ncKQCq3DDJF9aByriecSHLKJnWxNbVQBHNq8ZbEaEQqIgk2prcmRIyiVwb0vwADo2d1+OjqFCmensvtli8/qAVTyr+hSQHFSMF0EMKNAfE/CVo4lyBPqQTGfNE4I0Ai3Q9tUmS7JwH4yAg1JD87KH3/Nr6QH/4G/qD42evXbmA3uXu/o3Kd/hdF3/pOv0f6Su8V/l+/3v/Wz9+uh08if/n7+qe6gtvT+V7lTu+vI0vu6k3U32hxnH0t0/PUblG//uVTytf6f/Mr+vPyDc1v/33/rb9m+fnc8baY7h0vt9PV9D1K+cOvPeyW72uf73QxA1tkv5h/UKKSpg9eiAjg1jXoTIreZ8PwRb6V0V5cYupzIPP4/4xUDdWxqy/S/mh/lUvJxAJuRQDshgV7iUXp03HIj4LYoCFKIcVLwUHtCZDj2eCSAnv+NuD8U+xzgnrCDogh7gpFU+W4YoLqLUYEt+W5ntQuCujGYIL7vlAseuBIKruJXADBCgJC7cdSVzpjpNY3VosoFSTgvsVLG+TsXpR8imbVWfJEP7mefIqKgvpdFepYmfBuJTkBBX9VdyZTzuIWxe1PotXjLfCdJUv4kSU3MTLgYh40S4ldNB/slqq+HGIshpQMkMWt/gnOyhPmSfGiz4iyDYjEau4fJIFM7gW/aVeFNThSLDcU3iB1rby/HgICDNRdqjCSYIrxtEX1BlFscxcgUSBRhmW9VShQJ5Mpfsjc5RwEcI70zbCZJqxmq09ZLmjeCmoByq3uMq3BOMhxUvHeaKakhN0fzccUNQ56KHO5YunLXkRkrW/C28HH+Je7SPBI7wM74iXEOFJ6S+tywEZ5GtU88HlI5/ptAEZFCODDpL4sfqIGWWzClwzo97c2UYSSVCaq2XJVJksCa/zPHxaahD9/8p5mq86fJ6qAfzv7XE8qFxY3+Dtl/71X/0fZjIfVr5K+/hPh3BDlQp0ln+maw6Qer5SQZnKtyvnMqcqp/r5A23STSv39bd/vf/Rg/b39c97kNdM3BLAx6uIX4Z1aQHp4GhxKqZbVIbV3g7rXkOxReIqqjoJNEXwZ8TARcsa8eFj4cHULxdqigZVYoKq2rYsXKqvFvYG1vfwfgv3sBAJjM3qAKQFxB5c3WARWTyy+uhGKa7S4Onmc8S4aVJUSAdRqJY8uM9i2mSkhEvrCnqJu7iliRg9AooxVXuFac0A3UP9p9/7Z4UTN/3JITevLwSCWzOytrqfP2jZi2i1xwA7llTXYDQsLHj5eWNwRXBdsjGlEStjSxDptZUgtIrbUNycgnmVPZTV4U7FpSqi6dlFQjcJTc6pkCR+h8HJbSlNLsRKGfVBhImDKZFske5pgzxiASPY1QtSLiF+ZQEAPUrEDcRBE5c+jtpuwWFiRr68jlg12pfwHFwvqStb18I6q1rcaMWRdcgXFpQmkdw6LHzVjePJ/dEFix70ShswDFqCJm6rDlqIJS+gkrx/Ewumu4znEQNZz7MIeGTt41P1rfqEpchf53eoaLLPadrirh0/UW3TLyxwXd8vhQbhV9Yqd8jnYxHHynflplWfVtwYEqz6qP86smq6sBj4Lp8xBoph1DUkEDmTN/uPgfP8znq/0hZd718/4j3OdWGtj/1PtQs670JcVhmeSYIJC4UHp6u/dT++LpeVyhK4MMaaoQYHKDSKhwop7jkAgF4njM9CBVXTZhZYf9/ofN0f4oxSoliYFGHnMTzEEGW4tmTJ1SlIaP7W/Nap+of+INC8LJcY1gFlUXvpCtquavG6bqR5IuavB64sGi70+j0uOHGDTIi4oU2RYd5n3YQ9DKEIeShLHOvDBYyytsvSFjmYfy9NIfrXp6/e0JzhP/WmiIBKPegVk2leGgpGjquz6glY2ii0nQ0BA1HEJNzLKEBy/UE3WF9a37x87Bg/YntNGCPdiLg1I2xDcWNWh7mJ2Ckvk6Fxl2Kq+chLv/eieGkVKWherhQlYFgX1jNcr+nmwxYcpJ4cOy5oDdn4ekJhGszA9lQ7KjBv8zoPk5OTDwhlCmFKP72LrFLmiZrHfEkpSNd5OSUssO5X8Uxy8wJszE++rzbRAimuPr81v3hlEXjVw4dYmJLHdpHxKn4F2mAISCnLlIc0KSmq3B8XJoOAkjLssX2QvTb6h+sx91XINliKi/SKJg/fkdLug+Jt4xz6lU718fDx639fVkRuhscHL8PjeyzaTrwfBF3lUpTVb8Q4h8shbiKiniyidcvJENKMjN7k0WZL8PgYOxFRxYNr4X6+sYkwnZEWKa5a84BbVMaPvwZ+1yfMDzVLb7nnRdp8Dm/K6YyQHfB/wzGrIulM1tuuobjZKVRfRRWGoIGx0GCe8xBGcB+ZCoWf3KiS3MCYSEEATzzcRxjBvRPqd0bgiY+P5q7aBoh4uSo/WfNY79NOxlT4xT9u1dRzCe+SEsYd+rliLOH7jJesu8I+Oqf/pXNpE3GTblnh3YDPhWMDmKo2VAguH+pQY35NDp9fav/AmvVB+On2+3d4ntdO3DyrFOvOAszSpIMnFF514saIBJjoOzcctDLbUdW0EncAUUiGMHhXUG9nsYJPAQ4mfwKA9aJNFgU8DG4GyARtZDXev9Vyx6Tl8BrF4r2OAr9z0C4Zt0jxBNwoI6Py3MSNiaiFIAFGfEHwzS2W7sOMjGlQBDBg0qS/NR2zNnXHCL73Babvv9qhj/Xi/IyEA2VTdhFfJuJWfbAXBYoaSEUKLVKYuHAJ8QrEbxip3cAvsCOtDsHqE1iTlMvoxX+KA3EXg5IoBDb0o9LHE74rSEVmutVNmqK+l+HaUGp80MEHBAune6jzRAyKslYjBYYA7MFi4jYuJQuXUi1edRLB4lRJBTKP8PuX10IcRUQgbnyS1FIB6YZRlBKhmHCtyBft8AWjRcR9iYXzNrsFjk5AiLs7SIRqE8V6nzkEIcR6CMg7uSXLLFhESRCKMKfaLgxQduDTBKUfvMo3V5aWzzvnPNzFpHNprXqlcpLaJnAQuFRAS5l3WuASINrmxjFIVlQIimKOlC2mavIpfagrDYyHGiA5JLKq2zgY8IvvtMHz+8NzhgDIFQi+LOLiBEuky9umq9AvvF9ZkGomYynw4hgAF52nT0TeKk9Db3tfcyrEyYPbdQLPIIXCYwId9HgetQ3ClrDjhYiYBIzaLO3Vm8B1dE8fP2djuozaw7Ug395mjSHxNcqey+QWo336TPWy5C7y83UxxoZS9bjvGFe3jPK8Pv4oZAgNNSaUhUefcQ/f1UPtfh0fF5q4BbK4YUlXIeqEzNK+oVTQh9SoCG2q7EP6lnBU1jBxW3Spaqxp1UnuiqHkwEG9wxd9DH3ekMEdSJAPYjyIw4qJVTIwtjia5CntgCIiwP0yQib6JPi4RpFr+RBJ3ol0aKyxpjHyurreYriYd9xf95B1Q3ig8ZbSDHLg4ABbsS6VsdqEEBxCdrHK8z1KcQSQjXQfmeT7CQ1ROSbu43MFy1+4iPisuaxzMjo1D3MSBrTJ7y5lkwSH5FPbLWpnLvvapK9wH3bfPNYz4KtIxAqEJwqZgWVqu8JUCr28DcJL3UzkgbYHZOEHe9otfXQv2fEsWHBYZaR07/DyMbiBIW50l9y0EaU3coew9j2212w7ZJP5jYpKpiZ9csN4YsrGQLgwAij0ROxGFkQRrVc71K/tuDwf3WfhBnahoAaoPyvxg+lErGfLII9Y8TxzV9/VWAj7IL52/3ZLiUvLFCbC+0FK0glhQDYH2egVDHRv2nCug6958otkEFm+3ZvIHN5w3Kp5VsmgTrA8T6ZvETd0iBXQ45Je9Zq6p2YKbUXGMrF48ZesiCS1qfiwFOcwwqXMeMgd7zX/OEv46YoGlxCxlOyqKMf6lUku7NNn+p7azT+6k76q2nhyC4vwCQtjXy/cm2/IgBFyb30nA4cU052JOKNES1aLNPKhY5++T9Mrf+un4ys//U39fP0eGvEBWeOdQv943ww0mWfU33qU10zcfFFpIEhOMIibjVOQK8kJdGxAFk7ftuMEYJ6ywgHIFou/XIOZniSGPCb1cCxAx3wD2nhxjnz1NC0ltTto7rXuFbus2ErjuV46sdaq3jDRknEsWAc/BpDrZSdYbM8eOIfFTQPOBJHZnpg2gxAGB/FhkFEk4Y3qZclSrIDsNhAptoK/KzNPvfQKB5dRJ2qiil+FXLukdP091EhC2yGl09oLnYDRcDRJEirIEgV7eFg+E/7wTF71m6tIMRZYOtEAmAImeA5k9yKT1A5SQkKlZzhR2rKILWsgID0+PcM2KcfJJMX1kCOW0ACSAHBVoKyfT0ZssIRxoZaaApCDlE6jDSwHJjVCV8TtS2sAZRqnBcEnaT2xhTdisifeIq/6cTRYAdF0ordNtYrclO2Cm17QwuH5EzpCdaZembiRnIDl9N8SN56JO8tlqrV2zoPFrYXKGZyjWazFzAyS5sVC9RpUALATMZEqvqJAaf3MkZEroFFCRQhhidACZHWSJhlCSBUkLgEbKyibZ1btPS0mzR8PYta2NQCMyGE0YOWCYKndMdeVlUtAUiFdCFwJAM7V8/kPfnMBxDX9DX0EIGmLHsVORiSbiDXGBGXL+pbjHl70WffnnjkIls6TNUJ94OApIs57aoNInxfo5A+1QfesbJHGafQPJ/l3/rUxAkfG3smsrimg5C0OCTc/9AhSevgp62sZi1HriZN26tQZq68bag2NxEkRP5mW2Z8I142Iwb9H4iZiqy2UAsVwomimU9k3VEoBfcfUoMtZ6yQGRZCLEnM9gZyEkKOUckKK+cqznVwRk4+X6mCKS1kLsK6Fs8AOrV3KKEXaG1O1IZmvEoSKqXINnfuKpHBzkrMhI1yXP3xtKrSBGe5DyWzmbRE1DSbzRyRF+CtY0ZZ32rKJ9hZoW9xLQhXjndM2WLhXM1yDKkGhhCzt5ynSorqNmdaElAx2TnDiBvl4ibhBTIRuPCXzmxc7J6QQt9CJm+YUzwBh6rmF3VqoPZajFpsrNY4FzGutNSe0lXUorFbYht5z4rYb4rZiD3Fd3Ea7HND3GTsIyOUYUBQYJwKPx5rAyBk0kxH65EEL9sp/LUzjPQhxcM1Y8HEU7ZCiRH9qrqu7zkXcNNFJsoifPkLlA6x4XfSphAEWtnQCSutSFPZ+4iY3t3DKGTvWxuCHO8z2sV7kWpeCSQJaAtkMJjFnsBKetwzisi6DuIQS40p7qeawq4NYRmSBZFBVt2+9VaO6p1Oo5ylS/CqHaJQ8OZobobxmsm5JQFGIGXsvM0VYzXMonk/EAvIkzPPttTQXhRmcm4Gp6sMKcaM/wDcd8gyo71OUDccu5mqZsjVV9Xh2NAkhBD3I/7a2Dn+Vwbb6QUVrGDPM6urq2JKNeHRKUJ0+2W493e1Wi2LT0DjaBg1hjdCWxPeABdtph5RZzUtfH5r3r/cD/HcLYz+Wq7mVttMttF8j46SXR3nNxC2TNoRETK5EKC+khAVAoyr/oWruMKkSylNk8uVvJeuKraUU+5FNqbLi5ZAZsg2TegCChnhlcVyFOjIyLrPnj1snFiwlDwTUFUpJjy7eMMmsBusYaeMaYJW9yAjEtPMgbrpJCKHJ2iAlj2y3gA2FI2mDmk9kcPkC5w8BnvaN4x9vyyv+w7NJKEtglnF/FKrRFNkFgYqVLE4txIh95HotT5xFgcLEwWyA1+NbNJtpN49QBsiU6aSFW4CN+rYsmryQBhXWVb0mO0F17w5WJGRNWkZ6ihIipwEeQDNP7aCIgBcgFQUVQcBE1TZWqotWBHhzSjtnI+Lgsgpxy7C4hT9L3I4C6SJu7IdHUIQeijg7ABMgjWh7iFYvqxU34jPawOIQ4OkBAoiFu5V/2cQNYaKYH1Wpj0JcBLiHelVmQBo+/V7AJR0pkwt3kA7VWVLwdMJWPdrSplCD9ROA7UP7l3ewig26I7JdK/tKMm81fxkXLsLzMl48p9a9BK80OH3uGjs/Y9yUAodCFdqsgJw+0p6yCcQrn8edI1DWybqeBl0kWHNH/1Quy1tYHTwbkDkKsImgCSxF2ipuAJ1Of0uIIbQclLguvU97EAKaqz5fNWd1Dw6uLxCTtVbETc8e84poU562Cjj1XHKtyeImF7A/l07lGTWvXZP163FNXVpqMvOjo73NHnvsGfu7j37K7rr3HnvrW++ypvFjeTzcHbiJJBv+3RG3Xcy/fMF6lQFO4lSRZCC7enJlD18nwIy7/iNJSfUrVWhb+1BmKF59R6jltfcYFnNqeZ3VBu1gST1Z5oOZp4SWBDP4G6t1igCTCpfrJU5K5EJCUOtS84mpnuJzA43gNrRBCoPwQGuFd0XUcswhxaSWeVFPFyt7yapwnxaFi5COjBppwVmwRlaxnj7rQnjmyVLMq7i25i3XAxkg77JgMcaCa+4PjWItQu5wc0aLsbidi7h9GuJ2muvoGThXvsLymyY63kSUvVA/VZQ4sEkW+fMhboSteSKHFF+2/ItE3KgtmuFBYbFCsGg5sb/23FEyQlnrrN2U4P+QfT2Dqxot47tah1pj7tVQ28CQVz3UfLmJIW3Z+hPUFMX7I14jXQjrVnAlxgBknFynMVgv4Mx3Q+i1A9DKXRa2sF7wergbm7JKCWVk6EjkEvdlp4rKmn6VFqh5kkGsV4UnSykNNY6Ih0BhMiii3XUkPOCuLeJ1CWeB7xRapntf8XClNYHl8p18ATLEXHQ8UMIaMdURPmvhj+uAXMWtbGCFE4p+TNPF9bcwRJgBqvn9nJQw9yLqkDpxU3UEvidLv74qjEswHuxvPm6PPPSIrXr2KXtm5Rq75z332H/4/XfbpClTrIv18vwz6+wb/3y/bd+ywa6/6Up7y2/dZouXXKYG+7U0pyLVIGS+pvJGqD2Oj96M1+0/HscqecOhSh1Ocvldno2X3ME8TVlk9LVuMq897qSYKHMxgSAo0FUbDKt2G78wmRkUMkuzdaws9sOMseGnI7GukaKssh5lrG7K1ilArLS5saxE2RGKPD6017paO6wK83yOum9GQdtQoGCdrgVqYke49zL20LRnm89tccNfH1ArJ2jptD6IW0gcWk5+C00qBrWERiFAVea1NAJG+qcnuEb/5YcmGv9Jk+0DjPOYqnOY4wNclMrmlO+9qxotmk2YI1m75pC4Ucv70l5YnMKFRMQA4NO+qL6pvbTaE+xFeJwK5yc6jAqalPVgQRInojg2YZwnMIg0SSOln0VEMqJunVQA0m42h0DQEtwlnDCYey4i0QFXqdLcQ0zyUq/lagC5iEXj9y+thbip3Sx2wTyBxcHtEyzQhtWM4cuJm++J2k/cFFz8qyBucocoQjujX3pwE7ed7LCHH1xh//LYgzZx6mT7wO+936bNnMzz0Z/0dWU86Wuhg1zzkP7entge4pynn3re3vOe99osKq1XsyuEx2Zo/EWIBD4ibRIkzAcncVzD48/4zDPpWGiuqDiYSZJxaO7wElHKASYOGk56uAYkOHHlAADTvq+cJ5dQRoKM7sMv3Jrn4xKy9qWuHGjO6DF0XTRctQ8rgj5TrSyRd7eyMS9kCdVj6hqSVz6N9Qbn6nd3h3GeV4PXG7qRnk/X1O9+K74LMZRdJlFSSv/n7sLlPVmAd+8+YI8++rQ9/ONH7Jrrb7K733K7NU1k2yUFjbKOZEF+vR8X2lUqi5u75MnQDK8gXvbmWWAgQlXCizFQjyhUIhRxYz3LTSY3fUA1fhWVTckK1z6iiYqKy0VVJMSAWmK5JizD0xC8k8i4ZDcUJ36aT6xhWWn5jWuDD8wNn++6H+96QL2mMtZ9KAo4wldQqEXSYoq/xiiF6VGs9a3UoITYBArWd4sRrirIWQ9zSNni2u7OiSDXdZeX5ixzQNZulSPqg1wFCN887lvH6HMQN/vMTuLNuJ+WiwhNETx881SeEZxn71InbjyR4mPP1+JmZMuWfX1AfFQiBddnMFfXox9ZKxkFg+NtJyxcg0eAuGjhX8J6DxuJqVs2xrK5kGRkk5RRKe+KJfaMjFebxFo61O60bZ1WWnuUJDqqH4Dl7MiFOxvCLS/ODLAXMi/ipljQPApypljkx3ZiPIAUK6VVM4P2SAbJapQX5mg9+vrsbwBvaXn+1MF73M1lkPaHlaIXoayH/TJIWN5dTRFmrHgF4v3C+SgDih/UtV7xoJ3SArwvSXjDOKCpJv3TS2N5jDTjLYXBMUJNZiDVFtorqBHO8jgexlFRdqVc8n0OKf56LsXFqcKCsCxhDeTInE7wJj399Fp77rkN4E5sU6ZMspEjh9ukqRNs6LAhdvTwUXtsxU9sz64DNnv2LJs7Z5JNmNhgI0ZUrHEihh4GQtsrpIeZBMkZaNsrPvLr5AMvwK0O7D803Oo/70Pv08qcyFC0LwxxQ9uKl42w9DLABa1LG6Nr37sMy4fvxbkdMHr+KBqlyBGdS2ahkwKC3xNMyTGWqALg4JX8WQgZ1cGTH+xgK1EEAIOcpxhj7oomSyeT2IDFyBeoiJu2h2KTdHtm/3kQN7WJ9jSfsd4V25y45am4zexhgeZw8NA2hFQeoVaZtD+7Sga682U/aZuAhfwxGD7JAFiAQhViVEAuE6+HmkK5Rqw5lxBfBnHSFl1yX8kyJE01Umo/RNUAznQ/FdHJLjXqNWnLsFInVcFpSw7CGdFG6Cs35n5Y4zTh5eIHN2k6BIb3tBjkYhDoVQJBeQ5tEUP1bY8vuxRXQCOZTiIItC1DqmdO3ACxl4gb15IYgLiFd00xo56cwMtjUbRQde2XWdx+VcStjziLKF9t7VgeN6zdYiseWWUH9u+zwRSuXHLFYnvT7W+0xnFk8spl5cPFU9EdIrqKaevBmrlt2177yle+ZZs27rY//IP32RveeIkNGYqgRMgJgCon8EPzVWuJ95w40ekSg3prILZDFgiRmTIWLgFaDpeNBHXMXJU7VRY4uQ4iBIiItv6WMHFipoXJfPA4F42p5gZzyv/jmr5NGuPvwd9OJvlczeF8HSKWXrrBG6QRqhwDPzmR9xhTDpEz9Ye7fMXqOCrElnVGsLcmlIgfjeR7zDXNE84PJJi9bZyvecYz9pBQs3PHfvr+Kdu8cavdfMcb7Q03LbPhw3GvQJiFAa/340ITtwDrr3hImmceLCPI3Le8AlmYh1Jui0gzEbtIwgthrTUoiiVSFWJpyw5QlX9nKzu6EHAPDshxqoSPkI3bQwrChrMaySRFCcSd6LXaNFcYf1mPNCuU+ekjzPzhAwgjxAdMkMtIHg1hcdqGu5ASHtkB8Fm7npDlGbAeIvBX9dY0Pxhwv6YK0/quJhJ+3Cshw1J7kwYoqQHeEZFAzT3twxwgiLXTzHkRt3/cRR02MItG+9zE4hbcPdNlgko+qfXcmWUgBVcElHUL/vm6fAVXqRM3NR42GFECKYeiH8yBuNUxD2ljSlZtmTJF0TqVbFK/0Gds4ReOQzmlzmU2C6xTYKAshzzueRM33Hq2E6vpmsP0aYcr4RGWPLe4UaUgIOs3E3lnPBSfle8BY9l6rPT4jgpxU+KKZBCY0Qc2/+/JIDkxwRpkkIwf7knypJAY4iYZRHw5NQVD4ozNPSga5Fc6NInAK/oyZau0FHkmBVHFkSM9Rw/7VmMx0wgxE3y+aAbHkC+5TEWYpOBqC7JA7QFmUpRLZicvvs/cFPS40uvAytgiB2VV2rV9t61fv9HaOzpt3rw5NnlKk40YORR3aK0dOtiCov0o7tGSTZs60yZNGg9pG2O1tbhs5X3hWu5i9zmgOwnbtLr0i/55/R/eTOGrgy0rg3709jNXeVMP5O+lKAAXgLjR8QB8spStPS7DikYQvjRzmSiVIakASW3mG6ORhDu7iJdAJBHnkVEOJIS4ZfNG4S5FX4Rtu3mXbZuyjccte+wAGwfTUDJIlZVZgLiV8fjlGQwXQ9rUvMQkOU/iJjIV4Jqww2QBibihdcniJguIOkrbhPgWXFhkfGapo851COCYiOWUopLMS6gYC542QeDU6X3UA8pTjVz7uIZKxoC4qTaTHBqKr9ImzNpsOd7TijaIq4RtbUKlhpM0IcEtQe9T0MkC7wPCMj/LqkaPA0gQXpIHtOgDNBZN3rinly3H0NhZLKrvk0NDd4sfGpc2Xq4QNy1MJoOqmh95OXFDIKh1ELeIZA2bXMc96A+5SmmL2sTDac1yL8YWofGrsLiVuW8nsTIvbthmD/5opW3ZtNcWXDrHli5daHPnzrCx4xpwl6qNFULLLw4MqIyY6ausFdfU9x94yB5/bJWdRngtXDDH/vhP3majR5N968POswnYRVw0AvSVW6Q0BEI0vXRIaKpX+FyuVWVcCrhyilNDCVCVfJ0n7VJgJhKm8ZQ7W92vdeIkTuRc1jcRNoStyGNKPyd9ZCe7u1UqPEAp4iZroxrJSz/UPl1P91d8nq90fca1Y79vZR45sOkEXor3E8g6qSNQNKDkQyAzgawtUhI0mdVnrDWmHO9J6DDuzGu3HnLtABdrJ9neWzfttu98+4e4y2J77++8xWbNnkCMOG3htNf7ceGJG6yDPvTdQZYPt/wdcyBtFNElHk2Erqh+Zd0KL4U5vmsA5EidrN1DgnbmW3MH2YYnrExmeITRPY+w1zlK6kkpt5GxZWDELigBt8LpiaBnLfNfHzdQBqeUPBlwNFe8biSSUzFzHlZyDG/DgVbwGOF7iLmk5cE4ax77HNecYJ56bCTvRSwiVyRYRymELSE+tSQ8qQZzOhHMxLtR7tHxjknlMcvndJXigg3+cbfvQV0hbjwbftfwnlkWaccCnouZVmmziKf+Ox/i1gpy+fyuELeIslMBXg4nbigRKTHA5c3IIIhb1Mo96fOE3Wiiscir5WMIxaHKgSu1nC+I0xo/H1dpP3ErrT3iu9ao+G0oqxY75gQQt9D3KhVx46Ks8xyejQzjQXnlTgsoxZRTQhj3Ek6UZRIFN3KSQawxBuUcS6iyntVHqsEXwNwZaeaSyBPzhfXbh/s1hwwqUFg4unz0eRA3bsllRRk6z5ZQzg7aydZTNnrMcJs2a4IVIWM5MCmTZ0zESE1QqAVt9rApzSHmYoJyjRAC4/rJB+1x0KNPdY7wRGSNWcb1KAiNy/6f7/uGdRMGMP+SubZ40QJCWLAs8d2u7m578YXN9sD3HrC77nqrXXbZpRUvhysoQkDhpq5Lm/SecKv/Pb8Az8JlXveHEzXmwcuJm2O6DAO0XmE58uJs2bqP5/n6jvXZH5IAAEAASURBVGzLNSWbOUyBhzw8X1AQqaws6nIRE4G3oBjOjZbGJFx1wAKqPktr0qKiFjWkDTcpqeBBE+DCzVOsDwmWNGl6pm2hNrKh7/rTgBFAU2DAyLgK0QICyFtA4G2GkAowI6doIymLINzEdiA1iING9gxdSKA8wZV9ZGoVubZvkQSgKYMrO8GEfbb5nBY3xRGo3lCKJhs/ssMtbirwiFrq4KfN4QOlhssa4tqBAFPd9UoH11L/uIDrRmCLjPGsGL/lisOuRXwFpBNXZR6XYzQPzQuzfUkTi0WZg5ypiGNGdlaZCuQZ+6Xm0Lq9ALHca9QfYv3Rv+p7XhoTLp8xiEpcE8HKkX2UG86OFSPRLOvr2QCZWkCH0diPtPGsbD6PMBBxCy+B8c6HWIu4qWUCe10Mi9tLxI3YC/3tuuEQhMBbZlpGQoiIm4thBEAlZgHA56sKuP5VEbeUsgvSzH78w0ftgW99yz763/7Orlh6hQ0bRnKJu4tETLSYeU66WyRm4Ke2Y9u4YbN9+xvfI5QwwEo3wh5dsdK+8MX/x6ZPn+wWXvWuyFcPgCGLZr4KoNJ4KrZAQo7fBw4lJNAjHuOWyeLGB9L89NPB2oebvqL/dI2YQFzFK+g7vvGzPmfLHLn+1fdym3rqPd/W/ZTwIVKlbdLkvlRl/AHCJ+BkoVovYJeHvOfRhEXgKlY05gkWV8VF5qm9JWmuQN/2jtPW1XXGRjdWXMNZSgayirmyPpzIE2vp9RR5Ak+KoB0KLEbM8ZKmxzQRoWX8VfriDO79Rx59xj79mc/YX/zXP7JlVy+2oUOYN/TF6/240MQtDMAxLB6xpPdVI6z45rmsGaxbzMOAtejhDliEMoRzReGhD1mGvXItMz9yxJiG7HKgrZzKG4nFIpg+opaYLEZsYmQlLG+laYOsuHCsVVHrMWInE3xZCE1wBItISGytrMqwDsYG4sZ9pSCGAIaKsqYkT3Vvx/MBYaii/I9blcAVLy0EgQwoQcSZKJfgOj+r6irxTSIwGcp1SjyY9hDN1fCcJ7DcsdVfiLtPCrHmpbFLyzktbhA3c4sbc505JAUlZseA/FvnQNyQHSwFeRPcy4Bl8nyJW0BemGfeK5SAXXW0V7QTN1yvTGSIG0KPfaEDQnYidqLwGDcwNlR27jWNZpQqUl1MeYTcyqiZTt+86qHFQLBgto3tGNcdtZSsfu12FTAWmYgbyQZRv6tUWxDqeXOE9yjrP165G+xVcodIEEQDHJEMUqxOiPVKcoTBfNXb8wVGiZXpMqiHx+RcET7WqawyWoGK8YtIUCvQt9ECanKew+Km60kEdkLMd+1qtq9+5T7bs6fFrrnucnvP79xtY5smQLJiO3XyrHV3w9qZz26RA5/KWGGFaYMG19mQEZBmWpDhdShIntGmMkTtbGcHhPC0u0Crqxls5HgMDscoHX/54b+2iVjR7n3rHbg/kWsiHuDvrm27bPXz66yj44xdf8M1Nm3aRCduIsKAItgogchMUYIVc0bEx8uT0IKE8azsSnKuvuTLv+KjYjXkWWi/fudh+JW/eT7Fv/V0dbpM+vZ3H6E/XytxY6IExHiFZJSGCxpYvCw+hIi0PQXiqtp3cIbBZeur4OljZHMy2GRuutVtBvEFaCXRNAJDJWQ6YOpY29LVxy3XinZX4LvzhlmOGLEQt10Jk7oWVY5YLMULpJjqjXiQ8NnmcxM3CVzcASWSEyJSsYMWrFLGhMJCQjSwpbdOtoAtntgtnsWEAJZQfOn42UEXvHEOICnrl4ogaksrz3CUtQwA9Sw8uRm5diDTOe4FMB3iBVhgrQiJMcmIaSlvOWIynee7mYBeqJP7StNE++rB2lg1ln1ChwGUBJUqNT4cRbFIETWBNt9Rxm2ItYYtClxbT188gKuZOA7iZqQBZey9GpJdFQxY3GjrvyFuX1xTiXEDRFLunQzCUnjvTLOJbCovQsp/yiqV1cgFOBPJOYMsRyKiWjg83C8rq7QN4fa5z3/dfvLkU3bPW+6wW2+50YaNQKAQjyfCJquUl0nwIWR+ilCjCSqerPXocfvSF7/Cdq+Dbc7s+RoQe/tbfsc+/qm/sOtvvJ4MJWIptVgYYbmlQyyZbj3t6SEBhaw+0ase3PNcM6oic0yuakiKskBzBP17sgLEpiBQCuusrwsrM4QqKjJGzKu0RAA4/eUWNQ/KJZC9ijADiFNMLSe5JFwQ81mOAFuVPslRbgNqyDMxR2TtYBzK3eyNiYBWm5I+1haarYBOMWkl2qIZWqyGyCozDCuwNNqdu/baD3/0AzvVdtTe/vY326WL5tEWBGcZVz/AG+WpC0amtdoiF6+KXpdxjajGl4ihgohTEj5cSeG5Mb3wfIk9/ZM19vFP/Hfi3O61a69bZpMnj2WOSWy8vo8LTtxUDoS1Us7jNVhOQDiu0oyYILm5FTsWMtdEsJy4g4sDJX0S+sqTSLBwRWxV50Wxt520GAtRCuFSAV8R8oR6Z731KGxsQ1c9r4nNx9lXlIzMMvdQgo0roXS55oWy/DTvA8XKEU+Wkm1YYjs6lc/IdfYLBK1d1rep/ARJTDYKCztZqwnuxbSeJJ5hYO4w7k2TIglACdIqvgfGpexVGrPXc0IB3qCTtSByej7EDUt58lkUZ5ITlJHqxM3IfHz7XAvBX2p2i99A3Fi3kM//P8QtFS5JwYAARaonR1kSLx4u4oY1M6H2nK1BBkGYZITwLBrczuEN4ymXpNAK1jVXEKJXdmx4uQz4OXNZYkHJCS+QgLfuuIe8uCVKWD0ebLicgu6SbeC0iDAXlhGKXRuQWT/abSEF4AEYxyWP7btxkmUQrEAyCCLMVThBJ+ngfD/+9W+11N3tLoMg0CIt6jyUhIx5JLzwUBdw0WvjSQ4NnN5/tZ/9wTDbceKsn3xqrX3if37MBg+psyuvXGpvvPUGwlAWsqxTO9xy0j75ya/Zpq27rBss7DpDrCQXzjN/hw2qs2VLF9g73nGPTZ0xkVYjZxnHEucdOHDIHnrkEdu4cZf98R+9yy699BJkRmDdWPb27ztq3/rW97C2Tbfbbr/OampwmXCEhTp75oln7fEVT9iSJZfb5VdeQrwbfav+wGOUQHqlSMpoEmmHEeSh8BFQgyPQKuEY648/fvZRX3d/v2Q1pGWStZI7UugCJVowxrKEK6lj166DPP9rJG4KsI+LJbKohpNswGJpwtzNpsDkyHB3/O4IQQ+WbKEjVx5imynSlbFEaSPeMkG3wZVjrHr+GDqXr0OqYio/Z6tP4DpF6EWY9K+dUNEURsDK8bGXyb7Jo5Yp81Pm2RBXafhM87mJm0gG3y93AQrf3UGVaQBV7lMmQCSz7jvnWsYeewFuXLkPzjG/fdCl1eibEQRVQplVxN/SWhF+stoxiRK0OFmmFKNRZmGFaB95BGmAWzQj5iLdzPMe4zvEOiRMMmnVQUMVBTZHWzIKojAUQU3WaqqkDlnZ0IJ7KbgpEFWGmFwk5VwRaMeaRtBrvLrZws0QX8LlVDclGwY5VZkWiJsnJ/xc4kYdNyeO9Kk04HqSIu6dZW5x05wB5CRYFMcly59bYhheJVr8Kojb089stW988wHcnCftr/7qwzZ50jjmg1yIEHuEVmUy0UD62YO8wSuGBgtb2fbs3mefwTp062132+WXL7MTbH3z93/7d9aEwnHP2+7B1YqVhOfKQ0xCiFjz3r1oe6tt7+7ddtMbb4TsTUeDFAlEQEPYjh07bmvWvGDbth7gmtfanDnTSXJA+EF+diLcHn/scTvQchjhijZKGyZPHmE3vOEafrIrBWRO+1GuemYDSRKrbcq0JojPldbE81SegflDwHgriSprVr9oTz2z3noIPdB1qigZMJvg3JveeB3aKaRVApg1x0zxcyNI18kT7bZ9+0HbvfOQ7d97xPbuO2TrVq+xq264zH7/g++0xZfNg2iyIACFfLHOTrV22ppVL9jzz79grScRyNynFo190ZJ5dt01y23EMFL2IXrqa4GK5n8K2d+8aY994R8/a+Oamuy2226yBYvmApwA9uv8uPDETRYq1k+BZ8dVWngTyQnqBwkOsAZAoOKObN6aC8wvrSFcH/JuKgkI+oYgow6brGEkDZXZDzTZfIyNwxFKnC1XnshbOAZcIJkmoBp+0kDdTD7MY6WpWOVBJP52JUuMi4SphISs0pZWrnXSCkcR4qyRci1KMRmc+cYhlptI9iV7EcsVmirzXTWzmEf5GhQRivRKpRQp0DUzhIisgCJB8QawazcY3Q3GoCwZ+3P+G4ubMuyl4Oo/WWcgbvGnt3kdN1nVUNU91KT49nkWTqVwL0p9AsYow141Pc83OSE4wZWkXHIPJ24kJ9j8ioKruFLr5P472/AWtVhwCC8NPap+ClRX8qaJJL81MKclHETbeE+C/qeU958zmUVk2Us2XQ0hFHHDqieylBIilE4kEewKETewF0sYHagRREzwvHidoh/sQdEmE5k1pPjHSKa6eyD6istTZvL5yiDaigRDHjCPNAZq9ksyiAeUkihrKJ/lWdC0+JUP+q+DTOIVK1bZ97//uDU2NoJpN9mo0YNt1JihNhyc6SH2uu1kyf7yv/4P1v0mu+WOG8joXGZVKJfbt2y3VauetdbWA3b1dcvtnnvvsFlglHbeiMHDHkJ4jrcepYxQq82YMdkGDcLIg1zsJMHsJ48/a7t27ANr5tpVV+MKVWo6cyCiFuiPf7zSVjz8uL3v/e+3OXMnsV4IKWKcVUpFoQnCPHcvMh7CrMqhjtAC03W8UwY++Dk/dRLfOZ9DNwBb/ZqsB1/bft7Lz3+pEedzxZe+41Y2jREk1K8mz5ja3v9exRVMxR4Shl4zcVOlaFXuzqsyP65Pa0Jrxw8uYNdk0XO64MfClDxzGM0ENx79qUVRZl/OkISGIu5SVe9O9xPfAXFLt5KGTrBD33BS46+ZaNFsgIUq5OiWLlRzJBV4TA58SckJwTmTEzTIAJp+sBVU8sPtllGAV9uWqIFJSqzGHdPNZpP+TF0fZ7lquD8DHacF6lYYDYjIGQuTDvU+5Z8IQc8eXxid+ByGEAHSTCUUHxWKxMLH2xGArAzAEKEfKeATTbVMleuAjZJzDIQ0pwQhGU8jwJe4iKoGFjylUmSdFCGRBUkxC4o7Kbl1TwKULWlY9QmB+tXsCBGx2bKIWwBhyJGIIY0kwFXqxI0ECaMcSODF7wBgkUzVemOT+eRLq7G4QUZktgegU/o6ett03N5o4CjYlVo8AwuEp6dvhGlyK/wqiNs//dMj9uyqNdbYNMr++D9/0AbXUy4GF6O7pDRmEFwVi9QzpixuBb9qiPbubbYHf/wj6gJV27XXXmNTpk4jfuO0PfrICvv2dx62d73r3XbzTddaVZGwcLTTgL7es30nIPaQfftbn7P3/f5f2003LgLQmLPFQdbV0WtrV6+z+772VavH5fqu99xtc+fPwR1AHMLGHbYRQtOH9SvBPdtxttOOHztqW7dssj//0B/bNbgUBw+ts24sct+9/1H71D981t505922fOkSLHA5O3rkgI0b22jz50OumLtbNm+BQD5vJ0912qn2s6TM76O2UaPdftub7I7b3oDFRRoaWjqWxTLz79CBU9623Tu3Ma6MMy6zQ0eO2/3feMDufPsd9gcQt0WLZsMrcHlheWlt7bJnyejav/cgWwNhyeP5erHSrX/heWuaMMLe8dv32qVzZ1oNgo6YBu9rEbdyucpJ6zf/+ZtWTUzKHSQpLFqCJbP874+4aacQCYs0jxBdTkzR7bNYuljfGL/Kbh8QAkBfUa7ujtYawkKqavHIXgiMLDOoeEoaosRXqQWX6dZjFm7vwiLP2mdmy81q1ZxH2aVgQaOlZOYnYFaGu5wVXAF9LqcxjXCxayu9EnjQCwnMsYdx4QyWDPCkPJq1O4Nt8GaMskihKljdEixFMeDsLlbWTrXiHvsVIRGskiw6hBAUIJbZZmLlCGmxfSjObLekNWdjuT/10FSAN2MvagmdSMlXIhe0R1twZayNmKzSiF0MVHBb1kFC6N1VGmJtksWNWzNnRdzAIj6X56CSRa9rAeJa6/QTtaUsoI5b9theXLeyabHeaX+GwpuXq3QBmEdpFq9zRixaymbuyZMtFu0iPEDgDY4mQFxwA+RiCcqSCvDq+uCbJ/+4i0QitF8GAOTeXgSqxoIWUH8PsvYT5Bq7MZgKFKsNIr/UcYuWNlrAloGyeskl7pIDr09K7GL80E7ajnIE9vMB/Y6F/Zap9B0WunqooywtkkECWhc06hQ9f+VVkUGVj0TyfE9tSiHFEjZ0YEUG6br0OdmqQm/ty6oQKBlavfEaW5E9f76cdTE2Gzdut/u/8xC3LNrb3n63zZ41jfnJ8zIVVGaplxjq48e77CMf/gfwr8P+y//1AZtNIkFVda0dPnTUNr24xdauXc/rOXvbu96GYrncRjeM9FCMvbsP2LYt2yCCw7C2zSa6p9Ytbp0UDv72N35gPT1lrHsLbMnlc1gnem6aFtXbD777sD1w//ftI//3X9rkGU1M7jN8xjirbAr94aIZsuMakNaH3lCsnaoq8JUUmedZ93gIKpY48RJ6hL5V/UztBIPqCvnV2lB3VOYAFgrmiO7BvbDqSflub++GnG5AiR3pynfjODgPfEdWTu9UeRqp3BCIbOg8H3jF6vV/rp/+om3MP8lbKVKSX8IEGlppu77DPNPYe408fkreO0mVlfa1WtxEOPTgodKv8aFnFOCVdT4A/OlSzSEaglDBUhZvJi5uFTEG1A7TTNY2VsGceguvRHuEYKSAS7yeys9U3c+T5RbPZHPyy5osIJ05I8iyjGXMSy8IomRNQZFIzzPGTSDiMR1nsXI8jquUTNdchxYUGXIwuBx1f6JLRlugWkQqgKh+ZrBk5n2JuPEwnmHJOfKdyywP3QSceGD5+NEmVQOJ9Q+Rk8uEvxF0ERZI9YUXGNQEI107oUhiadUhi/ZRMoQ97oBLLxxpS2kD+4p6HRoFdnowp4gWL92TfhE30cbDGsRebi1XWuEsLdl6giSQZlwBkFKp4Wi7sthpXKyfuMkKKnipxKtB7E5w5y8+D4Dwe8LE5Zkz9lg0iFs4jizLAeKm8XLM0CSn39QXIsNCAQmeX6Kr9G/+5guY80+hmS222+58A1YhhIQ6RQ10oEMwEvDs2rq7GIvWdqqLBbeW2kBPUP7jbTZ9GoG2FI3tY8yam1vsAx/8W7vhumvtLXfdZNOnUNaCOEwtmra2M/bIimftn+77gY2fOs/e++6rbQHm/OriSDt1rNNWPLSSmmYPYK27y5YsXWRVtfW2Yf1O+8Z937OWo0fs0gULbNy4ceBFyfbt228f+1/32cf+/v+0N7/5Rt4faX3EvN3/wEr78lcfsrkzp9gkvquNvY9D3BZfdondjIti0PB6CGCXlRDOZYCh5Xibff+HK7nPDhs9rMH+1//7UauhQrrS+ME+O3T4rD315Bbb9MJ6GzU8T6DvIsqkTIC4HbN//Pw/o+kOsf/4wXfw/hxLSajo7O2xH3xvpT388EomVmiXzJ9PaY+pxLDE9qMHH7bTZ47Ze9/zVrvr1jfaUFzvqQGcABPOWNyyVWSV7rdvf/N+Gzl6kN1y67U2f8FMQJO5/zo/LrTFTVmlPv+U7AFxCwaIG2tEe/IKxLFX0W8CCCGCDtaS/mKu6acDD79kKqjL3CgTRmHPtlqODdVzCAcveCuhVcv5bMgegFuq0k9gBZ8jILh+gvAWOuUA4giM6yXxqXf9Qas6giUd0qUcxHQyxXKvmEimKrGvVQgPLH+qPRkjRFg9/EfYPJa1lGcRfseMdy/3LaoOoPYIpTp/pn2oSW6CHfHimRvBTcJajDIc6Shc+1iZHAu5mgeNcw0VG04/u9fCk9wTN5mIUEKMW+7eOW5xy9gXWcvYCYaEIDCm8gf+i/cP+APZcOmishcibo/vpSAw79AUEc+UrNLCokZCREjIqhXWYTRAyCfaXeaJ4xZtPANmc22UixhiF1AMPr9kogWsFa0h0ozANcaJ4p7qSeGA2pEioGUNVEmdHI3MiRgc67J05WGzHdQplaULKExVyBdXaQhxM2LclNgh8qjxVsaqtYfW+wQxbmzXlWd8AHDrziHzFlFCZh74j/EjgkRLUP9cGaT+ZHwU21YZLRFk3VshEYwXsc6+HTUyqMSWZYZBIMRyqlAe353GO5gZApEmuJzO5n9kyEHqp33/+4+i8G20m26+yX77t+/iTpBnEQjGTuVAFKt3sLnNPvzhT1gVRoi/+9v/A0sc7l2vlZmhiJZty5bd9rWv3+9K3r1vvd3mXTJHfMme+Jfn7Ftf+7Zddc0yu/OuG21sowhdggWuxz7+8c+ThFCyWVjipk9rwgMQYK2bBlkcZt/73qP2nW/dT3vusaYmisIzHxswbIzh/Gow/Cw1PI+Cba2Uherqoh9p16jhw218Y5PVUrSXytZ24vgpO4gyW4fHauIkZaPCKZAVsWrWBZSygSCeJeu6peUoXphjrD3iQDGIDKOwb9OEBvAVrIO4HWw5bX/6nz9qs2bOxHV7iU2aOoZ7dhubL1nD6NG0aQRx01hRFecqfgAv6O1N3UDQinfnzBnmHHOxqjqP4j0EUjvY6ghLSNlNpYP5eRxsP326g3PgSxh6xo8fw3VHWB1JiOJ08og577sQxE1my2DJAHHDXcA68316JeyZyBmMXduy2CGYKIV1s83EBMhdqMk5kcVxOcSNINF0VTMBpNQyIltN27mELKYQcMpGo+GxT5/ir5ip8CjIENo++dNezNCebX5VV6kWmzNVgC8CuEqr9luK6yAis1QBwyUqFsYE4ucXjkcDVa0kFjPPINKmwGwtDzedw77dhI/pXVp0wnPLupg34ktOYhEjtiw7fpZ1wEpgA+eYORM2EGckdydamJNo+kNbk2RsRp+sOmLBfgBZZEz28kYsR9eNIXOM2AwGDV8wn7HYOEeLtCxygqtCurf2fVWF9IRJmifmLzomYnyMVwvbhUHOFN9A0GduKKAqV6mIW4MEC5/RPD9UFfs4+v8Xn6NUCgs7pZ0s0pcTN9WBdJ8CA6lL0ij6Qv3JU/6KiNv73vcRXIV19rZ33AEoTKFqdh08gbnFf6plJK1ZjqdUDxrW2llqVL24fjs1gJ7gvKLdeefNlK1Q8CwjS5d24478yEc/Af/M7PZbr7E733QNVjcmGhoRe37Zxi177YEfPGYr/mW9/eWH3mnXXnMFn1XZ/t1HbMWDj2MB7bDfff/bIViDWPgn7PuQoD/584+ps/yYMW48fRXbjiNH/O8/+cN32zvfgTY7dzoKQGI/fuRf7Mv33Q/x77bGUcPsnrtutysuX8SzpCxqrCZMdSfwrlWGdgZwfn71VvselrpVTz5jT6180IZQNFnW0UOHWu2JJzfaN7+10u568xK7Htfr6FEIMO6/feceu++bDwMQ3faHH/xtW7J4PrF5iR052m4feO9/shXPbvT2NVidTcYa107W4LZ9m/29v/9vf2q/++57bATzOsFkEKNVpsyfzIagpe+zL33287b48vl23Q1X2vQZE//9EjcJepSGYDkEBuIWyuIm4kYvOnETA4AYuAvEe1bvC18YYwGEhDWzV9qZb990FOvmeuLJtpHcxTwuKI6OMStrq6YG6pXNJeAcgZ8NZvYT1S9Hn2K9ZJ0HoCyiSn8vVru+DS1WfRwPRoltyyBq6SyC8i+fYNmUIWAIxAlLiqw8vi2TAw6kDwtSTE26GOVRCQOyJtUKtw9iuWJz9xTiEUHiUggj2oZFY1H8FjHX5nHNkSJBWG6ZlmJirgiL9EDcss/uIR4M4sb7P0Xc2OxdyrzzCvBGWf4/TdzUScIfETc+l7Wqn7ilJ3kfvBMmp4Sa5BeSGLCQfsF7oN4X98go2B4+w5aA61v5nedVv0OqjB1zwsXjLKM0VQLRC4kZVIJADGGs7FRCu7mGslY1jqAtXhM6BIu7Srikz7XifmXM0XLVdu3AEIxn3S4dA3GDGGNxkxLJncBtRqiLEiqrDyIHqSvHlo0h66gUIIMm1LJ1JDtIzG6gCLqIkqYB7f9ZGST8R0B5YhzPK4tPTuSZAsBKQBmQQQFrtUyVkxCFKlKZHoaHv7zfYaVcF4sjhEFhFUGuxj0En/n0F1njo91yfhmW84rliGeSdUiEFnlz4ECbfehDH7d6QkI+9rE/s/ohNRAXKivQrhx42UIM3Hfv/7Ft3rLWfuueO23psiWcm7PHHn0KnPiq3Xr7zfaWe2+1seNHW3dnt+0hlONP/vSv7Sg7APVBwqrlNub45Jc/ZX3MwUceoV7kgyv5He8UW2BMmjDF7iGB4eZbr7VhI4fZtu17beXKp+ypp39iLUe2W1PjIlswb7a9mfvIYlg9uNoeBKcfAJenTm2yu+5+I8rrUERpHu9LgTFmPWG93b6txVY8/iQK/pO2e8cGGzuGEBFidm+95VqbNXeaJ6wdPNyOp+Yqu2H5EmrJTWCMElu3gXjFrNqWECJy8y3L3WJYpDahl/IBvA8ePOLhJ6uf22gvrttpzetO2LwbZtE3b7AbbroCsjeE3SLO2vrVh2zN2hdt3fq1tnfXVowAY+yNN15lt9x8PTXrpkNimVwy5ohv/aKIWyXVvJ+4Kf4IIAk6WfRrjlr5yUO4cyibwO3zw5BKuFk9Nu7pfZaSKh2zyvsGIbRuWGABAfIpv6d0UA5AKlNsVmUymCIiyudF3LwWkBMOiBfAlUAOSy/ikt3fRXYVQAoQdNVAkqgXV0W8XTAVAkM2qJvFWTReD0mkETBVyY8isWMCWgFCSumDFEtVDlN59vxhJCfB3ABgPKxIcgE62CTcapOJ/0MLDEgoKNPxKZl4gTYYXnXUwn3Et8lESzcoK8uua6A/iHOQiqKgS73vTJtlI+IIMfF9NjGrUhUIHOMLZMoa+96pwGTCogpVFt3pOadqwV6KJZTM0owtabJEFj61HdCTK5XtueLPr3LiFnp5FEjZyyxuP0XcmDfSvCrWAcD4V0Tcfu/3/hoNZIi97Z1vxjU5CbelYijoA8ZEdaXkjlYNKMWbZADawYPHqbT9ffvQX/2DTcb9eDWLsZoga3fnM9dkPfzcl+6zUdQMese9t9nf/NUfQZjoV4EivXyITN2VT6y2//6xL9hf/Pl/sDvedBOAU4Y0rUGLa7ZFi2fZlcsudYG5fh2E6rsrKFB70P7szz9gQ4ZBwhlECWevt8ecLxLPNGzYYIJsB2Nx64O4PW3/4xNfc+vX7/7OXXbHrddR0gTQF3FkjkkY+IHCEpBRC4LY/gNH7Z+++l37/Ge/bN+571M2ZybbvowZaevWbrMvfeV7WKdL9oH3v9kWzJ/hWV0KIN60ZZfd9+0VuERi+49/8HZbvEDk7IxtI2vs7pvfYX/2kf9iy4kvyaNZa/rk80PoV9YbgnsQbo0Rg0fhxqUlCCZlHsognUHynn9+m33yYx+z9/1/7L0JoF1VdfC/7vBeXiYSQkJIAiFAQgIySxhkNIACTliH2mpHq63t169OrZ9abbXfv/brZG2tWrW1TnW2IjKVUWYiyGzCECBzQkbI8KY7/H+/de4ND3jJe5QIqbyT3HfvOWePa6+99tpr2u/8jTgJ4+F9YGAxnms1es/9+rlI3J4l45ZmB+KGTIT/Wsx5Qs0NEpu8OuE7em5bFvHw4zG6zvhjeN6rZz7RuTtgljpfNjNi3pQ0zdCgX3lZbpjFF+yueu+WcVsdXeugt3UYP+xoYx4OLzArpdkcT4W3fpNjzHR+8jQXz46uYmLQAYPYjXQj7XLRClQptIJtbg2Hqh6OMmyuwSkC2qcnrbhdQVJkZIEGErf+ySAQ2NHFO4qEHrno0M+UuMm4wQSA2P99xg1YtSRujSuXRIOjERUW1KWvMm7HokFpSdzg0GgK9E7boPu2R/cty9DqbEqvezU4OnqVOJmnMX961PQGZZOt3TN+vLnW1JHY1WSggOsY1G0V1IglHD76HmUdeWB1dDyImnoTZaeqjT6pct0fGnTy9CgZDgRSktJ/Fg2ncqUbBm/Rhui9A+b34SdidJ8boH7WINY4Ai13HT2DcWFN2Is1iDw162f9kZHXPAV2kjUIrk74yVKyBjU5J7V61ybsw1mDsHVOB8F98Iw3nNYs7C0PIdTRNNYLVIgKPlIQIUMoI2z4ourY+CmbwY986KPxS296I0zFeTHR49WM4QfD6okteWwVi8cavGI/8IG/198u/vZv3hf77IdzlSIn7TYr42Ld2k3xX5dfEz+9YyHeqKfEiWgilGBe9+OfxEXfuwx16EuRuJ1N+KW98Vh9OC78wVXxJ3/6uXjrWzD7OP/smDd3Ns0px76T94ovfP7b8Rcf/XzMPXz/+MRf/VkchLSsjjPVBE5T6mBz/dDDj8Y11yzE+aErTjttATR1Utz+k5vi5hsvjjNPPxGb25fHxH2m4/hweXz2n78ab3jj6yCftVjOBrsCZ/yrb3tNzD10FnTzHkJLXR/7TJkC43Vc7D9937jrzrvj03/34fid38e0ZcGJaBSmxBKkkie+5NVx6EtmxesueCWOFGdTdw8x5q6OH114DYze6fGu338rGgu0ZuD7skdXE1T4trj11ltgGufGiaeeArO4F6S9j7buE5P2nhi9ML333HsPwcxv5H5faOjLiCm6V9x803XA8eK44I3nEwblPKSExgRVQiileI7OCapKB5O4PYNxk3EioF/c9Vj0XvVw9G9h54LhLExvxCHYa8yAgKAqlQnp42iX7ftHTFxwHJ5OuMJ7fABSuw6N94kPp9dfBvklqrPHh8QNj+5S4ibjJoI6a0qIlPUq6r5jVdTxshq9HkKHASRHQkeDYLUeD9LB8SelaXhUMqHrEEjj6zB16IGMG/59zMQS4k7GJYNQ9q3CZuL29TBjT0QZz9g8GgZmtZvdWyc7qFFH4KkIMeEAQMriPYt+/AxGD5u/yoPs/DogpnqbTWI3diJMnqpNRKnGB+5LNYUkEGICIzIKJqDE+aUsq/AVzBxCivQtYQf5wOYor2TyeOC8unIpBItuCQYyXsrEgjluInHTGL1Lw89k7NgVrsQjssW4pY0bfdzTGbff//3/y2Rp4sV4PhKeExA7A59k1BhjCLRBdtOTDzH1E1t62EHdljGCynh5nnXWy3FHZ5xgrvNIJ9Q1eXoBuPW1r34tJiAS/+Cf/EEccwwMD6oGxZ3bEHXrCfW5f/kPAkKOx97rTWxyO+Paq36MW/tEDHgXxF5IVRWZX4Fa9aorb0N9sG/88f95a4zhKDQXvlS9EJQ6JSJy/SqkwElDjlx82c3xF3/173HU4TPj934XSdj8wymfxdUxVFQhkWZMt2zeGrcvvDuWc0boWtQC2qRddtE18e2vfSJeduqREKi92THeGv/v//1L/OY73havfMUxse8kJCvk3Y5ERS+wL33lIsTwzfijP3wb8esOw5trWVx+7a3xpS98Kz7ykffFOWefCMFBAgMKNTGm8uzNnN9IfpsehunCqDQTRkMbt40btnM8zXVx9dXXxnve+7sYDx+SbZdl3tOvF5Jx2wEbiLCgUm3jJUmWMOfHB0ho6htgvhYRMgiP+84V0h3Og/afp72wqa3MJTTIqQcRToJBg+54KHwa1uJlF+TtQzrWd9uq6FwD1cB2uB+JW/1A6DYhlowJV94bmoKUECsefACL8DbGjxul1Ak6k7Zy8uHru6O0+LHULPRj5wQasAmEiYEc1aVJBAmuYDJTMG7gLXNyNDQq9z/JuNFHjiyqf+6h3c+4YeOmfKAOk9bQxg1pW+VYpH8Ee5dxQxbPSz7rMEW79REcK5bHKOwIdRIBwbH/BdcNmXToBGg1JiLaGwcOZLySYfJbr+DRnraDpUAsJx7oA2tj+4NrYxRM3KhemSIItmXprDadfiNxK3H+qlWnxA2QuGiUiD9qDLcexqX/7rUxljWoRMge/MGjsTfMDw4NnawBpX3Houot1qA+1yAALZ1zy97J+HjmM9MRSSNsHw4oZSSzZdagjAfI5rUfgPSMR+p55IwYhS1kTKNeaL/amCRBjLXtqYNvOhktvHVR/PG7/zTe/YF3xpvfch6N7mEzySBLg0DSlFwy71fjTPfhD34SuluFcXsP4T/YTIi/0JkyG8u1hKO68MLL8H78GbTx7DgOkw/exnXQmR+h9jz11BNTMiUtXbPmsbjjjgfREFwR8w6fHee94rQ4Fi1KhRiotu2mG++Ib3/7UqRyD8Q//uOn4uA505E4K92rxsOPrIlvfffi+Ie/+Uy89KQz44wzzoQpGh+L7rsLG+Mb4txXnhK/gZZgn333jx9dfEN86V+/hX3dvjENc6jx4/bBIe2AeOl87FCB03e/e0l86KOfjV/mBJgT5h+DlmJSPPjAg/HlT34m3v/x92B/jGnLgTPioSWr4/Wvfjsetkex/pyTNnyGQHn4obXxt3/7xehhDfjon707Dp49g/Ul4tqrb4WpuyHNR046+ciYedBU1hUclNzooA3qx0Rpyf0r8NL9fFz2o6tj/snz8Zw9AYngeOya78S05avx13/1x/H2d7wVm0DMx4wgAPP8/DFucvZ6OSIZ6r1hedRW4AK+hd2ARGtvGgJ33ViBPQfSovrUMdFzVFeMf+ncaEwAcRGdKh5Ud61KTDRyMUK+jFEqkpYhGTelFlRExgaG2xWiVyudqsEolnGP76wx4UDIGiLnxmQIEWrT6nTE51Ng3vbhKA6Mf+ss4hrKKmWq4Nocac/GBEU/X0eNUdFIF6PTso4JpDPwZn3aKM5kPSg6DkWKhgSniRNEjaDCydR6OgRwKHNcShXbmAYG6TWOC2ocjJMBhLhzGme/TsYGS6NhGS3oQRUiPkoR/RPYM22D0fR7NRJK4ylBCHRIKLm9kylzUiq1gxA0tTs5dmo0IE79fVsInu2OXGoCUcZ2pvGFm4G7HDTjwxTb0xm3D3zgk6gE1+KdeUq8+Vdfh+s47JBIIXHRPVxmLHd/1Vh8/5L45je/g2RpQ5x77nlx6mmnYGDrxBeH+MsnHTXYLX/ly1/DvmNhzJ1zMO7q78AVHgkl5TZRgSxf/hji/0uYhD+M17yaeEbEQVv2yMNxNFKrc84/k13g9tjKmPzooqvisotvjP1nHhAf+ehvIqGC0LvDBfmanmSh0SxMEMBnrIzNsy0uvvTW+MfPfC9OOmEOhOaNMD8H587KVBoZbqPcNas3QAgfiZt/fGOsQBW+GUPih5csjXvuWRS3X/+NmHcEB72zUF9yyfXxl//fZ+J3/uCdiNmPjf2m7AUT1sVxvBge37M4/vVL38POYnu89z2/HvOxcXvwgaXxje9fGxcRkPiDH3p3nH8uHmKox1QK9XNGpR52GUST+SNx16PYc1WdTD2YKiz62ZL41n98D+TsiN9959uIdj6D9ZrNSELYDuy51wvJuMkIiHvFAspv6M+T6tNk31qAY1Flk1KDUarjEFD5CbEwkdhoBpFG70rLkJCXTzs4yofjFY9hu6JQTS+a4F4Zu5k6XuY1HAkqS7G/bbBYsCmo7Q0uIoUpz2ajyCa1wqa1oV1uy5De8evAA7JJ2I4mto51jLLrS1FVEWPOoOEqIFSr0olkBPLYI447VOLWPGpvHM9Qu5KoC41Ams0kQwMNfoJ+/NwYN7CW9gfajQqhqSqcViPjplRPKVPa8MA09eHJ30BVWSUkVEY8cE7iBNaciuQLDU8chM3WdIQJMG9NNSrSCS7P3648Dnu7AqZ16ZaoL+N4Qjyxy9DZDmyK9YCUcWvS4dIMGTclbjBukFZaxYaeMfbDGlHehlbmflTgt7MGoO7tQNXm2lLHKarOmlM6mDUI+6fyFJg3JGd17KBqeKvaFxm2Ckw1LuaY3VAXa5CqdNcggzaXXINALFjDaM7A3u/4WdGBLWNMIA94pqOH4yYNYqIiVGN8a51x608Wx/v/6KPxx3/6znjTm85hrcVW2pTSL+kka3idNq4giP2HP/ypGI992d/8/XtjHE5JMm7ac/UhTHnwgWXxLbz+JxAa5DWvPScOmj2T5bIvrr3m5rgEk5OX43G6gA33lCkTkoF57LFt8VVsiMdNGB+nwBAdfeQsNrsIZOhDf310fO+7l8dFF/5n/PnH/hzpGCptGMpu7NFuu31JfPnLF6IqXUwA9qOoA8EFdKsLm/IpSP3nv3QeTmAvQ5U7heP5boov/du34t47r4k//fjH4rjjjo9p05DeoYG6ZeHNqFEvj1U4r+wDM1lBSFShPx1suCdP2S9OO+U4tCovib0n7xOPLl0fb3jd2+P1b3gFJ/ScEUcehXQQVXO5uVd8/OOfjJXLlsZ73/sHMYujuLRfvuyya1OV+wY9bAlgjBUgjKLSW20ooe0IsO647YE461VvjTe/7ox0nKuhrdBRwRAn44Hhua9ckMzuGOLANrFJTGed503iJuMmswC33odhq44K1Q0AB2ZEZA7ittQMwgtF80Dl+hnsOjAK1NPSCPigcwJIkbUqywyqZwDetTJuS4eQuBWMm0xJjZW4k0CZgZSsRjgOYyVViZVUQvpXQgXVYNBrOEJ0TEZSgX1ag11PA2mKwXPdORkosYy3XXML+TehXljLxMWbs8rh8qot6Q27PnY62MkF9iejjto/OnCl1kupgZizDuNmkETPTG0shIDcuQEmEHzLY0RYLLWxmDKG+G0QHe3+kD56dJhE3iDCFaQlgYFjHbftGp/m+m0ZyLeiGgDrCxGCFTbb4dxsYihZQk1aIohxEy/RWt8TqXJWUuoOtOrJCV+8hTbQuWTc6Nserir93L98j/Ps7sDI9ID4w//9O+xOZCiUnNJfiJoo0sE5j5s2bSUcx3UZcXvBWadht4Fr+wzsXmRoSeRYSZma2BOWOvaCabsT76UfxcKbb4xP//MnY9YhxBhk2GW2thBr6NZb7o6v43SwetVjcdyxR8Ys8PPU014aRx53eDoO9LDAXof69Ftfv4iTHfC8+rO3x4EHzYKwsTCC+35yTFK6whhBhLc/sTUuvfwn8aV/vzTmHz8HT67XxtyXwLghGTUAr4Epjdtz0823Y/ewBCnZUXH4scfFvTCk//n9S+J7MJPrlt4EwXHHX4kfX3tbfOZfvgmxmhavf93JcexRh8d++0KgmDN33H1ffPbz34iNm9bH+9/7G3HqyUfhCbYhLrvm3vjTD340PXTPf9VpcRBi/r3GIwVmMZIBVjoI95B2Qtq46JCi8fhjhBu56uobsT+5JE4/8/Q4/9VnQwyRFqOCcRHa068XknGDnQCx2pKPRAsQscW88e1rF8sCXwApZK5BQN7mjWsxr2DjQSBXjxQymLkBbEtIzkocJK66suQmEDsSUCc91stL8Nb/KRK7xUiaZfp0ClAqtA90Tc0C53VW2aSWsKdsIPl3TlAyG0wWdiRLdQ6frzGXGngej8KWt6RqFFxLNSf0ULtf51JzGpJlNokl7GlrakqYYzJuMhpJv2QmoZsNT07Y3apSJW65lgA6tBsVzsIuw7g1xkIMZHayjeAyeFtns9tA0hXY6JWx8c1Yd8BKi/7GRDbpnJ/dJDxQdRJMnHQZtVAy2Bj9l6D3vcvgjta4US/qrOOE5sHwyMFYVIUtZc5AcnbKjB0SNwfUDb1erzXa0kkAp5KB6VmD+u+CqSaYfRkVuKFLDBnTj41Up0zEfuORpLIOELusOY620M6yYbAwXlftnAw1TlJ613YQCFnnA3HHU1u696bfR05B44Pzxf4Y46MizLNx0Ra4WjBJkxlLYRntuXXh4nj3//pAvIsYa2+AceuACe6QKUlsAD6kr0FHVsq4fehTMRYbt7/5+/fnBtdKe2Ekly1bkyfa3H7rT7HfOovTbI6NMXj9b96yLa4jNtwVF18TZ555CmGP5sMUsb6CYps29cZXvvK98LzSk084BuevOZgEARvwp6NrKo5Tl8Z/oA356J99NF5y5EE0pJ/Tb9Yj5V+IZO/iOPGUU2AQz0UzQpgQ4FuhnfDb0N1R2OtNwjlwDCpHHMwwLdEj/n+xZhxx5BEwRRMIgbQaR68L4+br7kKle3ocfdw8nAvYsLNGyOwbvHz8uM4Yh2rW9i1btjEuePVvxG+9/Vfi/PNPZ6OK1Jq5UO6YHH/1F38fSx96IP7gD3+P5/sTxmlt/NcVV7MWbIfRe23MOnh/1oktORVynMHXjUQJuPG6O9BWvC/+9u/+nBBP9h3ckV9gXeogVugEaPH4cTgFMTftXwPX6+dX4iahgsGp4dFZu3lFquk8QQBZdAZB7kP8ZqDADoLtll85Ex0/9mg0VmN43Z11m2+QXC8XxgVEh4DAdMX1S4dm3CSKMG79fI/Cg6bczU5qBdIqDHd7FkPUEHd3IlHoYKHKwHeoKut4hPbBONZHU6nhIfjC1I6YSaApHjDG2PLA5g7UlWVXeGcMSNVAzFvTJZ7dZ5WdW3UUuyk8NprYTTS6aDsEt0zMusZ9G2P7HWuim3ZotzBG4uKCh1SjArLU2QWWZBhhJqG1+iqoMca/gHpRGZcICms79JY1vlIDBkPGJbqx11MczjNjM5U94P6lEJGDUUfXVBMqT7FAapVxMwDvNhk3GT/E8Xs443bd9XexQ/shpwBsiQ+g1pw3D6kmdinyRe5SlLopSr8T9ebXvvKf0t147QWviFNORfVOzzX4lWLkuaRsGhrs1Mqd49n91OObX//P+Lcvfpk4Z2+PBeecFFP2mxid2IDIQK1evpGwIJfGH3/k7+L8BSfHO9/55liwYH5OakpEkofnKPHSfvjDK+MjH/9cfPD9r42XLzgDBm8Wnq/jCYhLiBukfUYWHz2GxQVCbjTsSy65Nb74+R/Gy047Ot6CBHHOvFlI52DcIGqPb+6OK668IW4mttpeY/eKN1xwbkw/ZFZcftX18R9f/z55r42tj92F9xTzgAV30eKl8b0fXMtOlMPfT58br37l2exgj45RRLu/+75F8fkvfhMIdMf7kLidfurRsRV7y8UPbYzf/rU3x4wD58XpZ5wIsT0mZh+C7WAX0cvBSXg1pHksTFJD//Osl4XjZ4uXxDdw49cu61ffekHMnnMgtocwBkgSRxg3pNy7cE5gBie18I/8WW5EwaE287bD5g2OIVMiSW/igdi4DzumHy9j8yaMC5pUY2wM59E4emJ0vARJ04wJ7Ml6ohdpggxCB0xS47512Lo9xkYXOoczAaiChB9qpRQHhq3C4lpxgwiNVBLs+GWICdSCDRiWRg9MixtHp46qs07aQ8MbSJH1HDVnfQp06mgWyuOnoirEiQW7qA7oHusoFx2VcdsKs/HZB6L082LcwFVNQqowboYDaYyFaLYZN7URcgowpP3LH49+7P4qix6P6lborFI3bb5gumrYV9WUQI6GEUXqUmb+K3mWrlaYL02cdmI7C7v0msW8jn10uReYEeap7nhRRuUANCcvazFuCiZ8zjhrdNPPj07UqhWKabKBNwh7j45tBBbvJBRMB1J217gKR3LVUZX2o1GoYbZjpAKmWgo7qkj/mriQ71iDCEuiiQidANLQ8AFrUMc0GEDKEY88U9RzidU2NLChVSpaljGtjsMMY3H8yfs+FGedeyanF7wq57MwcX22XP/1wdA8xpr7of/zSeJVjo6//tsP4PAFDhFj8NFHlsVPFt5JyI/FbDDnx+kLTsP7Uyewfhi3bmy97ohLfnAZNPG0lLjJuBmAd/Pj/QRF/2ZOhFNRE56AJqDCeb8N4FaBIfreN34UX/m3r8Yn/vrjhB45GKD1x+plq5Fm3RCXXnZ5vOqCV0F/3kQ/6JNCHvA3tSmupeIeUtDLLr82voYDmO15+zt+JQ45ZDYqy1GEaFqBJuX7ceO1P43XXEAA8bNOSc9QPfsNN6IZExHOwXnWdMpa+ui6eP1rfgd73jfBuBFsHMYt1xziynziLz8Vq1csjf/97t9PKePqlQQcvuTy2ICX6OsueDXODLOZ66w/tE80VJJpjE6PXvzLT3wKdelH4uRTj0eSiY0wc8zzrRX4aL/tWEl/zV+uIFl/PiVuYl0Z8WCDGGr9Ny+LeGgLyKuYEaJDw7rHAqiJHdGFC3X57JnJpCmOd7cjIXEHCq8BHtEhxsNNYxPP0Lh+2RCMG8jsKgi0jJWUzg0gbxlVUIPQGVvwxOwnhlwnaoEuROlVJrgBVjUI7UfSgICYiqifryqT1X+8ZCIyceGO9U7Sc0gdaIOdUuDtVT75wGgejvQBopreXjCFEsRGlUGgDyW8ZYLjYrbi3frE/dhJbO6LCb0cTaLUC3jI5Hkumaop7RLEvyTmrKKQIhCTVlBvHaPQPuroxzumzA4DN4mo4JWL8w0ZUC0TUDhw/e+YPyOq81DZNjDsoK0qw5JxW02b/+02AklCEWTctKPYwxm3jXhzffs7F6en0THHHB2/8stviJmIpjnyjjnKGCO5fRC14re+dUl8858vjD/62LviNa87Cwna/tAhRPCQYbAKfHIMHVukCCJUaVx8++s/iE/8348gKTs4/uKv/zLmzpvJppvxZtD6eqrs8K6KN//6e+KCV50Qf/L+P4iTTzuO7NspB3xhQehGInr/Q8vY4f04rrj0co5nmYE7+cEwVhM45WAcdmrriCx+EoF+D8MTFJMAQnx8m7hJb3/Xx+Ndb7+AA+9/k13lHFQX7OI7R8UmbNmuueaW+C6i/AYblXPOOpVhKsVNt/4kfvrT++LOOx+ITStujwmTwDNW1S1Ecl90/xraeXV85xufjiPnzsde74QYN3FiPLoSphJD4ONPmosq+K1x6ilELsd+r3tbF8a8d8WFP7yYc19vjNmH4ZJ/2OExejxSX6jVxL3GEtZkThw6D1sZJBAeMP/gQ0vjmmtvxAbllrjgl16fdn6K8ivYZGr4PMK4Dc24FbEggRXIV4Q5Egm5pCd8QMhkOvL8WnasJYxePUmhfsUDUVuFpJ/YmG7QGmxwa9sIs4FzU8dxM7DRnYaWAAkIZhHaoFU5/1i13jaO1qvhzT6auY4vHeQQyiZdtCaqyjHDLtYzjvNe6SrhP0yn04MqP8+PrhN+pzoOL3zKiM2oG5GYaF/WPxFV6+HjovNEaA2emkYBqBhiwK5AwTyBw0PtGz9vxk1VKc4JZZ2yiG/YhGFMiZuMG+sM3kHRj5mJDhaluwm1osoUjQvKKTrhwgpcoA0EIUimhVWJ/KxdjAc9h8agfpbWwyioKarwKetEgplPTXjivFOdCfMo4zZ3EsQ6ASAQgCWMG/DMSP9KvlAtNlc+EY+zBnkKRRUv4NEwgFVtA5F2pWOC0m7WDgEJCCluJ2uQdkcKDlyDMNPJNQjniGDMWGCTCbCYsnaJjgdG/mqzZD5LbFwX3/tI/PM/fQEa1gPj9vp4xfkLKI402kzSZ8ezm03uWsyT/vTD/xATJ0yOj33sPahOH8HY/1HCAt0V69eujeOPPwV16JkxfX/sqrETVEywEYb32h/fjo3bpXHOK18eZ7/iZRjij0FNyzFYrFWf/+xXkyk885QTU13agYCDbrIHHBtf//rF8a+f+1p87ot/zVnIMxkT1k1sJW/FEezLX/0Ozgaj4td+/ZfzJBjDfdi3PE4Q3oHOUE6Fze+N8a1v/ACGar9426+9AeaskJRteWIjDOWN2Dd/B6eqQ+P1bzyPs1CP4tg+mKeUFLMRTZteNIXgxnIkbqed8Kb4vT/85bjg9QvSrIUE0One+MdPfZE1uxuJ2zuwh5uam/QLf3AFm/2L45xzXx5nnXMKHqkzWNMdD3NVCROyNe3gfudX3xPv++hv4MzxMoK4H5FOEoUzG+NEYo/ycqwqIEC5ig3+8Bk3lzp3fSDnjUvxziEmG+JdkVrRZBgO5FgC5e6PmJG5mnYNMiAgf5NZrX7cHZqeiyXitNVwDujHu7O8EQkYtgF1jhvpHg0hQmywryJpAABAAElEQVQ/mlg2cQKLRu6CKJv/eZQH+WssToqcHRNtzZp4RcYNyyMwzGRrBDBAk70gfKcSi+vUg0B+xMPJeFmGE4e2WKAGfvpb6/KO6LefQLglYiZV13D8D4uvjBtTytIsMokPeIsUhA4pXStwOZ/r8aoYOiax48SluzQbV+ODCUTJMTLuALS5klS6E2jCUensoN1UBS/bGlG8ux/ArZ4zS0cvJ74QDB4HX9JQ2g2R0ZTPtuQF86pULc9fU41FuTXs/3qxY6jPHBcdnBHZBTNaeRSPVfT1TXZv1lWbBoocz/mGR8+kGOwzbL59gomuAL/mv/0Esbt18IKO6Yre/JVDo0xMPncxNIB+FlI/J/CT4UB4JVBtH+qTOmmaqCBK1y9HDcCEYVwzdt1MYEKYgBK2Lw1j9zEhZGZzdWAsFesLyEKdwc+hLiSYi+97KC4iltmffPif4i8/+u54xXlnxEEH41mJpNL4V3dwKPGPr7sTSdFEJuJhcfSxc1CpsvC5MCFxpVKRgZqomzaACNyPjoV4SC68bTGErIzb+ql5ogLKE8ACIS2Nj7s50P5GmKbJk8fFfFSkir91q9fGp8wJFogtIG7EA1q6CtXDfRC59agmOW4IZtKo+lu3b4nzzzmTUxuOxbOUI4VgJG+4YWEa4c5isp95+gn044BcAKrgQS9e1HrFXo+R7oMEsKxjmFvVI5ax8sSCSy+9OpbcdVXsbzgb7Sdx6++Gwbzn3ofxirqVI75WcKQMKlkkBI/h1LDwp/fDyM3GOeGtMJBHpierBsVGPr0BAvbgkvvjsY0bYj1q+DpjqnTFdi44cz676DmoPcbHiodXYet3JbvJi3AOeRWeVa+EcZ7OYsR2APxg1udcG2oYX+j3z05VynJg35jDLgxG6UdwGSU8Phs3QX8eQF1lgE8Wbg3947QW44bUS+wCgyC8aBNcjVhc3ZCmQACc8H0V2ubuOkmNeCnzyzMPQ8/A0qIp86kJg1G7h3iXnFpQwYO9A/rVQJ1SgxaW3aQdji3TidOjicNXRtN3LMDdBjjQu1zzkPXR8dCm6NjCIiANcxPK3x2MInfOxVT5IemXVJaYM1AapFcImg6gDQdMis6x0JvNSHyW4J1HLLMqHp7dSL17D+2KrlMPjC5PDHBu5S5VjJDmQWuwDW5+9v5C4qamgGlYR31V5axST04YNI4btlNKF4UTnWEMpOnAqx3H7YqHo76O59CUVEfCuFUxDUkbN0xPivktvYSGecKAU59NUD+2eg0kXk1szcp4d3aifiZYXdKmPDqJ/gROF6o2aTz0iQ8D1IDW96OCNVZddfL46NgKbSesRz/aj37MG1xzOmeNierJMyIIMRJsZoqLzEjS6u01CMZMlVkJ5q1v+daoo+4MjyRrrUFu2h2LZ6xBAk0TBsdGOgqu5Bokw5ZrEKo07Bc7DkFtjTRVKZ84pPoNDCQT+V3MoFty3HQr6cY6jrpS+vPDH1wKjTgKe9s34NmJHSQamgYSNT+92E/ec/cyTqz5J/jfveK33/4mNo+3spG7j4DhB8bxxx1LEPGTYYwQEjBBmnWcJdAwPbahBweBG+ML//RFogG8OW3EZkzfB1rNuafY7P7VJz4Nz1yPVyPtO+esk9jkii/E0cS55stfvig+9sF/iMuu/Qp2a4eikGL0kS6uWrMe++DrYIx+QGiRaWzOX5OnPbh57yDN3njFTiNSQOfoSXHRRdfFl//9WzgJHBK//ttvJjYagaeBh8zQ2rWPxaWX3BI/+O4NcRiHCJx62ny0JAfC1yAEATgTiF05YW/mNnPx4YfXxXHHvyn+8F1vIWD7a7Ctmwdc6nHX7Q8kYzht2tT4zd96S0z2+Dg2PncuXBRf/OJFbIjvifNfeyZnah+NtgXGHLOsMZjQjOVYwi1IIy8hXuYN190SM2ZMRFK5gFN05hAcHWcgRm8q0QKm4blbcrwwgVi2bDPPd+ZVyisnh/xe7gid4C7MqBT7b3k07QNKAFVJg+dqVo/DHshYYQRt9VxNvS4TI8Q9Jpti1jodLxPhv4oXTX0xovs7V4bHj3RCkDyYuWcsovXZU2LMsftHzIZ5Uccl1+uHSe6syUjQNKXMoJaRFjRXU9ZNK/C4QtTsBJPYsfMrnzwtOk+aBdKA1AxkwYTRFtpBgdiAuKMiHROggju2jE5gfNtcTlwez5Jj8dUrU4NyZhrZIGZ+hAMLtJ6jYAdnR1IfdiZGuy7hVRVMmNJMAgdzgHGJvPbb0yXczxmXqIQ9Sj8Usw4x6sDwsvIE+YnVFI/CeD60BmcH6iWmTJ5gkNIhZyf9zx7Qb3bA6t4bMBbaPJQnscPgyJo4EPEpon0Pf+6/4xGO0yLiOganDVS+fZMYHzzIxhw3ix0idRPuISWZqkwIytn/tZ/gieT8h8CD8IF0u/JLc6Nqf+BFRFgprDYtwi7DgST1Ezf40L9k3DCYbty7NuLm5agAMMKEWW1ArEswlaouytj8NXH0UJggv5cXZRZSL8YzF5HW8118yXPVsAe56677mXBXxVVXXMskegs2Fadw7NK+appR5bErw8PWPhngcBRxAEu2hVrcWTTVuXOXjCf4meJbGNnu7RXCZbCBwLu0axQ2Bti9iGsAhtSj3cBhE2zsPUIdMAaiqOMj46aNpL1w3fWzDaNuj8XS+DePICKdTKXhMgzoKKMjEVdF20vaThZKn3ewqRDTEk5sRnqRgGxHDdvDoleB4NaB98LbFqUn1HdRI1x12ZfjqGNnpru4wUob2HD2Mv96uzFJcPIz57qZK4seeDS+iXSvDwnhH/3vX8ft/EgACSOPkWWzyRFzMHceC9YHce5BNebgO7YdBKQe7QdCVO0cHQ8segiP1ltxxuhBtaqB7kvAEeYJRLCNH0CW33v2NXzGTRWUlAPmiA9Dw1wAfzCTCM4AbSxcGQ2j4Kvi8iULe/mkqVE97zCgwIIHsudzMRw6JhPkZidVjSCKuKEERjpr9hz4FuPmPFXyo0OTXuXic30j9OLmpdEkZlcDSb17DlV6BtHt13Occzc9xWa0x91RtxIHpeklDOJLhlvCNKSBlKeiB3ovbdMJAdqWpzmoi5MRoCENJlKTcTccTAWTEY3+jftWmkn5LGr90Kzunz6Mg9PWGNUNnYFp7T1oVIw+eWZ0zds3JcNMCmBFOdAN5fw6dTX/aVGUODZJ/MYEjv1jf3RecHhUKDsPs6c+56mnSrh460iV85a/riVqLmSCOf0r6qj5az+2DYwLxddkkoBBJ/Su7DF/eFXmfpTyzFOXcWM+4p8PQFlj2OjWH9kQTQ6gL9OmEJ5IrXVEcPPM4FE/k9zxFoyoBfsmAqKprBs4MVQnAY8HCMK7mFNr0HTUkw5gn3YQjNtJ7JiTcXNYHVvG3jK5E8LGF92xBhlJPdcB1yBslw0sz7gwIYs1SILi+sNamLjH+pHjumMNop97ARNsHF2DYqYmHtz3sgaJf8KRf1Vw1HLyeCxhxcfQPmpnjMu45KGVxKG8jBMQ7kIydiZByU/l/Ga0GZRVxynAsfzJwnsJ4XE1TMwy6OW2OPLI2TEf27TD5s6N6dOmYxaCY4XtAvelLQpJNiGZvfLKhfGNL38dk5WXxS/90rlx0CEzU+K2ZvXG+OK/fp20pTgdZ4LTURdWVaehjl+9YgNMzfVx+233xi+jvp3P8XtjWOdEnl7W1+Ur18JILkb7sChtlDeuX4cKtzMOOnh6nH3OiWgCDBq+X8aC+9GPLuOorVl4iJ4FgwS/kuZNwIC17JEla1EVL8L8Y3H87Gf3xYolSziHuTeOOP7oeOMbz435Jx4Zo5HmLV68LD79j1/Bg/UkNq0nxayDpkPTt8fXv3ohtmq34N1/MjHmXoc0EqEFa+nj4NPddz+MTfZPYHDvikcfWg6dhRmbsW+cc97peKWeEfMOm43d9Iq48rJbYzG09WFCpDzKR/vKmQQc/s3fehvq5VNZF5oIAlbggfsDILVTxo3xBZTyTAaG1G265OHpcM79961MZI9NDCRptmBfsxeAGjWbxRljSu0t2KfwBrxwrkkGmNT9SZxYmJDuNCUgiIebTBp3Sn3Mox4YrlFzZ8S4l0xn52B+iIWXlbQukc+FkkZlAN5YRT6MO/seWc2slUiBlHDIow6jPYftz0SjLpiDPNbCxWVAOfKChQCcGQkB89SDJrvIhgarm1FpcrSQRrnBAHrOqQcPawDe4FPHHqSBAW5gkFtBAtKBNKeEF2Jg2BhG8qce89j4JMjAUOZRqDqJRBZ3uxLkpq701q3txAoI22qcDzgiqY49iHYmGe+IPDK+VQwVq7gK1/Daqu+LkSsGtBW8e5gtlMnkW08U5/tXRu/9q6NEwE4NJxvYbHQcOCm6Dp+Ol9GY2J7hHgjci9SuiZPGE1fcG50YHctr9yNhK3OKxfgTZ0fHTGIbMS4aMhcnOJBAkTv9yB05t/SOepG6wgQ28PSpP7I++hcReXoVqmcYuW52gR6GPeYQJj9SyEAVXodYSLjIKTmlf8BJKq5kbxgXKQFfhbAe22PF8lVE3t6MUfy+RKGezC6GcbBgS5fY+g2hd4cpDmaQU7eYfrzyyxIdK/FNEScfERd1pQtOlmcSKbdtdHHjDVR6Rz9SYsGYtq+sp92fVlVZULalwAvbJT6nA4BphQPwbV/Fu4QQaXjvAky1esFeeeXVELTLYsWypfH+970nDjvyMJgrB4sFmH5rZ+NOWSmD3txG777jjnvjC5/7AvZuXfHO331rqhbsI+IHqpQ5of12Nhl1O9zqq+2UuNM84b5lyxZ2wkSsJ8nkyUT1noCkJMvIxpFPrGh3mts99Bou40av6UGORn7jbwn/ALyQWgW73/7FazkPlMWW+c6eC+El8vU5U2PciXPyeKoaYTtkOBwPVirAC5zElRxzy+XiVcIMoHrfhp5o6rzPLDJ9bjggE82H10c3IQh6mGcV5p2qz9zsYctUmj4BOop97UykPdDiJhvrHErHF1rWwL7MI6KC00TqG5CsbkRayAKfTKXtct5oHtAFfeM4rDKHznuyTRieYhJ9Z2G0S3Xq7lm0InqJZ9aBRE9mLvCE75zDUVqcPhKTMfJHauXGzHkkApWgc/H5hwhbhMqQDWwvm0hpwpjjDo7qLOyCOT+1rkaCOVZxLsi8CR/alJoH5wiLkrRTz/ruFeui+96VMXEptmBsOtijRGUKmgc1HrQjcM7SXCWZJIDo8YTuTZPpIeaNcI0twARmuISdWODh2FyDYR+hTzhSJ2mTKuQUuhEZoEy0gcYMNrT7UtE+fIBp+c7Hovt27KQ5vcHTK6yvMgfzlOOp/+AJCDL0BnTjbrupI69inF2DZErpLQsZ/fboE2y+GqtZgx4v1qA6a5CSypJSVdtLu9VG6QVch4GM/Rh91qAqdoqB+rEE09Ak5pcTtFiDqEOEIm9B/yzEG74AgKphcU8p1hY8zu++64G45qrrCBV0T7zy3PNDx6P9pk+FcVN7VMMrfWusWrE2v7Wr8wjBKVP2gVkB71BbFpd1AGjHHfztZ/O5BgnZKsw1THfAAdPZpKKdI5m2wY8uW57ZpuC5uY+xL2E2zee7NavXQXO2E/dtMmGWJkIGwdHWPOmHuX2CtXLdY5w4sPlx2ucmqMSmuwPaNAGbNk/BGZXvV6ygblSg+7FOdOFYkbCgVm10+4D9JmJabty0MelbvwwzbesCrtOJ6WbcTQMV65G/BDMRw4pM3teTG0bFlk2bkBj+A8dhbYjzXnV+LFiAd+g4cJ+2CIWtOGY8tm59bNq4GWZTWsv0YgwnEb7JPu21NzgF7q5aSZrNmzMocS9x3oxH2kmd+xPTcwp1GQ3hrjvvQLV7A6M1GONGdQWzVUw3pWoldv5pr8BupMHpAHU8KgPvSq9uXHdHA9AOVColYo00mIzIcQCM8ZKZSAKZTnAcJos20g+sYqubycuurwmjYW0GEezrQsQ5dSLndCLy8ZC9oS53oFtHwSRsjhqDlrjJgJdg1jrwyCkTY0v6qprWnTIkYeclmll8gJmpI3UJJCDBIDW3sK3DEFuhjNPLnXKqL9BTN9jcBMxmZRSTBjsHtgk5GVzEtR1xMpADOFB4+zOwBWKGsHF4QTbX9EDy1cB2paHiH6SVvZNxyx0T8JRolscTlJidpMe5dHAUhjsopY1KuIIFurYehvMxYMtusqq6GdiWUSFW8VJtEu6kp04IEpgAg2w2MXLuRtJXhUh5LI+SSB1ExuyPh9okvHthAOqIZy0mFxwIXzKgtJtqeWcHVZfTf3iAJjsrXeTr2KF1QKx6ySvh7+SkggpMZokdaw09OiyeXU78KCEiFwS5kFnecC8LcJHxG/xKyagwfc5Xu4ydNSYb+5xrefYFOCtlxBDZP/oIwX+Xpwr2SI7VmjhxAjsyJKi8S0aYlTX3DUgWVLFt2rglrr32+vj8P388zlxwATYsOkEcglABHMvutvs8jFaJyxJPL+HuB6z4n3YNm3GjaxmwlD7WxC8kMBWDV4PvgfNIHSl3g0VWGuf8UYrUwWkeXai+m2xc+vO0EqTeSsmTcaNAObJhwExakvRBmCc10SbYeYvaah22wtDhCmq/KgxdUms2rmUYrvQS3Qc6gTYg473JODJkzt2GdsZIeKRtzcfZmPKt40FuTB1EE8K4lZB46CCmlMng4U3saPvBK4PAVuwkEjv73gcDWEbFqN2tdZdRK2UopQkY7jPXNVxXSpYG40qy7oa2MeW13+pz5wq97uL8yoobX0gYW3wYN6knfYY22P9k2mB8G9AfGbcMBwWz2ff4E9EHvRnbuxdSeOgmdLlCfLHq3uh1+Shg0lRHyb92a1Uk9SXOTxXbZcbwBEhbNc1OyjgfuGFv4rVf26a0XBrJuqEUjTVEgUSZaAP1iTBGMOdNbcqw96wQ9LbnNkxE1pseSZjhiY5AlXwcpkNslOswEaqMnWdlTFt2Ou4tlNAcp87pCjpAFGsQTCSb+4wdKmMN7U5Ve3sN2psNPcxJZTQ0mMUeYANzcBHccf1wpuYaxPdQl+jtsUxLliyLhx58MA4++EACxx5MIHEYUEYm11KZ56S9IhRANJM0wAXB3zu73HhKN3LhkOa30iY94Z39d3wtq321aY3fPvf9wMvnO9piAa3Lom2n6a3Hel0rBj5rp/XbrOJ9TpIB5fhuR5soR/i7ztP8BpIOWTO1FFf/1zVoJjpjzqGz84xpcd1/FlcMvO30ZsCVMKN92V/eZxtbaXyGFF3hQK7vZOshDujSRx4hwPEaSt4J42Zim++OwMW5kZ1yYWDXIdNIeWmTJFNneAUkUKzTpEf8iy7WSWnjdURrM2496P77ISxVFvkqhE+DUF3Ljf8ik1fDHiTVj0zQSqoJB3RykJ/uyhocsdFkAht0sgwX68B42HaDQLe6VetgIPEz7EhnchmDFDTgURqZ43DgSFaAgcagCQTE7DQS4FMFX0lMWPTShkuA21Euh1Ku3zpzEXWn2HqTX/nHJy2k9Z60phcpGopvyVMGKQAllwPZTk+53Hpag/WWPRaLPteBvxIw1SUAAbEZZUkgFfGrvgMmqaZgh2uMmiYGpkm6tK+Q4cKotoHaINW5SpGQwujNqvTS82HNW0VtAqli3JW4cQEbeyBIU5VjXeCGOJGCTR5qv2GMo+wIC4HlFVHIJV4QfyYcrc2FgFvaa19Hrl1BoM4CXYZwlMT1vBgAYN+3HW9h4FcVdxP/2AiBHmXGtR9cWEzw3e9+5/vYsV0V73jnb6NWPoOdJF53eEzluO6q0l/Qd8Nl3Fz6Euf50wcjod1fmXmVXnxMAHkPN3Z5vqZzGbqQcSNx4W8Qd6mmrSqo7e5ZpicnjpNnOJfzjI9zw3hiKX2jbmmSRzyprdBW1yXaRVX6JwOns1SaQWlDh9RK2zxmJ22EUYFe1dyJ0VZpnCrYgouxl9THV9IZHqeEDymLtjY6NfVCl2VitdExMK8CJOe8+aEi2YamkkUcaHQKqOMRJ63Shs/1wHb266nnIqrakPcyZxWYRLclplWVSTIKpl80JqUvtFkaV5eRYyHNAOwmUk3AfWMs0jrzJh3lGcVzw3saCA1KekftfRtIw2a1w04qscKMooGwoYxpS4Wx0eShyTjVoaV9lNUJnKvCiN9qbuyTwdhdUK0rNTPXLYMZRfW8hUq19R1PX+cTH++laCzwtPUkII9WTDtG6O9QV3sNktnyWENxK+njjjUISDlU9KfUXoO0D0mYmZR2ige0O72V20wwz4a8RFTXBOrSdkupDwQEkgIMfQUdr2kvQv2WLc15UV4wrJ4l6rpdJQJ8Axyr4H0sXjeAlycjCBulf+L1sC7GWx7DMsVxYZ/nxHKfPAG0vU7ZzvHBGTcRPieMnD2IQEJjqsivyRVKsBwuEUuSVlFyA3bljlPk1/CRiV6lEy7O7jTccUnhjELdR76GxMYdGv9gH5jUIDx1eCZnmU+nxGSIy7nXCxNjHidihx0HSB7ErUzHRtoVS9JTtOoucYgrgUZ+mk1fSd9GTCtzQvDP+pw4EjyNF6kiK8q8rVT2J0WxMnUmgOAUP8hoUQMvyvNKLzMHmUabP2dKUXorNRkZi/QEgzFKRov21SEidYHMpLLNDmvCkVyKgVGCZBrP4OuiLtUFubjbEBk/pKkNCJWebdo+iHieLODEdUxyjISDRBNkTWIgbJKYAg/S9Eo87Vrih1STosUPVQQJOxl6d4HAQYJg1fzJnYn9d0HLkcqsI38GhYCLF7DNMWdsIA7iTBcHKSehII/33d29eF0BZzY1o7rGxOplq+LySy+Pz3/607HgVa/i5AfOeD1qHpG4kaaAHaW0TRu0wl/oh8Nl3ED0Yi6Ds9okGoRUXE91G/guac5FFnx3MW/AeEhwM3wReJ3EnTFLxkk8d/45v5PIDAFiSYOVOebQhX7mDgKjIi9lQGELhohdvzZBydxAARou2tAEj6mC32IeWq/zjHa7mYVCSp8yILRzm8tp2KZhzHQwgzI6kIJZFvk76Ku0Ie/Jk/Z3lK9nvQeiK0UvPGUth4roq6q63LyzFlif3d+CZ71Qc2FTOqwKUeFVqhJJkK2B/hRMIw2zv9SdMKBNejm6RiR9ZT7QOphjF9EirWOREjIro2zHpyJjw5R4/OYVUX6AY6bQklQwayntg2oRQ/ISsTMbSMr6kEp4NqvHK3YhRQSgCWv76lpYdydPnZqH6X3bRLXa/V+PROV+NAxEBWjQ3xoSsMqp06I6fwq/BTvlEU7I8S8kAbRzF1fBdLkGkX5naxC9pgnAgfGFeU8SC344fj6n4bmG5BFqMsnc5xqUQMoEO/lDnUpgFCDItIHH9V4kszJuwEXan2sC64a/C7q9k6J+gR+7oXAOO99rwKhKuKWG9Ji5n7RAqSj4J78gmEg9vMsx53IcNcsSqaUlyYRLa9yww38NzrhRmcSJFIU+2bKcBA66v0EQCYOSJSd4HzsjJ6GLsB/pkewMU7vIYxY+NsZFO5GM9LmDtHMQsqpMXE5u02QV5Nj1RTKaSMn+kFDkD75oQ+542/VTB63iMZ0e6rIc7XmyERIn8pmH51lNjoKEwRQwoHQm35skG8RTvlPa5pt8xpcP8yryJkTaGVtv/NL7x7qy/ISx9+QVrhIz+5ZF+bvojwiSFwiS8Cju+FvU2QC2Eg8wAGaJopJgMg7APRGQiWq3e7Et6ZcBpw0dIodEj2yOTZV+p2Gsz8hfIBaE39/WQ/mJyzbc+4Q5TATN5z9tBT8Y3yoFmkL8yN1x9s37IptfI9dOIOAYMOY6XlRQi1bZ4eUc5FSEahLSEh5SazGEXRjf/MbF8d0LbwmsbGL8tDEx/YBpceQRh+PZ9Ko45bQTY2yXRMFdNAvlIHi4kxb8Qj0eLuMmnyWayoi5P0pcF3+Bm598BL7DrqWNmwu8S6UbFtWPbu78lpIUoPavuYZxZeEU6Dzjy7kmLcm6LS3nNYnc/TOQMlBUxVSXJkCDnccOMLd1nvnUKABK4Cwk3zl3aX+2SNrgQs8766rLFPDefhshXjrhZf1u6PugKUqofJ+xNttlmghaUVxJdHKtUKJVhesREhTRqrP4bcNte9rP8k7hVAoRbYl9l3mzYvPZP2kMVSSjpuTNEn3vh6RZQeuebqBpQFtw00aOAFtH6A4Cl0sP4SorMG3lI2bgkYsd115aoaFlQEo61oUTZtcuW7yHzDsOnXhuVzEwD1TVadN76/qorKUcVNYKLWpToXWnYfzOkVs1IxwAJyxOYLAoCOZnyEsgp22f40xHqJPW898REUbAq9UvSxvWGkTTEx5DVk5C6H1isPXxKSg430hSDVHikyYbhVwfbMeL8Mp1M/kVxgPGSjAogZPZMi6etqzOqRwmh284V2tMMyl53QTJR+R8cBx4ZoHS/EEYNxLQiNz3MFueJOo8N7NIxWzJXQG/Zc/qLCa5O6DQgmEhCYVnGluRk0gxN3kpQuYukcjCrcsqJWwgTLGYF3UM2ddilpPZBc0JRj6uZG6oKAFney3ftuUE2HWpIqqSJiGgyNqybWMSXdtdACfbKTFQMLiDeFCPleW9P+lYgfj8bvfZ55SRReVPy+RqPxCmtCH/2RZeWaypEozALCVYObl4QhqGNr9zYHNw7TAZMqeZ3YkXMEp1imX4XiZMULMXNNigxsI1KIyvZNa0+8j35PVfqmzMCMK663Kssk1maPU9O2+reedDpX0Z7458OQY8NV/CJfGHB8LQNtnZkWunEHCe9PNHkwAlssJQj9Vk2lxwybl969ZYvXoN9ikrYws2SBIRJSxG/9sPt/JDZs/Cy4qjdGDYMj4YY8SSs9M6f5FfDJdxQ3aRUJJ+yKDoBKDULFUgzocWPdR3vqYZAwxGSsxZ9GXYmAAFbpM3mSLpXtIl58gQl0mgwzk1cjIWeZxD0pksx8nnfx6khEXckA6oZkuJTWuxNZH31q36VoRhLsuA5WJg/7gvJCm8k9EzjX21Puln9peHdsF8lsVuMOO85QImHkqXbBvznLZknbaJf9ZTUcLrO5JQaNKF5MzIWdApvnmplM9cFga25kfmdAcdNxEfm6QktBgKG1x8ZHqKjWUmy2C1lbuJF3rH6uhduy46sV0eRQfLOpMdxqHgxx1A4GDsArFLbKKdMGaWY5cwAi56pdIZmDAkjNj19S3j3G3Oie58CC/0J6CXwImTqzIkVJlzSpvzJkQ/YS204e3AfEUGXuZnqMt5rROA/VZwIIzskpBNhs0biQH/HZ+nrEEWLkx4lzWRLmktNzl+Q1XOexlBmTc3KqmaY8ykz95TclGC4553rfthlPsLlYRxySEANmJFbnxk2nguZtdxQlDQoharmKND974Yp9YYg8wyhHlRRvI04rvPc2x3ZuPGTs3JlDZc5nZ8+LSmT4tI+ICKsG9wYmeJfOXlvV0wH4MuAvYlFVA1yiORgfeKwE1TNMZyvAEp0pAuS9r1HzxdRbKM35OyHftmmyyTcpzNXNrQtcjfLssrWg3yZk/NWwBSYubEscnGIZOJUT1Zx5Yud5vU43erNvJxM2DSPLNSy209bU1Ms/hxAPNDgmKXWTyXMCQBzYy841sYFhOSjA40cLXzEvH8WCYz2wXDBcUdYXLyTkTrzTqLfik/pZCEnyL4HJisS9RknIBnDo+SPtoosU5Vh73OvhRQ829iM892qEodYOvyym/a5z/aIX5YjWM2cu0cAkq5+5VYELfLEanDtGnz08m9+JJzkOcSFHE1JbLMu1R5p50PiyY8WsYFE+5uUHKKOCNffNdwGTc4E6AJRAGZuGs8Pu2p8saFmHklIIWzY5CbV+cWsC0mBr/N5xxgPHLeOl4+HPKifOhmMkhMENvgvHH+JX3LO5gCGLJ0iHJeO9elPWzGCtpgTS4otEbGjV/aLDln9Va2mbaNZaegEyZMERN9xGwnaYrlUXYRiiIbQSbxB7Ulz53zyThaBvlVGYqIhZaAOum39QkCmcZsPzAq2ieseJkNKuBjOqzhaF+L5kB7ZPoEgAxEmwmx3bwpVJi0oVg/wH0IFamSxrkBzXQ6YCyrxPY7iULw4Irowiu4E5MTVbz1KUQ7IEB55UA8GvEWbWKnFuP40MXCho82qqPG+7BOwOHmSryJl+FBv2pTjN6MHTFqVVWs5akE3p2HY5fStv1HoY1CLQzd1r46mXmKGeoSRAnP/KZO+uw/89srYaejgn2qa0eILrxYg4AZ/SYHl38piTTFhttiijf5ehd/yJLrtUxInRAz1FbAnPx1VfJcSvyzPMfkRXjtkII5Fs5p6HBJSRswUl0qDIWPs254UHeoGCtgmfwLhDo3X8I35w6l+N76KHcQiRvvcwVlsjmZWgTKgIROXEgW85ECnP8UKCq5m8jJDYK2as4O2AnxzJaDWngY2jFCfjChZUJy4lsX74tE7vzJ4DPi7Qx9kVHGjQI0HHUCewku25XPbbc/ITLlYdjyCGa9RmUrk1DYFP4lUZMY29xk3JgwSKj82EV3U0VXsjNkatXLO6/2oirgn7zII4zyw1NeNSUyCcbWACGatiyJoLYdOXC0TUbUCrM2bBGSz3KQzczlxNcT1fINUyCTpiepqgoXeyelRFVUcTxtQ1kJgeOSV6td1iBi2kbT2g7hwbM0tIZwZ/uAc+7cqT/VEi5o/Nf+okq5O/Aj+2pZfOyXwCt6keV7N3INDgGgiGTBMW/jTZHOMZaJ8zsddFi4GegkJjn5BbNjnwyHRrQFo5bvKNRYhi/Ga7iMW0k7zZwWzhNnAQsm9MQ5poeZziLp9c28qhKeIG1Ik1YUOJ5zJ+dPkZchBOaMFa+HvqxQmkAD+FlCokf2pMPSgmRa+NvJolFj7ipl0rY4GTfvTZyfojI3cNL39okJ0uNiwylWka/oIHSV+ogU3+TcZjufNMk+uaGXUZVmJOOGVBe8UtJYVxLMhLbutPWhfj1NZQ6zHdlZ8gIn6U0uSNCRJNDtdtpM3/HRG9We5sLIowJfW3TRfDyTdtkXo6SY1b5aV2oLeO464HqQb61j86joJcZl486lHAVGvE48R3U4oQdR3YfAvYT7KHFEVHO/sVHeF/FZHmVFPoWEOPk0OXGhH4/9IFhtrCNWJWFNdDzoYW3pJ/RIBzHUujh2rDpnUtQIjtBfow7gIWRS05SDQXm7uMQXnQEd3zRZYvztASUAFuFFb1yDfI8nmGtQrpzDXIN2UXXxKgFJNZTvR2Zf2uJ6WMOOK+kM+JYbFPHyRXgJi9QSSWvFV9dB4FTYo7G+eoxP0lttwlsAHQpOrTEH6InzRbnAtzUOfCUNF/6DMG6SJS5tI+QGbJAURmkNb/pdEEjg8gGe5DWa98mY5IvMbQFFPm+lVNIBJXM8r5ouZxdlS4IoJ3dQynwTBXmQbtPc7vIiXeorKVzqI7NgvZZTFEpbtT1h8kN8tO8a6rI4TBXMke2WCDn5Zd6S2WHiZEwt2p8qEyRYVl30kR/+zv7xSGZGIPNJJPd5vi6+84Y/vucPTZYxLj5OGJubg+577iVSThOf5ZBYXo5PMTaqL4uSZaL4RbZUo1lH9oFiIKZ1CLL3MuOCqh8YCX/cN9LhovB8c2yK7mRDTE+lli8BlTBKgBNbWLi0fbAcmbdsg32hDaPI4+ELCRPxIC8e2AHKzMQuEl5Sn5Fr5xAQD2TAtC9hvLSnEE8kpuKfDIS4kQQXXFDyIojzA7xrGJY7/h2jNaRVmgEemUZceRFew2bclLiJouB2Mi3Ckt/FDOF50ka+gW0n46AnYG5USOdY5IxgHJLGteBcEN/WzS6/HEBpDWVSXhos55hKWxSM4YzF5lonA4QvJJE+Of+Zi2zSxIu0PWacU8IO3sh09iFxc9ilA0lnoJdpqtLK75tsOxIjv60sj33SnhlGLDf3noQAYKgNuzCYCPJm/SRPGkHLOyyPdklHiwqpzcCyPE96LU7nJYBNIrRkFor6zaNEjz+85RsYJ2zNlrf0E3h3aExPFVkHX75rPeA3N34sg6DnzSUbOSJxWTQfJoTUE/atlZeVosHpE3WcFJQ0VjntJOmcgBZKaBpsZR8MXJ7P6oZHJzuiIXR3kXcW5xEfNpU4dpMJh4IUHKM2GdhkjLOflEP/hrqszkMhUmVJcumxvU/xAX1IiWq2B9xSpcoalKZzwtjiHa9icAshhHhDmYxEAZahGgAgc5NnnXgPMxJJNwSv57Z61QzQTR3GVMuu5dMX0x+gwVgIkwzxAy32UigiU+eB9Lmu89s5OPTFAOkMwqX0zjKTRlhuG8CtcS3m1mCq0pyMNAoMyklLA1WziXMaqOdUhxDkvWwRBxr7nhoyvRMpjXGp0B2YBEVGqkmsGdUMoUu56wU7hX4mP1FBmMPEoREW4KEu7nnWmL3Y1UVfDazYRxl2LkOVUEYJxiTLcZGjXelCTzlVJ/0Ql/3ND2Xbnzaq547Rsn0sQeYrCQx/UzzvGx/mVSRM/lGiw20BHV62ym8lzK8c4NbgtOsXXlnXjjLJmg/sKjWLNBRaSGAst2htTmphbVBfVSXGYmIAithepDPidja0VTD1aogr/DI4R8aDKhqcR52QVhWQBDVF9bafMcw2kyyxQU8X8jvuBV1yMoMfGGvWOSxYApY7Rao3jdVLRET1SnaCHz4s8NabkWsnEMjduMSAKye2eOMiKG7wPKUSvnPO8l0shNxLAFoTPxcbPOIchVwUjenwIryGzbhJrABXSuBdBIGlcz5x3XkK/PM3BNehkFVzwqc7P2OieYLzWlIgA5NDlqMzNNDVcqQGgHKkQTmqbHRSigUNdnF3nll4HjpvuVYEt1AwV9QBE2QXHH890MURmpeXZRa0jTy8J2WRn2+nZo9nI9Ip48SVPfbNwJiJftAEiKw0XImPYTCML5ewkT7J1lKUOOrvdCYQBuyeCSvri3wvQ0ovUkoIFGmbacnL75K0KoUHMocmt9X8opziAWX7O2EKA5Uw4j4JC2kdDNuhZDDz2Cfaz0kl9SWbopfj+ZoPEih8G1tWTgTRo7S/gWoTeqlXqe3sgohXUqNkP4A+HrRaASvxKvPOzTzRcaPO2aClo/aL8mEc1Uhw3jqhr4ykUIXZM2fOQ/tvv4e6SJcb4Exb9DzHyXx0z8tNdA6DcPIDHhSwydf8KRIqiUxzFOvm0TBqJ5HtJXEWIRNHcfSz0qLzdeIMpSex9aYtXrvOF8+3jC1SkUJrxSZY2uAYF16fbq6LyAxp4zYMxk1Qe1yaIUUMmi/jlky/tGYHzjDmrr2kHUTi5njRCEdZ4o8bM5wPmWG6JFASJ5kBJxiDpnzIIK25iFCg4207E9GoQULj70QZGySFg3gkgeNFEdHadErj+Oec5jMsBLeltJOWkMlp3aoLBi3LAbkTaXMCW242xMbs4iKNnfBqTxxv81H7ue+KR8VEaN20Xps130s3WleRjpuB5eS71hu/Br7z98DyMi1/WsldwHOuZlt5mM8LGOSNUiz7K2HJAeDeREpYMq33Xrx38tlXC4RQZrVmE36UXyz+SbbIWkzqBE3emdWOmpevzMxvEzAODXCjOOTZnJQtEXR8IOBNwpeocNLekX18K3MWwO+Ra2cQSKLqS2AMlAtYC2/G23/Fo3yTi1k+cC77w9fO45wL5M+HLpQvvmu4jFuiJuCRMZJBKZWlha6ILFzAVXqpF2CxOWqNgWOTm1kZN4HuAutX69vfxZP8tdM/lJMCn3YZzlHGLuecg5f3rbmcBIFnVtT6+OjJ6UnbXIVbbTBJXtk87wrcaee1kH5oh5jjBjzF8zYmk/EHIpuxzfhO1aQck20qCH5RNr8TJ8U3X/HJcCYWYzmtthgaKB9wL36nBgcmK6HlmmF2Mz/lat1nQY5HCw4+trxMT8Z8bmXSTHoDg9nghJzaUiLtP7Q+6gSCb2xhTUISWGbTX6WPUqOaDBy/0sEk5xZFuSH1JeUoefSUnPpRhBSZPjYq++6VAXqbo2WoKY96i1lnW+yXLRjOZZuL9hYZyOWtn+JPUVDrcZaZY98qO9Px2/e21YspbrzBBm3r16sXPMgwMYKM336B2olO7p/pWVaVzSiADzh9Sj/EP9eVrODFSTuSBoNjOQ/lhQBU0tQWo5XhgMC/Z+KsgB38yjPIpdPCljHJefA0nM96gfugjJuD02Cn5XRtcoBBg8N4S90gc4aNYIgNXJj2B8aaAUvaiDJoe6ykuExW/H4yw5O/npr5yVxPfd5O/2SZ7SdPTZe0Q8TNx0Xqdp6npizuTOd7wJ+ZnoRXK1cWVJRmjvY8GVhye2JmWbx4MnW73+1nSY4shqtVfnHD3wG5BvnZblfxyrz+emoZecdj+/IkHFvpnpq0qDUb3nqR+YoifWKuZ17t9suMPb32InU+549nn4KCmSqNfNNgmvwcyxKTxhCME2JJCsKZkth0I9cIBJ4fCAybcWtNhBLnWdXXbsX8lqXNDa3oih1AnRWxSdDvCkQnkya39OS8eCpWt+eOfWzNuad1t53+mfPPNzxlvrYXhHzSyvD0fNKKVo6sof3ep8+oOQlaK8WOl7lNyzp3PCLJM8rMNaCgNK2uP6VHT9Zb9HjgfVGayc1fvMm//Hmyj8XzJ2nZwFxFVaZo0/ziyVPb6Z1pPB3GgMUVx4/TJxprOXlhNSfvcORVB/HfqwifK56swGKs3VsuzDLgAkCA+l8JprHrkLg0CVTeewQBfPfmZBpiw2XAWtPnQs5aKW01qwy+eYvbfLbzP7S1la6g92TM+wGZ248sOwsq/vrTvHk3II201VEvTeVM4vEISVBvybgZXFgmTpOeGv3yUvOVqte8G/kzXAg4Ok+OwnBz/ffSDcq4uYN0c1nC7bmxpif6Fq+O8urtHFWl6JodICPuUSYNYn4plcnjT/579Y/k+gWHAAJfN3tJhJWiugttcHxOhUOQqwcRWXwCRIRNQlWqNnKNQOB5hMBwGbdkc1jMS9ikb797WVQ5DLwDJk4JXJ4GooE4HxkNvbHTNvh57MdIVcOHQJ9aIiRHnTBvemYGx1w1ObZKOUQZzRKGunzQA6B+1jZayZ1rnNJTmbj81qYXe6Rk3HDK6B3D0YhEEPY0h/R4pTnuQVO7BBdF7izj+VvWnwmPPMViNLaAc6dFfX/OFub8avlL7c2T8rYYS8h1cn5tJvqZJY082RMgMDjjhui7xx1Fg4NYOQx++w33R3XxphhXw7BTNQFY3mSxrSFydZxHlTjCZOQagcAgENCjNXeASR3cxWI5wkHVlcPxvDpqepT2Q/LGJiDjQBXby0FKGXk0AoHdD4HhMm59GP43MWDv3NCMjVffHaMWbYgxvUhZOJeSJZpNLos8JgEooBDAYauLgq2Q7+z+No+U+BwgIDOVwdUdKaViMFQ8g6tCxAQzxrc23HWYNlVdqR6WbrUkimYxTQo12iot3qda1GTSL9ND8FSPF2otH8m4yfjx7gW5lAr34nTRE50nzo7SS6ZFaZLeF26p/RTMZUr1tANPgv2CNHSk0mFCYBDGDYQDUfv0JoFx0/Om+5qfRfWex2JsP4xbxQiD7FLQFuSHQa7UX5zhBIYJ4xd3MgkjREuiJ97UMP5tTMai7UgYt2NnRHm6OEXoF3fC2t8l5Xtxg2yk988PBIbLuNU0kodxq66vxabL74hRd62N0T0wbk3PdATBUTE1kLgkqmsPvMOw6Pnpx0gtw4OA49PEzEcpqcbkeboE30lykKrluZKZCEaGx9q6pe3S09jwtpmf66RMmUcpFowgmcWH/F98Z8vk55Kpe8E4N+wK+6JvQm+MPuWwqBw5HTMVtGkdrOPpGYwdI+0zHFSGgbGt0uuRa4+FwCCMG3gH1tbcgciQrdgSvXcsjcrDm2NUP/c6KTC+xbmYoi03DvjINQKBQSCQR20lPwauaMSpV9teEDpc5ivzpkbAxDXYDabLux5fLxxtG6T1I49+kSEwXMatoQc9DFllcz223vJgdDy8KUb1QB+bemizwkErM9aQRvrSwhFyuEeijdYY/aNwHIBJ0/i7YLIKQ31Y71zLZLD8l5fjyGK3YziT+eKZ2fO5UjUih8DUFydkmGtHam+edrXKfdrT5+O2BoPWP5ZzjY85OMqzJmVw4WYFFTGaMz1PRWPMkRN/7eYLKB58PsDxP76OwRk3kNgQHYYDqWrAufqJKG/uTYNO/WzSo6qF4DLmTbj5Z1xt/B2Iqz4beD8w02Dp2+8H5ttVunb69vfT81n3wGftdH63nw+3/MHSDSzj2fSznW9ge57+++n1Dcwz8PfT8+3q/ullttPuqrxdvWvn97uVTk8Zr4whZRgDFzZ2veHBzgS7bGBroWG3QSozzc7glqWM/BmBwO6DwHAZN70g2XNEtQd7zeUbo/w4jgi44DWJSwnXlvQwl/vUu+GhDf0c9Bo4dwb+Hpi4/bz9PfDdYL8HptvZ78Hy+Wxg+p2laT/fWdqBzwf+bucb6nuwPD7zatOCgfft9O1nRcrir+nb733S/t1KK+NW18GOMdNrNU/TyTGDLul56ifvycv61lCFKmc24Cq8KX1QSO2UyOWJCDsa+2Szi1/tysnS7s+A8nb5s93+nSXa2ftBntuNBir/6swpOIYROgWnMCNCZOB6IjOo/vXC+mlE2FaAYo/+uxPGrUn8Hu3XmsVRHRhsloit5u4yD7wQobXbbA1yc1jBcvdoOIw07ucEAQliGvdKtXqhHhmEmS/c0vXI8riWkvFrYOh22Ij8nNoyUuwIBAZCYLiMmyExaqx8HWxkK4aMQPqmfMalL8/ilA5CH/WwV/VU2A0921V6YMtGfv88ICA/U0ZrlGFdWM1SW5Rhr3jRYuBgYbgpOJ8Mf6GXQd7z5VWIo3jEc97pgGBoO8lb/mkNe9IyH7Uvi3kBr4zxh4S4NB6NmQs3Jz14FqyXEjf9Mtx8IIBjlX9an1/Ado9UPTgEBmfcQOKU+DN+eggXkhANHIkaLWJrD2CQXN5nvDXZ9JFrBAKDQEBFQ25cpWxsADJIJ3jjGXueVqZhb5VgsB1uh03I18g1AoHnAwLDZdxk0ozR5BpfnDeZsgpinIG/oKzPPdotaaE3yQQ8Hz0YqeNZQYChKRusTCO1FoOW9mqqTlnoNE0kCR/WM/5ziELe+XfHtYNx44mJSSgOFMGOLRf2x6897aKjJTi0GkxazdA1OCFoma6zhUybZ9BmLFVDeiqV0chv5NpjITAI4+aukfYiUs64W6q61BMwmA04tSLWi0SsFTLXxPoV59XG2MRonrTvW6/zq/2u/aydpv28fe97n7Xv27/b3+38u/u73Y6B5bbbMPDZrn4PbOPA3+Z5+v3Ty2nX/2zrfHo5w6lrsDztfIO9ezZtKvqZpy4oiXAccb+vlPFm4r6fUDIGuCzBuHnWrYEui2DBz6aOwdo48mwEAsODwHAZt+KsUlY8URobzaSFMGiGAvOMUtwRMpwNrFuBwzto1vDa8d9P1aYVlrAnzpuB7Wv30nYWtKH9ZPDvwfIOnvLZPM2I99oiyl0hNZM9yZrSgQotAHCUWmkDV22ZebTLT36cfAWkW/DOzPy2vHzkH0p4WvMLZi4TtIsbxreF7CrPUO8HVmGvsHNjHe93swzDZtBze2MEFGPbdXj0lyeqQJvp/MDMI7/3MAgMyriJK9qy4YEAg8aotlyoMQ1AN65NkntQ/sm05e7FtF4ikljg79YEEInzOU/YmsjhP3m10hfJSUAeH5mDb718drhUi/niUn63ppu/sy7z7KYr628V2vqyDflzx592j6iTZ07odjuzD618wicnu/1vPRu6lS34pL1FUb5l26yEebucbOfQpT2rFPajVU9LTMYdT6wz63VcWrAYbsF5fI2JGUvxxtAK/KtrFMvip7je3R/y29aiZ1rrLDpq2gKGwthSKCcftFpqMtUZGpCboAW3gjBbVlGOv/IqCuGnzy2juDyJIito1+ctz4paSC2uW3w+4T7xuHiW+Ry2vG21ga9nqEvalY187xEQGC7jJh10I5szs+Zp4y5sfCmlKYa9hR+JNDzju4UnbTzecW/PE9f8wdVO2voWvxKPuRd/fJznZWbi1p92Hm8ti4/hK4qfvnyBLucWl/0vWlG0rWgN/eLW/skueKQTP7PNxXvy+L4oolUCD3J9MSGp/Hi1Ezkipt9xz2/TtEjok89bGUlrOCINuVKL1M4K/bDFO+a0rSStggpz5nhY9NOawaOsP23mnrKu8Vg1ajYuU2XZ9u+FuwRUEXvVzYa2ev6Tdtakn9Df9I6Vi1ODZnTe4VwOagsw7Rz5DQATH4Vgjs8L2vnh9OR/VJpBGDfgnAujqNyaAQl4hiNhXyycmSQHhYeIYB0sD3J3EBNhc7ywkuNZ8YSlOb1vSGs5uesRVsb5Ip/iapDJqhLp+fZstIY7XF5VOPNNiU1KZWo6Q4hcts/CduOVjWuVS9HZF3dedpg2Wlt7IidNATs1rE+ppOnpg2ej2o8qjKoqZUspXHaGaidp7SfVEQEyw61YbzsmUHFouJUUzcljYYYq8lm8Lxgf+wgTVSHUQbaD8VH9k+pwj/bQsod/PBrW1U5ns203/+yAOOYrlz6fUAE3fIpKU23h28xkxgS2JB/7Is9uaeXKdsj4deCd6j/wxc1z0lE3ChpwFBSEsnjPR6PktpFxeywdMzcperdmnZTRwFtQEFhHxbIYS1jOxN8SB0zn2a52gjKLI+JI7W5VfAYnnrpJId3ItUdBYLiMW9JBxjlxV1wUcxNpC1zO30k3fKV/IrgtDvC6jWfitc+9PN9S3k8kN2CroSnai3qdfB4cn+EZxGOyJO4VlfDAOqUvrflDWSW8sft7cR4jvbj/glzChXbnBijbWszVYrLQIueTHzruhryeDDB9ExbmlY4yabNfzmdVd0qAdjBuwFO7Hf7nWabAuSStVL9ZA5jSDoGq/Q5BcQWc5z2aoZiHWTnJoR3QM6HYvsjRuvfpk3fFOth61Eo8MF/rEV+DP01USVwpqN6T6V+oX/atwBubXOBz+wl3bRzONg+jjaa3SDGbsUmUFmFd/9hIiMMVPumQljAaHE7DqGkkydMgsBPGjUmSwzo8QHsQsBOykDAwcBKVJEZMXsfWP4YXYRJ6lIhpCwELzxno4oBWfjL5ip0Qz8lfRjrjTtK2eIB8liuStJg5z7sUTwrkeVrP/ru3WZ6LPRPdtlOfbcmKuPdqE5o2TZHdsG2ZXjrCD70pOS4WGlF4MKXVp+mGuiREyTBj9IpIO+uVOGfdwqUowNtWc4Yqcdjv7bqEMid0i3HL8RLAWq0msy1D4iQnbWYYdvG7TFiQUok9F4X7z4XOerI9wKU4Kw9myphvrFJJ5PvwSHW1ok0F6CxJBo320hdipCchsViZThdUYeknQcm46TwhiZfmZ/05lpSSY8lD/ncwjh4qba4k6FSWB2C7wLj40CaUEPymPAsR/9sbH25Hrj0PAsNn3Fr4PmQXGHgXrRb9S2QSGcAf8SYFG5mENJ55itiuRBR+51h6NfLOUBWuh27K8kBp8FXmJmmr5bSQ10CxeRA5OJYbXNKXoRfkHrKVP48Eziv7ne1kTiTuMwXz/Eba7Bzz3GjVdUnXTOFzPsX5qdw7jwFSXcYN+lvMH4AB7LLbznn+NWTUfMv6kHRa0iTj5rrQ8pgzncxh0irbkzs5aYPweWFg9POA+wtapojKeOXYsxb3S19pUIVxSTiDE4ZJKWg4LxzEkWu3QGC3MG6eR+nVlpRlAEpGUA4+xbH8lXlT0qExeqZ3g8TAkqmYfNrUsTBWZHRcHyvdMG0MtJOS5TcnJlx95ley1yJmSrtEjN12WZYLNJOdios2usS3Ktkh4nextqH0sSJFhiiJtYqhG7SvH2LcwXstAe2OxGeoC7pXEDEJDYxuva+bYvmN5NGduwyuE8U6nRglJWG79Sr6kEVycoZ9NUhlEmTro29JQEn25O5s9zTAnth/6LNVEQAAQABJREFUK6D4/E03sx6fWB+1F3ig54zSMNrX7O2JyuhREHOItExTSmFleoUVYyM354LgZfrWIuBo2C/+5oLRkDHk1uWi3QCNdpV+mEZSVFh1csu9iw0R6WhHlabQFqOtM+YV6q+4QLHbH5G4Cas999rtjBuok5vURCv++O2V32385Vsc9wgtEU26YQJwJ38rNnOSgZsNcCgl3EiQTJVMUXsCmgVa4PyUNsi8GcQ66al1Ps+XXSzmkwyVZu9OHtvP/KFPSS+ct8w/Y4qVkZDLzCktyz5IK5OekiLnOv1Fyt9Egt1m/oq1xBnsnKR8/hewQsjGPGxKq6SRwpP/dTdvJlFSB22wfRUk8EU5+Wrkz3OFgKCWrnIEWL8MNTB2LBLG3EtikyHPtcqxGbl2BwSeO+PGnJARc/dT60O9x+Ts6NAAncWszx1gsXNqcP5bEh6JEAczN9Gh1/qJos+CW0W6UymNRQXPTFQLWkUXP3Zz1LepluPg3qaTHEaKfDWlUCkyp2KQQqbJ+bvbLspMukB/pJbuhrMiKnHiJ/Mk4YVYykym3R7xyXhgYnaVEAj66AE4qt5sH8XwPv/6a6cXOZMZsSx3LXXgV0YNkrtS2iXp951NLHboBWHaaYHP9gUMa/ZRp4EuxtMdFMTQSZjsZxJGx9HuOK5D92m4TZBJS9ArqQKcZc8ShCHKhxIA4OiCp2pJaiCDLAlPOMC4gUyFasShMB0LQ46ji4WMm+lbY5lMsGNFOdZZnC9IetJad160Q3tOvV9NZT1qi91EOKJK13yXixL1ebSXzjwVmW5LpT2p2m4VN/K150FgdzNu4lKBUUVfQRlwglniR/qAej1xUWSX7ffoQHC7DJ4V85oSwEmxLGeWtyCxEt68B8/yDd9ZDnfOzxoMklI5VZDmeCEu52a2Uom9c9eWYNLClCjmrPMQ8zL71jCGmGd92js2PK4ZxVwhr32TovPd6NCUXhg5/6RCvrN8vvnP9iyld/a4k5N+nL+epS0IdqhdmdB5Tqepmf+drCVEMyPHyLV7IACwHTNNVTzeMNdjRgo8aOLoIL3MYP2qqMH5kWv3QOC5M260w51fHrjrDgfCk3YbPK/j1JDroJNaCQXHHfXUe0midyGMHbsppVNp+9ZfTa+WDpi4BmeobS09Fo3uZowft1+MroxHTy733s/QI1lh8VYS5QTNQIr+2E1X0k3LReKUu0V3sV4Qi1zoSaAQJwmoDIFpe2FuJMqqdWlbs4u2wVzm+Zss4HBjJCLtUBf4XxBk6pARKMkAQ8BkXCi7Qpvq2HeVPeTYiiHau/eifIhfX5NDk7vqsaV3awoCxnSMizHV0cWhzIxjlfrzogm77QKW0twafS0Br2oVZoyde1OGbIdqHFgwDt31LbGtdwubdaSaOU71GDNqDNI1FgwkGR0sHFVVpK2xEqYlcDOlpcBTFU1K63xPnTJyjk9JmCPlTW9qFsOAeW120lcXTvHAseQ0EY15e2N71Dgyph/pQQ2D3s4YFeM6aANDonrfXaaL6ci150Lg58G4yVD4SQZEQsEClh+ZERcxaYFEhlgTdQKXN6CHSijcmKoibNsGldm0mCyvZPqS4vCMmS+d4XJjI0PYZFMsbWoly3fP9x8ZN7d42pTm5gYmqVFHa4J3ovQiD3D3JJ5SF+m20W7a226wZIz2N2TuuISd8GiyDrhByg0V/d7BBLt5Y3MsU+s/ZnHSS5m/lOzJ5OX6wFvWmNRMAHpalO3IUw6yppE/zxUC0k8vsdONCssDOACN9UUulAA+UZ9x1P535NotENgNjJuEhPgwMGl5YpESewbIf9317fHY5nWxZsOa2PTExtjc2BArNq6MFatXRzcqLudtB8SnyrZsXHV8HHbQYXHowXNT5HrhlT+IQyfNjTOPPSsOnnZojOqAoWsiocPWSlwpa3SOhEhxugvrbr8knBDZlNLQTlCxIBD8ha7kLrcXRtLdcBfLdkfHWBi4gjlowLTVkbyptdNrsmheC8N31VCT8KlDmGvsVjo7YZZAfglTPqfMDZvWxpgxo2N0Z1eqAYdR6q5qfOo7I0nSuV7U1Otqa+LG22+OFctWxtz9D4sTDj8h9t1nGkwkDEy9ryCuAmI3XbljtzgXNmCtTaMLVxMnDdc7vVC7+7fFxsc3xR3Lb4ufPXxfPLZhbXTC3E0aPymOe8n8mHvAPA5kmBqjS2OgEQXjRoj77FMybVCV3K0DzIRpC6592Mn1sCNE6cmhDl2M26godbPpcBw1fGMcKwxiBqy0XBC3u7w1Vm5ZFrctuj3uueveOGrWcXHG/NNi6j77Jd6UYDYL6cFuAtBIMbsdArudcQNVZCPAWsa+JSFy8cpFDOQGoVPtB8lqVsHLigsZSx64VQfvXfyUbaekmd/OBW0169BTS83NAAxJewOZNmIwK760XFmnF+qy5roLtqrINDWBaapCrzNCP10lgFipD8aNALjNMZoVqI0hvYuAneN3M7UcMn884NNMG19LJo0f02U/+SGtAG7azTkflVzqsS6s02kraRNSNjZbaULBXG5LLq135HruEEimDTi7vqWKWgZADZFD5hg6LvkbXHfdTnXpc693pATR/+uLm/ee0RfzJmHkzcwQpfUE9dVwENzFtYGUIw1PWSR7Gttj07aNsWr9yli6bmms4HsdzNuW7i0sjt2xpWdbPL55GxFGChWn+zPpzfjR4+KwuXNi5gEHxJbt2+PSa66JU+ecHK876bUx74AjYPA6YWi2QwGKfIXHEURL4qfKardetIldXTpNuNhLBASM8GlJ3jZt3hSLlt8fqzatjHkz5sScmXOjqzyaJEVAQ+0rKiAqLWxlzQKGbKV0PqVBSH8qSB9VE1hAH2qVdVvWx8Kf3hyjJ3TFoQfMiQMnH5hwsV275apTHw3eGhvjZxvujcuuvTJWr1gRLzvs9Fjw0gWx/9SZMOksTUhOEzt2I+NWnP1HV1U/w7S5c9bg3/Hu52SOTd0b4uFVS+LeB+6N+9b8LFauXxXbt25P2FagDkfOPjYWzD8rjjnkmJjYOSnKfTJYwEX8AH6FAww7biWiCa5iLJXabdy0Ia5fdFOM7xoTc2bMjplTD8QjmAUGiZm2cu7sdTowMn6pHxjR782xLu5ddXdcvfCaWHT3ojjnuPPilaecEzP2mZELq2lHrj0bArubcbO3UidHPlX42f1i3ucmBDySNXPayLjIi+gRWmJOpdaC3ykpkpyl9AkahMSqAV1NmpyFIM9qSXJFsR1Sq5S+v3A4l4JF5mxZBk0ixhpe7+yJbY3HkVD3x+gYG2MaEyFkSBZH9QAo6SrMrZK1lM4xt7DTK+55DSPmupAq1OTZBAofgJfrUgsWTHASA1A/7JQbCBA8Qk9bVxndQjopzBPoxVrBz5HruUOgrR5neBLOyTgnswbNlGNzU+HQsIk1jUMwcu0eCOwGxo2FFSLUC7O3CcZi1YYVsXTt0nhg2eJ4aOWS2Lh9E0wH0gsWvqnj94upk6bG+DHjo5PD6jUcd6footqBSmryvpOit9YT9y9/KBavWhqvfuk58YojXhEH7TOH6YnNVWMbk5NF1AmP5CNDPShR+XkwbmBaGuYD52TWIMcu4Kp4ayDispXL49JbL4+7l94R5xx/Zpx9/IKYOGYyiYuDp5WalWlXbgilp8OkqRJAL/frShS1AZF52dK/JRYt+1l850ffj85JpTgL2Jwy95QYjYqwxYkUGZ/L33pXSgo3NlbGjUuuj0uvvwLj/2acc8w5cdoRp8V+E6bTJial6ofnUs8geV24pMUaNudi5D04pdp8Y8+6uH/l4rjl7pvjJ/fdSZpS7LX3XjF+PGed0p5HHnwU4rA1XnfmW+IVJ50d+42fEeVe8MNGepAyX6bzVoLu2OQ7Bqe3pyeWrlgWn/7hZ2Ly3hPj5ceeFicdfhJa0nHUj1czmSVChrrJseyTcWvEqv5lcdOD18cVC6+I/icq8ZqTz4vTXnJqTB47GbyBae9k/IY55oOAY+TR8wCB3c+4uTzJSIjLMFsiQCINTIz/2MxBunLzUJcxASPTMxJVp/O9KROXzA9vIASwMgQ8R9rWId0Rn6BA0J4Kmxvt2XJvID/jOzZ6BYI/D4AbpIq6jbHtbHg0NbDNj9c2xOLV96Bd6Y7pEw+Ajh+KhnhM9JW2sCmlzbnIs7klrxLHnGzCRIbL7uAdpI2vzGtdbQtmCRlJQFgBPk1s/MjPyTBrO11jc9///7P3HsB9ptd574Peey8EQQAEQbCABAGSYO+dy+VWda0k25JjXTuxPLZznTIZ2zNJ7DiJHceRvZZsaaXd1RbusvdOggRIopEEARAdRO+94/7Oi5WTm7nSrrM7uTP37p8LLgH8y/e95ZznPOc5550dRzfI+6Cjm9fowqWbjALy3pif+YH7f7iJz3/0jxoBW5827sb8sjB5ra14W/v8m/U5bfOKrbTTRryNiTVw/fnjMxmBTw3cbGLGPEf0tKVOFVUVqqx7opbOZg2T1pr1ZcNRhDABQzPnMabd6Qe1LXeTMhYsUZhfBJsJnRsO1QoOpjxQDU2P6jaM0slbx9XlMayv73pFa5PWK84/iclHrO81zvvNGy4v2CHb2IR4fJn1+uwezt+yxlxKgrc14PZzTZQZnHEMUXVtjY7fO61HHY90cP0OHVi7V5F+MVhorhPjbVoUbwAGV2hvNP/Fov5lD/s8Vw3JRnAaL2uGaBYMI9QD43S/+q7e+OBnCkjy1HPrjmr74u1O2+Xe/5e98Sf9HWySAeyO2UadLjmtk4UnlByepoNrD2hter4i/WNcJDxr59xhXB34+aTv/THPsyEytpJ8h3Nezhr7zevZHjVV6HrFNd1+VKyOoQGtW5ijgjV5Ss9M1yRp2+MfnlVp2Tkd2Pw1HdpxWMmRCzmTEIDljAnVLhgQB9y4YNNHTlv6hH+bHRkeHtST6ir9xaXvK57AYd/aHdqSvQnFWiCvYS65JovwbS7d/Y7jKADSjSM1OnH/Q52+95YyY7fqxW0HtSpplUK8w1gDzBnP+czm5WPG7vNf/6+NwGcO3GxBWbAFW+baIxl4AMCbdGRyGvs2BahA08YS1yQs1DTr0/a8BYiWUcBwGGxRkH8QXyEaHxvX4OCA07aGh4QrEEbYGKVpgjkf08XZlgHwOPD3/ypwmy/WMfPmiXDE2pzMeE2orqtaPz73QzIoY1q3rEC7cncp2idOk/gLA5tj3N/42KiCAgMVEBRCLzrT/KFbRejuDftmQaPt00mK1QanBvAPw3wEgSPjZL4j1CeM/RaK+ee5dv8BHihPh/E9A4C3yfnxJWMR6BXonmsZEbNbjNr/2oL5/FX/txGYs/SM2UcD7TxM1uJ6uaI/NJlJ/2i/BicGkfUEKpy58oOs+Xzs3VB96r8+FXAzdD08Nayy3lKdPndBza3NGoRhw9xo+aoVyl+/Vp293XpQXqGWrjJ9ZdVvaWvORsWGx8t3Fo0WYlVPS4ESBU3ODWloZkDnb53Xhzd+puCEGP2zV35dGSHLFADF7iCQzySy1mHn3H1nAzkfkCjKSpUwjJ/lw+yvM6jGtBhA4WuGSNccsRUGjI4M63H1Y516eFZPR2q1N3er9sNKhflEEinD9FglLAJ54kKEwwAHXmeAwdH1/3ChfIghAbO+P38Yy8RnWorOih3mMGSG/AwAd4y0686j2zp26ZTissN0YNUhFSTAuGGUPrPNMI1wGM1g62Sd3r75HsDkDRVk7tehdQe1Im65Qj1IdTijx1j8j9f98+v/RP//6L7tuT9/D4fazKACiszpWRsBw3BBXuocaNGle+d0seSyng13adHKeH0z99e0KDpNnv4eGhjr1wcnTqiTlPzm/G1au3ytwv2jgM6sLwNnOEp4O5sCNweWKp2axHlatM+f/v5elT8s1w/KfqKE+EjtWbVVGxdvZH2iLwS+WSWgY3htXphLj0kck7+Pagce643rb+jcw+OA6C/rlZ1HlOSzQH6MoWMObE3+/P4+0bh8/qT/3SPw2QM326zmzGyNzwdcljIcmRxUZ1+7nnW0qKu3S+OTo3rSUavm3nbAyrwW0rS+s5NzCgsN0bLsLGUvWaLWlk7du1msxbFLtD5vvTIXZ7KmYfyxCz7WIog1PQ/c2DemPbX15qKL/90jyeeZ1tj895SlPgmOfCdV3fFEf/rmH2p0zEt7Nu7T81ueU8RcNGcUj6mzs0Pl5eWqr2tQ6sKFWr9+nYIBb5YatfY6FnR5cjyeY7f7mlVS80BlNaVq7mDMRmeUEB6rvKW5fOVpQexC99HjZGSedtSovLZUlQ3IWNp6HMG2dEEGwHE9coochZLt+Xxbflbrg8VtNtsCZKuMBiyzENkCFLZNDqnkUbluPLhJli2RDNF2pSPvcb32PquP/5/fx/nTj2bXDL7zK//zk/6/8f2nA24MTD96tquPL+pi4TXA17QWJWZqZdpKpaakKDzBH7BRpDOAsbbhMv3uge9r7eIc+bHHza55ANrmMEQmIJ3xHNfTniodLz6rO5VFWpmUpd84+huK9Usl28UCMaFqwKwmJqHBmSBPUl7zAEcYQgod2Lq+Xv5EXwAkesIR6vJlLpvqP08cNfPoM+07z7x8BMYco0aEZ4+fgypz5kbzWvTLRXGN5ryNciflRhXYHBc/MNKvWyW3dKn8EplRX72MQVq9YAVFA0G8mj+WEpmGESTCmzEQwr1aI1jTshhDOO07qvbxVgxbtaqb69XXM6j40GgMS7YWxaYpzDtO3pPhVDSShp7p4TNm1NLfrFPFJ3S1/IbWr1ynvaSQs2Kz5O1PRA/wdSkDhL/WTmXWTpaArfK03k6TBiAYK748jAXi5zN2yLClGEj7meYEcgnWtI/PpGISgFo9/Fg/Of+ebj8+rVcKXoNRPKCUqFSAMu9n8+bez/YF94b2zgbXtGlzNu5EYa503+0fPttONWa85Ud9mOeg6npqVdvVACvbqaG+Ue41WFuWb1DmwiXgHdaCASQbMGZ0kuusbK/QyaKTKq0uV1xwgr65/+vKilmqID/ax3A/k6RFmlqaiK6nFR0ZrYjQCEbawDOOjY81nZy1G5hfE8wJTsH64wnmdoqChI7eNl24cV6Xaq5pPQUOu1dsV2bcYnn7AcDMGVKowMWzFox1Jd3FLY7O9OlxQ7E+uPWBHrZX6sUN39BLmw8rZDaUD+Q/PtdsyBRpfC8Kd6wS3gmmea37pVXXWWoI7Z78p2AUJpkmWEzGzx81kB2EPQfb6krpTXDtmEOeb/P3GQcpXNH/bx+fHLixd/gD9YUZQvbBfMwHdEwnNtC+bL4Jt/gB+4uc3MTcmPrR9dY11QEkHqlp4JlGyDqMjlNpOTKtjtFO9WMDvEiTOhkmNsYWV2xwopalL1H60hQ19Hbi/B5rx4LN2pG3VYsXZbI2uIZJAkqruLb9B8vh6WcLi58BmmznWPDlYW2XWPu2XGwl8RP+cIWuaponubX08VM/aYDMnm6vJX1LthJDim21Pcqadf+3/W0tnGzvEriav+yf6lRh/R39yZk/U6rPEr2w7pAO5R8GeIZpfK5X9xvu6kr5TQBWDQU9ofr2ge8oNXyJfAl8zE7O+U5p3HtYtR1VKqq8o4raSj2jqG1odMSZFP+AIC1JTNeunG3oS7dzdR46XXpaxfXlauhs1WBvr0b6hjA9ngoOCaHoLQMN6latjs5XsGeoa0dlQZwbMPaoh21s+8Z8BrbB9RplUl0fSH5s9sRs2xxsp6tCJ5NEfsStBc9JxsUkGEykncFsK8EKnCw96Nh3DICxrvYKcsiQFZZZwZ8wXnZ9QNX592ZubP0wuW6u3Gt5iVtc5sCYC2tg7MC6+Sh+5OylDb9rxzFfHOfWotk5A788zZrBG1M5vyZYBWaTmKf5IIP35z5cBS/tV8xjWq87+/rYB0yn+UaTL02R+TD75bpFsBb6Zrt09f51vXvxB8pKXq8XNr+oFYtWOFaVy+X++MO1uZuwa7P7c9/aWJi/sutmLHmyS6vzO5MX2Bqzvnw231YI42HXwPPNp7UNtujWo0IbYq1culzpFDf6TAQDBQjewQDmfr29rXCNz7L3NkzB+zn/BNFifsyNBRgCR888s9fYyzOzY27c5+eKTI7DBYwp/mD+5VyDvTnXZHNsc2SZK0vx254xRni+CIff2Qu48X+4dXNS9mXXZJlDXudsijHptq942Hzb4+cSInvvTwfcuMSxiVHVtD5SBUJ9Lyod0+IzlIHjC2NjDXv26nzxRZ0uPENhQrd+78ifaxWVo+J4FnNkc2wcW+bmWKcxdIVPb+kDUl5tXZ3avXiDXtryiiIDE9kc1gRkVF6AFM8pbtqocXsdA2SbbcoZTqI8GBErhGjt61T3yKCrXA2AHUmOi1dKTIqivSOYr/kI1zafDRB/zQ/kR9/bwFqLEjPCHoCOORYHQ8hm46m0f5jxmSBd16GT10/qVuUthQC4DqzZpkQMrgGNAVJ50xNTSkAPlr4gW4GMgwEZ0+OZrRwa71MNkWhZS5kqu56oobtJA6RD4oPilJ+1RptWbNKy2Bz5DEcg4iWN7DOAoZxSdVuVfnr5pyppKtP27G3KW7RG4cHhGqYtRj+fGeQZTLFCupKjUqCmAxgTDAMLwUTyo6StW7ta1dzW7JzHGGlpE9+HzYUpITBJmUT3s/7jAFs/DY8P6UH7Pb194QPmoUhf2Pyb2pm7Q7Gh8SARbsCAsVvQ5gxgOwFurlGmbXTTkRCBmcbF2m+4cNfAGOPZP9GlmmcVKm0oU1V3PXPUTXHBmKJ8wzC8O7QRfVhCWAopSYCoUe58xsjUuK5UnNfpB6c1NDKmrUsL9JWCbzCm/m5jz28C2yjzm8ZS2maobP8ZkLQFbs7NDBVWlfedB7DeGN0Z2Ntxz1HVtdXpzZNv6mF3tdZn5Wo9KeHYoBho/iHSVP0K8g2l4GChkmJg0+gXZ0e7GAt459EVXSy9RLDio+dJW+/O2c6e414x3tYZxhzdOFfmB5i2wMO2NANMCod7Y4xGGOf2/hYcepO6h3rdNceGxgCQFyqRtRMIoCXiYAztlbbZzfDacrd7/fzxWYzAJwVuGATmjHXvNFPmOFnbZnn5YlZtsblvzRkPzQyqrb9VDa0Nan3Wrtb2NtV21ql9sluT1C6ZKU5B65tEoU+kpT+xDV7YvykLDrFrITiWsEAfDaIPK2wqB6jM6FDWTm3IXsdrFmJDcLi0H7LFYMDBWiSZ07W14TkBmLNAGEPjmkFzcWbH7BpNg2aO0oFEs3lsiU/ymDKAYu+DJ3UAA9BIRMh78UPnhEx/ZkDWLDl3x/VZdqK5v1Znn5zRW2WnlRu1Skdz9rN/d4L1AgBeQ7paeUHnH17U0+46rcxcrK+v+4YWBGYR3wVwDxbcjugxQdvVsssqf1pGcduAwkNilJCQwt710qP6R/IFMO3AbuxHqlLb3qJzpedU2VrHqMwojX20kK+ugS41tTczd9PatXmrDi5+lXRtFFMK4HX7ibmbNrvFuNp8AtqMRJhxASm/A0zZvvaCZLD2TLNoYj39LMCd5FMIzLBXBgRsv8/ggGcYJxPt2/jMw2UbarONZnts7GztmM2y8eJ7BtcK0LyYd7ff7bm8j2s/ZAPvVpYNLXMK+HO+CVBmj/k2UbYysTGMiSvMsHmxz7a5sYexlzZVBoYNDJAxwoQBgLhOe3u+bIWY7bQ1YpIS5/FssXzcw+yqAVr81BRSAAODVlwzIRjVmRZdLL6ity//FxVkPK+XNr6s5Skr8NGWTv35qrQPtzGZv1YHypgH69tqe8yqqe0yzAKaDTQdtP3Afmbfmw7Uw3wO8zNO5q+y/ZHeIVtn3f+2UOG/hzXnNxqF1nEUXzDO67le/J5NgSeBDRPHxiD4MH9mpAOv87Cf8X6zsxaw83ynkTZLPt9JwYt2NtNgEPdcNw9cHfdkfVcdnrBrs/m1oMr8L+/hwCV34fbM/A3xJD7LJoCxsJXiTLyhVT5yHpdwf/O4bf5793p+wFBx23z3aatKeSdiI3VO9nDx1ssqFAIH1oAF0DhYq/P3LoGCbyo8KlK/uuufaVniYgCAgaf5C7BqQls0IxMDOnH3Q517fFW+9A37Ium53Ix8tyh7x7vVM9ENqJ2GdAtQYuhCRfhH2FrmTRjQAF+o2VHVP6tWRdNDPWyrViMtSIZHJhQNuFm9eIU2L92gVckrXMRsH87Hu4e9hSu/N+DGNRtDM02EZNvBywAi2ND6K8GLqBudWfvwM/Rmvbpy7yrVjU8UFBqs5QkZrmqqf3hI3UR6IDitzVyjvfm7FU97CKP/JwCVwxMjqmmqUWHpXT1sLAPYDsG4sF/53BnAnoGuPVRGbsnaqqiZBPQB/TBzLRokhWzG/8TdM2qkijU3YbmSopNY2FJPf48627tw9nHatmq78rMLFBWCjoR04BRgeGRuEKBYpbInpXr85Ik6GecperSZPjAGILs6OVuv7n3VsYW+XEx7f7tu1lzT+9dPKCo4UIfXP6/8jLWKCIhwi8YMkIs+GcNZa44JC2mg1k65cJvIATcbS+YFoz/uxbgBdKsbKlVcdldPAPjDbOw5DA07hvGdVXxMhA7kvKBN6ZtxWiEYFYwATnJwakw/Pfu6btXcVkxMol7adljr47c6JtLYLzNENpPeVtDAHzd/VnjAerI5tQ7tJmi2iMcaJRvOn8KpTPCnbYh5ZF019TTr+JVTomGN0uOSlIY+jmYrAN1OdfV0I6qO0ybGdP2ydYoMJVWMY2poa3D6tqLa20qPzyZVuk/LkpfxfoMUUvRSYEOQgTGfw9CnhWco1CvCrfc5qunGEWb3jvSpvr1BFYxJRcMTdXR1wen5aEFUolan52gDDGRKXJpz0GagzODP4YyNFfakgvvzx2czAp8UuM3ZRsNQWG81M77uD2vP/rjo39YaxrtzqFNPep84G1Tz5Km627oIougoGObLXifgG+xmDVLss3qLti3fpbSYDNrPsH5BXZPMLUvGHbM5Mtqj6/eu68fF/5lWPHv0/Oq9WpG6nJ6WEfyeoGXcnD7XZB4YL2S94Iwh8oI18sQGz2LLZkjBmiDfihhceyaAikWO/9CwnM/7JI9pPsPtM5yKNxvd2D4bC/t4tq97zxkYfvctGiYDQJNo+R4TYL5Z9Pd6PNSugkX52r9sp1Yn5tOknTHELpQ2Fuou+6dnvFPrV61Xbvw6hSuWW/KFCR8jQ9OgC6WXdb7kPL51SouSUrU8a4UyM5aiF5zV6cun1NrUABhYqjU5K3WSDEhLe5NzhmnxqdqyskDZ6ctVhRa58P5dAsVWrS8o0KHsLyjWl2wGNsicpHOeAA4PM8TmF7FXswS2xuCYnbMeecZ8zB+vZUwV9w9YM3tuIMeX+TXGyfalAUCQn70pttnmBNsDkPGi6Mtjjnkz9pI2QuaY3ejbWjLbT6N1bwvwHRAy2MTv6c5gh9zzZN6P9+Z9pvFDZtu8aDY8w88tO+IFA+uD7IiJZTIwcNbfzkAbY+Zea9pJQ6jGcZB98fDj/WH6py17ZMCCOZ1nUs0+8lz7OCv4A8B+7MMF67yOjJBjockk2EcP468aRp7q3N3LulT6U+1e+VU9t/qIFsctwZnae3M9dl+GQoxFtHHnhWbnPLCvzl5bJswxjGYBsfX8bYDP7LzZcgOZM9h256eZuMHxAd2vL9Lx2x+67MuWNZv0woYX5D0WynO4VxsfCypo8u9OW0J/6sG8mYO3LgZzRtJwbZ4OWBsI5nu7RL63nxlJ5MA4Ufm0HVdn6wCWkx9qGp2mDzpNd1qOGz/za3Zt/HGAzvzjvF9yXQ1skN3n8j+7M+7dMfhTtg4ZDAdk+UwbD+6TD5n/AlC6B///1MDto3dyAlLz4E4oilbDk4EqaSjSWarunnbWKHfFOj2X+4IWUvEHEuLiYFY+WpSW1ewAkPz92b/T7YYHykpdoV8/8GVZ49enDU9V8ewxKbZmDQyMyH/CU8/nHVZeJpoIPzYgkzcTQEqNqsMLaKHKGklLDFWzLcfQf5FdBQAlRizQfozfixtenF84ZrTss/lyw2LImZ9ZVGLC+2moXmsEa0bSl0awkzA/z7qbVVhWpCslN11qsWUIOh4W0AedVTibCiJFw3PdBMPTSgiK1+GcV7R3hTFVVBliqLomekiZPNTNYsALqRPLxC1cmK7Y+DhA64gque4JNlZeOoBv1R5SxatV21ytkzdPqgktTB/puabRZ6TpJpUI4PIB2BgAGplo1iRa3+3Ze2HGdmv5ghxFElF60ph2GNBW2nhPF8ovqKqxEiF+r1p4HwJXqinDFToVqHX0aPveF39XwV7BOJEAGKinOsM4nr73nnatOaBd9NFLjwaYGsXMYFl0w85j3M1AcNMYAYtejM1yqWUzXDzP2Dgv0rKNE026X3VPD0ruq6mpDqPbpkUp6xQXn8S9TOgJ8/to4IG+uerbejH3MCAuGcbAABeAb7BNf/X+n6uur0VZWUvRyJCy9cxwc+vnEwArFYQvYhGzySyyMQczbwzsbzY272Obm7+o7yB1wZiM0Y6mGvB45vYFNaKLG/YYAQw3aypEaBRJVRKRzdJDr2e6RR10Ldibtk6HVx/Uuow1gFdSoYQllXU1ev3636qmq0IHVx3UofU70RyFqLihQo9hAjq7OojMZxWMwPwLO19WVvRSZ2xmQwDvpKRvVdxWYfk9VbU+VcdEtaP250YD5D8WpDULc/XSrpe0JivPMZx2soilvkw3YnfnN8XC+fzxmYzAJwVu5lksK2D2wqLg+ZYyP7cdGHHMydAge+1phT5EXlDe+lCTo90AhCjlLinQ4qw0dY106lrRVQ13jukr+14hSNmNnVjIuuXFFsR8xKh4wJ51E1Qcv3Baf3H7r/TKhi/qxXWHcXrpfDZ7C2c5O27yBEy8H4be9h5B6yiBGiuclBnMjZ0iwNZ0e9UCUUDEFIDEtqYPtwG8m3cQn2AULbq3QitX7Yqdc0QR4MECXLOVrjca7+vpxgfgBts/gu70Tul1/dnp31dw9ArtXrNVO7O2aFF4Jq/jmvET4/T0HJzs1MjMCNX4FBl4xgFCTMowp96JVl0vv6YP759R21iHNvNaK2pbkJBMUO/vmPrCuzdVW/9Qvhj54PhQvVVxXRGTQdqyeL1jvxcnp1FxH6CaujrdKgK4EZBu2LFdefG5CqVXo2VPDMi6oiWuyZPUmGv2bQAXTbG1JpEVOLliEpwzBt4yOv446Gn6PlqDdowMYw/bQqbJpmYO24yHthnlwUIhGKObp3ueayhsoIBg2oCHW0+OgYNtNWtJNwVf681Jys4YzCls99gMzB+AwQ8JUCBN6E3eYulIl00whGRr0WwxoHFqzlhCACfPt3Sl2UdPAO4c6XNP7tcCWUv7mQ2fRCpiQMSLFLsXUp8ZiJQ5B/S5DwN6BtwINFhBdiO/+MFatLVhqWUDwB5cn2UIBiBxSp/dR6t+mnFvpOL+Re1YvFOJZHf4IMbXAK5ZM9YRf7v3YCw8ffnesjrYX0st2l6z+7GTiOabzvP9qH0WgbqfBSj8DgAElAC49esyIP9C8TlFhEVo76Yd2rRkszyo+HcAGLDtie329MHQc2LTJAzdBODYmGJ/9oy3RzDXb/fLPrGrsrVuax9Gzq7SATX7NeNlxNgk72HrwfyOjbUHDn2OdWHz7x5GKhBEeQDs7ZhO+52NveMazU9xzcaSm3+ys3tN+uU1wd7lV/OUoDGMrCU+ywFW+1C3Gfm93f+nZdzcXRDpzRnYsYtmUXqxij0DvRjE0/oQHdA4nfiPUiG6cfEmhZm+wDFuTDrXYBGrAaWqZ5X64YnX1TjUpvzVa/XFHS8gzH2g0icVquqpVPtsGyLfaQWOT+k3d/2+tufsUSRsyCQpr6rWx7oMs3f3yU35QGPnLslTzpJsqj/H9ePjf81UeOpQ3vN6betrTPQ8crdJcYvnI/DGd3xrU8YfkLhp0yx69fH1c7R4a2+Lrt2/ph9f/k8EJmGAd28mbFbRpM8yo5ZTGRWrmOQEx7DFBUDp+8Ur3CvcGZreuS6VdDzQhcKrsG1n0ABu0JY1W5SZvEQRQZHqGOjUqZIPVVpfpkyM24HcfdqUs9mlW9449UMV1RYC3FhAGI1IiK/FIZksNm/H9q3OyKMFRaxjqiIDIwEfUfL1DCGwZ0xJtfzk6k91v+02m99b61K3Kj9nnZ6Ntek27Nf44JjWZ+bptf3fRL9mG8VTDxvKdfz6KV17ckL/5IXfd2xTtF8MC5sNzcozo2Mb1IDbLOkEA2h2ZI8nv7dNNwuj4BotYvwmPcZ14cklXXtwXbV1lRjoCYDMPyWdTkNlKufaiMYv3Luiv654S9/IeklfyDtEs+WFROF9pD5qYMOadObBWXWja4kKi9aSmHQFjYS5hb44I1Wrs1eRXk2QL5GKp0t1sBsMsrEZTfdnEaWbU5alRan2NTk9pqqWSr17+Wcqfnpbo7aBAswYdis9PFtxQSkKDY5W+vLFVPb5KzGAtJZvPOs2iDFgp/H+hTTd/XeX/1y+/nP6xvYvKIeU+OmrtwHJD1XX/Vgj052k9YMV5hGp3zryXa3N2Mr4B5Oy7tADmgdfLr6m2panikW0u2L5KkUuDlJVXbVuXrqslIA0fWnPV7UhpwDrYGOMc8TBWAGPAVNLJbFS+fr88WlH4JMCNzvCyRlyi5qZf3NOTlJhBhg7YifEdHd1q7CiSD+q+HP2aZB25OzTmkWr0KzFyBcHefdJod4+/6Y8Rn31+1//npYl5MPrUoFsDsxiIcC56TVHZ4doUl6vU1cv6IPqt/WF9d/Q0dWHlRK9yH2mPd1YF4vorQehrW87mWDOnD7skGUHZtmbrnjB2CBs76SxP3hBWzU+sAW2153d/gQDaElAu2VjD5y3sf+7l+OMzKkaa8P+N+dmD5OtdAx06Bpr/E+O/Zly0tfq+c37tDmjQNG+cbyWsTT0CIBxWjx8xZydPDODNIDHDPKF+n60zjdO6v3yt5S9oECH6ZG4bkm+Imi0bezELHamv7dHAxO9qup6RJbmrO4z/jtg9A4u3+dkJP5U844hR5hhD40CdC2x6RcVoCh/GBj2kmVQjMXBUjiJiA/FbqBJvgO0YOo8sfsG3MTpD4a93BzZ83G01iDYnZQDcLG09Rwpao9ARgPt8ozHmBFyNJXnRcZg2Zvh4+xzrLWTN8/3gAxwKW26LfQNdhK0w7xXPlHSogSlpi4AaM+SoaiFQWzjaqYUHx2l7JQsLU1YpjD/OIYOgwZYlx8ZDf8JtWJHS8rK1UExxvjohCKjw5QLC5mRlAaPCICDCXNgEC1tgPUaNTtmoNG+GIVJwKnZbsu4mH3/77/j17/0YQuXdQWAsrStvdYyJd2wqBfRf7997W+Ukcr8bzug3MRVfLbNMeCGwbR1S2RNsRf/ttQja9aKvmYhAowQsPXmCSDiSfyZB7AGkjwmWWuT2Gu7DwZ6hjEUQUnveA+Zk/doiF6kjLTF2rdt1zzhIPCGBUXcp5cD5xbszKmu+YkeEWj1DvZoWcZyZaYsQ6YAqIM9Nt9p6XAvAiPHXII7WHhMKuNGdm+SljOX711WF5mueDJdOwp28Tyuy5CZsaQMi+0JC2qAZbZqcJ3sSQtaTPMNMOUG2AfsGgc+5208npPXzLNsttum+GPA3IeQzPSrxpiawNOKFT8D4MYFWCUdIMb0Y7YQPMyQ+E3qnavv6vSdD1xVyVf2fV3ZsDveJq4lOnM0NM81fYalAouq7ur9a++S2htV2qJFyozJdBVVXlC7AbFB6icCeVLXCK31TN/d+y+1hbRgAECmbaqFypUbunH9CuAlUstWLlP8gljn3NvaO2mQegkHHE7VJ4zb2hfcNbpCBECKDY57sIhsHf3DD/jGMv2m6uDuGPZpGkkOq7G/QbcxwBcBE8MMYk7yKm3N2kj7iQUspimFRAYrJDxcQSwAvwnE81CzjLqqqag9XX4aIHtKiVELtGfdXoz6GsUFJrhoqn24VSfKTuhCyTllhSzV/rzdKsjdoGHK6B83luvqw2u68/QBnzmso7SdWEKKJdQrlLR0AM4/jmosUihcqxfMkukdprn+xo5693lXa04rOixDa9LyXMozLiZed6pv6UbJDWcAN67coP1rD7KGAjRMs8yiJ7d18toZPe29qd95+U9gAHNh42CacBZufFg7rvkxn2Sp0mkiKIto/CzSNyOG43Dn0KLLq+t8qmN3TsBEPFAE0e9RqOs1i9fSCoaUCJHzM8Skx2+f1J8VwSwsPaqX1x1ATxavyvonOn33uDqnYQhHegDs6BOIEj3G0UbCLrK0tH/zC9q/9YAWxy9G3+/H5bEGbTOYMWIzGNBheX2UfrC5tplkLgGb/bCOFc1luk4Kv7iqWGNsqkOr98Ny5iiKymA/otOIlFA0bb4KIMXhRxGHhxV+YPB6Rlt14dEFvVn2NvrLUK3lxITw2QhdhUmNiAlRUJifOsa6VdJapQVUt35n368of9EWxsxXdR2VOkGhRUVdCaxjpnKzcxUSFKwhHyLU6go9LHqglbH5OrL5ea1espp9xV5h9c2nE8xJI2Qn2vr88dmMwCcFbs4Ss35cWo1Vb/vAAjz7z5aVOaEhZBJNpOoaSPF5wwKlxqc6u4AfUh8A43zJBX147Zjrhfg7X/gdpaJHddpLW6PYIhOsT7Nuu4bbVVZXqvO3L6lx/L5eKPg17Vm6h0r8ZD7HAiUsE4yKSQVmSVtaGtf5YNIW1iTaNFCDsAnWAL1/qEs9w+wf9Ed+nLaSikYuPTSV4A4H9Q/G72PG0gI29rRzXDhXe5hm1TFMsMCjOLE+NJptNMTu7KHROjarHzmGsck3qi+RJt2hV3c8r7Vp+S7omGIvP+2r1rNnbQSYflqYuEgLYlJxaDhjlrYVNTxouqcTN0/TBPyKjqz5lnYt361FEYshJmE1zKnjP9gNCOB7+Ywr+ouzf8z4ZOuL+S+oYOF2RQcmYueHaQBM2xQbF2MrAJiTPmN6hv6wurlOXX3oShmv0OAgLYxBDxeeyuk9tBaBaTHrPziKxKSxViNopVPSk+Uf7EfXhGdcdzvj7UEgGa6k+CQlkiEIsGDKzAsSlIGpfjXReL7+WZNGhhl3mJgwqmWTee4CMj+B0xSwEdzacXrT6K7qKVA7cfu4rty/pKzs5UqMTdLI0CQnw1Srrrfc2daMhCztXGadCw4qKXgRlWS8nhMppjwGVTlQqUvVN1Va+kCNZKZMsrUESdDOdbt0cMNB+XMGuOmZDajPwKKNYUc7mKdnFHD0oo22I/v8g7yxo+kwomRW5vBbjJXZ0I99WI7TbK5lBKwvIWvR/F3LcJM+vH2GivvXtSv/a8pbtopMgZ96Ovs0ODaCr/KEgIgggF+kpLCF+C18h4ES3mraf4z+f6yntnb1dtFpYnSeGfML9lZiQqJSWSuhnrQSg511ixDQNsO8Ng826/V3vq+WjlalLUzX2lV5+JwoTQ5ZMeEQy92DSuR4ZWeskD8A8caj6zpXeE4N2OS96553MiPTqXvBXprvmGUuTX5gCRtLRdv/bV2MQ0Y8Ijv25u136EjQrfVpa/XlXV9H5kf2h/Xk1gB4prGjSc3oLu1+Ta4QERSm1FhsArrLQE72mTW5A4De0w+ABwYap/K8bhDtd2cb2mpaqcGWegHskuIS0ecjDaOpvDeA1XsuWDNBVoz5KTVu0AHzwA0Uy6cx11C/UK1dU20I3N8n0rys1dzcl7Z/SQuik3muLQeQq70ORDqD+K8TBujM/XO6+uAyEdskVCdAASCdErxQi9MzNUPlXXV7NRVWjwShqa/v/jappFzX962oieqk4stqrmpicyxS+pJ08s2+aupoRlzfyvrzIerLRVOyGaCVA1hhZRvNbAjfvjCaWIP5LzNMtslNR2RWBDDkgAizZmL2Yc9+WJUy0nf/gZeEkX49pOfznwdAwQKxOHwCMcBEeqYf85hmMYLYBya7VPjkhs5C+7dQNXtg4wtOiL8gZBEbnucwXi0DjTr+4EPdfHxdK6NytS9vp3JyVmF8PNUBUD117wRg8QoR9ph+/8v/pxZGLFTQbAgLiuSIsV0sRBPRgqJYWjNON1JYSYR/+68VFJysrYu3qYAWF8kYbutv9Na1N3S/8p6iKak/tPEA/cdWwwyGk2J+qmsPL+nK3Svcy7R+Zf//oRWJy10K1RaZRQOwug642UYwZmuKlKY1YA4AiPFPG1bwBoYPcHSh+AKp5Rsuqti2YoN2UrEZHZTE6wPZ43NUzdVitE7q9fuv69XVX9KLmw4rOiRa9x7f0xuX/lZdli5gfAIxfhF+oYr2j0R3F4UR8NDyjGValZmDI0yQD9Wwxvi5ne9hBoBRMOBme8MdUTVvuExPYqLkGaLUZ8PNOn//PD0DTxAdhet3XvqesmOXK5h584Q59gq36Bohsr0H4wwth+/yoKCkXCcq3ocFLSJ94acIGOSAyQiMeJrSU+OdMb3XiKi6qlxbiOJe3fwqfd6WoX3s082qmzpbckldpLyz04jyFmTS2mBKbbC5z2haHeEVo80rttAAeJ1L77sSVu7f3Qj35XRu7nt+9PnjU4/AJwZu5qCYe7fmbQOYebCFzmPedxH5E7Rao1njduxXATCs/tiFCQBAVVelzpSeVeHju1qzZJW+tvNbOKw4AADrkfc1nZExeV4wUQ1dDbp8/6rOFp5Wanq6Dm85qOz45bA6HuqGmR8aG3YyDj8qO+MiaWiOM/Ik2p/jywsGuJsUbSWgqby2DIDySM9GGpBM9AMeEul/uEFHlh9Gy5nqtorZno9/mK3mP67VaadwQlb0M80+GhjrUzM9O2san1JlXUkFaCVFNz0UVPlolNSPpe92pu3UywQiy+lxCIFA77Y+vf3wHZWVPlKsf6y200g8b+l67DQfgsi9caCegOqaziCxiYzw1dGCo1q7aANgMwHDYvPAhuRarHqzngKIM2VndazodW1fslOvbrS9lsv+DeIpMHqMhzvjmbGdoIirEZ1wYX2JCquL0ZhWMO7e+KTFZB02qCCrQItg9E1+YdmWxq56NHo/Vkdrj1aspGNAcIAePXmsR5VlNI/3VjIAInf5Gm3M26iUoAUucDaQXPmsRvdoR1KE3qpx8KFCvSOVEbVEm5Zt0MasTUoOWsxcYihx2MNU2Zc0P9AbF34K0G1QfDxBI/5oluP2kmDeZwIIwLENw4zpegLvL2/8Ku+VxTjSBAuw0thbrStVV3S68gMkHpEue+MNIxMXEss6o9Bt2Ub5k2L1gUszFql3ol3V9TWqqH6oxy2P1QDosx6ssWHJ2r/iiLZkblVSCKfxGLOEzvvjHpbidA+ejmHFB0FawjhWdz+h4v40Ffd3lZ+5EZ15tNo6ulTZ8kjtg3Xgs0CtTl2jbSu3QAzQH5SMhhWA4JzVNtGIdrxSlTCQT6tr1TPQTuODSYVHRytn2UrtXI02NDJDnuPeGgJ4tg22qpsMR+tohz64+j6tuqYA8TEAniQAq6/6+/rQED8jyI7Ulpyt2rfpgPyCfHS+9IKO3zqp+t6HemXbN5AabVWyfzJNF3w1AcB9RoDe3NmkEI8QF2SFG1OL/+uf7tM719/T+dobCg0K1O6lW5FFHUV7D5tIINND+r+qowrcU6yyp/eRPbQgtwrRwsg0bVy6WRuXswYiUphjBovlbDKqEVqnNLTW6EbjLfbsE7UTdFljeD8Yynw6HWymKXxWAp0U5kLB6yEa9e/DXnwWwM0oSBCZnc9oFzMGDV7WXqZ3r56gwqoOh70bndAhxYRFunmGn8EX8USc9yyAqGWoUX9/9Sd68OQBBmhG0aGhtMdI0qENh1xU85TNcK3kup40PibNmKMDFC4sINJp7KJFxoPzVCidZCCCFUyKIozXehs7BEALR4SaHr9E61auVbaJe0HqtundeZsfgTczmmaIzTDNX5wBL35mFtkAJr90OjoaSg579BMNl+s/vPU9zu3M0/PrX9ShnCPzQA/KdpqK09GxQY0PjTKp0fIJD+BYpArAy2U9qILCXZBOwcI+ZQGGQjzRoWGIpsizV7U91ts3fqImJmzzoq2uvD0lfSEgyVPP+pr0/p33dePhDcVEhusPXvpXbMwkCk2J3BDdT/oMqm+yl3Shj2syOUWk9LTvic6UnNXFqre0LesVBLmHtCxppStPbmHj/M357+tpc4NWpq/U13Z/ScleqRixEJW13kEPd4Z5KFZO1kodgaFMi8jAUBHpssCsRMOiKi82hBsXfmYswST0sj8pECfQxWCPs/Cb++v141M/Ue2zWuVmrdaRjQeVEriAli0I/BnzgQljvcp17s553a77QC9v+K6eK6DPExvsSVOlLpTx86ZrGmaBZyZlKGfhcqpmU+m1Rg9ADEZYQAj92khFW0Rtomzb+OZgHFozO8J8ssasV6AB8PkvA5sATc5ibR1u0Zk7Z3SSaDdxQZp+98U/UGowoJ8KUHMOM4Ejau+FPSGiDA2KImUexv3PYpDv6u17f6+6Zw2uoCDaL1I5SRu1GQ1OGFFhRcN9nPQlDMKgvrhmLyn9HU6raS0hjiMdKKFhswmXTS8X5gfzwZ7xptFoHI51NT2p8patUXJ0Ctkki/LsunmYBMFuDq3HfPt399PP//qUI/CJgRtGzR3jBCIzzYvNhQv4zG7YvGBv+KcjpSydY4Gfay/B+cXjrPPb1ZcBGARuAK9DpA13Zx5UFEU4TL4Dbl6sYUvReKAVqiSNf/z6WV24/45e2fur2rxuHevARw2NTQCkGvrBwWoNDrkTaDbkrqdv4TqcBr3JeM7QLGxVbQkaymInNeijMtUrjJQhTnuYKD7BM0zf2/uvcOorcUJct137xzzmzCGzX23tW9smT064saCokxRfTVO1yghQquqr1DnSRmsizm2m4nsQB9w62Y+MJJyK2F06sPoAezfDpXdHYB//+PqfqPYxhQX0hjxKm4jslOUEpVTkwvg/bnuIvu2GblfeVnZimrau2Kj0mCW08KACFxASAnvlxT7oHummpQjyk8dX9JSK+y20mtiyYit+YxEOO5D0tK+CI0K4Q4qRAG3NbbUqKrmruwC3ftKxnjBek9zP+PCwlseu0n6yILnoWMMJDq3QpBLw8O9u/b66m+YUHRWFXg4QQCGY6cGMVJgem9RSih+O7HleaxJyXSPhB1WluvmwiKr5p5r053mk8ob6BpDMzSpvCX6LcchL3opvIrVIuqttok3Xqq7p7869SaA7ipTET/EU0y2PW6YNgOzp4AldA+wXVV3Xktil+ub27zAmOe4amkabdOMJTckfX4NFm9CqpTlaTCAoMhJBsGwZyZmAlWhAQ4ADlZ0AkZL2Yt0tBlA21ENEkOaGaBgmPd/RV4/f2aNDa/dp5YJVCmXe5m3OL18cxjQ7r4mrtJSeabH6Rjt1v+m+jhedxcY2KjkkmSzZfL/NEZ9h/JVITw4hJYrS1uwNECq0uSG75kVGZoS05Z2G2wS4d9RU36hZdHcBoYH4ihFa6wygcYzRa3t/TatTAOf0Bmw0Vrfiqu4+u6dRGMgWzq42vBnCe4VYZwWYYl9/JDLsx8WsoS2QN2uQUXkFz+k0RJFlgxoHy9DT/y7MMLprj3gHWnth/O48Ldb5O+eUGbaExtHblJ6QbgkXtUIy/ddT/03VfQ1o8dN1cOVe5SdtIN3ui44VtpyinCICgyd02kDMQNLNA+ANy8iaWZe6CexyQMtTV+JDrVH/tAaQBdVxH3fLOBWI+xhDue4fgI4SVrmhtlUZiUk6uv2oNnHtkTSv9hr3p2K36TMAbibig8KepQLQwzQgMDODU4M6V3GRKsizCosI1sGcA9qQUsCCoNQbWnXGnJKxUhiPGd8x1fY91Z9+8J+YiBYFAgByAFn780iDJWa6rtqFD2/rFAi+vuuhvnToV0z+lVsAAEAASURBVJS3OM/RhhVPK/UBrMmdjptOCD+N4YsDE66K3EZOfQ2gLVVRgJ2Q8CAKGcJwysE4YHPkti7nIzczwLbgrPzY5d35t4k/Eexh14iEP6LOTa9lhvBBdYn+2/F/o8z0LXou/zltydiF8JAcNXqDbia1vvGpejt6tDRtmSIWRHIsEqnVIhhBWoB8YedrWp+xTjF+yVD4RIUY1P6JTib6rn50/r8AEFJ0JPc5F4n4hLBKiKKfgsQ/uH9c5c2lWrowQ98q+A4FD8mA01CiGyKDKZjI6nuKmo3WclK3nv6eut9SpHeK3sDJB+gIIHd9ynq3iVtB/9drrlAReQKB6qy2UEr/9W1fUfhkDM/10xXK98+UniIafaRX93xdG9I3ILAmciFms/MSZ9gV1tbE2xgobL4xQNPQvFbd5APQtUIBA+6DM/2AslK9/uGPqfgUpxHs0d7Ve2CzTF/Ce0FD1/XVQVff0s0H14kspnQYEfbGpdsVSsFJ/xjngLaV6ofX/xLD58F4bMaAb1VsSJxCwzHc5m9Y2C7lDojz+nlVqWl+MJKmATJnyj94Hv/Hhhpws3k28DnuMUpBQr3OFJ51JzJYs+hvb/8NJfot4L1JYcCadE8+012KCEKCMIILslylrjf6jZuPbuuvr/2peqwHXWCwNmRu004qBJeQsh0nnf4h0gA7USEiJEW/vvUbsGpLOGO2h7Ym1/QBQLGN/kb+PiO0b5mCQYzRQiKplYlrlYb4PCYqWmEhYa4QxJuUqI27jbNFsvz90T19fCRsz/788fEj8EmBm0kmDJq5ZYezt3+ZmJhoZ95m8FHGRlks6I5WIuCyNkIe6KTGpnr1YfG7ulR5kUg/WN88/FVl+uUy/4AhKOoZ7IuPt4H0SZQGVMYBvD4AuD18Vqyv7H2NlHqyauqpQK5+xLnP9VSaD6h/oE+LE1boICBw17rdCp2j8TdylcKmy7TPuKZHNZWI6H21Lj9fUUmhRPENuvOgVFN9tfrXR/4bzWhz2Rpcv7ujXz5O7gxVJ2xnrwOuvNHr9SBfeEihVfHjB/y/ghKtfqo+Wcfp2QoK8dVjHNF5tK0LAzP0Mvq0DYs4Co4WN3a/g9jI7x77PY11Tmpn9na9vP1VRQVEufOtq7uqdL/uge7XlNAVoFHxvrFKiUhyttu0WukJi5SzlBZLwf5U5VfgXO+rFOZoaGhE6bRTig1PgDGjq4FXEJKLRG3btE1eZDEfNzx0jrEUbarZ+dV5mxSFbe7s7VJFWYW8Rj2wP89p48qN2MkoisQmaddUod+9+G35DMRg86YVjh3IonJ8x5o9Kn9UpvKKu4oKj9Jze19yEiA7feX83QvOboWxj/NXcuJPVJwa65p0p4KgOy5Sz689ql0ZB7FHWBh81ZNuXlNOw3nskAd9LmMhHnYu3acd2MFkCtx61KqT+Lerj84pA9b+y5u+RfX6Kg3CNBVSlXum4pQGenpVkL5eWwo2KwY9pSaQzJB2tsIoBN9MMWo+2JuyZw90kueXA/Qywldr1fLVCooMoECLoruSO4oJjNHhTegD6eQQEwAbbHbzYx62HyxwsT8OuKGjbqa9y+WHV3SWgrj+yT4F4yvCp8K1JHWZ0rPTNB0yBbi9qbb6dq1euNqRFDloQY1BLXt4XxfLrjiyI4oAPn85HRISwiBsapi/+wCgWv3BF/6j1qUXwLj58Fm1VB6f1XulP1Av6eBgguto7nshsgI7Ys2uL3lRElmcWMWiO09EmhQRGIf0cNhJVo4VQSyNP9JvHvqXKkjdQLuwOPbjtOoGKNB7cEGvc+rH3gV79KXdR7UC4mCMApIKAu+/PPNXzjbvyIXBy9uneP9E1oh0jb13ufyKagD9YQQNmyhOVOisHsJ8N1TXaZF/mvbm7SdbmE9Lq0DaXQ2puuWJbpbf1N3y23R2CNCy5SuVkprsOlCcOHEBBrFFL+38mvYVHFBCcAqA1RfpVTk26FMybiZSn2bCPKyPi/3BYXYOtuun6NvOPjmpzTk7dTT3eS0Ophkezt8qUAy4OQOHpZukp8+jjsf63o+/w2KJYnMmalf2Fh1Z9QWycyFUQvZQLXJO56gYGfJu0m+++i+VFZ+lmf5ZjNljvQezdKv9gg5mvUALjrWKYQMHk7aL5dzJYOhtOz+1hT4+c4ga02IzFEFbEh9/djMO3gS+tvSszN8eBtzsz8xHOXtrmus0DzAwmFW1g6gLKwr1QeFPtJL2EPtA23kJBbySHDVN/u7V3lNxSZH6uvv02tFvsFnDKIk+B7NzXn1TNfrtl/6IliR5Cp4y5tETPV8/HdQf6lzxeSKv9zGo++l3dJQFnQ8rRMULws3HnE967MFxorgqWlKs0hdXfktRaMQ8iSh6J57pauMFvX33v+jgwm/qwIoDGKY5XQQ0v/Hg32tb+tf04rZDLqXSQyuCkppSvVf4M1qrDNA+JEm7WFhH175EPyTGA43iB8Xv6WTxSXUPl+uff/0/alnMcjQZtLLAcVlvIwNvlpJ0wA3gZK02DLjho1xU4xpOkkrqRLN3s/qWfnbjhJJi43SQYouNGZvlD3CDmqPxRivVw7B7pISq62/p4IpXqTzbRQNOzjIkVTEJsKqiYvNPj/8LorVoqpIOAPz2KsgrjAw2wAzQP3+2KbvF7Iv5IP5v/3TmhjGwEm/T3llvLQN5XqS+Tec2AxswBgivaq3U+aLzekj7mLUb8xjXVxXnnch7+VLt1q/bltYsOq2V2au1deVW16fPEwHvpaJr+s+X/oDxClP64iwdXHNYW2FJAyZDST081ZuFb+lO7VXlMYe/QfubMHp1taC/uAQz8D4OedyjkyjtKC1kshUJ6xYU6K242ATAp6/a2tupSO1i3QYpJTmZvlVhMInsKRPxmmgYkDrPlHCjnz8+9Qj8o4CbMfAsLneUlVtkZjmwIVzFPAgyk2K8FL/kuaaDMjZ/hCDmx5f+VterrzKn6frdl/+pwgfRa8FUz/qMw1ijo2WtemP5e9F83nx8C2nEJezJlPJIp3ugG61oKSW9D/MTk0D1KBX0pOwSQhJ1sGCf9uXvV/BkmAZah/XDB6+ruBFAQbHS3nX7CR78+PwBNKaVugfYCMRO/9a+78EswbgZM+iu/pcPowmsXZNXnuYq+7zFexXratF1lVHI5BE2q03rtsDo52gRKbdJjqW6XH5df1v4fa2P26uvbn1eS6NyFMBaH+N0nKbWMv3e6T9SMMUIBwB1L256EdPjCwgsUmHNHQBGhZpIf1lQOjc6SuucaVWxzX1RlfxG9kZtJ9Xkw3hdAQxVdzegHyQ9PQazQUVnORWqKA+0GrnrkbR9+u4rv43d7UMSgfwDZmaa7gPfWftdRUaGqBWHWNNco4ePKkjVxeggKbQ1MN6hSDImCcQrcLa/9c6vENTSlSA8UXlUea+nM0LWgqVqa2lTT3s/2QNfmsyHqEMUWd24rIcPi5W1cAWFASsUGRVOcDegR1WkJmkKnJSSSoHcHm1J2+yyShOwltcf3yTQO64KHH1meiqVlzuUn1ygdM50tZYVj7vuIaE5QfaqiP6n+Xop7wtKp8dn27NmvXP7Dd1ouaqV8Wt1hDWwFNDsY1o7E7Ezu3P4YdpAUzXK+NG8+HLJFdbgNZjPhdqCftqAZPdwn0qrHukmvfbWpu/WIdZTVly2Qn2NDbaV/csftvpdVTEYwLJHVnFZhT21e7pUfwZd+oAKkrfgh3YqGxYxKi4EtqhZP7n8IzXVddKma4125G9TWmI62Y02HaN3aEVDhaJiorRj3XZSv6FUiw67BtYPa8u5pz799uE/1uqkdVRg+sMW9sF8VepKJUFx8d8rzneJtpKSXptOwV5AtCsaCk8gA0cQ468gBU5yX1OwWR49OlZ4TO8VHVOfV43+9Ut/AdGTJ39SkUMzNIdutXGnsBLwdmDBbn1134taCWg3tvsChw28XfyhtnNfe1YhaUL6YMWYde21eu8aEprGG0pITOT88r2kuxORHwGMGwpVV/NEy5BBHVx/SDmLV7GZYNRI3d+gGvo8jaO9GPOX8446mdgE7XDa6SRx5sIlCsSn9fz2l1yaNxJpAXk13UWf9+mBG3M7yea2/kBmwKwKxrRLPzjxpoo76by/+ds6vOqIEn0W4kCtkoiIFbbJDIelCbsnWul2fU9/9N4fgpQztZm05p6Vu7Q0JA9kPIeQ+z6Vh6TvGh+w+GP0rT0cdxSVjkMX0R4iwWKEnc9O67tb/onr8B8fkkqfo2n1cjxSU18LKcpSPaqrUEbMYr2y8XkYG/LEoF0TGjuWDWPrOhSbMIWHATdL/5nY0gvxrOkgTBA7gV7D8umGjk8Vva9sNHb7aNuxbsE617urnka6V0tvqqm5iQbE6frqka9Ar3vp2PVj6KhOgda79c2D30VLsRnjEIHosh+x+lN63N3W1Yr3lAxdv339ZuUvXKskdGA2TgwlFUdP9N7N46okHbB+da6+tv1XFTIXgPC4j+iugqKHk2ofaNBrm35TGxavU19vr47fPKFjj39AK4F/oj0F2ygrn9S96ge6WXpbJQCmSBZUbmqOazuyKXsb7CNHlwEi37v9PkdLXYQSHtM//9q/UgaCYN9JK5MGuBkAwtjYeFh05fRiAFqXkkQT4XoBsQaskXLH4DPobpop3zqnpIh4oqpdgM4CJ/4dQTRsuo6LRCaPGkrQ6y3ScxuoOqINRqgAtKyhQa6ltJnKzXd+j5MzVtAG5CCbBOBGFZ6rCgbEOI0R685CHddh24wHbK/9cTkrnKdVrdl65CIdMLITN6btzEgIadNbXESD96i5UrlrV+qbGMUgwFgPNH51SyNzfE5j6AH3w2ish14PpyFub1u7ThVe1N+V/ldlwuhups3BBpzJorB0IqNJ+t9d0clyesKxWTcTRHx70z9l4/nQ47Bdt6pu691zx1nzbfqVg8wVaQITnM6MkqqY6lZ1a4NK7pcA3uqVv6pAG/PXIxmIciDVuphbRGcG2VjDzx+fzQh8cuDGerPowGyErTkebv3D3tjD9Xdz7JurSWSN8mzsi1W8NQ7gqC78SDVtdVqTvVa/fuhb8h6gByU2xjKk9pf1RvMiAKrrwsHCVlzGoXvibEJItQWOBeDYliopLVEzpM4qkRGUFpdxDNZS7eJc3fWkSscRs9+9fk/v1B7Ts3HE2TGLYAL2qqeFptdULDYP1OEYvEgV7cK27lZKZDI3wL1wjR//mO8fxhaCQbQ2OZ20Kjmpm1TY+3N26sZ1mzmOy2xWCoGZn2MFjxWe0Ot3f0ww9GXOm36R3y0isvOi2tCq2c/qByXvKQ2R/cEcpAQrdrrg+NytM+wf5DC9Twksh5xeK9o73DF14ZFRCg4IRlwe43pLtnc2cErCOVjzdsCkH5WWoYpAR5UYvYBUZwwSmVAtCEcMnpKiBw2lSGluq6anTiHRwQC3X9f00Lhu0/etprVE4ch3NlPoZmzbAno4emPfrNnvAyQx//yd31am70ptX7VVm1ZvcgDDseAWROEnJim0aMbHnHh6Rpe5L+9BX/owrtbyJUuQzIzS+umqGttKSI1tR65ToLVL1mpBWCqZUg6FxA6axuok6bqAcH/t27pDm8niJPuSNpwKJVAe00Vayxy79zbs3Di+Zq+2LdlG4UWcA1s/OvuXtKPCPuUd0T50gv5UFXuTfrNg39bULBXFU6QtO2c7IAYu4Juu01S8Szmkg3MyV2gcX1xe90hlzdfdGbivFHxL22H64nzJOpgNRe5i9uaXPWyd2xKyrJTpv2ZJvxZX39exax9yCtJjLaVwa2POWmQuq2FP6TuKPX3EePynd/8YLBCq7eu2aVMeKWFs282S2+i4L7tikPSURWgHN5G5Qk4DsGwfbEQmFK2CpXRjWLYN5imdMUKehXypZ65dN/A1f/buH2pFzHq9uOMwbUA2oR/HV1Dw4EG7rgnkWFaN7DcBEUMHguGpHr134wMdL0HfHDmkf/Pqnyg7YiXPl+qHn+osjaHPANBM5rU97gDte17Ep2e4ork3b75J0VCHvrHq69qEbtyf4KiDgqJTd+nEQJFIH21uFqeka9uyHZpqnXYZuqcjJVoQvFg7VuAHV6yHVIp2PR9vwTxeKL2oR93lSuGkqCMrDmlygC4ZdY/R19XCrndy2seLMHdblMYRj1apbNXMJzhd6jMBbuZTzJlbP5LB6X497nyovzsOszNThTD1a1C/exXrDXVp+hBYEOs+bEL3QW7ySU85eqzTKnxwF1QLdZpv/Ve2gI7DNRrQgyM8zoRec2eebshaR2XoS2ywFNDiLBQ4RzMVfqjrbSd0YNlh50STSVFNoT+ob3tKCvKOytuKFEHV50HO9nw172UHzOaXo/0NTHML778vT2fK+NW85s0GirQHNK41be1hIO9X3ccQ/1Dh0PIbiP5WLlpN9U81TNx1Gm52I45dyrlsu9gca8hvT1FVe04XoNC7e9q0CrBXgEg/LCpMrYCbB7xXBWnOaJ8Uqlpo1bE8X/G8r9Wy+oDITWfQ0NaoE9fOUuZcooSURB3ZfciKg0mdluvu0zsagqE5vPrLiB43Ki46Ts96MCTXqOgp+7G2rX2ZMw8zqG55RvqhmM9sBzQH0E3ajy7mG7SbiCGLVhZ2NEdtR42O3zmNRuYBwttYfevIryo1MtX1DbNycgM/Nl62QY18cICNjWuUuovecVyWhpyCmesZ71JZfaneOv4+q8JLq5at1soVK2CXglTfWa+ictNZcNRNKGfYUf1kbT1i6fHjj25vCjasfZKTCZ4W6c/f/vekJ9boyLYD2r5yu4IwaB4T3L2BWssfzk+kmzybt//h2/mf2Tzyx67drtHAnhUnWI+/emj2i5zqcbOcNEZ8rF7b8rJmSXeXNT+msvY+7QYGdTTvi7QhwNiSdpnB0D18cg9DekolnFO6a9EujOl+2hWgVwC4to+1IJJ+W4VUR8/hpDYsX69vrPxVUkswjID2YnQP7535EAbhmfZu5oi0zFUOuI0Ojqq4476u1J7RSOuQVsTn60CB0emriRLZJ44UZodxL3berd3O54/PZgQ+OXBj/RjQ+YfBn//3z6fCvptffPwLuYDThTFxIzPdugzTdrrwEoEtLUIAWvvQUnnQXsCyE3YKgicNxY1RnfMZpVVMkc6ROiuqu4dgeYQUD84tFZYGUXtYDCkjgN1xKlP7mka0jSOwNqxa79iJKk5g+f7xv1QTR2yNknL1JhgNp/LMC/mEabZMrL44IU3bVsBuRGTwexAjwPG/34/dwC94kHazlhYmixie4zSHZ9d14sZZDQ30U/BUoB2rdlH1tojOFP4Ep0OwQ8bqU0z18Jy+nvdr+hJtnWIDEihUmICRrtHPbr2lW7Aq21PR+2TD8NB3EqykGlKeRS2FulNvhQP1Whq9DAnBUi1JW6J4GOlAhNqo1twwN/dW6UIl40R/yLGxCSQ1VM1n5mpJ0jLShdgR8qMzsyMqbr5LKvKSqjprXJ87TJcCgns5rSJSoTNUhJJSy168RLlLczlpIR3giS4KO99I0cOlh5f1Vzd/oAPJZEHWPadVFAd4w7ABxx3zaJmjZtoVFRKQnULoXksLExFQmy0lGULlY4giZ6K1GKC2ZvEKraSYKikijTQpbYHwe/VUEJ68fQqNYImWLc3QUQBHSkiGgqajWQ+AC9Lm79x+R++X/AXp0c1ogF+iHUgWVe09rtXGRWRImbBv+/MPae3Sta5FhQ/2zapzEa+xHq09U5/eK39PZwHE1V11aMbGYXanAMVUQFLZGEhjcKtaXJqWoVz8WBrEScAsNtYCEhjPjxb1L1gY/Ni04K5iFbsEm9k58wwt9k1dvHEJUT8SKYrNlmVmk7alWhfpRy8p9rtIh14/9e8oBMmnUGCnVgAinzRW6Qcn/4aCRthTTlXyxff5h1uTYS+Fe8ZpIdKgnNQsivoAPWHx2HH6zcE9zdHnrn20GTb1uv7iwz+HiNhLRf4hNHD5HHXFGLBnZ9A0d1DcYU3dI0kdB/LaZvSZxyAVrlPYEZcYpN84/F1lR+Zy6hGZlqbreoes0/1npZzNPaedcYf1yr4jZD9i0dnf0lu3/lpZS1fqy8tfUxbrrWu6A+B4leMoz6lhqBUoPcs6maOzRB8lGDCyyqQtSZZy0ZPnpK1UQlQS+wRfgv8+DtizvT7O/c76TgKgx1g3UfSFjVckLbiSY+O1J49MVGSWAhjPaQB/G0V176OV/myAGxbMmvzZou4iTVZcX6Sfnn5ffpGTen7TS9qYzkkApKEMABlFaEDA/m3AzRrEvnn17zivc5IKo60ITLdoMZUz3jjo4YAO6Mz3XNPb4aFhDnPfjbMk1xuOOB+U39xNNebdM2izThFxBDtg4BoYwvxMMTjWcTuEjv+2+TcsKdCa5HUsNDNYv/hhxtgoYGNnjGlyi5d1aYLc0TnKr2Fo3jr7Bg15O4g4gzjyKlS9IPhJuuWnUlJekFHAKQ3bER8nISafQX/2QFeIou+1FbMQJx0Vb81zrXfOJBspHHH7WgzgeoDUgsh0Fi27no3jhfCfw6oQPKKPojDjChFT23Cn4hMpsIDpGqT7vjdC+sXQ6i9ueoX+Z2muh10rZyJeLoL5KXyXyqVARUWEwdwRbdCTzCvUx1Wm+Qz7k3LYqs3Lt6AFSUYX50E7ivs6Bcisaa9GdJmpr+z/KoYtiRY5gFe0dvPgzPYCLJuNEGPizow1PQ9Damyr6RetUezg9KCecqrEh2dPqrannh5HXgoJCyKymuXoqgGX/kmiwCInbZU2rthMoQmVTJRcW4HB+Jy1XalFq3Ndb575a+Ut30FlnfVxKkDXSBUt68LORcTj/eJJ/Og3NoKGNy3d6MTl9nOm1BjVDkvnAtouFJ5X12AfFbcAfgDhMOX8FtmkU7b9XP5RxKHZCkCb1E3V0lUqe4/de5cNFqT9y/fjULcDtBdyX+NqGa2n2ugnpKXKFBISoa041qOZX0IkTR8pqsdso3545QTanMcKZixCccp+FhkTbvaM9roCj4W8V25arjs5IY3ScawAA8sFuwFmZRrjYwv088dnMgL/OOD2CT7S2FDSeJhBpokeXYjP3yumsv5xmeLCFnI0E73dqHD3IVp03dqpDrRqUR/W04zfMHbiImmmD/Wk7QmOaRpB8k7tWbFHS2OzkZSM6wYO+A2YlkTvlY6FzslYBXMyDti5pR9fReCOSN0fvZwVzCSRLo2PIM0Xn6DY6BjY20h0THEURUWS4rMjkuwaPsFigsUBjbj91jvVrp8BJq4AahZhb/blIuhfQHqRVKPddCuFT9eqqaAvu0w7hFK9vOo7rqI0hjOGx8muVKCz+g/H/i121Eev5r+g3Uv2ALTQvlnBENWIRa3IJyou6WFDmTbSc3IHNioNXVtoQBgglPyn9UUDfXVPo9Wtoyv/g0sa6BtWPprnQ7Q0SgQkBVCAYTKY/skOnX90VqfRFzeh47LWSZGcthPOuaWmBUujCjw1mWPHaEsRhK42hJ6LwQCvSS/YeHrDnSo7RcVmoV5cfpCKy/1oUJe4vWeV9HYuqQG8mtYnMG1XdZF77uDM7nD0dXFos+Js7EPitIjq3YUJSB44cSWYs5WDkXr40zx90KMDEX6R08T19HK844bNCOB3KMKbVBjAbgIJTwM28Gek3u42/ky7l38R8HiUVhIL9JBMwdu3foSgvUVbsndwrNMe2KAsxpCTFpiDCY5Im6NQxZrKCqbur878V11G8N/FyQLB6AQjALULw1PofwlwjU3WwgXJioCdtCMTQ7wiAXOBkKOsCwfsP2bNY69dyyu8wyxSoUqYo6sPrqrk4T3O7l7rAtCFSWn4iln1UU38qOERnQbOQ6rUKS87XxtXoSuDKS0qu6u3rrytIcCLH7rQcNKGJiNJgnDJ4AjNJPpd2nGApj/0R09vjdR9QMfWIcHGydpovX/zh6yBL+kAQHZJ7Aorb6UAA3kTcqJCuhR4QzBsITUbSbPnqn5Ovrl3UQ/I9C1KiNdru1/D3i9xp2ycKjmmOy0P1AVjqvF+7aBoY//2nRSseOnSHdLzSGz27dqkLcm7kSJEkwptRBpwCdnPLdLyg2ACOg3ADseyDqIDwwHbK5RBYUMEkhmz9yGs5RnW8E1e8yFp8CekSwP5WRwFIcEwxSmksq1tTwIkTDjZwVi/WOYlhnUTyPGKw2Si7uldyINPDdxsaucsdUVa0TavnYBwF62CNXFNSItmQcI+JeXRwDT2ozQpqUnXosH6DfXpAdUbb174G6jwJB3cul/WUDbEy6IOqqRMnHn3A915eAcQNoOwD63U0k0IDKMBNpwMwMCW4Shvld2iBL6CKp1q9QN6zHam4ARXUCGTDSrO5JitBSyCMB+qZT7G8xloc8ANPYil/8wIW/rOmEJrXdJOH6DLRRdVUfOIyLAGEXsLjjgWcJhN6fMqFmyeFtGLzQ63hTZzvZSKmm7pTO1pjsK5otE+h+cUE5JA5U+2006sXpyvBaHpsFu8xqIY+zyqZObQhNh5muXoPm6QUr3/9AHVmhUONGWEZXOEzGrlLs4FAK2hypK0G8a+F3rcjtO6gn6ssPIMBiOeSqE8LYW+9wll8RGp+VGBu2/9ftIsmzFaIQBKNF8wTRfMyHXU05BwmZ7bdpRrjKWIkbk1Vs2cEqlId7KECbT5t53PZmNkFDPP4LoZK8i5SQxxF42U78KiXuP82ZpeBMzo6mg0jTYnRcsXEn1QBbZswXIWKn3YZoIAlxgLbPMEi9Pl/gGrN+5d1WpK7reu3Url2TKYCo4PMgOO1u6j3CEf+Isfbi65LC+j8m0ebT7pUm/Gd3RmyFUp36aa59HTx1TidrE+p2EPYkltZNCCIIfjdOgFhGZyFqarBaB3AZ3ImeJ3tGZBrut9l5W4El0EZy+ireme6tC7GJ9SgHo8bW/2b+W0hcTtCM9JH6Nlah5opBDiukqeliK8rkUH2Gb9PtH+SEvD87U0aSmFDJzzy/FpCzj6LAgDOkPK35PWCpgg1gI3gKN1APoX3/Lnv/lHjMBnDdxMoj1nxgeAPQdj0U5V3V+d/ku10BzWUlTPbzpCyoTWEdYkl7VojWRNk+oTEqBBz25X5Xzs5gcAeZpBx6br0DqOeMvcQAo/hDNt63W24gxB7o+0I/WgvrD9ZZzCcs5mpvFv7RX99M478qDSbsWCFVqTkUsBFIUuVK4au08ZtvooaGhqeqZQQERGyiIKAsKdNufj7OGc2SKq8swqdo5yksmxv9XdhpPatf4ltKcHYUPS6M8W7LR8pVTFnS25oJLGcoKlOR1d+RLtPA4pHL1RH0L1O7V39Edv/wtacCzVt3Z8DTnBTtovBBO04PBC/RDc3+Rc4rPIF0q1Z/kh13vTAJAVGHGmyXxrH/bTIDrRy08vIqG5QHZlVjtJdR5Z+TzODfuOL7ITBPpnunTp0QVduHNdg8P99DbLJI2Z684hDvYLBrCFyS/YRz1ITqqeNigANj8fDbFvoL/KsZ/H7r6ragokXtv2sjbADsYBPnlzjLeBXWNyplVL4ZgF1GefXGO+PWi3skYrEjIVz/0Go5WLiommp583xxU2uvZUif4JyC7Wq8urnVMhTug2gvRgANaXScUtS8iBCURCBAvbxfzfqr2uD2+eIg0/jkb4sEtj2tnUhdVF+v6Vf8uVhLsjFXcs3aakQLSFHpSIoAdredbBfHm5UyaCScH+LcHvNQDoFKnCdUlraSuxmMpVQAEAJpyeo4Eh9ELtaFddXT1H+tHknOa1EWGsGbM3H/uw9W4MM0+nivYu7ON5NN2NbTU6TGZsM1mkKADXELa/Ch3fDWRGt+mwsBCN+q4C2DZsrGnj7pUX6+/O/0CTYTPKzaSynixLGK2Worie2DDkIsx+b/8g5/52AoIpPkBDZqBpij1U01VNIcEJ5uEUfUK/jBRgP8B0CUXaExrxg/Guu6jiciQ5QQv1Kv3awul5+njoMZo4Tlmiwng5BZBf2PYq8xCsQnpxXoPxnggkvQrB1N7eSNuS1SrIz1VHB6eB3LsPY5agVw4dUmpoFsQFxRik4K0K+nLxbZeWXQLpsTRlCUFEgoJhNa3Pqpe/FxWvzaprfKrUqDRSqakqflKIdv0DCi6b0Dsju0Iy4EfrmLDgUNL3sMtBZGqoSG+ooiUJ6zoNfaxfkJeu4oPeKv4ZY/IpixMcDjKwYegbZz4AmGroqFUJTUajEyO1hIFJDExR4Oz/xd6bQFd5Zfee+15dzQMCDQiEECBmMPMMBjPagAFjl6tciSuV1JhUqpPXeb2y8tKru/NWule/tfrVq/c6rztDVb+aXPFsbMCAzTzP84yQhAQSCAnNs+696t9/X8lxHBtcbVfSKesTQvd+w/nO2eecff5nj4RTQNesWCceF4tB0Y6ev+TeTaQUZzHiziIcwjQaXMjqjechE6ErUGcXyk57PJUgE3Iyar1CIogLfcJ1HLk2kwy8BIKUYBzYwq4ujNRHAEIxVkYNGe6xebKSAIJIUR4lbdM4lZRGMca0YPqmQ4BC6lKmSoCAeHJSKL93y8rulBHEsR6NLaLz5CghJbIIW1FkeYS8SOzECL+FSuCKLKZZidH6OZhR9X1EtqRRkqQqJRXX79xsG1s4ht1PIQCJFbyFd0klA+ADufK5nTJIl0Uk6lvVt1xt+gAbtjhixeWwgy7KHUEbR+NJhVcZYtko0sROklw3dCmhezGJmK+5h+IY7ilisIQBJvtPHXSgNA3xfRHekvJ+U4Leet5xDbf+RlL3DCFI70Sup+EoEIBpu5qIKikchdJ3REj3IQwko0ypQsXYxTA9zhMAlw01Uq0uu1dzz67cvuFq7k5E4LJFy8xMs5HDCnxXkZOi+D2ANuwVJWXEiI2iUEmTGLqk4iYq3iqSSg8moOJIQsnAwCWdYEIHHYVBq0ccMckg9kbUM0CcKOdFGIMDpRzcNzBWK5icpRUl1oCNWhhgnpnJuIExjMkmICegN4i3nqKO14XrPVRDGe0ZiXRuGoA5g91QRNbQeIh2xLUiWTlm94hXlMnuasZk1L/Jw+hD3gU9WnH3v11fYVUPqqy6rhaJaauXG8IOcsjAXHb0I20IO8sBLKjyKI1icB1lsxIigrenF2KPL29ZmST0H58PBT5v4AYGA2KzSUBVHiVKfRkORX/50p8yZrNt2axl9hwxHFOwGSVOgWc4EMDTXO+BL5a1lBB0mriHSHXj4TOrWayX4HVZiHqtndyfZytP2ttnNxNaZK89O/2r9vzsLxGUdgKR99FaVB2xv97zY7KKJKM6W21rHl9D+AyM7IkX1oCk5Sa2tIoof/TKZlvEtVU4+hQmjyLMjzbbD59HisnoHoY07k7jHfvhS39jp6p22sZVv+22qblE8m+viwXbPlx6GAeDo1aHjVhu+iB7duqzto7wR8nBFIBnpe0vPmR//d5/IbPBAvv6YgKzjlzI60PWwdyKJ2jxbiSOAm53UCM+O/creFguRWWU5fM2RF2V8knrR024yjafewsvvoPMlyxCLKyylcNXY5/GugBJI6gxm1Hr7qG83Uf3ufZl/lQCjROQdjBzupsQQ7XYQJfUFqPxOWe7CO8zM/cr9rVnvmqZSIBOXTxtb+z/ezbNUfvD534PJ62psCbCL8E3POsDL1GqsTtI8g5dwJaXfkvGm/ZL2FAvGjfXBiRkWnsLmzmkTGV1t+x91MZn7m2z58f8WzKtfM3uBu/Y3+36ERtGnBKQKH1v/TctNw5AL8bJ9L4padvx120H9m3LxqzFiWMNauOpbAKDqOUO2X/ZS4rC1Mn25LzltmQcUiukhRXYWN+8W0kasHIbBKhZMFumMwOx5XrFHTnkLPP81Odt4YyFHu6jrbWF4MwEusVO8Ai5s09e3mZLMY5fuXCFByRmB+20fNhMi7JO+ujRmsU6tQsJ6BZsx1oJT/WNNd+zKWOmIgEE4MIzjwPaTwLsQkgUBdoW4DE6DOFKZ1unXWAz+8M3f2CRrKg9v/grOOitZ8xgWwmfr60nLlp5qdv1Xaavls5ZTlah6TYkYzhZMRKJ74oHKCB4HzaG6xd8GRC/AvvGETj6EGaj5br97PjPiH82wJaPxpkAG88kJJ/Xmy/aG9gXni5BMogziZx8aqsZL/t3CZrbqPGjMfmJYNJzxJKRho8aM9xBY2tNFykgnyBMGfMrkQwWrLd3a2/h3IGt2qG9lpGdYkvmP0HWG5w/AOmRRuLSkeruwoNLRJc4gL3+u/bV6X9qK+ctYn2mjw++CpYos5WT1tq3nsT2FZvnMGurgnDL/Ook2siTF/bbVAQIq+bgbETQ5x17d9svT/715wTcWPw9xxj5wwKgS6kJatorURMhskU8G8IDRMaEGBH4xPP0DXS2VGvdBDjRIh+P7lnJeHuaAU6KKgw4SSAGURcLolJeaODJBgFLTSY772AQa5BLk6TglwItAo7KI+iGa6igtMj1hfZwo3aBj0cc8pJxTxmkSThN+m5PO2kFZdRkjSPWjgIFdpByRMBFKbE6cesVQ1EAh2Antl4CZ3xWiJBuDHplxBmH+FqG6jxM/fil3s5kUGMK+AQlscRJIID412N1MRf8AEDqGV+8qX8YFWuCn9POknKhfQCXa7aAsXYLuCKtk+pBwRDjCb+RGNZODhtEjDnlsULmO7AGxKOePVIjEn+sC+megI5s+pBr8RcgiMRHlqMCmrJJpJOcBlFsFRUCRLkQBd1iMa6oJzRSmBXH8Cm9beW6ygjTrjB9FIS+EnXrPQoYrHHj0lr6TeNGfeiXuLeL9ygYpAyG3RCWBY/HeRaS9NEnRqWP/d/7ktdIWigAKrSpHaJ2YyGyIgQYY2pLK44iqcT+0ThUtGwHetAzrhv1rYx9NcjoyyhBkuQ0or4KsrlAUElduYanbAQVixI3y45ONkRutwTgUwoi5Y31JNVIIWSkHRUtpAeFpqKDcvbKBiRm+Mw9CkaKlEFtVJ6+CH2ue+MY8/Ko7T8+Hwr8eoAbncYAbe9pJaTHJfvBq/8jafDGwniX22qkAaFmLFgxqCdyNr+MG0B/KyYjWthkElGCtGJ4ToF9dfHXCFo7k/iMyUiv72Art9PeAKy0Mr+enbfKVqHCGZZQRAyvDituvWz/2xv/u0WaI3ifLUYattxSUTfJAep88Rk7fOkAi/p5ov0X2pc3vGDzx2IrFMmLAYXY0vuxBGUUoubHLoofBBCkoCu3//v1/4Yt2vt4kj5lS2Y8jmQk3UqvluD4tN+Km88TCZ7NDnwiB6nW+sfWo7paCV9MsKvY0L5/bR/J4N8nS8kyogZsxMFikr83HFJarg5758AWD1TemdiME9r3cNRC4i0tiRgK+yM3HWAjXNV52146+HMMv8/YUBwK1uBAtGQE+YLj2PkxaSRRb+mpR0tBIN+Du0jBVWmTxk22FYtWoi7OJiL/AxzWruCAcMpu1RcT/3OwrSMl4rJZi5mbPWhU9tnmfX9vI0gx9f3nv0Mg+CKk/VRDCwJdJ0mLjmo8/5R55c1j28lFfcfWIdFZhPF5JlqMstvkSCWg+rmKY5jStKKSnGAbpj5D9IO1VtFVbP/HOz/0TAxz8YD8g6e+bRntmdCN9IqJYbtQc8F+hur76PX37Vtzv4Mt8pOERRkF/+m0ozcP2Y8O/RVgN8EW4OU6lyDkicTw3HHofUKUHLMitFsLZuEwgudoCmq7d4+8bXsxO2khQPyCEYvt8QWLSBU5EK1GmXvOH722mWj97YRswXGFMTpt1HTCgcgpypv40P/g9rBUJMakEuwgCsI7+7fYZkx0Uom99vVV3/BwKBev4rV6eq9VYGyfgt3W4hmL7anHl6MCJMwUzizNLZgf3b1s/3Xzf7bGpFYiSjxpT01cRQaaBGzK79qhqwcJyIyjQG0tnv3D7dtPf99tBoniaWHW2nIkWXvO7rZNh/4aW0XMV3BqyB042G6U3sDs4CWk16S7nMlmBkBXNHgU63Ic+W/LsHHb5g5j+UPzbRpjo+TqLWILXrInGNfTp00hB3ibbd3zLn2w06LEuxuExHX2qLmE11pv4wZMxtRAuVJJdYdm6QQe0Vt3b0drHLaFcx63OThYpuHMVlNRg9kYToFVBzHHqcVWbaR9CS/qWWzqS26X2Evv/ZJYiMX04SJbi6o/MyMNLWITwo4rdvjafg/yXoAAYe2itYDBeWxAuuztHeQRv/J5SNy0ymK0GW0jxxgLdIAdZCBZrsiALZiCFhqpRgOM+G4jxIUADnZcMuANUxFJlhQbCLMEymABY9GLQ3+NxJhn2hDxomv2fSzlAH5cnMPiJylIGB2dJqlUdjL0laGkB88FACEWYlFlovFINKYno9MevehpD6ENhJiWe0q66gNQwQLMacoDRLDsuvMChqAKtNkjDxwWdE+06w9zJ5MmzMreCeMLAEgTO/EkE62QvIBWHASJccfiPwF2VDXxfNoqBwD/ohNMIOW4kzo6Dt25Gz4DYGQ/FwWgCVDGSQqlBZ3metgIJpR4XRQmpzp7MFAYviY+22zqAdhDBardbg8LSLiLlCCUFRBYFY14fU8XzwIoAoBESRBi0krVE/ogHZNqwH/oR1U+wBhwogm4cd1DJAhlMTl7eI+AqvpKelWp/rQSuFKajg9gc6NQA4pyHoXOaru/E4YQoJ89bIvfx3v0EgHfT3HEukL3iy60WQBMEjfpbNVWFljZZQoU6x463G0ZJXHtht7JLAQhAT7R371q+QuwFHEFzEQ/SX6V7FjqZqmPJZ1U4Fy9L0raL3839HEgx1e11cPOUIzHm6MtWrz1bnW7VGcaJw70qJLsQ7QpiVWddzLH+o/PhwKfN3DTEBLmVs7mOgLEHi8+ge3OT2104XjMPJCOjF2KmoEx42ONccgc8M0UsSy3HcGh6NgOH0uL2dUvx/szP7kInhfCA62CuJjb7LUzv8TwPcc2LsRhoQAVGdelyqwJl9kP3/4hHpnl2I+RYidAqArGVTLG590sbgk9KWRqyCP+5WybM34eqbhI4YS9jebvww5VsxUVXDwiY8VorCYn5luHNxHGgtzJ7XWWziZ9IBLibgKlyk4sM2cgZhKYk9Tex8g+0dbPfNqWz3iCsY8zVfkle/fCLsDCOTxNN9pS1KRD0gvgI/Cw5C7CeLTa6zs22XsntllaVtD+7Qv/C6EpxmL7Gpsv7JWZH/AJNknlgK2/2fJXHtx7KvZt65cS8xO7aBLUQa8YI+2CH9+suW47MA05cf0MoZPqDTxiXanY0xFiJKkZlZQNxEEq1+ZMmuPeuYMH5aIOvke4py321r6f2NKiDfbNdV+3oekjfC2IxhF3j42xQguJhcleV/aIb5DG7vjtg6xbCC4SW+Ezyik8EI/8FKQ9KTYybziL+YxYjLS4PLvUdMH+r7f/BseKLls2hViay37XQm1IC+FH9SRoP1J6FCP4TThUFNu3Fv8b7LMX4zmb46FWrmI7uOXMu3by6klYaJCUWowjGHZiFBXiwELUvdNtOqFL8jAN6kJSe4wAvgfOYg5CPeuT69lQVFs61ccSC/tKhCUIQ4biras4m3PHIL1LGYJxvZgTa8UjxodWFO0vta5Kjf7u0R3YP+6EBkGCiOeRC7uNsVBFQFns1QYUoKWY6gHGC9hAhOQVCttVzthKggn/p9d/YJWd91wwEQigmSIHeANjTimesuKw/UJlPgMzgCcIwTVswEhfQsOokVsIt6Mg0D/b+neYLTUQ9J7Vhb7vRIuj3LijCTWyesoaPFunEttQPBuhAz97Th9AuotHJ44u8UkRy8LkZf5IvIdnPo698zB3VDiMJPLlAz9CuJRsBbmEKZtG+Kx5z1pSe5YHce/GBKaFcDs3oO2Wfdvw+L7hpk0JqY1s7lmDCc8SQvuW2ZNN9oVRONDMwrN8tg3Oy7Xb5CN+68DbmM8cZuPWbokZAeuIryULEIFLOgcQhovoF2CauVNm2/ypSE/zsskUUmq/2L6ZkDnQ+DOrSilCCYxjqigWHy3o6nhE7HLBlZRD0h6t3PLNlK2Ydiysx87AXP3D/Qq/4bZSTIqgUm4Qr0s3KZG5btSSjbiDj0xMfWSVc0AmAmnoMoK0WOqHr/zivSopDmWHCYehsuKR3Dzq6IUTXoZAjIcK4S8V4VEWekmfkDbp0HVJgkBG3Md1SVQEZFRB3tVNOIAe7dBAj5IyCjELA4UkLVSdKVPSKtFAbfHk7JxTMXqPJrLn2ROY0eIPiJJG0aWLMIcATESevKozYTwdvMpGwo2JhYQdyfEAdXSwyXflkVUNBc74Ag4GNLO7CLixcgy4qaUCSw7cADgOgABVbszMwwIesXAcfFE5ekBjQCX7w/4f9VT9uESjPWApdfbo69zkklHRUiDQy4sx3NjLREHqKakE12L0FsBTzUULlf/oQ3f5GKQ0MZdYvC3eI3qy4Al8uySWYsWERG/tIL0LeX8CgFgJpZUmTVKyHjYdcn6RlNPrKWkbzyiHpDYS2kD4w7ILpL889I36UX0sImpV9+/8ZR74s7zvA3pSTzVNveXhapg/kvLqUR16lIr45/7/PjsFPm/gphrRfUiKo1bdcB/V5DGkPnsxSSB21mOLbOaIefQfC7Sk6prn8AyFUOjCo3TnkV128PRBHFvSMVZ/koCfUwheCtJgrD0g7d0ebG/exZYnnUV23WKcAobiUYrdsMZwa3wdasg9OCmcttI75QRlbWaMIjln7ORijlFUMMImDB1HLK3JNiQFmzQcGIKAEApXlT/xUFs6WBwV5V35LhXK50T5MfI1HycoMHk8lSEGT/FBgzOQgpB7OSsXU4BqO33pAgtWkPBMT9p8vKsFMK4QlmTX+X3YFV23b63/qk3FeF0qRYJqsLfDHgnTgZ2Hdtup6yewy0sn/+PvorIrYGJCI80J6ABMcZrdrr1hL+97yaoBiDOIvbYaeqSSpSIBz9YgfBb0C10JK9RNBPzrh6nvCSuuLiVGVwvOTxEM8QGySNmKSFs1EVA9sXCSDc0ocHBa03rH3kdduxe1n+wLn0H9mUPaQOfRaIe6sJ+LR22rjbJMP2qxKd5/lej9vKMKE4hGwFKYfk0kptnwgUNJGTiOGHfjARCjLRfbsjAhKi7XXiZkxmYfLPOo/1PTnoJeaJPYVMu+8QQe9W8ffdeyB5Lfef6zmAgBOuLIUYnXZW3XXVOIk73H93teTuQGNhCV6PihI8l/PcWlStmpOdQRG1n6txaj6nPFF7GZO2mniI3Z2d5KDL0QklIM6AfkYAtXYGMKR2FvPBEaFDrId1SK9kGc6GEHnBt2B6dm0y7b6l3YHCpdWSOq8gTWcS3diWmJNmpEoU0ZPhU6kEccmiREWBThkVrjIgggmvC+3ntlN+ZV5zBdqUT934ymlrLhp6Ox7ZqEI8z4XGzDckaTGYO0VCEM/LWhRcvRDei5V0OYGdSaih16u6WW8xHMj7Kg/USbi5RswuBpbtsWCaExoVKJbMivInHdT67qE5Vn3et/YeE0nAoftzHDJnnw4jYklJLKbjq2yR7QnvGFRR4WZk7R40SYj/fME/IEZctByk5Ckpw7iMr3ElEdqrHp4z38JKQmAPqzyMwx3qYPw3OZ+TcoiSw8rNuNSIQvlBNEmkgFlyuuY9eIg1pChNRlQRyLBrudnKIZTBw+BdA7nKUiYDc17ndtwgygjp75jDZuAg1hwEOIjtLy6LxAM00LmrreFyZ9ZpEUuGEsCM/1BaiUGismdWKREujqvaEHKYano9LI8YWaByV2oGwZ4VMA7+AaZQo8RXwRFrjgEvdJauH1oUwxtwAvjdPFRxwuDVHFeZoi/OjDCX0xtBSxX9VUG4EmgCmkhoATl7ZI1NVLBwWuDACMAizSUfSn8oLRmh8CPMlmL9AlsIkaggEq93IZ/rtkCKArzxPlBFS5qoYAhOgggBDhvf68Bje0kMTH1bEwtjh2nR6EEamcg0kGsXdKH73UNtGB8sS2XXJGmQJW6he/LINk1d2v67XaPQhYUhdJrJyeKif2K/pEYWI6XC3J87ok4CYViLSlSowtYCcvSnmPqs0ajGqTJyiOvdj7zt+runDOAaLXin5mLCnAs1fU3/bw//S8flUZf5Vu13cO70tdV1vo6C4mk8cj0kXOxwFq+8CTwHEYNYlU+/gzoRWHPtBPIFhlfwDk1W76VQtHDG31vUwvVMFOce+zmBqXMtSXUlvT5x7uQ7eJ3kjZNBZ9E+Pj1ivr13RL//HZKfD5Azf1t+TJAWJmtZL15AbqxVLsMzNtzOAiy8eQHxdrxhFSZ0lOxRsxpYjw/UrJFdRrZZZKSqfJSCZykQRJHS/Q39atpO3kb6y8QlqpkE0fN82dmeTUoxBLAj7V3Xfx5L5pd6qqyDbS5psO8YZsgoAX5A8jFEU+nv1ZqF6leqSaALLYh4fTsQOw4mYemGPAeUj5U4Gn+A0M2qutvRmzDTbZA4cOwMh7EvZoA+1OfTVhmm6w8evBAWkS9qAj4UnkXG6oxoHsut3CFmsZuReHpBBChEgEUTQS8v7rxjzmBiGCqnBuSyFcxVRCOigAq0IMqbpBebYifRTXqicf5Plbp62xpdGG545E1TXTzQlkauASN+ZnjzbtaBHuNJR7nuvbyvkJqEIkiLE3jgPYCA8ZBHDJy0cNhhMB3uo9qNXa8Qwsvn8VoHfN8nKG2jQCaafjCap1JhrC/AS740Qy0sQhVRdTUZxIhWAqxWbpLm1swlGpWxs8+P4QckGPBXQUDBiGRykhMWD+3YgO72LDdKnsCjwm6J6nUuHFddI+TDdawq2er/Y8ICY3c5BNAlQqY4xnpYHHRnCOuEs4i8vEmaskaK3CtAwaNBA65NvY7CJSPRHOQ9oUPJbdxhrwrmCuV6D9NfpNqSCTiGWWhrlMFuXnY8+bA7hPSUpzE484QJ1vHBmbjzrEzSS0kZlHF5LeK5gGXMfTVonhA0g+xSvTAJ/5Q4e4UX4u0jwFtVecVayVnZ9r7VKw+Qfd5Ni9dcXuPaixVkK8dMuEBh48Eg/Lomx5wRJYHy9NbVzDmje0S4IJrYtdBKW+33DXLty54GnlupH65uApOzGLcDKDcfrA01jjKIyjH5AeSRZxUBseWCkRD4obb1kjduHT8sdy7zg2ACSwh38rS0h1831s089j/1yPQw123ziQ5eBcJ6VZEM2Jx64D4Hag6i/X3MPR4D7lNnUQr5Y6JuLokjUg3UZm52OPOgqwnMdOCNCKUCSCx28DG4sKQsqUVJVaXWMTnuWs98z3LKISjBo+wrLp1+zkPEsicDDO46R5qwHoHSbGo7jM5wDctAsJQeQgyNvtndhVSJrjB4BB4nDBLSEhDQeXNEHCWDBXBhmggK5ggeczhNVCqAjlkm4IzMWkWiz7rlokSThE1X1a9Fx1qPfSj4qKz9MO2uIgQAQpnsCCPFB97ZNK7FEH1eiR9E4TH+KrHvqrQ0PFAaEkLXzzHQPXOztkd0aoCt0W02k5IJCUR/ZLYjaSykkKqYkvNJEokIWdQoCdqez1IkkwcEKKSGIYwr5MOwo5Pih0iBifM3pUdmFJirhf+TmFxaRnJ5cX9s5IhGBY8r6SlJvHUa3C6HgnF6iY6iZgwVcRgwkgwCnAK1Dl4FGAQXRVQ/l11R8fHagKqAjMqO2U4aI09RmMQ8xDdoYqS30SJ7DpNGJSAVglHVVfuuqZftEY4X9/hxNV6MqBpF7MFSog0BLFe1U3ueSUTwKCIUljqSf/8fvwI3ZbrC+1A3LPTB6RBMvfRB0F1jS+umHMUiHHSULsw4TzxM1RdggxSwXzFZDWpI6T5Izjg4wbSFjUIrXBAaHGObcIxAn0xjpDD3CS23ROkkC1Qm2NA7gJiDvm11jjV+33/oJuekgJyV3cqnHUf3wuFPjcgZv6TAdMPSqJO2Yeyl8cT9/Gd2muIw1nhkZTGCfMbfWpNrNilVoJdxJrAABAAElEQVQopGLlYdigNmAMFIE7/mkeah4L4HWziVBaNuVG1CaPQcs1eBCrSVAe0xQhZ4IEPFEjLGiKiyj7W27jfo01lUzZYmGPONQaSdxCOOjEhwGczJPOUDOSAdSnjMsE1Amy4Yzg9BQi1VI8piwyt+1MgEczhuMxJ4jH1IC3+tgPU/827G4TAWDxXcQSo/5SP4YTsXFWWdAjDD/T/fHdZGyRNgGpim/eJKGhKS41JwB+V6CFsBnErEMdlUL+4yi0Ft9yVk3FvSugh050smHuZI1iWloqcfPiJLljPeoinqOcSKRVCXZgl9qKhF38JRkpaBwe/cz/dOKIKSSSQEIUlXYH9HTgps2Wg2/oT4gKwXUZwklNJ49T8X0JDtQWmQvFQQvxHNAaQyCEGhRJJu9NYt1wXkpsP18HqKMAstadRGmIxCe0bjEO3J6ZVTtKZ5I8zKSqE/gT3bvFexAEhBQuQwOKfomydoDU+CjwCw9GCikAGFBcTuk44SWS+EYJrxSmLT2APdk3hyCka1dU34cd3BdlTCD0wnMSO2nooziearWbR8lkRLxMfA9hh0rXhlh0C2IG0wN/l40xL0TAQZ/ST+qLkNT4Khc+K37raxZ0EVgLI9xwwY2GMOO5z8a6R2OF6SUg3YGmSxgDn2rex2Ch78OYbkWhfQI8PoBzijQ9EdbRbgJThzHhSaR+Ca6tomCZInGvzPJleqCxkgAQTUTqLJMg+SvGo2KWlpGdAnb9rPOEH6PRDtgiPhChNW1VXXEZpD3MB2wRQwQGDmjzxviNJGC/z/iTaY3U6g4geFZCmzDmV+3BVo9akECEiiDvi42PJuomXPMZgZuPRnaN7e3tDBrAC0iaGH80glb7SOWLbJvEfCCO2/DQOZwUdoCodDILPWs5g0d6dUmKGO5qPI9JRMWSynU6V2UIBMrgQfcJiMBAIp3cCIOIU2I6Ot0nguznxJwE9vx+GILG8aMO6uOVoY4OBHmfJGQCJGGQsuocL+cArzt1k3Sskxx+KRCe+keZ7BGeEfGTEpMYRNSXCZVExziWSVLdeVgybulRGZhhAFsEJ4wQtoEa4wFNOtoaZvC5YbDsNihDtMCogb+0V6s8E7snGdcNMg1Ip86okd8EZngpDnAi7P7CdIYmskCE7MfEtCMANqkq41xipHKpkqrFxNBOoVsTinckMKgdgOk6dRFd5JDg9BEXVD2EchxbMOCYPDHVJPdzSKIW9AWGG3hctmJ0ko8LTTRNM/WJJFkqU/3sYJuiBdDCAj2aGzzjYM6liHq/BoYKfMThfUkfqYlMeNmLKd+omFhETJcBor6VDaGAEyufjyOfmVLTyiJZwFf1g7ACp6q/F0vdPth4aPDCEKJ4zmqcwJG5nUWFxoWpqy883OISQ/UA93pfyk5On1U+HaANi6cXogz1j8a3mFeM7pxT2TCK/uPzocDnDtw0JjVmmbUR5qrmnhw3NZ8lUVGwXbJeA2y0QWNRYjxr8QoSYzEKDwkwn9n6IH3qgMcw97AVEr90hxQHeXS/xqUONqU+BxgSAicwXxzZ4QP8JEXSASGac/BCXQMcyfM5tgLqAZ3jV38fcuhqDLilEN4Iw38WLhsAX0IqpWkfhH+5TTFjW3wMRkY90CoATDsYp7JhTpUjD1WViYQ2mUE2k66hIPQRHMilWF04TCXgIeibR+aoLFvisPMJyEY0kQVRh4APkhKuwKNaEL61Mz/gjvLGFyAGvPrc4K/MTjwZvNYE7KlVT15EGbQd4AjRKYfWAVpAkT5Ho4QZChESIkJkgs5AM4skMUCxrzKSektKpzkaTUFVimosgX70kFaUJ14iO2YtaS68UPd38h82wo5G5IgiVAIvZNvOqtXMe+REocVIfcEYcNANr/A+FtBFqs8iLxYbhjYRFnHN/RC20gHVh3ZFkwAjAKUAKCKeNE4Em3TAIR4laWMA27dmPDJTkwHdArDi25LgyhkOvt5D27sDra4RkdQ0IUpb2ylDduSo7g1Q4YyOGj708IUb+mujgj2k7L218QgiDbY2vRc6sEYpvVsXQaXFz1LSsNXWWkBVJAxwHqg1Djo5n6Z/4oTWeFyDRw5jruTgVIh1UxJgP9R/AgnikepfLURaI8WgtbZBB8OJsDOJHBNsLgJIGlPBCO4AqHqhWjdFNWANR9xKXzLe9IyObtLRAfi6cWKT84XSOQagnQK4d2E7Hg/OiNlkhyEn9KQ9bkMN8HU7fJXJOuvoD/r2JFOW3gFNEhVCijo1JBISCilgagRry3akcZo/KpcqRBmnUWw/tQlTZAON/wjn2pIbGYrMu88M3NRI6KQFW0NOP84PNOr8gNo6NEah1T8cOtF38FmPOdPTTV5K7KI/E7vuJ4TgfTej21QGk8c7QZ94pwMKPdT7MlVD1/Vdtz/q8Hu5m0W8R0iLBd8N6vVeiCqG3APT1LjQOgqFY/XRzKX+XhfepbHjCy/lqUgPAqsKCJmpLrqht0KuihTLpkyd7au67ox9539/jL/+0r57+M4zCtHhDJoy/V3QwIGOA5xYIaJojG699IJ2Tj4ux8rWfVzTTy8NVIbfo3f70VsP1crBh9pB/6pNeJIpwLCrTPkqqaGYkwyKfSTqPurJFIy1U+3gnw5NAL1SDEtlSbKlXZroEoSZqXgfEeoPJoGrTDTxKc/Vi5zSe1VvWs4QiC14mtDa8TrA7QV7AVLByDtMi4dKFYgS8FfAYwdYvMvp0ddw1VGLH2XrR21RqX6TD3E9wC2+O+aD1Og6RXO1e5fU0IvSgFG/aHKq7/mn28T4vV+gh4auf9d53hczJxAz4nYHh9zAjl7DXPY1klDokIRTEmaNRf/VSQE81bv/+EQKfP7ATa8SzTU+eucZ3aJz6kufrHSyNp9+zgcA/4l3qC91ja+SDPtY9IHz4W7kogaJitKNHz7U9VrEuCheExsHnPQyfABxTYXrYY5POTYkLdfYc+meytUap3nnr+d7X3kqU3XSBc1h/sbmo2akLukBXdONuk0fdEWLoeY53/mqu/SfbxB1WahPh7+HOeQHc90nRe99/mxfG7mh9916xtcEL1iF6TdGe3+RqgAoiJGSesILXMOieyjDpZ59tOxrF+8VOPb69FZWbdXhLdVHFein1Cbe2duPOinpjUvlvS56Sveq7uK9fQf1Vnv5F2sn1/1QP/S+G5q5pz8POS1dKhCjeexW+DG8R1K92OspTGNQL9EJ9RF10f/aYDufFOjRPRqf0OWRBzxLLerCySJeGwpt/Bm7kswqNZNopOueipA2xsw/JGBRG9Tu3rroRWqv00RPxDhsjER80yUdup+TThv/qBO95ei794v+qg365aPWBdrifURB3qcaO7roY5C6xG7UzbHP/hz15bsLjJhzOuXvp96xoaozsXc7fSXY8A86z68q7dXjr9YjH2fQFfpq/MhRT1EIqBl1kg2pAB/v9zL0KJ+18FFOrL2iJXf7xl31+awSNzXoN+rQQIFE6O0VTDMAcAugYBZvJdgQdEfMjp1AAOSNPATC6sIX7dCg7GOiTH8YuewcxTvcmUOTH4lWHOBNceI0kF30zkB01ZD+9pJMPE92ZsJVYtaudkUaoIkmykowoPGrQ3NDyvB4GSFTpg9uGJh+VP4Hi53u1xzkbwzwqA76oomoS/wwoTWFpCaWx25QIoQPasXHTzqci+jdHBonepHPTXZknIIM/m7VxXkgk1HnHa2KQEhfBFRVFzXQ1fCqmpiD181Lhq9BI26Jk2dtr9SNSvJeSWb4q3eLGXKfsxWVQeM+WKh8wRMR+o9PosCvB7h90tv6z/dT4DeLAuLibvaBICMYD58SX3KeRDv5DJOCR8VAmHi5fvuPf0wBcXtfH/7x6Ud+6wdu/4REDEYt8KgZelwtqN2lQlgwALEfkD2D1GZYe/AkC+MHAOafFPSbe0LgBbCjP1JzahfZjWpQ6r0Qkkq3T0AiJi9LxYnjBj8kpHOVuU4IlQhsAHB8N85Xfw5AIq8sgR5gM8BNu0GVEQNJXSC8eHfo6FWfYv/hUjzKcTUlr5B9wz/sItVzqiMv6C3XKyOGQt08NIqkZfL0U4UedajR1Ej/xLhcNcxnAdZYO1SGQBhMC1Wwq0XBab6Jhx56MKa65z4nTQxwqpWqpdrZVz4fKBcaSq0rUAZ99WzMjk63OevkHPARevpeTgBQCFDt/TTt4a4v6tEP3L6oPd/f7s+DAuI+frAhFVd03iUWJqmR+KF4GhtV8Xq2x/Cl2O39/392CvQDt4/QMLbIS5wtXbj0ApKO9IpR0Ft7TDIWZOXLjA1WLZJfsANU1YNNgmwPPGwLalIZmXrMPiSVkvv0ASXZhPmEdnUo0MJ3ZdDLAQqk9Qke++7gBTAiAb5E1CFAcdClTVDamQHlqjipGzlEf71HIMk/A9gEYLTLi6kI1F/UDTGYvJSjiO/0Wg+UrFp+ACrVhyqzlxHx6ZMPvYn7+eOgTQCUQ3Vw1SXnYwASAIqnsFTGMpXDOMZBXA8qU+7kJm0OqA+gyw2uaZ8+qwpqap/0sAcQJq9btVAepu7d21dNVUXg7YO6iFVySj/9XBJKPPzoB24Pp0//1X4KPJwCcBupotx8Bf7pdsOccztg8Uj4kPM4+FdMpfLw4vqvfmoK9AO3j5BKi7GHNwmmYl4h4MaAVEw5SYvwbIp2uHwJj03GLA4EWoO/cIdLGZFIYrjfjSs0UZgwmAzhbZXuRrUEsmIyY4OFq7RudTAl8IGUThI5OTy4TYUIBwiRU4q8fGSr5R45stnCAcTtJJS9gdQ9Qlw9GNUShAd+AEADKMoA2YFYYgqgESAkcEiXuDcst0aoh7SSyhWnbBI4biONw2kEV3h5YMlYOWaHiJ2H9LGcevShF+hGAS2eEYjSd55XZggJu6QO7pKTCt5pycocgjGqZwvBYJkaUb9esKlnVYYcaPRDGyQ1E/CKlauyuAXa6FQMuHGPaOk7WU6KaRJGwB9h7HowYZWDeDMmeXt0i76od/QDty9qz/e3+3OhgPaZMFwPlu4Fwo90YOfrcVlhbdqoO7v8sM1L7K7+/z8DBfqB20eIJ5DRze7Akxor5gyut4puLrdexUiTZ0+ks929cmSy5InoP1LGb/xX0JjUyErrU0psoDPXztrAhIE2rWg6uWYL0IYKTACsEvDCwhZQ4CqEtDJOqaCQ1sUMtQU29BuTiAFPfIJHJDWDgPI2ksG97GRjE5+TOBB0ITnjiZjtrLyUkcjF4aUVkAu3dnUyfBVoQ6UoYZiyQTR3NRIr5yb5ZW8S4T3Npo6batkEOUxQBg9+ongQucFsL995WP8Ja6lCAlheUUeKAC/AmAI9K2afwghU3K8gHc4pj8w+dsg44gCNxIBXGUOIaQB5hMzkZS1aiFwy0BaQjAE3la03cQ9tFtjTZkLgMEjatASkmvIsk/OFHGUinJc0UYfsLl0t4S/5FA3yp76Y//UDty9mv/e3+vOiAJtXmLubpvhmHL6lA1ak1II6YvFH4W3wR774uf7/PjsF+oHbR2iodZjlH5djWVgFiIRdb7cbbpO09oHlpg6xUbmjEZCgspJ7MQPRMxt8pIzf+K+Atgig437HPTt845C98t7f2aTBC+z5J561iSNmQjXSaAUaCYZYRiT1e4CiEClYhthg0u4kKeaRglfKiE2HVH0AD5/UYgJ0gOROAl0Cea7y5PY2XOZrGqutrPqOZRKtfWhOHsmUs7iHMAvyRpWbuxCiFw2YAegI/AXxIr3XVGl7T++2XYffsTFDZthzTz7jASETEZu6utIdTT4dyFG1BZHkGRTztOMEQE5eQ7EUbGESWD+w05dPke7oF0Q9n2bLp64A1M4ir20qdCM4JRHSBUYdi0kdDzgTPBNNFJkopsLlHDcIuIUBqy0dzR5Is6K2mojvwy1vQC6JjtP8XrnKh6V6RZqIXxzq2RgApGJO4v7/Pp4C/cDt4+nSf7afAp+GAuKDzsbhu3HELnTGKM2H2LlMZLQxd/tcZ+Z81xP9x+dBgX7g9lEqMth6GHSBTi16YatoKLMD1w8T1fmqzRk229NepKaQhJcUUYJ4whxfvCMOVWDYiutu2Hvnd9hbB1+yJ8attReWPG+Ths1i4oaIQH7P3j/3nl26fpmI1yk2Y9JMe6xoqmUkZRLQk0mOdEkz3F3atRvjcBAlmzd2ax5YGSYge/4IwKq6kVQvxeds/6mjNjqv0OZOnWXjRk6wZJL5Kkq3x14T4KNDFJZE7qhKxSJAU/bgpm098q5tPfBzWzRuo31tw/M2gnx38XLBFrfRH5dwqRYPP1RTdbkDN8XqkS6TM2qHAqQS6pMo2rc8hdF7l3Z4Qu/V01fbVABtXCCJ2I4AN/xb3C4PxKV4UJLqSrQoVXIsTp7KFZjDh1YqXiIq3yVK+unLZ2zX6UO2avZimzN6Ggm282kj4BMidQsAKyYYiDfEGI5Bti/k4Hx4B37oaj9w+xAx+j/2U+BXpAAR1lzaHw+flXWtshNxynmpeDlMTdtb52XOkPqB269I4U++vR+4fZQ2LHpRiX0V9Rnj8hvVl+z1Y2/bkavb7KvTvmPrF6y21IRsbKa4LuDmy/hHC/kN/w6waulqt1PlJ+yds5vs0u0rJCleaeumPG1jBk5CBRhnTdG79qNtP7ZzgI0hpAtZsWCFzZ441waEYsDNAQrUc12oQlfIXhAQ5Mb4oioMQBKnEPaFHdFWK7t/03aTD+6dvdtsZsFke5JE2zMmzbIM0uwoEberDiX5AkCFlfCdmEKh+CRrIdvw+YqztuXIVjt6abs9NeMFe3Ht8+QqLIilmhKnAUd+WuDmjhP0udJ2SbIYk7qxy6QNERxWWqPNdqX0kr353pskk74JXZ6wJx9bZeNyJqMtQBJJsE6lOZIdXlBjjECbSncmVYLyH5rOSWyottB+Japvx4bwRsUN23l0j713+SB5HDfY0kkLPal0EPV9lMDXyqhB4CaKAezKrkRqY+eiv+Fj8TM07/+/wE2wux90f4au7X/0n4ECYTabigCgOGQNTQ0M2ailJqWQp5WA0mzs5ZggSZw7SjmQ+2eo1Aev+M2eQ79e4Oag+8ME/PDnDyj88R8+uFUfPnz8Kgyt71k90/eczvWd7yu375ruUsYCJZ5S5PIuO3/njP30wC/tQOl++7Mn/syeA7hZOykrMAoPoB6TTdE//6H699VZfz/anl9zjQAVtc31tufKHnv9/KsAC7N185faqlGrrDBxDAAiaM2hWvvh5v9ol4p32PiCpfbUwqfJ+zeTqO5E1VbaHYWUl2E94FdJ2oXhpOcU/aUuFXARfQMEnG0J19n1+9eR4O22nxx4x74+Za2tnrPaxg+faMmBNMCKQrRQAP+kclTiYdmcJQDcapvq7eCV/fb++ffI9VZpK2eusY3znrbsUB5ACcQGyDElVHaZfx8dP0rbf6CxgJtit3m+VVLnOHBTkEc8j8OArKZIg52+csp++uaP7UFGp315yXpbPm6lDU8tIvckgDSR9GTkf9SbZPMX6BJwwyMXR48AKWd6iNLugFCqBiLNK49jS7jJzl07Z5sPvmtnUT//9oo1tmz8AitILSCmIHEFkTqaUucoejcxBkMwSW064Jy8RW/6aHs41X+wIQjYhfp4+0lpom2/120bCqP2lYKoLcgQcRiHRIKXyFeK508tLNCNGr//hO6xMvX/xx/qIwYw494f1U1a7P7JgtfXl3rHxx191/uufdJ9fdd/xb9ezd566lGv48fxQN3Y9+4Pf/7o+z5c3777P3rPr/u73vvhevyq7+trX1/99Z1fL7bv3K9a5me5/8Nt6Xt/Xx0/S7n/+NkIPLYd3l1fV29nz1ywcFenFY0caaOLiizZM/wwb7QBlbOUfqQ6/VTHw+rqRP3kUnz+6D29ZcQkAJ9wfx+dKLOPTLqz77Q+++s+fEIndXz4gdiZf87/Px64CYxoQYMBSeQp4nvIAtWMHX1smsYI4x3iKyb3y1rfGRe7fekQ+dW81j184dmYwbjSYcWMu7lPhj4cbszY+6wbNMr2BzuyKCrJKNIM9YdytSmsAqsyheqXkxoMLl3QeX3mr1RPnvqEKPMw56CnthBI0EWFheA671KsL2eySj7GP+UHDVOG0jTFE8etLVhrh0sP2CuHXrOWxmb77vI/sGWznrCeJhnnK7cY9SL1irfvAwZLmaId7Y0lH4/Rz+uKXZi/T3XmFjdI76WmRzvnGbVVlfGkyu5xqDr3HuoPPBcj1D/Aoq/UF24fhfOEh6AQeKHJnrqJZ3sIHCzJkzeur4yH/dWtfQft8Sap71VZLUbe8dQRqVZ5Q4VtObXZXj/3ExIcz7Svrnza5uTMsZxAPiWQTDmp3U5ePW5NJLzOHJBmwwvzLYfE2SFAWwDwJnAitWaUvHKINxk69Cf9q3x5GgsB95RUckKYA+rF2qZau1N716pqam1EboEV5uXbgDRfYR2AxeEpGkTSJ89S5RdVyhrlbiy/f8e2nHjHDhXvJ6lyjq2ZvcoWj1lsGQHlQuSdsi9TPlVIpzAiamocNoxKCK00Iz6mNC4FMCVV40eHssLGJGSMKz3M7rObvIp3Wsrt4KWD9vrOl21AVp799tNftlkj59rAOLWde/lHZknaCPjTGEZlHNU4Uplcl4pYGFJDUxBOgXZbwg2Uud9e3vtL0tyk2nfXfcOmDZ5uGWTj8/mZLHpBTxgkSSupF4xS/U46nwixSJTD1kEi404AU/f5eJOUk7EU4Vyc0gL1hl6J4Q5BVOohmnDC7e40p/0sf34Djk8N3CRdhbQKLuprD/ObUeM/MXqow5jnjJcAvENjykj87hkBGOvosdXpdCjnfX5TmCSk6nX1mcYPm5imrjqSrN8l4XQjAv2AFeQUWk7aYMaBbhUf6X1G3+HDknB4d2h8qjwNHPFADZ5e5xb/7DepAtzPpRh/UiGPPlSkHtcrPE8x4/c2jjfV9bVOi/zcISTCHqzZwI0wHw0emRBooMMH/J3eeN4Pf+0tqPc+rwz3cDgvVnv0IpXBX60N0MFZj9rLaeXm9Gu8Dzm3N1n3e9ggVUFrjn54XnzL0yI6XfQuyqIO2nrps9Y1RfqXp7nuUzBu7wuZcXB4jEoarmd05oOMFM4CVB9+xes7WQsUeYA+9/Zp7YLPxfpc9/CADyCVGitbnz7poOV0LfXH0cqBj/qZWutZkUYfYx7tfFe/iybyqO9tU6x/dSO/Gg+0H0tZ1wjEySGKdkYpKAKNROaQ+AHtcJbHfbLbZmvNM6JV33tFTcrzdUVFUzfq19DVZGfLztjbu7aQs7vRVsxaaUtnLiO5OimcdK9SDULjAGNCpWpjrTK1XulvH75QHEzPYQ6vcl4jZyvlWpXnFqnTwhGtcbH7xefFfxXiKZaFRIYrSpcFr8QRrbKu0h40NDh4HDO8yFLiWRu0rotOTkraoc/QwN+vOSia0kexuqltbOo18JShx++lzX5wozrBveZU2L/EoZ7+uMwJVN8JSx19UEPUPpff2ML4D5XVwGJkWjPZ7RubSJzKZEsdkGhJmUnW1Mq5+mboHrGkhAQW7jRLTxlEuzN4MVOdexXIVimOoqSTEmGDyleqcBIkNY6mttvdtip70F7HvT2Wn5FnGUEljpWREMleGaxNbQ3WUF/Dwh+yAQMGWSIRnDu7W+xBx31rQlKhhMyZSbkYsg+mI5Osofm+Peiss3aS/IoZpRKeYlBihmWkDSJBsnJLkuuP3GBKRFzZWmI7UZHuO7vLhiWMsi8tfs6mTZpGe5jIXSSvZcfRQ0435YvzlEN0tEjqueIAIlENNiadhw0RmcQQNDsYjLyaMSQrASYK3+JYxBWsViktNEGCJE/2CiJx0YASQ1FICQ3uMHnfggJtqNlao012v73SOjsBOe16jvYCUAYCahIZ/G4Ir5fp9xGHR/H3FoiB0Sf8ahx4rDXorzRRyg/Ygc3ZpcoL9taxt2z35R22AInSN9a+YKOTx1tKD2BK4S0ADd3dzRYlN5sYYiCF1sLcgoRUCeKZq4knEK18cLAMB0seN4950gNwUr2tB8mZSCYwBh1Vvy7uTyAPnmgqB5EITFGemSHyCipZuyamVJE9CSR8BpBcrrhuL+36mZ25vd8Wjn/aNs5fY5MGTSGBc2qMrpr8SuLMONAOkoFG9bVQU1YHv1JfakIjweomb6C6QjkWNeyDYkzO5JVXkJFMX5y9fdK2n33PTl45Z4+hHv3KuudtTP44EhST75FAJB/EBgQwuccydVSSYy368UjPxFSVjFtcP+R9HLTazmpsCbfZq4f/1sbnLrTvbfy+jUyfQP+LBoDOFCRD1MqdPpzxUWXmUnVHld1vqWQTkmJ5acMtM41k3JTtc5h8ivXNdTDeB9jcBSx/YCEJjekXQIrorETZ+qu1VpsIB7mccwI8Yhz9a7n86YEb/Us/+0bMc9fyGdowKrypMR7IXBHwJm9ma6TZaiLl1kpuxoLMkcDrgfQlY0n8AqmsO51owWVwO0mxcyTbuF2puWg7Lm+zPTd+bhMHz7YXpv+hTc6bRno93sfbfOFhtuifFmqd9YHIX4FKB0zwEPEgJbD3evEaB3jMNV9sGN8UxDldePTRzbsDLPZazBUMmmzc9s6xd2zzuU2WkJJgv7vkmzYtazahgOBH5Kl0wKFNmf8yJqGTTErUZs1336vI85s5697ljLco5cfhRBSQ5FrznDu1YVBOSWHAKLQSp+SJmP0my4N4k+MxNmfa6IWUpN3bhmDBwRnP00b9xmkOi3+Kx2qjIjDBOxQwXDxY8Re5yqzWho2+xlxBNyiLS1RJ4/lVO+QZ72F9tDkWT4D/iJaB9kyMGRrsflc5PKDDslJyYxs12dByjzaR2jApwLibQfD4Qw/e7bxXMR9Vdegi/qf+dHBJOZ73W38510MfOS9S+WJMGh80QHzK7UBoP7ESWDfaiYrEPdBEphXdPg4w8VWWG+gZYQMpr33Fz4wXHxBtJBShDrGwHnBq92SnbG1uSWslR6wd1961d85sQ00ab09PWWNLx6ywrNRhVEE8TptvqiG69gJI0VwbS/WBb5b5q9zUCiESMxWB9aLHuVt9H3OXZDBDqiVrc5oIDQBZceSnDSlAPuNNaaO85+Dn3YyB0rprtvXC27bjyqs2u/AJ+/1Vf2x56WhXNA40BsSvNeZoe49wDfQKKiIBY9BntCakbNyVY1YbKuUQBluorj6PRF9OSxvi8Th1/p/50Hr1EOAmBsDhO53YgIhVngaK6fjg8BvYXHTbqQun7OSlU9ZBYvNxE8dadk62ld26ZVeLr9r9hmrLSM+wp6Yvs2mjZmOgPhTCa5HqRl3RYHWArwhAbFDqQEsDwGk+SKLVndpquy/uZhE8Sad22+q5qzB+n2SpIQG/BKtrb7BTpcdt/4WdlpGaaVMI8zAgaYDdr7lv50vPWGn9DQZTpo0bNtGmjJpsQzPzrLjkBov5DSuru2NtgLeclEwM62dif7XABmUMplzCUAhAMjCv371sm8++bVcrLtns4QvtiRmLLCs7yxpaG2G4ia6/T0oK2cD4dBLH0h4WX7EXhX+LKsZZpN26O9usg/AhXQBS5bNMSEimTukY1RNLjIEhRheEQXQx4RtRP2qypSQQDw3g2BJuAZjVM4hIzIs6LCOQySaEtjNYOwA1NS01dr3qul0sP2/Fd65ZM2rBnLQ82jLP5k2eawVZw/wdygMI33nkoUkkNqsFIsZUeQhm2MWkb+lqsYa2ek1/QG+nXSy7YPsv7rfyumJbymT92vIXbEh8IZMD4Ewy3YbOGm/ToGAO7WVSERqksbvRWprbLIngxhnJAyyJ+GtBLYDK58m6I4DYDVNt5l0dJGxP53pyUjJzp5O+amNu9fBMvKUC/EPKhUfdmI+a/U63MDZebeFWa2bhVKiSLsq9fqvE3j78Fh6uV+yZeb8H+N5guT2MP4CaJGh9zLe1qdvaCAuiftDuNIE4cmn0axILkqSBWne7YCYh1LKyVYsESELMb1t3q7V2kDwYUunz6dJTtvfiAcZggy0rWmBrl661gtxCGCaJin2MqMLc3AvcxNA7xQQAtPHdACfthrnmzhXMCeUBLK65ZtvPb7UTN0/asglLbPmsVWxGsqCLxgF0AdxnYjuYHswk4TGqU+ZmhDh3h68esV0Xt1p+2khbMfVJGzN8DG1mhFKFBsbK0QuH7fT1E5aHl+pTC5+0vIyhjGMYIouEADETAbryo8ZrlaSu3lGPHEn/Om74tMBN6EHjU7zQN1HQTzRmqjAXY8zfmTo06uxSf92wvVd3WuXdSntm0QabmDfFBmCLqYVQida1y3eoQJlxPBMMkpEF8Hz4xmHbfPIdu1y939ZO/7I9OX6DDU8fDajRiJE0i3Gj9/rBTNXCI0k1faQQRXHki9Qc9s225jHARDNaC6gYgPq9bxPouUH/obDeMv/pHwE3eXfHwh7B00hA/ov3X0Xa/o7l5OTa7z/9BzZlwGPAtFR3pAn0jhGlrHOJo+qrSUoZwpaqs48t6kmpnGf/0dVtiajWXOoDII2wMEkCw/JJW6Aai6XaqaVeAFK8KUJsx4CADZJmb4akJt5a2kux/pmPan7M6cdHMid4VonYkZgIRGqMS3LkdGPhd2k7b1aAcfH4HsBOBLtUgUHJeaSNcWcoBR1nniq4t0JH3ai5anuv7LSahrs2b+wimz1yDmtRFl2GhgeaiO4OIiVBetShLvPx5cTjHbGg4uLLDtyohyTzGkeU7hu/eOjDaOA8Y5T2uX2ZxiagQ4X5xlf0o6c8WbpILztt6KypHoCekowpVqb6xQEOfeibDA1+aKXNqUCu7lPMTUnR7tRW2hsn3rTtV7bb+MJxtm7aWps7bL5lxOeI8EwdwLw6waVkvJRzDtwcYMbaoHbEBqcIg02ztdntpgr7+zdfs/SkDFs84wmbUDTWEpK1gSTlIUIN8aRY65kXlBUHn25rb4f/Hrdt57bazeoyWzxtkT0/5yuWjaZHgh+BM40CPrlJtMCbjzO1X7+sJ9J4xeYM96la/Eoo5PTjRGy+8Rc6eJmP6stfw3UJMj4euKmjuKTf2NCh79UIVUL/0dmxL9pDYZAdbLFXd7xqR64ctk7sQkaNKHLJSk11tT1AwlWP5KU90GpPDF9kGyDkpMLZlpyQCbBpspLqy3YA1VKQiT9r7AwbmzfK0uMz6D6AS0K9/XLfy7bn5B4GY6d9e/03bNaI2TBBDNzxpqtsvguw2myvnv6vNmTgRBuVN9zikPA03G+we1y71VoKlE9B5TCUckdYXkq2lZeU292GGozn262FuFtdSKoWFEy0ry37uo3Nn8LGN82ZawhV3ambp1GT/sIa25psFZ6BRfnDrfhuqd2oKvEOTQcUjs4rsoWTZ1taD3XqooNZeLsTegAP7MDqK+3evdtWWXXHauvrqItZ9uDBNrlosocVSQ0MYAASWoMd2e36Ujt1+ZiD0mFZBdA7CMC8bPeQOCaysx3B4j8lf6oNyRzBmt5jFc1ldgb7u5OXTxKj7Lo1dlWhUux2ULiAxX39nPU2ccgkdgxigExqTZRHHJJ0MR7pVI1i/vLbEW7Hnq3Gbt2/BZC9blXN96yDxam+/oHda7xnaelp9uTMlbZh5jMAyxweDdvdpjI7dvWQVTCpnxjDpBs53jpRI169fc2u37ppWWlZhA2Z5IAmEQAmZiOm1IVTgSSsl8ovW2V5lU0eNtnGjhpr1U3VePVesfrGBptYNN4mFkyxjARoJ27CpIoA7IA/Vt16z0ru3eS3hGfuWxeMuAFJcNmDEmK9he3LC79uzz2+weJbAYxiQmw4ugFf7Sx6F0uu2c3KMrvfWMvy2m0DM9Ns+pgpNiZ3DOMx08c/L2QniqSOvmlhw1HdfsfKakqstKoMSW6jtXV0WlXDPbuLB2wa9Xt+6lpbMG2B5RC6Iw40r10iqxCEFTeAQUgywG+YnYqyTsR1syhokeOcxoqYakt7sx0tPoRTwnarb223jXOfQpKa7OFpqtgQNQByE9i9zhk+2yYxfrMzcnhF2CXR247ush8d+qHNHrrIfmfp7xCSZCoMiO4FPNyuqwDQsjM99ppNHbzCvv1bX7dRWSORZtIf7MADCnbs05y/jFEtFEEkrT7wHzGO/rVc/vTADUIw5/ifnostNj6bBCh8XvFNDJIbmsONdrLshL1x5BV7UN1qX166EUnvYsK3DGWDQlJpFh5JVXvYOMgkJCgmzBjuRkK96+wee+fwJqttv27fXPnHNn/UCksP4AiFOQarrc8RgaEIzzjg8HezyAqBMO/i+C5IKBASk7wI+GhC853xrvHk7+dUHFKHGHd/eG/JYdvtOXkmjOlFXU+NvbT9DTYnO2zsiMn27bXftrHpY0BfCQABLYS0R+BUYEVjXNIiCBNQBhF+wyz6kg5xwRdN8ZgwhuzSOCj0j+oX4Rk1KYRJjTBnWO2lbTQBoMtHBy381QkBREnqeDYW2Fu9pOKhg9LDudRKCz7nNa4BEOoqiToFpkSvICo5PR9mI0/XeD8inrJQZxqag3Z4OpsjOIwAkDZt0nYE0OwIzIVZR1Am2bGbR+2to2/avQcVtmLyWls14ynLyxyG6QeBuEV/+Jun1/OXq4YPPwTcHND4bWqneosfLngR0EHNUNkSDAmfqfclTRcT171B2qchInWwbg4AbmKbEIFh7uUZgXtXM0vLJX4qu2Ne4OpNdYJ/5mUiK/R2ngXNJIFUZIEblcWYcLxuhyvetVVznmPD8ZRNGDQJKItGSvRlbfP+URGigTYTag7f9UFtdLCp+vFuSUQfdN2z03dO209ff9Uyk5Nt/bxnbfYE1v3UdFolAC1tHfNH7VVBMfLYg8Y623lqB2NzH8HKE23D8rU2b+hCS0uO1UXDJcjmRjE+w2q/2qNmIUVEXOPj0TdXvW32scGA8M00Y1ajJY46RlgfQ+KHPPsvcUjN/bHALTYZRFlNxBjypJleRzEEXRGxdHQjzq4JV9vfvPG3dqnqCuLXbktJSrTktngrGjzJMnMHoLKptYu3b6D5uml/uPTf2+KpqyyN3Uh9O3HAMHD/wda/wHh7BnHAnrGFYxcQzFWLT5xVRSrsZ7t+YUcvHkdcmmTff/Y79lguEjcWUolQbzWW2ytH3rCXL/3EchDNZrA1TetIZZc6ygbmDLK7HdV2FmlUB1KYeNR0yLhsaNxwKxoy1lKyMqyyiRATly4Abqrszzb+e5sNyEhPymadQpoC0Dhw4ZC9fPingMREm1U0x5LYGe86u81uAAREgwGIhmePXIkB+gYblzXOklHjSqzf3NNiJbXFdv76abtefNHKKq9go3Xfjfjz8jJt/cIXbcnkpTYsnYWSqPotkXo7UXbIfr777ywzIc9G5oywznakmCX7rIo2oOG1iUPn2/LJy6DdE9be1monSk7ZwasHrRy65mWMtLGjx7LYYnPQ2mC5mUgRJz1hY7Lx8GwXQxQz9V5Tl33yoZ0/AzICWFO6pubOJrtD3LTrt4rtEp6SF+6ctJut1Qx+QxWQCIBItQmFk2zdvNW2ZNRy1I8DiLfWZFfunrKfvPdju1h5xv70qb+wJdMfB2DU2+5Te2zniR02LG+kPTn3SWiK9FWgiKqJR9R31trJOyfs3ZPbrPxqmW2c/SV7fO4iu3bnqr2LZ29t3QP76pMv2iLapoC/rnaEa3ZQdmn1TSSPl+xc6Vm7Un6MmG+tPmLjE4OWBpgZnjvUnpvzAl6ea6ynBSaFFLMt0AxQu2fFN4ttd8lO1Kn7rKw5hq0GY7byLO9fOWkVgGYskihUnZI8wXyakCrfelBm58vO2umSEwDaY1bd0i3zMjyO2X8D6EfmjLLvLfkd6DPB463JHg4FBIsH5GfGi0H4rp/PUdnHsJDGofpme88NzDZXq0WRKtfatjNbbPfVXTANQPKkJVZaWmrX7p63ksZSq5MQDM3qc5PW2Nq5G2zSqIkwpB7i5922rcd22esXfmKPj1huX1v0ok0pnErfRl29fqHqgr15crMdubjX5uassO//zjesMKPA4nGO8J0pc1hmD94xLnHTwgPAdI77yUPoX9OVTw3cehsFBXysavK7vZkGrVZGDWBJfBhTDTjSHL95zN46/Jp1Nods42IkEGPmM0fzYgsY90tt4za9LBBBLar0/4OeettOf+04thXeaPbdNX9sU4ctgMEqPzLmGMh7HaggIRL40XtjeSC11kokBzgQCNTo4ZqqpU2UJoGAYbDXZicq8EIDJOnWPY86YsMVkEfz2jE9KcVT+vXdm9m8XrbZ4+fa84u/YgWo4aOYcei9Gr2ih48T/kZZHyJsLAKAowh1V3Dq1G7FH6RAqaUYq3ooSlYRmWHAbCmH2YFJhOaLTCpi0g4AH7zVM6QAGIIyflf5bFa1+AeQHvlirrEq+vITpQypOwXe3J6UBdqlZaoj57UUR9iEiqGFEvDMZiMf1WRi7kn9Ft+ZaF0JgDZsiDVXxRsT4ddxmHoIhMZgHzmak8I4QB20zUc3WTMbuKWPYec1ZTnADbBO/egB2kvd9d5PMX8ctKl2AmDwG0kBxXc07pTuz9sLrV3VB9+QNNPVVAIjjEP1goN5AIraonBKaqtQaQ9mPVCB4mKSzzDjKp66JWhT6b8IEjgn0B0fktMX5TPcIKa3wxuh91BePSZMp8tO22u7N1lx8zF7ceX3bCUxK4elIEBRyCfxOPExUYoxq/a7ul0NVJ3VJoE3xq3UpMFE6oCJTFXLbTtYvNfe2vsuWrJcWz1ltc0YNQfzH8JwaUOAVkb01NhQEZp3kmpWIih5feerdub6GRtdMMm+/syLNiSItoP5oY2EgGwwic0D/Rzhs6pBYQBxAXJo5icoUJint84yyRHmUWB4Lvg8Cnd0yBqI21TAv8Dh0uePsXGjNVSUjtZE9C2IKs2hwUJDtQPyHRzf27vb7HrtZfvxOz+z0toygEvEcpJzbPnYpTad2F1p2cl2+e4VGNIuu/3ghP3Rsr+0JROWEYg1ze60VtjOK+/bD3b8lT2ev8i+uuwZmzt8jiWH0wGAUbvacN5+sedVu1x+xUYMHWr//XP/nRWmjkBJmgzz6rHrNTfttYObbPO1V/EuTLWiTKRfo+cjWZhiaQNT7er9q/bW/jfs7oM6Jm+SDUWStXzsdJsxbpqlDEzGqPKcvbn9XStn1/DvX/wLGOwyGxDPDpeBXt152947/b5tu/AWnQXzRDLXjaH94LRxlpufB8hosIr6Cotn5Cwfu9CeW/isZWcWoFLsQDpVzEQ+ZIfO7wVUtKKKKrTU9FSi6d+1kprLtmbaGsDOBps8ZCZgL83uN1fYruvb7KdHXkJK1InUDTq3Rywve4ylDMiw6ppq60C1NQXJ4Le+/Pt2ueQKIGi/VdSUw9yn26zR023y2MlujF9bV8sADVo+dclKHAb3ZjIgETXE/TTMu/ET/5MhNYNT6hDtrC+VXbHjZ47b+aunsVdstqyBBH7NH+K2EMX3LgMu22zeyAWoINdhzzUbcJxkjdH7dur2IUKB/Ddrj6u3P1n157Zg7HzaWG07TrxvW49up2+S2EUR0mLiclTV+cxv1CPA2lt15fbOuS22/cKbVhCaZs/Nf8omjpngEtkdJ99FvTzAvv+l79joQROwTUQ1Q3PakZjdrr1l249ssyPXtrILjLOs5OE2Imc0JbbbpfozzvimFUy1dTOesTmjFmF31+mq28rm26jhj9uWbW/gBRu1YYWjLRH7zPuooEvLb9rU/FFIiDfazKL5GGAPsUBbj9VFa+1q3XU7duaYHT+31+poV/7QiZaTl23NqErvYlzeBOAtyhlvf77+j4i1NtTiJV0h04FnlEBcTwfBFuCGYmYwgAjvFt3jUKcG5OkKA4kyBmWTUtl6x1479Iodun6QZxIsPyHLmmuaYGJ5lpaTCY077OzlqzYACeDXV/2RLZ8DgAbpX6u4ZltOv2fnavfZ0tFP2oZpGwGTSGBhQI2d95l3O20Lc6+y9h5zb759Y8PXbHBiNotVjIH1sCnpZiwLuAWxKdVChkyUv6rrb8bxqYEb/eU/dB3CHdbe3oXRF1RogWovZv8GcOtqsGPXj9qmA6/Ak3Ltt54mKPWQia52Z51BAgGIaqH31f2M3zgWHWUZuYpZx5YjO5G6H7EpwybYi0hIR2IjyQ4KYAegAPAIqARR4fvCojEiSZOXgYqUAoOyfaE4SRL0wUMyuMQAyZVeDiaRektOVRhmqeKP7EjewDOMX8ptApQeYYO5nXpGWTyXTllqS9hEZacMphzKFX+RDZREQL4Q6hSLcgK/shElHqGkNOmdOFzA37vZ4IZRjCUxXsF3PM172IipimE223L2jtPcYfGkVcJjzBrKwkQggHRPlfJ+0ULLZ4GFAFoPByCSHMEbuqLifUhpFJZCYimAjVRsklhqzkU7oCkbJo+HqNIBaVHoLUDT1tJoNWycugBfeioBwcDgtCE2IA7BAZI3ET/ACh4ltd3+8/vsnYOsFayJ6xY9w6Z0hqWFcB5SNZhDwoMejFZ45hGHwyLao7XWpXTaIIjZ0d8uMRWY0BqhcanwQYhFZfIhnqKxGXQAxouk/kym22lTQ/sDtAIPABwBS0tF4wA9WjtasVGrBcNi7sNmMz0xnU0D0inukWQtAYknHYJU2AkfGy4CnrQR0rm2Ye+l3bbjyC6LpNTb76z6fVuEtmcQa2iAcRBVtADujUlGGUnid/BBl37CT2RX7AyQdkXo0yA25rItq2q4Y3uu7rB3jm5FMzPe1mCK81j+DARCAyA5oEt9KkyK6YmGnKR63fTZrboy+/vNL1tZeanNnbzIvsNaEdcmcQ2SPDahil4QB1+TxM0DtNMPoq+DSU1ITQvNaY0d+lv8WWNMANqz3IgHCrBLTU98TWXJ+Zc54D8f65wgNEqdYrtKUca/8F3MQrZbiLalU+f3QWutbb34FjGm9llDR5MNzR6KF91Ue3raOhsMUKrvwJbm2iECoG6zus6L9p2l/5MtpnODDIob9dcxJNxmLx35e9swYbW9sPhZm4K3HHo1n3DHbh+xVw68A+Apt8dGjLE/2fhvWJQLXEdf21Rj55CmbTsDs7u9xwqzJthiYlstmbwYteJIq8ELcefZHbb7zPvW2h624fmjbc6kOdiqPQaAy0dV2uAi1Vff22IP2krtP3ztP9qMEQsxrs9EZN5uNxou2dZz79rOy+8wEdItJzHXxiN5mYNadPjIAisG7O25tNeq6u7bstELAS/rUQFi14fH1b7Lh2w3Dg1BpD0Tx4208WPHWQI7xFPnL9phJHZLxm2wp+eutUnYvsjeq7Lplm27sc3eBLS0tHVYQcYQmP0YGzd8NCAx10pv3LLKm/esMDffnlj+uG09uB0vw0OWnJFkX13ygs3In2WZwVx4JPZRGqBiSgzsIHSMU5iIBJi0uKBG+cMO1B2aSM0AruN3j9Bn2+3i9ZOWkzTCJiI5mlg0zopGjqLPG+3ne39qD1j0V0/eQIiUZy03NILSI3a7tdj23thpv9wF+Bo9yL4997uot+cAFppsP2E5NlFmB966q6evt1UTV9mwNPqTXXdjuN5OEmD35QOv273W27ZmztP2NB6gyn7w8u5XkH7uI6zIJPt3X/lTS49I4hpvzTgDXEVy9MauN+xm7SXUhIU2YnChjcsfYzOKZlplyz37u6M/sJb7hsp2mT017Ukblz2RTWTU7ndX2RECK+88/L7VVjUC2ufYlFkTLZQRBzC+avv3HEL1OM6eWrDWJjOeM2AaUdQJp2tO25vnX7HiC5ctK5RvYwuKbMLEcTZkxGArr71NgODD2BvetMmjZtifrv4TsjwM0NyHobIJEgP2udS7o4NhiQdKbaFDEoaAmBHMN8rC0Rqos8sPLkLLl+30jTMscJlIbrLsMcb6Y2xOBhfk2r2OKnvj3S12v+qcvbjiT+wppJ+JzK2TN07ZphObAeCV7FjX2PLRK10yqx14DWFRXj/yur1fcgDaJ9jyMQtt45J1lhPKwn6EOlBPZWzoxD5TC16Q1GCMJOrOGBIz+w05Pi1wk70WDXfg7cAnhiDoJy1i8EoWOUl2hF1qmuE7xzT+/5NNGrHKfmsDgDlrFJ0cxJ4XSTbAJQNTkBQ2IWT35XkcbBJa7MgtJM2otqvultvySUtt9YwnbTAOI9roBwDxPnO1gDKvlW6Oia0BQ61YzKlDENV2VxiTlLZm7EMBedwaDwhKxKY2HhWZYh1qgY/DblPrpWnx00r1iMOldzLahS/UR+7bq0dfs50n37PRg0fbutlPs5mciiqKMe60EDZEooutUScbUKkgJZXoYgMgCVxqSiLgIM2CzWnk8TXMO2oxBajD63wg6v4U62ztxDMR4AQthRnSsOdNhkaSJIqvyeu/B8magmrX8ZzSwGkzxGkHhTnJefBv6iI+poU4CRMK7D+7qVUXwKCzA2tdnulm8ZcGIglvwwGhQZbUlcoOEGIChgTC2pT1BZ58rOy4nbx41MrvnjYwjg3PGGsbF75gCyagFUrOhMQCTHC9pIht3rfNXtv7IxuK6czG5c8h3Z7s9G5FOi9VYEpcigM5t80VKHjI4cCNe7QB161K6ycQpz4NxiMpQ53YiolEWyeVAjyGmMNdtEnrcoKUlPED0UoNguUDOhLCzPdqO4A98qajL9nE8VMJXj7fuqDzlesX7dyNo3b5/m2bVvCYrZ+/0eaNm2d5ZAjC8gTpPPOdro/jncKNXZgrdbI2drFBEFO7hIZjFxlpzsKbxhWNsWcXfMlmFM5y0xKNrW5U6xDIeYgAlzY4Mg0KyD5Zg1eFip+oA1kDeqC/QFbpXeyST26yHRfetSWzlttKJJhFmaO1B8CGuYX6RDBF0diQqZEkhx3WGmpGw3PJ3tjxujXXtdvSGcvsxTUvWk8b/UNWHUkYQ/K858clmdATeOr0cwYNlukG0LUjaOkGqEtdrzqFGMOyeU+gzgn8uNYE8KY56RV6SD/++i59EnBj8jFqqJxzBhpKI1hhXNfL4AAaxLxA+HurusT+w/v/q93Hrqwwf5jNGT/LZhXMskIMolNA7yUETt0HwDl4bZ8NIdL7c6ifpg2fhqSu045XnLS3zrxjVyrO2ZdmPWNPz1hjIzLHIt1C/tLzwN5ClbPr/CFst9qIQD/Lvrnk99gRIPmgfuX3im0fg/E9YntFCT2xfMZyj1I/atAoZ1Y3sXP62a6/tTv379lgRNbzxs+3hROeYCEdBJPoseJGPEYv77P3Tuwnf2W7/Q/r/p1NyZuBh00Gg7PVjlUctE1n38KmrdiGZROpf+Ism069CzPHuNj/KHZ5285vAZC0Uu8ViIhXikR29OoJ23x8u12rvmGLF8yzkXn5DMWQVdc+sIuXcCAgbdO6eV+yZdOXWsGAQl/My7EJ23T+bduOI0Z6MN3mjZluiycvtOF4pCWiIm5paOK5VpwWUgFy2fbm7jdt5/nd1h5qtaWoTpdPXGH56UgioyywdJ3q0SPbDu0mfABqonHhUQc7tQ4m563mGxhJb7W9l3ZZVnq+zce+YCY7yGHYbMip4kZlif2fe36I4XybPTfrK/bs/GctsQubRRwCrtw/a8oYsJcI//PmTLeNk57BOHuqtRP24xS2P6/t32wV7Rds3fTn7emp6wCpw1n4uu1a1TV7/cCbdu32VSsqGG/L5y6xCUgebj8otzcPvm3Ft0tcsvidFd8l6G42dlpddp3gyDtOIGnDyD5rUK47ZEwHZOVnDCM9WZ6dxankL3d/y1I6imzDjI0wgBWWzfhpxuHjaMVRxtYuK75VYgVIxVajutWuXarhsopbdru0HJvLeUiwVtqYwjHMYUT49yptB2P57Rs/spGJU5AkzrXpo6ZYPmpY4a2TgNztR99DYvfAFsxeYL8359vuii7G7dISSa/7gBvSE9n/xGyROE+fqIii9gAAQABJREFUqeMC2smzK5Vov64HhlvC+/ZvsZqaehs1fIRNnTTZHhs01UYgjZUX7AUW/J9vfo37G+zF5d9FCrIMDhul7/bZqydftfS0VFs/cx2SbBab1Fx23y12495VB8Pnaq7YcBaadYzduRMwpkbV7ZIEsTQYU7d2qJJUSMUr1QSLHtz2UaPoX831XxW4SdkdlAgFO0WppPSjDCpSK3UyvrVIl2M7uPv0Pttz5nUbSXq1GSyUGXitNzaQOu9ehbU2t9qT81fbNIzXc5HeaIHrCDXY1jM7bMvxHais4uyFhc/Dr+ZYPMFMW8J4DLO4xTMuQjj+xGNfFY+0WdO5B6lTD9JaSZXaAYUXCctwqfiC3a4sd2eeYXkFNnnCFJyzxuNZl8/ig+oLqRTrPwuZwCAL16c5APMyAbnXdcf+dsePkYC/ZStwnNg47zlsfCf4WiC1Z2tXM5uXcrvAgn7xDjapnY0upYrH231I0mA2U1PtcWw+47BnbsQL80zpSbuAucGQ/HzLzxpuNXce2K1bt6wOYUD8wHhbMXalTc6fyBhGtSqy89OKw1cpG6QT2PaWV1VYS0sTEQtCNnbkaADVIl8/cH2inbQvPUJIp2arRipeAU1kYnD99g3k8C2Wk5XjcSDnsmkpwGTF2mRfZdba08Am8KodwAxlH2Y80SjcGykMwjtLxTFp+bQltgKpdlZmNtRjnUIyWAM/2XZ4t+3DKD53UIE9hiPcYOxam5sarfROiY+ZGWNn2lxUy0PI5exi24fRXfybX19/Nc5Qb7P4OrAU36tuqnKb3xu3i+1WLfbT0D0OFaNS4I3LGwt4monUdipgkRR7SOSv3Dpvu9n4Hio9Zlm52a6taH3QZC3UT0F064jC0I0EdvW09bZ2DvExMx/DrJKoDthW9iThkoVktAabcdkPF5dj5/ygyprRwDSx9jW24bTWXGVPzY3x17FoGuRIJ6muHL3k1RVSmkPZFErFyXf3UIfYHr4IPoeu1jFcE9Jq8eDrldftjcOb7DxryeQRU21MTpENwCGtvbWNPi9FCGK2AEnvzBGEWUrDrAqa1HTetXfPbLX9J/ZhNpVvq+etshUzVloj9XRPZ8AXUNi6O7otPZWICwAxd8ATrcEDQDVC8VRiV37eblbQRnh9J/aJ+bnD7LFxj7EJm0QebuYrwhFJKJ2Pf9r587C+/v9yDdp9vMRNFWKgCKWqgu7FoEWF70KrAsqSxrXjTXfp1iX7n3f8OcTKs8VTFtrjEx63EelFAKAkCyXG2UnsPbaeJnBo9UF7dvo3bQW7yaFIlGqw+Xr/ym575ezrNjCUbV9ZuNoWoHbLSh4K4u1kMN22v0Xddqb8mg3ISMfgc7E9O2UjO4k8Ojpi58tP2tbj2+zozd22EBC0ivgx47DpSgX4tMNAL9w5Z/95y59bSmCEPf7YItRyy0hzNBGgr+nWYEfLT9l7AL+zJZfxdB1jvzX/yzY6YwyMM9UDnm6hzpvO/z/YKYzFlmOWzRw3w0YMHO0SuWoM0Lededv2X9tjA3B42Lh4NdKZSXR4MWBgvx26ecbqkQbNhWlmowptb0T12NTsE3jMkFG2aMrjSLAmuWhaIvlrGP3/4sAv7CbSukmoVZY/9jii9lnUHQbUJ45lZyF1hzxKD17Yj7fgXrty7wrppFJtIgCnMHsENoVFSBtHYNCZSQchfYO7B+kvGS07QHjUIOEZOQKcKjmKndl71ojt3XxEzgsmzmfyjLVk7Lzq67DhwXbvpfM/YScfbxtnPmvrsK0KYbfSjkPG4Rt7iJu2mQlWaV9as8EWj/p/2XsP8CzT6877qDdQQ0ggqgqiiC56bwMMbfrgmbEdT2xv1km8m7VTNns5ZbP7Zb35djdO+ZyNYzseT28wMAwdAaKKKrqQkCgSSCAJgXp7pf39zwvzea/YA7nG8Uxm9Agh6X2f93nu5y7nnPuc//mfBXjVhnuIpLTugr2BEXa4cqOtGPu8PTvjGRtK+LX67nXbe2GvbTm2Gc9mus0ZO9emj5uOAR4F3cg22473srsjxJZMXEC6+VMWC2C1hiQGgfa3HN5Odm0F9UBXgH2bZ9kkE8SgoMT7s6/4sP35rm/b0PBcWzvneVs0cQk7yQg7XXEMLzFZmii6tvYu+myg5WaNtlsY17du3VTCpw0mw3LuuAV4zsZbclIyoWI8gqeOEH7cavUhtTZv1BybO2q2jUhjzkSiYNtu2xYM9n2n90k32ryZc+3xkWstGte/g2+ZdR9iIiQsZMDhTvFxQSlLYMlzI8+MPCMyCKo7rtu7x95k138M7GOKzRw/3SZgCAyKHWZR4XFWSWh5L8b1+vxNNnL4MHt85tN4u2cQwu6wjczfV47/pU1Ipx1T1tj49MkekrrZcZWQ8iF7f99mq0FQzsidY8/jMR3MOEQF7mU609Yewlo9JNn4zliGCos+jDYKlPxZOR7WcJMS1U5d2lRCOwiORy5isHXRT7UkYJWw9ktvlJJcc9PKAahX1FSCl00AskA9XWhbWprJPmajE9oRZs+vfg7MznRLZY5pk9WIgf5a/rv2ARvF0QMnkEjygmUOHGY3W+qAg5RaNRCLQGPAUsjUG0XVkJxhYxxQLf3Rjreh6u4VOwes4QTJVJerSJSBxb65tZnxDrOpY2fYnIlzbdzQ8ZYUhReGsKBgZQ+FedVA+zyNwlsYsEv1F+z7W39kJbX59sykF23VpCdJlsqiH8DDBmpQ7CVwNx61IpRfWX0lGNlm91FE4/kfHDXIFhFafQ5eQ4XzKuA73F60g8z0/ZYEDjotLs3qqxqsqqoaPrsG605st/kDltgSNiKjckZYdEyUNcATdonn24/RdvrSGbi6yFwn+1xVQgYNHE5Vm5VQQMywtNjBPB9YwJgWK629COTjtBWXXbTrlRg5hAubMbYio0NtXMYke3z2k3ib2LB3xoG/A/Zz67wdLN1nRy4WAqmIsEHD0m1AGhyMStBp7LHRg3IsN2cMtnvAS9uVVFwES834V11hPVaSdBdHODUJb1AERiWGTdMdpwdZBP/nfIy+AWwqH2y4uYKl8/mJLPLZhypWQb1qjLbTMCYcwUFQSlLUbVyByttsJZO+T2Qfm5o9mQzyhTZ7xCwMN2Ryz13bB6Rjx+ndeO/LJIUgp0mwVLxyg1L6W0L/OCu9dR3oxC5bxSb72flPAnuhPB/cdN3RbWxya0nuKkHPn7Iz5afxPl4jCavFKb6EnMOOYYrU2teWf8tmZ822dCrSKKQcgPZGa0PQj3DksUyjHjxaMtw8s5VzFDp1zgLOq8FYP3HuOKHbm0RKbqD3z1ktLARp0HQl4iUORy6K4PfWrRvI60yPLEzPmQ1fHDjCMCVbldn3t3zPrt2osokj8mzFrGUOF7p664pV15Mkeee2tTS2g1GMtgXTFrKR6e9etB5C3R2socvVV63wwjErunLUbsID19JKbmtLC46KOBLMprOBX2Djho3zUHwkHuwgv6XG5ld/yOP+Cww3FIgkCopcuzJXMvqbw70HGHByJdYBFj/Cw37v0PdQGBNt5ZRVNnnINOsTIPsDf3wnu/sdMNavO7bOyrtO2p8u/b7NGE6xbQTg5dpyPGrv29vnXiHUuMZeIFSTHQ/fFZOtgcyss7XH7e83/SNhxFrLGDzcVgB6XJ65zGKhl+gCMLrvYoGtO/geLu1Ce3H5H+D9gM4DmgdZ+HXUyTxYvsf+Ztt/ttyUBaTkr7Y5OQvYRVDXkV1ER0id7cDw2XocnBjhvifmrbEFMNGrDJJ7x9qqKBC+wXaW/MjWTP0qCn8R3qah7HbJMkIIn684aW+dep2FU2aTUIhrl65hEkTaxt2bbM+Fg3aDsF8X6f19oXgYZCmeJRsTH29js8fYhIzxhHUzLCEmnlAzGEGybU+WnbK/Wf/fob5IgzJlKaESCAxJknBAJNw1Uhy+20ccdOOqvsUO5/jVE1ChnLArNZqYlew6Q2zmmAW2YDxZnOxSY0Jimeh4TPC8KWNLztUHHhiJxZSv2o4xtL94N14jhA0lm0akgCkjA1Y4nqvVlzGwtllB5S648VLJIlppywhBinfubhdA+iPv2cb9G/BqRts3nvkNy00nAzQ02QJgSW52Vtqr+97BaHrZFo14zJ7HmBoYn0oN0uO2jvBjMwDVuVnzbV7OIstIzbbbHTX2473/nx0rPWFDU7LsmVlP2KQB83CVt9lpEh92nd5lhSWFGC1g0aZ8AY6ziRYXFk+/NaFAr9hOvE6vHPxryybx5fmFXyI9fLHdvd0McPxV2wT30FXCWuEYVn1ZCH2jo33uJccl4yUdbJMYJwn2xLh+CGnwE7WXbMv+HXh537Ppucvx8C7AkzjawwLCOtQSln1zxxtWhEKJ75dk82bMs+XDV8EriJdDhhBCSi55x3tIGerQwGpcUKaKvvWEE07QaUjDEMLs15uv2t8hjG7V3MaQn24rCK+nYbSJ86gZvJE447YVbbeD5/Lt2blfsgVsTrKTR5FR2kzSzjr7wfHv2eOjHycp43HLSRlJ+a8GO1V92LbipT57qdSi4vrY8rzl9iLjEIG31sljWfoC+naFNls46feiY2Cj7MYK0QQXC972z8B//zzDDe8axqsrHQ0Ww6YMuFbmWhne//wj+babjcddlFMPIUFhteLJUE/D2yYqGGW2pfTrhzKNcW97espQvLHgNNlY3Wy6Yi8T7t9/dbvNH0XpOKp7iBfyGAbQ4eskOJFd3l7fYJmxuUAsHvNybzF4MfCJWm1LtR0u2W+7j+4h67jB4pNQy4kJeESa7Er5ZRvcLxWls8Rm584iBAYNDvyY7mlTYgCy/YEH7SN+CGVTI+05xHp83UITa+wLE5+zBZnLgRAMBKXWZhdqioCObLeTxcfxvMFlRpm7+D4JrLd6q79ZY8mRyTY/b4E9u/xpC2vDq4KBtPnENtt9+qDRJRaDJzGB8F6f2Hi8wgDNUd59WmLsyelP2swpGFasB5V923cSbGnJcUDmnB8fp4Cb1YIBbiWc+/TcFbYgZyFRkUzUQBj8hxWWfybfDp8/bLfqbkLYnWQDUwdYLUr88o1L7hV7at6zOBvmEDLtZ3U4E7YUbbYdxVvBy/WxxRlEPbKG4RGk3/hqu9OGPEi22L6x0AtBtE00KP/Ybja71wjL0q/AYeIxnvpB5xSFwdIHGZ+cnGSpGAkT0I+5wE0UsUAYPKDbmVw4RpQk5DICPaFwby2ew6LSk7b7VD4GaSn8izE2hHmUyBy7WHmRMHmbTSYTfgkEuNPRhzhVcYBUA3nZZDuLCux6aw0yvMemDplueRljYTfIsrjESNtz4pj9lw3fty9OfMrWLnmCzcNYvHxktIc1WjlY5oPgtU+WFFnt3ToyO3mexDQ3eqoaauza3RvIiyr7j09+l0gbCQQhbFRkpkVCoYJBFQaliuoxCxMpDJ481qJFgm/J/+7G7MRXjae63N56/x07y5yvx9hsJzoRDvVTSowowmIsBshPPJ7XaIzAkWyWJ2UT/QISFcuzK+O39Fax/dlb/4EIVj+bmzfXFkyaY7eu19qpK6ft/I0L6C14FeGU7QvO8T995bvQio3EMxiDp1EsCFVsuA9bPk6XFuAGovxKSk6whjtEkM6csfHogtXzl9vscbOZu9HYL/IgSlCzNj6BQxyJP9dwU4OErXDphJEmw02eAX254SaDAwqFaxXXbD9hqnUX19ny8Uts2fjHUBDjwFaBMegTCljwtG098QHhnnwL699o31n8t9RsHG2dYKSKq4vtrUPv2fbyjfbCjK/ZFxc8YUk9KeAhzC7fuWLvnniNEGsheKgAmXKjbOX4ZbY0CyoE3OB3u27ZTrLsNhzZhBu73X5j2TdtEjivyPZExzIo1LfjwiZ79+QPKA30LC7g5TZ+aB7PwzLvvg12qMY2H95muw7tx1PSal9/4huE5cY4j1s7KNmLVWfs3b0bMBqL7cm850immA9+inAYVn8NZL/bijbaO5c2gY2IttWEKZ9ZtoaQbKX9eP1LVni1yLqTCAb0Tba+bZE2EYWZPSTTUsCqDSebMiEcagjwFBG4v8Nj2G/Atn3s4in785/+Dtmu8+0LC57F47QAnz0KgF1hB9mtIhlU1YhoXPXMeB4DrhsSDipR7EfL4A07cdDdy4Nxz88fPc8ze4ZjHCqkg9WGISAB8GBhITzI0eIj9t7WjYQhd9u/f/67eBtnQXWSTCiB1HfaKi/fKzt/YqX1pY45WzEFT9eIudbV0unJJhsZ070nCywrPcN+68lv4l1NJ4QrCo0IcIU1ZM6+Zm8d/QG7s+UA/1dB+orgOLLfdlb+1GZOfoqw3hM2PmW6BQivVDacs+9t+a9QpdRaHhi0L857wQaFg1GLuotnc7NtObINrr6j9h/W/hHjP98Su/FgoFybQ2/aiaqDtvHERjt36aiNSppkz+HFmJo7l3BMlb2074d2oPqo3SYEr11pMqTB2XFDLSN9kI0ckUPYZSTBnL7WRRvU13fttp2uPmUbD2y1muob0Iq8QHbvHIyoNAccy+shYOxPNv7YLl4tt6FDMuzR+Utt0aAl7OwR1LLGCDPio3HDzVnPfT3xlkIGIg6WURTJeVp4zDO578sxFr/75h+w2+9HCGO1rZr9NKm3cWQ837WrrcWWf2knXot8MmhL7Y/XftfyBpMyH5rG33X204I37bsnvm+/O/V5MIiP4dEYSLbtebw6b+ApPgDwOMkyaOdyaAueHP8k40tbFKZF7ErgdkDrE8H861K2F/IpnFhVcO/2oHnEJf6VHA9ruCENff0o6xG0i9Ol+JgyRqKUEWXPYaqE7CZMc41wSwtKKj1toI3LHsGcTCaKwGZg8HAbkTHCDYDoVrgYMSy62Qg13gFCAT5x3VHmFp63qXjas8BqXiurwHt9yGoou9eKQR/BGh5AKHsRht0qPPzJYB0bwA+fgjdwfcE7bOCqLAMc79S8PDC4eLH5O39rAYoz4HQ9cycAGo9FhrVqjEliAMz9UIpHhjuKtqL2Bl7+bfYG0JZJU4baE2BbJyYRziWRrLaz1rac3WGvHP1Liwukg3+DF3DOIhuZnWnHjhfZ7j17LZ7M7tmz5tnU8TMtEcD42Yrj6IZtth/PkTBb/SKTbAEbxdyxY/AStVlBYaE1Vjfb8ilEUkYMh+rhpuUfzAcI/471JfIxYVKu5YwcBg6r3Q4V7ofiqcOeW/A4VVEWWGpUOiFpPOTCDUpGsI7SBg6wGVOm2cSRY62krMy2FHwAyLwbQ/gJNuYLIYwdYNegevrxzn+wfTe22iMjn7d/N+crFtUn1sJIngiQjdkFGWsUEY4uxvxG6zUrLD3ikJArGIGNeL6GpA8mLJ1hA2LS2KwiU4ZlW3Zmpm+iI/BgiRKIAXnw6tCGTmEtxIEbcMigO3j0z14GU1a4C4/gXkskWW/SxFxbBK57UPhAW7fnHbtYXkZIbyy8Z4uJFORZJ1jD8uZL9u6Bjbb/zEEu1c08zLRVeatsEiHI/n37Wh0bzg17t9vfw2iwNu9L9vj8FciF4XhQm+waEJ5dGKb7Tx6Af7OTBMHhNmdyHgboWK8Co4jG9nMFyIgS+5Nn/45ku8kWEyBKBEZMCW7sEvhHcoMS5GRho4vkWBGGV+qoi7C3qh+EoAdhc7WN2zYRzTmCUVzpBtWQNGi8wHqLPioZHGTGsKFEvYZZQk9/upFr0kHdVDZoAdokRov/Z8NvW3LiWJs+fopHQvbmF+BcKbdG5Go7a6gb46ILwPMff+kvYJAgosWm/Sbr9dC5I0R19gF7gm5qxAgbO240xvoAu15x01595a8sI2GqrV6w0hZNXUyOH/K8nWcgceyhxvLBo/3PPIOOg/3h5xpuUjDqXB1dTBpxnkghCmchMGhPWIc1YRUfLTtq7xasxz15w37zya8D/J8JYDvVPxeS0MNuZ5ttJpx5C6t8yrhp4NieI703nR1mlbtddx7eBY1DqS2dtcZWzVlOpmms1UFcevTCCfvhwb+icWzFmLzCEa0BCDud5IEIPFvFYJu2ndlhB0oLbEraTHsCxZSFUSSwaCNJB2cBqr9/bItdLCnFU0dqNtQbmamjHJvXFFFtVzpKbfOe7VZ07KylshP8gy99x9LAJkSCZagm7Hbw2n7bsHMj7v1hTkw6LmsccXEmORlGR8BlvL3/depedtrioQvtKXB5A7JTrR6g7Y83/sSOENbSzvpLq3/NhsdmYGYOZOETKomusZuBajtzodSarjfbaLIec7OyLTSmG2v/kP2QzNqJI5ba49MftbzsKf7cziRNKrP2+Wh9OWwYF/3Cnxi0HQAv7hCiOHPjrO0u3Gc3MSqmY2g9MmUJRiK7Thihu6ldKX6kB4dKQ62ys8z2gvvbXVDADsfsy0u+brlgcWIhd21rrbfi2ydtc+kO3Or7rA870rkZc23FOMD7wyZBA1Jnh66TlIE350ZFlU0dPMW+MPfrlkR2L/5Zn0+dzJuNBzfa+uPvWtSgWBuRk0GGZLNdOHrW8uDbeXTWUkgc2ZUSehQfVnHdWfurd/8H2Y1hCNcFZNp90eJaUq017rZtAA+34wDZTCG19vtf+RPLSh1NeD7GwatXWsvZOe+y9wpfs35sBqYNmW2PzXnKxuVM8nDGB3jNDpDcITzhXHBsi/BUhXf2ZweLcRXbatT7wOA7b4f2HbbJY/NsYGaqlZApLA/B4JBh9hheRu2gE2IhVWUcrt4pt1f3voQSPefueO0G1y5/AqxILhsLKUodGrx/eujVNrK+xO0VBfVDCM8qfqh6vJeFpYcpVv8KczfXcTXTx860HjAa1eA/t5/Nh3h6v92Gy23phKkkA62w9D7ZGFj9WV+37UfHXrc/PfJX9l/GPmczJuZ52Go3O8oLFae9n8KokTouJxfupSU2a/g85pu0hA4mF23Vlzb97m3nNb36WTse1nDzPQ8DpUw8Zdf2iPNKHlSUkZdtA2fW2Npgx0pO2mvMuZq718G9AiGY+6jFBhIwuvAyELoTN6SWsm+Au7Sqw6FUuGMbTq23TUACkpKT8YolWlNNI+HOWyQxrbCklGQ7ceOMlZaX2oCogbZwyjybxnhHwUd19tIpDIedduFysSWnJtraeU9DHRQFRcMZaGoIaxFKm5ExmY3rImToJDge+wn+6HIEM/zhxhRvSSeb49PVeMWPrLddxdvthblfhhx4lWWA91U5tu0XtthbRS9baEuczR8sWMpCy8rMsTpkwsZj79nJk4WWmZQDnGWFTRo5jxBkEzxdh8jY3woB9EkwgFEYXV/Cwz3WEvuKqBgnNEkcIa14KjGUqmAfEKnq9rMb0UMxtiRrKTxpj6Ck+znh9T9s/x4bnX724uK1NitrHpQ8fez6nUv2k20vE1YsYiM21qaRUBBHyK285aKdZDNXc72aaMA4e5qN8kTwu9JvohR6dc9Ltu/KPnhBs+zRMXNtNqTr2vSE0w89jJkA7l3yqoJRbQRfdw5+ydeQaaeq8XpP/7ItzoPmCdxuBF70cBZQOJ5CdXTQ8YGGuqdXP3ItyXAjmcTLZuF16oxupiLAOfC8W23TkdfAFS60R/Ao5RG6SwV2VAHE4293/FewZp22kn5ZOmYZpPBDDGJNe/3wTyCDzre6+ls2Km6kPUuYfmjyULalyV5poBS864bD79vea2/aY0SXlqEvhyYPs1tsRnZXbLV3tm20WGT99DF5ePIWWwbXiARjWQr/6hay0g8CWRqbOhS6oa+Au4Ukl/dcfoCRFfeqNj0hzFVtetTHuJjdieiwK9aQInfimQslMaGZSMH7OEW2knDYeOe6/dba33NqrHh0dBzeaaUGhOMJDCWaJM43uRRFin6N8ovbT+2wbee3WVxSXyrEEFptItngSqfNBb4VhWf2LB65Y+ApI5Hvf7j6Lxw60NB5B5z9QRwAW+3CpYO2ZsJayxs9xhNrzgHRKqm6Qoi13nlXF+bNw0s5kXyXPjwfxpuSLdyy5sev+OhhXj3AcAMnIOCg5A2dHkboLxQvjopi13fXWQEK/K1db2PJmn3rhW/aWMKGcWRgkndK+bYWlOv78HZtwesQbsvmrLT5WfBvkRxQ2wq/2iVA7Ae3s1O8ZIt5b+HMuUHX5FkqAZSetcpAucXEEX6ra7IcsFuPEtKZhCs2gbI9hy6SpXp8E7QMp2zt+BfhLJsN0BfFSzvrA7V2uPyIvb73DeL0fewpdhAzwJOkgJ1D1Fpj1E3biwdw9+F9drv6jk3PmAL/zFfgZEvS6sJle8k2n9limw++RNjxC7ZgFtUS8J7dqq6xU+dO20kETT1hqpzsXLLxSIgYPMNC+oVaXdcN++kHL9mhoiPsLvvYl+CQGQWPXXJEGvg2PDaVJ51+pPRyuQ0hJLsAj80YuNcUatnJrmYr2KnZExaTAbgEV3UuLUV14pUDvs5ER8iyW1GoSvQrCpUpPHeHzKoSQP3HLxXBGXfGwajz2FnPHBPkjdJC8Xp3CBmPyX/UBKPzrrRcInSxx3bs243zBdzCmm9jlI0Do9dhJReL7QTx/1N3ztlVdi1JhAPmYUgrVXt8Rh7cZjWEQN+zPacLSLE3FNejVA5YCUEvxoi8SYR+VN7qAHPm/ZNb4IMrI1THThZPXUZcNsbHYstjl5hEKELM6XWt0IqQvPJq/su45/vZorz5hJAet6jGJGvACF6X/7ZtIwuvK6rOfuvF37FRUHI032qxEoz10+Aui66fs4qWq3gZ4hmjmbYanNe47AnuFt927gMA5PnkX8XagokYdXOfsPC2PmRAg9OpK0UYn7NzF4qtpfaurV7yuCljtBjA7NZjOwjFRntG8Ljh47C46LNrV7hfkR2+eohdcTOg10i8g5PtKT43ss8oBzZ/VLfLQGqDXVwGQRSlvELwQCo0e/V2iW0+9r4dJ/SUN2YqOCVC+UnpVnYJAcT6KAJA20rWVs7w4WTLzsHTnU2YJoXQeILVE9ZaR8WPdUf+lyUG2LEmwX8EsEnZdMqS6mDT0QlP4JTxCOMpC21EnzFBQ+SjGvoZfO+hDTeMHVkTYlDXODFB+VsvCC9LGJyfd6GOKKTCyzsn3iR5IJKEHTgAqXDRA/WHsu+FWQyQ7NFGBZDoKMLS8p7jWa2+U2GvHXrddpTtIgwUZwMgbo5HSU0aNwmvwAzKkjXY2yfftLLSczZ3yDJbibctlVq9ZZUlZFrvtsNlR+wW2fyRZJjnxpOYhUdDdX1r79ZAGJ5JssoCjLY8yg0O9KQvNT8cML+T4D7MmMJlFsDTfujKfntpx6t2ruaY/d6q/2Rzhs8nSzKBUNll5tkG21X+BgbVWls6DkzaoFzWdqxdAnf0k21/b7VVNwndzSQBaCWJQzl0X7N9gILeSTKWqr/MA4O3FL7EgYkD4dwijEbXKkQfxfqsRdYcKtsH7GEH4bAiz8hfOW0pQPHBVn27mhDgLiAzL5FNPsV+c/VXwQiPo57xdcuH7mbHxX1sxGupJtPP0vtybYyvup5bgM4bbWT8aI8U5LFxS+kLHAKXc11nDfKpAC/TLqusqrLh4OZSgYOMGIwXJjPXsgZTxYL1KeNDkIcGxqYI2fsquN3G7itsVL9ms8egL6DswURhzBlixlx4W82dCL640YMPN9w0zzBO2EHXwTNaeGmfbccre4cQ+ELgNLNGUhknAWomNlynCaX/zy1/CjH9cHt69hoSRx5BV0OpFdduP9z1v6nTXIDXKt5emPJlG5MzCropDBuw3HepiXscLN/6A+vsdoiqfKyFLHo+ujARj+hpe+XID6z6SqPNIHFpDqH2kcjYxLABtD+ADt2Ol3U7kZlieCLz7Olpz4Ipk/MEA5cv6SesB8/87Ua3hCP/ReRM5/Gu+k8BVQ01ph1rSd78VjyEbxa+Q8nA7RiWAfvOV/4bCY3wsOEwCtc5XFPZxdh6rB/mMP2kiNTFmov27qF37ThyOJKNSzxJkenQN00fRpLG0LFWXF8GD+YBO3+92GaNy7UXJv+apUX3t4vVF20Lkbt8jLa2pg5gJkMthfC+qtU0NTTR/h4bNjDL5kydgwNjLBhRNhVAfpRsEQrGUUmSn8TxEYYbnYS1pmaJY8rpJfgjDHyX6r6Jk+dW+03beSLf1pHhODB5gH1j7TcsB6+Hsp46cXXXdlXbu3itCkkAyBiSbWsWPWbjUiYA1u5jTSGQtFacQfFus8Li/TYMmofRI9m9NTRbNYtcZIeZuUPxJtRZyYVyT2ZYPm25Tc+GBRnX9ZbDW2194Xt2s6fMvjnvOzYNt68yt0IRSDIKdwPG/Pstf4HhtMheWP24TUyfALBeU4EU9Ihb4ElesuPnihzM+fjsx2wOzOYxobLiIymVUQzrOTtLMGwzJq6yESOGEzILWOXVG3bt8jWyUtotOyPHpk+cZhMAtaZFDSIdvNXqunE5g+3ad/wAIYxmmzhmAviDIZaAIL7b0AArfzmZkZfwWLYD0l1OgsIsS0mhkgNZk1sJ216EQuKR6XgH2ZEOS8ikpZr+bLwUYsOrQxI7PGGN7LLPUhoL8C591EQ20RUy1SpqKgD/t1LWK8/mj5/vC6wPuxJhJNQnTnaJ8fbRRwhjWuP8cx8UbLcK2Ntns8NKTxpo7bfbrRovWjXlXJrACDbj6dOym5Ex3VZOfNQmsGMVea68TgVUz0iK7Q/u8AUbGz8R7xl4H2W48okuwhoXb4JtwQAquFjgmXhDkwcTroPhmowrAZSVdq0dbTVe2u0s4J0nd1jm8Gw8TgttVuY8i4RKoDmyEXLZjeDpttmNjus2feYMhMZA66hps5sVt6ym7hYbji67S7hPNe/mDJ1hayatgtZjPILvlu0rIVMTjqC6O00ujKfjDQ4hbbyh7Q5h2et2HbBu8907gJYn2eKZj1jfxDgy9s6ROcb9Wipt0mjCUVDKBBrIRLpexZyrsrZoALZ8JoKw5xQyyJ555AnLjs15oOGmMelkPTn4HxqDUDx0JLeTsHIaz+4bzMcKwNCjyFAcaoGmHrtcUY5SuYHgC7OsYTkY+9M9OSUeb3UEpMgAAMEYtdq58jNgV/JJNDnipbwGUvB+VBYYUsI+ZwnNi0dx4bT5thBPZiKhWAnUz9vxsIabuwhYjErIcg4qKVatTww2mW5KKrlZSwbwif22o2QLa2aoh6OmjZjFphapE93tmYw1dXj7L1+x8aMnkkA0AI+EsL7F9uNdL9uBKsKJeOdGYnxNHTnFpk1lPYAlOlV23v7h4N9aU3WVPTv+1+EIW40sCAcesR0P1A47TXmttkjaQdg2vaef9Y9MtH7xJEX0p0JLRi54zVFsPCllRoahGKJDiaCEiwMNL8dDHRhujYSx9pbm2xsQrbYFKuxbq/7MaR9aW9vxeBGBOLQOI9ao6rEGaEUe5QcTMDYI44JXenXbP1p0Z6wtIzt7xexVxFCS8JI028s7fmIF5/YRioy0rz32b2xkIvAE5qSiA+pesdNHIDtKqortvWPrrbDssGODRbs0kQhMNR6k/ecO+jWukwiiqjK/vvzXwCIPs1MYU28RUj3bUkbYldrGRCeTMIoHYbxGxIVYJuTYkwdPAys1zlLwpoUBUO9CromQu6qejM3SYjt9sQhPX6XdYfOWmpSGJ2YSa40MVJgAVLVHRntNfZUnCbxzaKOlJPUhKvSUTRo2maSzeBJ7QG+FtRCyvm638YgNIHN9UP9BD7fMXPBrjmHocatiZOZ2OEULiwtsKjJwMRi2jLRMPHohzhmqspCbgI6MGjDBnpm5Bjk5G7oPkpu6q+xH9H/prTNeNeWrc79B5ilGEJGlMAzkypskheE02HT0HcseMcZWz1plI1PHIS86oW4qsJfy/9zG9l9KuHoZEYbJGHTwPBI274K+5m304/bTO3FK1NrK3AW2Bo7MtL5DeT4RJjPP6B8ZWvjTMNTRQzgRVJ1A8yRovN2bfRjAstpUoq+2ttbeOLrOCkgOyYaw+ncf/yPPEJW3Uvx6zUTTrlSW88EedOtw60t4Xfi4U5XH7Sd7fmxXqW3aF5qQEakZJGnk2Wy8bYlgS9fD/rCVTU5Dy2379UeetjmDF1jn3XawoYftgwu77ER9CXIbTCr4w7goQDJRfUjWGggX6BAieVmWi5MmCaqvHrDHXRjtoSRWRKCjnDz73mP8Kn88wHAjZIOVq3I8MpTFKhwGO7ayqgK8VtVQaTuP7rCt+7fapJzx9uyjz1Ebk1qVDE8b2KEyMlE27NhslysvWN7Yafbo3JVUR8jiYfEooOQq71wFH1eA0bLVrpPkkBQPNxcLqF8yNUdHjbMZk6ZZIUDUw4eOEYtPsRVzVthMMvnkel636z1bf/hda49rsG8/8sdwCY3GIIzznWRNQ7XtOrrLfvDB/7DpI1fbFx9/CtB6joV1wJhM797qqrS/feNvraziso3Cnf+FZc9ZZjJZsExIlTEpAcj41u53MUDetkGDxlpM3xhrgIqjhTT+FLxB44jvTyDsMHLoGP6meC27ogCGaEMooWNCW/tPHaB80gUMqR6MFnKLUMQ+V5l8IWAjJmblegJBzpBRmGLdeOHO4N3bDNljC8+4zGZmz7TUaLAo8pKJP4cdm2r7teCZq7hdYe/v2kJo5JIXlQ9lF6/yRfGJsZbJ7noqu8cJQyc7ISYZ0lh97AroU6xw/pA0+KgDVnPuVUQG1geMyeGrh8HYhWPQRmP0UrieBdGf0ER0TDS74HpPSZ+SMdVW5C0jQ3Y8Xp4a6Ff+Ec6+QgTUMPvNp7/mrNWRuMg9VMuOSwWLb7ZU2bZCsFnHt2B8dtoi+KqU/DEMyhUtbLHKa092o+464/w2wv+0TRg/wRZOX2hjwE+GN0aBcesmeQI6FoD5x2+cRpDAycS8iuM7JSqRnXsagjQZvNFNUspP2aJMBAsly0YNzcUN3mgXqk5Cd7IZz9UZa8Nr1o8dt0KQKqwOIA+CymgwEpnwAuL9ZG4pk/LCtQu2FQ/fviv5FkGINAHAbCTkl7EwcQ/KHGh9U+Kt6PRpa61rt2nshl9Y9YwNDB+Coe6j/1Edj9INcg0Rk/KdaHNPA5iNU/bmvlftEiXT0vr3d09eTdVdNlKdhHFS8ISOBaCbZ6PZUcajrL3UDcZ8NwKzC49lV0M3cIQztvfSLudSVFr7gNQ0yrDhKUcJjBk0CYG83HmbQsDvfB6PhzXcRMvggUUtI+FFtaJd4WAwaeeNfKyEPkD4o/3X9lhO+mg855BHDyALjTXcGt6EB7XMTl84ZdcuVtgzjz6LrMzGjuq0M3CE/Wj7G3a6HmUVO8oWZiyiJvIiGzpsMPjbBvi3DtnLx39iqd3x9tyUL9q8vKXgjW7bJkKQysq/ArA6NgFAPJn3WbGj8USl29D0VBs9AlnL1516WN4xWlKowyxPSrjazzpHkz7ckAMuL2+4aPnFOyz/eAFVEtLs1xZiaJHZWkX2nTjd3jr+N/Zo7jeo3LHEBjJXGzrAY2Fw7QO/durcYRseP9xWzYJLkI1pgBBiAzCAH7//Q0LLJB0NHmK/8+y3rT8h/nAA/dLtMoq8hnN0GGHfo/YSSvki2aHPz36RTe9Ma7/TicF4wnae2wuEocTX74yBk+wxkpdSec5jeKn/cdcrRnFDNscJhA1jbHAkhizyvF98sg1LG05yWD8wa/QQhkZ8QoJFIec7IDmWp6+NzXkltCYFZZut+HIp8J16kqOGESqEcHjkIrLdwfwiKyrryqF/OmDrSbIbMzjHlo2j3NOAscgPvF3RbWC1LtvR00etuaYFVoIp6LUJQcP/AbIYtcvzcws2Zx3hLQ7P2XB4C2TZ5falWV+zeYDklVR1nXDiQTbAW05uJPoSgB91Jln3y/A65jJ3mu1EXZG9tu1t9HUD/bbIVo9f6waHQvbyvivMu/3gTrLrN9jj8/4t4eelkAv3ZzOh0PQW217I69O/YEuZy5lsAESGLPLjqq6r9tNjr9r+8wcde/kFjOnFY5d5VEvGgrxikuISfeKolB0hua6voDhkfHnNYRja1FMGS9UIKiorqPSywY5VnbDJYOG/Nvc3oW8aAIQFCFToHajFmFOH9jKXU2zOpPl4QwcBqam3g5dIRAQLHdKWalmEuOfmzgGDPNcGgTNtZDP+0t5X0BcHqYXex3571W/YiORxdqsKo/XsHjxu+Xa5vZLExIFOI9WfqEY6Bnb24KE2KJkIBipBIXJl8cdS1zya2qn4rJmreFF5zk/iwHREHv2cygmiJpArEuMSRUBqigw37TYByIdidQYAFarWYQGZKoVnDhNuASdDJke/JNKmseZbycw4c/mU7dy/E/dnkwNSZ9GRKZHsOLgcMSEc041eFuoIAMfCM4Qt8bCkp420aZOm2xRIbpOhCNl/pMAKDuQzAMNs5YLVpMhnYjjgcdv3gX1w7F2LTAyzry/+Fh6mkXQi2BNmew0g1sNkKm0rXGc5eKDWLMJgJCNUafDt+Fiv4Tb90bofWCMF06dMwBNDLcFkQkzKFuMCeMWI+e/Dc1b8hm94ZLSyCbTs9Fk2d8ICmwz+rB+GlTwWCmuFEM7swagKACK+0XgdTMVpO3z2AKHgfIqlE02jDwcl92cXvdSmjRtrIwYMoR/6QZIaZw3wxJzGsN0KDrDzTiuYmJXsJvO8gHhA2DQmtUj+RO7Zjh+murnK3t/zganPblLcPb5PhE0auxQjdx6KYCjhS7KyoBAJw6BQSDsc74sLQp9gD1bOAbysVbfZRZZRTeDEe3aEnVo/dnyTh8yE2mSOjYf0VSG2gsICkkuK4FWbDVfOEhtKKPsu1AUbDr5L6OAYlSKG2JfXfMX6haXTDs0lFrG0m8ILHfUkIwB4JcSRkJBsK+c+brlDMMhIXpASVFkbHVW18PLsfs9LS43HcJs5cSZ8S5mOe+HByPIsYRd+EMNkjxXdLMQTajYlfbrNh8JjHGWfFILdC5fcvsvv28KsxwnFQuI4aJT3ZyNJEoUUIz5IttkJdneXq5oAJxuYmVi4CCfaBDBq00bMtMF4PmPA1LBy8SjetqKyItsMgfK+KwUWz7iOHTTNZoE5Gps72klH1215CzLfm9SufcSeW/ks3HaEid0744/0C//zEkYItjCMZCQyIdC7GIon8bi9huLaj3HIR5ERyDbLHTMLjj/uiRIa2BdePeZhKApPdVlFyxCGN8XJsWGQbydm3YQXQVjIxo67eCLO2HsQ74ZBp76YkNaCnAV4MbLoEybq5/B4aMMNBeqGm5xUbMhc+7AR8w0RHix2Z877tIVN7O7r+e6BXjPlUSd77oDfrZpQ1wFkXOGRQmomZ5PF/jQemGFe03ZvSb69e2QzyT7nbFXOo3AbPualyeLiY6C+KIYT8n0rpAzcxFQA0kAFxkJ10Iyc2XlhM1x9+dTivWOTM8ZBBfMEciPbPRydJK90RbVQceacHT9xlozpJM/oHAGNQpQSYRRrYrPAQz3w6GHjdaTigG07vc3nz8LMuXgTn7HBAwexyT1PbdUNtqn8Hfu9R/473ttZbBqaIUY/ZjvQDXvOIgvgzJoJGfYSKJvG45lvxQNZAUzija1veKbf2BFj7cWlX7fkQDKbHMJsGG3Kanby2RhKSUFm/uMdf+cJGmsXPGcZhLP27y20s8AZrrbAi0eSxYCENFsJFYXqg6biCRfTwV+//b+tInDennv0eYytOTYkBgodsFoh0Io0dTfYRYyW85cusNmPdH0zkizDUJV7Q0mzELlfi11ru+AlnXYfPEAR9nCoSebbs1OfQ1ZRSxvc3xVgFXuL99o7R9+DMknRh+V4rEZRQSaSxCdkDED7HcjrcciUBSRAjBg+GkuG+fKAQ4abTgNNjpastYJLh0m02uHj9eKsr1L9ZQJZslWEjwtIwttNhaBT6LjR9sTM5bYA+MqghEFAhu7a5otb7IM9O2xwKnKWyMiMIfPwuDP+eIBvNJD8cvag7SQbuhFY0pcXfYvEtkUImUg2yyfw4K2jjy7Zk/Meh9R+CV7kIc5S0NbSYPlksb/HvC2pLsfgibevMC4z0AUJUVRMoNWaVyHCT6GPBbNC+qNf0Umy2nzOSWfKcAtG81S/tJ0w6bVr1+zts+/bqfoz4KcJv5K5nMpGpIsxLr9dYgeKqEZUuB1nwTO2ZOoiomyJdr2lgj7YaX+4/vs2u99wWzByHnNtOaHtiWwSwCCysV9HdaUrVZcxrkfaCwtftAEQ6dcTmSs4t4v1tcnKGorsd5b9Ps8ww/qG9/cKDl2RRNHwuF64xDwrq2RDMtgmEkkZBjZd2feh8oygrz6JA5ODbvwnhhsd6p2LB4ru7qGBnsqrkxkFV7Do4DaFQ8Ef3G2+DaXDIOLKFGfXnGRsQqGmkIIWBkEeuGQwSkmxsLLDau2GG5iebkJZzd2AcAHnNgFK7OzA9cgd5XmTRa3MVJXoaIL7KAJlltQnyRnhRaFRDddLPdcHSmID49J9AIOs9OIehVepuQaMRzUUGey0SJeOwjuCLOAByIbFtVoOOa84zpLZfaWxQ4O7knuQeMF9milbVM0utr7xDqfTA9xPO4U+MXG0rR+uZpjHWdzdGEbarQm54MRfKM12PEiy8OtwH98BzK/rKaQZRkw8lvh4X/AKyeBbYsTPhtHXjtVew+70JjgPaG9YcHhusOjDMXLCfBB81rvhIDbxDmoaVsMhpwymNmHdMLCTAPMmkU0qvJaylkRuKCWjtvfgeQnAfROGkNbieOCB8aQC8neY1HdJDhCpqHZFMVBaJMGn0xe3cxfjVEMh9kZIGxNjU8isHAiqgfAm4ZoaaErukumm8RraL5PsWXAIGBICqCrRQgs1lN2exucOhnM4Lue0hAEkCeAxgt1aIXi1U6VpOmDtvoXXrY5zExLjSUGHFT2EEjJkevLY9HWr3emsJ0xJSRrc1irSHo3gj0eQJDKHDMO3nnT1VrwacXikkmIHuFe2hx1jILqDKh7BNghz1ElmUhcTRDXtNGdU+qW/wktdWHMtLE7GsIsi4PWddXgaqz1zORrDOw6cX1+wPJExYXBAtVvT3SbZeITg4/BOIsSYIw9zyMPIRGF9BXef3ZBXNiN0auDUU2k1ee00v1VKKDo2Fo9qIvgi7quNA3NQYBrtwjCRg4YySSkB1pf3Jf3dELhtpyqKbBse8oIzm20hVCxPzXsSg3m8e9B9AfDZz9vxsIYbHSztwzrU3GN+Yshpk6fBViKJyi9V3axiA7bTttzYjvd7GBQsJLCgsM+UnIZf7ZSdx1DQCnx24dNQEeR5SOZC1VlIt7fY7uIDFh3XZmsnvwjv4XwqlQywsFjoQEqP2t9t/UvGr8dm87p7dCh714RRkF+yzbYc3WL1tXcoOzXDvvLIVywmJtVuI0sUWjtXdcFOlZy1a5V4nHNX2dPznwZOAL8ZeCE/kA08QPD3j/i/k7m4s3ibbQW2UHHrij0NcfZCMumToLkoAuz9Vj5hzLu77Dur/1+wbRlkNl6AMmePHamEPgKPYQ6brUfwgCxkszFi0GiiMT0AwgugTtrIGu+0eYDsl+WutL7QOCgEJYoVeQRVMaUrss0Okw35xrZX4YUrxTs3hvXd16qvX+UcPJ0YIbd7WpDvfew5vEVzxpI5m5xGlZHj9nfrfmhX284DWXjGHhm7wHISR6EDYuwMoeUDGFSnzp+CSuWKzZgw01ZMXUqtaRLFlBCgCAXb5Cpk2cESeL14xotXy6h1PIzKAI/ZjMHzLKSRdcpm6mpjOVi6XfYWzAnZQ9LtmRlPQJ2URUWZOtpQxPgdp23htnSq6jJPs+Q+JO4hjx50aKrJMRqBjrrlhkmBfQDxd/+UNLhQV+DJ7wfn2Unoqg5YSXMJ07LLhkRRm3PpUzaNzE5FR2523bQf7/upnSo+A3Z4HAkqK2xU/3EWgQ7qjuzAYXCKqMcOO4wnKnvoiGCm6cBpKNBQiJHBvZ18zcohr185Dxx37kxwcX2soqLSrpRcxVN63MpDq5Gt7TYUY+03Hv11jFPgSGTSigZMVTyEb1PEx5cJukhaVDopePA6v0gf6JDHrRO5XF1dbW8Urbf9FYcsB6/Xv1/9LbJ4o9jEFlOa8LidLzsDz2eCPTbzi+CIp/D5djzWGJlnt9iG0+/bXEjGV9M/M4bNgaYpmdA39bHPbMdTnO+cetNGTLXnl/xbvIRRUE0Bmbm4l2S5TdgSJ+0bK/7I5rIpTiD8ege+QOHhjoBZPQvPq0KiCwhPLwY6lBY1GOMHSAo2jLyun8QhIuGfb7ipWxU6lLuGTEAvsKsRQHFIuQT4XcVjva4bllh0D7XPGDDhEqSkJdekhFU6QoJOoMwwBEYI5wWtQq6JD1LILZFYqsivGqOKCWEosAhCc8RoCYmxiO55izT01KSgWdyHDuvqaXWDMiI0yo0n0ZTIJcvtvL0yNvkN4+beczBHtCSFBZHRqUkUwX3FFK+SGKoxx4u4dsmiVRCTHYFKcwgAqftKecoQUzMCXFv3EkVHOMaCdmgBGZ4YSNoxdrDb6MLokffDnw+PCCrXDbwI2hmO90/9q6LL7eHU00P4hOPJJChJi7kvfeLZiGTQ+ANhWKhciOpHdtH+Lt2f6wu7RlEbRgl8Hko8eNAPGJBoZF7Tx6TA9Sw0/EEH/S7joAvB2U24m5gAE1ReRUYHY0BGrDZUKtLbxb3DKdcVCeC3u417xNGPzBXSUrgpH6VNdDPSh0YwV/jf+1ebLhU9Vh+yHpj7bAYI5YTKyMWr6Lsw9TneOYbHS5DooxHCFWhHDnZDIQSFL3UNfQnXpbES7UmIstHcc4dw0CPLS8z8C6G8jQwcgHY+dzux1rtFEKmNCYZfgGu41xWjXBuUaMoSKcOTmwTbT4iyU9QsmhcYyBovZVgru4niLly2lfmh+cJtNNfcw8gDPszBs6rPfLdPB8njrVCW5jmFemQ3MpZ6Zp6DZ+GujI/mN/PW+4J1Kdcw7/GhYJtj2RHyZz2bCJWGO3jxoJ0oO0A4jXJ0ZGiPGznR+iTArE6CQ/R9Zf4wbf0MnfOwhptEn48PE8qz4zSJmf9OIMo4aTNSBx53b9EBe/38G8z1bpucPtEGxQ2x6zVXrRTFo2zEmXj4V89aDcAbSiBkw1EU5Fv719m+S/mEEle7V3hUCsTc4kxk0PcW7bM/3/S7Ftsni+z45bYc73pGco5HKw5TD/j9I+8DyzgHRUIGoHLK9bHpUOHvy/UVdhlerDt3q2wmWfdLxj9ik3OmYCxSaoqmSzaEAmrX8njQ0QrtwboD79rWo9utiY3LVx/5NzYtA0qPhERA8WcoOL/eDtzYZktHrQWUH+/8aNfbLllXnDYzYMs6E8hUhJsRmMsQjJpW5MiO8+/b5j1bLC4uDsNgBcTrcy0a7k/JbnmNmcBMfyYvNA5Xqsqs4Oh+iHrhHmw8a+zpKaG32IaBI7x+4wZJSGcsJTnDvr7oed+IRJChegJi7Zd3vmznay4Aj8ixMakjyMgVrCXCipsuA2I/bgHGa1oGBmUemODhwlc3uQeuFdkdwJt2l8zsktIyjM8q6wMv3lTgPksmPWJDIrPAw9LQmBBwfFUQwB+wV/E6tnRDWZQ+lTrd1CwGg1xcfp7Es7uEh5c77ng4cBzhw1jkD+pyf1/iQGJBROO7oNzYcGIL/RNmE9PGWHSbIg5ldjeqkaSINngeK2x0yhz7+pov2ti08aA9wqzi7iX7b+/8L7uF82TNzFV4qVZABEzYURtASnQdxOhbv49KNdUFeKG+bXPHkuAXRQIfacen8fZvOPEW4fHdQHumWWb6cGR0mFVhyFVdu+Kbx1o4WlXNZ2BIkv3OU//O+16bWQQqMlHrhEWDPeBCWOvFZxuvad1oMbm+5U9pBn6X3G8AC/7O8fVsZra5nF4G9rkbfVeOZ+8KiQRhOF1emPnbVBaaS8JJGvQdtRC377LXj74M1VQbfKKLvIxiTjyUUYi/htB6e2XXT63wcpHLydlAib688DLEKJMAAEAASURBVGvopmgPsRaSlLDxwAdgAE8BMZpDVC2DNRJtDUQJr9Knl65foABHCBCk6cyTeVCojLdY8JrOsC46Hdkun8TheuCfeNzUmXQsk9yVgYK8Wky+yqXYAehJ+WHlh5C4IBBiD1Z6WCRhIb66ZWBgnGjw9BkvNyFlJ2NMmkQv8lm/h+7jYypvgsJ7vIXhxrp1QdmD4SZ/DR/2Adb1XfBoUnCSSnFpcvPPDSm5ZGWg6DWuiHKTEcObng1GW+BN0psejpOr1tvFZ1gQuqHuov85g791b5QlSpyL68pqHO8LR6R2I/yQNJ7ezcQMGm70GaE+57rTjlAGrC4lpYtnpAdjVvzXIW1cDXerylJ1EzaWV9PD0GAI3ejivDAGJ9AhIwXDU75R+c7JCITZludAadOH3Ii6fLoJAgHDWcpe14K1xn8X8W4wVMdnea4HHQJLe1t5BmEZZBD5t8ZTRjgCvwdDTM8n9mZMLjcqehDG2v1qAINs2MG+kdGkrDtlNIZ4Zh27aGKaqlsY7CeMLwGmMchU11BkjFzADTpOgEeM4tN43gLMNy3uMI2TdnHc2Q0kPZLayDjQJEZIz6k2YOyw4GXoeFo9r/YQzlLZHt5WN3EO//GLcIc9GC8heLA0WF5ehnPCwMWoRqDmi66lWnua8zJJQ7u4Ls/sB3OrR/MCj1soyllhYZ9XuheGLHcKnvdR/+tc5pg3n2fTvNUfocwPFZJWaRjNQ3khtC419l0YvwLFC1jtdSKZI/4+/cF2CFzbLQhZaxA+ZR6yKb15AaWSZstGr7KZI0ny6QtxZRSGMvMlJsCzP0w7P+oZ/hW+97CGGwMc7B6fDppvGh7GiHEXjCEEw62VhJAzl8/ahpMb7NTlg9bdjC+esUogSy0+JsHGEL6fRbh/NPi3CNEZcBlhbF7Z9gbwjWP2W0/8MXRA41Gu/dm+QfTNetsNpuzPN/8+VEWUbCMUuiT3EcZwGDUjWwmtXrBdlGTag1KvuV2LZycae6yVOciGEu7AGGWm4n2ZO3ymjSLTMpmse+27OiiBRNgESSyJxgsPOFrCmu29Pe9Ri3o7zpgmktC+6aTaCRCjXsUDt104Z7y4lLUF9xkHk328Dc0c7GwERXgaB0YMJpuUkmoovyQSMppJaNhY+KbtOboH2qT+tnrhKssbKj44sKven1pXSGDWmKZ7cztltK5TGeIqlCgYIxGJ4TZyaDZ9FGuHjx0B31QAX9wM+wbh1qFJmb5eLxHC3HV+ixXgTVJ1hXD0U4Svn1CLgqYqGeLVsclTbRrhPdEPxUEXcQEPyz9u+4FdorpAJ+2ID+trQ2wA9YAHWNbwbIy7HMtMyybbMZlhp2F4BpsDd6yUjMYNhLq1KQpQWUGOgD4xEMUSLlW4bvZkqs5QhiqBqhXBxJZ7cuMB/S6dJ1nVzAZTNBYfcI/T1E6N606kkkAfGzg43foPTbGbdbV2iDDqrNzH7EuPvmDZ/UaiE6Aool1/9up3iQ602hcWfMEpoqJUigqZ3INBvJfqO+8UvEH06ph9+6m/plTlVDbnUL/gBa0Af763eK+9cvhvrKuZGqs8TxQh5liiTiopmUPI8SRQqPKrpdSoTrZvPvGbvDaOOchmXYtDG2dkkDacdBRjwrdev2e0ud4WRYIUNa87Bo7fO4j27LsIpdSpXZTWKuF1lZJrtQh0yyAS/caCUV5GklkGODbZJiI9V03w1w7+haWl5dlTzKUpg6cD0RmA/oKuBWzf99f/jR2sOAUOPNGpUh6bsMpLcsnxU1pd7JRKBecPgbm/6dGhMCIVIcjihKj+JEUOtkwoTiblTIafj7rhRA7D2dj3IA9C5BlmnvzqD/pRNsHPDZWqNd0Kw6BQ8EoELSq6WCsJidONF8LLV6BAZEwz1sT1uZgsZ5SMG264S5QyrXqMUpL+nk7mHB9EaSl+lefEDSyUpJN88jlUFveWguZzeLOkMOXLC8WjoWoAMqlC/foYJgg4mVM990JswuKFSuGC+fGJws7WDSSu1kNDFWcPY9C7OUf3lUyWp0y6U3NM88sntwwIflV7ne2ez3ElHpa78cPDUFpcchtxETfWAIz680mJapuub01a7XLos85QCAcxdsPwMoXhzXEDEaB9DyFQLxxNWSdWXXBS0JhOyjGFI2R4omBbNNnVfTKiZKTpd4RSiBtuLBWMbGEvujEy1FYlktxPwQ4+mB7oFx8aVxlBSl2XqSqDyY0QJL6SHGRw3X9eeX7Ufo0RHUbfaSJopfK7FqQbRjJCpB74LK8JqO2GG2eJIoG7+elaKArJqvi75okbKTJ2ZYxqjLwfuS79LcNQ7dRwyeDuwVAJkaeXeeHYTO6h0BU35Tq8h3dMRlcgNDhPyObAW8bcVvvpTpHNdiMcwgmnayi5gS5M2/hCOXu7NS/07BpvfJzyStKI4J96VD6jp/T26PP6WyEXDEj+4/sBh9aNPschQ1sl5jTJ3Nh1w5Q31J+6r55H3m4Zk4yLlHEoxq3mtpJYtAOvBrx+qbKEYs2l7Fav2E0oJxRqVk3bGSNmQ5EygOtxD4Wm6SvJoM/j8c813DQ2mpNBQ5rxkIedsdAgaIOi0HYR/GnHLxy1SxVnXZ4M6Z9hY9mpK5lkWFoGsycS75tCLd1gValrXLDBCXpXz37KBg9IR44G4Re61xGu8xaUDP3IsJtLGaPJeD9iQ/v5JuF2Zy1JNpS5gqeslLGuAULRDWlqv4QUSyesl544yGZkzbChCVkoKvBjwCDkAg+A3ZKcU7FszdkHHe2snUJ42I6fOYY/vMWeXPOEDUkcjsOprzVBTVF845xTdZwoK6A+NUllUNeMyMiiPfW26cAmQO1Ztojs5ZHgSyN64mD377TtkPieIylLhtsscHEjB44hCqG1zBpAxUiwhWDISZZTidXauygXBoSlRYStep++vnStBFaCHVZSd8GmTphnX53zNbDDeNWQCXeBBpQ1nLcDGLXFhG7rIPBuZ9OuEowTAdmPh78ti3umA+foG5OI04GwJ+Xj3iNT/RRK/jZwj4yEDMdZZWdkw5qQDvyBChgoTFXI6UF2ydsfYH0LGnKWxKUjZwqt/EaxR0P6kxwlGqWJWZNsKIla0WwKBcNwh8GHfIkf1fOSBcwoJSsBU1ESQiHZ+gep9lMPsXDO4Ak2cdR4QqdJVn7lEgS5u20S9FKLwJqnxw3CAOuBkPiqJ2hIrjwiqqURk8kmpg2ECQPo06NkVO6lVnNHd4utXfii5ZDkpMgJ7KD0cwvlFyEpPg0R+8ULPHekJVCRI3Mo9WCh3krrk8496dur5y0BEt/Hp68Cx83cRoa6a4O+UXhR0TPZC64DpReCUpV5yvs/Y7gFkLMO5aGtlXWVGOnn7XQp87oKXkygIiMIw04huWM05MKD+w2hP9nQoxduA2cqgjtx/5mdltQvxVbNf5TkGdohiAtzp51Q+5sQvhfiYVWYeSXZsblp8IQShVP/NhDKL2Pzcaj4qB2vOGG3u2pYEa0Yxv1JMpkA19s4MG2ZXmM9jjGUGghjraORkNOS+Z/EwdxgPH6+4aYWwTPkHjcMATQDioUhYSB6mLhhGE2+41SYSo/B4MhQCDL0SwnxiG7o8DYKz0OtUnxS3lhImkyypvWZYP1GzpGi4kuD6IqZgQ3T+RgE+Bccu6YOU2gwqEN5Xx4fGX58yczTBFHmi3vb8eT4RImiXAimv+6nNa/3Q9xqluEgBS0liaGjN+U9VDtw6+m+3QhXTXIpRB7Ed1PilBHTvXsG1S8ofh1qu6w/tV+CPRyXvYd2dT0ZijSv2Rq8GLkWf/g9ahVZ7sI0BdQAlHIoHssw9RnGk0LPMlZl4Qdk/HIfhfXCmTzyYilkLY9bmHLG6SsVIO5ivEQfIoxcGLtWYRK9w+ijBx3eHzJauFEXAkbj5nY2fyuM4V2M8UAraScv0vcKLatvBYiXh8oNHe8HhVPV50x4tcHnifqRa+pczQE3pGU0a15xhgwYjDLtTDW2MrKCWkYzhX7CKEHfuOGkhd5NnwgLh6PLDTnPptSoIokV9gzlvowkbWzjUi1cF4oBjLZQPEwh/FSHKkuzg36LYox0ruatvFyduBCCySG6n/qeZ2buBOh3harVGW5Qy7BkcKPw0GkquQHPZXxec7+HOugL9S0X9B/+Gf7mMrzGWlL/8Kw9mg/0SScGQyBCD00LMK4jqP4RQgbwHfgFT1dSa/EctSKvl9qNpjJU7U2wVnPA+Sy3qXAWioW8k+dh8njoRuFe6MD9lp+3/x7WcNPwaPm44ebQAa0lXsQ41xoJKNTOmtMskWFST5jtTuctQusdEIeCSYzpD58jCUnU4+hmLGWMSNYI31sHx2MsRkpK3HBCUIImCF7C5TESbpGBXdV4lfrLZI0KYwo/lbz8TFFC+zDGU8KsGRLYNrxYXaw9yRCmhK8HZTsn4CmJhI6om024SmuFIcsEDdDMCkIrfIbx9y8+tCbv3m6AbJZi3dSI7j+wHzKYddWhkFE4VSLuWmVHGQXHmxyr2p9ECFEytOHxuAlGWfJxYHI/x42SJUM7IDlvu0ZiVgPGDPhn5mNiBBhXQnTacCkrWpvq8G6SboQlxkOoNSpBJKNDPGo14Jc3k1W7hzBZaEKoLZm9xB7LftpiOgRvoB/o9/aYZqotXIeTS3IDTz+PqvJG8T39IWhNsPA+rCmMboX0pL06qYpwp7GRvmxlPNEHiG+Vtkqm6kU04yZ5gWSi3wRfwHkgLa5xoF8pl0oFAjCzGnP6NxKZrZBpSlQqOFS8UJJr6nsEhAP0f3F3B99hrSsy09NDMgXysxOD9W77LbsNt2UT0YEY+ljVGSSzmsFS14P1DQGqkoJXtQ9ckOG83sKavnynjOuEwFLQn7YkIXd5ggDeXK5/mxBwPThftScNXtG4MDjKFF/EG9eNjG+mGkFt5w2SvNhAMzbCk0f3iWaTkYohl2i19dR97ay2QEy3ZfYdDtE0OHJ6sluGDc8qk9t1hFvadBTjqg2ONsTdnYKo0Jfa7NM3iuBpJvq8ZuybkL13wC43UKtUmqAv8z8Rj2XfuCTXfV3QrGgdBUjAEpfeXSIL0cx3leKK6ron29kA9US2Q45+lQTJuxbNA6RQeiw2IsGvqbUs46+NTGIR8dZBX9YBBCgS3aD5HcsYqvxajNaQZCTjLBgU1il0Z+g1oDJai5/EgUuG/vp5oVJZRprOapgbLUFB5XUL+ZCHrNRiKSZJNX8wedb0u4QZncLvHrZkhru3zZUYi5MR0uD5ufx0D8uH8oNBxWDQfbRz8h0KTZDQCbBgZLxEiqtKzeH7Q0WryeAvsri5v7db3iPdhwUmkarJGgR564LcULNE33qPHQAXC56vR+Da7uljoquYsMxCLoXQ4NllhOBu1ks60cG0+lUPpnbQdj1bmBSrfmdyMEX1cV/wQS8J11H7Za3o/jJ+vC30lZ5dZyOB+bQuzILSpfhPr9CPMpJ0O3+NRSYjRX9r169kCC0SXVueK/e4uSZQCx5w0AYXMtxLjNbqEy0wrSo3SLim7qYvD8+pDd5KCUBO1i3UELWZduoayhSTqafWaQz0tj8bfdSjBavT7y1gfVxGEI0IXk+hW11X19OdUJBa/HrNd+O6ByHdMBaTKEckRL3dzFEteOHMdDsJEpFC6yrOJYQic0uUNijsLWMMGz04HfikhiWAQah+1uFt4tO6nvpYc8K9YWoXYQn1jTB4MoY09v5MtEd9o+M++bHuLwGgzFF1bnANcDNe8/f0QR33fvjH9bvuE5wEGOoILMZEu34tTxmjuKEBs1O+pbHa9p7YZ+t3vGs36i/ZyOFT4QybYBNyxtkowhsyIGQYq59CmcMy7P1WCLjP4/GwhpsPCPPSDTdpbMaY/3weawWIMLqbNaYNrdYinctGAYODeaK1ovBZCJhd34hg7HUD6lbHuxdbygCvueNm+BHcdWo0MDYwQHrwFGvzpbV8P3rh3gmfF2qG2qKL6YV7bdOc0JoXNIQ5q9mluehLh998guvchzpolBaEDk1brqsNhIw2h7+wcFQ7Wt6ycEVptNmSlaTNveiKeFatQslU3xSjK2QAdsvNSxMlq0PZKEuJSta4JOfcMNSn4COa4y7ThHXm3k0Uglfm/jsQcN9qoFLMRAi0F6+2YRHDMCa5Jwaj5B+ZSpwvg4/nVFv0CFpDnWywkB8Bxkd8o5JLqgsrYydE1ok/KucxdtqUCsfs46aGyCqmHeKZDEZcOJm+CZGVhyHdxQZRuFQfc43Z/THXaY5tk/zjGg88aL/GEOOdXT1n87cEFEZwl+Q7c0xRAx6Ac/gbY6tT/UM/htH3kn09GMHaxGteBFkGdFNdl8/pJ+3twWEg3cROkG89OPfAk49Q5AzmOzAet9gwpvwzOkVRIZ/j6GO41Tq5TpScPGoLfeFTxR8xuF4+nDv6mHQJh0OWaJfbBbwU1C3eVF6jv+kjGfzCO7oMv9+PGgPJX3dO8JR6FjVNRrEmt+YeQ67Zw2LkfqxL+o3R1iTio7oZr2sM1FAe18dbXQJ+2fWTolf+Hm/q2jpBY6G5o/nJtywCzQvvO53yKz7oWb5+oeGmN2n0gw49HM9F79DZOh/FwENKKckdGureOAZChhSTS8DxYG/xo/fo7YF/ZT2gTYSEoZISXPB4WFMCWUqHKS7DjZ/yLHfpd53rr0l9opZkrBKyEIli0HCTmJeQcynx0b0hgcJOL3iwxjAQnLeNdaWCzE2tzXbpcrldKLkACLzZ0tMHWuawTHiJBgJcp14ssl3CK0JKUVpYwkySTh6Nz+HxsIabS8KHGJ7PYRf+yz6yjGSMLuGmW/DQ3e6osdK6EhIV8u3UmVNwdo2xZeDnllC2LbSN9fgv25req/f2wKejB6RTPrbhpkeRQsFw819ln7kSCnpFtJpclWnHioWn0Gbv0dsD/1p74EPDzXffPIU2KfxwzAbz3ue+DDUMs26F3H1d6G8ZfGwKMdzu4/t0LS1BJyh+qA7hYvIAaOfKLpAtEns/9vIKr4Pt4ybW2t5G6ACiXnahcYDUY6PjCG3gBWLjFMQGEoTGa+2JDGo4n3XPxEPd/7N1Uq/h9ikfT7x42oDcbKwBMH/DymouO56s/GqxpZHoMB3Q+OwxMyx70EgcZNrQsC56j94e+Kz3AF7Jj2+4SYegxBxg7qEiV0XSZL6MhH+S29XDd/wM+iU+6z3b+3yf1R4Ibkp4OnnYtEG5Z6QpdMofGEJBb7OHRMQL5eEBGW28pzAZ60FrQJ91WACGX7hgAUEL7yO7TVhH4U9CPfFB64rr+v9aYdoUESYhRMCdMBjdT0R7+CccHi+qCfIEKolCYT8/USEAv85H3voz+Wav4fYpH1ZCgNdvXYah/7Adv3rWrgDSbwbP2R/s2LSsiZTJm0yN4iwyaIUFU0ix13D7lI9ob/N+GT0A3OBjG24evUEjKODjWaiKhBKCcYoNlIdUipSKQLweEvplNLz3Gr098In1AMpB+gFLSMaXjCTnAHQPHH/de11IE8dcKCtUZ8lqwqgSVrPHIQP3H4DNDG+xeu6/8At/Cj/pEB5V1JDBxbeSIDxRQ8kkboRpLapN3Bc8h7+mS2PU6RZakY6N5J5+8JrW7ufx6DXcPuWjDvaohOzTdfvWUSt1kwVIehgzZDr1QCfZRLJ0M9KGQPweC6UQGE9l9D/EGvqUP3Fv83p74IE9IAn/8Q03FIGIFsLJghQ5pep6werpO3oBqOVIcMONkIzCpPID9B69PfCvtgfcAGIOy4Wlb/2tnzr0kk9vZrl+ClMmYDRzPmjiARbAuBJQ2eE7nCSvmQw394Bx5kcdytuAvc1Dq7qnh1q5TzgGodaVEmG6BUjH6yduPIKwXI4PCawtzx//ZMg5157a5y/JbOs13LZUd9pjw7pt7ZBum6VyhHROd4ioM7S75Ysu7D1+xT3AIrlxs4LqBafIrr1lkbFUZEml8Hf/EZbah4otUFAFIAsPQH4dAY+dpnTv0dsDn/UecLXzcTFukmcBsAjSWK6s3Bp0f4OHaKREFDbyzEHd0b0Cn/Wu7X2+z2wPBCd58PHu/34vPOov8prCkdL0wUwy1AnhTafSITEgTLxzDseRkQVlikqSYRzo+4EH1xYnoYw2hUVxnWGsgXMje9ezqe+rLrce5XHjisqI8lAoHjppNt1b7XNbTeuRv3XK5/Do9bh9ygcd+g9l63ZC/xCgwgyrCI4ustQ7yAwF6ym4Z4AMVVXDUcnAXsPtUz6evc375fSAdMzHNdyEkJHHTeGaNliaxSAu7E5sdIxFoaS8ugCp1uLA8sSEXsPtlzN4vVf5RHogiGvj1sKQyXiSMXUf1yb8GG/JFuqEBuFOV50bamKxj6I8WDccU+HKslb4lGSFHi8tppR3PqdrPcQh/qJO6rDKw+3cebK98LLJqebubbfIuJb+Vmv8ssGwqnvbUIRB2gW9odUrG67X49brcfOp8On6TxxozE0RaENuwZJhhyHaCeHZmP8Bsqo7oRUJMKfjglP509X+3tb09sC/RA8w938JhlsPZSkgpKMU05Wbl2GqLrbqW9ctfeAAy83KtdS+aVDqwP4vPhoWWm/M4V9iJHuv+avqAce13fd4+c4Hw02eZA7n/uP3Tqo41NTfsvUn1tuAFNbB8DE2PDXTovAghEKyLJcb/jYUEspIy0IfD17Cr/ML/5ORyAapE8ZPcSkGeeZ4TRxYfN1rBdeX4RbUZM7Dxzt+C3no/PX/3+jUqap5+3k8ej1un+5R72Gzz54IyIG4uIKbG8FuxLHmGyY2PCpj18N6CmejdH8FfLqfqrd1vT3wMXtAVFQf1+MmhdCB4FcNy6PnjtjeI7upM3bBpuTl2WJKcAxLybBYioh7Tc0g6+zHbHXvx3t74JPrATeO3FCT8YN9FHzBFYkyS7shJ22hFFBZZZn9yXvfsTGUvlkydbFNHTGFCpT3CtcTr1R2qch/wyjD4xxurqEe8FxuZYG9EhecvHveAD6j0Kju7aFTbY74J/jCPYNNLwQNNFQbb6vN+mzwW6cJjPf5O3oNt0/xmDNHuwiDChMaCkFsGHUnNIkDlGBUmTpVhhG5eIjIX+EltJDGT/HD9Dattwd+eT0gDtCPbbgpPNMNALvFGilEvM3yMdxqGirsqdVrbXbOTEulREYozOFidfaCzLgXvGLA/U2+sEB8S/k4mFqkoFJEckNIwwhU7SEdfUC/c+h9Z1HWedJE996TdvJDf8vLoPPu4YH8PXkcuIqzJwfPFDg8eKbu/zGOD9ukW3Ml+sXBQ/qhm6qNuoHa4c9479nut1+fAQvlJ+kchdL4qdbpc2pdkMiVv3Xohz6jN72P9GzB5/ZH9fAX1/Pz7p2vPg2+GXydnev9Z/fr6Nx7l7xfqcHxibyMBOU9xlD4KO6j04IX8V8+4j/tg/UlrKNGRJ8UTouf3jZdl5d+tl3+Oq/puegHFZ/WuWIEFwFtD2zdeiF4LfUZf/3Ms+vjOnRZP+5fz++jV9RP9//Q8+g+nOTjxN/8qV+9C7mPPGre92pj8HbBNzG24M3nDD0buyA8BF1UMai/W+vs7v9z+/dsXOY4WzZ1iU3JwnCjVqMYykMpm+RtFDWIEnj4clZ8wkEi1dX9lazgVS8+XA/qR90PbxsKS4zm7v1TMgLet9CoaOwv/BGUEdNZqiah8wO8z+U8oSFM4DquJ9ibF0r2h9H60DX0YMH5wy/3Dn3y/uEtvv/HZ+LnQxtu9+aqYxe9G9RPH3XQb36e+k/f/OETit/1p/72n/pdv/Dt7//MvNRc89funcJnlFSiw9nlvU06hxd8Tga9UH6CXvvws5zDv//r0Gc5VLHl/lrw8oZ+LSVlMIMw5sM1X/xanKb28C1+QL2okn+OZOZ930DofZ18/zn/r5vqvfvPxq9+3DtX17//Wb3uTWOO8npHBBUZWJeRKmMES76qonSEUJIKNvxIIAeqbyqjzou+x7TxGV3sXnv4qT/9cvfb4vfyVtJSyY/77+tTOoJnB3/ee1fh2fsn+ufp7Hv38WfSax/KhOC19b+f6gr23jX5TPBVrTde44R7ZwX/Dr6g//0Iyjadp1f4vveZ4JvBawavGLyKeyQ/bL8+ov7W5/SDn/53UAe7vuUN6UGfAjrHz+M/nxs/8zm9/rPX1Z/8rbv6W/6brq9XecXbqevwQvDFn/m4PhH8ln4J6gOdqmvpdeabf0Zt/3kH53B9H2c2qbqVf+znnfoZfk1d+0sw3Ohsir429dy2N3e8bvnH8y0yrsP+8Kv/2QbHDKEchupoAtNWHU06OpwFGKlyKVr/KL1uCl2rOHoPodSwHmrxdUS7clN5D8ByBjgIQaK6be0oPIZXsqsDQ9Cvy89Ilaqgxho10ZxLSwqYmpbKdZXi7wITEUr5qVDci5osPeCMwlSaRUYIF1NWkkprqByWK0Q1S9d4mENrWBMJjoagccrOT0aqFCu1zlTUGR8+V6J9KFQvJyLWfJLV9BIF4qgxSW1RSCb1TCEC3YrGQQYWpUy6osENijoC3q4IhGiIsE30iYe/1Jn6Vtai6rLRoarlKaoJlQoLpQxLD+U7VGQ9iAuhHQ7k1WLVAqG+ImWjVccznL4JVakPNZVn0iO0UnhdIbRIyq6EidyylfZHYhxEUfdQZWxY8Vq+3DD4zUeDK+nez/uvg+dSbc8AbQtjrMMwOEL8XrSPIspe9gpPrCoRuDGuNUtoRMMHSNJ6YjtpJf3DazEB0v1aE6wjtp7no+wMO209p0D6AfWhyugwR9zY5V0ntpWA0FzTs6nFeIYJ7tOH8ljxoHpYSj/5xPLSLswTylepHl2o7s/86MEYU787xUYEA0d3hBD27CEkGqAGalckc6orGuRNX/7usrLb5+29o+/YvmOHbc6kubZw4hIbmT6GuoV4xTpbLCqKEjtSil7KRR6DOOahysfcto4oMKJ4y6J6oi2mk2oHTcxrMkQBtQHEbrP2qCqL7qDeXlcfXx5dPTw38yQ8si/zA8WKN46Zw5gG53e31g3zXDUZtU9Tn3d3oPDEfaU6gpzPgxgFEOkjTUr+pg+Da8AnOH3Ey/IIulH5kGtD3f0pPx7WcOsWrgpDJSwGA4J5oBq76p9gnWXeu6dMggKVXpbyc4Ob/tP6JJTt/SdNQ6hblrOXyqPSjBthwmx1SAYySbVZEYZFn6Ocmitchh/hwBzHkOGzYaGqnSk5ybV0RPIZzQNhJxnj4P004Xlf9+M+ruTvDx3r2cUk86kb4D+WEKKBtaW5wVxqDW229o56r3XqdZtlHAlTFtVjjT01XFc1f6MsQnM+gGyNZC4zZ4T19HKFMggkA9UHvvnipyYRa9E3CPpTa1yls9Rp3ifqx3t9SZPVeq1nbV68lJXWJo+sb2cuUBF6XUMeuChyrZFHqu0s2Sj5J0Ogm/dDaXeo5jmJQV4PlQ1NANmh7OsglY42TlyTjWnQEOVcLXA+59VNqEaia7rMpQnex1oL0iUypCWf2XwFLSDaQNu1cfJTuYZqY3Mhb0ugO+gtjATzqrH1DHBdMhoZRj/IW69kI53vWeH0i7zr6iI9k5KQdC/Vr9bi13udPHcX7YvkGaVbtXn0uUYNTs0Znxv6XaX5qJkSiOuyttBWl52RjJ9kRqgSnjR+6BPpC48AqJQWj6m5/eGh36U3ecHrZCMPQvl2UnH6z3HsKhuGA6KnQ2sE2UvpLdV31Ge4CX1MwgnP18VcDo3Q+KCDqRMb4QMLDhj5aZR6C9Z65lPcU3NKF9BaUdWZQCe6TkldXDu4Bv3in5//fH5/zJJXmu4BBMG1lku2bs86O1l80ganpdq3n/+PlhJJbUTKpTkoGmWktScDKUJeBk0CzUgWl1vQmjwIHg2xF22mdpiSHFSzTrXk5KULYyLzwxdYJwuvXQqVheL1S1U/jQnD21xbmhqDjK+Ae9eY7AhC8W0pRKU6qJ0oKRlykRHRTAQmAVNZr/uhdt2basEXftH/PDvntWPkRJGa7kJYXjN5F/XFpGyXYGQBRFGEV4KoyxcErWQydmGwBlSLkFZHd8ZTtgVOIgzcEIwDLXjhN7ow1iQ03Ahx4SIhz6KSEtVio0O6VaONvtEi0HPTEPqmk2fsxkhA+cuzhvGkn+rfUMYrAqMl1EuU8QofC6FeoreX+3cgmGIRLlyV1yU89R59hpDqoG/DMRSjMP5kX/oY3u8ejenPHvRjO8LF2w+zfw8FklXPsRvDnX00AgNlgNHQ2d3E65RiIqVfu/0uCUOfKxg6NEICMpRfvOZjJws/moXLa8GC9PSNjzF9oY6mX1R6rQPh3IWgjEBg63NhoShd+lQbgACCSwIiIIGAcolAmMho15zQQ4XyfF28F8pnpTh83tG3bSEoNHb8IVwvujuOJ2DOIZTU5rBODG/a1o5VfraqyF7f/1O7XHnN1sxdaXNHLrLBfUd4G2gM1ySsI2OJvgjx2rsok7Y2+dswFlWsmbFEkbtnOiI4JyW0EbnWEddkMW1JTCXGlS/jWSw6zDpaMNCYSWES6vSB14zUYlGf+Hn8rgHVjKW9QQXB79pUsTb1E9Hv9qvWnTr+PsWPLzqtCeaPX0uX+QwcD2u4CYioWSJjQHVh3bvrypxOUBfzHfQCqK/pe/1P3zN9eE+yjh/qPs0pvcZ4qOaklJ/61usyc54PDy8pPNiFEheOUWMgOYbmZfyQBYwdsw3ZKIME2chXiBZiF4a/Gy58RnWSkQc0KvitW3IE/+Q15q82roGwZtZ0E20Lx/ZPYs6H2A1Ibk+Xn6R02lkbmjbI5k1cbCkJA1kr3VbXUGXbCrdYQ+ttPMkTbOywiZYYl4IcUZu1njAs+FKyjdeY9PmnHmF+ydDh2bWhCLRjOPDTE214V/NeGxmX88i4MBlZPJfqYEqmhrPSdBXVbu2kPmZPO1qng9UXHstapS+RH5q7Ou57/7zCifd3sC0IBTVStgNXYt7zPMFz+Yw+p/9laAYHzX/tkqxTP9IaP4u329rakakYDzKy+IqMRO7rs25gaW3xO59xxwDD5mtJ61lr3ccO+U7/aD7oY5o3upbaG44n3r3xvNaN7HIybV73U7muGyz0o8ZXbQ/2KbJU15YMl0z2ecR71FPtCLRYCEa9HoEW+Py4fLvYCo7vQwb32JQR02zUsDFUWGETSNskd+SEUIkx1f70etvoELVNc0ftVqM1G2UQyyurjW0YG109tgxPn896Pr1AW/VBiWc9a4C+7Ub3eAY9etD1lYxodFxYiDaOKgXINSS/9Pl7h68tPZ86Avkmg5oL8Qft9N65f+bn5CcL7uN73LhEgIK6hyv22ObCrVZdc8PDQi8s/LX/Q95bh+eZX2f+t9hiWWhZFlq2JUuyLAuMMjPMeDzj4XCTJm2K281SYXfb7RY27WbTNk3SwCQZHsOMmUlG2ZLFaLFkMTP+PufRTLf7u9omvfpXk9ejEb163+f5wjn3uc99zlcBsADOIdw2a+wYXJb5KiYGx8vB7kbVuhkjxIaxku5Rl2G1DrWovqtOrf0tmhub1ZKF0bAVKxQdGsvGxtGzmSYpDa/vrldNQ7W8YC3SlmYoIiiKxQsYYeHOsRjmcHIGTDCVrB82LX9rTnga+r2+u051TfXM+5yS41cqwi8MMgkGwi7TQIM59J/6MBDoqv7hQZU05qupr1VLYhdryaIouVOy3tHSrobOJvXM9sjfO0grQ5MVHxergal+NdKbqKu7Sz1DfQC5KcWFxSgtYo0iF8TIFVAyTcTrDgvkzoZwDIxFLBixKcCYOXo7NHjaWEh+5iUf7gP2B0Nn0c/Y9IDaelpU1VStkclxRfOePoELNDjcp4aGRvX1DCg8KEwJixMUExmrUL8QfAKblAKS8pYiVbVUOPOxcdUWhfgHYyBt1oyjmlBVcy33WqqIsMXKiEnj9/ytbc5PHv9gs32806kyht3CcniaMyEKc5o04whnMdz9EwOqwEHUt1coIWap4pbEqW+0X7VtNerq7SWad1dU4GItj16uqNAlbHgPp3LZy9ObLQuQmbVqM+JIMwZzFMAwvxy3rP7Jfj2ue8w4NGtF1DIlRi7TQu8Ix7CZQRx1HVJ5Y4laWau+vr5ak56hka5xtfW2qLWvTQNDg4BIKSs+Q7GLEnivWTX0NKqis1KdQz1oNv0UHUQ/qcilWkzxgbcHYGuCdQxgH5ka0KOGe/rhpW9jkOf0mf2fUlbCJgW4RzCuGHwYThcDW+ZszYuwLg2QceHYK1/uA0dgv2J+Zz1wxrCUtn1cbY+wLg04e08FgRdhP/l61mOEl8X4jVMg5IBxHCKvaHvFOaAafDjH+MiMPVMw6z6hoaledKhlamit53isQZgkLwUFBrCPUrUIJ+1pbCI4wVKrZswdR2N7g7Ge/7Cv/+0/flbgZsysI6/AgTn3z1jMp5v+r50w52aAwB5O9TwjZwGLM5UEYPaYZ1j4CfvExtT5G0CyO0GrOXZnK31se4zFsOe5EUQYMHCcKc7OgISDqw1gcF0WVMwyWYQqPIf3c5wmO5a/dZYYl2x/b47QrmL+iueDTGPbZgg0MHmsFx9NAuBL20p0veCqKqpKtHp5qo6sf1GLg6MJTifV2FmrH5x8Ux2DNdq/4Yi2ZexUqG8E68vYe3P28w7bcbQ47L9fN1yqAT8DGk42wGw/AckM9pkwCvA4y36D9bOsi+FTZ8l7co79PJNmEokJGPv2oTbVtFRpcnhaSdHY7eAoLYCtskDdbIWNl92gA2js/Rl3pzk29+887HfOU2we+cK+5rrstwaeDZzMGYvHTyyQmbRsBDbYgKidPjJtLB02yDgGB7jxBxaIGhlhr2F/b+/vjDQ/s+9t3uyXjiTCro/XAKoxZzYWBroNhANueF8LumzMLACdxS9YcOq82sev72SMeDGbS2dl2c/Zo3ZTTg9HZ66xhbymobUp5sz+MXzYBldNwh4WNt/XqVvnnMBtT8ZerV2xHmY1mGu1oH4efGMo+QNe216HxfaJDTDwZ+NgDJgbINMA1qzZYJ5nI2C3b9c8wz3bvTn2g1swu+X84xosCJofa8bFghGAmmUD7OczEBD2XBumf1hpb3dr4+C8gb2J8zp8dsbH5usX7WGj/a9k3BhicJe73i/4ia4V37SVqv1p+7UrdT+bCtaITYX5YY5JsfHVHCCE1QDKNudixgX6lr8ZhJqv6alUcWuxSlvK1dzd6qQUExfFa1PKJm1I3qhg71AAy7T6Zjt1t/qerj+6KY/hKb2y57OIwFMBOzhvQ4bGZIkUKiyJsRBOGtPADYZh2L1DZx+d1sOiAvm4eevw5meUGpkqL+9A51rnWIhm4OYXyz+3IKB7WXvNHa16/+6PlN9cptQ1gISoeM30zqm1tlUVrbXqUK8WBoYoKzJd6amp6h7pUfmTCrU+fYoWsEcTMFzLIxO1J2WvNiRuVFCAH4zXKAYMQ2YMESB0iLYSTwdb1dLd5kRBbqQHp4l0PDF+MYFxivCPI6sIgMOw94y06X7lPV18cJEI1VXLkpfSuNJTnZ2dqqmqVXdnvxaHL9KapHRtSN2g1JhVYATbdO768MFJXX9Mqpto5qtH/x2FJXEYRDYTlrRnrFPXHt7SW7e+o/XJh3RkwwEAUeK84XP2lf3v44djwfiaHThpGx8H5s4acbGUE3tVVCBPYqFrump14fYFPXhyQVlpm7V0Sazae7pUVFes1u5OejN5KGXRCm3P2KrM5Gx5k6qaIG06S0qnlbHoHemWj6+XEgD1fu5hBAFeAMUhUpU1OnPvogpqb2pf1rPatmabYhcuFfQn62JcndPtOn7jA5XUlig0PFw7d2xRUxlAu7uBjyZ19vVCYk1p35o9WrFkhQM+y1qqVdBcCnDrJrHpq0SqRNel5CgrKUtLApcA3DDA3FrvaLtuVVzVm1e/r4QliXou94giAqI1NDCpoSFjOEa0MDRA4cGRCuLoHs8Zi3aHzXMCxrxhI6ZhNPrVNfZUPRyqPTYz5qSrw/xDFQGo8vUIlOckkgLW8tjMgLrGW9TYV+cASF8Okh8fG1VPf49GSGcbaxrpGwk4XyRPmLwpnEH/eJcq2kp1p+yOyusr1D84JF+AcBRg/ND2/UqPX60A10DmiV1gRtJsqsMufews7Gc/J4+fFbhhSPBldv/MMHvKYVVwvAYQ+KH95zhim3/cjjM6TKdjR8xRz7MEWD0cmsMgA1iMBcbvAZxI+QMSHHBgvoy/skbm5gBpdvF/Hagx1zhBN8DaHC+C/wQM2NMtVIHJ9jBAYFWYNm9mae0fr+XMoeN6ed35a7PnOVf9MUoy9mWGAG3UfVL3Gu/rQv5FtTU1a3vORh1cdYRmt+EamhxQeXu5vn/8HfVNVuqlrV/U7sw9CvbCJsOYmLO3FJ4DVrlnB6Sybow1MqBhNn4e2dhSN/aJe+fiLCgyWYIHPzBuzRV742oZBL6eNWkHz7DH8PSgylvLsGvnNdY7q93rdzj60UD/ICdAd2P/Geix9WogwR4G3AzsGNPl3LoBabNN/GfXZHM14wATrgn231LVBkwcLSNjS6jM+OG7kCoYczY1NYmfcHK1YAbexQHPBnD4G+7TMhMOY2cLwWafezQQZiDQvuZiHEwkWEInY8BvDZSSgwK42dXY3/Bcnj/Htdq42vg5F28A04Ao1+kwYLYe7Hu7GdaVrUnnbfmJHf9laUve2Qm4Z/C5tlRGh/t1rfKKTj04C1jz1cGMA1oXt4HTJ8IZl3mfOWv+2TI5vO0s7JulTd0Bqw4Y5JWNkTNwZYybXe58Noe1ZvfGup5hkU7D9lkK0+bTglmMLk9kfdi9GBnhfGtsnWEDY5a5V+dquUowgbNyuR9njrgcB6ja3PIbW/i27ZyhciJce7VfrMe8PvlfCdxsI0wxaf/70l/qXl0+ziVcr2e/rOy49bBbExqc6XOYIg/TZDApC6CW/RYEYIDI6xNlTFu/q4lelbWU6mbJTVUCdnon+h1mzaIIP9cArY5bpZ1Ed9nL1joLqGHwia4UX9Ol/KuaHqnWb7/wF8pangX7RjqMGTXd3CDMVt9oDws0SH4eAWiG/LkOHP50lb5z9m9VVl2huIhY/fKhL2lZSApSACI80yAAlObPjrSd9s8/JsnNV8NC/dXVP1f1cLdi4sMVBBsz3EAkO0S5hsegej1ZZSzyCLdgnHWoRkfH1I9jnQJYTmGYhgCwU2ODOpL6ql7YcljxYQlsGBYjxtvSMgNTXSpvK9K9yvsqrKokUrVlbdHhjEICfLUZULslebdCfMPZcLNqHqzXOYzbe3nfUWBwoiIXh2l4YEyD/f1sDehz0sKzMILJS5K0K2OHdqTvBNBIPQO9evvBMV0puaJAIvE//MxfK35hHPMEyIIhquup1em8C/rmjZ/o9azn9PrWI0qOSmYTsmHNKtrHJ4Dtk8/8zNpX2M9NS4EYzJlzkzP0zfZy/mAB0d8ZlXXfJC2TLN8ZHw0PDatvoh1Ay3VOLUAnuUTb07c64D0iaBFySjc1djXr6r3rqmqsVOSSEL2y6yXAawLSCC+ASCcAK18nHp5VQdM1vZj1GR1af0gJ4ckwfqRfGPeanjL96PwPYOWKFbhwoZKWJ6rucZuGXfo1isZsnOs17V28f7SCPYOYhhn1GpiaaYEFwOCMeymQf2uX52hPzh6lx6TLHMcURu8JqYiLhed0+dE17dy8XVELF6u3Y1A1Txo4d7ELKeO4li6L1saUjcqM2qgID8bYzbSGA6SVx9U12gngr9DDmgLYhUZNjnNYPIzeyoRl2pzO33Dkj8soe4dxfzrcrPy6uzqbd1nr12doIU6s82mXaurq1MA4BAX5a3f6Fq1fmc1aCVIvbGFRXQnXdlW13c3olfowyrz+hI/CYHuf3/2cslZkKdAjeJ4JdxydWU4+mEb7xNv+3Dx+ZuAGaLP7dlwKTITD6BgQMeeCs5oHAfYU+x3OB6fuQtrI1Z4Dyzxn9K3RNDzf0oPT/I0FZiZ/neN/c2hhTRfnaE9Nmwo7aoDFxVhXYzVYj644dldYXauiNNtgjt1Y2RnXcQhzTg7AzszAOpk0xI33MRvmMF4GXBzQxLTxc7PBsxaM2TwC+lwJ/oxNnKb/Zrdbvy4TdFx9eElTw7M6umu/NsXtwn76q32gRQ8bH+j9q6fkEzAHE3dUm1ZswVYs5IV4MWc8sFl2nwS/s9gu87PzIMjeA1uAn8AYMjbegB67P/aSIVw+WxTssE0ADl7EuU775LCXAJlh7Pmj+ny9e/1NjSGzO5i7XxvS1mtR8CIH4LiRoXDeCwfvsFA2PgAxKxZygJXDINnP2NtmjxyQxzgAyPjmY0AEy8U/A5+WyjU2jslwMjmGZByYSSDlZvNpASipanHU1gwSChdjjuzeDDg7+8Q2DPfssEm2VgAcll41sOdrzNo8uDVm28Nex9Ed8xxufw7gZEVYTqDL/DjMLHpaSzG6elqalr91vjdvZwAIbbPpcQF1Bh4dW2uBl4F8xpCUBHM9x/7v1gd3jutM8XFSpGl6JuOgMsj0+LqF8SSujTS0YXpbwtP4XkvNciUQCPOMGl9yG/YTPphPJtV5rskI5uy5BjjxQTMm2bHfMa0uBN8G4Bz5kv3eghLG1WEb7QXxY8bYGthz8zaNHm9ur83D/m9A2gG8Nq/mS5g/0y46a8suYf6pzvN/Uf435wSR/0rgZvRx39iQ/tsH/0PVA+VspnX6la1fUbjPEpW0PNRtIvuGxlaHkQgK8dH2rK1KW7JKC4yaZ7I6xmGIGh7oDKCgrbeZiGaWY01itRgWaQyHVl5bg/DSQ5tTN+rV7a8r0DeYVFq1LhVc0o2S6+ynPv3ygd9WTtJGkoZB0MGjMFmtKqwv1uOyx8pckaH0penQ/TEaZ5OWdD3Qt89+R0PjA1qbmq1XN72mCBfScGycOcSSVkDw94bun1sJLJgJrr+0qUz/5c0vasSiFhZUqJuv0sNXamfWXg179Osq91/IeXszttFYyAtgSTYlPas1a9bI1c9Fd0ofwc58oOdWHtSLO55TasQqRy81aekzjni5XnRNNx7fVHFDEWMFG8SPo/zMtHkqPDBUR9Ye0Z60ZxQWsBhSfESVXWX66M4ZnSo4hu5uofxhU2JII6+MS1FcQjzVv+P68OIxNHW+2pa2XS9ueRm2zpsUaaneKTjJXNxTQkCwfu/5P1KEz2J2hpsGpw1kPeR1T+viE8DQmqN6OeewVkSscAyTYwRtAzne4B98ZleZnTJD5mbAzYpKMC4zCwC83ZW6XnZdN8tvqG2wjc07zdgFKHv5Wq1JXY3Wy10nb76vnvZRbU3boj0ZuxUHEDUn8+jpAwDfWdWS1l21aqU+tfNTCnWJwHz4Any6dav6ht57dEy9k+06mvmSdq+iLY1fAsbWqp9HdL/plt7Pe081bXWOoTAnm7YoSauzM+UW6KmKlie6V1Skgf4BCmmkhaRjVkYnafe6nZrxm+Ka81RWVK4436V6ftOLgLBNQuaoEVLc95vu6VzBGZU31yhj5WoNPB1UR0eXOobr1IGDXeBD4IJj3gcj/dzqI1oeuApGDYPkM+qA7usEL7eK7qi6/TFpb4wZNtAbBmxR2BJtI339hdxPM54EKDi8xoFaXS6/rLfPn1HiisXgdjeAW7daeqo0iKTSi/FfF71Ru3JytTQmmn3YovfPvUcKaEKLIuKVmZqj5TGJGu8fUmdrt9YsX63okFgciel2sPg4jTlYOkd6gOMxnaEjvP/n9sW/od/9rMDN3KN5CidAwX2b42Gxs3bMmTMdAAQDc/a8ebaDzzh+C9icqMjAAf8ZaCEy5Lm8lu0Hc0TepJZYk6hOeQ7PN4bCeT+kECw+XDmgirwB+k8nPWWv5dB5BjHm2Qf7dm7MUmIAeoeGsx9YVgMgguNzAwi4evL6vN8s+jIBDl3dAU+c8WlyEUsFW7D7dLZVx+5/QCbjsiK9Y/SVo5/V0sAkeWNDaruqyFSc1VlA3ZpVqdqfsV+rIjJocAM7i820+3JQgjlsgJu9PwjSMQlWqGDYzKEb7RoRxRuooroB9p0PUpIGIq3IygGlvNwYwZI7WlgPgm0XwEA/QUZ+/QMdz3tLrqN+2k2lds6KHEXCXDPovBzvy4eBZrOObhRS2c/n0K268NqzgIZpS9Ha6Bq4AQgYm+Y8H7Bg4HqOwN3YMQOTVmRkqUN3bJaHFVPBFDlTNMtcmQDf5oh5AYWz0QAeppm2sQaYmOaLN3XAzIwBR/ahK1kGZ02AZkYopHIHaPFMp/DC9MWyggX8z6zpaK0wbBwdsSfyHcbQGDWQzvw12LjC/Dk3Z+CUt7c1NgxB4sI8L+Cfm5Ek4/zC7C1/ZtpIWzOdZHt+dOFtXaj+IbbsZT279rCW+q2Q2xjXy9PnSE3PIK+xP3IFkLoYCDd6C1DmpJR5LRdbR3Yt2ExjVefvmSIHA5/8eAYbN8V6trHyIOB0tSKScV6DIMNMirMG+dbp6+qww/zMQC02yWEibX85c8hTP9bCzwNonmbgjQ9nUdl1/aI+WGP/qlQpS1yjE6Mqa6vUX1/4jib8RrR+VZbWR65Xdy06I86YK+l6rI7RFubLQ2F+Hnpty1eVm7IVlL9Q3YNdKmi4r+OPj+lJ5xPSnSlal5iplRGp8oEha55p0oc3z6qlrUmrYlbqi/t+RUtCE/SkuUqXH17UnapbCokIwnke1aolGfJ3C0IDNUyqtVin7p9RRU2Fdq/ZTapsq+Ii49Ux1KHLhRd04eFlhUeE0l9rm3KXbVXAbIjjkEywbmlBE4Xbv3/uMcMGejr8VHlVd/Stj/5crj6h3N9CrY3L0raV25QQvUxVnWU69+ii7tc81Ci6qyj/AB1Y9aIy6ekVFLyQcWkDgF7RG9fe07MAt1dgPJIXpxAlzpIC69Y9xu9WwX16gtWRFnVVSnySVixdqqonJapoqCAF6qbPb/+8ssKzFcj790x16379PZ15eB6weFv+C3xJNXI9qTuUQlsKVyrGaroq9YPT36HTeJB2rtqlFza9jL330v2qGzpRfFo1vVVatyRdX9j0JdIgRGIY+/aRVgDodZ2+/5GaRyt1eM3rOpJxSPEhpEoZB2cz/f+Hy0AcBsvUhhalGcPgMApcwzSVtAVNBToNELxXkaeBsW5SzCu0JSUXXVm2loTFqnu0F2b0z9TRNQqrmKs9q/YqYeEKXtNDHzx+U1ceXtHweJ92btiuQ1mHgOykTHBuzX1NOg3b9mbxtzmEOkNHsg5qY8JGhS9YjLFx0QAg9Hz5aZ288xEat3aFkcZOj0vV7qT1ioqNUTss7c2SB7AO99Qy2KTYsCjWSDYfG7R8cTKMbYvOlJzUo4JHiga4vZj7qtalboGFI009263zxef00cOPCEJ6tNBnobwZhiWkOBMWxytk0ULdKLqn0vq7yk3aoZc2vKDk0FQnjWnazvsV95RXkqenPc3o+tKVsjxFk2gE75beUWN/PYB/m/7TwV/HkHvBskyospvUUdllXSm6i/+ZshILRRH0LItfRrHDqEoKC53URk7WBkVERehJY5Pyii4ynnt4rU1aGrqcE0788D0T6mvrVnhYNEJlimTMyTrzh3EmnWZV32Yvf5GBm7O8Wc8Oa8RYmHkw5sZSbXxFGshE15bCHINZbVF5AzrdXrINOH9vNISxkVFKiV0Bs4kuFHG9/bzuab3KnpRrhB5k6Rmr0AT7MQ/9amvugAHv0+SCcSXEJVAEsMoBT62djaqsr1TX0IDFIAoI9FPiolitilwt7+nA+X1oCNFAkYEpAyHGyABcDIyYvoxNQBGOOUeq+1lH8xWbVrE8rfrRar11A9lH+T1lRGXrt1/5NSfA9iCIKm0u1jtX39fN2ot69eDntAMbF+dNU2nS+3OWVbABMvDG+zgMl/NeACJj0iz1iV+GrgbkAFCMigGkjM8OqpXWUVUNNG3v7obhmUVz6q3oRZFF078zAABAAElEQVRKTUhREFkKE6xbZ4Gu8ae6QZbl7Rt/qeSInXpu2wGCqVT0pZZlMdUYKTejl8AoxNNOutmYCTYA78UzuC4rPrLAA/fPZ2ORsEmAOJ7sADZrtWNjNTg+SOanWvmVBaRjlysOnaulDeubG9WENMbs86LQYPboMn63FIDCNdrt2z/sISMPBkULh4PlTR1Aaaxp30g/AXKVGlrqFRUVqcTYRC0OWEJRGn8Pk9Y11KqyRpOJtBCoLVLqyjSNQUQ0ok1ub+/WyAjyBwK/5cviFYetmgSINja3qq6hSb1IIGgAoCXhi5UUmUSQy3VReW5rwRKmY9MjetLRoB+ffl+Nkw/17NZXtC19mxb5RMIoAtD4z9axSeLmyEw4TCOXP0eGxoqZjIE04a8FcRNkyTwAdQ7TDPhym0KmM8bfGJvpyUx4ToBpKRghQPW0Fkh0cjDWwmyJ+QN3slvmDyhvZXyYI17fAphJ2GPzJewkByjOOEEH82TGxwaVMbTZm19rzg/son/xHsjB/nXAjYHsGenVxdILOlN4UQvCPHDAcQqaXKjm4ma5+5E+8ptRG9x2W2+nlqDBeXXLZ5S9cgMBlidpxmpdLb6kCzXvaHncWm1Pw3FHZyLSj2ZDuatuqlpvnHtTlWjCkhCC/+azX4Maj1NJVYEuFJxVYVu+lsUmOZFDMizXAldvUlqdulF5Uz+68T3o5AXaBau0O3OHYqJiAC3VevvU2+rs6lRmWoa20RjVwIcHkYlD5WPsLGfvADdbF//kA1EtFZJlBsxKzupq3lWFBEWgw1uHQ8xVUhQGxcdbeeXXdL7ggiqfVirEz5/fb9DmldvRW8VTbg+b+LSEKPa8LpSc0eH0o3p+6zOKx0j0wwaWdlXozbzjjiYt3CtCq0nHGSMSFxuuk1eO6TpGzD/IR79x6N8p0W8ZlbXeauit43ou6krZFQDsqDJjVmv9snVaFZuhMFi3PooBbhtDQ9S6JChWe9J3a3fqAaIod515dFxnyy9pYKZf+5J36lDKMwqAsZsmZVnVU814X9KVx+fl4+elg5nPalfyLi1G2+VEZJ+ME47t/3mwPmaM+rbN7TAJ7FNYVAM496of6sLdS2pqr1XCojjYzyxlJGYpOmApdnqBap9W6U9P/RZzEaGd6du1M22PFgXEYZ4n9U36o+WTOg4lNXiY9HJO/Fr5uvo7RrMMHczxvFN6u/q49q3cDcgklbk4Az0ZFc5cT/tIk964+T09qC50mMbV8WnamrpZSQQEPn4LVNRQotO3LwFkCxVEULAuJVtrCSaSw5IV4BLMvBTrRMlbqn5SrRWLUnUo5zmtTljHWptV63ijjt17X6cffIR8ABBFEUg2BQ4pUUkUOcTK299Df3fsLd2vPaOtmc+gEzyohMB4UrSTyq99rOt36YHY36nEuBVKXb5Sfl5+amxr1v3y++oc69CGlM36rT2/SiHCfDqi+GmRPnz0ke7VFGEM5whu0pW1Moc9sZRi0yk11TQD/ObkE+yr7slegGGBqluLtHPNLu1M2aZkJAJe7owbBnV8dNypQHbaF1h6gtczD2iaFyscsqnFp80b0P9nkv/tfvMvYdyclY2DN62TpdJsQJwUFpG/A9pY50MU1tS1lqv4SRGp7nJVoOGcAjCE+C7S2qQ12pfDmIcuc5xW90SP8spu68K9S7S3Gdb6tZvkTiq0rbZdLU0t6hru1JhvHwUCW7QmLh1Q7q761hoVNz7Sk+FyjZGxiAlZqo0EFQfQFMf4LIOVwxkacAOwWSGmsfadfU8JBNCDUpw05TA3rB0cbJB3CKBvmeO43ZAoWPFRcecDvXPnHbU8bdbm5Zv0pX1fcpbBJDpcCyrevvCeqgby9WuvfE0bCIYiXBcDlpCY4KiHpvvRVnarm4BlYHjIAbh+6KjCQkK1hOIGX/cABxCYPm92wShZmh7VddWrmIzFo+rHnLrTQGX0oBb5RSBByNSRbc85RRGu2HRrj9NM4HIB3e67t7+jNfHbtT0zV9HBsWRY0N/29Tjpw9iIaIUvjFCAFzpQq1IEuDlFHTBRhums8tVJk7K8rUWIacuctiVMpwG2WauoJ+3YCEC+/hjW/vH3sTuHCLyiNT44oer6alVSSDUxO6RE2vsYIbBl9VbHtlhLpX7mv7WjRb39vQCsBWiJFyvYJxh7RiU8zGZ9Z4POFZ5SaXkprOUabczYpGT01R4TXCvXWNr6WJcfX1YJIHk5wddy5BHd3f2qqa3lNKIWR2Ljj+QhKz1b8bGxGh4Z5XeNqm1qQHrCGDDtSTHLtCVtozYnbVaIxyLAMvcMaOoZ7VLhkwK9d+6kQuL9tWnNBuz3Yk0MTTFfw87YBPsFKRbtbtgCNLG0I7KKeaNKZxmbcf71cn9Pu1pYU10OmPMEbAYHhGLf0uUNEUAKDXA3rSEkJzWQOf3DvYoOj1GAr7+6sWumW5+ArQ6G4Ij0X8RcL5afmz8Tw5r1o5wQ3wD2BdOj/2Q/zZh2ksd8WpU5ZN0aWHSYb77+uTJGzp3+bP8z+PqvAm4WRbT3P9X38v5OJTBAPkHeWuiLfm3EjU0doQwW5wBapvz6xzAsRdoSsk6HNh5g0SWyyQd0r/QBDNhFTSCK3bNxu9bhAGO84x2UPgVgqBh+rJ9cepdI54lWUUX0m8/8Byo0w3Sv+IbOFJ1S2WCp1iduxjk/o2WwB6Y5q+ms0Lmi83q76E2imUTtxUHtTNumkJBg3Wu5q/ffPeZUBG7DiGalrgWcBMGWEGaYsTNaGqPsaovC1sU/9WDxjE2OKq8xj6KMt9X1ZFA5GJvtq3cpOXoV6UlzhpM6efuYw4hMUGyQuyxXm9IxNkF2koQ/m6VbD2BeTlEoUdtVqOeyPoMYfh8awUVq6KvXpaoLOOUzRE7xWh+/UWtjNyk2aInmvMf0/fM/VF7lNS2NStBX9/+aFvvGs/hnAR0FOkaBQf7Tu0TpGaRQd2p1FCX7VA1Zg9inve1c05u62nBbq1es0j7AUHbEBue+38z7oS4CNN29PfTSuhe0KTYXcbufI2bPb3qkizCDj2qvaXXiBh1Yu0dZS2D5vGAPjLr/5GHe/R8+WB9zMGRYDoIqBhQDMDI3qOreat0svav7pfmkIQMBEjinZathLKkSm/XX6Niwipoe6o/O/priQ9fqYNYBdHzbAacYANLF3zj3N6RJq5UenayXiRzjghKc1gBDtCl4WJOvD++c1cmW6/ri2lf1DIzr0qBlpButx9qUGvqr9T+P/R7awjnGKEU7UrdrdSSFDxR3zKDtu1l6XcevnULTV6S9W1/UppXrHXAf4I7ui7TIwycP0AJ+Tz04wmyA+u5Vu7U8JI3sBenf3jK9f/s99Ii3qS6O1cbETVqTQPoRx+VNg9yu4Xb9zbtvqKT7uvZufEHPZh9A4xamMljQC8VXVEx61tvLR2lpaVq0aLG6O/rV1NJAG4Yu2LBw5aZv0gFSrDOjgAei33wkBm/feFeFTYXoP2397VQaetBgnxCWM4pGwJulMMYIMix4uAD7e7vuI6XFb4bZXK2Vi1IAyksUyBx4elMZ68yfmQUeBlIw+o6g2IAK0+dICP7h/P4b//pnBW7cuTMmBticnlWwa/Zw+mrBLJlQe3RkBOaogsKUa1Rnl6CxpcAIzc4CxpXtr5VRK7Vn7XbkBckEMV6q60WnW3RFVwtuaMp/TJHM99wIFfP9sBkwEv3jI3pKEU1QUDhpSwpvJuCD0Fm6GR7hdVv7KGiBzVm5KFGHMvcqOzZH3rTHcIoDcLgTFC+19TeruJZiL1i9pq5WBP4j8xoq1sbKJckEtNuVbk5XCzU0MaRrNZd0quiMk9bcs2oHqfwX8KJz6gZE3iq6qQ+vn9a4b4u+/Nx/gJHLgeMOZV0Yi92taiQaJYCwBlippxRCTWBTQ4KC54ugVq2DuU6AyUXkD9Dqc+8A3BarsKbYYba6J63IiGvnHn1IrSVHLNdzO15QEPrTgcFhDY4OANyadafigfJqz1KFn6alYfFa6LVQI4Mj+Id69IJu2rYxl/fL1GLspFXbu5r8xdhHmy5jj2B2bM4M0BlwczH9Gs+xybVMi9nsEYogimtKdOread3qvquVIdgOCIBZ2vNMW4ADSO3poxIb1m0TgdRLO1/UIt9oGCmAdXud7j++r5qGKoWFhShnVbaWRy0jExSADk9O0d0P8v5KrY292pC1Ttsyt5ARWY1she4LzNetWjozlFyisreCbgph8vfxocJ9iBZ/E45msa9nSIOwrYthb4OCAjQyPKqxkXFaMPoIs0km6qlCYMw3JedgW9D1kqFwsUADdtMY+2slV3U+74JS01IgMqI1NjRJZXkrWQoAFSzaUoLXTRQB5pA1CgdYGfSnppAxGVJTbxOV+JUU1lWqpfcpxADvi01bGhWrI9iy6MBlsK/oM/HlT0ebdAX9eXHtI6Vi14PJLtW1NTDnJdauUJEhkeiCya6tWOsUeU3TYqVvqo+/63IyqiGewQoLjXAYbKedCnbpk8peY40d8OYAN9uFv3gPCxj/BcDNkIxj0j/+DJvCJrAqvP9x5g/V0TkfZQT5EGWhQ3t9++dJeS3Wg5J8GIizqhq5pS+n/T59gTbII9BLVVDR52E2HtbeVC56iSNbDijcM4J+Z5by8iB98FTX664itL+IIx/VhqQNen3z5+TN8Vk3ii7pZNlplY9V6ejKl7QX57skIMph0m6W39T5SioVex8pLiRJB2FrNieuJ/c+rQ/KjqnsRhWVhnu0OWO74hbDTLCJ51i0BtywQU6EaezbJxjkE/w2f+cf3z+fBikoOF12Rj++/5eKUZY+ve8VpUQj7HYP4fWmNOo2oO+d/r5uNVyhWnK5Xsl+nWiI6Ap2z6jgjlHuDyHwR48+gGr30XM5R5SbsI3qyED0bIV689631EjfpO1Zm7V1xW4t80+Ry8icqgZL9NbDY2phI64H6L647nmF+kRT9DCoO2ivjj84gWHs0fMbX9SWpK0KdmMD4HUnJqHKm+v0nfPfUMvsgHZg5Pam7lG8m6UfZ/Sdy9+Cqbuh0OBwfX7HZ5S2OJPIZ07VHRVUIuUBaO5Q1VqiFzZ/Xvs37lSMbxxBvXkRQqRPUO4ng/bJXgK4zZqOxNISfG05OGswe5cilvP5l1SPxmw74HLHqs3o8ABfpF1mABvtgy3Ka7ip79z+c21Yvg/w9Qyi/Bx0iUOA0tt689ZJDY30aduKjXqFVOVC91CMk7uau57oBsDr8uNrutVXoq9t/aqeyQIML4jCBs3RVHhQFd3l+oO3v6LIsHTtyNymPQCh4JloZ033zrXrIqnOU3k4rwXd+vz+39LqJavl72pzau0Lpkll3tb3Lv6FvHwQ/q/fRVp8qxZ7xDH+Q7rfeFvnHp5yWppsztqonUsPky4NcVoWGMNQUHNf7908pbbZOh1cd0T7U/fJZ3yBzj++ondK/k5T/W4U73grBJDmglFsGXgKIO1RYkCKcpO3aTOVtwthQU1bY0USeaSv37r4rpqHHumLh76GIcyFQbF2NFRqe2EhmRp3xMFwLGj/2nS36gY6xj+l4IUiGvZafEicVoYv1xp0lfGJCWTF59e3RbhWFTZFhatVlM2nKj4GdJ/M7c/B538JcLM0jRkFA25WgWhL3WFvDMzB5NTX1+nKvWt60PmI7jyTSob1XL0shb0ZrO6WLqQhgUpZgRPzX0x1ohupx0Jdw47dLbuvPgpTXL1GCVISYcgJ7iKWUPFbpTOlxymlQbBNcORJm5n00ByaOW9TBCAvv/yxHpUX8FtPjhbchKZ2By1naBPDhVnz7NbeNhXWFioflrUK9uPpTKum0D1a1oksujYA9F7eepigELZ6diGp2W69k/+Obj+5R+udaD237pDWhW9G+zau2tYqdLY3SNnf06Jlwey51whWSN/OBmqUtGJVe6mT5XjQlA+T1kSgMEIQbXpef61JXEuQsgtWGtbbfSFV0zO633VfN+/fUDms5NRcj3LWrANwZTnrerCLO6bnZTZgbwBnfg+9Z01tHXpVHPtEhzoo1vJBv+YLovDCrkxON6ubgD2WtiQv7v6CMhOzFYre2KqiSdQ59tyAm4nmnf6FNo/YfCdVSmU2aG1+JWObZjwmqZ7vUl7hbR27dUxNLp3onwPR8fmQ6o5T0soURcSF6qPL51VeWkibn3X68gtfgTkioGZcS+qKqJI/r9K6R0pLznDsQ9KiZHyWDynPCZjxfP3pld+S3+xSbaFi1yQgy5FKLHBZSBFSv04XntTFquuq7WlSAHt4geckqfKVpEYBYACWkuJK5Rfe4OdIMGje7k9WZyV68fRkOgMEuRBwfqju5h5S56uQwDzP79bAiGIEEMqW0FvyxP0PWQ93tSwmyel92tXTq8axx2onxWpPi5xepM0xGyERDjl9+iztbyyYyZgeVj3Sw4rHaJOLNUBLLbMUVvAXgwzk6LoX8UW5tIZB502qtK6vSidvnNH10vfRzJLGx5Z1UG1fPVSjUQBsJD4piyzIoQ17sFnZGgac3y9/oIL6CrmPuyh1cRIM9AYFwi46xSO8m6VQrQWL2SWnOpp5nA+nfg4M0b/wFub1tP9YcYJZfFvQfJozjYuTQmSgSHc51TuWZ4baHQN1l9G64/dOfo0ISzAwPk5/r93p+5W5ch2+cpSig/M6AfM05F2lP9xyjHTYSvXONOte7V2dv3eBjT+qQ5ufhS3YSlUoQkY2JMyyemcb9ea5d/SwulghwRFEq/tIC+TKj3Tr1YcXdPLRSTWMVeq3sv6b1qdlIu6eoWKuyHG6dwF840RXSxcios3ZwXumE1W06VvXv64lc4l6cftRpSdkoQEzQ0KfMZ7r9NCBxje616IURyjJfU+zQGyJIBV1ABcryWCQng60wbad1OmCD7Vz8W69dpDIKzAGgfgCxmVCDcO1+rvTb+hJ30NYnV2I+V9T2MIY0gW8GlFMXc8TfXjvlM4U/EBrlx7SYdprJAenODrU26RQvnfp61pBpewR2pWkRJAqoWK2l3SZIx6G6fOHJdmbtF87Vm9RAC1EakkDXyi8ojtopJYtTCAKotCB/nZO6T/XMzDZqXyqOP/i/d8nYs3R87nPUhW2HQ2WP5qzIX39o/+tBxRSZBCB//LBLyqc6Kvxaa2u4uzzau6pvqNOIYzCS5u+rG1ZW9C/Wed9jKB9/P1j3vHPfzv/82mzCBhYN4ykC6ma6YBZXSi6qhN5x/jZpD6zE40ec+E5HgCtT78ml1497szX+w+Pq6apQ0dyDmnb8i2khWLUAwPx7uN3dTM/D5o/UrtX7yNC3Co/nwDs9KDuVeXp7N3zDrvUNNGq3970n3QwezeMUjAR5Zij1bvJ/Zy48IHWA2p3kSpPx6FYmxDT4ZX1luoc6eC7jMO6lDQ9v4ZI0h+tCAUn00StA3PdOltwWX98+X9qR8h6vbr1JdI6WYBSgDgp+o/yT6qgOF+xpD9f2f2iYgOoAIVlnPMe1RNa3ZwCtN0C+MUujaJgYDfp15XqaxmEWb2iDxreld80bT7chjBOUkxArLIp1U+PSVMMbMUiWAR/WoJY6D5NVNsG83gFEfn565fQUM3oV57/HaVEpuHQApEQ0bMJ4+pKl3hrtmzFF7Mw2FZpXYETvk7kba1Puoa6FOgSrg28z6F9exQCM2v9sJwjhGCRnLYX7A07QYPwhs82v/9wjv9+4v9NfvGzAjerUrTVbGyNtfSwZq/z/SJNqzZBGrpT98oe6MRNCoICvB1bZhrCYFJOFqaN0z/LqiP9/Ghq7e6N3tVFV0vP60rhZfoYVgJGWrVr5S50Ywe1KmEViGeCvXxBP7jzl5pC/7SI19ket1u5yzfT7zBO074jaGfPcjLHHSpNvbQzc6t2YucWAGisd2XHQIeuAbRuVd6jyplio8A1Wr80V2GLQikyKtN7pe9o/9KdenXDy1pNgGYgpmW0Tt849b8IwPvmmSQYr0CkAbMEdbcJhi9yrbUwwwc3H9KW2C3odRPQTU2qsqNUl0uuUWh0RUEU0WxI3kyKL1GdpE1/fPXrVHunoac64LxmhOdiDfcP6xtFX1d5ValCPYIJyK3V01pYYgIS9uAElIzpxPzQ73URuJy/c0Hv3fuuuohDFkAIBPq6K5KUXqh7GDzhIi0LX610KqFdNKyFIUFofQMdxtJ62rmZHbfqUKvMJXA3JRxf8mA1E5xY70sD32xRghZXbM+4qpConH98EZ3wCQdILkUrtgtW3QBocCjMZ+CEvnnyb/Wg6Dp65lz96oHfVAiB84zHGPKPm/rg5nsEu3d1NPdXtTtjF3MXw9y7kKpEX11+VV879T+1eWGajm5/hjnZyN8ulou1a0LP/QFa57zi2zB6XXQnmNb+9M8oE9YuKCpQTYMNOnvrss5gQ4IRs2WRhdmC7U+NS3OYyT6vTv3JB3+s9qY+qtUz9ApFU0vDU5wGxSPYxttPbuvdGydU10HvUxyQ60wXvVFXKxt5UnR0tGob6vXB9W+RucrWZzZ+VhvTdzjtg+r6K9BhQ4SgzR2FaTT9dnZ2NpKRct2tfUhPP8iFlTv0fNoriiJAnrUx7C/Tu3kf6XTdcUfC4jPhoqyYXOZpldP65cSFv1UYqf3Duw5rXWYOcpkWfevd75GGr5DfmJdy4zfp9aOfod/oIlhY23gAbJsv9p/ZU9NROl4Ze2SKjl+4B+vpH2HcbEh4mMHnixmchDENVn7uBrVsND972en83U26L58o4i8u/TFP9EC8bYt8Fx/7FOgXprruCgTtZ0jrXVdkVJh+I+cPEWnHQduW6CptJ+4AUKwacv/GPcpMyAYacZQLG24I6ryoJ1/vnPxAA6MjWrMyU7vX7odBW47ux0vnoLFP3D+mjpk6/c6GP1ZmeppaaI1w7v455cG4uHEagg8gcmZI5PLXInaN0ZO2BvRmZ2l/sV0HsvcpNiTBAWN2liPIgo2Lw7KjuKwVh7FICG5nKdWfsUEw4EH0ZtS7iV3HZky8WqHjhaRrm2r13PJd2r9pL+0YSFGxKQYAo/eb7urda8fRDvRqLxv/QPoBIiR0Vrz0JGLwktZSHYc5ullxVs+v/ZwObzqgMLRs1gTWKmav3b+mgzsPkEbcSR+lSHX1daqo+bGO5bH5+kq1Ln63Xsh6gXTfCnn5zepOM44DUX5rS5P2J+zRLjqeh4dHo/2Eb6HUv4H05NlyAG/e+/SMe0bPZjwDq7YW50wzX78+/dG7f0Y0dks5y3L0uf2fcYBiXvF9Xay5rOq+aqfkPjMsBSD1KWUnraXg1caChfBTHtaa02CvO5WKFin0uQ/oo7vnYFKPQ5NHAdw+q+URKTRq8nEYz84pmIvqM/rurb/Rcv8ten3Li8qIXEMayEvtE4367s0f0MqlFMCVpv2Zh7SS6NKaktYPVZPOvahLpAOHx6nKcu/Tlzf+gfbARPh5k1bgtIIqKlk/uP22Wiq7aC+zQ1sJFmLC4x1HYa1Xrtfc0nkc1JPOaiqYn9OW+F0K8YzitTw4BmiIJrwVOkmrj3fL3tHRyOdhO49qGdcxzbFXDcM1+uHZv1N7PVq0hPX61L5XuS6MsteEWgfqlV99VxfR9NW3F+jFvb+sTas3wc4GqrGuWScpljnbekKrQjKVTvo2OjAKpiYE5mWxQoNCKeqia33PIDqbacWFwh6GzKh6sBzm+YYKih5rGXvqpe2fUkIwaR3LmWDoJmF8rbOCm6UviHKJUwkYXDROg+Yn3dWsoTrdLr2txxRiLAvN0lc//XlSzrGO2NxE5HZShgtHGVllnVUJGutjutOfpyj3ZwVuVgXqxCgWyWIPXCiVdlJtrLtJAHEbLNNVqr/fwvHFhKTCpu6nhc0O2NEotogBXSaABrIGuu3IniEqJt9CsmB6pnGY2uUrlhPcbYP53Mi8L+L10EreP663H31PiQuTtBbbuDVxK0VbGfJAN9Y98wTW+Ud68Dhf4V7RegHmLDMhk1Y5vuisevQYLdMHN06qcuiutiY/S3/ItTjxBADCHEz3Tb3x6Fs6uuplPb/6qOKDUgg0h1Q5XKi/OPHf5T0Rrr30Zzuy7XnWDbaD+z2V/6Gjxe2ZaNZ/fOn3lRy02tGsNaKpvVh2Xu8Ufp8K60ytW7qKpt5RsNE+qm5s1Nu3/kprYrbr2fUHlQnD509ydWhkQL97+9fVVNdBYBPntPrZzL0HwRY6lZvYCFtvzikuE6Noymp0uTpP16vu0iy6XZsBoBtgs8K8QpFVBAIAokkdLuNvqWQkQLFrtspaG2dyy/MpUge4ma0ykGZhODIA5m4Gn2ZyH3cDeUhJhikgu117Wx+iOS6hSGCl/3KK7dZqI7rl+IXLHJ1at1ub/s+Jb9OMPF9bEnfpc1u+TGAYSYaoS1fRCH+Q9xZp52b96r4/pAAplwyL9U+cUH1/jc4VX9Bf3XxDWwFHnyWwy4bd8qTd1QRZiLKRIp24dhL9WyHMqSdVswcc9tWCNquEz2+mqv/eGdLL15S9eBsdATZTgZ+N7jcaFhiWCz3477/9uxrumyJDs1Gf2foazCNMoPsU2luKy6quEyzDBjZX8PdJTmutlASawi+JkTe65QdFhfru6T/Ssuhcvbbh01qHRq57pMvRX1sWwsY1nQLB9Ym0HQoKQaebr7uV+U5h2Uvbf0m50dsVAnM4BYAu7yvS23c+1E+w42m0Q1qHFCV32UYK5JKdPqyPHhfQJ9NXCQnxTjBR3Vylr//kj9Q01qZY7zh6wO7Rc7ufgwhaSGDCXFq+9hP9phFJhkdsLpm3+WDypzihn7dfW7r4H23AawYKkGILfI6UjDXVI2yYF3MC6Az5jiPirO+sR8TJgig4jlA8mFROrrZQwbgc7YwHkc7Nsms6m39OzTiu7LRs0pqgchxPNWj9bP5ZBOYPEC8uBfTshnXJJjr11WA3GqjGcl2qv6iy8jJONlim3NVoF5auxdFxvArg+yIA5ThM11OXJn1l669T2ROlksoy3ci/LHdEoXGJVNyg/7h//75WJK5wItG+vl4AjAvR30GcI4uPlJNVyTkRmbFoaMScc/nMORnlAb1sYlUjGazyyH5n37igH+mjCjIPp3em7CIEnateW30IjRuGyQ+2g7/toF/OuaKzXOdlxUaEaS9FANlxOfJFNGuGohN25gEL/yKVse1DT/TchtcwlntJE/ujV8on2jtOZVmfXnjmoFM5NUnFYllDKb3rLqkOkeoYKYNnMz6tV9a9hMiTNB7tNa5X39b79445DVhfRdu1KXmTFtC/bgbgZpW2+TQsfuv2G+hVJmkKu0dbl1Ik4bscsTViYb8BfeP4N3Wj1qp0w7SVaqPJLljDmifqmWhXP5txYIbUJAUJB0lrLwtNco4tc1DoT9kU1mTT1pLTboW5qx6s1Yd5Z9HL5QES0/Xc2mfRYiSBZv2cNVXV81hnH5/EYJzU1qTDMHxHlRi8EqNMU+P+Wn33/PcoCqnWKtJQB2DTkklFdLZ26G5Fvh61UZE12M4pEQNs6zZ9ZcsfaBfA1xg56ydYCOP4vYvf5KzPMB1YvwfWDUfJiQpGv0/DDp+4+5EuF1/n3N1+ffXwl5QauoY+goBtWIye8TaAbZ5OFZ7WIA5hf+I+bUvZqcUUkxioK+8o0BsANxcqpbau2sSa3qd++rL1D/WrqLJI+aUP9ZTeaUlLU7Rz3Q46vyeTavBSS0sbYPKMTtS9ob3Je7UboJkcmUw1H810cfSdBEelLZVUXz+SJ+zKF7M/K+/FnirpLNGt4ltEyjXKXcO+S9vKsVqx/F2AA7Cm3YaZHmtyDQvDB5aPhcwRbADY7sk2gFutrhVeVyEGOzk0Q5998WWKZmKc4MlOGjGg4gJjR7LbcaTWSNYaw5oV+Hl5/KzADXPHGOAoyDKACWA0DbxZOtnaaFAtONFFqucu6aFjTmukJMB3VnKmYhbFKwAhdih2wY+Azjk+DiazpadTP779Dj34SEuiZdq/bT8C71SFA/StEa5VCx8nOL335COC4Be0ZVWuVoalKtA1giCaXo3jlbQ0+pbKK2mHQzHXF579jJb4RRMo+KM1LiKAOUta7o5WxC7X3pxn6LfI/sIONA7WkZG4RJ/DK+y717V7xR4txlF2DT3VrTbS9dffoFKav0EXumvNHmwixWekK4/lfUAxFCk6AsT/+tqf0I4oHgF+D42z7+pSIYU8DQR8CRRexCewzCgkoK1TWUsZWuUgbN92bV25FX1uPHZgDoAzoGPF7+vO/buO4D+RYD87xTRwSygsWKQAgizqMT9ea7S3Ya3erL+F3OacBnq79ELOi9oF4++P/XaBobcG7p60nZi1tiIEOLPYfWCYE7xTmcNSZf2aDOZjKYwD3Ei7zbKn8fuG5XgNmGljxYbaCdwu6HzpJeZ2gQ6u2YZGK01RATEkS+nPiRylvL9Ib5x/D9a0G5nFAR3OPEpgGKS6/nLY+nPsyavsw2gC0i876cZZslKDFHwV1hfQJuii8ppuKjt8vV7fdhT9cQ77k96VGtDVJ5d1+cFl9fW3E5Sm6HDu84xZorw4l7alr1E3q27qAkygVfHvzdiDhIQqeP8ljBWn4qBPfNz9UP/n1DcBOp50C9iqT217DWC7kPskK9ZRpkuwojdKsO+eQchTtipj6WqabtMGiz3eRo++qwD6S7SQWgNjeiCT5ur45QKu+e3b76Gn7KAoMEwpccuY+0iKV9ppmUSRxugoGr2Ven7vp2HbAIC0QRmY6cAO0yni/lndrs/TgZSDzvWsjFzpFMRYu+hhJC+e7r4E48wbJEnHQDtp+DxONGpy+k1mEACkJqYBqCGKSBnbmdQfbzz88nyxhDVWtiPSDKP8wj3+ccbN1rIBNxsQA25sBn5iOWaLMq16zppGjuLoijhW6KNbH6mYHmDrU7OghvfQoy2TaIzcNCLO92+8rw+JHK0qzRqV7k9Gb0TDxPreWp0BuN1A8OpHesby/avptWZpnWYYiAL0A8WdZfToidCO7E3oFrLQ7mCYnOqbKd2ouE5UdE41Y7V6JucAVVqzKi0pdfpYpaetJhUVrea2dv3ggz9XILoRAy+BaEyyYtbomW2HFO67mOIXDKkFZ5SaWyWp02yQezZDYOjQhQViB3/bWDgdse25jIELDWDbB1p14voJXaq5DjBboS9vfkVxAZTGAxqnudeG3kb96NJPEKnfBJDt1j4iWKte9WKhYlNIV9Gk9dElwMs9RUZG6sC6fcqJoTJxhKPD6u/oFO1ROroGtXvnFkVQkdaKc7dKtRaOfBmmGtXFtUcvrPmSXsx8Ea0SaTxSK+cLr+rHN75PqiBIX9j5RWWTfnSdolkjt2MVRVdJo759/ZsKC0/VS7ufVeaidQom1eBUKC4YIGV7Wpfof1Y31Iz+wUcLxj1oQLsIfZaBlj71TvVQlHAUWnyLwkmvzXf0xur9lIc14HUcHUbVDni/31xAgcRZhNNPSPPmajutYZZQFetKU85+9CUPmu/qdPEZSuKbAGYAmdS9gFPK8TH6HQNNeuvsG7pD9dXi6AhtTMuBhY1RbXmNCsqL5RnsLQ9azjQiuK3qLdHvbPnPsHK7qWoKVBdg93bFHf3F8f+uDFI9R6jgzV6aQ4bdzvykq7hLPwb5Td0qu6ugcB/9+6O/rSjYDE9SyVNE7E39dbpEav/Mo+/StmYvRn2/MtA0+pPi6Z3s0J0GS5O8S3FOsLMXVmF8KnvqVEsfwidP6hGv03g3Kl57c/fRbDiGaBI9Eo6nvbODppin9XbZt7UdVmVbxmYti0R3SEl+C+1KihtLVUz1cRcC8Myotfr17F+SZwj9/Sqv6ypNfjt7nur1Zz+F+D1FwegrvXAExnBaJZgdQzRFZdYEDmycj0nW8xBz2Uh1W1NXI8eiVUJKTBO552jf5h1oU8NRCHCUFsGI0+metcqSZ58Y2zbvEPnup8z4v51f/6zAjcHEKHLfpGisf54BEEvr25m1eHjnfNqGDnr/oQErqit1HJGHl6vCIzmuLTZZ65Zn0uTbWmeYA5qlQvORTjw+padDTcgkqArddBCdVCS/X0BgxR5ovKcTyChmKFZ4dt1B5SA2j0C7aOL+Mdx8aR/syJlvq6u9n9ZKufrS4S/QTcEPTeIsYPwqOs0LmvYe0eEswEH8emysHymtZj2ou0u24iKdJ9x1iNddF7vBafnTQKHEcdKnprdbE5OtPRRZraHK386erOwtd5q2ljQUKzkuQb+177/AjgXQ4ug+FeznON7tocb6Rgla6egW5E81J+MCwWgZl+S4ZN4/Q8vokejvzT6COxp26VNTZ6seFDxUBUUT/QQmXrRLCacqf/WyNYAdWDuqRT3RhWFsGaN6XakkrUzQ6kMwY1mGXIoC3HH8M7CYU6TmprDfAwRrC/2CYbCs4MAYNJuf+bVq7IxTmMDSdONntqaJTbDs5vYN5gHi2CuNXQ2wUsf1gKKftIS1gK8XSeGGob0l4mTK+yb6kHmc0ul7V9C8LdaBjIOkSzc6vRmtsMBkLJ3dHdoWv1P7aJe0BCZ8kgxDM2nOG4UAI9j87qlBrYvJ0ksAs5VIYKzdyeBsn965+w7FWvc4F9aP1Pd21gWn6FC4ZIRJVUelLhVf1MWi08pgPg9t2OfILHxdOHWFdHAnadhLFZf00YPTpOfDkZBs1eF1h2lIjmYYxv921W38zRXA9EPu6YtOwVo46fcFaM+sFc3jxkIkTWecivbcrE0cg5XhAOD30VLfwu+MUwwV4L7ACUB8vDyonh6Vj3cg+li0aPjUtBXrKLgLRJoxiy63StcqrugsANiDSprDmYcdfbpT7MDYO0eA2ZjTt84F2ZD1GpzE1w5g+/uQctjB8QsJtAORMVmmwPqVOsAN/+u0kSFwMdvmMG5GpPDvF/HxjzNuhmgYFHNoJmy2z3ZGm/XJmQO4YV80RBRxExH4T868wZKXXt5HI9IVmxXpFUOTR4Z14YS+f+4nOn73B/TKisEAHdZ2+lCFEGF20tftVsVt0lpX9KS9QVERsYoGwFjlYS9RVX9fnwI9w7Vl3QZ6nqWD8qHf6UnjgmjVyo2LWIDnSy5zPMtDBQcGaprTCDyhVNdRwLA2Yx0pwnBV1VXrO8e/gS4KgSV0fzpHTj2HJmrtqvWIXzEK9PSyu5vzwCEBtqwfkx0qbvoeOyDaDi+epdLHIhwTZ9uQuDAGcwC9pt4G/fDUD3WLiGJd0nb9xq7PobdAAbbAXVOIwqs50+9vjn9Hj+pu6pd2fkn7Sc2GAoLsEGFLv94rQaR+6R2MEuAlF51a5mbFeSVqeshVj0mHnis5RRT7SDFxiQjjvTTeN+QwfkERtKNAE+PqN6QXMj+rZ1OPUMzgw9mbgzp194LeyfuWEunB9tmdn1PK4jR66yAwB3jXkdK4QMR6If8DpadsRMRL41f0fz6ceWkHNs95DKthgKbGaDBuVuapva+Zqq3VtOhYpRHO7aymSmqODfVc7ktU/m6Q7zSsDhoMY3B+2sMYSKtTt4pEO3vwMpH7cYCKC0LgZzfuI72CdsQtynLy6hppobXMZZ0CuIX4hujl7TT5jMxC2B1qL0F/pV7dunNeZysvqx+DE7QwhJS4nwY5JsuP2rjMFAoqvKn8LCvVDxtu6Btb/wOGYw96QHoC4riuIuz9sxPfAOzTv277EZwTDXcnYE0AJi0jdfrx+XcpDCmFwo/Wrz/3qwpzW4ShX0CrgxFat6B/u3WW5rsfAbQ/rYPr95N+onklUV87afqLFRecSjQ/HNTSqDjWb4DK2qvUz7Ut4BzVFbQP2JmzE2eW4kSaRBMOoO2nOvX0owt6q+DraH6WAepiKZcPdpiXngGOOiPatsad0UvinXMFD8TtFfU5vBfsIJVbY0TbX/vlr3GmK2wZjTdNo2ZpH6wobzHtFHqUN5WpuuUJ40eFGhWmnQDCiZEx9KL+CJVXsGdyEDKvQERNXy8CF7glJxK2NJkjBrafGAX3c2Ykf1bgZilis4emk3Jh/xrr6EKBgdNMDc7DYj2TT7R1NcFEVKu0sYT1UoyYvpWCA2tWu4vCoxzY3VDHfnx094wulF2mf+K0jmQeQSe5QT6u2CT2SiNM6IWSCzqR/3faGHFUh9ZSmESPQx/Akj36Z7p1re6S3r9OUdO0r3ZkbNXLO17iNA03NfU06vz9C05l9aq0VB2FeY8klTY0MaCStsfY28v0KDxFv8RnSOfuU+qiVQSTC1TRUa5v3/xLgoARbU/dqt0UDMUFLIdkndKt5qtUvp9VJydxWJuJV9O+CAvkqo8enyZF+gEsXoOWTIfjTAfl4++v5RTSWBAbH7eUs5ujWGN+2Ch/3oejjhi78TmOIqQ5bBeV0mXNtAJ5ch+9b416sPsJVJPugu3bTBcAK/ICdcDeod2tOKU8gsq4wEQyDUe0OjrbcdhjLoPqp7VQa3+b6isbkcxw3jMZHVrmOjbH9oGjTzSgzVo2uY+ZLTPm8ydS2EzCzmHfx9DV2Ok9H1x732lUuzN7v17NfcXxE9Nj49RXjmEjmmHVf4iGtly71u5hnPbShiWe/TiL3OGU3sj7S1LXFKKteU1rCcT9AvzV59mhhy10TwDsPap8pAVBC7Vl+VokJ8+gwV7BGLuR+u7St899VxWc5JKVlI5s5jDFX2hrCcKmyfo8ppDlzMMzul19Up/a8jvaizY3xI3gmYVnJ8E09ZE6v/62yptqtGzJcu0EuG1K3ODYrgnPEZomX0APexWmq13/6VPIlUy3i12juxvaxkb0kNdpzfQ+bayyKSTZSauTWPxnjX7/7H/kvimuwid6UZQTQBFdAj7J2ytAKbSaWhoeqwjYRh+0jT4GcFnC1W2FZNPOoHt8Dzzwgg4Q4K6gVZcXaXzneCwCeBd8r5257QAHmxtPfDEV/7MmT6JIxJqxAzucDzeYT6dRsj3v43Y2KJccU8SUOoCa//+CPbA//1Sq1I6eMHGyc74eTtc2gem8HOBGV1EzIFc40+6tM3+LTmilPvvcF+hrRaURpc2zHNMzEzIKcPsxzVC/RQl8LlVKR7UmFifs40cPon7E2rVUxd11mKDH7XU4YkF/S0kRLvTl2oemY5viE+IQb6JlALAZezSHXseVzd+NQbxbhWaILt6FaMkWLligfemvK5dUbQLpCS9Eui2Uv5/PJ1IrP0mnfk/SWnv0UubznDYQ6YjRWSlsZGMlOIzeWDcck6NhI3VomlZrjj3LsrVFZBvbWDdzaNMsrobeev3k7I9V2JpPu4g9+ur2X8Jp+kE7U7bgTt+zrhp958PvqfrpLX1p+9cwRrvkS8oE+OJE5zfzb+ldNiotivT8wVdhjtYpYAKjDqPYDlVuRupHd/+Eih8pjgWfE0NqLSYJ0DelY5dOKChmAVWor8HQ7IGe9qZZbbvO3j6HbvCYUimxPkx5diLtUbCRYLcJpyGxnfFXQdS8gS76BwBMS3xi6QoOArBo0n0UUDXoNGhsae+kindMAbBOo+7DKigrRlP2GC3daj274TnmZxV0PFEtzRJ/FuA2a5GvbSuobet/dAEDco4GwWEIiZ/JPaC0aMrhp4NtsCn4aNCH+ad1ofwsmp0cfWrPYVqdJLDROVSe+bH56GitA7Sf0010L4U4qh5w4XZSQgdh5rIpQrFy+bN5V/V2x2n9162/B1W/wwEkJsa/UnhdP7nxbe2lY/hBikFSqchyJ+KdpSrQ2hkcu/qhamFOkpev0Gd3vc5JDqRRSR52jXJyxJN8nbx6nPNRG3R05xec9H0YLMk0zs2A26UyWince0/WksSLqsMJDsL2YP+k0sYlNX4VbTpSSDWk8WqsZUCbsdgsKado4lF9IZH8JZWT5mqAVaxnaG3Q0vDV6TCjq+MylER1WXxEvMK9F2Fuh/UhjO+Nh9eQJEj/+df/GyxyJAzex+wmIMPOPTWD2MSJDVcBCcfv/61OtUwqFeO6MiDe0UulkNJbHpuoJVGLHRaFCcKn8cZo+mytYkrZ87bq2Q9mJJ2J5PPPyeNnBm52ogHr09HWYH+wBk6azo7zcVAbQQ3lu/RJG6WNRx8tZ57oERqoq2hGp/o9qN6mejlpi8MOTwW4ku5/AxYkjyP3FumL275EIQqMM2sCQ0daq0jv3zmhk6Wn9O+y/z2MPU7aHydtgkUKZKzVwk/ufJ+q0iJA4VJaelBtTCoS5YquNV1xjgHs7ejmGDjsSvIWx35VATSsUfi1wjw1dtfpl7BX+3NgfgPjEYsDDJoK9cdnv0JWIl3PoM/bSR/HIJcwJGPjerfoJ1S/3wKwIjPJekY7op6nCn5aJ0s+1JuF76pupEKvLn1diREEK7AwYV7BBF3B8g3x1ZjHhJqbWyiA8kCLFUkAj3gd++pqaQBf7Ph4i2r6KlU5QAbi+i0NwWofIIvwfO5Rp5eYCycsNKLHPFv2EQVSNwBsWVSJP6vlwam8DufuUixURVr5TvFdDTXAMB46rKT4lSz7+TN/PUhLW+GFdfe3o6dcrWks1aZOhsUAgu0TY3TYp91j2F3m5BxBZZB/GPbhIMUgewAXBPXT9J2DsS9qK9B3T/5Inn7T9Nx8md8DMF1CNEFx1zs3j+vbt/43zcvpf7flVygUWs3YUpE7Woq8gl6LhXfQKQ+i6YrUTk4BOrga0EcmYXycfovjzfrmib9VO4TAfrIMRzZRGOK+CONAg3vSqHfQx564e5Liqkr96v7f1ebkDXIfM/YWwOmOPrG9WH/1wV/DrLtp4+p16Li3cOLFUnTb2C5SzcfunKLw7L5iQhfpC898mVQu5ArgtQ0CxU6jOHv7gjo76jnG7FXYvp1Uh4aQwSjU1y/+CdpgT6VGJXOedxK9PxcpMMQL6RE9BIOXcgLEMOxpnUa7R7Vy6RqFcAZzeXMxjdXPoN0+pc/t+B1HUx7sEUGgzrhDIpg+1A5RsPZUjnbU7AtpayJV7JVpa6GK0Dga2+vmVLQbg4rBwX/Yh3OEGMDNaV1kYM7s0i/YwyzyPwHcGA0WBaWWfAYFA17MoNsxFXaO5qw7B2ZrEKFjqYoqihQZFKmNazay2egCjZNldDW1YNCht6uoOo0MWkxO3iqRoPttEmC5hmaGqXCpU1k9B8q3d7A5EImSVgsN91fKsqUIcnMcrm/G0ZbRaZkFZI7FQiY3RLZNnU/0uKKQJo4tVGsFELWu1Qry6J6zIHuO6BgnlVuLFuoeix5fqZVxSZTA5zoG14mUAaazoPzpuWF6I+GeeGm7Pye6ZlhcYNymYevMQLjTi8yAmx3FMYU4smO8S/fKH6Bl69TSyASqO2FBEHTDTRPFIFYmOs2jMtFSfxthlFKj0zniBPABszMxM6KymlKaCNOzC1FoRvpqev2s4OBwA1EYHPjhJzR5vAI1PsZYB9FpfGXCckS/MWohxXD/UQGbf6FzjNdSzt+0xru9pFcKqh7Q4LAOej5KaYlr5o+rwkhNYDzqup7Qy6lUfYN9SklK4gSGFA6qoUP+JNdMWniOdAMXQBSEVwdokbPV0Gwv1Pslpy9cwAIa3XICwRaaB5vgepaWHS6kwq1D+k97fALcTG81wZyXNlWosq0W7Y8P6XH0I4GkwNH2sYth3Dh784nNaTMNaxfT+mAdU0e1GXNvQYQb7+dCT6NS+mQV1laqrbvLOYg6PiYKjeFaqjmXYIDQGxU9VAv/cpKylRZhWgnYPOaqrLmcYpISWKZErYxPxYChEcGpzPC6XaNPqQx8xPN66akVjnFEszhjzOICKPz5YpSCkgKnBD8rbY3Tl8qLdI7N6eBsPwdgl6iI/k8joxOsI9YLaf+QIHfFLVmi5aw96y3lOmYgFqdFZGCaG0dDxnv30J+rpvkJejUqDGneaUez2RmSgf70SYKBS45OZZziWIcsZNbfwESPHlHFWN/cAHBz14GdB2H45jWbxhBbEOJmUgBQnZ2/ao2ni2vL1NrWhdN1ozFoqFMkFM/aDfYNZV3PkGJlHRBwsSCcv3MOrcaeGtPmYlGyUZ5mYA3F/Zw8/qXAzQTzlqYxZ2G2wuYZRMO3kxD4o45jMlauZ6qT5uAFyETOaLzTg0bXO5AY5Co8IEy9pAr/9Nhfq449npuUo1/a+mUFwOxag6tJjyE9pMjovdsn9PDpDf2XrX+mHTQQ94S1sorIaZcRp7Lzzz/67xobdqUh83rtQ+cZvzDRYSfeqPihbhbclO+4t37j+d+kEnkxjVCrdb2cVh5Vt2nE241sYFyf30wwmQ44WxBKINKjuzV39QenflfZS9ZTDUlRzvLtmDIf2sQN6n+d/xMqUYvQQ0XqtdxPKSNktzxod3K28gTFE++osK9Y/2PPf0XHth7gR2oPkNRPoFOPrvkBB9YXoK1aHbGZ39PjMjaTwJ8hA0zNUEww6tqv3rlOVU9U6fhHZzVEAdaO1UhLaOET6hnKevdTPU2MTxWeQBpwVZnxOQSlh5QYkkR/M5oddz9x7quo7CEFVxRh5KyHcUO3ZUCb60ABx1xZIG6VqtYoGX4NVtqO97KebQbbXPmeL/4/9t4Dyq7rvNLcL1dGBWQUcs4AkUgABJhzlizJVmhbbtsz9sxY3eM1M909PdM9brvXGnf3sr1s2bLskVuybFMSRVEUSTCBBEAQAAkiEzmjkIGqQuWql+bb51WREE2RlEhLLOJeoKreu/fcE/6T9vkj4eMQF7/2PW1lXV/ocjjYTa2ZwzM48hgX2NDu+T0Yd617WgvmzNI9i+/RAgwuqtINuMxA1Ln2MQyq/kTXY2n65Vt/S7PGzUc8jXoG/jif2fpDQClgxGsrqie3zVkJcLsTi/UJwU/bDsD6Xz/zbSKo5AHH9zFe7lEZ+twObXWhu4n40UStef2HqLkM0xdv+lWMtQgJiC6tDxKXBEcPOn/9UdRgambonlXoL89bBfDmMAxY3X16O2L3HwWvADfOwgcnh+VKYs+a47mjaTuH/bXo323SLVMfADTfxXqJBwPUJd5ERePvtvytjsCdt0uqO7BcntowmXHYrfa2bvW1xLQRf6BPH3mcaH1F/eZt/wrr1HFILN4kpvXTYIPn9LuP/IFWzsFAA3WUHPPCcyfBuuh/ZgyVoo5wjzWMDuKQYbUl8IaRGnMsmWEN87rjH19wTMP6xsPgy63/dunhtfObJZkh+y7uQKAiRPUiDZBBeTHwNCFeyWEhp3FOYgVOXVaqvIJH9oo47FJQuPXGfNKPmWcKR6Y5f4bnrZxpKjQ0M5oBQVbWl4H9CRMviG26+trBYz10HmAJFqqDvZehbJrGos0bBXsG/eaOIm4dAept/WcxnfUbuvusNN+JcmoFi18tOiLo98CVo3AAGc+xoOthgfAAt3PKaqxegoiDGnmymoOTYyAGjhvA0dEc4kxUY1YQKAsXwXuZ8A7REbePkiAZBHwBXC/34mSSMqoydYjUxuIcCe/Ttl1mEOahWwv+hroovy5OvFBYyTY/D6ORE0Un4q1O2p1iY62C7ZxJIgZmE4hZbIn4satAu3qbeY4LEk6ndsoa51TfiR+yXixEKwFdnHuCp3TT2utBK8HJe3AeWV5WHnQMk4jnPBnMgu4lBt8VxGS9KMo2EOIpAwDwBLKk04YmDj5Pl0D/suBnqaXjLOKWV4mG8aLO4/NtxbwVYfOZWjcNQGBnkfRHHHbeBxCV5k1M0gdRGyLpbrgSbX04sKQ/h6Rx/IqCfhFxAWs5akPwknId0K0bcUxKDZzew0Jv9qc5wJzK4kxq+KD0LSJwfNPlAdZV0K88Y2cl6BgyProBWrlYBwshYykOJ9ScYoBSOxuR3aLU0GfWw0xZ5wjQYqsvL+rNjNUegHc54qM6RFNJ9PwcFLmPBacLx8G9+NJKs2FXMtZSbCpxbxBYXxbwXdSDnorDzpiajitpsJhio0/xvmPBprjnRagIPawraSDrRcicjDxpcizSvYxnR+Qo9HMHzGXx3LGRSYIeh6XDPGEB9NxjbHUR6kdVYAAAQABJREFU89AHigZ003C55HXa+0zI0/OlwAHGrhWcnx1m+seJknAeHLA6yY8NDqwCYU2S4CSZiWGRkvVCnSZYbVGu4xVCYPqBifMJuT4wcIP2Fqp5MGY5WHnTcLgkh1TKmvODCL8LbrLDS7W1NcPtP46RwG69gYPZyWyy96KTtIToGw4OvvvcTv3pmm+SV5fumXcLotLP4T1+GH3VA9fnjDZjsPAUSu7t8f36zaV/qOWTV7K+EZ2Ade4yXKHXjm/VXzz5H3HqvBgXSVjwI4atJjSUdbS+vuWvUF9Zjy5YRl+444tEFcjirJwQaxjtdDLHHci7sb5Bn17yea2YtgJXDRWIV3Er8+bL+rN1f6Y7Z2GpvvwhLUZvK4+aRRtr2O9///d16OwhzZsyW79++29i0LSYcdEN1/sJ/eNrj2pv83Z9fvGX0WNagtPWEYRA7GTT3hUO7buP7tCy0TcRa3iVFs24LritsCeCij4bIvXqBDqgO49v16FzhPHiEDYNqcKKubjAwWn1EHy+OVxSU+sJVDjW6CVUKKpxLnsnMaAnj56qgxjlbNi2FvH0CS2kLb986+eC8/IgGWFdC/4HGbZezJl1/DWP28s6h2MbncEN9LiP4dzOnG8bzP3FC3+MbvFFxMW366EbsPJPo8LBPM5zsH3j+GZ9b9Nj2o6Ptl+67ZdwpXQjztGnhrmJ6ageX/cE0Xr+VHUcRO0JYNLwiWo6TUhEfHUmiDBQWzMEkXU3IvQDumP2at2Ps/UJDRN1DjD9PGmewCPCjIkTCImI5KBxGetfFYdpIZbdhTcE/J0e26K5GBTcT9Sa6QBXG3v1wD7Zh1+1NYitN2/dzoF8EfqS6EtPXcpe7P2qG04+IR73vIST5CtEiFmhhTMWolfLOMJjwG6icGRZV2dMmRH6aN7I65AyDA/jZGfTTn3t+a/qJAfZudNmI1laDOdtGvTKYdC0U4cPHcbQ7Li64JzeMRlAuPhhxKWVwS3OD1/5Eev8af0a1vOLpixjLayChiisee1hbLpvvB5n8Z9qRoVjkpo5EuL3wvRhepGWXxwyCzYwASwEnWpE9I5bGqKXhCRO+8lZj2jSB7tYs98FuIVhDrHYKFme7ArESs7eFJJwHxI+9eNuwWE0imwgeUQH1gPKMhEhIx0DAkA3obeHQLqEscizedl5aZo0xRi7CxyGpHXVsBYJk8oTCt5piKPnuGXeDN0ZnIj4Eiz6SlOOCrBpeBq6I12Wv9v5pb1W20LUPtK4CZCh7jw2CIrxU4of59YwQ+FC2WKITPjHKQiAVqCO8cDCRxTrdvuewSHvmhrWJXC7Qsw9b7gZlkmsdXLe3DixWWeuaCs+QFIAYLSvAFcxm8B7OgDYJ0DrehkkebN2vb1h+5+tyCgMpUwmGh+pNm1HhOsTIXSLA8Bs1ZpnQ++ljDLcocSz1D8ALvyiUbcQ9NgTw+V7oeK9AvQgd/oLdy58KkBTO1ZNgJBy3QS8tzsP6lE0/QCFfUyiHKfUc5cRCRx4A0XljbixaNK8mUtwVrwKq7dZGpLCgjVwQJ2juTOm93tfOfcldQKz0Z04B/GEpUy3KQUr324yvb56jBksxwBQAUBQl8BO5699ZvkqIJaMBxcV9LcpRZ7uZ4uZwmmNe4GuTg69gNj0C6dsxOw+Xfuk7bic7utYf+xUB7DOwW1M9jFmoV+O8ZykrzL0WQxnkHQGfenTLYJDgHoCEJoA8BUB1MHfmesBd5ZBHQ4T7sEQLYIykmb928GhW8ghxIAoOHClH8JYZCg4vTkCtmS2L8EAtn1acdH0kckWgJTFBKRPAxjsK8kOeB2A2qGqbTJv323enDyeHSA7ONH1YYvxHOPg4XaEzACh9j7mdJ4O7hteYJzx0WWaptTXYzvkYUq7qxFdhE50mk/I9cGBG+PH64vp5jWFvjKdOomW0IRem6N1bD+9FeMPxqfnM0DXYaUqiEs6f9oiLZ+zPFhNNuNfbd2hl/UPqHDU4zz1njm36fbZ98C14YBC3uaYr3sTn2mI3YeMSusLC/4HLRqF3iYBybty7YFz/uLuF/UcnKHF025G1+nOoMTuA4RD063Ztgb/cC+hJ3cCPV+4X8254My2vKFcPRlCOZ0/gZhxmu7Hq/6CcQvDIfno+cNYQ+LGYts30cV7GGfX92nuyIVYDOIrsK9J/wXfbmcuncGAZbG+fMe/1PDUZNZb9HSPvEzM3qf05uk9MOszqqquClFXirg66UF/sguv/kMR36/AYnQpa8jwhmHB+/4T1L23DYkIviW7ATK9/BQ5sA+radDKxTdioEAEFZzp2loyjo6XfVduObYe1ylrcNh9GAfGo4iyQExXVCK8jo2ta9Sq+Ti7BtBZt83Gc9ZrS+LIOgRj98blHw9/xm4si1FDOGBzYAeUxbDU9jzbf3mv/tOTv0fM+1rdu+BeuH5wFtnrkhycvI6sAzh+a+234Kae0f/y6f816NnVJnD/xNrjOJ628LYh3jGi3lRUVyA2rqSdRMHAKnT21JkhisQxwmGtPfCiHph/N4YNd+GSajx90qTvbnpcLx14RbdgiHf3TCzlh+CVAcMBEDiGLBv1OK41jl0+iOHS3biWwpVV9UTGYBGmxUVtPLROf7/uL5RtH6qblqxCSnELTn0BWD0+JPYSgu/7lIkYGsnSjDFT1NXWoUuAxS7CZVkfd8rEqeh9L9U0XKqYY5rGTUcfaQ+efRO/lGv0etMOQooWVMt4HYZBQRn7p0NtXbZlKFGSZo6dTtzqO7FCnUXs8Rasj9cD2l8gckQZIf0eAezh5suMC6hof6lxgJsPg4556njLOa9DPE0gsUpxQPKBqHTRZz7UMk7YOKGx1zE6kPXXom/Pv8B1+wStRx98WfXu9084bu5wj/USVywL2DJIM7ETRssBuIWVnA0LAkJcUAbSRzgFbApWJExkM8oRTzFZYY4FGwVrvjskiyggRkelsjY0YJPirhWo8+Z4MLnYz3nfunRMJm8onBBDPzJI7dvHYkuDNG9XyCV4n79m3fk5AyOAIt9yXtQ3Zb0Qb+pw04qUY6/OMJ+Yp4AwNieDM8vd+8jbgyYBx81cPwNJgzm3zdkXuGfHut6www0Aqx0Ts6PSNngVJM0jGrbrFJ/o4j2IPdmkC2U43qTxYaDSVg/AUrw1D8LSSpLnXuAoGswBOK2nZLCZL2NRA6hk8MuVAKhZTJsHLCatwMngDYXSzjx09GTwFu+J4QvKA+j4zAaf9EbtzRuAFwAQG1Aet+bmpNpQog+CeOFpajpFWBmCWHMitK+fMy1N6CQuQCH5RhRRcfKIWIUODnQGyoQ2hcLe5xceWMJGB5kVw3t4gcDDBfo2iN6hiYFmHku9IIIiryTjxxjUoo4ilnnuWTuANaAx8IV9xR2DDcgJGZxXyhspHWUulsdCADymK5uhHZ8alMV8UDDJAdQOGG1QzEO+G6xh3NLBgm6Axhixk0e6El0M8uV0AzKmv6kj7j1iBsehOOrJqPGGTgXpO9fZL0GdwO3iNSvgmmXImLdltUWyBmnmCtgnokVtfh/eLucJ5g6ALulnYdDRb86X9yyi8z8D8hSGIRbdmIvshSthUIaoIihlkkfBY9d1ZPwbHJq+ZARtvMIxxsjTxPOxJeiWUN8AxplbIa1pxDMDt7AwWkXCQJc8fKBwWz8p1wcGbt7gPfaZlwG4eQPhfzfc75OXj+NUeQNRDr6nZpx5O1yPLZ2njZ6Gfz1i1A6bQszaMYSPS7OxnUbnlqgvgKsJQ8eh+3Y7wGs5YJz5SzceR8/IlvYvHViryTPH6aHZn9WMITMRGQESUZ7fx7x8cvMPdOzsCa1euBoOyi3oss4MKiR5xJenTpzRCxjuvHAS8NZzRhP7huu2GberfmQNuo4ntRmr6uvHrcKH4c0hSoPXg2MAt2e3rwFQvgD3Dr+RM27T1PqZAVidzZ7QV3GW2oL4ftmUpfrM6l9RTZEoJUzmUx1Hgih0Cyoah44c1IVsM9aBWVwM1gdgMX7kOE2ZMCmElWscOp45mibW6nE9+fIPtPbcusC9bsgMC461Z0KncQ1jUV+Yp1F1GBewpvowwQIAtxvxMH4rX8Fw6jXEmKex2uxmjA+rx2KX+NWLCfG2BE7TaJyOM2w5YDA+mX9x+3HDAp+JxjLNT+g7AALqD3bzVEDsnPS47oG4cOYPNB/Qf/jRb2t0xQyA2z2ohaxCotIHfMT4Dc7Vi7jieHTdP6piWEa/ec9vA4Bx2YN0ianEvE0TBuoExgMbtAHd20NY6dpJu12gLJqIugb6rd4XN2Oc8PyBp+GyPkCovNtQf2gMoaD+4ZXvAJDewBE99J96u8aXTQrjwTqPm/bDgd3yI9xGndYDN5jTh/Nzi6ShwUVA5EvEnv72S/8N34836r6b7sbgajESoGGstcxwHHP/AOD24oH1OttJ+LTyCl1Ch7kMTuukEVM1ezxqM+jOTh49PcR3tdNij+sCh16Lu/cyHl/c86K2NREtoeMyFvgJIr1k1DB8hMrG1KBuMVlLRy/F2p3oCEggTkGDtfvWoX/8Mv7hGvQA7ZyBq6FUcQj5sq66gxxc3pIgFth8mrWXtSrPHhnnftr6v15vWditW269uIIxgNdBq2m4a11BP3ceXJ6K19zFHvHuwM0EgRti68o8XAabwIcwE4CKuHXNGKxQLkyKsJAzAYplbD8MJndKCnFlDKATgA/iLfsDiiE+zMGBMnCzGM9AwiI3NJ/YuAFklGFRAtCFkyCi1sBV6t+IPfE4zRYRgzkuYBjVBm4eaKEDzSGjUoghvTk7FJf9w6RpQzDZJ5sQRJiBYotXB9IO+xkbqTf6PsRUKTbZhHVWSGsWg5Ukbc3nPTSHrpl17AKg9Ohho/VADIWxqDPSYSAC3ACycbhv1g9xsnwa7/VspgG4DQw67/Ch3rzuQQhYM9A0y9htixvpMJDzFegRwMXMwMpPcEr0Iub2FRH9mtUfJgKNKAImg06V6eA+8UiGcwNF+NdDu1wRyjQg9GJoMOu6U9cudNkuoYdxGi6bw8/sPrFDp1G0T1fWasKYcbrnuluI2gCnDVGM+8uiliJlJw0yWYgMCN7vyoWNHoDhqhFCCf8ifDCgdr3CQAKEUFfI6I0kDki2Um64sBC1zoMBUeDC8cjcLzfRIM4cwhztLkMUYevHAuMjBJVmkhegZQAnlJM0xy3oI/GiWX8+sXmBcH6M2SyCpHQ3hwlzyKALuVIP+s2V8oAibxpcoi8qAOa+FcPkYRzxlwdk5QMCY4Zyi9Yb9BChLW4q+I52YPZuTqOTe1jTJwZv1qksYBxjD/w2jU8BEq3r6VAvwfEtxRuQB7AOeIjnWAT760hOQDPqyCEJRM83t4uCQxupr+sdqgcU89ignr5lEBfE3fRfOECQyGUHoBY4g66v36FdvGagGUCd50sY//z5BFwfHLjRfgN01oq3uPfm6jO32hGf78Vn2fajewiD16eqsgwugkZgTDQdF0AEfodrZN3cInPHDl53YzX+xvGDGt0wHKMTXBcRocQ6uSk4yRcJO7X3+D4dPHdYoyYM03WNizUiPYqDFWsUsnAHP399P+43EB/NQbxlS+W6zHCWIwYUUgB1ZXAds02vntlCiKF2jcVn182478lg7X4Aa9e96FDOGTcbY5lZ+EtDd5TBeKH1rHYh0jyOj8FZE6aH+LWOGQxvGv9jF/QCjoV7unBlg2HM0unXA6oAK6wfWXRcT7c3Ed7pTZ1oasLyGrUTxksNUpmxdaM0cex4jRo9UtUZDp6sUda57Ono0UFiXb5wfiNTsA/XReUaO2xk0HVtKBsGoCByiA9YDGEKYTgz+DH4ai9exGhonw6cPKQz5y+zPBTR860NcTJnAkBGoqvKUsd11ZrE6+Eg5cM3/yxZ8F+UU8Ih0dKfhOcnhlYsIMGB+5Pbn4CzVAP4mQ9tZwa1jgzi2qz1ao/thLO6XXUjqxELryA8o13nsK4w31mUqCcug3BzZUOjI+dPM05ymjh6tOZNmKNRuJ9qI2LEDuKzHkTfeNGUWZrLYbgelxdn0Ot7de9mfJ2e1aI5c3EoPh+3PsMYauybHCIPo8u9G/3kju4OLZ21FNcqxLrFV5u5aVfyl7XrJDFfD+zC8GM41uHLCP04lj2DtcA0rIhT502MuQOBG+ajpv3cDSGCx+TGibgdgnZVju5Bn0K7sEfSj1bpiCMB6mEf3Hpgk3ahG9xB9A9z+1NYBNcOG6LaSUPQQ56kSeXTgkslr2nNPRcIrbWH8XtQ9bUVgP3FuHqaRF3Yu7yQGDjAsQsXUopwiOYw6DkVR10mHGRdD69VHMItPSFVaQ1zf7LWe40KY4Pb3PCva/ByT/4TjpsXbRPEW5GJ9LNegbK8/HYeZpj4qzk83vNDsFQ2CItJfcrPwmGyGCIJ58Gb3s/vclkD9X2vUgfSXF033xv4PpDP1ffeK7/3ezaQn9O9W9nv937prQCe2HyTgARb9Zhb50lzETHE64de0x9/+w/UU5FnAo7Awq0R1vniIB4d1zCBEyeT2n1hYGjgyGnbkyk4JR6o0vtX42Oe4mo6f5Cq/rTp3yvPDzJWXJ6vTwzBS835Bf/+wMCN+R3OH+9aX/rGHN+rj/4AC3Yfft65sVyV9t3SOA8j+3Ay4X2fGt/qcz/rf9/18Ps/9ry/cqEu/Zujb4U0/A158/5AvfzX1zvLdJ0HnoXF2icH0oXyvIBfdQ3U1Xn82OW2u379ZQy0wcnCO1fVz+kGfgbSvZWX3w8vlerptvkK9eFvKONqGoWnP9uvQFsDP+drGjjfq64Buvp5oOk7njvpO+nxVl58eKvtfLi63qFct+sd952fL+fp05afu9wfqxf3rh57PpC+E8ywl4Y+dl6+nFWoF79+It1DytKv933/Kjr82Fji9Z9Ep6uyjz7+DBSAzv+MwO2fVsh8iYCmeWTkXBq/gAj+JRGhlQYoqcyN8eCKrg9NAZPR+m3mmATujDk0nP5ziEgvYdCwAxcUj615HEeMHZrFKX7+FAKO41Jl/NAJIaxN3P6qLH5whwDc8gZ9LB7mjH44YP+hmxZlEFHgQ1HgowFuH6oK0csRBSIKRBT46SgAcPq5Ajcjf4tfvPFbn8dimiACQiwU9K+M7gOa42QXxDI/XXui1P+UAv2QKzwwl6xgsZcBNACsB/FLM+G5dh7fgR5NgqgWw4iNOVw1WHtWoaQadPpsMOI+8aEQkY31xt4Gbv0n4H9abHQnosDHngIRcPvYd1FUwYgCEQXeSQG2458fcDOLNnDZAG6BhQqAsLsRg7Xg88PP+1nGFpijfB1dHw0FzNEM4Av0VbTyPzQP96xXiB7Dle7LWKuiweD+gCNnkap1sIIVrWXa7jvrygH2CuhQOfxUieMWAbePpoeiXH4RFIiA2y+C6lGZEQUiCnxYCvz8gBs1DbrsZuAgCrVytC1IYlaW9wP7ijJCCDJ7PmM5F10fFQUAXb5sGAHkQskQxX7rqwDAUADN4wrE+DkYUaADZ0Xst40PjNpKoA0NUoAbolLrJdpSNSA6HkdXRIFBSIEIuA3CTouqHFHgWqcAW/LPF7hZTBr0rVwwpSO2Cz+hIwwQQA8Wy9kvSMRx++iGJzQ3t9NXsCgEuGX7MDuC1JkB3UJbjgSLEfcLPwFA+wUS8cx+pmxS7y6yAUlQ1uZRdEUUGKwUiIDbYO25qN4RBa5dClhV6ecK3AwULGYzKLCjVYtMc5i2W88tjcNBe0e2SxC7ekhibh9dHx0F7NcumFIbkPGTt3ia//ZaHfqlt+THq+T3iz4yzguAz+iMhLZmsrWx/ekEnxLcNqiLrogCg5QCEXAbpB0XVTuiwDVMAYcK+zkCNzZ8RKNFO1bln2MxWtXdDkntCiSOfy77XwPSWcsquHy5hvvmI2y66W4U5qv/L99LeoaAOUBccGZoIIcoNagZBkBmgO1X+t/xvauBWsRyCxSNfg1eCkTAbfD2XVTziALXKgWMnz5a4BY2+X6gEAwQrubIGADYea+LBSSAzWzZaC6OIxecv3xOF5svErczrVENIzWUuHc/BhSu1V760O0GpCHfDNw2g60AwKzfxmUAxxCwPz0jNnPbgmd9voc+MtCDu+Z3A04jWfBozlMbKgzgwJBX9CuiwCCjQATcBlmHRdWNKBBRIGgyvS9wM/Qq8Vz8G9DVj8VKjJjSkxJrBkcReF3u6usiyHefqoknV0asloT12MJlfTYbIvh/ScE9RDvAxURrd7M2vLFeBw4dUk11jRbNvk7Lpi8Laf3LKlf+VTJo8Jf+cp2XEUVAFdzzx1JhpQ+lF8P9tx/0v05apy+9ZABTyieE9gmJnVNIEJ4BXcJX33HbS09KgMbvBmDk7EJqFz9QE1KGl0ovug2+EZ47n/D17e/9xfTnU8oj/A6Ai3TmkIXP/WUMFMMbpR51bZzpwEV6s84AZcGPo0WejreKF/hQFv1jQwV7AE+ETgWyGbiRzuW4XSGigXmh7oMBzBdCIVxdzkB50d+IAoODAhFwGxz9FNUyokBEgbcpEPDGu0ZOMLBgl7deVFCEMyeG7w7uatGmdaQS6KMFJXWzzlSJrlqzmgiwu+vEXh05c0bLli/RzNoJGkKIFMcflZXgEZU67EjBPtrsTwwLxjgxy053HNNXn/oTHT99XlMa5+g2Qi1dP5EYZ4QyylNm4Phg9tiHHlaaGHQhP0I4GVjkk4QGwdpxAFgZs5hzlLCZpIGbvUkbX8DZC6JZUiYAKSE4hBXyATF5YmLi6IJ8cSxLOKAQHomYqMY7DqHkdocYasY8gJoE4WlKoZjsNoM22SoT0S8ZUEbpn/X1jIwcBskMxqA7hj5ZjvApDr+ScMxV9MUsry4ShsR1cgQJEuKiw6HA7OzWvLLAnMQ1B98JbZMsJ2A0ecQIypsmDFac8EcO0O5wVqaLAVkhSfw33HzYb5vDKhnnufxAN4wSioQbyRHE3vRwu4r4aovn0TEMXFBK9gsGb6437kMSfmDUx428Y8fxZoLvb4NVbkVXRIFBRoEIuA2yDouqG1EgokDACO/OcWNjNjcmIBf+BtAR9m1Alzf1qzdtgE68jyDoqU7i9W3Smu0v6NXjm3X/7b+i2ybdoMbKRqUITG9GTRIwYLBS4P0iYZTsUiJO/NCjLfv17/7+8wCIaVo97xbdveQuNZaNCFgB7MBF4eY08Z6DrVsHjnDcAVgYtgR04zobiPHXINOgIsSOdFMMiAzCAB6Oc5c0dwn8GcAbAKsr3wUYIw6bY2WSfwEwFU8Czqiv47WCsixsJGtzo/we5RjMUodSHFJAEjp6tro0EHPsNUeCiJOmSMxLA6DgYNhtN7cLYMajcLksMiuBSVcSEOX04EF+oBdfgj0ARh0Fx3LNZGgDhgSkS0A/A7BEyp8dSN1glvIBw/4J8UkJ3lsEKMcBjQln2kfmZTEeOdAy7aR9iR7aQTBlBy8vJgGFpqIb6r51XFfab7rmiTsb3oFmCY8D/kdXRIHBSoEIuA3WnovqHVHg2qVACBX6bhw3I5pg/WlwMmDd6Y2cy9+NZYI4LWzu3OuDm1NV0OsHXtGzW9dq9+mDumXFXbp11iqNrRpLENuyANxi+R6ZkWXWTjEEm42rO96hXWd26A/+8XcISLtU9yy7W3dedxeBcisBKgS8xaO/rUwNhhIEKO/tAWTBTTPHysAi1mfQQX5wmEAq1A+Ol7lOBkjUrxShATDkSgM0ssRJBdUReLwEHEFMRBCAkwXYA7YBlCiLAMTGVUW4WoaJcSMn8s/DKbPYMcF9c6Ji5rARJJfsKNMvANxcV8BYMuV6GYSZbgaSIYE/lkClk/MsiGYBloF75TiivbTLAIu4vOaMmZtnvTO/DRFKAJS6hoygahYA5no4iHPMAZpdGeKQOqh5sZd8nRffDZjNHbRv42KS5+iomU5xtwPgpkIFYA/feYmeUv0AsME5cijLhdNW2ud2GoSaTgay0RVRYLBSIAJug7XnonpHFLh2KWB88a4ctwDcvCcbuJlzBWAoiUzZ/AE6ObhAJV0tJyGMkplG6T69snudXnj9ZR09f1S/+tBvaAnizvriEMADgCKdIlZ5FwkBNTZSyCWUBQid7Tmn9Yc26rvr/lbzRizU3dfdqeUzVoGw0pTRB4ABuBkwUNlEKqMs+nOuHxK+ACCTvWWACL4ArCwyFWDHIsACIt0gHgTkFXDua9dw5h4V4DblyS9pMSLRAYxECohk8Y9BPd0QykoCXuBeqVgJgQBvxV7Elt0lkAS8y8Sr4Hj5XaeF+xVo4PIMqLgNoOn/yGducLtER0CcnwUYBm39wD9OFH74XKAuFl+a22aVQLhc8OmcravGc37MATOgciQDWIc5jDtifeZBlvMOL5njBkgWoDYOAiwmLN400AJwUbGC6epICDTBNAqAr8ccTQMzDwr+hXKgncuAeMFowXUNznn9HvXja3RFFBisFIiA22DtuajeEQWuXQoEfPFuHDf4PEY57M4GLwAh64mxSQeRI/TKgdQMAAI3zqCFe11q1TMbn9G61zeoO39F//OvfEUT6scp3ZNQvo8c4ZDFM0UMFtIqAxCBTIKIct+lA3py5zPaf2SPlk9arNtnr9bMxvlwvVwgHCyLFfmYMOgA1BSokwFdMQ5HCfARR4fL4sme3k5157oC0HDVMxhGVGaqwCYAP8o34DCnrzPfpo5suyrh3lUmy9XXk1M7el8WuWaIIpBBZGoxZ8o6XwXqCfDL0bqOYrM6clcCSE3FypQulKksQVvKMMBIAkp7HH2ANob6QRBzpKh7iY4GZr7Hf0Sn5hQGnbmgh+eb1r/jH1UEhkG/HnX3dYfvCXPZyCdBvmXxMpWnqwFj6K3RIX2FHrX3NoPziipP1VBfgC1+8XoKHYE+5SkMRBLVSoY6AcpoZQyxai906oOT1wsozKGzFjNPFHqVxTKkLeMH7h0cN4hbAoYGxO4HKhiDU5qAe2kun8dEdEUUGKwUiIDbYO25qN4RBa5tCrwrx80gInB02JmDDhbgzZw2AzeL9wwBrEhvfbccnKpEuqBzvef0g7U/1JY9r6myJq37b3pI1YCM7is9amsFKKCAP370aE0fPkkN5SPhnpXrSrFVW09s1TfWf0tgDbhtq3XTzBUaXd+ozmJXUJa3SBaoEIBSCl26WLIC4Gag1aN8CivWRJfON5/X8RMndOHiRWXzWVWWl2ncqLEYOkwOAdNTcJ1igKVOLF53n9ipE5dPatK4MRo9dLhOnjqtQ0dOB+5f/YhKTWgco4lDp6kmUQ9AyQS815q9rCOXDunw2UO60toZwGB9ZZ0mjRivKaOnqLqqVrnuHkiGXhtPDcSM8MCa1BeaGTK5HVbyd2gvYzqzDAFU4QsgqIgos6fQqdNdTTp+8ZjOnDmnni5oSybmzVWWlWvCiEbNnDhHlYCxPPmdaTmtHQd2qqw6qXFjJqrQW9TpptM633peicqYGmnLhGGTNCw9HMYloBfuYFexU6cuNOncpXO60HxZ7V0dGIEQYL5xqGYMn6XGivHAOLh09Fc8DTjE+KMHTqmNMWwMkc5hEGGum4Gbx0l0RRQYpBSIgNsg7bio2hEFrmEKWI3t3YFbkJNZL4ytmV9BdGYrSVhfVpB32CrziDo6OnQR/2vtvZd0JntBL+/aqEOnD6uqplxD62oR2aV1/soF7Qfw7O6Uvr76t3Unxgejasajr5bRxdwFrdu/Xn/05P+jubUr9dlb79OyqdchyizqCBaqvd1whOBQpRACDk03aHLdFHTkagCVlI4uVmv+sg61HdTr+1/Xlm0btO/kEThO0miSrJ77Kd267GZNGz1D1Zm6UO9zraf17Q2PavPRdVo8c6kmjhinbXve0Lo9m3QCyeKcCdKdCx7Rg7M/rYnDxgMck2rpaNXB0/u1+dBmPb/7H/TsKWkCjLi5I4bqjpkP6M75t2vy+CkqoPSfgIto607rooXwUHDwzBU0aDPITUKPuPXYnMZsRKgY2oJ411y2UxePa9OpTYiOX9aeA3t0vEUIP/kh2fSh5bp72ef08MpHoEW9Ogpd2nrsDT36zHeVqqbuE+eru60LIPe6dl08ojQ0uH7WCt0271YtHrlUI6tHqSvWoUPnD+jVHa9q95Ed9NUOnW6nKkhnF84fq88v+y3dOPZGVSVoIAA0hlj5fPtZnWo+oe7ebtWX10PbMRpSPiRYlUbADTJF16ClQATcBm3XRRWPKHDNUgA48d7AzRyhAb2tANoAHyXgBuMomw0crm17t+pPXvoD9VZZba0G8JJSLa4xqoFbcfTaqqqGqrq8VlXokd097zbNH7cYYFAPZ6xXJzqOaM2u5/XXL35d9827Xw+uuFONtaN1+NRhrTvwqnYeXqeWthaNqhin1TPv1Odv/ReqALQUsKTsyDbr8IUDenYHVqwHnkRUOF5DautgduV16dx5DU0M1f2r7tHKeStVXzEM8WBWx9tO6i/WfE0HLh/DeLMDPbdOlWeHwWWbDcC8qOPN+wAmI/SVG/6VFs6bC3eqS9v2bdcr+Jg7dv6IMhX1Kq+pCoDxcnuLZtVM1z1zbtGKpSuwmEXMWLSIEVCWA/HCULO+XRb9swJ1MifO/2wMAFoL/y0Kti5bV7GD/I9p864teunAyzrZekIjqido5PA6dcARa77UGriXty5ZrfuW3qehyTp0A89o/dGN+tH6FxDhtlA2XMjugipoa3ldpS51XNHl9gO6b/7ndP/8ezV+6AQdu3hUz219Vpt2r6dry9TQMFyJ8rQONh3XhcJx/dqSL+vh+Q9qdN1o3IyUqwvR8Bv7N+vZzU/pwKm1mtV4h+674UEtmDKfGKdltCPiuF2zq8cnoOERcPsEdGLUhIgC1xoFjMveTcfN+kzmEhnXBctCmEMBwMElsqg0uOUAxLVduaI9R3brm5v+XkfaTqsXvbPRQ2o1d+REja4Yjr5/SiNGNapx1GjVZyrVUFmv6uQIJbLlautt1Z6LO/XM7qe14/BrWjV/lSaPmKy2lk7tPrxbl7tacMzbhu5aD5yeIbp+yhJ96bZfU231cN5t1t5TO7Vxzyvavn+n6ocO1ZSZE1TTUKkr7W3at+uQOk636e7l9+jWpbdqRM0onAPndKzllP7w0f+sM90XaVdBjTXDNXvMbC1etFwnTp/Svv170esv6OFFD2n8tEbtObVXazY+pdNnTiNWnaC5c2arZliVdp/ao20Hd2kM/+6ac7NW3bAanbhMcHsSs8GD9cOMz7DmzBbst822qRgNWFWMT8E4wVxDnvfBOTzZfFzrd2zQ67u3ANSyGjV8jGbOnKSx44Zr3+EDenPfQTBeSrffcJtWz7pRDakGHbtyVC/BmXt+yzqdb2nS8LKRmtE4Q1OnTlL10Co1IWo9sve45o2fq6WzrqO9MQxHXtDaHc9qaMMYTZo4nvzHUM+4Xtn6qvY17dXDCz+jh5bcD3BrRC8wrzOtTdq4b6PWbntBJ9FFnDN2sT618pe0ZMZidOLgBdKu6IooMFgpEAG3wdpzUb0jCly7FAhxx98NuFmfyXtyyYUFYlE4RtZvC3ptADdbldphbA4u1oWWs9p0/BU98coLiEzbtXDqDN298GYNR4+tiD5U1ZChqq+pVwodsyJcrkIhhTVnlS4Dnl49skFP7vie2jrbtYD3cl1xtXZ0KVNepfFjx2jPyV06efq06jLVWjVrpT69/LMqx6jgyLmDWr9ngzbv26xiV0zLlizRyPFD1QbQO37qpI4ePqraeINuX4oj31k3wHEbCnCD43bxhP79N/5PdcT6NLKhQYsnz9PKmavQh5tKue1wEM+hfJ/ViLoRutR3SS/ueJkyNmhEbaMWT1+MaHWirrRd0eYjm3UUsDW9fhqi35u1dO5S5Xus4t/vbBhjDvtOo9FBZGrRsn3WBeAWR9fMxh58KWRyaiu0aMexHfrhuh8gdoaLN3K+lsxapMlTG1VdXaY1G9YA6HaqoqxGD9/1sOaOQsetUKNDF/frxf0v6uU3Nqinu13XT1sJQFuC7t5EOINptQKq2y52qSqDWLO8qP0n9+rxl78L3Tt1/fWLNGHMOAwXynX5wiVt3vYablm69dDyh7Qa45Dasjo4eCk191zQhjc3wqV7Ti1dF7Vi7k26ff4tmjp8qtKWr0a47dpdPT4BLY+A2yegE6MmRBS4xigQsNm7AjfrXgUxaUmxfsCq1BaTBnEDwC0OF6cr26EDl3bp//veP6i3r0c3XXcjXJmH4cgMZWMHrGA5WUSvq4i1YyHRBhhEYIg7jQvtZ/TMjqf1vW1/A8ipQdF/lFKdZRrfMF1zZsxX44SR+seXvwn3bb/GwQG6d9G9uAm5UZc7zmrj/le0Ye+rOn7uqMZWjNX0abOCPtbxc8d19twpRLW1un7mMt0wZ5nG1U9UCoDSCajcD1fp//36H6qyDtA2b75WL1iuOWMWoHeG0zQAlS1AC7TnROtxrd31MmJcAEtvmyaPnKa5Y2cpQ7o39+7Vue4mjRrZqOunL9XKqddrNBysXC9gNm4jCGgGSIw5JBRMNhAQv2BZcr+QtZFHOc99rw+XbYhIiRqxDjcqr+JGZULdLETCt2gJILGyPq0rvS361pP/XW8e2Y84d7y++PAXNbpsrJK91dp1equeefMZbdn5imaMmK278H83b+Jc1WAogUadGWl0IZxNOJCbT7yiF3Y9q20HtiqFntqiBaQrq1LHhSs6d/KMsu29mr9gvlZdt0pTaatFvulkWXDue/DUQe07egAL1l5NnzRNU0ZOUU282kLfa2y6RM39pFEgAm6ftB6N2hNR4JNPgZLVwbf3F/es7tOM+j62Yt8Cb/UbJ9go4b0uiwAvd1/WmsNPae1L6zW0ql63LrxNN829HY5MFbitF10yXFv09Ki3M6eaigqVl1cAkIo6efm4Ht/4Az2641u4S6slwsJQrRq7QrdPv0szxi7Spc5z+g/f/d/VdKVJK2as0Gdv+LxGYW267tALeuKNH2ovICyOr7UMdW2jDjGMFkYMGRd05BZOnKnlsxdp4vDJgKQ04sqiznSd1IbDz+uxbz2uOVPn6e6b7iIm6mKYYnAA8SsXgyMWA7Bcbj+njUdf1g9ee0I7r7yJxSV6c7gLyag7WHPWZhrJd4IWTpunpZMWaXzdJEBbNgCZGOG4bIVbyGJhCmiLY5xgEGWrUrM3Cw5thfafrVUJN6GW4lltPrVR39/8bZW3D9cdC+7Q9ZNXaGj9aHXEm/XmxX36+6f+DpH0ZYwp5ukLd/+yqnJDcbY7TC8ffUGP7XhUhw6/rN9c/X9pxezlGlZNtAnAtMNdyU52MV89fPaovvbqX2nD8fWqiA9TD3XIESliSKpSw5LDNSqDuHj0ZN24aKXGDh0P4LZhgrmsBn+AbFydlICnuYSANRteAN4tTg/2Fe81QKJnEQU+xhSIgNvHuHOiqkUUiCjw7hSwA/x35bj9FMDtEiLPHx78gdauXY8C/DjdtfguXT91JaCKMFEVMV3sOwenZ5ve2L5Zn17xJU2fPkO9+FHbd3qvvr/+cT2792k1DB+tRZMX6o65t2rusOsUx/nu3rPb9efP/Zm6cX5758K79Lnrf1kVxWo9/tpjiFefxtDglMozCCdjALaaOjhrwzVjzHTNnjhPo4agXB8iKuCfrLI6AKlDl3brR4d+oNde3KlVi5fr1iW3avrYmUGEWcDPW4jrifj3woWzWoeF6jPbntWxvkOqqm7AfUm9RmBkMXrYCE2fPE0zx03XEAwEHC80ToSESrhc+S67CeG7XX4AaoIoFOhk57j8AcQZGCIyJXZrDJGqjRIudJ9A5+w5fWf9f9WKKb+i+2+8F+7eVIBmVieuHNM31nxDh48f05iGEbpl0YpA23SuErcjtXp691P6zmvfUWfHIf3r+/5Q88bNJVfyBUzHHHEBUW1Pd5cOnzyqb2/8NlaxL6kyPkrDEQOXYzU6fvQoTUWsOnHUBI0bNhanwtQLrmAygTMQ4qFa/TEP59B1D7Fd4UaaCwt7lB+AW/hxO6MrosDgpEAE3AZnv0W1jihwTVMAhsqHAm52cXGx87we3fOPenXz65o1YYbuWnSH5o9diN8w9KfyF/TawS2EwnodTlSvvnT976CDNVnnO07ptUNb9MymNdp1bIvmTLlBd6y4WYvHL9bw9EhdbL6k5/Y/pR+98azGoet274J7dNP42xARlsE1W4vD3qd0qBPx4dgJunXqPZqIKLUSH2rV6UoCNGTQu2vR1t271YE+180rV2h4fa0OnturR7d+R01vXtKDN9+jG2bfoDFDxqJvhzNbxJwxAytA2IVWgNtegBt6Xb2Fdi2ZtkwLxi/UqOoxiA+TqqjCPjQT07ETx3Rg/yEc9tboztvvxHltGse1ADfgm8GOIx4IR7425HDkB7v+sJg4ToQDotrjESSvUy2H9eyWZxBj/p3uW/brum3pbRpSXaODZ9Ff2/0S9zcCYmO6buIs3bXgVt0wbTn5p3A0nNcT257m54eqxUbgK/f8G01FTy9BNAfrz5nbFzAWTLLjl07rL9b/ubbse05LR9yue264A0ORsaoBjJaXUedUr9oRYW899LrS3RlNqp+k8eMmYA1cTRvIgLYEH37BMIVm8J0WlT6Ev9f0FIoaP4gpEAG3Qdx5UdUjClyjFLAE7yMAbhf02Jvf0aatb2j8mEbdtGiV5jbOVXdnj7Yd3qGtgLZOIiksmwM4m3K/htYO05ErB/XSzrXasH09EQcKWrnwRnTjMBKoHR+cvB48s19/teGr2o+hwaLZc3Xv3Lu1bOQKQE8Gh72b9OT2H+nNtjewoJyqf7n0K5o0dKw6Oi9jXXlGJy+e0p5jh3ElArAbOV4P334XnMAx2nl0p/7q5a8q0VqjL9z/OcDYAtWih5fCjUexl5BOOKEFeelsZ5PWHdugx9evQQTaoYeuf0A3z8L3XNVoLFZb8K12UKeunNDew/t0+XSrpjfO0Wc+9QjcrKrg6sOOfsFoMNww6MAdCkw2xI4YIiC2TAAM44T6criv3mx38Kn29OZntKPpVd1748NaOGWB2tvbtWnvRm049hp1aVMt3LFbZy7XvQvv1vRhM0PM0ZNYkT4JR3D9wXWaPmqcvnTTrxOlYmIpiLyBlR36YkBiC9amK+f13175r9q8/znd2nifPnfTpzR+yIwQaaGl/ZIOnN6tbWff0Db+zqqeppum3ghXcbqq7VrFIcAQmdpIBYzOZw8YWxoHgTo3fDO6IgoMTgpEwG1w9ltU64gC1zIFjCk+FHCzWK6lp1lrj6/F+vF5AsJLMyZNx9BgIr7ULmvXgTd1ue2MZk2eq/tXP6BZ9fNxQpvSmxd26fuvPKbdh7Zp7rgluhM3F9NHzoJjVoOlap+2Hd+u//Tk7xGOqkarFizT3XPv0oLhS9DtKtOuU1vhxP1Ib5zborphQ/TArE8h/humi93ndezCUR09d0Knz59FV6tMNy+8CZ27W9SQrNfG3Rv1xy/9O40vW6LfeORXNXPUbJXlK9E3KwO4EeuzDHCCs9yLRIDYcmaLHnvxGfLbjyPfW7R40gK4VHW63HIZzt1+rFOPq7OtU2NqGrVy7kqtXr4KlTKc6yJqjDssVEBrBjhAG/TBbNBRAOzECTdlEWSsQLivng7tP7NPT215VltPrdMy3KHYh13z2UvcP6DzcMEuk6auUKUHF92lhxY9qDp808XgsO04sV1Pb39e+87u1g2zlmG48YDGVI7Bl1yJ1WYOn3XtEnDnzuIA+Wtb/lIbDnxfk6oWYbCxRI31E1SWqtCFSxeD65VdR3cpVxXTPTPuACQCoLE4zaCPGDhuBm7gM/e1UWhogXFbEAdHwO1aXkAGe9sj4DbYezCqf0SBa5ACYIkPB9zguPTku3Ws86j++vFvAGqOIFeLqyJRofYrncqU5eFITdONs2/SipmrVVc5EvFhTm8ceV1/+fifEnKpSY/c9C9078q7NAT3HUlkfJ1wubYQpeD//v6/Vn3ZON27HDAx+1ZNwtltvFCmphac9m59Ruv3v6xLXZdUlawl5FZanXbKWyC+J45oxw2p0y3TV2kV742pmaq+lpye375Gf7rp32vR6NX68oNf1hRcWiRD+CZinWLxGi8HZTmCQQ6r0ktH9cNXntFT+7+jFMYIlYTZKnNMVLhofblu9MHimjRsilbOX6Eb5i3FQnOIsj1ZpbAqTWGdiqZYaTQBevBYHD4XQXE5/Nw5WLv1yBwn9PDFQ3oa4PbYa3+voeWIL6FbBdEXhjY2qG7qCL24ZYOG9A3RZ5c/okeWPqx4B3WsiWnjwY1a88YL0OKoHlj5AJaoN6sO324xxKoUCG+PMqljgrijLa2XcFL8hF7Y/Qx+2ZqVqK5QsqocMEl9urPKd9IerF1vxyp19ZyVmjxqMvFXAW2h7v0cNsSkAafRslJjAGwRcCvRIvo9aCkQAbdB23VRxSMKXMMU+JCiUlOOMPBEMehAbPeynsUr/46jr8PFksYPn6gZuKe4AYvQOSOvU0NiFEr12DmW95Bml779zF8HgHPHDfdo+fwbiYgA8MBJbl+2U28c3qr/45v/kyYMmazP3fVFLZ1xPWLNOhT7cV5bHtNrB7Zow66XtPv4VuKOHtV5wlVVDxGK/bO0YMxC3YST2nmNs8BhcNTilWpra9fLO57X36z7t1o6+X790l2f0XhieKbhtsWJIEAYCMSk+KdTLwHrs+ojvNP2k2/ouQPPaduxl9V0DgV9pIbDieI1Zdz1WJQu0bxJ8wmLNY5YqBVgMwgJFy1JoPYkgAjrAoANIMoxS23ogcFCEcOHAha2eYwtbAgRx19HK+4+7BPusdf/TkdPHlFdrE4rZ9yGu47rlMW484//9t8AWK/Xw8s/pVsIXSUCvIOyCC22Ht2454hJelyfuvlXoPFy1ZUPD9wwzCEoAw5iAG7EWsWR7oUrZ7RpD9arr+JepaNJ3Rj2ttPkabVJ3TzjLt0wdqVmwYFssL89dP3y6Lbl4dil0NFLotdX4iC6Lbh2oRTYefw2eLuG507U9EFPgQi4DfoujBoQUeDaowDSrw/FcStRLKYcSvmn4bqdbj6lKx34amNPzwBi6mqH4KJjFJ7+RyjtmFhYOhbK+vDFdkmnzp9ALJrTyKGjsdYci96XLS55DtBp6W7R3pO7AEsJHMVODJaQ5mQFHSsASXNnCyGqzqmZfHp64LIhEkwmMioDRNVVNmBIMBQuWGXQ8yJb9QJkzgNems4f5XkduniTVZVCJ438rQcWAJYtMR2CynpdcNaaccB7pvOMWts7lOt03dK4xkgoUx1XXUOdGrA2rUpUKQFQC8wni0kxkHDUhCLtimPxWgJucL8M5uCkFeE2FnDVMWDFmgcNXsDq9tjlw2rv6ISZVq0RlcPUgJ+5nnReu/ftC9EmGuuxBqVdNnyIlaO3hi7fqcsnwZt9OAWerBHl0BfumoFUMe4yskG3zpw/iza7s12At/M6c/EMvuHaXRUSisD1FRpZP0xDccVSQSSEFDRMwIa1KxCDt2TC9Cl9N+3jiLlj9LWBmyF7dEUUGMwUiIDbYO69qO4RBa5RCsAI+giAG8r2xXK8nLUiCuxlTwc94F/NAAYPE3BsYgAwrBdx8RFPwKfBmrKAu4ssIkQ+wfHCi1oiHURzpARm4KgWHa2+AtypvhhWm3DFeM+AJ8FfK/8XyDtb5H2AlmNLxSgzZsV5W23a95iV6UFTzieE6gKk5BGh5gBwSQCg3XYknJZ/BiROyw3qhj6XY41mEWXGu9Sb6ggjI5XNYFSAEQNIt5DMAmAMiQAx1MV6+nHqj+yzxJGyLpg5UhnoYn9qBjjOEz9x+QSiUoMmQoER6wriu6ge9ag9cLjKoKP11BJwufLow7UDSsuoZ4rX49TNbcuBuLLQsBeHuEZfVcSHdf1chgPbFyijmIQ2rgOcPYtlswZi5v7R1jygshhAmC1goTiVSGXKcJlSEuPa8MDGCHneiQW9Nkoxbfln4EZN+I4xBzRz/aMrosBgpUAE3AZrz0X1jihwrVIAfIExwYcHbvbrhXuLAs52jQJijpaAWwpbVhYzfeCJvgB4ErB5DJX4Qnp+AAjF4KC2xOUyKDE3J2AxP7f7CfKyyM+AKwc0TGOl6SDtfOU5PyCaGG447CDXCvkB4Fkx31XifbvGSAOw4ma7USH7NyMR1qLotPHXbi5AkcAfh6ZynoARRJ7KVeA4uFu5TBfp4kojorVfupCISAh2pksBJbDJ7RjgiCj2oc6uNwmhhdtgMGdCUGfSE7kUS1MAECLaWK/pRBo7yoUT53rEKCeUYTQISCpQn2IW0SoctJgjMAAYe4ndGrOvOGjnK0V94waCNHoAuDnPPOCqCLA0F61ogkD7BG2xwUGReKx2fWI9tgJcu2Q5Bhr4bLPDXjop0LwAWAu0cTP8NmAuBr18P3AUEfWGproS0RVRYBBSIAJug7DToipHFLimKcD+64ABH8YB71v0M3gz1ypcbPMGNv4Kl8jFmKNlPakS1OD+QFKDN38xmOPpAHds4HuADM4KbpHBlUFcyAMsFC4DnMAB8g3KcFrnF/6GXzwt/fVt40Zfzu+t8vzA/0nmK+hzAbSC2BTQ5TxD3d9KQKKB9vWXFRIZ6IQ8/GvgM3/DxT2X0X8/xIAdcBtiuoX3QgJS8yV891+DV8AU7wWQxC2LMUtpTK/wqFTn8FKJ1tzgvVLZ5irydnjHv0MtXGTI22WarqA10r9dv/A1pPZ9FxTefesd16eUWylR9DuiwOCjQATcBl+fRTWOKHCtUyAwtD4S4HatUzJqf0SBiAKDjgIRcBt0XRZVOKLANU8BS9I+Go7bNU/KiAARBSIKDDYKRMBtsPVYVN+IAhEFLHGLgFs0DiIKRBS4JikQAbdrstujRkcUGNwUQEspAm6Duwuj2kcUiCjwM1IgAm4/I+Gi1yIKRBT4BVLAWuvf3l/cs7pPM+qxtOxXYy/aEjKw4yIF9F9g70RFRxSIKPDPSIEIuP0zEjfKOqJARIF/FgrYYDECbv8spI0yjSgQUeDjToEIuH3ceyiqX0SBiALvpIC9YkTA7Z1Uib5HFIgocE1QIAJu10Q3R42MKPDJooB93kai0k9Wn0atiSgQUeCDUSACbh+MTlGqiAIRBT4uFMCvKvHVP7bAzep3ds/7lmfcuD/zEzTxSkQMGni+1e/8t/SOn/mm09v84io9veAo2NEM/Mz/XYa98pacz4bywrer3uF7yMJZhnJ+/Bk3wxvBu6/TOGNuBWe24YNLCS87Ax4MpPdX37/qWUhp/UJf1C08cvr+/LgRvgVnub7b71GYPByCyhEd/K90DeTb/zWUM/D5vf76PV/kM1BX5x1yfre8/Qw3x8FRb6k1A79LdaE9JqBp73Aa/fqTV+f/dokDn/rL959wXV2ub7yjbX78jldLDohL6d6mSciMX+98gdcDbQfq6STuh4FySmMk1D/QZOD7QH7+O1CBt+vqpGR71SPf8Hfn7TzCF/7++BXGTn92wVnzVXkXoWMshBcZeKe/ABcUaOx8uZzGFQiV4I9pH64Bavg9lz9w8V7It/8+Tqj91sBVuvv294H7P/mv0zpP/oaXXZZ/BurBx1C/gXJ55sdhjg+U4xu+Bv4O3C/d/bC/Pz7AbaB9V7dooK0Dz/q/B/qYJKV+DmPFXwdedbIw6AbuDPztT9A/TweSv/3m1eUNfCZV//gpdWL/XA8vO81Auh+vSylvj1Mn8Tvuc487bviVUKWBd0upS7+vrmt4uXS7/51SW0sr0UC9B9rvesbCnPUrXnFdlu/55YExd3X+pazf83dou98v1bVUsjXBfYvf5F3K8aq6vkuGIelA0f30fLst/S+EuRsyHmjawIOrcnQm/T/95Ze+D9Sxv5BSdfvz8b13ef7WvjiQeKCY/jz8lY8Djtz7v4ac3krhtruJJtgAAEAASURBVIR1DPoGOg+85L9c4d5AD4Xe981SdUImV5fdfz+851++rq63X/DPQF/6aYn+IZfQ1yFTv8jF3bcIf9X9cK+U4sd+h7b0v+c/rjuvOXn4OvDb38Pc84f+h/2frsYSpWelNg+MkpBFeH/gTvgSbruwt1szkHcIH9Cf+0Ba0hEW82MJ3IjKSUQpYnYSLiuEhoKIRWKEFhwPNF+pQoYmElIqaUd0jiRAsPaCiUk80FiIBJClsYSRIhRUMVEWYpoWiA0a7ylXvLKZcE+E5+LdYoEYpIkK0maJwkVoKXrJpM47bqlDPHkwUBeXkSOWpwPQJxL9Yal44kFbJHqDw7MmKCuWJT3RIvKEsOoj7FQiScAtv0OcVCePiUDwBeKaEnbKZSruH8czpe6EwSoSFiwX7yF6VZbg9dSth7BdDk7vcFfkGUtxnwlezBFGLMSmItyX3/a6GeulPa5rRaiZiPVacMxYoqrGqUsMGr3fZaVHh82KOyIFYczkEFzUpUg/FCgvJujnMFl9lO92pJG181PMl9F+8k9CJxZPcqE9OaWLGT53lgZarpJ7PRCqnTxLeYUQZ9Qr148RksRRjbk84rMSLy0s/IXQJ4T0okpFv++waKYnfVOkfcZARRahUmxVaumwaylHvnCoNcYP6eOMJYfsctoC/e5YsCFuWnjZtI+pz3Fl3Yd9lGvQkqHexW5IRr0JMULnkq6LP9CFuol4sI47G3foL4c3Y/wwcEjnutJvCYdpi5GM2BWEFSMB2VRCS+jX00UoM/KEnnL8Wo9Vh2AjPq2jjRSgXZGwb7zNbeoTonK4b5K8W6FEmWPo8o7bzr9YgvyITVvIkR8/Dq+mNGk8HnKMuQR5Zogj7PqSR9Ihz0jPN/5DF/qsmK9WrtBC26GZKDNXw1/SZaAz7xcpjyjC3Hufi2YW8jlCqblyzC0fuFxRj1fiBMs0pc3OqZglDjExgGPqULwC2tNvRULNET+O+lE3Yhx7kQyRPZxHiCLyPuX/FI9/ocAtEHKAmrTbfWxSQY1SVBP6h8ceA+Fy6MAwRulvkzNeA0XoF+hVYPxBXe4zNxySjr4qOggxd72meDz7W8z085gn1nGpXzz2yd9lh3B3fA8pyYMxGMon/F9Yo4hD7QrmmOtxB7n2euN+8hpJP3ueFj1HnCW/PIYScdbfXBdzzmH6mAdwChwOsZjwzKAebkjYGf3ZLeDHc488/d3rjuvmdnmdLbhM5lmcZ3HWR68TeWjiONRF4jynE4wjci4WCRcY2sW8pzaxGHOB9UAxr/WmBOW93xXGH41J8p5pH95inYtXMc/IgTEe436cuWEaEkHaJUOLfhr6EGRaUPcQv5t5Hfd+5fCEKUISui+hV5y9LbzDPAh94T3Ba3VYr0wXfniXVKSD7tC16HWGeN/uR699vuIOOemyHRfb9HNf+5njgHut4MfjKkx76OMDYQnUki70BX/8vvcXv+c9wNmx17gOXj/5EMapY4GHfvMeUWDf8voDnZx/DFAR1kFK9TwPe4dBkMcg+7NpEGJS8sd7jdeeUt7MdfY7r6shXKTTsee7vwNQoe8ccrFYYH3w2PR44F9gWJC2wCaSZK+nBlST5x4T7qOwX1OnMKbcRtrjPnPjnDZc/PWa6R+PR8ZnMUXuJrOTshZ73/W4C1ELHJvce5D38EA7wnK6bb5Pu/OF0t6T8D7HeuvDdmizBxHzL0b9fMgo0d+jhnyZ50X6NuzjRC/PU4+E91vaGQvzjHp7AS/UkJ9Xz4+hVWmBxvYxyeNslIlu/tKZPb3tuni4V90t9aqeUtCQUeytjtnFBhFLM/gc95RBG4LNM6HYipmrTJp4pTq7+9R8Suo6nVHt1AuqG11Qypt3oYpNvJY+7YTwHUwMd6WDwUNfE8ydxQbb01rQ+aZWtV/JKpOqZvD1L4QMVKftpb8T/Ep2GzjQ4dV59dX0adT4Bg0BZCY9+Jh8sUQVTI0K+pz60jYaxz06xMtLkQWBQZ9NAhgSAJTucnUeTutyS15lDVLdRIBQdZdSvWz+3thZPIvEaaW3qbGBCpOHwRkvUj8GU9uFFl08mlc6VamhE4AfwxmBHoTvcRWY1WFzAIzE8+XQkkXCg8h5M2kSsSHKQYPmEy3qaEupcmRc9RPSSiYps5uFg4nWC8h0CFYiwqoiW6nWllZduZhWb+uQ0iKeOs9aklZ5WY2qhqRVNZwyq2gPcy1t4JYEcHqzom+YJywc0Cqwhr0h0UdxBjMLeNeluNrPx9RJfbJM2hxgJMlCVlmdVEVDRuXDO4nBCtACZMUJykuLmFDkARhNUr4K0J9CvZgU6MTmc1m1Xogr28aGA9gqAPALgIxCEeJ7wY/1MHkB/QCnvEF1Za+qh6ZVP7JSFbUQlf4MC6oXcTbSfKITytFOgFOyrz3QsZgaqo6OrLrOtFP/tLp7oTHtTVHv8uqMqkcyVRsYQxk2I8ZIjIUxlawib8ff9SLIBO+uBLi1Mv+9qDEOWRNisRa1XexR+8Vq9VypUbab+pe3h7W9jIPOkAZo0gggbwB8AeIzWejtnwAyk6SXWs7Vqa21iQMKcw7aJ3uHqrIiq+pGDh/D6IMy6kkr4l4Af9Llta+vqNbTfbp0zJZPdaWFmMXSczpP36XUBW3aQh8XGR/q9ti9oFHTG1Q7pgJsR59B6zhzueiDF202uPQyHYDHTyr7Z7j/CwVurC/mZjj2bwyAE2Pz8Z7h9QcCMCbZFMKmZuDOsxRjiPVCWUYy470YG8m8dCzolhCzOWk0wVgLIfu8oTMGvR760GGw7kNp3PObv0XGUukgR7nF0hpSZLOJ9R9YA5clbHD0YRYA7zWKA6Xrl8vW0h28F2e8A4ji3kTyQ5Rn0ysaHDH/fYiOx8qZjwCoHOOQtZUbvMN62wfIAwTGOLCyelI/b7JkTFqfhDyHCqy7If5z0u0lXTh8pGgr8zHWxjxkk8xySGH85lhv+9xeAER57BLU81paThn8LZQzlg12oFG8gxFUDWm9Eb7PQuixZNplWYfSPmxy6HGfsJEmVENbeW76eI9hXSfz0mfPj7B2eY7QLs9X6uIlzOAvQV/H+zhYpZnfgDYD2DgHmzggscheBfG4574D0DlPoyzmawDaHhusOzHW92KeecEh1uC5wCLpuZVMt5XWHx+2TVLqFieGdoy1sxBAhvu3f0w4Vjb5B/oHQEs/u8oBqZj+fCEudow91esBxAjpycwZA17ZdwFFyrKXAdrzqRbGZydpGGvsb163LBUo0l95xqwPFgalCWKGm0/hMe61pwDtHFrSZXudTrBuGeyFNtNGFipo3hHWgZj7znG3i+28DzAKB07PEbeJvmGfTrMPuYLes3z4K7CfJGDM+PBCYaSlfB8MDY4Br+GHsovQ0aAt5v72+9A8632M+UAx1Jn+cDeAOGKMa9+McxjxnuA5aqzQ08e9JOsZNApgE5on/bLnM/QMBxzvP/Sp+9zj0Pd5IeRnRlEBGgSasUZ6VHm/pTdI0RnKizHGlRvB+KAvP47ALYxZwEN7JxtavJq1oEdndjdrzX/Jaffj0kNfS+i6h8uUqWJQZlOAE6YL4K3AZPKkKnoQ0KGJQrty7TE1vZnThu9e0savndEdvz9G1z8yRsPHsLB4AFFYPt4JlRjoXuB8ujMY9KkQwhabK3VyS1HPfP2kXni+h+EzDh5Mhn90jEENf1udh5oErAlgEuyvUatz+tR/nqyR01j42IiLTP4YgCEMWmZyMc9gYfKG4PHe6OnQQs64mwnDYnjlXE6b/rxaz3/jjOb9elx3/o9p1TUyaFsmKFVdz2SBu0UHux7xtmoADmOznIFUllO2PaftL1zQ9z7bokl3DtXdv1erKbewQLOpvucF3fIsnDkmU7KsxL3K9nA6pL6plOkZ17ldPVr3N2e140etuv4rw3TT5xo1ZCyToLsbuvewiBr4lrOIZpS7UNSelwp64/GcDny/qG5q28tErIXuk+5KaNZtBc25L62GcZ443hwY+NC9FOCexcUcPO4HgEKd4l78YnUsJnkdWp/Qjsf7dOCvW3QhDP8k+cY1+rqMJt9ZoQWf69HIGRCFxcQnlMDFChMlzcLDhDKHzJPCmwsLxv6vJfX81y7qyNE2cslRT9pDj8ZYqJn+pOzjmzld0kWeltH3K353hG7+zBiNn8+E8gLoeQrYy5Guj395uFbl5fUsoK0AsUscAMq1fx0jZUNSB17s0qG9rSG/BkbU1NUZzflMWlNuTql+ojlt1LkbmgPODfrzLDYFxlA6SR26Y4BjymShSEDn7JVebV/Top1P53XsiZgucXLtUT016NJkxsfK3xilhQ8N1/DrOCjUNzG2GbW9HGrYtHOdCV3aG9Mrj0r7/qpdV1gxEsCrKto4e1FWs75UrRGrWTanAIpTLMxe3H/SRfu7W4t6/R9y+u5XGEPMloIXHWpjerAE00fVUPaiKqCgt8LLzJtmnvzun8/RDfcMV9UIMomb++Cliz5gkcuxSMbZzN1WHvyk0n/q+79Q4MbCnWexyvb2cfBhTEJbc6V8BXDFhPYBLc4GUwREFFKA3TTcJoMHDlVibOU4UBWSbcpw0i90Mt6guNKsayk2GDat7q7OcJBMpQ2EnDP5GPQZKAU6emPy5u7NhTUpcPL9hH/QPcFuVWD8mNPhdctSi0Sshg2b171hmTtiAJJjbYMTHQtj0hsfdS8wv1iP4+VsZDQrx5qaB1SkU1Vsgn6P/qWPS3Gjyc9AgXr58JiDzRGnTgmkDJzI+KHfWRuKpPE8i0EX9VKuwWIKDnQFh5s886KHnxw0SEKzCoM86t3D/LOUgE02R5uSlEGNKPB9Lm/A3kxZk83pMufDnKtCvp1zJPcARXnKynFKjbHuJTlIm5ZhEYBDE4Bf0Rx2g0hoYUmD6WEuctp9zz4DsIz58MS8LnIotGQl7zWYPkrlOPal2Y+oM5VwpzBf+c6c9ZplcGfuU4HDTYGDZTzFXHE76Slzb03X8jJAVS/1Y92Om96Ba1qaX0G6kjfAgZ7UJ+x1xkEGkdCIngh9wC/ozB5Am0y1VIZ1JwWNkUC5XgaaOQB2rzdegGUaBkQqHLRNK9ZC9zG0YTtnLLudrEHss0pykI+VKUuds1kO2azt6RQcUrfVuCrHwZ2yfGgI7QwcfK+LPqwa9FBe4Fp6YJOfe5WPecoM3E/mlzmvcWjjfakU45tDaJp2+KTaS/6AYHM387FztIn9xdINA2He6+iBeQS2qKn2atjJ9uS6l9F+dvkumA8BBBrNQQO6tKe3i6HKzh+rDmM8QV65PuhLH8UNxNnXSg2DEOwkctnm+rgd9L+ZOGYUmMY+kCTYQ+kYxhd5QDdmBz8UxEFc7P0fS+CWY4D3ckoL3K3OJKCtT7vXANqerVHLtou6/6vVWvCpMpUN9eLOIGZBYWekQznZs+HlGSVmQ8Y78mremdaWR/u09RlO+kNjuulT9Vr0SC2newMzn5ro4LQ3XS8GfDb7F6LFOC3EIGS+NaWT23Na+/0mbX2pTzVDRqvc4rh8W1gETOQuBkYCMW6yA/EFospkTV4zF7Vo9f82VNVjGQwetO4vwIc7Lw5QC2xryg7lM0nM6Yoz8ood5Wo/mdShLd166o/iauUks/zBpG79tbhqJ17hsDCaiVDFYPOmdkUpd2oPC1cYv3G1XUrpwKYebXqsXScfzWvup5K66bcrNP4mFoj3BG4eMmy01N+TqZhpZfBQnicFSD8HLS8f6NOupxLa/Oc5Jce36cYvVGvxA7VKwTVLQfcip9oirOl8tkqdp1Pa9M3jOroxr9ZzLEhkEy9jsWPw5QANya6YRtTENP+BtGb+UlF1U10Og5WFpOCFz6c3JlnBAxv6eKGnd1TsrNe2/05fPFfQyaNMYuhgEXIhTAzqwMk1Dcdo2eok4L5GwxaysFfTj4AHn+TjPi26fZyIvADE4bwWOmM6ANhY98wlnWnqDeC7l3JjiQb6xYsCk9ri7U5o3lOjTg6hFY1tWvZwRksfLNewaYy5PvJKe+L3krqTxZTFKtDSCzqvns3pzTV9evX7QNcm+gIgXEwBSOj3Yg/ihvasGiZ1afadZZp/d52GzWJhh578onw+myYslu6PgkFNmnHPZtlxIqUdT3Zr+9pOXTgJaGcOxADvSTbYBAtzsZfNG+IPG5PW0s9UaN7dKWXGAIhZhHoup3RqU69e/aOzOnKZjZ95kylj4WHRycIlTPYW1NPeroWfrtCtXxyh+hnQgj4prS5U650XVe2+Im19Iqen/i1AbyJgPdccFqc4izSsRDamNjirfOyoVh8cx27akoHmj3x7lObeklCmFuJa3EIveFE18MsXrzAXGTMxFq2fWPg7K/P+33+hwI3NzAwVi9wSbIQxaF/0RmhQw8bplYHBxKTxj+cBMJdNPeZNUG0caKxOQgY8T+c4YDBeLd7Jcsgq8FPGZmz6GfgUABhWbYgD4OJJOHceU3lzcl0I5bFWWnTmDdqf2ZVCvjG4ugFEeQ64PET+yQo2U+rp4Zhjk4MByFjPKcUGmYK7VGQdNschwUHDnIWs28SoTcCpMLAr9DE243Cuk16wAB2hiubOUKzXVf4aIlj1oUD5CdrHSGeso87iT2z4CcZSnLrG2BCRxdBE87bhgnuqUo8CoC8b49Be7FQmByhmPOXZBLOuI/MTHrMb/p6XGTSeD4Xe0mEl6YM83PFiHxIRr4ms++ZqmnsTDvzQuACIC6omiPzN6RIAm66k39oov4Py6QsOJRkAWgCsBnEG4QCFGCAcLEi/swdA6xxcniRANVHKgAdUiHZBKfIzwmKee+0wSIOGBa+PqFp4nll1JYvKR0WG41cvB1HGBVUikcEUrwL04xwGS2JISx4Mgul/HwoAwua8FuDAuj0Jix8NFF2I91hvtczKsHZSpvMoqYWYnIiSAW8J1spiH0CEHOEy8I5pAe0o32uAx6w5gm5HqDfjvMTRLFj7BtAKeKLPYhxo414n43Bt8+zfft1cKI9Hc7xoO+iOvPhhLhSsZsR4iEPfJMS0BCrMoWIr47hXfdDbajJJxlEiS71C/3jNpH8AycZRecZMgvd8dI2biVPsgAamD/mxryU4QFj0XuKYuYX0BV3jcgzSg4pLloMMfRPzAcYz2cjOB3BzBj3dGFd0JTTkC+u1Dz8FMEToezBcHu6dpU5p1EcsSiYH8iiNCx6Q3hzQj6OolMrlYKsy/HXy5T7tfKFdB17vU+eZWuVOXtIDf1mnBQ/VssjTqWbju13+A2FgFTGQ0uq41K2Tmy7p6DpA0Oa4Lp3mtN9Y1Eo28/mPZDRkNC/wEucK5g0DwIQEYXuBy3P69YKQZHIk6M3283md2N+u5iaGdlkd3CenhTXMIDV3IJu/pNb9Vdq5PqvL5/s0dkpRd/96mcas4nEtnU8nmFtlnaugF8Kk8ZrsjrTem0/RFuFlu5I6vyevvWtbtf2VZjUfG07ntemGByu08ovlqprQGk7T8CHJi85DPBf3JGZxiqXKdPkUHK4Xe7X7+axO72HSHypqzmf7tPK3ytUIR+d9gVuBEyIzM4/oOMtJIcFkTiUr1NkW07GdbdrzXK+OvgiwPBFT/fh23UidFj5YoyQivgR0zxfgLLHY9rQmdXar9OJfXgCE9mrMFLhgN1SpfCwTGNZ6+7GCmrZ16/xeRM+caFb8flqzbuI04w3DJ3X636clnyx8YmO4005ORoiiz+5N6/W/zOrwdtpdndPkZdKISUz4IcwegEzribiO86xvW5+u+51azbm/WtUTAVyIPIIIxsCNRdErmNdCbyB5AHv7qW41HUIE2wywiQGMPaGYiAwqyoczArg7t79Ph17Nq/1MXpNWFLT4IThk9HFmKBsIC2Uiw+bEyMnDTfWpLUlZeTaVXCvjeHNe6//uss5tL9eoOWVqXJRR3QRz/xDkHJUObGlR094rmrigWjd/YZSm3sZCUn9GPeZ2WnTJomORGewFFiDGgcXSF5I6uSGlF7/Vo7O7ezVyakwTltA3U9jMU3WoS3Tp5JFz2v1qr3rPlWvW0ipd/9lyTVxVzgIVV9P2IhzsXr35wzZVT+3SuMXlaphYo1RZufoA6rvWn9XxPfRfTUarHqrWzC+lVDbMfeQZ9y4Xj3IA2PPHEjq5k5GdaoUz6PHJBs1CbNFIAuCQaq/V0S3QcmuPeloyms/YXPqrdRq1EIBc0cIYYqsvNDAvPJevMMetu8Rq4PnGDPqorl8kcGNLpCkegCzt5iR5S4bjZc6AN4W40T5/fcCwOEkW0TAOiujRmoNZsIjfGwPZmHuQhruqDPMliNAZM+wV4dDD3hAORD4UeaPjXQeptn6l99CYuT28Y9Rjjo3pG7g8JCmyAbOtMUbNuWBtZE0WwMsTxyLsvAGlgR4g0RsSk9WQhvo5Hx+S+MQa6lys7+P+9Dodi1+izVSQOhTYHHNetxkbJAjzwaCgxDXilp/1QRuAWhGJRRGOIoOCcqgn618BgFZgrias+wPYMODPU9+cuUsApiSAKk7bLebM0+AUIt4EdXq/y4AiS53igNEBvUEfsizu9ME56E8bqNG2oENsmtCHQQwHoGPaUj70MEEoPU/aLHTPc7DN+BTrjTqsMWYycCABLBh801o+ApIZE9ZDLYnovDnxw/88wDObN3hka0/Sh4ACsFPAMT4MBr0pBkUBBkSSeVxg7uTMhCDjFGuS8ReZBVBtwFCEQ1XqPO8piGHNUQeMBpGl6wlg8YgzdyuI17mVA0H58BgH/CcRl4o5nUuh4sAz67/FUVsJhxC4Y1ZV8qgIesm0vwBYssgWFgNlMxaNlmAYFM0lDaCJvdIZoYdu3Tav2QIwG9j6QAL7gjbzjteVAOn92fs3e2sYy4wjgF/MolaPSbLyuDQHOc/8sFqUQVOCtd36tYFr6yFGcgPJGOMsju5totcHFN7L+HANvQNG4EXnRaYJcxV5z1xxn+mTqEGxuPHcol2AHeO7wH5OCoYkCek/Ty8DTEvzmLS8685gbnEgy1rVymM1TRme1zCNrHZFQbxL5RgfbqZBG4ShTz5mwM2V6+XUfvlgTBdO57X/hV6derNLV1rZDP9/9t4Dzq7yOvd+TpszvWk06r0XQEJdoIpExzRRbDBgbMdO7Dhxbny/3C/3OnGc63aTOMG4GxsXeu9dEkKgihoS6r3OaHo758xp9//sAce5MRry/XwD/n4+WJY0Omefvd93vas861lrdYD8HG/X1T/qo3Mvr1FhOWk9UKdQjOjDiiwRVzdpw5YTcR3Y2qwdLx9Ry5GYEu0cZhz0ypqMZl9VrLNIs5YPCk4W4o9w4KH7XNjDtiY0pJ5mUZ2jjiKIOTYz4wiPm4tg6EMIGdY5UDqBtHa26Y2fSK89Y1iX71gS0aJPkbKoImpkA53PD/NZe89O59o5CSBh7jlEBJFuhwsGWnLyUFb71iW1f0ODGk83KtY5DMetXTNxPmbfVK4yEJkwz5p3hG7YHKVmrlILaE7TibD2b+7W2yuSat2H4gLVyhzs1oQbpQWfAXGbj6I8I+LGo1s4UGp5lJsh+MzpYrWeKNChvVx3Y4uOb+KxT2JMW7MqHyadd3MMBxoHZSCOG3wmQ9JZ7qf1GO9/uklr7iGliGM2nfufekWFCkeyDxzU7sNp7X65Ta8/3K5Dq6K65EclmnM5ESLrZf5a4ID7ULIvKUJ7q8QoSqyzIas1fObtxyvZ64yGzUnjOMY1YAJOQiVryUFs3J3Xthc6tPFXXeo/rVRzPlqqwTPhB1YZPbCSdASNvLD9QRUaSiTrfTcRFkc1jMLzQbKyQN3y3fycdWs6FNKGZzPacG+XqmpDmnl5qcbjXFWM4eAaGQLpc6ECNod14JN8V8BfYb+bt0tvPZHW6080q39xX5zpmIYuDqt8JHuIjHUdDGvTs41adW+DClEoiz46QNNB8iKjmkGkrHBLiEJRoCiSXEEx+ghFTAq5aWda255MaPWjCVXAnZl2TYkmXMZOTAQBcQCTSuog6dj1T2W1+yX2qSGqBV+Ma+51pNbRAZtx2F7/cYeSyPP8jxRr9FJSomNwQAtRSp150uH1WvsE3LltIY2fXKCldxSqciiKxB9+jxcniftz4IPTHzrNGnDfKHfvu9O9cULq4+uldY+QKn69SxXlOV1we7WGzoYSUYsyw9mzQotkBrBPKHTOt0DEkUy+l+/+Hb4+UMfNBhKlYyNmIxw4Tzy3nTb/svFmIYK1MLJmlCxM4UmKPTy8rQ1+ZFi1Y5H9cSh9YK9CzqzXyIUkzjr4mpZBXyMgVnfDqTwd0SF0aSKZ1oDRhaoZCt2kDOMA+mEdhdgGhiE4F8F3m2vc4zQLdLSrPo5+qleqE9nEuEYw5s5UhPBOjJI7SDG3Kcq/2SFTPKyaYdzn6KhKqpAMbx+GOx8CccNRzJmLZjQCA28nwiiPn6HHUbTRI5txKqcTu9vV0piAT1vK8xIoFrl4i+vZ0JpnhKHLkXy3t2Sn1MGnlzeCk3liZ5fqjxKEF0Y18lz40dzHGQWYf/XLK+h1NzCYZV8c6LhQJML1HWh3npLq9qbhhmY09Jy8qgdxvoo4/NA7shjzbtJxdsziRPlZ7FbbiZjqD+fg0iLjpAEjZAqKStpVRraianClyvuC5CDnwd6xNqEgHWk74e/D3qBhzYvLmefHfjktGcJhT5yKqHG/+bnYTdKJeZzZojjXrIqrfGChykaxziU4E9wLjNvgGewAIRiczXflznoLfiy0iVOH29RwKEFA5aCdvXImwc45ejBjh9e3YgeM9RA8w3hBoQaMyKp6FM9q/c2/W09xk6yFea08P4LF3fd8NwFuLgkSz362HE+q6aQCvrRlqJDgurK2VNXIZcVgkC9S0il4Z5bHiB059jtsFI7NtY7NsU4BgMF9ReyYdeSw/Xk1Hw2pFb5yir97PSMAGyVwiPuMiKjvSLJj1TirhvawoWE7pth8310X9qVpT06nj4ahfNj25xUrB/Dpm1fNiDzZM54/KPoiKCZAsANme5kjoImGoS+hk4EAWC/WNV1LYArXdx+IHWlYB1HcIdvYcw5yjnR8ptlH0yHMDQ4VZjX8nEoNcPYJHjNRMNcH7LAjy70YoTPlp6fY6EPmuFkBNOxJasNdLXpre1xtraBjlRiUoqyO7gYROdCtZd+vxrBV9jhuQKghCM1RNiLTVqj67cV6+0XSNc82qLO9Sf36lbFwEXU2OzLqht9WrMlXl6p8iJWFNQkGDjKiD1kgcMZjHbkFi0WEiPLrWXA2mo0KKuYc5aDoMiiuDByV9N6YfvmXp9TQUAqqUaklH4+odlobGwMcy2Gxtx9UUiGcdrvzGQQHg24UQdkqNR+O6K1nT2jr2mbVnYiotASuVi1oyWoMbBHIzmWlmvvxUlWO5X5x+vIoLkfgYSDxLHy27a+2auMzrTq6k2cgWhjch0OI0X5rVacmLeujS/44rtELUSo81nu/UHjwMLI4X+aJRGMVatqS05ZnU9oEYtPY0K3hAykoQPYOb2C9R1Rr9sfMNYSfMIAUSrqK9YU3wEE4vadD6361V9ufiqr/rCqde0Opxp1HdIOjnQDiLkV4D61u00s/aName+O66qsVmn81jKjhKBMcKE4kz0fE4lvG4PtQRoh0mnFE7//GER3eVKOxZ4c057qQRp8P45AiB246+JXCqTwK4rb8gYzqNkZwWuNBerBiKNfyXrKvsA+4T/YCRWCidsbROM5aDKUb8aHjkOWIiHI4SFHuNYGS3rsqq5cfzOvwy3kt+hyO5lXlqj2LWy1GOVApBxmBvUQpECmbh+GDaQUeJc287/m81j+Q1J43Err4tv4avSyjwtFA/3EOJvJeQQR/eHNCq+4/rc6jGU2cUakpSypVNY7rgDAEnBDg9xwFFVksSTRaxVdF4G62aseLp7T/1aQmTxqkSVdAAZiGjJa3QNkgtcT6pToKdHRtVKt+ipw8nNbSL0d16a0YTO5zw2MNWn9PiyomVerqzw5X+TgI3KCYLD7gTUqZvcV64keN2vRwUgOrinXjo8UUurA3vThuaRxYx8PhDIgHBjxCiszpGSwF1IMCvXDXIW16HhkD4Z5zfbumX12j0oEFOAkUCYEIxdijWJaKDxDUoMoKw8xm9ZxP/vS7en2QjhseKo+BPCLbOUeVVsggzkapglCFNQ4cKWTJgUEW9DSHMT39dlxP/a+jamM5z7+urxbcWKUU/BhTFcLIhK8ZgA3WMxi2gBSPbJpvenxTTC8/0qrG9hYtuLZMZ82pIfPAe0gFkbBG7q0TcYbYvYBMTWoxhSPtzUzXlejYhrge+ukuNe0mnc61Y8gI4SHySdbACJw5V8A/Uc5u2k52ZVozLq3SrCur1W8i+pNgKKjSBlkxYdwBE3cNb8jnEj5UmjQu8EWMLIaDp3yyRIfeJOB59Lj2bq3X9Ov66/yrBqC7+R6jL4HR8xqCaiPPQRWfYQ3+54rkzMkSvXLvEa1ffkSlBO23fm0UzircIvshvb44PASyuUAm7TCBYIF2O9Ur9uEAZ3kjAeLeVRld9Q3027RiFVWzltgaI4jmWkWiBKGJGMFkXHvXh/X2a106tAF0Kl7FGsGZrWjVwJFZjZ1VowmLqlQyHCegzMk3zjhGPQZyH0Y/4C2wrlzX0FoU3QucmusqI0Anu7CqC3vXoYME721d7AFoT19nIoaD7I8nI3BxrSomIh8VLjriLJIKzYJgckH2zM/IYrFf5ns1nezQhpX7temRlBo2lKkQ588of8znlj1LwO8zburK2gjc8xROYrysXYuXwaG9BDBkGEhQkZ02rutfTrmiP424mjfslHKmK6aW3RkdRDfv3ZjVAQKJutNtgfyWF0U1dHKFJpARGD83RVAMUIOeDtpcmYNmB83BDnoc6aZ4wIENtocgI0zRWNOOrHau7taeDRkdP5RXO7YxBf+ykGfsV12qMVP6aMplcfWdjs2qJp2Jvjd3NgzalWwM6whZom3PJLXjzU618NkYxRmFJRENH1+riecVaOy8JDoZGQ4DUljOzDd2Ra1tFJziDBxLV9jG4HGm60foifuOadU/nwrsuQMzrwOHBbFCr+F3RPAhotxbhHMkEMX0sBZdeuMYzb2iWqEaOI8B0myeJM+MXTQ1IAcwYofzQ4e4GVI+vK5Vj992REdSgzVhaZXOmg8MiUf6EoYtuyaty79brElX5VVQbRVXy8OwqZB3uzvy2v96Tqt+2akDcLwW3lShs2cP0t4THLKVVCOhgOZcFddZV5VQLYeAYWACLgJEfLlkHP6CaHURnGzy8kHen411jj5oT8CfA+Vmvy7O4QGabToEuvO9iNaTzq3uH9W0y6OaegMR8GAErhtHBm/c6dE8kWE4SrTBJtvJCOM9BwqE6tET21J65ec4OjhgA86p1txLhmkoRQ0/WLRfBeNK4JHBT7qpQBVjK3E4MIqxOtBgnBlHr3VpvXpfo176u0ZVjC7S3Mv7a/CIIu3ce1pPfCulmTcM1IWfCWnkAr6vF8dNUaqDjLqlQDvCxTqw8qiW//K09q6Uxi0q1tJlgwP+77231ilybiHp24hmXpuG70VCpYPUttOQoEMNB6S1vzqlzU8VauDUkGZ8DKFfyKEtSUIjzEDNLNTBVxN6/s5GrXtYuv1btZp3NZHUQBRVkJ6wAQEB4OB34ySjkwP0vn5XRj/8s704hiVacmuxFn+CylYi3XCeymA/GxW5Rl87iOKeu69dz3+5Qxd9qVjzP1am/hOpDkaZWAEWcWCNztlYWulnrYhA2kLwMgI5wKFy+tnf732vezOrtY90g7axB3Nymn9zXhPncZ1apz8gBucqMGQoXSqfnXp1W4ssAUXEVcRNFchjl1Y8UKcO0qFffHM0/DUMD0rIqfmYESlXCnMdI7926kNEWq4AdCIdwhk2Hqctzr2hFMIBd6Qvz0pbHN6Tx0EPobDd1iZMKiBLG5MUchl1WtF8EIKS+u2dWvmDnF7+fkgXfC2vqz7JZQkOcq2Uc1Al6JS0IlTelXFPQcsZrkkbBx0ep6d+1KINj7aoP195/f1FICjszRkct56zw7r6TSn4MiCFxNT8gmPSVaiTr5bq2QdO6cgboHjnlegj346qahDRKkhCV64x4DwXhyvILuCoEUTknW4O0G4fV9bjd/j6QB03jDGKJVinnJEqyz36CBuEU8I/AW14T3NWWq4y6ypVw+ao1v+iXisp9qmaXATvMKK5N5MNKET2zD/LsZcpHB4+Haa6Op2vw8lHf7VVEMREtfqRBq27S6o+P6NZy7o1ZXENlAf0FE5TUNGGG2ZHGS8RPcN5BoXJg1QZyUqeiuogAcDPv/226tdVcvc2Vq40tlvRj91u41sbVBJB5giWO9Cj8f7QKa4p1/RrCtVnvM8WBH1z65y2Bc3JomtceOKK1TBBY9D+CaMWgrKhdvi9O+Pa9IKR6kaQrYQu+PNanbesFMoIbWs4rzmcoqBdQjGMKdYtn2rGqQElMbf0WCUFQFGtfApkd127hk7Fcfu+UUbuGHE/44trEeUF3NdQdQl0Bb6PdFlhEWcqW6PDK3Ja81iTdrzGnh2u0LJfSGNm8rzVnFj40Tl0oPcz1J2m8CejVQ9xhtB3jbtDKm51MO8ytg5OBFkVKDuDh1TrQpzwMVeSPB5OKtRnh3Rf3DoeXYDnjuNoFBvjzfmMUaDVdqBA6584Dr+1Vad2hNTWZGI7+oZbR2pUXo3UVHVo+kX9NfOjMQ2ZZscHJwGZ8iUNnTl7hEEKbIq459M4bute2autP+tW/Qb0C1f0eTaZxyl2I33lZFZilf3QFZVqSjeyj/W66YvjNPYSvreWdXJBCd8RFBjx/izOnVufRHD0zfltPpTT2l8QMC6P6tTxIiWPO+fVYngDxxiONdzhmjGtmn95oaZ9dLiKSzj/3EY2OB9ch7sI8QMX0KXQbS4SKExSNra/XK/+iuzCijY6QLAvpwsB1VgX1riEALywhOr+AeUqr2rVFX8xQCPn0T6GzgN5goVYc7k2P9dJcVqrmusK1X3UAQV0IcqmAsbzoL7oPbIsS+O66OMDlas0Ggj6R3rYFalZdFw0jIIkcAnF0HUggqmjNXro54f09Ffr8FBKuQe475wUM6C98zD0+SnFHKCUIVo1GSBoGdlKUD1c867AHlScNEaDLCEvPsPYNetyjARgkfXDhw1xY9+b90p7HqSZwDQg02EY7qJuHSb1+dgPqOdbXaxlPyrQ5GsQvSoiEw5SPomRRbllQSVaj0V0cgeGszOtEaSMosXlWvcCwvIQRo9och5K5BzI1uU4G266miMyc2WMixHCKFACYC5MJQoCkXH1CZo0IDo6gsDoB9wTrxwRS6Ixp32vdeuxv6aQok+Bzr+2jyZfCZg7pl2ubI7TaymQfRC8GJ51yI4b3nLPD/GeUYihZEztx/NA+pwmBLsUh7JyIMekqVDfn9mi5JhmzflIVPNvqVD5UFAtnIJ0FLIlLUPcmiHcltO25+GVNffRwPG0O6mFBNverTWkIh/723add12lln62RMNxnHpLleYsKURXIQynOomwt3Sq8TDRGq1NqoZlVNtngPa/GdYvlx1Q4dSU5oK4zSDtXDYUYwGR3ahlHmSlvYHqyRfzev67nSqm9cPsKwo149oqxUeyuaT6EvsLtONp0nQPntLhNR267u4aUo9EMaUcOBYs4LUgmk53pDjSISLNSDKj5j1h/fDzJ9V5sFBLP1mmeZ/iKAxl3cyjwOHPgTwYKUgeKtGK+1J64iuNmvvHIS39RJkGTYmD9uGs8O/F3m+cXlvIIFpHYTjCzXTheJFyClIeIGXmuDXsyWjTc+3a+DS8hVfhet0R16TL2GNaymTt9OFIF8CJixpBscGFh5MlOkxn4Gax0wUNg7Ti7ja9+uhhjmmnPv/j6aTB03p7M5HmURQPZ7GYw98fGH84FbG140nE9EF4/PBuEYByzZGuSsNVySGcRclqZNMyytUd0SP3iDHfDceHtIIVnApQKshHnhSlS+xPbG7XCz9Jaj2O54X/sxCnFySxBqOALBbYsQKiyReiqJH3iGkAELLbdzVq18q4Vj6PDB4Fqb6qUHO+gHwO4N645/d+2SpybsyT0SCUDIgM5F8r3I6jZXr22w3a9Gq7BvQr0vk3lGnSDTgwBVRe4zxGqJo0x8ZOdNjcG9IOeXNF+JP39YytSHjPf/T1QTpuOaO/6JQgLYlhCxPdexsDmBRuTyjCfoA2mJ6RbM5pz5p2bX2mDfSU1HoHumBUqxbcnNPsj6OriggyO+qRZRzlPGuJ0x5UXmIQOo7AB11DYcyqnA5tCqsJZLf/BQnNur5UZy+ugveLHoKAnYVnZBK6+yiSZArkL0RKz8UGeN/cW0gJF4rtbCbocBUj5x0UJmTCuvUFYpFpjukkxWCbXqnX3hWHdfYtxbrwxlEafC5OQilGHO5TAUFSBoc8DB/UusZ8UDQpho+f2XGk0CrbyLnbn9KG5VSvv5gIUl8FFH9d+uXBZExoMTOggbUDsQCVC+Mc5OgekAPxiIDcGT1p2p3Um88jv68ldepApbqbijRmbkjLvklKb8T7lBLrafi4+aDvnO0DLZ6g6+xcWa9tywu0fytdD46hq+tCuurBQo2ejeNWiaQ664A+4Mn494S2PJfU6gfblOR94+dHKTyCQ9unhr3txOFqDagte0CfJo4p1+LPVWnoPA5XVRLEkgyAHR7bIEPn2I48MhKiwCRFe6Xdr6S08p7jOr4hpcETizVxQV4DplTB9QWZa4FG8VYbBXU4ykXFWnh9jWZAvSggM2LEJ03609Wszg64AMX8wRCBYJpAsrWuUx3opwykL+syF57knQLEfkVJbStRra0vnNDOjU3Qlzo1ZGRM13xmgmqno7vLyDI5mMSm2tk0J9C6iOgUVVuirqOF2r2CgPqOA/TNLNaYaX2572JadOFAtXTwLO3asIrfKVYaNSGsZX8xSX0nEAiX4sqiDl1A4wphhAbnkPNisjltQLqOFmjnKwk9/cOj6mgFbZxQrHMXUA0/BT+AoNeUn72vIxMrqF8/VaBzLqao7vqIRsxBqtnmo2vCWn9/oQ5wb7UTOzR5fpUGns21ab/Vgm1e88tGHd2bo4Aurtms48wbcLuK+SD345RxmuJIp3AjoGJhByegCDla5NQdQAYasWfo8AB3RNa7zX/jWYqi1XD2I9r5OsHU06cIzEtA0KuorO+rIeMJ4AtOB3secFtR8EERSJDVMdr2IUTcHHF2t3Eo8HpLIb3HMObJji7tWoUj8v2E2lcXadkPijX16rgKiXACsj+CEuSpSXMmMVRJFIyh6MqKDnW1FGvtwzmtf9A8hZDOuzakKcvgJg2xlcU5oO8MKgjDYuidRWYjzLlwLtkEVd6EMLLBbJKVl52uKAco1ZWGgJ/WFipW1z7QpXGzyzX/9nKNWIKgl7cFhwA/HEemRzlb4MzryPB8rqBxHxr+EBASU21pdRAxlZaW24YhTCl6sOV0xzkQZMd26jycwYW3AEUPB/nj+zPwH0yKNcTKE+jEQWB8qq0qqLKNUI3beQRhQ8k/+uVW0ol9dcEfF2r4Au6dc3umV0CE5vlzJstybx0NOMMIZZzsQryMyq18ld5+NaO7Lt+vSg7FgpvLNQvSenwgkmg7DYyfxhNJYvg7j5VpLZytujfp5wZ5uXYcZ7gWgabYoYO0S9NeYOxGIuGZYfajWLWTe9bKTpurkgI0DCWVxinLUcEbovy/40Cp7v8zmknsbdP0azlAnyhSxWSqr4yc8pEcSFo3hNDmbYV6/b6EXr2zRdM+HdGFn4LnhlOUxFg6eiMexxahhFhDE1rTwP7mzECiZF25EAaMHwRruuXFbq24t0nHkL+Fw2Oa9SWi9tkoZ5faEwi44skNlsP0u4JMgnLFASR1n1ZrsD+Rw4P04k+bteY5epXVFGoyiqqe4OLgNgpm3qIHXVdCZX2jFBRIQ2bkKHYo0bAZFFQMwAnjusErMG5OpaEgTFDPNeGYWVkQdLBeNnxhI8SkJA3h2xk16TxM4NB+gAIE+HNrSNXmjldqwZeqdDZoS7gGx47nN7LilJM5G61HO3V4RxpOEXIKZ/L4LpxFqrNGzYzorAtC6n8W56oYuWWp3vvFP6Lk7SCnMeju6RWj91IKg3Dw9Zye/TFczi0ZzcWoL/gYqdfxnLyglQ/3wTNZJYUw8PZO3QbFqVPDOsZ33Nvtd/n6IB03I/fWdZZzcyFRWOylFTSGyvgDjkljA7zSPZ2q24ajsL4D6gJBFCmyDtDgglFtWoT8n39zdYDQhbON9reRXQJdDHCuKaITINR7NnTqECmpxj38Iz0xO+raVDkTx+26ava0QpVDcJwIDLKgsw5CzBmLgvKFzT3LgLgRpLKFnBPE20bZhHyQzxDnw4c+qBT0HsOprNtFxTlythEUqLoGbi1p3LGXEBz0BTHmGuEc9+ZnhkjuM2YOnknuUYLRMEFsZz0csIO0HNoZ0r63Oknt0mbiCC2EyKgUkIa68MsDNQPHLTvoFOKBRIDcBQ1dOR8ZArE6ZP3U7m4d2dZKZX2TdAg5JrBPdMQ0cFZWH70zR+shnss308vLIWQWq+4m6J31GTUeQs+Cnr29GvRvN8FnJzyoBLyxk1ld+2CFxpxPbWMV6+O0o/FIgsLTBH2v35OG39qm4SNimrkMPXwltoXKbffm6jwq7XohRFBFFXp9Slf9j4EafwUpuiEQ6PM1IKgEZSCSAW+Pk0F/EGQlqvpdCYKwDr31dE6FVOpPvahAk2irVDgSmSrmTANadB/Mk/JEB7/aoDGkTM+7Lq7+85E1Kk+DxvNcx0FDPqjOxDEjHWc+VdDU3OeP5zfvzN0OMgAPQU9TMgPthwr11Pe36PAWcl1DijQLJ2b8+dWK9SPVDRXJFeFRB15uRo+MBHICOpYmK3CCz6wnE7LloTqNWVwJ77lcwxfxVYANhYlSte+Fd/sQfN+nSVWeaNCN3xijUYvTKhoEimXZdnBhQbSjyb2bH5yFl1e3vVur76nXatoZjVrUN0jPT7qIIHdIOyAH7aPa0blvdWjni3Xa8Bz3WB/T0r93R4QSdcO3W/lgs9b/VUgD50Y09bowOrhcJSDRlCQrVEdK9/kurTYfm0K7CZfG9NG/LoePjeUF/XIRXVDQ52I+PuKK1KCIjPV0IGyqlW++x5/AB2HnIUMF97T3jTq98eQ+HVif1NnnTtfs25MaQmupwlL2CBQ8XAiph6pwex3+FSDxnMuAB/thQ9y4v8Au2I5aiZkA29WY0q4VKdI2wImrQ7rme6WadnWxioGDszRXdO8VGx5XZNkxAsfA90qzXOTlT8W17qG0Nj6AE8T1Zl8rHIUYCosFsQNFXxQTT+0Th4MoC8HAeLsPUU/EAV8BbNlCAkaBE8EBpRVDookKzicRmDs71Jxr0xL6ZE2myrB6AsoMxyuEkgrSpDgTaBf+zo2h8Fxen7UmZJftOQMgg0rgidO2oZDI2d65Gwc2HEjpjskknMaFqSoViFtYVSOBcBHaPE11gy7c3GMebl+im89xTSvcXBcg/EFSKk+368m/6SSyqNIFny3AceOxenPcOGBBM0PuPW9CJdfHonD4UKxE4jGMyduvpnTXhSdUPaVAC27pQ2UlfJdaDjlr6+aYaaq5zK2J0jZjy+NEp/DcTu4inZNEGcFxyfBvCdChKAd85CiBnKHMzmONq3CiiAIddRs0CpwqYHeTW/NulsutdB6t0LPf6tDhtU3qPy6EA1KoUUsjKuvDKvK+FIT6uv3wJlbDVXiaIg+crqmfKtCST1NVey5d90BzfAAKDGmz73bSciBTWQ6SCdzuteQO8J5AYDJsqLVEKx/OwpNpVe5om27+0xgHl0h/EOkep5GAt0UfrRCIhSgVBzLk2dkzHNgMB8+Ae/cueDY4bhtADvqW14Is1fPdNC+grYKJr65+y7ZRaVvHE/Odw2bHNeOqUg2fjRyXAMXDN7RBJ9bEsSEKtucZrgtk0V20/RxsetDqwco2qMbzCUCJdDfGtQdEeP2jVKxSuHLWkhrNvaafaqYSgpS43xxtUuDzOVABidfB1zpIAWEQXiM9kuxHZVUXZHDS5EtiGrc0qlpIs5FCOxzcA9/hoMHfaSefGwrkG73FT30fNprIBak2T8SoB/Vbd2+z1r5UoMo+Ic1nT6ZcXKjiMj5fkABh4AI27Hw+ZI6pG4dyrrOgKUGbg0AuvHu/u9cH6bgFe8WjBG0h/FionaBAgXUzUTyPkdy7/bBWP7NfJ9bSnLuNQoQamjRDBt/1BmmTcV1a+Em4obeQZiaIDMORSRoFMxLbTjHN2xGte6pTO/3eBIERvNcc+cRje5pVMioL4gYF5QJ4syDpDl5yIAZuYu0WSe7fFlT2MU3D0wqCSkX2GB/TfiF+jw2njRaybi4XzkCoqUw7V6T1/K+acJ6yoDwECdeQDBqL8w9Z3hLsUMOVn+YaWz/a8Jm6EKMiPkSK9/AWEKg3WrSPivDju0IaOxZSBWT241tJW9V3aNGXqyjAodn3YJwyZCMIOHymuQ+SLVp5XwvPS0ryCGlj0IlxOBYNoO8n9oi2QNJNd5HqH2LD37sMZXEMnI6LUABwaF0nlf6tOogj2QbaNXZ0f2wSRTYHW9R9IKFrHuivsQtgCRpxw5B7O0PozpNvSyt+hv+4PKWps6LwOSnuWYLLZgXHukZwKI6vjOvxv6vnfHZo2bf6a8LVUICGJOmDCQ/O1b7opx6dxHU5p045HuI+Xvhmp05vp0BqHkj4tXn1O48gt8T3TMCGgx1tL1Tz2mG6986DirQlaFuEU3I7oR4UCXMSDUQEC+Gzxi/c8WBNjcTxhcHe5rBXDsC8vu4fl6qjQwMI4rMPHCArSCrzygoK1EoJMvluerllQIbs8BsJdSYhkBtfF8FJwj3etSql5d/ogPbXrcXXwxu7KKJi0LZuzn9hvlbhriKdfC2uXStTOoLjNu0SHLuZKRX3Q2bc/oiQO5gOxAYGBRMsY462UvX7U9ryMq2cDuU1dtJAQJQy9ZmETBfQO5PUfTeypiYKD9Z06vE7TuvQirCu+FZfCtfc+orsFOfk2KMJTVhSoHEXETSPQncV2vGkIAFOXvOWQj33o2a98VCDxkKD+uRX3W/SBQfsND5DmGA9jZ7CReD5Tauyl+kFcOsd/oit4y89wRkUARF8Nb1FkPPEYVK7e1VaHdF1N89T/wWne6r20XX+YCgO3QFqDHfC8yK3lnX2J5CvD6Pj1nNnGHMOuvtndZ1m019N6+kfpdW2Oqdrf1AI4kaEUclKoUxYLZSJBcSKh994OK+p015umbD+Phy3X4Gs4ETNxthPAa2pHGKjwy+gVqwf1/DfvcAWXH/4nZJeFIuhfW6Fn7MpbrLH59oOsfD35rTiH1pUufSEbvqLEUDVGLZS7oUvdwPg4No4PC5qCG6IS3gfgxdOY7CZflju2wrcZfDsTOAcNh5M64cIX5KChBlXRWi94casOEdYtmAjrUi5WBZFzZ+CdfIzW4G1EHmufzytF74CjwUC/wWfpQXEQlvyX3/7Ozfxb3/zYwcC44NrxWxh8XPYoUORxfj5rtcyumdpp0rP6das22itQjuQ4n5E3HA7MplGHBeiOiKu5EkMx6OntXVFiFYpuKiHrS1t7M2WgAcyOKZBQ/JaeAMKejGfH4xQEnmHIAHzB74bp8q8Q3PBWHxXJnbUF2H4j2jn/SCezXBDZkhTiZpqRtKfiXFSTce6deDNDu1endKpLVl1sUdnfyquxfwaeC5JFQS/gPUNA1c7enMrA/f+yVO9aKJolmo3V/94hE8MA9a0Hr7kQ1GaGaeo0CKl+02qc88mhWonz5bWD2PZsfPz7s/Yi55752mJvjvf7tRrP2+lItVIYn8VgYyMvjiqcRcWgGDxvPGIWvbktfN5Kk+fAzEtydBmHhfDAABAAElEQVQfL6RzP0Jt5hCTUWm06v2w0mZPokyoyMeJJNGMxNsgGDhuoCJR/j1P1NIzyxQ5ScVIQ4N+PJLQXtIpxUPTWvTZak1Z2I97JWjBYbRRzrJf5ksSa2jP80TyD3Zp/0MhXNkakNKoUoNPgmrmNPaCPjoHp7VyAE49Z8VIt1Mh3htuxg9LEMH3cq0sa+yfR7sw2JCVc50x7X85q+Xfawp6DM7/EkUt7NuAcVQ1Wsf5ehZNBDg4Fv4LhsWSHawtv/mKv+vXB+q4+czzSD2d75ED0Ime1gwO5+CyJmr11uqD6Lx19C6s1MipgzVqErJANfVLn+9UbE6X5hP0nAcNIIjEOdsZ5MOOW6qFoOV1eLP3tqhxH9mJy/poJGme41RnbgJdKIV/O/OGck1eih4c5lPJWePwR6yDrAa98k5FgWi5LY5J4Z7W4E75LjDoaY1ApgLdnEm5NQ3cpTeLte7uTq1bR4PtiYJ/F9bZC3gmUt0oRS5p2cQJ8TbSPiKMEQ6jT80j9o9CIEw7VtVr3fNHdXQbPQ0rBsFpY+rNiZRe+/sOte/s1vx/gO97DVNR+uOoQitx+vzd82d68oPfOqm9azjZ1ZDbF0Y0dlxGa8m07HsaNAVO4LV39VHfoehiO0S9vHI+F0aQ2geSGmzX5meOqX5PA5Xq/XXR9WO078UM9Ik6dW5t1dX3D9bohbChKpB61ixwWEABj+/EPtwT0v4V0uQpYc29OqYBS8LqKKJNDrceaylV3cthHLeTqof/du23QShBziJUmlJ2RqqUZ4QA7xYSWYJJt56IEdgfJOV936dxeLqgbnyyQPM/it4YbN6sg1z2EqPo9lKRI0P04/9+XKcJmqZeEtaS/16iIlKpgeB50X3mePc7f/Bfev4NOXBFrYuMPJEgZie7I6yTm9mL77Rqz96whlzQDP2lQGfN7kMW12eVvebjgT7waQ2uHVzRP4Q+k9Wbz3Touc+0aNANcV356UF0AyCbRlstV8O6S4ILbDy9wA30c2SVYtUULZB+jIZAVs2bQ7dkDKJwcWdZzAN0YUASvdfhhsw4rMVQPYrQqREADVfgJuGFJVEqUXpldm0u0ANfO6V9z+Z06d9VasbNcIwHoAMTFfR8TdDcHM5mCXaAz2SxfQEvr9NFbiV66acd2rLytM66Iq+P/Y9RKq7B2SWA8cNZZ/W09nj3+W0fvAA+Wcg9Qm+udN4pU5yxbiqBD1A8t+bxDh1paNX4qzK68c8H0QqJ52d7go960YLrBgfS3xJ8l38YFGt8KB03btGrYWTKVTVdp3PvOG7dpEqBpn8Y1xQOQaGF0GMqUPyOAlkhmxF+h2fEZ0OQ1VOno9oAXL3hl/AG6Pw5h7TcOdcWq8qOG+8PPo+QmueGRuGXLQmKFH6Nf+dIcC2nxLiyIwk2IAOH7MDqLr1xP0phY0aTLmzT5V8YToNc3oNz6M7/5jjIc/7stPH5ns3gkr28AmXObTUezOgnkxLqHAu5/6oohQBMGBiBy0h069YihmNt2DLkHiI4DnZwzcvrRiM0gzqtfzyrl76S0dnXZbTks8U4bjikvTpulhTW0Ok21sEOMBfm/kkb858rYHavyureC7tVPCWtOfDMzqG9SrwPHf1xilgc3gtPgjTbW08363V4Ju1HaQJ8XgU8t75E+iCDpLMbSGdsW96hHSuaSS8QfX1yvM5a1IdRVQ3Y68ATZ81RHjhPJm32dCQnNUnFbOfpDj325YR2P0s6sDqjvmeL6AexjpahHHLA7RQFHOH+Wff24zlN+jRFDJ/GSZgKN5A1MyARgl8SIj1qZxSKK0rDTR3tcIBwsT9RlEiIg7zlwVa9jhPTVl+osy4r0FwqVKuH8wZXZfX6wgFnOTt2tejVn3dp7dMgBO3Vmn9TnjYiBep7FqgbZeauwnNz0eMbw5B2mTCBwR2zMKx5HwMlnGFOJNyWQKh5JvYlimy535BJ4x7rk4Vj5KiskCrgqKM97ivblqQaL0FE1619T9KHbXZes28r1diFoKM0h1YCjhDwaz5MUYf6cAbM74P6TNqkA/Sui+cLUTTTsYOq4qcaQRxY40FwMD6T14Q5VL/BwXM61oopgO1x2izuVkxZZKDHcWOiCUhbBnSz/UhEO57K67VftLMe3brmZ1Uad0ERys9q3h/8TS3f68L+zt7wgTpuGBnrF6fWenQVOsjIMl5YxOT2zEAd3NxAP8ZTGjxqMA4zKByB6JGdp/XY9d0qmpPRAhy32bdBNkdHRnGebe7tkGeT7Zw7UvH7QbyoYKxCb6So8N343HGt+8cEjlWRppPimrwU9HMYe8/6W2eRYA30SnAIbN9xrHLm7SBvLopy+wciB+QOA+oUEZ9zW6NUQwGFSK1a8dfwcsbQzub2oaAx7O8gAqEOdKiRAtKjbp8AFsTvflYyEv45usvzTN0Hq24f1YxHCfzyZaru1199KOLZvaZeL3wBxw0Ub963ue9rKEjqh84z0mxpt25GT3CktX0lV++uVA3V70VD+b5Uk568s1Xbf5Uk4ALV+AXhyBACQ8trLy/bk4zvtwFUDOQsTRq3spQG1aPKaf2R0/IfNmr13fSt3CHd8FA/ir/QVVBKQjg6RoNcpOTWFG8+3qpXv9eisn45aDrowWV9Fe5P0MRZ7tgd044n8nrix80qPFaqa39KdSoOVqQP9gLHz45tCG6rHbe8CzYwDqbyHFyf0L23gLrH4lryl1zzZhwrUCxPZQhiSNsy24m6Yn3/vxzWCQrzpl5apIu/2Y/xfD1ozns+vo8iet46J+sUNrowQGq3dWrrY23afA8ZjvISzf8vRqfo9oD6sONyxhfr4bYpqx/u0Ct/SV/R20CKr+lLMVJOb21N6xg8sByFNFVQY4awP6OmVGrgBALMmmMcB4JsxqQZyXJ1YTCSEb0XODLWhQQVtt2migTNjCkICbo28N4QqcZuqDYZrhHrLKB5f6V+8q061b3YoCv/Ad71TeWKw7X1fOcCsl4oQQIVZJqsAuWF8O7COOtt2vBkkuAdnh33e/4ynv0zoxg/CeprLm8vL9MK2GwECL3opsz0Emzc26lVX23Ugc3UosLjn3NjXJPhPnID70MXskGgrh+64oRfr8O/cdyMuGWIPn+b44aGCRA3G4Aexy2P42YeWYiUVY/jRkVg4Lhlf7vjxiHt8Z57HDcbo2AYNoIRDPYOrm8lA4rAurWdyEA4P6E36c1VWlOmC6+PafzlfVXQhwOL4+FeRmhTJJqNslD7NNlAvY/XbzpuP8Zx6zqT48abM3gi7+24pXHccjhuRtz+446bIziTcv+94wZvbUpesz5RoClWpP1tOHyAOeQ40kc2Z/XENxp15M0CyNMJzbg8psGgBflyFAveTLYtBH+lS5ufbtCa7zVq0ueG6QJK/QdNIsICcWLjQG5wTHFG3WYgTwrHKeKgTxqR2IFNjIxa3q2dT3Zp31pXO9kg0HgWizP55rhGTCrVgX0N2nhXs2Z+to8WfRKy6VTmwKKwzZ8z+TrEgQ6QBhc+wO8JZsfyvU4bhuDUdNOQ97mf1NMuI03RR6Uu/JN+NK4lrVOJw4Lz+b5eyEoKGP/lnyW0ElkJ7Y/pM09RaXsuxSqgAq5As8UJFXaR3o7rrYcjBAPwmJhXuvhPqIi+GH4fUL7H69hwum1EuBD4PdGHtcZw0iYji6GmboOGuyB0oBvJkzma26JsKKbY87O4Rl4ND2VZRKPn0SdpgPlxXIth8nl4gwEaApk6TKfubAo+WpyfQWi3YQ56gDEndwdK660nI6rfGtHAi5t1wa39NBjyr6eNmJ/kdGnY8h4EEhhpEJqe0Tz0MeQ9mQS95FZjwB5Jg6ikNHwMqeu/7qNBkzlLrt7lGh/U6wN13AIRQt5AmC2ReR8gN9Flv83EjoT6wK1C3+OEl9fCGcLfaG2mNyU0gaduAvmcU0CqlL29DccPFCKCE0Rih19OrzdjU5AXeEPRInhBFUwvOdGqVQ82aPPfReFokqa+LqJJpMADx41POcXOqft3jptzXi50wHfj3jCYRT5rZCGMkvi+6R+4nwKjlb+o08HHOjXxoyVa+PEhEL9B2Ujz9RSO4VXh8Dlqclf/MM5qMEcVeMEtDvKpBl+J1jWoTYIzo+fxYgJogowdL3XphT/BcdvX47jNQN8U/9px454IKoMZqZzt9pOkAinqKKzkszgyrZzhp/4Fms39XRo+hekcdzNbeXA5X+Lg/MwvOy523siAURxizhrzfpn0IqdDCzq1/J87tPouHJzthThuIPHngZC5lyQZmhA6hvwxQRV8NNpdbH+gQ/vhGYqCoKHTCR77sJ847t1HSGfuKBEUbjhqpOoW41SPZCVIh3MVHDHbDwsKv7guf0E2CmjL0q6nvnycgLJY0z5Zrtk3QjGoMaMaoAP743F52VRErdtzuvfrdTr2OjSJi4t01T9VqsRZKjtn7/niO6xzWYBgNjB6JdORwzHv0IofUgd7FF7zkhy6v0wD4Tl7/854QS5nZLbuIFNjHsQBQv6mXlpG66Gkjp5kbe5n5B74flTHqbWlevOctEYt5D0LB2vkXNoaVeBQuQrZ6caAG4mt5nw4C5ElxR9BPsHoWHPOEpmeQA85W0Omy/1YQ+T2PcWjmSB0x9NRvfhAVOWJA1r6t8WacHF/6Cpgm4xLi9o24KSmEqRUT1CwAD+x7gBN/49w7mhUXlML1xcdOujCvEpGevqFA6wzLmTPCr+z3EbccgQrHQ3wGlc26aWv1itS6UAE+sqNlcg0b6dymQP4njvz7j+4QfkfHLcAsftNx60nh9yjqVA0ePdBOoODQyYbAC1LpWFYD37zuPatBtG6qFrXfJZy37FEp8iWHbeoIXb7aTauKFQjCj1IUu8b/fvguN13IZ3PpmQ147YIaecCmhlzOAIAhqgfsue+NV36xZdwwg730ZXfjRFNANuXQFYnOs5x0Apwjrr2g6IyhmwlxiRWWKDFNGEdBwG+sJaTjkK3+GboWROjStW23SRoO5HmE4iCkgY+f2RrF+kIEACqpPBaaGaZ15BhOJIo/tUrG/XyN+u15ItESB+vUr/JED1xLgwKeh/NobIJMueGT3LgmQWJ0vcIrExHtxo35/TkTxu1HxLwFFLCSz8PAjAWpcqDBijRu6foPX4nFuT6RM0nY1r+MwocHiYy3BnTFzeXqHJcA7JCQUCWSjg6ZGcKWtV9vEL7ny7Sql/Q1gbje8GXynQuEzPSaSbhgm4E8yltTQpt3UByjRoQEDh1niffmOnopPrOlYNEsa/g1N7TorGgnHOvJc02p1uF/VHATr0QuXrkT7DCNqZO5VvhwRE0cmes2MOcnUKNwVls3Axh+LE4TY3hEYVP6/qvD9AoJiwIA25+UkBoIOUaGBb+7vRr0DKHdLPvNd8V1pv3kRa4PxlML7kYJ3qSi4Oc7sIhCIghDpQ+gNcH6rgF+4exwYkJChVAdyBU8WecHZBKD2l3VSdWhbeABCBNLY1JbX+DdNNHS1UVOG5xHDcbBKMzlgfmP1qmXe3pAwQS50pEz9ZsPgxR/kFm2n4tpD7TYjrn+uj7ctyCwM3X8S8c9DCtNzLeZ243SjVyEvrC6kfrOGstqp0UB1Wi4n9pjEpznCO3/uD5xMgyFy65UMsjBZ3Gs7yEzPPlQOa74SmjF4IMJsGTeb4BRSIeZ1qL9OLnOnHcoBCAuP1Wx41gwc267WT5/Lp9QjqZ45nzeuF7tIh6uEsjcAiuvKuQZrfIutHD3l4Y/SALg2hnSbNxg0ELCFd3F9CS49XvSK//FE2wNarrHqLdxgxyFDW8h8AyoCxwyqKk7VJHaTbO96+BFL+DILM7RWBmigP7SaKO6mAKp0BA5302oUF0EYhUYkdo6+IuBIHjBghhx80FSKw8+0zbDibOrPzRaWgrLroIM3ovpBHnk7HAKXN3hCR8rlO7YkwNoijvWZrA7s1q0sVhXf+P6EZ6onKh93w5a5N2wM4axQgUc3AoWg7ntO5+Ct5+gWNYGtU1f5kHYaSpMhQZ89/O+OLrPJmmbjctVB7o1KZ/JBA+q1Stbj9UQkp8WKlq6ZYQSZ/EYeqvI3soZAIxHjezShfeTpAxif0ssg0AiSS4sb4BraCHHDkD7i1GZs2TKELubwayR6ULNhvsmPPgQDeCLe46znQY+M5vPMKc6a2kl/80rXMuqlDNaIIamt6GCloCXRbBrnThWO15jfX9GQg1nRkq2KOBg6kaJkMybn5Uwy6jK8FYgmTWyNm33l7BecQRDtOhIE+hy9Et2LwfwsWkx+rY+WRxlpF9uJA2Pl5H9g5D1NsleTYe9fcjVfqfhbgZrrQxYhGDhbSysqg4786hhJ0V6iBS2EAjyn9oVQMVRXPpK3TFF4BVi0lTGvrHuSgAaXB0auNqhMOvwHGzYPXy+v1w3OjdRl+kmbfjuNFepQhEIJawQuDQQLLbs7pFd32BvnZHqnXFg2Uaf2EJ5f4+UMydxAi5I3XnoYj2vJzTaw+1Kg0XZOF/K9WkK+EnDLCj6/QNHAuG9MZpNhnmMPogpomGOqi0S7bbGBCZkw6IcngzpMopP1YBXAvP12yCU/cinfl30mz0wi+FaNaMoQPpcRGKyx9sIYLDbSPn1BR8GVeUZmkD4zly3Q0ZKoli9A2k4w5FCTM/Bifo5qqg0tPzE4NUSC/76DFFKZ63oKVca3+e0WsPgIztieu2R1BUUxopnUc5Mk80RL+3XJxu9ofoO/Uo813vpxdVVUILv0CD1MuYJwp64ubDUapJg6HIfG8+hoXyvRN5umWEB12fJKLc/hprv4EUDEhN+aCEzr+mVhModijqR2Nl0I40EZ/1gtsB5RNE+qdJizYzpJzKtJoJNlT8nBRU2E4XxjAUblTn/rw2PhaBj4GBBRq44Y4ajZrGGhYbr7QjaMQNhcPeB/tPVWIwC5MUb3eM1Bl9q179bhquEc4FBvnWf+yr2qntdIUhteOgBieehehlNf/v/PMH6rhZv9gRJ8o3tcOtiXpSQSCetF+w/ogQSAQFVOgdV8S3NtNGBsftmevoJzhbIMkxzf6EHTenyVhDVxxjyCziRq2pCEIFsY+koFqPwMml0GbjNzpVfXaeXpP0wiRl3xvixqlD1IzmoctAd23ouulNGUwg6YxDsg7rxfvq9cb32zX7jyq0+IYSDZ6Ck4GvozyNRKE6+Gw5QAgmGnBz9tcJoZCvnr13H7tI3EGu14RvstfJ+QlBSN/+YhbH7cyIm/tpZowMYhhdpORnTxEwtB7L6YXv0sftwQ6NIFV6zU9qaWvk+zFK1MvLmQYjPASFWXimQVUGDlsXTnEJKNRrd0pr7qb4aEteNzwMrWEasaNb7Jjv5T0F6clRJNKwmYILqko3rwHJScBr7QdnzNEja5CActMFN8tTX2Zex0i6RYwfH0ZKNE7PLxdQ2Xbg/Nphy0cILAmKwIuggFB5+VQTc4+Z0NCU0eSFIU24sEYlfXGk6BLWdCytg9ioo69G1dpEUQF84HEXZ3XNP+Js9eK4Gf11dz5vAZOEaWuUoTAQqtGDTOzYWKDB46l+/Tv41qMI8dC/QZXnmZYSsXSz8FO06Fr7QKtW3wEnfFSFikanNBbdNGEW+nAk9jXdoNNHyvX2y90U37Shl7p11Z/D+bu4mOI34/q0kmFZzcOEhMZ+e6oHRCbORUGG5wbBzCGfDg4MT4dIM4cBETqb2rTvlTaKF7I6tCfKZIIcFIM+TCfAXhCE5AIkmCpczqJT95mGkA7Tt3Mr7UUOveWqXpw0N7ZO0Sh9hNe5SJPJILmgwLN1z/zyfQNWcCbNm87Q1mfXik49cRPyTpXznKvh+l5BO5SxBMJkefgyLod89vLyGf+D4/ZvEDc7WSiUQKmygI7i7LhxgFy5GsVAJWlr8PazBXr5bgwdymnu9SHN+7SlE6gfDogHyMeA6YFvgs3wAFw+3OO4sY29vX4/HLeMSs/NavYno4wPI26siqoIbgeMUNAvFOXqZv38zzpVdpweQt8LadKljOsqL+egU1XqWXHIaMu+gmDCxepHGQlyimkEX8SQXE5T2/4ocA5mkP7MQcK2HkYZZyDbt9ZltG39HhqBFjNNA4RuZolGz0IHVjBImT5HMdIs7XQT3w0fYdW9SdrFZLXwo1EgbmLc/hwJ9tAJBXegDFKxNpbstWfToaHRB+wj29YJP2jdz+NaQwfxgcM7qMDLasxSiPR9uBm20Haxt5cBkARfVdheRgo0CdrRBlcmqwW300fwMqkPxPwwXblzPKMNWP3WIr35iwSKq02DZ9NY9ZZKejp5xgMIH9wLD8oOZzEgSdamCCUOVO+bTcPDOPYmhuElCkfeAJUk8hy/KKxJHynW0PHwjKg083SIAO3AScoZ9aQnVtuBYm0DBdhHP6Z+IxJUCPdT0TB4R/TXiqD0Iu4ZxLWOUexhjseO5XRlG0EDyv+nVIMmAq8Gc/9cnm/l7f55yLkpChjR4IXxSuiUUofK9fJ3MvTjyqgfaMftd1XinMNl5Jy4+sxn44N6faCOmx2iQM8gJPTHcoBoZ8UcHhtqp5fcPsjd5v02o1xtGLO3OVtP30iPy1l5uKFQEW532hEkzNXHOHuuBDS9I+KebsgOE205GzSzPRJ7x3FrUtXZGU1zD70l9H0cRpDEN75XqtTVkeb2cjPsLUEGui2FEYtF6JxPT6x9L5NCu7dNpzYlNf+/VlC1XE0RFUgNZyyPsYpYHgJHCbnledz9P8rv1rGBMxggI06bswYcLgdGfCFfh+NaEMJxS/bquLmAIolSicDVjOEwORWbpj9m6/G0nrujQTsp0hh2VlzX/3QEHFXOjYvNent5H0BAQqxrlp5cAe2FiCfBdxXjwL12R1Zv/LRb3VszIG5lGkHLnIJqnGQqe90s1w3MG/YmtPkXR7WX3mTZIlqGLKrV2fNBs82lZch527GU9m04rS2vsicDq7WIaRaj55XS0Jz18XcjE3n4V1Y6eRq7ZnjGcIgKY1qRHNlGpfpTcFlBwiP0XCui5YfbNuXJHCTp49YNEloGNyzZRQPhxk6NIkty2bdpA9tLqtSOWwo0yS8GrDG7Oa9XftxFD0HWFirG3Mu7Ne12MiOoIusfz7A94wuxzuD4nMBxW/NAu1bd0a5B55Xp7MuyQQ+3gVSqF1YhV+jfThdArIhrK7SS9SsaNe9y0rK3l6h8DLLC2seRwYgDFNYlh2EwB9vdGtzGy+5OxtkLApUIjls0Va7uE0Vkf+q18fkUPTNDGjApQiEHs60nwctmFKN5lw5GshhyJ22CWbQ4/6kmeM0NrEMXEtlNQ/dDoKVUBu9el1H15IiWfjyu4bPicH0xFr282DnuCWtGOrzzQEhbKYx4/ssZjaUP7XyKI8Yt5vwD+pgi4QKN9/PyufmD4/bvHLcepYInhlyalE/6jz5XVn4RNrn1QJde/xFNb19B6Y2mVceyLEPreS+K1k0skQbeh+OGJOWC5qMmmDqytkL6/4fjdv+FPOm5oo8aDgIVr/FaHC7+C6YuIOjHNtG65auUab/drvHXwVe4qFQjJ6FY+oPG0D4gTcHI0TdjjIxJax28mFHnU/l6MwUUpH/iFW7rghNoFM2TEHCWXWeXTTHipQ5n6uXd2vhDTNJhmlZeW6hFtxWp6iwqgmg50M08wCNrmGLB4djxK3qFUZV2HshC9XiUcDHOC1dyeiIHkufqR6dU2FVIzHwfTlva38X3tuyL67lvR7T1x0nN+XRKc26gncA57Gu5ZcPRU+/Hyw5/AnJvISXux9+g+e1jp7X25dOqABm4+r8Moxkn1Vg4k05FJOpxYl9O6o1f1jMjDxT3NmbxUq1bMJx/R55C2VacNqdOcKooZMiCxHTHiC5xrDr2Sat+0qw3H+vWIKL1qRfRImUx7QFmcrgpaRdzJfOMjgIPBpUEzWECQxrnue0gncbvDOvVf+lSzeQOLf5MGW0/ylQ1HKfNkWQbVbX7qZxjrM+25fTTOhzTvE/UaAoptrJBNBdmndx4NeD0YGxdAh/Q23keV31ZtXTnGnSSvovLf0IKFxL3mKkYT9I1BYz6MY0A9W9Lw2K+jwXtfcn/w+/4QB23wHlAbxipJI1iI5hljx11Wy6DAfEOKjBW1ike/dN6Gsf+9Ra98DFIzXPok0a19AzkP4/DEvJ4MNJCgWMecGDM7SEYsS4yUf4wnfYfDmnTP7WqYjwzfq9/f4gbBDT22IggSBIOR5ogwI3D4+Ea1b0d1hsPHNO6/5XQyOt7ZuCOhttWXIvPD/Lu2Y1x98LyecaJsyyn6UFY4JYIwG7mSOLlIAIEMU5xudDADi3/7zR8ASTx7aS4ekPcnNZPEZREQS2iAZ+Y7yEY6ziZx3FrwnFr1hAM7vV3D2UOpo2kv+PML6e4THwPHGdSaDYHHoPXxaOU8Gv1d3KB45amev3KB8o1di5dDqpxCHEG3P/NXL49cP+euOmkctXs0/VDNZNWJlUTT2Iq4DJRfJJuLaDVCQVQ8AO3P5eH+F7MWK9y9YOwLpDNMJmbPMVmXicHaml0SjCaz459Rwf9LENMoCnStnuiem1bO1icNWVSfYflNYn9PXd6gdb9kqBwY5tGzs/qkjuqcNxwNs5w3MxcTFnn8LSF6JfGvRE99LUOHWCM1JjZhVr2V6UqGtlEQI1NpICNWzrzi3/PkCo9tjtPI+IUXRhSmrwspEv/SBrlfpigwZluOGZlVDCTA0xujektJoM892iDhtZE5UrYQdMJYEDHIqRvw6Br3u9cgLYRzDpNYNnE0XcLpoATiD5PHmPyz+th2hvV0yYkRm820tE3wjE8lyCfZrfmidHamo+ysVBIcqYqsM7WsdEQZwkaAAcn8AGSx1u0a3meVGtIu95K6YIrae1CwFRLk+DeXlmCclcopxq7dOINOi3cE9POVymSvI1uEbSH6T+FPaUQJUJRo5FEDkFvl8TOWr9+yCYn/PquLaRsSE9V6X9WqtQeL8LoxTNvh18kPhFhI2m4cGxyIz3Jnv0yZbyk44aexwbC1xl9PoIT8IXgdASfRwiAbt2s0pB5yBUNzg+w4L29/NXOYbuq9MNanHA/0VvxOXDcbo2SKqW31FAiTA5VCo5UGEWcOFGq7Y8X6/l7dyjSAdw9g4MzL0HPHuIPqiC7j4R1dB1cguU4Hoep1AHCnw55tmIAxobUaDDLja0IOcJ3VRGLEiLtkknW6NjbTXqF7vu7lrdT2p7XXByzoefBLykKM8s0rH2vIysgboOoblvw6SqNXghxlwagFIVb84LycJDs/BDBeQpFxIYzmFBAihTD5LEwjW9H9dA38tpBocBH/srfQSXVKN4Hl8wVvT3Oxpl30vvYDYISI2JOnBQd0jG49x6hc3izrrh1tMbMqVWsP8oGw9aKAn77+QYdfqVRoy6jg/of9ZMJuskYjiSpkh5ECyOO0xmh8jNDg2Snh1uOpnTg5S699P0utW4N6ZzFfTTxAvobnoODxmzCwIaR5vH8WvLMKLc20qbd6jsC95W02qEVRdpwf1ZvP96svnPzmnZtCdGoOUYYrVYa8RJhbnwpyf1J4xeXaNGnqzUIiD/EfMIs6xC0dOCevCZO27qCqgdx46xYjomAd95XoNcfyKiphQrfxTFd9GcsI5M4jES7ctmFPOAKZ17M/0v/+kE6bu6ETmkRT4YXgI6wkchC+PcrDE8qQN8Q2MAJxhHOEmC21qfptN6hl28iaJzLrNLbGbF3KwgOZHtXWeYidKBHhlE8OEtw24yuYjQs501H4lr/SERvfrtL5WPTOhej8X5SpR7pY06Yg7JAH3I+yFJBx6uB45vTc3fvZ8pNpy7/Wn9Nv4QZ0INJV8KDCowrlaxxWsTQYIx7oqAFmc3CkwzTfsftZDDprAFyg+Pmlytig2IF/pyj1UOUqsDtL72PVCl6OUNVYQTdEqYy1/3wUt0QwU8W6MU7k9pFim7oZLoR3N2X4gTWmuxIby/vhNsFRbhnvCZu1VWFZFxwNIoI8lY5VfozkJSt0uUPU7E9q0glTDwI0VLCDqobgW8Dpbnv2oQGz6Oi84/7B1SQTOwQ/UTZJ1C8GFMkksfQDdAonrm3UUOHSbNurtDoJfS5xFeMxuGIkqpzIYcDwYDhBSpTwD0V2uFgPmf7YeagvpXU7mNQ/Ek3R3i2YmZCDxhHC6T+Wd3zt11qWJ/SOfAOl/wN1bYVBhHe++n9T2TC/fS0yAgFPc8egxbURIuZaZeV6NqvDabq/DB0IO7Rcsuan/GC1gMEJHWH0nrjYemFv8kyUSOpZX9WrP7n0hYKaku2k8xKBXO5mZqROEAR07NMeiG9Xc0+Xvz31u9wAk0t8cQH5NC9QsE+4eA57MbJQgf1cGXhvTG8ofEgvTw3ECw/2qYj21OacmMfzf5IkcbNIWgtquds1AbyZRsdxeELg9A5OPJaB7EThSUZHMQ0WY4CZDnU2UYvtyJtfDiqZ+6o19QlIV301wUaAsra28sp3RBOd+I4/NTHpRV/CniwJKtFVJKOXcTUoQE8PwFOGA64n+/9OG7+zt8bx23nyoye/G5K7fTWuu77cU299t12ICweRNLfbAfyf1aVrv9lt9aBnqSJYs6j6d6U62gHMpQD6YjPiJtTFCAhgYdNdGllQjdAfg7xHR6PHTdOCaoVFGlnkR75TJNOn2qnWWIBbRuq1X8ChjSOdcZTD0q4uazHNDmX6oashAn8/QynxTvxzsv6MXDcDmT0g8lUlaIIZ97AyKtbaQcyknQDvIJftwPhzb+1qpQKrHWPZvX836dpm5LV0s8Va+QiOyhnvgcrB6/Ju+1AfltV6a5VKIML6cQ2OqnZn3GECPdrENeGq5EApjdyFekuU+e+Mq14Yj9jTKJqpHy9tYlGnPQGAxNgNdOqgDDd99wIaBtkZtqzDACRC5Qka+yUqy1/LujqTRTuxqB2nt2JH97I6483BBWKpyggSJF+jELmTxNv4hoqNrJbQ6d16IKLqzQGSD42GLQNNM4tNFzt5eow98zLwVPBsvGs7CoVWPyBGbAcHlRC/ZZu3fM/M7TSkJZ9JaTZH4OQSpqPrrWsfRCTvrtd7/07S22SsvkWdmpOgV5tAr3aTgogvRk0jjEsUJG58yQE2DztaTo1aBocisV9NR6Esmos8ur+bGnGnCE7AYnbqETgIMGRY7TR7pUpvfg9Zvq+UqRCUgMRDHR7Jw1I4bmQOGZd3CICw81d4qKy9l069+NRXfzJIeo3GmeLXO7BDVmteLRezdsZSbPLjAwnzuxM0fCZ/yITuS+al569oERjF1LRN5CzBknYLSQQbrbbrEHuCyVoPpURxJ42EaBAPP+O75fq9cfamSPRDjId0QW3MGmjxN/ggAgCNwiOnZMP4vWBOm44QMFTc4Z7AkXOkFEAfugeakGgx3sCRIA9ydKItu00Ef/qlF66pUBls2ir8Alp+m0YGIx51Ck0N3FEZ4XRZWHzowiigs2H39hyFEfjkbzW/VMXiFtOM26Aq7P0X9uBBKlSyzYOX/DiSPS0AyEI4KhwKxwX7o97jDDbuft0id4y/+we5ia/xPzon1Vr/FLQCrKKHnEUYRpGCHJ4HgcslAGZdasKFygUNoJ4w30DCQyZf8fze+yg5S1w3IwQIqse/4d3guNGqvQ9q0q5V6N0pDWz6F5cPa6D/Dm4IZ3bfDykF+7Mazek+GFn0f/z7iocN/S9rXMvL7Rg4IA5UOLGg3d7HJh7FbpB9IrvkCr9GQU/b0mXPVmicVPLVFJOWjoOmkYqONsFFWF5SPdd06WBixJa8nmKtOhdmAXJcRYhmL/LWidO0NT22ZieuvuUqqlanXVrmSbCyS0oduYGpN3rEhAGnQJnbXAE0u1RdRyH30Z/xEgc3JrZmeFieK84Uk4X2wlJQdU5SePi+wlyi2jwfT6tSKZ/IhqkU8/kuPGwwWY7COuCH7flbuSGOcsRgq1pH6nSvM8NxCk+wf6at8x6m4955gtyPagZJ9Pa/Dh8yC+G1R9n9lKCwKGzQQjJANBILdDRoeQQJnxkteXZFr1OQ9xRTKKY/1eF6jcDRLaY/cWZcgV7Gh3jjKnHDLodjSkBDi46TzKm8U3awizvJLUJV7gmpZEzsVGXV2r4dGSSvckhm1maW4NhB8FlhvnJLcdJJ7eTbq7pDPp1FpC6TAO6pHw2C2nOnsip9a0YkyhAf//lsKZcFNYF/7UyaNfUixjRCw9Z4zx7KsT6e5Ja/tWkJtxGG5dbStT/bO7JxSzo0SzjwmL4IoEu6O2iFvvfB8Qt0eQWBxktvxfTszWnC/+2QBNpYuo8ddD8E6Nr6NTOkaN3R/I2ryFmV3Yz+mUbOfNtz0Fg5adTLyykDNjojg8vv+AwWLB+3Q7kXccNtAe2K++x40ZUC7zt7vrN+yr0wteb1drapHEL40wO6Kfy/mX0iDvM9yJYlC67NN+jYxiyxuF3RIKCeue/3vYEWUHx0Oj5SEYPfpI0GsHqWYuj9HKjdB+lk7dz4efkPX7aLGienYl3+7ilCZdaDyP8z1PFA7do7CU4qx8v1JBZKHIjgGd49Thuvh7rEaRHWBvW1fAzK8xByWn/2pye+dOkiocndPaVZZpwUZUKyfVHifRy8DC6ScN5NE4hUXYTztuhtR3wqBrpMk70nx0UKJ8i0pY1dNseOt6OGw4CA+AjzH5zt/MAfSEKCopCuI7HIAUjkLh+0KYFhdJG36hD6z0hIaljEEgzCbgNRK+RikJGa2XoNZbUmCkVVJnaWPjfrPQwOKybuWIBMoTzYUkx9B4OHDci6oKeFM7p7aQ4vpdW4yp6wFHccNblEGP7sn6gX2bfBXt7hnUM/slL7ca0pGTNz0glSFcdIG26rksnN7Wo4VhYbZCVU6TMSrFRw0ZKI6YVqd/UKhWN4FlBtVzZVYBD5gKAvFMwBfAlcARDFCxE09XBfL5XfnkIGH4ANg7yK0Ym6epYXNhKKzWc3aRTUvwXIR2Xpbhj+Pn0k6KHUp+JyAyDkjsY53N8W0aHXyWdgdJsgx+Dm4tWjKpvJSPcJmU0DMetdhJO2yDuC8TBZFtf0zMOA8cNTpGbgzK0iDQu+8yjRzhXBMbad0+VNq1mrmG0UROXQi24vB9pbZYSh8+cw4iNd/CJ3hb0d//vH6jjRgrF59eOkNcxYhgrOPw9hjMHkuG0fdjnj/33NI/20xT0rO7Wc7eCANNRft7teU2/nZQ0OiZiveVUi6+KrAco6zuybt5Vy9EMtATmf/4L7UVAvs8ltRk04B3qUAUZ4Wt9R0F1qpfaThrctowDHM5eMBeZwC6oeAUlbtoVpp0P6cLHkxpE5fTCf4hp6GI4T6A9aesjgtUoEWgGuY+E+wQOSD5E9V6c3mfdfTBYnG07aU5BkuYNpoLYMXHAi9zTwwTVC+XhxTa9QMPhDoLRed/GCBMsF4EkucraOtUNv01SCaoOXYkb6C5kmDRf01GqSu+k9+RD7uMWpgEvjtsQ1hO90tuLJ+Cx0Ulc26R132egB5Fd1BM0A6oU78a+wHG75ElI9uf2V2k5e8YcaQev6q4iuIzp3ksbVD2/RQuYXnM2VeI2N3HsiP/L0pW/aW+Y6TIprXzkiAbXlmgOgc14euBF3TqJbIPPcIiJLCbJ58Ouvu1Je294pE17mBJRNTym6cyCHjGPwIlKeTSpQly3/VBU2x86zazh4xo4qga6B0VFS9gTGmKzzWd4Wf68pjROP1GolV8XnOJTBNb0E72Wayyl92OMfQzkjCDdsnaGq3ExFgymblO3dr9QqBWfjaj57EbNurJSky4QrZZcV+bgg/nbiUr0Oul8Jhlse75dF8yjsv7TcZWOR1cQtLpXqOlKntOdptVWGPn0bNBIqIFAgl6Rzxdp0+MhndgPh3gU2aA5BawLLWDGk9ov4z6ckse5zcMJVITy0Uw7DaqLtOKBIm3+Vpem/21as5nI1H8E14XLmcF/yPCZdGNUh97g7DzcrF1rW7Twkj6a+amyoOL1jI/Os6eNwKaYEbyVzAN9LNf9sEtz/4KpIrcCHo22nQWJZo9TBUfIjnN//Nfri3P4oXbcAvninGWJntpogHgMRCCbyNMTDGM/DGcB8mqg8/ktqMr6tUBi+Hn6kCMxyIaNh0h/UWFkJdlnCPyQocDN5MwDCXZU6neDjFkEe6pk+BnRVc9pxVniMORo8mjllWwpxFlgRFWyS5X9oyAXRB6FVCwSHVlITTD0sgY9cCDVG1vApen5Ge/o7WXdzQeUZHj8gTdQfDgb1YMiqh3BUC8EnDPPtXjZOvrx+YX64vuCjwUKOA0qdfpgXvU8d3k1w4dxkEpJywXKx599j1fPEfS1vBb+In75ZgIlzk/4veUYY3NQVla8nvtXOYxIiKgP/wSFRQSK4uWug5YfSlfSCDRBG4gutTfbEMAB5CaiGBL3RCrvG1KFUyvAxFlCqKBzO9/t5/Llgj86qvMfAmXLQ6NDCdOUYGhz4yF6NdWZc4OiwRHwOKZSKrtqhjDEqhrUjvsP5q/6gvzP4KcjewSDdfQC+rrslcM3IyCB8aTwHiVzADQv3VGggeME2RrHh+jfI5mCtUau3tfLBojvyRN1WSbyKRypUxjR48wpRFy6QSNsNF0dW1UdpskqyomxRkYIYewFhzgCGmHDHRgoFtkE75Cbc2K4mjDGx/ZwIUaIgX3xrBgsp+AIRKwCQjhvdk+5cX6GLPLHkqqcBoylD5F7DrKHRjPTpESa9+fV2gDrI2m3jTdinYpJvdT0p9JtAEtOV3jyq1zDMuHzxX8YZnOwesYfWc75NlI4QWdvzhX6Wq37CkGn4chBtq4aLPUfxpQK9tDyZecc88X1fI//+a8P1HHjyS2H3pRgaorXkf+CteBnwQQP1iUU6CW2OBOnrxucplUJPfkJEOuZWVKlhSBu8HmYMGI33cUhbpgacmoPZMdFDkGvK0jlbRQnbHykWRu/DS49kYkjy0DcSK1XDkU6Iq3oL+8IzjYy46DQMJt/EqR6+HPE5w+ZSNJ4uZCZmSdeo83Lg5C24aCNGVugWZ+nz99sjicFN+Yq+Zz7iXIgQEFrEz8qAUUeZ80zdT2fNUBaea/HowUVpkgeAsl382b3wEQ+d77Yqef+nMzDQcjc38KQX8Oc1oGkyRwcIzZu9uyJEVZ8fmKj026s3Q3a27W/UM9TVbrzkUTguF3zAxr7jvCN+P7O/PKJ9YhEvo31wJn0GSTQSDPJoIAxSsvvZDzcz3AatuW19AlI5tOHBuPbQpEm7ptghEKifdBBHv1vJ9RF9/1JzNA8i1RyxWQ4hiDjdpATzME8tC6r1U8168D2Zk2f10+zrmXc3fleR/SFedFeB4x7ELwRlIUJQtuPk7Z7ol3LQTtTrXkqUquhOcQCXRpnLdJHC1W/JkoxCmh8y0mdc8NQrjtANUN70NgzPbntqO2VbWXzgage/FSRWtobdfZiCqtoQ1M6Dk4ljrsrXL1/wWi0M13QMo0tzXR2E7CWMbAd5+3p49CLGNh+EQDMAlxTGhpn4UY3HgUtezGqt1ZAzzjUoFv/3/EathBUqi9BNfvMLAV8YvQToIjT2NYfIWdS2nOM1Ivoqe90UAmaU+1o+hRS5DFhHgHOaG4ONNL9Q8PZSmTSwTkBQtFp7p3+hgdLcNy69drXE6qdD++MMW1nz2OG8lBQPWb4ZhpLmU0b16YX6Qv6Ckgj9vTKj43RmIuwNWQfzvyynaGbANObDq+Ka/X9rTr0TDuj2/pq5vWk1oeDSBPAOZuUpbemg+AeHXDmqyIU/Pdh5bj95r2z96w40uwDze9EgOik9/fy+23sEfjg5dCyV1vhDXnn/T2f+tf/t/V3ROV/99swfMHvwQ36B7+jl58Xgx68fM9+3vd7+WCteL9/tyfolF3vuir4ql7/L3Cc3nl2X9N7EdyX/8/3+849+0K2AF73d/ft3Qd41zsNPs/7gs/7A/+B17vPyOH99VfaM/G17Ih5zf6/vnzP2IIey8DvvcrL+/wiW5p318Mf8d/flSPfu9fD9+0f/+tD+S+8uKd/8+JNXtdgbf0B//J7fvN97/7MH/Sf/Rv//n/Kw29by+C9fCa4J3/unV/++b97/eb3vPv973yf+Z3B2ePnvpa/+0Py+iAdt/e9BDh05kyl4L8kCFIOr+rSIwyjrprFvNfbqjT9FjiUoVYQV6AgyxMoWxgnz3KQD4Ni4GiEw7SQoLp388MN2vDPtNiZmGWYNtNAFg2CMsL7oqc4MnbYnW4kY+CAg7Srp2tkGB5vZ8jcKVwtdRS3qCRSqYPPRbTh5wntfymlszFC028muDwLJMxf/e+2+N0fWDb8692/88dfv/yzd2XHP+TvyM3OF7J65i9pw3E8ooVfKdWUqzDgg1oITOz0g9RgzBn1zt9897RZ4LA6hOgi85DeU0MfN+a1Pp7QkLOka7/nsYEW9t5fgWrCCYpSmBCiyMZRSI6m3WlQr3hosF76bpve+Dk82y1UGT4ahsdbqyKmEuSZXZzHsfAg8YYDTEN5+KQ2Pw+nrb6G1FofDVuQU0UpwSZ84HbadhzbktTbm9rIptBfbNkQWoIw8GwYXFtAIRaep3KA4+dD8brtC0uUbSvRgbXdeuWB49r/SpJAtUIjF4KQT0yzBgS1+wtUtzaj/duOafCFjM/7+ACNOZ/MCOiPHcAzvaweeuJY5t3uCek75xD8TezQAig3FxMkqC85B28yyHow6P1MFwv+jQs6nU2w2XG8jHYYxXrk64ehduY0ekqRRs0kRTkIRzflKty89vBcDSc7NHBsp276ygxVDnemgRnSXMZctMCkwJ0N0sbOzFCI0GrUElT1uW/gCA2nUe5kHMK5+GujEkqQ9XDA4CIGT8ghb8XEhiOqHZ7W4NGMuoLru5eeahseTOgwtJGysdBVFpD5GAfkAscuf7JcTTvD2rWmTq350xp/QQnj3Mapz2h6yNGHrtcX56r9IOjnc1GKMxh1lkpq8S39afVEOd8Q0Geqrt2OKmwUEOAjeMBeLtpzUn4fHLdeHuQP//yHFfjDCvxhBf6jK/Dhd9ysoj1DN47jllPnKYpRVnfp3ts71GdGREtoWj2XlEvCnEacs7CzBLZwQXUaH2UmaBZeWThfQpq+VBsea9ZaUnwl45P63+y9B7xdZ3nm++y+T6/SUZfVZUnuluXee8U0A6EkzARISJm0uZMhdfLLnctNMpkhmSGEgIHQbLrB3RjJcpUt2+q916PT+65rz//59hE/uDfoiPjkXsBa9tHZZ++11/rWV973eZ+3fCvfwV6iALdmvA9K9mJ/AdKIsUmQYVd1uxKv6C24KPviWF0zvGZbc7VshI3bffN3ylp7/6j2fcf7PnawZ3CcYrIoSOLp/kVc9tMOjs8nG3bz45G+/Xu49A8kdP1/YaeAe4mRnTkIcIO1wrrC+YfbDMaOm6ZhX8zgwvsD3FDXO1r18Cfz2kY5nrnUWXv3J4kTPsvP436d4MAgdKZizAqVTNhqSR0SQCgFksh36MlPj+nZfyaubH1Fdz+Q1tJVSdVPBfwCaAqwjIl4C4lJDerc0q3nv7tTG14YUNfaqcqUFhlWEomHS5Vxqwe0TFsa18XXosxvbVfTIuIAa4htwzthkFW265fni8O023rnJW2qhcmmVMqaPu0hAeIE7OdhMo6p+EhvUOqC8+qXEMpzPpnH987RbGLJMlMNCpgb9NSpDvdMAG6M9Ym9Zf35csZ7WUG3sD3UbR9qZu87+s9ubM8zu7XD1nen6k/Ow0MRgNYwG7ZThPyl73Rp28ujOr4Zt283tSppNVG67HzToJrzujAABnXe5S067965ytazywtsPS4PWgZwZNcaJ2uFbRBjzSr2JbVt7UF9/Xd2K19eAhDzZvWEprDtSE7UgwtQ1k9MiRhAGzUGtE+v6G3vr9UtH5mpKYtZXz0JbV3dp9cf74G5g73blyBO2CEEac6npBIM49TzRrWYElgX3NykOVe3kzziDNbTAG54Kfr2sXPMQ7B6FEXP4hW66VfmUiIrq2xHH9ni9CEx4SlvacZ6DW4KN/eUx88L43bKhzjz4ZkeONMDZ3rgp++Bn33ghm5EUQUSlr08R/sTJCf06Fv/1xE1zo3p2rdM02XvJEOOshHRKAAN9tWuzuAmJXYzVgOzk3awPlmlByp67YlOvfydXnatIAj+NpIJVnawhyZIgNhUxwiXqMXo+m8JMypmZuwitNKkJIWIQ6ugPKMa2A/a9NqjAJJv9rDvcFz3/OYirbiyXtl2mBPji1Pp8Z9mmHAjbV7dr+99olPDlMm55pdmatVdxJJ10LY8xVFphyiarZoWdxSlb3poMywJQZRlXIx9uyt65P492vFyPzuq1Oq+P55BpX6HHkzcQId72B2YYPcK11Qzsx3hsiw4xmowoee+Pqj1j/epfLSkO/9wBoxbVrXUcSOwL7i1YyjihOMYKQk1tI9Ep1eGtPm5AR3YCUwhc967KjQ0pjR1ZkazScxackWT6ueiw7OwMsRT1+FqNZnupLtQigVIWiIG2O69FM8cFZkPByMdJ/FrK320cT/xb1F7aGdtc06zFxPbfDvPuwgQWYtbE8bQ8XEhTvgUY+Cece5GpQAg3NWtv/uNLtXNYO/k29t17bs6wPDML4wEJ6MZuHn/2YkOc7lFXOCuS5gmw334YFk7Vg9pB7u8HDyG65fM0jTXmtNEjcilVGu4hNi0c5uVAdRGkSEUByWQIgIEHRaTSNMPuJtFJnWhJ6WNzx7UVz7+quqalgIB2wPkiip97D7B+MFWFmDbIuIfXXswTnJXf24PW2o1aiU7y0xfRl5qHTUnu3M6QV/ue4qs1p15HRhj3ZDI0J6t0XTKuSw8m3qggPMpF2AoUGYpDfXHVSd69DAfeg7l9OqT/fx0k2Ud1xV3ztGKa4hlBkw7Vth7pcYJw3FiEZN64mtyxs+Hq/S0HuXMSWd64EwPnOmB0++BnwvgZgCF4qnEKJeA22fo+GDYPigJ89O+MK6mORky4Bz9g+uKYGoXCveWcBVK3ESAiHKa94ixLLOTwOBhts2CTUjgLWyZze4alN9J2t3DDh+hDhbfYQMhwB/oK8SUGjQ6jpGIL0CI4yv7KfFRSwn7seNZ9e6FxYAk6FhCTjfJXiaFAqlz+kNw6jMJSRk4GlfXNlg0lHsrQeNNc2H+iPVMo+TiKGbvsCp2IKHB9BPxnmj5MixJoYzbl2SsTmpJDhO7WUul++m4S53RHJDwqe/MdYjF4x6xIuwSz++YtxL1PCtkwzvrvpdtD/v38RG+xannxFTfApggk9akEBFi1CYDqNCbaep6RGPkvXcX1d+Z10ifGSOuxiCkagAN1IbMNJO13o47tIZxAiy6LEWNk3twfZs/DMWZ6dwQ/cG4JPiuGbgIZmmUxL0B6mKO9gO2R3h4EqESDRQJnjIWSk3U1MLEEsRvNOasXW4+wZPjmme+uYpCboiyVy+2hLa2LaD47HyYLOagtyGk6BPXpc+Jy5rosLvX22jZ8ctmVXRthVItkYZ6YYvJvqMeOPO1Ww20u64lw1jBc1HU3eDL9Se9BR+dQxycIRxZ8mmzh7jE7dIH9AweJ0ltWw9bkRm0OWnF7mXOI+PVvFkZ0OhYsiQ7cYi9k0t81ji9gWoI9exVyjXIUvXWg9xOw4eZ42Rv07UkYpHUQFJYlpjjemLb6jtwWDcx9wHwGYwGJ+tNeNCVYRcP5vHgYRJdcH+3zWfnBWKHHf9WoVA1rXUuGG/wnPw14cEiOwPcJuylMyec6YEzPfCL2AM/+8DNisrAylCgESyF8mN7qFA/i2zksNUTitgZpxlYNytbuAB+A2RgzxzAHbK8YYzMDqRgG+IlXDJY96FMEcyF3XbOno+TmBOxB6RdsyFBy8CNH7vpgvIkVjHinCFi38AbhCjBdLHBPGgO1x5uP8c80T4uxs/kHCWUzHeCsgAAQABJREFUs0PSXQbCLjIegmQJB3IDVCkmHWq24RKt2M1kaEUlgBhMVhnXcBHgkyb7ME5JnQB8YZvKFCgO2bEO5JrwcN/Qn2XYPFymBk0l+q+C6ytBrFic3QDi1IoL8c5ZmCHQh7e6guAhzi3PDkYGNhlqrjEWxkpmLwGAFcciUibFZV7cjIh/In8vZGZXEwOc2MZoBBDsJJWQ7R+C3hhFYg0NRkJpEkBNiIGDCY2TxJQq+H0uanc1DFsBdirp4vGhnAhtMHN4GsCNB6BNuGwBwoloPu2njcTuFXG7e66l6MsECTHhUgFsnLo/q8l9zDkDVtoccsAMjJhrLmHiXV2KZHgmiXsjI4Dz6FvAacSepXEbIvSZE1j4gDHmHBJc7EKOGI+QkMM5Ni4IxKTdTloABPMdF4p2IoJLQdmoSNtiMVPoiQSQdOyok3IcEpBkPbnYcuS+4vlDljOnV9iA3m32w3oYS7DXlRQJiU7MCkk4vHmKw27nkD1PxmiMZDTXWBQ7CEUhfpE/Aelx3xuXcwxXLhPqFFc7+dEZ4HayJ878PtMDZ3rgTdYDPxfAzQVwCWC2my4i6cBlVxK4cFwnsgwYMKBwna+k2Z5QnwylRb3BUPkdZVZAKbiivLfzSQKyfG4cRe8tpezqigAYnByAW1COKNLA2hm4GSy5diDgx2xJhWr5BoNxlGEc1iSUH0GJl7IoHdrhEjBWx5N1sHETF6UMEZd0vS5QD62gaCvgNIGLLkZBXCe7VAJgpD0AMzqCz3HpAgASAJVQT5NH9W4GRTorBWhFzU/YRD9vFJQzsWYkiYW/3SW0JUahY7fH+YAGXyFzne0O3bdmA83ghFgltjJzeShgCfejvhvnRiQtmM2zizFiLA3EXHMvQSmP4CULfkr3NUDYrlae2YDBcM0g2m5vZ3MHEOb4Mj8b55RxbWYyTi5h/AA0VZDA2ME6mUDzFnPVmoATPTr34x5RmbJOVF9M1szg5rh/ATcBAJFRmwTwuEaf3z9doAHq53w/A9cHqIXEBkBMKDDM05VBcwZbLp5sYJoyo2iW0I13PB1jZwxnXONqk64bCZrkud3fMJt1Lpo7yHQAEMMax3CVRwyWx4buoZuAiT7VDKHnNePncjtM5urfgDwDORsnAdcxHsQFhLkfg5F2e70vtAtDp2q5mh/9NFzurgrh5id4njDviGmLXN+QsYyznsI69PpiLod1S/9MeNCPZxi3CXvpzAlneuBMD/wi9sDPPnCj1wMwQLFR681KxnUNg6EPoxKHtbFW9ybeSYLhT5Yw8v6Ngd0wiHAsUKA4UEgAnBJ7eEI7AP5gpwBz4QKcZh3ML8CP2QqUhxUjMVXOdDOzUYbRqe7B6b0gYRtcpsY/Zi0C28c13cZJPMrORjQ8MgCy1ib5wkyQK81bDcZQcoH1MXr1ASDwq8DGoN5TKTOCuI0BrEHZm3lEi8etySc6AAwRLIlRTwwgFgM8h8EAeLnsjctQuM8i3LGVMsxQLWAZl17FLA9jFlg69yk/SZBnDJBGI3if9gSFb/er+x82yMxiSBflPICBS3FEZgvJ6CWtgL8Bcnb38Zfra5qF9A4TbpOvG1HZoORzeN4EiSzxAs8HA+hh9NZZJWpWMpiMj/uSlxMc7i8DLG/z6H2jvSWT3XoGf+4P7zFcZVd5VlyJ1ZkzwUX52I9fGgdvKXYnCIXe2aasYvBKiSe30oXwXUA6CbAx82WkHECa+9xsGw8QHiHM/RzhA74/2b8pxsqAzN8z8iKr2AMRgBtrgGEKY5VxTCRMZACInBYzYDQDXbIxQx+6fqtZMcqiK9bOHLBx1MnzGyS770mLIW40xlz3Opvo8DOXDbToNzN6odQWho/LJplVrGYLu82sJYP70Ev8OtUBEjwD3E7VQWc+O9MDZ3rgF7YHfh6AW8WmPYrEG8lbaVRwveVJFnCB2xSxN3HXtMoZVFCo2UrI5xsIAMoi3KqBPTPLYIUPE+din96KjCgtvkM8FC44gyLX8zNgiBlkGESY4bKKNKsHe1F2jBGsSZy/0ecwGHyHH1qAu8lcAu87fqmqVidnzqCkiwCZIlt6uY0p6rolQoFvMxYAFLvEQlCdFa0VtV1dPD+FqL2dWIyEjiKuPfR06I809dUcN1Y9d6Imun5nLYyOwahddrAuPGesMgVcQH8CmgzADHKC29Lsn5ESzEoZ0BDqhtFRwSVaMNDjM0BOKck+v8TfmZ1LAMIDRob5LAE64owv0W68x/uOVzToNDjm8xC4jrs6BvCzq9ubn5fLgG/3u/ENGbjAGM4NzmWckNyP12ZMCwY7tJXkyEAwnerJfV5kQALjFCc+Lz9KEKNBHzVTkx542hmz2xY2isbRLgDNhGNOfzCn7PG2c9fb5WWYq8GjO85+2WvqZBB84cxFwCqAMRbYX+bjD9lCs1WGQnbnwybS936gUBDdfWFwHOaDL0a/wWQG5pmarWX3vTM4aWsKQBxiIw3w6KcC4M/RhIRuMr/JSbbBAvvnbb1c145IQj5nfXDfCJYvn8+rlvuerNbFRX7yYYaRe0Qww3RCgGVe0za6qnUMGSPWZoK5StVLfjzfJjqYh/82ddy8iLxAftaO0120P2vtPtOeye2Bk3PT8/Tf4vj/e579rK6/f4u+/tdf8+cBuFkROUYmyPOgqHAkodStTB0Y762krMS8S0sIdkaRG7glzD7lHZzNXAjUC795rxyAC19nipYBay6rEGLmXI/SagWl4sK9jq1KAAaUBwxZ6aLUrM9TKFWrn1iCfTS9lzCflcvt6E8DhtNR4j/FeKEk3ZoyMU0GpHEDR5gLbs69eWaDIZimGO413uRP3uMZ3VkxlK+VbWSWjmd2woVZwuAuNLid4DC7FdFv3rLLMUgGB2b4VAC4uT9TfbBiJHXQRhd19e4XVsjBvWlQG2LRuIrjqjxOdF7oV7tzUdRx2M8A5txc2u8A+hjMUAisd/wWTGecumN2tZLdwElEznsbRrsBKRVi0By4JzM5PFsFBi4kNjB2YScd940BO+Al4rUxXIK+oJcmeHK+wsmO1+Nh6FMDN25t4G8w5YloxOXDvya+HOdUgWPYDYexcz6mGTV7Ks1chThOrmmG1UMT5rPvD3h0OIBj2rxFWmDJeC8BuPXWf/5m2Afc89XxfIQAlPgd5grsXK5APCjgM+n+B9A7VtDbyZWdcQ3ojxvkAdQi79hhRpG2BfaN9rqv495/3PON7FW2/Kg+LmPjfYOdHOQi0hMedhFzhHIygDWvoVBw2s8fxp4H5n5xb/MYmL7TuCYzbhKAG4NiRM+D2frx/nMuFAhv616lA7xI3Dha6Tb5lxtMY91v/sf9VLE/mwURLCi/4ZMdu+DFYlrUNVPC+7aEvHhZ0g4K8HXCf5zni4cbeKL4vlzDneuPHESJlRO5+rTb6Yntw9fmesGf7pRpt5fFWP2STzjV4XZyWc53qrOfNfjsmYxxPwsWVbBcw2keQIQBk8xNDJMmfNlt5S0/ZzjPf/iDSTyCsK72c/XSYcpzPy9oYlTch9ze+7d5a5XQACaSYzzcOD9LaKT/9mv/uHurDT5lQ8M4+OLMBRto1ef2M/oC/PYzhw7wOdWXvqD7I8Ry+LVneGh4uGn1O+Fkn+lr+Hq+0L90+Ivue3/Xfc+cYuFb4DvWJLiXwoTk7dM4HDjrGBDP3RiUfiguGUSI51BVIFgAmCGxoBxv7MRXDu1H+IfHsABnPoUu8j38gh+6qKqYPGc40cqA9jg2hJPoCbtTuCfnx4OQrfZptY9psPuR+R5icgLd7jVL3wSBUb1CaGhYmNX+DDuSuAtDf6OyvU7pz+C6Cif7PFQk682K0nP+hwIpfP6T//HKdcyQH9qPFl5ylSBHgoTzd8efIbSJPw0w/DrchOfHpXeyeZFdO5x/ctumkyLHvec2Jvw9xt3fSfD9HEBoY19K9+/N6NHjRd0zN9J9syNd7iRFrhp5w3azWP6v2h3+4P/bY3zt0Jgw3iASFCcZcMy5Chl+MbbkiTkeB1eLC7+G3SsYh4TXqKkm9447yD/Ip6rL0A9j95AD1xkv/grX9wvciXaNeSeTdA2gge3gAuvAXPe3kr5fkAPD9A1MBN+JCOAPrqDg7PLFJumw0kN+e7s3gzEQK/dGwRmg8XxhrbDOrJT9gKHump/bz2pAYJeUv2vGxjKd5+VF9WeCJrqnrGw99r5R1S0LW0kWZNzXNHNGXzmxgAEJV/OU9flh+zJ/H4HnPjNQ8ZpJmJ1z2yyPAHY8hP/ghPE2WUyF7wAmAijgXo5Z83NQ843NhbmO78e4WN+Etctv1nqQQ0HeIMPH+yPcx2DfMosrhfg75o/jHXmTH9/fN7VMq84Nl5Tx7j92j1uexAmkD00G7AQWzLcDZHoHB4NMJgffn+AYl1U+Kxgh3K8qd/iux8ljQjNCnxu8hcXGOKMzXHrGh8GY96B1/yUEcwyQjIKLmfnhb9L5CWLGSnZV806C/isA+hxbRqIt04gvur+YHyX8pr6/p4pBs9eFGWrHnUUwuf6+95O169KAPE59uQDcrC/DSNotzm4MNpI85uFC1q88h7uVw73jlzH3v7vIZVPAF6ErjBcYxyDnxueJzw+H9Z5fMB4BC3FtM+HhWmZ8w1xhHr1Rxi10m8EPi9ftj5FtIjIxKkUqTtvvjCUQEDWCJ1ghPolB90OGLSvC5KOdXoCBcufZreFZqLEyHebPHV9gIervEKRrytKLykjcHeEJFH5OTiI/qM9l8EyzBrXg75l6rhwLaD9mGtVHaB+ZSNDbrtcTY1GaxvZkn/BwX/NczvYKsSEOOGUiGP17G6BQNwdrLQwCNLif24UubZk5pduHHzVYzjxncFUEwRI+mqR/eP6wUGksC7K6ia0XA5PM1C90dB5FFoeGd2ZNIkx8QFYS14ifg7OCL95z0pPGCzZYkX4jTLFTttOxGVUAT2CzXTxeebTHAbvBDRSGmvFDQZpOD5Of8bS7wIum2gBu5fZaYHDvsKXSOPAO4+8F48/HtWsANf4i73teOFi1CtpY+BQPrbjekRcsrIFdEDGEQBAenDnREWGgeLztqnIwdIh9YBAdDFsyWOK3QU2ZyuipEFsy0RX9Oc/ttgeh7b+5jgV2eCyUhA0Ut40p402SLZjDGgkL2uciSFhX3hc3ssChnxLe/9ECMigA+sLd58E02KTv2cqRthLM7HnKnAwHnVkVID6RNvk/vh+62uPGBcpQ/r5u2OqGJvlMLhSEeRkAGMdvk2QcOTFc8lT/eHRcIsxB9ckAUDzKtIFn8d67cZSbtyELo+L33KYc/Y5yqQSQhsBmT0/bWv56yYYSLxKOi6FN3lO1wnzxNb1/btpKiTlcgY1J8nmetbuhP/2zDdxCB4ZeHu9Kd3rokTAlwqD64cPh98c/G3/nx39VP4uQcfQuy9ClIugTu7vMKDiGKUblfwzvMiAnSbC7jQPf3XPBR3V++JUn58l7+f7Vs/zJ5B3j1/zR5w338fs/cr+TzfBb4X3/9pvjP+HU/8d3fMopjvBNFqAzVavGiuu5tYqYfea4s1fH1wxrPiIGzjInuO48/ywjPSkBPmYuS9YlGIxODvEOFF4vof+8TjxHkbnByA/y1JP5ZG97xofGV8//sf52408+k1+ffN6Tr/0Zh9/mPLsGXYxDxAjGiNeyVAzkio1YdJPXESWegxfY71fJCIMH1rHlEvLSzxhnTpRwH7scSVXv+jlP4wjt4LzQrPG2+Ws/9j7rFGPahIzlX/iIvrNxwgfVeVoxgLXBSbstFxkjn2dDBgVGO/lBYFVjyqzjf5RlrN43dDMvw1/+Y7w5YQ9ryw2u4ThID1PEWgjsNafZTWr3eRwdQjEY3sBQcp+My51qLKJbYz1X1eceSQ/z+M144WP8huG3zx8/eNtyK+gvt8GvT17Hrzm/r6tL3b2DvHqDOye4YQH5CuDG0FcMsJw1QdVoK/gYQZaBIgbB8+Q8JAOAMDYGCH5fJq6LEVpxGV0HCzoMCJMjArh5gpgZoW5MGGVnV2GJec87xxYYfPiBzCJYWYTHC/2CMPFDo5hCZo4VCcAkmUVRE2PgoFUrSHvdQxxBwn/bomFl8h0vqFMf3MTnocRC5k5Y5HzH1qAnPtkugeZ1EUcWcah87VR12mGQ6kExODHyZoiqj2bw6uuERX/qu5/up1bwZYNHFF+SLVtcJiBobWc+0XwrxpCSjtK3ojSIcSyN8ZtTrOO2Vt0+W7/uTwNqx1wAXEKjJ2iIQWPVIrGF7z71HIGWZvx8eB9aL8wEQdFesGHSMubVSuGe1J4XrtmDskH5ZtgXNgSt0n8nxyi4KFhA4T//Dj98HAAif9tFwvyKA9IjA20UVtXCcraQhVAzz8gz0baJDsfWMEk5n3mOwRLcCo7BoUBkMBQMzL2gbe3xHq2Y6JLVfsUXVeE6nlMOwnVAdCWwzHzfzDOK1c/r4GxnSyUcPxMULX1DzSgDpljKY4lFSc0r7+nnuWTGwmNo4Vt2IDAGiwN5yTdEoTDXUS5pQHpInbdwNNgLcxLwaSFIP4d17GYgxOK0zXIqFIb1HGH9OUsxCD0HMbMOPTS+ykQHwxTkAOl+jAGqhPiqInM/QkakuLddHM42M8yw9Zkyggxrh19IwzLPZ47RQc6Ee/Em97Rg4XBZCBrGHCfmiBuVi9TZoh8SljX87RpPOUDoRupf/UwzbuFpJvkf5kQZEFHKO5sRFxO1yRz7VrZrFfkdDDMUY7k4TJ/ZpeN1+2Y6PI+8JlqYk8eYfd42zNm4ALdRJq1ZIYx0B5sH5tJzzjKBecubYa1FIWieeU3glLMoSwAjJ3skvR69QPht9jzIKtfyCkWP/TeX9C18zmQelt1eP4UhVqaJEOtjAyIDoKrsqrA3p+Uy0oP3MOq8zpG5bmtE5qOfKYD5FGvIlh/PHbwxk9rOqswJ7TOApWsjuzZpe8IEUdA7VlyGnpYL1kn+2/LO4NMyzjrFxr9lgDu0Oj6nbiZ9H0AjANXMLjuFhHIlHmK7oZ197Xsg6wgvRGZaK9I+BsxS0+MVxo7xNwHFzRlvN54fnuO0Dr570ssVrsF3S8jGGP3teMiBvj49/9zzWvvsBu74RoEbrS0iBFMp1xlyXAGCAGHp2jrFkqt5U2/HExS06sDQEgLUrqYktVAc5BgCIT05KBZptsrK2xPGwXuVohWWFwKThAELypzqx2bujHbNuFmZ84IHsXDhx5Mz/LgjGQBPUAueAP4GQ8xDPKRkG6gx9JERvBeTmRIDQf94tHy9Ux20y8rUE4gN5g0kjcgjB54CfJK4GitwtOWAymGyABFe6KZpaQTPyHmhnxCiKCMPdCis6GdlgkzmYbFsyyS4C1xQErWqJDEatq7pywRbmFRQ+t6bMCxu6iB5vBJmlBBaBqYGdBW7KbhOWECnKVdcHNQsWRzNGrKvDCLoX7NWrhtlWt50tkFQBYB50j0a+p/FEBQw42NQb3CRMgvgFUIfeeHS2e5OnsWK3CwLH4VPGFMEVJCPZKWZ0TFgDAGqgH8zLrbYgnUWEUuCJce3J+52I9ogzLiPBQMxFI7FMJApFRDw9GHS2U8+gguz+vIn/uvusLuFWJrquPAwGCREaIQaQzZcygabXNkiKo2QD64fnikEKaMMYuyfWJ3ntAWjwcJLsH12MVfrenF9GzuwWKHEgQ0Du3tgWiIAZsyADSvSRagC+xioOfei3QeshzAnWU8EwHt3SKfHh/FyjxVoN8A4DvB2BmK5CBhmfBLO6OMbEx1hKBFQRWRE0WCU76SYk5Tpol0AVYKi81jSjs2yyyPrAWbs3ENMUZ7DLih+AcKcYWagmUTQWVZGBIX788DmhhvxTGG+IC04och3NuEq/ezen2FX6UQd+FN/7o4xeAW8I3Nc2iLGuqiQfODhMrMC0uCqVnqElXCuZ9Gb6/AkcYA8PvOEt1wyoKVPYM28GXpwH6LMq1OKuQ/IC54My23HTPk3gNfzzkvRwCIwJ8ijGC62YOQBDlxAthx0WYlSHqy9YGAxmQNamXjt/FRjYiPOwIY5H8OgNAApAXDyrBnvUxsej3OMO1PIAXjzIHNLALQkLkjvAmEZHLfcNQvH+vOT2dCb3IO+Yv459MKGYih/Q6yl6wz6EUr0l3GR20vz6SrmqckGjLaQnYtHIYSwuH1uogGUwZP79JSHL4YMQ8eZ7AikkOWkh8G6w2NqbOAsa37H0SFm9cLHXh/+OhMikBQGMNZFBrfcNwD1U967+mGZdgaZHdpsnF+ddzY2fd0cu6Mc2HdAX/vmI9zxjQI3LlE2MHI8BT1rqyPOBA+CwdWIbcEhJF2MMM4AuKJ0mQrdKYBbHDddxES3r9ihR9RlZjBgaDgfXgACjeu5U/w/7xl1h1onVp6B9WESMaCePhb4/j8cdJrVthdNcEP6tTU4ExeOBD3ERCD92AslgnVwnaI4hR3tjAmDzPcnPKwBzIT42TOAGxRtyXEALHhTqXYXVTdu5hkM2lCC7peyfUO4ZQPbZkBLn4Xq2G4XT5Hguv6ZtAOw6KwwM0AqkQ4fUeSPhWng5sBT0/vxcgfPjRBJD6AMDaxdvwag4E2Jg4ua9lbIsCE93oo+bkEWQMHE7XSxTPdREErjdLtdnbxR7TsDNkC1RyxhoM1ndpfaPeHhTLA9TDWLibHyfGDVmoH181TdsJwEgALS0IOed9XvVwUoCw8AnQIkJ3xvXPiRLTYYJkf2uPWRUR8bFcerSGHCbo/sVuSLcQMnYozCH1hfbovLENjlXMEaL3JeBmt24h5y16dhvwxFMHTo15Buj6vK7Jldm2bHKgiRBPMnyTWpOc79PNd4Ct/TLl+fa2VjQcq5jvexsPOiqBo3noc8s9lg9zNXCe4PxzTy3ThghwnKe7wfgJrXM+MeXBYGy1zXAg1XbJnA3bJDDJhbcRsqLkRqIeYhtfBnRnu9TniEU7gf9zFwM5CwrEzBGAbdAGi1+64MMot8XdZzEsVTCiCPFY7hQwuII7aAY4Vxf+M6M/9exwaQwRXIO56Dlvgum1CibQkMlSJzbEtP8s0H3Oxx8A9ZmpGLqloh2TXPXAnD5jnitZQYZPpV1+SEY/mLdkKY7/SRXaJBgbOOzPxjOJmhDDG447Fgdj86QSCGMrc1EVgq6upVUPIVyAyH5YR1x9z0uvFm6VHIPGVa0tMWEgmsEgMjK2iDJFALa+o01tBp9rsTNIr8WKYEV5/XFteP7MkwS25gg+wMniDWXDXW27LD8pZnY6VZGhiqRBio1teBmTXLPYmHyQHLNYNDi+ZqUghjwBFAml2kyPAI71iIlzNoQ+4lMETiBk5gCCfphPxVus/eAL5Yfb5wlVP9M/4snB9CrQJzx/OnuQYfmdiIuL7nQzUpKDSQvvKH3IyfMGIBP1iWWrb6GYxbTnXf6mdBTvtc5oAPewlcCDgw3lzAJNfo8Ii2bdtDc94gcOMuCEvqA+Wh1cmPjZMZYzBgd473RzOg8QPZpRIYtsAuVCdyEBKAqUpYHAyGB8sdwCRJoRgjgIaBTYixQtEDwHkIFIUZKgsbBLpZj9BZftLxw7SlOytMfhgJt9GWd3DncI5T30Nnsz4C7c31Kg7w9QID0RttBzfTyQv+S78NPphgHtFKlsnCoLLu+Ata0xOddpdQgAFAcqphQkhfRyii4ekSC0tPMu7FQvEzlOgzb/AMh/Av3fFf8Z6vC1jk2SLYrDj1hpKuT0Mbyg6udH0iXCSxAjWg6JMym017E2U20gEXuw8ZU4M3L9eIGA+23bE1WYGldPDnaU1GBrnKarHAAO+uaePnNiUfs/WCNjbgobtwjdH/YexoIgrW7JAt3WC5uk+slQ3Gbe2678bdct4SJYL1sUvUc8+gJA5Qg7vlOQ2iGf4SLJFd+Bn+gB0Kli4tQYxBcHFzZ0qFCXnqbg5xUx5f38fWqxkK5q1FRsVp5jSzTHhAGTYrG4pynvp6/rTI/CwGRtgMIS5twFkCqp7OpuGe9AZv9AltTSJwbXVWrWRi2Ty3HFsXmGd3Du0wEzjOJtK1rCHayBoLlih9JMbSWWJ0Glc1yALc8zrElvhc5qSD3N0dIavNDDWK3cHRdhuUAKbeNsYgOeX5jrANisgtxDhz5l7MrqGJDgs6N9CCiueugm7ab6saUBa3WxODpxwEIAB1fIjQeTw/X2NupGhDLEcfZZjT3NsAD8sQI4rYFLsYaIPHNzAiTrhBKbplVjpFDMCtvYk3GXDj4R3Mbq1oZtcsqScRaytuRsXrDcPOxUhLGG3JYBxMNJC/iJ97TlpnWKgzp6zMmareDioO6A8sCuuzum7YFN7At4JRbOOJEysYgmVkp2VUwn2Id8FGlVVGDH0Z9CPdFjco5PpmPUNgPWsxlGgJa5MJP0lHmfEshnXO7Vh3CRY3reG+rNXxZ3PhXhZv0AFl4r1DEg/ys6rPmTPo7rTXJHrZsju4cz2PJvEIXh0LUXuwDJBM0NhwpSsCKZIkexqZWAYs23D0PI7RqUkAnX+b0AlJOjbukSnifSQL0tmy7lQHcicYyNb96BGPF96xEL+GYW5CKWhpyxDraWSSrxtCSVg+/M8/bqTPGh+38V+hn0516/HPwjfReR6DUK8RXFJ1mfraFngmvorKu7zMGwZuNC7IaCwGF+yzJjFaLcNi2QVjlinEAvBAQf3AdJl9q6D0+Ie+R0kQLGkfOtKU9pn5gso160NdkzIgwbWFbKXYS2QXpCdeUDpMOvNVfmAvhgo/VgCcXV1Ybpiv63Yh1N2xxnxxArz9vTKLIyhKUK2bY+o6AAiUV9hCY6LO9nr2Y3hPQC5vRUuTGFR+22oyM8AzeixCP9gqY1IEPcXEs+swsI28YSuoQr9U289FJ+lg6pvgowHUfUKgePNjK/Y8rsEy7yUNWCnKmYLZKTlziTFIJdrAs5689L1T3umPEheJJdmkNyxcQKCFDa2f6HAlawtAW0Qh1Tq4rhgTM50GXq7GTvJAFJSrF42FCc1ASwerxyCXO7mmT2ByLUfpL/ebF7Rd7AZ2ZdjPcnA3MvoAYbOCrrDuPk1Qz8oxTeHCjLVljcszMSw8v2OpDGA9b8LyO8Uj0Rb3nwEi148z50PwP89oa5yJFbCWwQO4APDlO0zcR0W+a0vYjFoIivUTA4yqxgltAmi6cKVdgRnclCUUhOebBRiPCrZjXGzVABjDjR1wHGNu0adlwKPbFaOIU8VMmdcDbEsKgVy1pN2/KG9iDYM1zhKKw8TIcYi4+UMzDPJCcg2CEqHiWDS7pW2AJFjjod9Y89WMRXczvWnQOcGBKgwA0EHb8SLXpQ9KANOItZowm8Y4w10yV+kLQIVbkWJ+Vhi8wNp6rXuu+B+AWxUqGrSX2e4HmYJhl2QNJmlL0L+cH/rSc4B7F3FlbO17EwI3D40VDIrRIQY2Rszyh4r7QWkyFwDoRcbUwJhee1MegZEKfcWaCD3Av+ihINtteDt2mHWCNcxrZqdjVAEPjr0sIxvKGDiWMkn0StJhIVbs9GvICg3suHWl9RfyKUxQoJQZO/o8gcw9HfkamnUa/wSYZqCDojMTZOMqZL0D3oPSwwBzzJtDZGwhlTHSSsh/M9NhWyqez+EtUCrIV4O9KiFjGTKZRyhD4t6mXWXi8Szprfu9V6kBpNvmMBDLIfd5Bc+G6xKG4rb0qed1MHZpowcmYlN7a3sD1IkOEwiWa8H7FowbZIllIbtGOBzM/ZBKtahIpnUCwxzNyu24Hz9ujn/4o9oG/7Zcsk7xOad5VFk3t8HMrdvNnLAe4VohbChgC0vcN8q4caGIoOdYLYPOfyFODYUap+NjBSz1PFaIrXz+rmQYCOaHa9GEB/Y5dECFjgnV+XDHRTkyP8eY5Lizki0jgKtuGs1Es08e8JBE6HpCx/ww/O/Az/DC9+al9YWzekzqRgUE06iZPG6KC8uKKAQeZukUOjmQJQyCgVy8DoQeBtto2kr8NA4rKwalxMUimEbfN2HwN8Z0GzVw4x5c1xrH3IS9bD4CI4FFE4oq+g02hVbOsXuA2gzWTIb+YPFOxmGA6i1vPMmTeRgzkybNKYjm0arSRElWxkaUDQUlYebMEhGXZnciHc74AGLZn8/MoKGdQXQIWPYiOo356DFxZ7sGkzWr57BVfIiHtEUBcPvhFjym6DkpsJEIspBByjl0M32FwGDhBNQFsHe2TwXwGzNDSN+XCihuKoaXODkwvYAUC5UkbFDccSkhFsKCiR6pQaASU1KdLySsACLTAJPTGnX2Z6yQSOAMTifUWCAy85gHBrkwZoCsYHhQ/ypeQ2efRid5yxpT72bObMyIOl0RAC0yW+x4Q4puWuxUGI8shkuFuK8iFm/R6wyQUuMHAclV4waZ27yOeexsFWd5jbFkIWaAFuoyAeqqABEDiXtXyJBy/Jozpqrp+haMxGWaLac5jmNzgHCYzzZ+MEpcgiJuF4Xdxax/Z31X2PrIldotdBIOI+CKpzpsUBQAVxlulyB8wuywt5xxTFCc7NF4PqdCljSQWu7P5ewIrrMuHGEhZWFvAXYh7tFtY70YAFsAeB1GNXadst7pAwPAJFZyJc+XrWgysPnMkwKM25Y3I3CzEgNcBBe1+4X5k2bso9FmwD6yMw073TCAcQOPxHjTu2+6I6wV1kCooM9c9joLIM1Tjc3ODXAcZhH0GEaGjRgXbw0iKkOpGYxB77WaIdSDKchctm60LmJNIhtiJMM5mchJDmH7KhaaAUOZNeVbJe2RYIwm9fDlAqPjsec5eG2ZYqnrXR/socA2xINuw85rDuPPssKbs9O2kFGPTk0jfwLrZlmLPqZjJq2ZwUMMSHGYWCXv2F3kX7GVOtD0F2AzXmM5C1jL+X30Jt6uWF03cgyXP5n0TqywB8uJSMHDl4MwcJ8HC/TUzQzuZE6xqzYBweJac66F6AoBZvhdOcLA1YNsLBmsWgxKyyB6JIiWqiGP3LOiC93CP6cWgz9slLVJOAzS+K8aj+x5Vn3fmcdF2jM5jFu4EzaDZSLgykkFDvjPeCfi/g4d3Rap5/iIauvKmr4C1dDuB6ExLIAyiiEC1ds6T8WnKhpqUeeOYXUe7FEGcLHggialGqkmnGJyobBw+YYOsqp0/aFq2Q6X+WC2JWGLoKdD4CRSfmwwo6N7CzqyZ0jDY9V7ZgEvKQpVFgg4TboStF08rE3vabf4/Da1z0ZoMREM8hjpH3boT35BVwOzzQWM4oarYSGmS/XKH83o4MYeDRd6NW1ZRlPPIp6Pzxxb5FG029IuWlszMUDbWGdSh7bkNDxU0IyzI007m86hPyflQPCagu8/GtOx7SXlRvp19uWzlZmCoiMWwDxoiqrTacaua2+TjuwrqrvzuEg4Yxmn1YBrcfqstGYuzSpTn1c+R99T5Tlp0M0ymegwJ8pAsZDoT5JNjmzp1aEDJQ0Oo4a9QLCepjAnZs5rVtP0BpIPWAKOjTTbY7DtoWN+BGvLyIE+BK4wzzxuvjRCk2sd3zumw0dGNDCCmxLLya4ALzaDxnRYiFDmCNsMIHbKWdLUBbXK2kPs8jVsppxmyyDExUSPw6IlzmCooq59FZ04UNbAgA0GCo5k8mrmerMWtqltlkupEB90GqW1vSRHYQ2LtDkDcEuz9UppMKmeozkdOdynoSHYTp4xgaSoz9RrRkeLZixFsTYP0Q/OkCYVhhiM/l1J7d1dUlcvz8/iTiDo2qZEmrOipLa5xPSl62iT4zoNdIllZDHFyri/bbXGBni/gZlQFRIGos5iShC71nkwp4N7B9TbjcBkPtCxtBVAxBhk4w2qoRho3Fmt8X61Toupg35tmAkrbm01Lod+UqdaINntm0xXwXuhC2PiYK+SxweV7OxRZWhIUVuzSvOmKFrcoeT0JmVywFVco4m6epX7YR/3HFPmCK6qQdhEnqkIIxxNaVXt4tmqTKdqfg3PiRFgZjJGO4P7BCVlIVlAQ27ue7PFuHk0qsDN7jOHLpg1zffEtX0dPPZoUVNnRlqwCkOI7OMksjV4OH7SIP6Cvm/gFhk8OSbYus3hHbg+zVh17y2r63hKvf0JDUEMuNxHCnneyh6WM86q1ZRF6JWaHgwrdEJiiopdaWTrqA4fG1VvnqAhdrqoYW/N1ikZTZudUvscZF6yn55Es2Goud6ot9QyGJisw56PAkZhFkM9jvLNdUknDiLHjlc0OIrHAmPM4R0ID02tqdWcWS1qmct6r8eo8zZQeK0qxEp7i68UMqCCvrP8D/HHk9VIruMMcGsVG5YJPHGF4Vod3FpS5yHL15Tmn0tRXhiQg1sLGupOoLMTmrmsgCzH2CW8pIyHxTjHLtawP2jwODDfwSUTHZZpYUsuS0L6aLi7ol2b+pF9eBgArtZN9cQTL0LG188GxNWhh5D9wV2OkW2dFGK5LV0Mig1swQchbGuim/N54GrceAxPf8fXMIj3he1VGBsZ0e5de7TvwHH6/g0ybqH+FJbFKLokmW4JgKgSIXxhQTo3Nui5b3dq7zN9Ouf8Fq361To1L7SV4m1SmEgABk+ANKg6npuurs0xvfbYQW19fZ+mnRPX3e+7SA2zmEyAqbJje0zjMqEdhGhEbGZD3k8On7utA3nPPFuSKKjhnqx2vZrXlud7dKKHqYAiasxmVVucqtFir0b359X1eFFHWJBngaLf/fVFWnAJk7KRBQTDVB0FOs3KPwAA9+z4D7+qBxMYVF6CDRoDrGYZuOLxrA6+GNfqB49ouLdb1394qlZc1ax0IyAEdqlCO5wtE1yCUNO5E2nte3FEa7/UCQgo66bfatCF9/Bc3jz3Jx2BZeRDo3rP8v/XMd5g08qwEX2HYtq2pqzn7u/RWOtefehPrtC0FUxSApM9UbNYlAOdCb3ycFxbn6S/a9mstw7wjVVT6h1T+zklXXxvh+atIDaKe5dgdFIIMWfxhMO3Y7KF48faxLmAItcLK8O8dh0u66Xv7tOhF2hXLZsV11MrCjYswwKddWlSiy9r0tTZTcrCEgFnWISjALtx8cVzmkc1lT7GmHmRpGFnwtYr3bXau35Iu14fUPdxkkQA+DUIojxzYZR5E+vL6sTago4dHtLCi+O65aPNmndFUrXTWXRYvKEyukul2L3NQgwHgKI68NU/T/6bz8V0YPuYNn9/WH2bzbQ66Bf2bx+gqKFWK+5s0YobYmqZ34NBBmv5o0foJ94wGvUC5Zl8lyEURB6BkGVdqLtNx19r0IaHC9q3ZkC1CwFn9QUV+xCiJ1rUcU5GF751RDPOH1UdwKw4VqPB443a9nBeGx/pV39+SLXzKsoOTFFluE9n3TKoFddP0bRFrE2MKTPioYag+9MsqCc3INzp/477C65tUE7KIQ1ce//mEW165YQO7iL7cGwqfc7zxrtDu+ODzRrZkNLRTb1qBhBf/ccdWnF7g9rO5poA2aok+tEO+PHXjmWLnIhQC6jGIBh9eZ/GHt6ims0DSkzH9d0GYwqudqxa7Oq5il+5UNH0VowkQO4AjOPLe5R/7DXV7OxXqg32sC6jwkhFYy30+/kzVXfVYiUB0ZU0StByg/8M5KsuFxfgjd6cwI017zI2wd3tsWbN9uws63O/dkide4d0xa+16J7fngfZayYYmUo//fTHv7x+wnwLs+dHr+iF4fMn+/hJbZj4Pi6syywDSsGsk9RkdsWb2Y8eyWjdE73a+1JZw10o2Gko6Qx7RhyissJIXouvrtV5t7Vo+jLM+QZKzvTVaN9zFe14sqIDr3CNObAzNXUqdA6rdsqwFl+e1sqbp6txpkONHNPtNjPfAdPulck67C+xuVVH2a6Rw0Xte7lfu9fm1bcLMNaOZ6yJtUjoThnDN4t8t6G+8JI65EytUk3oabwJlo/2erjunOmKkDD4r2rlTx6XsBOHWR0D3BpwxcGknnrwkNZ8/pAuvK1Nt39wPoxTWU8+cES7vjumK39piq58e6NqF4ABHHKDMWmD0NntwGdkO0wdrL5xwUSHmWdnlZZh7vqO5rXthaN67alhlVLNwbjMH4LV6+zTyrfP1qKbKmoHoGfrkF32WhUhQYILmruEMQSHeN0g6x03ejqHe8UGpY8Q283rUA7EwI2fwYF+vfTiOn35y9+h198ocKNzqgxSO30D4sWqzQ/3a2RgSJufKWjdoyMa21+ja2+dp5UfjNQw35W5AS+4JZ2hFyMuoDJUp+5dOe1+YUCbnu5TT8+YFl5Vo7t/7VzVT6eEh+OsjEJBvcwe7kOn4BYrjqDEh4jDgLXJNrEgMrxP3wd/N0xCfpDKbN0IePtZYOMSiV5iXVpUGmnVrud6tOHZYzpyDFBy42xd+tZ6tS+wK3cEi8TxPygOZFYOPFjIMSVwvdQ0wPIxBrbGjICBjzwL2WlMNAeHj/SNwCiNAn7yWvdYWbOm1evGj9Zp6TUQrA2mlVkcYVi4NnFlg51lHdk6rK2rB7T1kZia5jfrxg+ldd7dDJ6BW1i5/PZD+fAvJtdgN8sQyy+NC6mmwS5Ehht079OcDRQsZJ6/xOTvgYXa/2JB25/MslBJRbjkmD74h4thApnoLMYKCQeJwaye/sIBbX1hVK0zGnX5PVNgRmHihlPa9lKPXnupS22LGnTVO6dq5nKeOwKlB8aTBUY/lGjrUBcWKVZCtj6hbKM7yU/KuYkuxqpFR7d06IkvnVDPNib+zXVaeFGNapoB8EMZwPWwNm4+rCXXxXXuZTOwWlvR1k72GAK44WLmUrnhInPKpWayqmk382M35Nh46GJWRZ4hP4g4yTlmBHBi1o45VsAF3bU5o9ceP679W4/qgnum6sq3zlDTWbhMKVHi/RcduWELbbSPuZLD0oMJrWtxcLxpz+pzeNTdkCMv12vdV0Y0lOvW8ivqNfc8Yi8RuF2bU3r+u+Q6jZV17o0xXf9+XE814xaXAZm/Ds4d7vFeeMwnrPNMI1AC7FnEPRKze3RoVEdeTevF75S068Wizr+1XudfW6ua1hLWZUn7X5PWPRhT46IeXfPehJZd2ajBvlo99vdDOvZyQQvOS2jRZSk1z4dZHmrXa6uP6/UXOzXvsmZd8RaUCexbRK2msteDAS3PUx7LoVwI5ichoq6lkeomgDvidgxmXdqkNIbDdIjCKqw1u23tkpAzEYsNGtjbqE3f79drD+3R3FtTuvLeOZpzARXBmgCCwcgKU4BZUJ2/QSjRD/7T7+GJM5nBUPPGS4eV+94WVY6OKHPlEpUvX6hCa1pprMvU93covrtTsSvmqvKuK3GfwgauPaD8d15Rbv9R1d15sTLnz1eskXCDYwMae3Wfjm3YqfabV6jpqvkwbwhju979zAZvjIPduTkE/EZcpW+uOm6WFY7xQwYFZTaG4cyGSgdq9dWPDqmze0QXvzOrO3+bmmW4mm37xTxxwwHoRb5YCQabzfPaBhu/wqD6lw03v2GjgNcVJ5DR4cFQ9edeTihYzwGDIQ+G5ZaD0i23qtnI/nB83YU2evF4/pnjoS0oRo+jz6qex+coNt+Zk8K/wShhgoXkAn8nnG9fjT+n/eEs/+NX/Jx8Fp/BuojoI6+JJGs7jruQztLQ0Rq99rD0zHePaEpLRudd18x855xspEG8CJvXdOrAy4Oad8lUXfK+aZq2MMGa7dLqz8K+YXSdfVW9ll5NvJRm6dDWbq1/Zq96MIwvvXmJLr93vupaB2lpf9CLSdwJIXbzh+18Yy+ceOQwkuSJuXr54UGtf/oQO2OMavmqJs29sEWZFnQZ4KOvq6g9L+S1+dFe1SwY1q3vXq5ZF2SVamGcmAcJXKMltpJK4CUI+76G7mZsQh/zKwxmdQx4gGr3uum8bzbNn1i3xs0oBoDjvudddKPnjHWqE0AqxFHEkyPKH2nSM98cQCZ269xLm3T9B1qUyxe15oEBDNtIV76zTZfei5E5u4fQB0aZOGyHyJgQSjK/QnkjDzHPHu7jCe3XPvw+/9ijE+YsRnyUS6p/T7NefnwI+blbF97apMUXz1JNDcbNvi5tQ1e/vrZJV3x4RCuuzapjdqtStQ4v8j6qfqbqpTxHwzxzf1RvxO9TH6GG28lxD/HRnA9YrraP/gP3dJ84oTXPvMwV3yBwc1McTBlj8+OITMTBg3kdeG1IW14/rLb2Bh3dEalrEwr5uqm69FcTap7nonIGQHQSYGfsWL2OrEtp95adWCglHdlY0dHNSS28tkF3/k6b0h3E+uDKhOiB+jTah50DIIz1lnRoY04bnxzUWUuyOvtqFPo0ughKNyxqJlZQC4BEOSXYnedYOrLrRnbN0NqvHtO2l0/gmmzUpe9sUMeiolK4cx3jE1K7Yd2Gjya065mKDm0uwNSktYS9cJJN7kBYpLQnAKACVqWMC7B3c047XofJGwYwQFqt+SZuqvo2XfP7JS0EkKSJAXTFage6RcON6t6T0a71g+rrHALoVrT/BQBPU0LX/LtanXMX1yUex6UQ7DOPOY4IcOgkiBgTa80Xu/leXvMvbdCSVe3K1NGnMCkuQ5EAjLnqvN3OR3fGten547Ch9NexlI5h+SVXRHrPx5JqX8IloZVFYHt0PNIDf3lAvYdHYYwadcUvTQcQUvw4N6Kdq/u0+itDGjgW6a7/s0VLryBOrGDAx5gzDl6EA12RnvnvhwBtWGlXN8FmEXvgch0WkLhjh2Hztv4grkc/06/5Mxt15XtrNfdiFGkjz0hf7HhpTM9+5ajS9XFd9rZGLbqUeCszbRQ9jNuFR3zIgdf7tf6xLjU21emCdzQB6C28qX+E1nG8ksuVhDg2wEYI0scqpBEaxELe8FBaG/hu67IBXfOODnUsR9gCnLxQ/F/Ypongjte+Pajj2xKA1xZdcG8D7nrKhwRoUVUSBlavfBdm8lPSgruKuuC2tDqWMTboqcHDAK6vj2j7i/2asSypu359Gi67YZQiQsUgBsBdhFFd9wBM3cExnXV5jRZcW4c1i0MFQZVmbAuHI21/PKGXvjOohgUFXXNvs6YBlDMNANNhXN1b83rxMwVt3tGva96e0mV3N2p0tEb3/8VxtTamdfFtWS26BNA5hTYRDL3pibK+D6irNBZ0x2/UafGV9chG7gM7VnAsGecM7y9qxyO9OnEor8vvm6XZ5zqmjj5E8BWSZCEzxo71YGExd/3DOgIA5TuZv8+W9eI3ujVa6NHF7+B5rmxVyzQSXZizQU4yD529HYrrMlohyJZR8d/BFWD97rHrL2voG5tU/up21ZzTqvR956h4yWxqRTNfj/cp8fRRxR/YJrVyvV+9SpW5rap8/jWVHt2uaBou/D+5VTqrGaML+TBMuzcc0OCn1gR2oeZXlksXt7HdoGUOcxfGG4sgBN3nYfw29P+Mb3lFf036wXyzcnRpHAdtJxjjvkNxfePDebwTBV30Lljp33E8KH0V5CbzwcoVF16JJBeHlsSR9RWMT+8WYpezy0ZwUX7s4qOgNlUBQtmMFmK9MLAqrlo6hkQYATwkp6PmvfKYmyjnZD2AOt4B8YvMQO6ViDsOZYcsix0AiQKuIKccp6sGDGvihlMukMpHJTb8LnLtiOxBl7twtnoaHVBHXVHocP4HDAG+Qr1I6rI5NtVuz6r+NljBPIGldR5bqh53mPN6kKEuTWXZVoJlS2JUeTeO3t0pffeT1NLa3qdVt7Ro5W31altgOc35ww3agrdi3ef7le+P6bqPt2nOOcidpwb06lfzmrOsThffWqOZF3E+1xo4FGn1l/r08hODmrGoVu/9s0vUNKOLm7u2Jr+85KzzJ+ko4xUoFAHi2+bqsS/ictvUp6U3l5FhKU1fTP9TnsvF2XNDwzq6cUjrHx7Qlhci3fSeuVpxS1r1cyDBGPPiELKqBsPdMc/I2Ij+c99n6IM08ah2NxYxXsvEwtkb5edIoUsTFCIu8btAxydjzWxaQ+1TJ0/hEXKIQ6yWnzy6nTFLcp1kIwwh7uPSsXat+/qoXntwUEsuadVVH80Q5zWi5/45p33olFXokkveipE9A0OfMXRFh7BrgeVUGGvaPIZxPep7ERKEHEhx/VCUnLlveOVwDYO9OLpkBBZ1//djev4L/Yqt6NGd78dbMW8614KY6e/V4V2j+tKfJdCDeRjAjOZdgJ4AuMXJ9AzlP6wMbESEUCKua4PgNI9q3L9NWoPJKrgMiXhupH8MYfA2HD2KN+eNAzcvbmdEjio3aAp2VBseGQTBp7R0Rav2vV7R3mfzKPSkLv1gvVrOgqHiIV2QtsBC3rseZfaZEZi44RDTdnA9Sv7hihbdUKdb/oAgySkOAoctwz9vSr9Soso98W6DRwvagrX/yN90a9XbO3TF21vUNA/LDtqSxwusgDdjNoI3/RknkDFOUHkhcUQbv9KAwoGOY3ne+utTNf96hBelMWxlhbIgfCtij7beHTG9/FVKBnw9p8s+XKNVsDXpqUyccidGIz5+BihOsHoe4b/6Hw+r51icmKKMWojZ+ubfFzSLuKlVvz2ss66jh+oBSAiqFIqsbx8uydUj2vsaLsKlLaqvr9f6rzmWoKQrfrVW595FPB9xPJXxhId4DkYGZtL1rDSU1Bf/4pCOvj6IVQfovGsuTAmTDyHsjXITMEcaS+rEjoQ2Pjqsnu68pp8H+zNS1LYvjaiwoEnv/qMxtS3FNRaxg0CB2Ceo8y/86RHFukd10btTWvauVmK2prIARrRnzYie/acxHXlwVPd8v17Lr26GxUJ4p4g0Q+C75lsXgOOBO/aq4WyDqhad+zaYUWdbETMRJ+bv2PaC1j/arbWfHdQdvzxX596dVeMC+o96SIVCrU7szOk1FueR59K68P1lLb8lqWyrg3QRsElKkyAntjzeo0c+fkwd0xp08581a+rZjCfgI+laVBUUAO0IKfmOZUBIWegW+gBCzwIK70dJwApe/l7cjHcT95R1ORMUuS08lI7r/sRLtXr0r09o5w+Kmn12q277WKtqOsiscsC76+ABnnv3dGsNbFvfphpd+ctZmCxYM6qrlEksiFBqJ7ah+A4OYYDEtGRlm4oto3jdqxsqO2tv7Fhe3/p4n449VdRFv96sC9/VqPSUMRROf6j5VupsI8azos5jvWqdntPCCzAK6rl/MFgSGsbVvPkLRT3yvZJW3pLSVW+Fqm8mvGBtpPbpkaYuLauxg15wPGU6rz1PJbT6vxY0QLzg7b9Xr2VXNMIOMrdJIsijFCu5tLoJT3ju7/q1a3On7vvz2Vp+E24TZ76hDEcyKEnAmgNywz6frIuw5x9jdnhDBFDt1zbW0YUfqdWlAO70bGJoKLybBKiWyF6NSAO3EHLNQmuhAOYQPj90HbB+vFQT+wc09JV1qjx2THX3LVLi7WervIDYNkIprJgrOxifT21SElY29e8vUuWyeSr8zVrFNnUrfdUCxf/0Gor0AgB8tzTrZDdr6W/XKI6wj//NcsVumqNKO4rJAdZYtI7jSaJY8nTthsGfhy2vEFWTeaBMrAeqwM1xOgmAW1Hf+FAeb0ekC98t3fS7jBm73xTMsGEMQV6zRiyDvO6oW4ZiGe2O69geqXMfwHvQWbqseYe+wJK3N9dp1vKMmjEUS1iy3fsIVSBWafhoRVPa2olxzWlgjHAMjLdzL2pQ/awOFbpg/HDJHzmACIMJrmGXlLp2ZD5yLz8AI9xQoxkX5tU6nxAK3PjDx6XjxGCeoO2xoXpcgegVYhqnTstoydJmdAdru444amS53eMJnsfMk+VDwowacrXvaASIOaGuEyM6a9l0zUWGNbSTFAfLhgmHQUxPkdEVhwHK9dZo6zrHXWF4LWvS9LMxFEhAci3QdLpe+9Zm9ML/GtGhrw7olofTsN9J7ccFPXSwQVM7KpqxBKDchjwAFEa9jXrm/pKeeaBbDTP69MG/vljNc7yPNmsvMOLI88DaTM7Ae+9Tcn2UW9ei732uR93Hcrr0Pcj6m2NqaOMZvb0kSXol9ag0ECHLUgZFbMcAAEAASURBVNqPrTRrYZaYa+YAgP3Irrh2PV9D3yIbCqPq74XcGEhqFCNgbntcc+cjgwFnJ4jlO3YAoFPIKlsbafq0IsA1o7q5hHaQTCZCcEZ2jKrrQExdncTYkWxUQZ/WEJfbgBdmKuFUswG6lSmjgdhZ/+CwNj8wogWXTdFlv0lTyTZ96fMl7f1+XBe+L6mVALfUTGQezD1QHCnAa8Y3xCgy0w9syejQziGM3G7NWdCmuUunqbbebK9JIe7tfubHNUO7d8W0/kt4wb6S07m/l9W172S+E19cIAO9kiFkhcoFr38zpXpIpunLIrXS1pC0AKYxixhkNYYtvh7All3KyL/JRODITxd8n0TgdkSD/SXtXj+qPetGdMOd5wc25PmHc9r2aF4rbixq5Xub1DgPoc6gm37PwTRtfKFLrz/cq2vvXKpp8xu1/qGcXvz8sJZiRN/6+23KTgWy0wl20STCPmWuZp3FTx9pK3FGj/9DN1TpDF36ljYmBgvDAJdrR2mEPsIcBMdIY7khdGJkHvYeO6wH/riooUNpLb+sQbf+h3qlZzExYXUYGU5nMQIqy7iDendGAAp83Y+NadV7slp5FwHS01CmpW6uj1JjMcSJ4h86HtPX/36v5sybq+WXNGOFjOqzf1pUBxbpqt/AhXUDIV2NBPtSosAL/OCWPmj1I8R7Nuu8SxcBRpP61n8+gBBI6fJfS+n8u2IqYHlimMHYoDiLKFOYPZeZiIZSevDjh9QF63LBW+twO84FYCCInUFHHxm3lEebYBN7tPnxA1q6arZmLcmo58Cgnv4vQxqEmfjAH0tTlnlimxmDjewq6ZsfJ9pvy4iW35jWOb/SpHQ7fQFnsf2JotZ+EsunM6cb/6YBVgVhThBZivu5YG4E4OlhAT70652qn1EHY1erpXeiDAAO3udPuWna+2pZLzx0TOv/rlsf+OQM4kBSykzDIkPJ5mF9evePacv3AFlfS2j+PQM67y0RrBVMG2DLQDw2nNauJ4t6+n8MampTg679P0qauhzEZCbVyQXZ/hCf5c3jw9YxCOcYcVEntpW1+lPd2rEaQHoLsRBv61DjOaOAlm6sQBg/6pkJ4OrSGaQr6Mn/3gmLNKCZixO69T/VC+zKWBoO1DFXk9pOzMNzn+lTGy7FlffgwpyJi3gQK9LuVaz1luYatXewJ2YrwoA5l0eBxWDyUjCn3ioqj0D79l8NqudVxvi+Np1nVm8q4DY6wjyawsDNRHgiXRM9zEWEAOCTqOdgEZYAGgOHpY3/kNDTGEIX3VKny98mdSwGrGs23+llPF1ihXWNFVwis3njIzB0/62g2mVpXYNBMH+l4/GozUVMjmsiVQD4XTCMz32urO3b9+mt/3Gazr6BPoVRMXDL16E0y7hHmXsJlH0oIZAcVJ6A5o1PRFrzpUGeLdItvzFLS29oJDGAdsM+j3SmSK4gccDZWLBbdvm4LpFZNqQYzwZrDSBOpuNqJgmpcf8xVb6xTtqDe+Nd5yl++1JpJq46WNsc9yuRqBH75GalvrpHqQ+fLd1+jvL/9Ukl6c/MXRcq/uHluD0dV0vAsJmDncRHfvIllf7nXsU/sUTJe5YoNp0gcwA4N6ef6WMyYXO0YyOu+vthv39mN5mnxZN+/BC42YVpxXISuBUAbuVx4MYcwbsxyjphFcBw8ePYo2IHf5dhPUo6iKHyyneH1fUKcXIzYE7bSKQheWRkf0F1sFgriNVdfnuLampZvy8VtOYfx7T7BxUtu55xngqQQMmnufedb2lXApZ4/2vd2r46r36C5dNzc9Q1JxHpRFY9JwAIG4qafwfGyq9niAsDNB5NafNzJb2+GufikbgWnouyBJR3kQxXg5y87O6EFtxMOMk0wCYhEY7djNuADwabGXrHQ9aQ1FTQhnUHCJnp09nnztHyi5rVNsdMO4ZpaQEC+CjGA0Y+xlkqiYWMfiBKnHmMSHZZGaazDVwnlu5ck9Fz/1BQ59cGdefXslpxG+stnWMJI0hgl4jRYY2ih9i0vHtTQmu+PKptL/Zo4cp+3f4fzlLdTC6Kayl4owNbxFydrAMwESHrhjZl9L0v7NOBVwd1zg01WnZVrVo78FZhKKcwVAsZEn1IOMpAkBBHwfM7dmxMvYfyWv+duL7yO/W69Q7Yc9ysuXrALHHbx3YPq7kTVzC6IduSU89QvwZwUxcgdIZ2F9WIEbfqfSmdfVNSNW2M5d6yNj5U1O51cQ1gZGZg/PLd7O18DLgzPKSOC2O64qa5mnEl4PxEQuu+1qtt3xohfKpVF38YQ4CasS//M6QPwO3i91aBW3ImumgcuOEj+DHgtuX5uHZs7tHIyAktXjxLZ69cpMZmz2vc0maPnUTmUArWReemmNZ8chjXdwoSok1TzqG9/bC2TnYg5jNT16i5DVNgiZHPTYSdZIsawwDOOnYYT4Yz+CuU9iqa/uO9JIDQRdUn72BOJCBy3jjjxoVonC1n1/3J9TPlTyTVMosUXujJNQ/2agMT+RwCti95f72aQPD0VngO+2x7D1c0crBGc5c1Y4cM6Af/1KOX7h/U2bflmcwzVIfbypPZu/vmc50wUb5fDcAto/1rY3rpy8M67/oMQdEZpecYuKFEmTRpMEkKtyajgqzmfgjrkcFhbfhuXE99bkwzpmd0+VuxHgwyXDKBaVYcI+OU9OEIRR6Doh/dm9Dm74xpK8zVefemdO7NuOOmAyYoXus925IMUhJg4fpvhzdILVOnwXiUoVM79bmPkWm4Z0Q3/iUA8VYsAsokMIQ8e60GjjtolfNbW5VtF5bNUT32h0wCsjWv/nBW59wLGwKQzLPFhbftibAMI6ww11NLjjXq0U/0qRuhuYQYqOU3TMNFPKZcGSAIWG0AVCSoNXP84Cgxd6Oau6gdDFAG+Axp7V+TiTOnTu//Y9gZrOECbIoVaAaguQU34RYC4tPxJl32kVY1zDuGC2uKXnksqdeeGCGeKq7z35FUK4HnZWL+isSbRQBOs639R2J64qO9JJLgjoM+XnQ7rA4xakg4Eg2m6MC2il56qE/r/npEH/nCNM2/CoXRzliRTeis3N7dLOSvwqB+a1Bz7xzQxW9N4WZoJVmDMh+MW2ykVoeerdXLn66oBXB70e/uUSvBsyLwtELb62YAKrz4WLBWRDGSP+Kwl5ueietbv1RS43lF3fi+Nij/FpWbAfR2fRBIWiSpodCPIVDPmPIcz/5jUfufHyErdEzXfQzXdQvgkvWdQthGAKFdxPq9giWWwQ0zZVmNugeIB9k8qsExGCEA3vyl9brinQioawFrdYBBlNzoAIIP8ILUVr5rTE//L2b5JmnJbcQ+3t6oGuZhhGshlayDpUYppAdJ2rFiSKmGkiUVxt9110z89cBaPPWfpF0n9uqq9zTo0nfU8ex8QLo8CBigD5sIOzB6/Chu8Q6t+xaJCwcjgDChCvfl1LIct+wwjqtuFJfT7MewMHfE9fo3itoJcLvlt+ZqEeNsgYbuU5L5ma6BPWW9IoPsIVWitl+HXunVs5/Jw06mter9tOPtzWqcT/+jmIoDKe14IqZn/3ZYxXoYXsBXGblg5q268wnXR5AViPObMrusy+4tax5ByHp8k2Kbx5S571zFr18A0GphfjDEGFDaheD8p20qfG23ol+erdq3Xabo449L+1AyGIj6gwuRCRgtzPMwJ1AWuX9ap9wnX1HqL5cpCxhMzICpt6sNhpXOCjIlz3NtIOnjzRXjxuOfJnAjQwnjgy7DxZbAkEhRK897x8ZGMzryUkqv4NJ/9eGjuvJDCV18UwuAh4x6DJzdsFJrv9alo/tGddv752nJpa3qP1bQ81/s0+vPFzT3+j5ip2Zo2iyyG3HNtUxt1g9wuf/gu51kJtfrtnfOJFxiWIWjRa6f0ItPY0QgzxZeXtCqX8lq7jntOvBMVg/9w4hOsD5uuK9W17zHcVfTtP77JT373aM6+vRx/fZfnaNplzIt27gWddWSZFa7oEOCxRQKZwNGA7tFJrcNGZfOcY2wKJQBAUDBQpXjZPAR4uJyTjEMvQryO4ZMIj8/1GrDrsa4QW5igG58PKUffIJLHo7pzr+r12I8OUXCaiLcxq6AD32pYn9Wo3hoXnrwGMb7mGob0roJmTH/Dowkwh1cU898TdJhBgzVpB1mGmEkNdKi575+XE9/qVdD2wG3y4m7Y3zmkhzWshjPUxNMJEZWEnczkS8Y172A3kGNAZR3PJrVl/6gX7M7Mlp5XxlyhUz3GbU6uiGnx74U0ybCg2ZeXSDurKKLrkfXE/qy+ZmcnvrbvOoXx3QlsmLxeW3aTjz3gx/fq5nXAtDe1q6zr2vFGMxpbPcoY9etra+MatEFdbrxd+dQUCKLHOvWhq/3aT6hHpd+FDAPcH7hsxgOa1Ja+T6SO2DcfhJwcxyed1YggxA5ik7K0M/MZaAnMoPB44eKKOgNCt8j9Do3jurFTyM/cJl2nJvQ3sGSdrwKcWHXJ6yb++TtdyzW3Fsi1c1nDmCUj4zVqR43a9J1UJHbdh3bU2NyP+F+x2iY3MPS9A3HuPHUxI5FxRkYJTAN1M+yxZ8k5m2IxfqDBzq1FTfbBTch4D+SVcNZpqjreCBYgRgFdplLydwU3DuAvrFR6GMCJwFjS28kw/I38a3PRrFWmgAHSW18tlvPP91PFh36LWpCgAAOe+BDarDK67s0yL1rWAiLz4GJurFRCy6i3AGymnWAvMbF1T2kR/6kBSDRpUtuz+qK9zYqu4DAa1x/Wdi5w5Q92PQsvvOnMsR01ZDlh2+ewGyXDEnXA6zqYRNgdVqb+rV0ZZOWXN+gaRey2HHXFQCUCbUBzSo6TODpZ/6oS+09rbrujwCH0NEpAlg9fC4IWwTQuipzpsbW16D2rD+iJ/6CQOz0FF3x77JadidnEmRfTLRoH5Nm09NscwGL2d03pPY6rInuswghI+umdkR1jThgCwO4BWCVbmvUxTe0qXkmipHrV2DDMgjbPPfb8dSY1vwZgejnpPWBP41pKrFZeZRYAWaFzHSN7KzVi1/p08a1eQ2yl10KtsyuSuhFwF9aV2B9nLWKBVBb1v5NeT3zP0dCQH6SxYkfVsWjjJWrWjfCktTBtmG1RSSpXPVHAIYZSe17vk7Pf7ZGt729RsvvIbtpPgCcsXE8xPFXAIe4DQ7j/p13IwD5OuJdQN7//Cd7ydQcVBr0VB5r0EhPE3s6ULMHZs9l8rxJeiNC+e6PLNGs84mb4N4lQHcBpqcPt8v6x2q07a/qteLuMa2EnZpxEX1Bj8dTDYAXFAJK54nPHeRZsRQBxYmhuWQPIKBhjjIzRjRSbiLMr08XXJfRZQTG9+0b0wtfG9Zx5l8rWWPzL0roLNzQzVisBuOvPtQPU1rR2TcmdNl9ANz9c/TQp3dpN8kREW7pVBFA1AuTNEaMAvM1BtuUS83WwJEyjFhJq+5IhFiSMoE2FUBGgnWVBmDa2h85EdNu5uZD/3kAF21Mq+5r1oLrOacBqzhnoAXzebBDW18qa8PqI+o8gDsQt/o5ANwL70xr+tUIsKmR9m+Xvv95EQaAsdLfT20/kn/6iS2pzKDcBgwB7lH3az3z7LxbFwLYKwBZMkqztAOGNgYQe/WRTj37NyXV1U7RVb/fqDkI6wJsH3Y6Ss0JQ3j0TwDsHbALBRhAG4DarzGrkGYYJqwFE6Y1GPa1jpd64BVVvnZIsfcsUeXOhcSsYCSxYsp5LOK1J1T5Ag3ffUy6b4ni91yswv0vqLL+sOIXzVH+z68gAw3Wh35K9JE69GqXxr6Ma/XL25T+vwFtxMzFOswuj7vGcd3FnQmIwbWx580Y43bSVXpqxs3AzdMvKHzHw0EFFagzmRydoS2PpbThUdbayKCu+g1pLgx4nLjUMgZE396s1j7Uq9X/fFDv/N1FBOWnCSMZ1NrP5IgPa9LKXxrSKuIzO86qUYGEoqHtKT3wmSMaHczpopuJ1bw5q2YMGihXZCOu/G8kdGhtWfNXOYswo0w77r6/GNSxff1acUcJo6xOtTNgz/HIjACMNq9O6MnPwdw0Nuvm301q+nKYENxc3pGAWcd89JwcB29WqmaCed/VDhz7h+VbZUlgnFzY27FPNgS9fVUJJJvIwvbzlQJGUqEI+MJ4H4JBe/7BAW18Kofx00AoRQ2Z+7BDxCQbCBWYc117kBFfQ4+R/T5CQlA78vLcFW26EuDZeD4uWDw4LCBAE7KItoTdPtz9k3EAUFyg3rGGvXtK2rkW9vMF2H+8HYXhDnQFZEd2QE2A7/YVuHkvRG95TFvQrciEUUpW7XwMz8pfHtTSC9q06iNpzSbZIpXF+D0xpG/9j+Pa/pUxLX1PLTHSrZqJGzmBgbznhYJW/zdijWFir/hQM4Bsqh4nTrD7yBGdj/w67w4Y8laMAuLcKr1xEr8yAOAi3rpBvfMTc1RHMtqL3z6hV3Apz7+sXlf9DpUOmGPPE+u772kB3ABvEwE3g7bgiqAjAWdlPF9OjPDuLBUYWG+t6cSliBqG+1/O6/lP5bX/gaJarotr1jV1xNbVqL4FNrprmJI5ozr+GLHY78YdfxMuU/BMAbnoUmBx5DWQAVAP4cDCSdF28C9yx4vIEm+SDsipSQBuNIhOiYpUFHYsARmgGfhjFxfsx9pf+9Wcdn67rPNvgCn5IDE482ARilTmZ+aX4igwsv9SRbsx0D/EvD3zaRTu54d0NllqNwLc6mZgDaHE8tTLOnFwWIcOY7WAJ0owVj3bY9rFgp62KNLsi2GjOqDea4gxa8po+tykGmeBqPnfdYqK1MM6SMbnFz8szV6Q0OXvyeDSY9AaYMJgNNKcM0iGT+f+nPr3cw8QX546LkfWFXV8K3FPK0uaTQaRuHaGzLz2KbjF5uO3n0lga6AjAGMEv9oddGRrjz71H8m0G52na36vVfOvBbhR9LWM4GNV8swBSYZzHT+x7/U+PfYxgnazZP99KAXQoD/trYJB6ccd1LOnrF4yUF0rrq6Y0evfs3u2pJkXVjTvPCZ+DYxPuqIO6nXNWJhQbTOWBYPrxAkngORI8d71VKRn/4IgTZii93wsR3ICQohJVSYWoIzw3IE7eA8AsUhfd1xFvSwCUF3E1Qt7bF9ZM2Y1a/nbKeeyYqwaw7A+A17gWbBkRwZGtflzw6prqte0C5Jqu4CJRcyZtxabdcmgmnCDHNtYp9WAs3SRmEQE1byVrcSjEGNyGKbtyWGt+ydAJAkDS26BmYU9be+oAUQT35SlHQQjHd+C9bY6rjYo6kV3QO3PsPLPE1M1hpCZp4aplCoBfNtaNmu65+U+rfkclhKs2nXvJpj0OuYG3ykBLyqMbYQ75uj2Lu3bCoBKkhkEUN2/uonYQEB8Y6+WMwbxehg6+m8aWYntzY3aSYbts/dTKyzP3LmJ7NHbEgSn4lYmfnH4qIOQB7TtmTKsZEK3fYg4vSayl1/rVHevly0ohcDs7Y/Va+wgcYcXjOESwCprxk1AW2Yxh+esAGxRNgbnZhXoIQDSlCKgeg0lYypa9w3mZ0+3brxrnhbcmFHNPFhD+iA92k9f1mhsoIm4kTJzuJdA4iQCOqYT1CFqmlHQipvbNfcSMrJQhnvXVzNJKwT5jjCP9q1pYO7HtewWjJIlrAf6NI2OazyrTtPmYBiRQOHtssgZVs/eAoq0H8EGKLyhXRf8CoD9fNhwMr3qCBg3OR72F0VAumyAYwkdi8hkxxDgPQM53GNh/XMOYeVwGQC+b2xV6QtbVTYjf8dCpckSTTE/iruOKPriVsWeOky8EmDw1pnK3rNK5RePKPf0zsDIJv49YRnnz8aQ4fn2dmno6e2KP3JU9T84qsxfXaDYfcuJl4E5hGG20na9Kie/FIhX2dqTfvNteXXajBtgiEQBgwnHPVbiAOkKySLxaeramVDXLgSxjVvGRXkSF2Clx8aQDwcpbPyC3WtF3fKBJtzvnEv87Nr7CzpOxt5dv53QkquQz1PgrfqKsMNpffnTx9XRgYH47npimVJKA6yZ2OomJOa1h1N69YFIHUvyuvIdjCN1xh78rW7qPsYJF6jV+W9Jw+3DeGQdTlPW3nVJPfKPSR14MacPfKJRy65GtlKD0rEn3kMb6QpWcxws4A13edhzGrlnJe6sWcsVXB6sPkJTMIhAfbwHcIN5QwsjW5EhzCXv9RuRYakjCdqIyxWvRsPski64u07zLiXRAY9PKFxtso3rDZOx2bstHhJAigOEr2y2y5fqA4QyXP7LSIhp3JfwCiQ4T+NjEpW9Zz6g1PGCpeECSVv/m733gLOrPu+8n3Num7nTNDMa9S4QIIFokkBIiG5MN8ZgjDHYxPYmcRLbu68dp63j+F0neUPe2Nl4s3YcYhs7NhgDBtO7EAghiipFSEK9zoyml3vvOXe/v+fMYC0fkJRogM1qjjQzt5zyr8/ze3pobRupTfRmH3OSs+YdgXV1dGMqh7cCHJuwiJ94ai3KgErLTYF0tYX26kOR3fc37QiyFXbS72RtzKmYj6EKafyn7+bzN3/SYyf8JzRg15OTczx+WPg5b3up1578//pt63o0cV/juwvrbOMLaFq3k3YEM6NcQbp6K6wBur5tI365z+K+8XpEovEuu/E2tOuorZ6/i8wGd3QS9FZlC34PMyQWH2nc3nxCwO3AplLXuDHvcupXuUalQvIMFQytBEqfc/aDgFsfOfnWLeuzZ/6pZDt+2W+zbgps7jX1NvFElmJdifydBduEz/79BEiMnV+wU65K29HnoIgi3ZAHobEXFJHMLuEftJycscS/M4/0cyjnEovFEAA3GoYWqYz02ieVMptBeiTyEeCTk0YKIZ/aPWYnLCIK41Ml1LGcG6ONATVEIdGZAm4AJ3ppvTCwxaDx5bd04RtRYRd8sQZJCrUM9wyR9EF8bBo0cNy+b0ePvf5kpz30Tx120oUN+LlVE4nHhsTPRaVHlKG6JHMdAAbRCAfRMv5aEdGTu+1DHx1tp16TtVFzGWBUpylUm0ZVAcmhQZlrFNFRi/PsRrOlBCesur/X5t8AoLiMRTxKaiLmAUYkZwTlZCsQZZnG1q8NrtIlO9Z22ve+sscmdqCR+EqDTceny4EbOb8iVK4qNaLplHO88vW8ubrH7v9aN6brDDmU8DG7HGU5RLAkpgexTOMYHzC+qJ4IX6yy27+1y3au6bSTr6qiTWPdpCdzmme9J4JKya8CUH7MOCiKro/CtG/Q9yXfJDrxuAr75B8VCU5gISNZlnAg3Y6j+aPf326Z9pAcRCNs9tXknRvBGICQty/vwhkTv41HK20ufl/HXMT9a3HGZQ4ZAP5HbPqC3XbjTogWwQkfqbYTrmAs6Jfq9jEJtBupenfRVtzTZWtf2AaQQxolwWMW52PqFVvbtm5ANclsWyvs2Ev67LSr0PKhwrcOzOTkMFMw8NoHeu3hv2+18eNq7Jw/qkyiOWH7iLTcv54po69IyNoo/fuabNmvW+2h391sR9+IKeKGvI2fwyYlmXA5JHGrBCDOTzPXyu+FxzDrFR/Af2CcFvdY06SSXfRVpKjRgGLmiC9J40Eqjvu32+LvkNduTJ2dfj2a3QtCqx1DpFofASodLQRXhLb4J2j9ALOX3gAAxl8QVgaph0EA2AttlXbHX3VbK4zlVMDryVfGlh+1j/2gtQNDwt8iQr1bwoSnjEsZgFIMsdiC3+jKe4iiXh8TtNNtCy88waqmAtnQuKpQerUS4KIVUB1OpfhIuSBRxbym7Imf7rBXHm5FKh1rC68dbU3H0R0ILaI3RKbXdrzBuvjHtG3a2Gof+S+j7ZizaQfabxGavkwrmjii9zQGzHMIAVwDuH/qFvx2WqrsrE/W2rQPc+5EMUXgVz/aSjSXytEYybwK6JVPkSptiEHKNUKh7QJu2sNikZFMGSRATL+Mj97DG6ywaZvFBDalJo0nwSUMDK1g+TXMTWv4HrN4cCGuAVefYeWOlPU8vdH6X3wDrTMg+8SxZFUfQQQ1iay37LX8i/2Wf2KvpW8mOOHqWWZj8NVTdC/PLRGMghjFOkjZq625YeD2Lj5umDGYVzQRaLzF8AXAS2jYUmhZYhzY2zfBmDeU7VWCrKwlZTV1fI/jfxdpdRTRHmE2X3Rt1o66gBSEbQV3xm/enLdrvlZhE04jvVIdAsQeND8Ppe2OW3bbCUT/nnmd/IpgpET/S4DoxvXm1cfwkUVbVz2mZKdfgbYLk+e9aJ4rGnFPmFNh9TPZXwJcAKSQ/dO5GVq/pMY2Ptxmn/nhODv+w5j+GthbkM8UdFLaNtWzFK+iYyxEQIYAHWtDADXGZw1EBgjUvqT/rBvFKAi4Eo2mF77elfy6tAfNz8P9tvTXtKEutJMvDu3oRUAvkj8XoYF6jkxmKicn4JjVPuBeRnDFmvs6bAkWqT3be+3jf5azKQDWStwTAqxJogUOmDl1SA6nx3SQxpTQEsrfM02fozYSrqOB27e9SJ4wlBtbUiRhh96v6yXvaWDnf7zSZlyImwFAeu1D/fbLb3XZ2VdgFboJIfoET8kNvi4C6ELb/KOSzfq8wefxW50ALSAQYdfLpO74S1yJVuEW8Q0i1z8mXlxl255Lk6S+l7ybsKsUgR5YTrbvZZ1sxKMOXlGd77fr7xgFKSKl2J0dtubOok3BH+90NH3oL2zZD8to3Mo251Opg2vcGHvlqFQWAbk2yVVDEwrp4RAP4weFi4Lu1qFxe+r7JDK/vWTn3Iyl5RM1sBc0aQr+gw527MzaHZ/BJxTr3tyPyWoH1shDJzHpKqJVtdU156qKFEqR44EmAgz+sKGZSmj84QM3rXYS3upPgbxXAcg1jTRSincgzWcwLeVxLIzJ1t9jp2EGbDwGgo4vSkQZHRF4lVASag8YiD7MVIv/sWjLcWI99pI0wQkNVjUBs5FGmAg1r8eIszQjSNhuwdY902sPfK+Z6LoxrqXJjCGUmgiQEIkIrTCv5SCPmrqr33a9WLIXb0Xt/twOu+qzTTbrIiLLp2ghYw7gjiXMiik2v3w5AoGNGnKObQDZ31Zjr6CtOu36Xjv1w0hFaJXSisDJsvk5twRw6EWayhPamdLziITb/nIZH7c6q99F+on/itr5PJIYUmZL/K+3BFgF4FbgH5dS8mBA2ZukNbn/z8gWDwNb8DmcWi/DtNbDmFTCbEQsFP5W4HlZJqy72m7/q722e2WnnfKRCjv5UnKu1SoUmXFRmSqcYcspnC4JffZo2ir8TmSnB3w++eekrp1Vsk//KelPjsd/AymzHZPWigc60Ibts+NRCS+4rtpGAa4zVZih4xbreLODHHApe/E2zIKLcvhVpQDfRNAozMwZL5FdSMW3fxYft/HV5KAjv9HlNENzJrDZOQ6/AhZzxT7r2RnaC0vwM1yCQzFmgywAY/SUWjv+NNYLUuArvwxs2qUEslwe2MgZgPtuxoeopDJm4dcewv/x5q1k9K610742ER8zIogIncceS38BODhsqrZMCl+T7jdH2kM/b7bFf9Fi536txuZfm7Gm4721zA9SNMS7qChj1EMohilPhtk91WwP/v8kmiU58NTj6wk7p7JCoyRm5pQN2a18c4/tJgKTtCK0bf4NdTb+NNZDFSYBnhmXSPS8qsnu+z6Af0+XXXlttU36OKYJqIx4Q0iJpv72rP3sm1utdUnZTvt0vZ1K/qHKBtwFAHVhAEjFzKr6te5LBgEothfQXuRJldJMihycs+dW2xmfI09b0yQCAfrRyHIufahhHckXrk9MBQk2oxtApFKA/BcfQii4eS8RcCk777frbPoCNKH9iFYsxhKmpZ1vtNpz3+mxNyGYl/9hA3mmYBpalxC6ctUO9gLtYp0oilo5Gp+6vdOe+nrRjlpYZecQ8DB2LhpIzOcYeREwxJzYx91oYQFEEb5RSvch7RqUjP0i4iXpFmDKS419FTn/ynUAbsJz07gqRE+usf5n3rDCRjSt9C03f5xlp0+xEu4H8ZI3rPITM6x8PRq32iYrbtD5r1j+sRdIScJaYJ0ER4+zcPp4y5F8236+zeJvT7PwY8fhm8oc0z5pW0qYvUoyv2MaeZXkzLdsHA5OSKJK//fgBDeVEoVcAoDLESQkolRVQ6ow6XUpX+WDXfYsoGVbT68dPydjk49CziKSszqos22kgFp9W6+d94WRNuVcGPi+Xnv2h2jwt+bsI3+UsTFnAG6IsOxD07P6jsjuuWWLnf7hMZgNm0jSDl/A+b0MUOxtxsXxsU5b/kOA2sjYTr0YYJMdYY/9JZoinMbLTQTINBZsBH6n7T2qAoEwhFCdA5iUe/CT/oOJNnkR60/R2/zJwajSnKPUDcmPhH1ABnumjLnOuTk8Qz5PYrqqypNYUiWIkEikjwAzXGNUFrBvbxm+0mvP3NZi+9obbd4nR9oJZ5OKRJoz7ofsAgikMhD8JHDAiFZSgiXSagYbWvMKQAkmwMcf2IWfXtpOu3oqFV1Gs+7FD1GzIwRp3wzFIW1bTLBcVzP+gl1YH8hDl29iL+LeFOO7Fcb4bacJoOoaZVteztlyovyf/36bHXV1h130ufFExFbbyoc77ad/usWu+tRYO+a62GpnIWAh/Ge6Wu3Bv6m19f9MJonPlG0eP/XTBXJJLfIyaZL+ttFasJjM+WqnzfpQO0FzgS39LgllwQkjplCVZyJpwqr2keJpFOcHaOlwESHv6lX/SiUmNJrLsDSs+iXVPBZWEryHgI6v4PIfxfbG4xHBCQcHbj4R0HAaCy3T3DOnrAF++XyLVTlIBuBtRonx8HepWvN4ys75eq3N+xi+zjXMA9aDMulSOnZn7aFv7LbX3yDL0BUj7cLfgeeCFVRuK4ROqrSWAh4Ie0YGwE/XgRt0eQiBmwd8HbaPmzotcSQg9xYqQ2lAAkyeVl9D5GavLf7XTlIGFO34s7J2+n8aaXWT8aHBCSaF5izEwV9G4Bi7exH/n4iol+d+ULKXftBuR30Y34UvTyJdAtFqmNzEoCtlEkwj7RGh06qo0qdK9sg/Ntt8IvwWXInqfTrPzgFgYMoRYEfgJZ3HFMi4vfkkgRIwnO0skOv/fKJNWYD0DgEPe8egQUJlXW4l6hS/M0ColGnlmjZC2LMAT5jfPbEtuCmy0/A9q2oiz0xczySCDKVRQDKMWWSlIhsUQJbCnr7rhVq7/S8mWmPPLpvz5X0QLqJRavD/EgOUeh7HVq+1ymSDTOzNtQC3rzaTDyZAZU6INqp2c62kHPilFWLR0An56QU9TXbbXwMOV3ehsSmTDmQEhALmqZw4ONgHWbRqOh8QGsh0jW9FvGeEbX4kbUv/AfA0oR2NGxUKZpLbiva07+q25XftspduLdpsnGTn3Uh0pPqIlhJUQgh8jujdTnvyR7tcXXzeZybYjHlNOKmzMQEPJZjrzi2h/egaNh6mtbkfyxFcQIJZER3MJ64RIx+Ya3H6RnvkVwRIK0M8nFgCuvZu22svP0DAxVOYY68u2fQLeonYxNSYr7Je+h0AYtc/3mMPfbvZRjfU2Nw/IfHlbBL4ki5FYxMz1/2soZAIuAzntq3A1/3WnfgrRHbelycS6FKDSZsN1U96DuY2hgH19QJskKIUXVogMlTRQvfc3GxvPBHblGNH2iUAvspRbbQbLFLIWef2wLYuL2GupC9swtPRqE06vY8CEIAWdr7mZucLoxy4dTRHdvknxtlE/DdyRBP3QRSjGF8ymN4v/mqPdawktQxRpSeRFiXfwPwgbHhSZ9KayDU56B9Fhu4G27Oi2x6/f6tt3rLHTsRP6IJPEMAzoZMyU6Pc3EekigdOBB2sYQB+CXBclJYZ4BUiTOSoFbz60bTdC9CvGbuX3Fy1NuOskUwJ0iBAtw+t95a1mNC/ixC0djf7Yqwdfw6EEVCjxMdRBjNyP/sUYCoiV8Lf80HMIc9/lVxfX6qwM26qsKZZPJdk0FERDSF7udjeTYRwyZ74XYDhUTiFI3ApOEGgTT5u3Ih9wncIpeMmF+ycz+NLgmN79cjRFEiBYfXwBRG5QWokfeD0vq1WRoMW37rGyi+Tz+2m2Va85iS0cQ2seVILwWxrehRZTNAFzNZ9RzF/hz9aaf0P77bSn0+z9MXT0ZTjr0MJL5VDU9od1S/tRwOyct+wj9u7RZV6cIK02GgpVBe2C7Aji0Y9Qu5rt7fZ8n9Ge/xkg132WNYmH886J5dXkdxb3dvxg/xVwZb9cYVd/I3JaKY5D+a+jHRAe9eV7SNEL49ZiBtAI+4oMMLNaKvu+uHrlDNCw3F1g43D/SNXXeuB/v2t5AVdUrRlt+LgToqcUy9lpwDoHvtGN6ZTzJJXVtmkCxo9iKvI88OsUi4hfCOcKMI5VUOgGRpkVT0QEw2yADQ511LuTYEGykVWJrAlBa303F4AK/GLMuemqe5SAqil0MKJziu9URnLT4B2XI79ax/psZcebbPeNfio/t0xdszCPGkieB58J4Zxi9iEBdyA4ClKWq0k0DGKh3SeJLxduMCsqbDV9+Xsyfu77PRL8MO9epI1TYP54y8aYq5MEtSyB4bg0NZr2036EfzHV/46JO3PCDsDs3PTDDnYE0VLv+R3rmCzEmXgti7utke+1Grdx+ft4t9qIPUFOeke67YH/ma7fRSfwskfwS8Y/1lVN6iibNJ9fzvC1t0a2KxPm83HfaION6VC1GFbV/bYi9/P2r5lBLB8KY3LEUL+1/ZZHzkt52PmPvlKeBZJ27M9KCmI9Fz+IyKV8ZWL2vvthl+ixUeofe7u2Fb8IrbJcwNbhPtUBO1+7paibVoSoHE7BFMpVFU0qgRAVRksldgrI8BHikpAkEsLuEstiilt52pFPwMKuf8Z/6NMoIXAGNo5+FSItaZ9U84W/3W3bYImnXRZ3hbdhFattgN+jqCAQqoEKIwCXHzAAllcwFThCVDA2hExG6KDvXj4Gje1RUQd6VVJaSG5Zj00toLErNQQXELC0XX3RDbz7BygIA8SZ1NI8sWRWIBH0Yeq15mCmfa2xrbsey224lZCfy8aZecx0blxqJbR7ijZqtIq9BPJqLDbMiCre2+eiMQskZw4U09l8TEh2Flc45cOqXOI47+mhirVtuH+lD12I/m7Luy2y/5sNP5hbECkr1T3GDTlbdaXg9gXSeZJRvgAZt7LZi2RrqRnWx7tQZpcO51Wh2SAUxLSieo2SkpBWwBnR2nG5LbDDDC3Ahp3vhDZv34dR09qLy74eo6wdJlK8efBdJlCElSkSaCoDPqiDPOb1hTsgT9n8tnoCz+PBupyNEJ9aMyyCiBgYeHYriSo/SmyyKMF27tiNA6acsjFY2skJaMoHUVDIAoAQnkNubqRfsCYRJQKRHq9/jAL8pv7rITm6YY/GQVwQ/PCud3NbbbqF5inf6p2Zu3kG/FRm0qHWOiyFET7jHxgsvt32aQ5eZt7bd7q8IPKwXzlal4CvPWQj2nfchgjQCs/kYCJ0YDsEn6MAICSpHMiK7eiFl/xAL4tszExnlEP2JSWDLMEue22AkKfQz1dxFF8wWcJ9z+X3HIQ5zIEMEIto1Qw/Tjnt23An6yyzaqOZkMT3oNFEg0pBJX79AlsIP0V9mZs4xMFe4yox2qc8Rfhyzh2DowAPzudm8IXy3P8cN8S12l80miXSplq2/c6zJwKBZXVEZphRdCJyRdQ5fN9B7nxSAz91G20dwkmm0/X2YkXZq1xijSPgD/MhOvupzzLT/E3G9ttV3+xykYexRosoMFKk+qDuY37thHQMQZNQB/rqZ0yN7Qpw3vWqoJ65AdX6qEWIn52rzyKefhBSr83dtrMC4xQeDS4k7gXJgRO5Z6YhDqoz0qahGdhklMnj7Zjz0WxQNRvGuFGEmKIaXHFYwaxBSTN6LGzMDNMWUASXqJgZSUq0q9eQG/3VvxMWqixegyAuYn7I3lKq1xAKxySYy4DCJTWs2NrZPf/qMd230nwxedIJYBmdMR0mVwxueBqEIthQrh6ScjcsolAB7SV0nAp35/ME47baDpyPkAW9okpZsTYjOWJdC499qoFT2+z7InjLHX6ZKKO6xBEEOgKjOfSLVb+wTqPusv+/kKLJyFc3f+GlXFOL0+mHI1MoQBXlShyv5U1O6zvO49bahdBUF/iu/mMP8EW8h1iwqE9YsbsLfbMkZmAV5pH6AVAQj65g8Dtzs8XrNnTgQQDedzYh8xTKOAt3yg0MqqoUdoxHs0rDuO/3GFTj621D315DGudORV9hg/sfIWov9v2oIGJ7aKvjbNp5+J32RrZs/+ClX6T2VVfpVzQAphlA1qgDijpqpz95Du7XRN82qeymDaTPaj61KoJvPaefnvlFwD8GTECE/Wr6yvs7t99w1J4OMz5xHibd+14eEq7FhbrnrqWr2BK+zX0onmvnXljyibhZC9BJMbnQiWbFP8HMWAM+CfNG9cpGl31e7U+AtE2cmXFuL4AYbinS/IAOwRqGPBq0lCtfLTH9q0q2Bi+mv17hKXNS1H5oJodTL9KuEewHtu219u6+wLbvX0H2vkK6F4DaSjYeNmdmPuytuflenvhrow9fO8ud6045YomSuVBBzLU0saCoqxkQ3Vob3a29zGOlbb4lh4bTT3sM6/P4xsOkJH/nxYEScxh4tAgEq8v7rJ7ryzYqCt67OzPjre648pE7Dbbr79Rssuummqzbui2EbPxKwfwZDr67Vc3V9mGn8U2+yZSZ91Qxv9QgAVQviomOKHAWJVt/pfRtM4u23dPabMZF2PduTFrx+KfWIK3ZToRiKG3z/wADHA7KZxx0bjudpHN0JbdRe60Owy/aColfAEQReDesh8W7Y0niV51Uyn8FVr6TnncvJYodF/d07xq7kXfvBqBEyTuBxBy5RMMpXlD0VbeSl7Rb+FL/Q1yhn4a/+fRZAgkLRGTav2b6uzuz7xJ+prAZl9JecPLahCYEaDJCiDrDMSFvaLhZGxieKIWFyAuGeAhms2hAm4alIgIRM9AD2KnJg3zTzqKrfjYKHnePUhKZ1WQDoSyTsfQBcBKGfWxzO5uPoE4ZCoo1L63yh7/XitJb3eRQqPKLvq9iWhKkF6QVpSpXyHVERdJm+BF5ikgq2oNeEcCvkC6ItwseEXkqIKAshcXMCF1t5RJ62H21NfKdiyhyot+px5NgdSZbNp+TEFs4piJSeH8FErah8kWtYFFtASuMPkFgMwyQKosnx+i7tw/golUqZYiJsoyUotkuTRaw21ESd7y9fVWS5LFc/+0Fkd2BU2gnULqKysyD3Uqq4zH8qz+SvIXAdy+1ULwYNYWfZ4EvFdABElAKW0kwaGcJ6dvAGJIG2GkQRcqWEhEWZKkkklClKQlZDC4r6CqVg7zIF096F+mqzWYOx/9Fv2dgd/HH04h4gkCQnmvAgWPW/CF+hXaOGmsTrqQSKcFJODFjMHFJITtsxWP7vOs4AtQkZ9yMZ827mJRIkniGyKCEOMrFfYAFMlxFJH3h6Rkzvg1RhFO/4VOgPOynN33zzttBPndzv7kRJtGFGjImLZiTl61mFx5T1EJ4jSeT8qVcTPJjM9oRn1oqSAM0mQKJMsPEfsfjuVoA+k/JIP5QHJCui0znhkCDzpILbPmoS57/Nu9NpVUE2d/jKAlHN6zRARLqFKhcafUaOsULCL3eKz1EgsYKkAi2l0VYg8oKCxFrxCOm4VZr7170/biryEsf99jE85WAtxGJEgmqIIosR0VgEVMjiQZnXwqOQh/K2W5BoQJL3JcjwSNZpmImqC/wecpkB8itA3VNABKZkFAbgd5pSievOZxspY/QrQv0WunX4KPyVnkQiIQxrP9YqL3wsACi/gQbcG0cOf31jsQO+sTTXYi+dRyMDT5eSpJ81N39dqWl/JE62WoN1vGDMW+kwmatV3OARjR2oUF3BGK+Ooxd2X1nXWZYl2XyEcUYI5NYYKNSM2y58WM3fNjtLbb0nY2foPHXIAvyjiexbWRzMWY6KV9VNqP2H1KaCsz6cEIvkB564dvfAg2fiXs6Urti7tesv5frLb42CbLXXyi5U6Z7r6CxdfWW5pgg2BFi5VPnWSpG04HaEAcb33BoidesxhTa+qmhRYeP4nlSD+2NFv0zOvWfvdKqzpjplVedoyVp6FFoA+IgQ4iy9rnSN79EO6VBNgceelAWAOYqaQJDVOAWNZh6+as/fzGVuvoRPNDyavz/gC6yJrFXs6MaU8jIKGtAmlZeV+NPfyLPdD2vTa6ZoRd+18abexJMsHnSKCbwr+MCgIP4Gaxq9PO+SQAH0GMMou25EeYTDcR1f5VAg3msX+JJiyTEzLcPdbu+S6M+IVOahbjT3xNRMoP9h9a+deeStlyXCh2kWJk8pkFW/CZWvynquxRckKuh85OIDjoLLRuU+bQvjJ1fsnh9zIuDUsfarNJVNg4/3cbqbsJWEODBXFmbWp9yvdSdNI3OH/QKGN9EI9Rgl7/we80wMcvzG+ExiMpoRAo4Du7kUjMl/AZ3flaF9r/Spt/ySibfDFjOJq+sL7S+ARyAT8h+6TeXiNoYdk9r1PveYTNvXyMTVnIWMIri7trbc0TZXuO0ko7tnXaJ740yqbih5trZA9CU0OIA5wu2S5D8Rv6Il7Y9uIYUrW027Z1e23iSWXK9tUnAVZN0DH4klLWbVvN/P0Kunxnv51zQwNR6bjjMFcrn9htP/4Lcs5dOdNOub5kTSdiIcBsHHY02h03ExTyc3KL/hYpW/D7GjEBeoVwtH1FbI/dTETtqyU74wu1NvGEtH3/qq0A1AZK5OVx90HZMxpgtTOwTSsB/Hf32BtLEZwpXXX9veOo/w3gJ03Uy7f12XHzEOz/AOEct6ElPyogoCvIsMbmYW0LsEQoaDEtlxmihzXHUmIIqEnBIF7OL2eNziMF2kST4POi86JZKWhrTwuJfR8P7Zkfg1/yBbvwk+Ns+ukEL9a2kVOux7a9mLdffhNL2sfkD15jTUfLPYnbwoMhgswU98UKpb9KQ6JX4i7+ub8egl/cdAg0bix2gIJH4siO7NGEoNoMpXA219njpE9YSfmMOfNRg9+UAbiJaHAaACxQ9IzUOmiwQphXz55Ge5CySM/cvdlO+VBgl/8WRebHSZOmTNYwbkxKGnzVBVVpDNmU4cTcjxkTCoUYO9zVftSQ8b6IqrtlJ5mW7+62Z78TkO+HXDDX1pMHjI2GGbIE+FC5JC+D4po0ABMT747+yV2SMU9mYOATOqAJYtIxuMEU0BgAFNExkj81S56rSvveX7yCCWc80ihJKM9Fu0CmZplKYzRukYAbYIRRshCftU3Le+y+m7egUcthOqqhnqZ8luhn8hR/pmsSnNDoc23owQapLfu/Hnw/8BmEqBdfqZWPZvHhQns3cYv91v8zy8aegIkxS4oTFnCqr84e/UmLbV1BHrgqsmAfQ2IHIrxCAGvLlm7bwU9QTc6uy8fa9JMY79QO5g2fIY0/46B/Hp3lzHng/UCbyoDNIKonFL7BFv9ym21+cZdNJQ/ThKNRI7PpO9kMm9co4rOEBiuyiTNqrYoITvk3xaSCEBGU47GUNiqtpk2QbEIILcBCeeCKAGlVjEhjXm5bnyVdRbM99EfNduI3Qzvv6mprIMJJG0u+VSw8bskYqa2DQ+S90NuBDzS3A5/pr1a4n8+62raSahpUC2ghGmz6LMpnHU2Lcpjk9mBSfqlIeos8/pxEnS6E+LJc/SFqvB9amOoIf0RE/FAEs0gLkcKbkOYf7KDkFb4hL6VtxqJam30mKXQmMQ6Y/EmyhBIWoFzaZVVkO68jAz3lGWzJAxvttRd32LQpjXbULAJL6jGdo7rfhB/SZvISjZoKgaQiwhTqiKrcb9yP5g4NSplEv26WYX68nayvpOd6p15rPBh7YeY9ZpseLdu9P96LT0fOzr2OMPlFpAQhUXNcAGiLIeInqOtco/HWnZJevtNvlLrKeoOVE4b30nbrfew1699B+pdJo6xypoAYGt0NWyy1lfuOxbS1aLrFp05Dk8gzlrxp0f0rrfTGVksdP9kys6dBethbO4kkJrK0G+1/zYXHW25WE5Hj9EuCEh2RUKdi0gEaXRWZP/JqlWqq2VvQT9XplQCRhqm3bKgn4n4vzuKd+C9W2JxLG60bsJNFAExDY1X3twQ9zYTNNhV/pw0r+mzpvf3WvLbCFl5E5Y5jCcPBNNn7pjTTlENbXbLW0h7KEZVJzTQGrX9EofAOW79lhH32D8nIDxNOj0QzhWAZ9o0j2prk0o/ssa6uDuoop2wCrhAFQOROhI6tRLDv246/FYLCwuvJoYgP7uvPRfbSAyTARgs8hdQ8k9BoGS4Eu9ZTkeaV7dZGEtgLr5uJlqva3RHKchaXY7pWtbTzEi5obw/lqfZs7SKikoAtco82jCOitRrwxOJMFcZZVLkROkNia0yeLeua7IF/2GAbcWBPo52bQgH2GWeN4BrcHXKsVfZwjN9uCm34mPFV1jRipO15gxRCv6IE227qWpJUfMLJ8BxcGEqt9Iv8hLt2t1LTNGtnXz2egAaeAx/R7suwVgep0TvtnX/rZxJSS6z3bOdoe/2ZbsAtY7S9x8ZOGEnUJCUOsU5EJCbvpaLFnlfNKxqlJ0b2oavG2ITpaKol/D+61773lxvtkuuOs9Ouydmo4+ELCPvlfdPs53/Xauvv2m3zPh3Y/OvI6zgR/gGf2w5NfOzbfQTTlfEbbsCfOWuP/HizbXyuxiYdRckoAHcaK01630jywfXYxlVEtm6jigL5nj5177FWQzaGpb/eTVRxp82eW2MLvlhhJIiwJ24lG8PjBVuEaX0+5tbU5FZoHvw0jcsW1LSMr21G4A1rQMvOHFkZUCD0t5MnsMpzBebIqyqlhkR3oDpjLWUPPBH/udZN1KR9gvrZuFpMprLRxFnkWwXE9bRSiWhjbJuxUJz16dimkUFBKb1SMrXyT1V4/HA+mNDQ5INBqvpvnbV3Pt/Zx2H7uNFgdj+MAIYNY1XGeEVvkMOaTZW3ZfcT/bm43Y6eaSDxkZhKMakQmivAEMJFQjnUo7EJCuRe2llhT1FG5/lH99jss/J2wVXHkQ4EIMXkxQJh+ORIte0YGolEUolrzcrMpIbOGbPaoA5r2ae8jl3rHuX0arFnv9Vpi3633uZdMZp2cC8mz022+B0ILSsC0LUt4lS8O/iBZkzPUJ8JHMgQJZvpw1SwKrSf/LfXrTI12s7+jFTkEINaCAvQ3AvoykQhzQafBN0AvRWd9iBakx4W69mfGwOSR2UiH7OhOAAIfUR0rUKj9dA/trNBd9kNXzmZ8kgVaDtwcIcAVedIo7B1pL26hDxDT+yxTaua0QIh8fFdA9LQrHPq0cSNJ+0KSARCHzFfKlnmRYYP0sZEEwuT6CPx8EZqW96/3VY/WSTyTHOPI28NyRbnpHgGmrbjlS8HrQgEVpq0Mv5R7l/gWIf3AxtD86ySVgrJl9Y2kLkd5hLgM9jGxnr5kV34Z2yzU/6mjqioCVY3Cg0w80SDmW8xccZWQGNgg6kL+79+9y4pHq3HtqzvRBght9SSWkrmqGxXq00YT/Z2NJXTF2EinQlQp85pFncAzfHBDve/KeaRSvE3RJOx+r+nrL1EyR7U7bnpOCk3Au5wyEZfbfX4HBXS68idRjoSnLmnnjSJyDs0Rw8TWPEYyXc3yXeL9AvIBnXjqLBwXmTHLSC9ynQYcCX7VNpjQKykepXqYTMyMgC5AwEtxq13DzVNH2m1J37WSoUSgjOIHp6O6UJAtRxJxaf9B0gXuIYp/gaYvnvvy0jOMSH4wQj6Br+KXyKY4P61mEE3ku8OLft4GCElzsJ5E8wuONpKJ49307nybeXwkYlf3mT9D6y03OJtaDqYU/Z9NIkI4wVHWWrudEvPJICBmoeKIk1jsvegDeU3BLCEOfyroEMriRb+F/KOHVGVExDm2DQIPdAj+duihW4HuP3qvxVt7e31hLDKAABAAElEQVS4J+CMXXsyKXx6A2tkvVejaWMlWhfjVWO77NpvTrZJRD/uWmm2HA3J9id3W8sYon6pSzqNhKwTm8aTXoa0RSR6Pe4/k/Pq4onkTy/aErS1G3AV+PjNpL45DYBDhRExzRzCe9jeZbuXdduaB+UmgHYbM2URGjl5KpUXoAc7t+y0iazjhdcgLGEt6O+JAAPtaORwdkegaHFhBPkGP+FJx6Vt1sIc7jl5y4/shA1gkXFhDfOjNFm4kCi1TaErb9tfJzHww2/Yuld3U+z9aDtlUSOCDjQOXhAWpuBjux1wAq/oaUSYqrKf/tlq27uMqirQ8kwVJrIZnTY2z1oCIPTj+1YkCbXltqNxb7Q5505AKCuSdqjHXqNvbywlcOlNaEiWWss1AXWy+/CLI5EtpejyY6HBmOpwXmE/khAI2uFmtnffPv+mbwrQu27GoBYf6KCTJPGrCDqDJ2xaAl3e06DSxoxRM/5fndY4OWvT5o20o+bnManuI/EyeSS3EERCXdUff3G9Xf7/TrVTriArw1HwANHg5tF229/vsa1L22zOx7P4IaqWtFyaVHecKM1/6rcdy9Pk+6Ou6KUU6tlAMvh/MdvwNObkTnjQ6JKNrq+3KQLNWLX2tRIk82anffTbVLppwr/tSUpQ/QrT5Ql5grNIc4sV7KnboMNP7yZYBX9hcgJWT0WhgCKorOS39LNcVAk8SD5uWC8/FdhLz+5G67vTTj59sp1y9rFWVy+QsA9cgdII64oCQcQWlMYqxvLStZvUJMvb7Llf99vuLZhDeWYV+UmnzOqxMy5pssbjeBp0WbngVBWGweN68ZYEpA3yk8G//6bJOtjJ8K3D17ipoYxBGd8BSCnbkMkExKUwX0b9IygdgYM7OWAqR7LpR+EAiWQiSKLcZ56cE0CWBsgoqiUmfLZ7FzXndssxlKiVaTQQB2mp6RUtWsLXIE2j4SNuGpLGS5qDCAlKzZDTs9fP1OeASUnVApH9EI3eFqLcOusohN5uecBISFJB+XgpIW5IvpVEC3NoYMTHVfPjEwUBVEAARKZcagW/Ag66yfq/Gk0eZoT8+N3UkySSFELhtjGaJg1hmURtAiJyeCx1UQliB+OCBimPFFrZKNU8Jw7RoQoHvfvIH0bOqiBoJUAELQpq4UgLACaOZZjEs3mIIblqCuTkoiSZrz8AQJo2KUhAJbtS5EmKQ9JXoL4OVeSZTXtAhu/fQpxxClUb0gSwdLMp+4hyjZh3pQkJ8V/LUQevkqCDdB4wJ5CG+SSW4yigU1GTgbzUaZADN7VZz5UfCoRBVQlCrQ8lvmOMY3z/epvRppBUNltPpuvRmJe1MZmB5B7JBhvcUPrr2iL+HtIB0y/iHNWLBqGvF3MrFQjQrRFw02yNo8h5VqO1T1tZqyGaWz32QIeWUQHg6Q77pD5op56p9kG2qo6xphBzaQf9pM0BAg8AS0OhUlA5fEgrayB0ebQgmNh7O0ukXCE9SDfSOhF2Ij7pfJflSaCp8dXYRBAxj6SlSDeDCOCifYCgQOHrBzroQ1wkApB6kO1b0DEjL9VMwLeylvZxHwUmyFcqLc0oZlY/IIQHPURg2UNFbNgR6zBFCpx0B1JyN1qJftYN6yxFNHYIYyzUIBxVQkfcP5brcuw5/BWjfaTE1jWAQJnyBMxplIUTqRiCpo16Kcwv+QNZL2ntKeZFxa9lNxdwW03+uiMuqlRCDNCjzN6KMG+Xy2hee4k43E41lQJjyJzKvzbKNeCWgV8YfqDKOB9BC6LekjU0UGcE/4IigmYfCWZJJEFAL/ND5ZdK9hErjdfkaCO6Tq4UGXyPZWRQoW99WyUhFl9N7f8UwjvwHJcUEDTBJt3QoY5OgBCCmT7PbKFiyRMk8739DTvumko77xoEsSnV3Kye+7WwB9ESoT1UTkpC9t35PIPmtVLliXI8QwEFMNYAq4icduWrJzeVQFHTrKUCKaiUcqTI6wqEkHwdThoVuGjgWE/YNsXPtUUk8NGrdrQ95D2L0wgarB+lKynTxxTtLafpEyl5VHow5vMKTPh5F9ZJk8W6VhL0EgF4prEuTgPIxlZRSYoTctlV1NB4XE1izNK0hLYy5opcPQjtOOj+2u8EWYZiaBczRttx2yEhrkpO9tF/4oBpO0CWcSli5RBorK0guW4Dewp+GRNNiRM44521Ltws8vB2udKkK6Fb3I9FRM5WXCt6gfdkOMg3QNcBewFzX4SndEOPVeuzkrQaNZiUo55Ka92CpUr8j3rVJYCxygbWEqwoDW/EuEclcuKNhxZW9FNxhnsj6GfZ/xXKHIFLTk9zk3+WI8dk1egWxqsdJY0UI6w1xk3uLfJ5litSN4nIe7tZi4C5XA3rj5q3ab5nRTt9jqAXEuxZwvxlfRBkADyBlkbWhQApH7wYrZoqK2QYo9om5p9gqAA678oijbOwgOMBUXTu89bkce8hnEfdu4T/8uEDN93JuTz5sSCQMSppmQHlQ8BUsJkARTDtEB805Y2C06G1YUsycIrwkv9Lio0RESKdAvwJISsqlJl336FSRLQnA6aoDgVApJk07VENFLvJiYzyDDELnCdzKZtU4ImzlDvLp0IdVVQRxIpssxAhZoUJKOt6mGuodBJsZA2wD/iARkaPOeBBE6TVowYSkysHdXx8GIscNUgNPzTSP+Ons4MxAdWXScZHv+kpz2acBFzl36E+izqgtkfcod9SlQuEDM1sSwuqDRvgs+QSnOYnw7O1GN0kzFAWiMSCgcuhUg5fIqZOCTVX0j4y/iAB5gvAqWgnQFfo9nsxgIMcOPmqwLMDMbSl0LvfdM0HXM8VM2Wzi0D6BgCI81fvXfmpyfU1xl+QnfdH3zGWYsrS9srBQZqYEFO0i48AKjg1z0ICVvsZB27KOZyrg2cnm0uf67OBz/3LA/wiqTHU2Qm2TLhkfeUtZh2qfmBQZOwE/lmvvp60/g586Kl9YpTMR1q+NgAL8Rb3wcH/zBOfQkjkP1POINUjIebQe6Q4N8Y5Q+WI0pgFNQbKAM6iY53Rd/k7ktMK9sR4qR2sLQEW7UuBKoimA2CfX4DcQQ8mjjmPSbkgRXcgLTgMXQJP7H49WjoIS/L7hPgpYe9BDw094KwPzap8GuXgm2bfl1l3BdaKACsskbGUkMF75lwpP7HJQT9Yv5J0WQ9p1pg05mqL8tiJILPcSdPDnKBdEmjT+nZwx3Migi5Ee4rc9xV83I444MZy0ZJH+eraSNFrDAbIxxpPxlf7kX+YCRgzzQ3rUMIIwCzCh9hLBhGkIEYmDZYyzntgCpqxtAa+n5uxL+Gh8HQACw9zQyJ7MYjaecZIwD7zTMm6EkE9zZTGen3VXiIIR6BhayAhLeuoAU0ZzHznM6qJS5k1gpvO/H2Coy6jjTUAhsIo7sUCUrJc9pzTTQkNLjiwP2m+eItoSyBrEGeKpojvyFIQim7IJ8lP1P7gBxqkHVRmTYnn4HTKGAiYch6gPyMhH3AAUec9nzEmZIplf2nwUFzwmQxvaQU+uWJCAXWsYFClb3HRdrR/qZCsBAT7qAmiTcp9qMfJzw4zkBoOXdHa1YdDdNA3HxuFzGo0RDPVWzVCjVMwmPYG2zZkD2sXlwCgkcBJCf9lTIgh/Uzl4On4/BW0n7heuTDLkibJY+bF1H3fs/+0F/leNFZmefFmbM/MhfgbY4UgqNGWb68LfwhcStbNKLP/GXOE47iKaHHGIQ1oTPcBLhn2co6AQxL2BUXqhWqB4UMdU+kGFE4bcJ2BHwesuQDaL6tMjN+lj736qvGE3sTKfKFnM0+iiSW08O7eQT80l3gn01fRFO0H0TEpMiQA8Bba4XTUJ4+vtARZQ6740bjqeIu38Frra4gPSDePPeySV7RKBJjQav2NFPFJRzWJ8l8LlBWRQXJQ4ISVgWWCwBJOPBllwBhoHgIBgoDxaWPJDFbHBCL5ABaU6y2EoKvouMJr5WDKLDGK/JXkI2LNgCfATQyGrzWYzpRoFM9Vnc8yquhAvmP4kmkyuciZgxruqnQBEq6RYyNf8nOwAwInkKjFyWJRiaiQ56ZF/KRyZaFEYm7chmww9IFzOUeH2loWcxfARPKVpjKmP3KS1MYZqsO3j28yMewEEGrTBAIcAMkSCz4mg35OyYEZDxnO0gBZVZuItaBpZ6gx5p/yxwj46L1npD6ERsYMtMi2bwLtG/oq8Vth9VoVIHreC2hoOpHeaIMmRxue//7a59LnnPcaQzRuogPOHKRx0wZkLEVc9ShfDwo51dhq8701lQMv/N66uQ795fPB+/tn7/6L1clyEiGmVzwrIfVaYgMEgLUakLcuoi+qXzj4lHe7o1pU0jrk+hRj4RGYAlwliBZEI2SetO6hTgAmJHeicHMEuGj5a/04SFRfmUeBXzGQRBMKIWZPKAmu9oECh4QI5cvpjrvsCRYc14kaHayVNFJDpKkB+OkSdhLvtQ60/3gGbZFjsBJK88af9W59futzrQ3uV0Qa1w4RAAshpNqLnkKEafWoMLiJb3We5byMkjfK8RVjaheYC8UcOYeR5z70WeodQHWBKC/RIRUyD9UuFfpmj5cyCXArwSyOTOAmgQfNB+Ov6G0WLIFZrBGAv4I2tIdiaLEwWAqfXQ2+C2xYKBC9GGP8egRutIOZqxgNjQCyHEcURKSyZ0KFsTYw2m4FvGhvB9KKY+pH3cZy0nNxAejDrL+ewt4/bbV9RG2Pod7vhJNho3X70P4ZZkbKD24IbMKsss2+MGVjCFoQ+AoIvsF/gHsx6wJuLErJZk47tJ+YakX8a927xl7WFWivRAEtEwkvLkRrYYsZiU+xTnz5ssicLvNZkXYLfKYYA7gD/eBcRaazt8oK3kDLJsFc/r4RWjkJSWntCbcA4GclvzoJToA90Y0YwJSW4KRnAehkdZKwh48NmhTaglY9hXZQbjvaZUN1qF8lzQcvlMNRfC6h4TxbPMl5Hm1V23moUuZE+OpJgMqRSSFgrGP2nXhYiPa1AHDRXswAyuR/riEUbWdEuB/9w83G0z1Bj6Thlg+vaGYsSxNrL4Cfo2/lQawt3Qv+41gI60nEM0qARWWdwIZOvVLWA2PrPBPgpzJkOGnwPE2yeAZcizUs5YReK3+rXEF8TYBLxJMFtJ27aTpYHBoK15aJ3jDM7nqDu40Xk2eNBFiUnOY6fAHA8hzxefHNSO3x9cPzdej+g4doFPfmjvzwuX+13/eD5x3WX9b0kAA3WheLSQEEJEErCidATSnkrA3NLGq0GCgeqE2hCWSyRTgFLDLUpZRWzsO1JZEwISofFb3l48SA+UIXo8JEhwYNPXbCHGDaPm66P4OWjBcDxftkuHwUXSKMiSoKtQA8KEIERkBEEyLtH2cDGJMFrY17aIMdS6OlU6V9EeAQ8OJqTV4R4icGo0WrBS1CFxVpN1+mFP0ikVcHhChmQUpNLk2KAi8GZty/PpxfAk1ibpJMlVZDGpkS0m6Ido+mIhkquhVigoQC2QZEqE2QPBF1CLlvcmk/pZ2TOAbBEm3HUMJ5AwuXV+92qLyQMuaLC6TRqIjRR6RjwIDNTZhnNo7MeB7Vg5SqcQ/UXv1oTvh5ayb8td4PAjdJT2xackt5dn/1lXtK+o8wN+ieaeVQ0m345xo2bb5kZyXrZqDhhzrfReZZqy8FpZLMqILTgQhfBk0E86b5jtBKltAuV7iWV2N/4INc4bSbcVcksDY+7LEs8EZ/A0UhO/jUmDBeECYRzxjiqL4mUiOXSdume2hOnAEQMMAl0oCzdZL7O9wiR5T8AQV+B4iT1t/BD0aIGwYZGDpEsORaNgC+ACFzqXmQAEaTvI0JszzYXTWzohfQA4CAaIIWZcrXHX2VKQ8zilLKSEGQkaAjkyjtKJPJXdtH6SrSAEhnpHymsjbYTPDLGdC6ANZCbVBf11zAMyL5ULK+C9CfteSsOjI1bow7dDZi/hQpHyJkKyDKBVefBuZUkfK9OHuz4WUSDMqYxhVdivVA65LBZC1Ii6J5Zg+6Zkl7mrcMucC2wDU6N9aF5pB5Y66kjTaZGUklpACJqLfO1j1LGbXne/FR5Z6Y+2PcNVrR9uTHNNjMEyvsmLm91jQdWlUlcyLPZ3/4vuZZnrNSfsraD/AffzyPiNQf0V8XFtkv7NOyR8nSPrSMrjFnXQRoi6TpcjoJyCSrJxcDQqIGuIyiv3Uf7g3DT0nYYa2XEV4FwkSzQ4qwe7JeNOFlAQr2ACo1xgHw5fxPew2aDrhTEfkQx/nA1yDniWeQOLyMk2e/BDTcdrKkHVHmhESBwDlDcAikF6Ab8u+UVksCkqbNK8cwh45etEd8D2ocmUfGv59I1Cz0VcBImkPlgMxUAtQYP020nP9diCNIgQ+4DxxHAqVovkCRzJUSDqD/qryCsyCgjPHFSuG8XOsB+lHGNCwgizdtolkjEEu6L1nIBPpZpXzHfQTQeSeg6Fp4aGQo3iJc4Khb4y6eDu/VQsSapbsqklx0SzkJmUxvq5/PfIhHylQq5Y5KJjJI3EvnCK/wl7HTP0bEcYKqMODxxVWcyvPFz7Xm/C+v+YQv9F6X+jt9MoSH5vCwNW40lAbKFBbgA+GqUQY6AGknJho2tqNfFi8DIDOg/2UhyI1JgQqSmN3PDMgdQixCQIyICeOcDACj4E7qYmr4hElyLmths8n4gLWSDNwgY+ZLjejg2Hn7HJxJgyHmCHhLtFp6AEyXTSkVqe6j6UBpMtBW3h7k0CLSBGuhqC/SnISSYNnsclRNckuJyctMSJucqcLyBWxZaF6/kU0SsHChCLSPPmoBDtGhEff9IimHpZcmX17s6niINoSsiIkxh2+Bazroe7LOaI9vR3Fh/rNQxfvUKtV683GWSOsjfOCGKvKzSJ+VrTqr1c4DSpLIuJlHeQk0k/eIHcO4S+Oi8Rw4NIfqAARH0pEzZzag6L7AXRIlyl83R/itOZdrBISZDzEOn2fdQ8f/Btp078Ev9IhDG3OZmB1QaTxhFAJPWmCSIAPmnUFlTkU8JKXv15ekBe/4W34xmqNIpkhJ9GqL7s2SoPQza0cbVXNCm3kdYnLQupW2VERTpkqli1EfXLPN5ylpwHVobUnqlcTLPQyNXYz/iHKahWVFk0IM8XPigfwc6NA+FxFm/BGoIkBqirlNAkkglHzm2hqtC8b1kIZT468fTsa1SpYx3gPj2ZYZmJgYfCxfK2k1+E7vswoukKoTZuwmKj7T2tWFyrmq4KUMGjwl1RTjkL+KGK1GEmTpz5IWWN3t59o1Rxxwo+8CEayAMsw2AoiJ7omJJlpx7W/mEMYcU5lE5qhIQjVjpfQ+aXwOFYAm32DXgODjpKhLrdtAAFCrTKAK0JJGi1JAG1cgY78YawUFcKVp94TOpHiSe4k01SEa90JHK1UZ8LvCHywixRNXMnX4uaXrbER9aDUNCPT4ZkbOF8jhOCC4K18aRm9wEucixKvKiTNhFkyJHIXuniJzn86R+4BcKXTAP1i09CPZu9I6umAqba00euoPqXwi9qZMse7aovWHNULgQcspcoFfHq6sSalttEYRcBOAQV/5oORgkchJfUfbVBvacSR0zhUNer6ALftHWEcAWP6uqq4DUdQHQ3JIUIld4KMhLogntKIEr1ZKJO2hQDQD7SB2GIZAdAyFivgt9WlDxsDBJv0JFMkAz5Q0pfErInArQ4C0+z4MzGmavSahSv90XSyeS08zaMMizKsyd0pgF41OoehRMEjslh4pPuDp+O2GymUnkIwPZRkzu6cAI0WLW7jQxkWi9S6Awr+4n0MwYQ35PGsexbSgfbzhR3801zxWjRQ404eDZA865BpRB68Ade7tWEbaUu0V3YKxiqg2o4TMaYQXjdVbwE33HiB6zqcGZk2zO/DxwCeH/yfhxYcJ3LQlgAN0oJ3BU44ymJebKhgWqdCZJPnVuH8ZPSCAm+/F9NgAbExNtpiUnPQlDQjYaZI8chCNgJs7HXSwYESwkUh0iTaeAKG0KtogvNAQ/WZUHCTqvGTxeDsZ/RSLVj40vmlYoEoTEILU/CxNGueoRz6pv7nbAV7Rd5hYIFu71LTy/QLlO4OjfJGCKoTaVQNVGzZGzcqA0HYxaDVPneHlAGBRqDpn+WdD8Yulyd1YlDzT1dU8NylDpL7rOUABmJyIpadT0RDgBxHC8DXcOnSam5Jhim6ak5ZFY3UIR5l51kKThjQUAWXnyCQgRiDfxhBpMypRogvtR1oqeTYJTeK85OZOWF1KUsOYJZiyeqP50pipT1AVrtc4CqRwnq71nab+8bn3k4/9Ox90PuIeAg0c2nCDm84/OOAv3TMZN0mEAkQiUDIBZPF3CekHoWS0CUYIU/HOHPB+aiqADSLgK0GmHe0T2qx5EtiXC4Fqz4qAKA0LhTp5KcIlpqubC/CyVzhFUrqbLBz8c0cJJRoxmqX+i4HIN06A0FPx8B2JmLjHwIDrdu94qE9a64yoa6p5S1ulcRPTcs2L7+9kHx4KENYukzlNPECtxIIPT9QKgMDjJ+XaNdqs/In4rcMouTfj63uHudNYy6TvReyZf60MBsyvR63s64ONmPRG48R6o+MceiC+dQzPqrbsEZbHjYGARrmjPsy2RLUORYmr1nKIQBejxpRmybW+0GkFCrkZUXQMUOLCp/xJNcpuVhVjRRPHQnTtMAMswcX3u+gKGu8SZk3Vccww0eWYYBG009LQxoArZbLXfIYIE3BD5k/gmjkTh00kzmS+fPmzz0WrmTc3WUJTPY+k3BPQsqomrta5vpfQJEatKdc+Ejh1ECdNDLQHaYC/8B/tV5lypTHiQq7gHlzEOEhIFfByzZzWId+pHyws3y7yk4xYdyHaIQndAqv6K/4UytzJnowBZHIdkr8p4ghbCK0c+1b+cAJLaYRO5z4EBWjlJn5u9F3+rQLQQ3ZwTwFOJcWWFhD6LrrgQ6w2CLjL/AxtkOk2AIxF5GPN5JtwmdnJvNEe7XflwysR/ARPjrU+NFUk/A77GW/RXLltIFjqe82j+0JLcFeAC1pFaSwlAHIW7zU/rDXRDwQyIgc5XwAb9wlMkujR2O/sas5JsDJjjMZdVhoFnHgQjc6Rb6DWn+MOzaPGTWuYPjOH4lXiN57JQs9kUXh2AZ47KGBruYl/60pf1/QlWdO8Z5zUn8TawS15r7mU9tj5kF/DDTjEUwZ5i+i4u74wLEN5yDpz2Bo3LeZIGpzUTgZZEhdqbNk1FG0iMxXE1hcK01BGspJ0Jsaj5HSu/dIUyoEc5oM3og+OVNUBizuIVEOSjeIO+7qOYVXkDShbak0ha/ep0KhrcPg+YcaaRG0ufgY+0yCLAHkiVC0qXcLXEdofbXhuyC10k+QaPuD1QQ6/PxMoM3EGwkN75NumDNTyWSsrWS4PclCmtrPgYpdWReRYWJLstIm0e+QMKSlE/YK4eDsO8vjftFHtfudDvXAejoQsM6mXwEL9r6lXMIj7IcDxVXBbhFlLURUYBLKS+/O5e6OzXCFCqvCbmDK1UPd/7v7jNfi5IDAMlI2S3AMtLKcpElSbk+3ED09MGsjwsJF8jrW5kgnS5uEGjK3GkS2EBkXj5kBSmxYpTRoCl/IZc98o2shIeDyJ9SYmwhj7bQYmnXu6H5w+o6nu/+XP5dR3PNQfTqa/yjuVEAz55WFe4WOl1YgoMSGNorStpgAb10iIkA8euv5dDiRdjYH8MpKxEgEXuWAtQATlE5IMHNoJrS0kVEnJjngYF4FXVYPwNc47jZfm1/0/ZIIH/EVOocV4pRFQn5kTgUHmgpu+S8P2/1gkivmRMCXQjkkBPRnjJ0ameWWsfe2KWEGwD+GWMhsVYdwZmbScgdJNQpz99moWWjcxX5lLpSTS80W4XdMDXRFT9txsamY38wyzRu1Cf2mftGwiorwfnF+ZSzTf8u2Rur+fMV9J/dgjLwEv4+M0VDsQjQtmUNd+az3D4LQuxO8EIhTAoWFV2gOZ2MqkDgnIdwlxZvDZZ1rvonXQEDE9HRKmXYAXzYcRh7hh+PcC3ayVSO+lyWD83aQuiZYox8F1ydN4DYhkESnFTCjwhParnCIBtwJxPMiN6yUAMtdlAgjS7Ake5EIhi93xXyz+INrA2vfsAXLVQOBXm0QLpd2SECKQ6X5yrC+1XedriaTQGJZwkpfPtVxL3BTjAIxrWEhOy1A2hBKm1FaBE2lleL767+WOtA+g9bJuqL+pNIoHactlHuQagQjRNZrJLei386nkGh8QXg7FoVqlbg2SIkXmSO19pxXi3fAsza3a7agXssBelmY9k0UrXybyWGMoc6eS3Sv5uuaccROgymDFsW7uIcBN4J+0lCX2V4p5TYsWq+toWPXcUIFW0KqIBOjCqSHrICQqXZqxEnlF3Z2HNhQQFHIMisyuKuWogKIQ+pgqYjHgnqpsoQCTREBkDUhq5fsEOPEo5iWl9cnVMWvVQRljjCetz6XWufrLCkoAPYOtXLReTJ75VkAFHWbts94Zs8RNiP4rdZIUUqTFcs2eGABHQmO45/4KAcCl1jSN0u+hO8QLD9dUKuCmUj2W3sNc0iGAiza6bNneQVFXUXEIhXwTnJEi5UnNKAkvcRBlEPhe2jQNbcIAYAzUxBMTEvMSo9BAyoQqACQwKPOk7OaS0bXTfNLEgDm0IZhVnsPn/GOHcx7tE9NXZI0u0ebje6mmRXW0Wf3w0R54faA/apvarUnWRAqsujRLPwReyTovydLvrcGWeVT90wciEvTBk8lK00i/XO0r528Ijtd1VPs5kn7RTpi5AI1f49yNZ2tRsMATcAzx0GbUD0TCHyzJSsNAG7XxAqn+kQy9agObVUMT4XMQUpdUffEaqmwAtU8+BzqcyTNGDoo9KokPAQDJob5oDpJ7+WeaGzaSAyq1xYm7JEsRSjF8fpCOvK1w5EBqZ4bAQqUmSAiKa8c4Q9ocX/cDYETzpaghn2bWQRLlozkVYYD4C4ALpErtrwmVo6o6yX8eyn8Gw9eRf6CPOIe+af79JN7rcBWVv0juw7c6Q3QVgxHfo4EQcJRPjQQPCLoAjTTJer4Igyo+OIPz+2qfDBxqh4AZPzp83UEote618cXckjx1rB0IpCRdOs2tdD53UaMFdHzoNddJX2QKlJ+YNAFivO4MrnGGMJdhykrJkhA4fEa03dRH3YM1dfCDVQsBkznF20bfApmbNHEQUbVA7gtqm+b1rb10gBsLtis/o/u0iZBCJ8QINNTqq37kd6SAazHxFO2VJk40R8ywrDw2zJ37sFFQXP2XGdW7JO0LC0fAzwdDcw6TlqNySp9xl0TjdgTWKtUIacIEnjT1EpgY5xjhTUBeUY6+JLRmpO2WAMH4kWAD4U3MSHsNGsrceb4M9oHWhkedc5bWhwQYgaAIkCctjTNOGK5qVCvVQwpGLHpSFKDhNlo3aormB/IBfYJeoR5WguhAe5si7aRUZn3QcKo3uL+UNFrS6HMhCR+4B/Rdwq/2FTcp+nO05+mD+A8/oqEuLMOQdY5bPPQ961hpi7Ruleoj6T/naC/LoiJa73xMwpgAgtosMAutkapYt5DGTcDI1dp8oPXLWAS8d6GDMfQ8h7RW69wBnPuXobcHVIquu8+ZNEfiVdoIQ3TwZJ4njRn9FziTn5L3gYbQN+cxjEciMMsqw5wx7illPJAiQfMJn1dCdWni3JyrueA89/FlfrSY5G8oLbpyBCKWMWTQX+akpMAl+FSae4oGlfCbk9tJiL91moTEAT6pfektPsQpCQyAKDmJhPgfYph0I4a0vVloQKR1xdDIpKuRHWy78wXNvXij5lpmUsZXQq7Wjadn0vz7OTRX/dcvza1oIZMqXunBXKwJwQKnlwO01oMf5BesuXFFjfqW3MOtAINt0TwyBl7/VN+LuQzhof4eNnCj1zSXjmtyfUCkoVErWRx6rzd6r9e+ukV4xZA0gFyngRNz0j2S1Z98JhHEv9f1vPb3OldTNXAdnyUbgY8HDg1k8vzBTwa/4K8miKtdq6PmqA3+fH+TNGXgpb49+DF4su6rPulnsB+8FAXSYqBNWhCJ46wYs85hQ8vpXJtb10Ap1C5F7clvwwPgtHD4J0aseyhdRJbFGEr9LgIFw9SCcw0URCNR5Wqxsom0sqUdElATFRKRZjz92QJHtEGt1zVFcrelyQCtEGgHH+5DheTYh4SrzZwVABHTVxtFxJljJCK1DkrOD0QX04BjLo0/pgdPIcDf2AEp53Kt6F5iJodYD1zngQYym2tIRPScqTAvPrQaG60DfzMwW9oUfOT34nY+lnqvsWcsvFc6gcHTa60btfOtQ/fa/72+kNZYxFkbQs/jL5tVmjUn8r7+dB7t4Xl6io+lCIs3JgEFIvqeM4rPHIDpEjEUiIYIuCdfZo0k12hOGEf9aJ0w72pXsn7VRv34J3w/8N6bzS+9V7cGj8HuONCnB2o/pyRCkc7XQhLw1n10odYZfwYHcfA+B/2rseFe3p7kPnpKMnlqK5/pOz3yoPdKTtCIa9wGj4GpHvgsucugT5pWQzKdfM5FTh50vS4WceXZup8aoDFLbqtzvUn8ot9qm7cf4MamXHUkFpkfGBnfVxoLnwDGSwPma0djqdesGR8r3vvnLBpNkDOigbkeoNmaezGUZDI0J6Iv2k0Cgrpe//VZIjwkghkrUXZFPYvn6I8fnOvUyZ+tfaHr9S3X8ltm3KQLap/2uWZd+1+LWj86lxahVdI697Xg7U6e4Lf1hcR9/dDn0DYxbw5fH34LPW2gz7qnj5PaMnid35zm6Ttdqc/58Qfw0tus75Jrve0+yLouOV+aavVF4NI/8nsMPFenDNGR7AueIxqhNvgPNx9sazKgA+3S3tE5CKXqv/ebvz62ArtqKTPE5/rnQDDZjN7aZM3ofFFK8XvdT3ROt0rotOionwfqltZNt1ZGCq0CPdN5mS5gDcrMrUfqLrqrnu/P9TvrkbxTk9RODR1n6oOE1+lMCdd8LD7o3+scjv1f+3vdx2+kO/htdJIvaz9X16sF/Ahc+xrSiRze1uSGfr7fIPlqqH975ZfD1bj9plFq6dtH4jffJq/0/Tv16FCuffu9/uO8F3GRY6hHNUGolGssVLQgGz7xgZCUpv5oiWtBaLkLfEkLgylDtAmQlgLte5QnGitp2FTHU+KmVNJKyioi6Noamen4V06h8VOtScCTIm80Pfre6Q7PkJlCEkWhH8nK9w5tklTFggzTJF4soYXTfdDAyQdLiZXl+yZzr28S+pSEWuu5gB9MFyLMHnihh2FuHfRJ01Zz/yRNtTAkz9DmdBU+z5R/hxyIdd6///j3r6NYQBRCL59HDZCkNfkj+nhq7vg8kNnVx4zPmTvX9HpnGA8haxFFR6f0zZkAYy4trCRTtBPyh3P/H8Zc4yUzdRIkkxCzpN///j4cfNw0trr/8KEROHKB2wc5//+eNfj2PfH29x9kf/5vfvahjvOhnvduY6U1oUOgaPD14d7Tb/ge/Nq/fe/B7Q/hlgKuQ6BxO4QnHemnoK2SmjoJR5dUBkCSyVfSiMxsBDZ4PiyBI2nQUPOSshprBBozfAOUTDCJjsE0IGij2nlo02JAlBwzE6dWaeVYVJJeUOV6tJ+qV+B7lZbvIVo4fS11cRIhJuCgeyGP8BxQIm3ARCd/K4BfmKNCgsAVwEROvBHe4SGpINLuHAwQVZg8Egzu7oA6fFDQ7CnKT8CPGDBeA4Tku4I2T+knUBeiWFUbATPyPZBHOupw4R2ZiQWCyJ+t3vHB+3/IEKSoM/dNhH5EGlfGLRWSfNIlNWrmEt0Uog11x2gHbDLL8MO1OqSMSjSEAFLGQkDNc+ABBBNH1wTwKsJWWmZpA9zHRYPwwXTb232k/hoGbkfqzA/3e3gE/uOOgNQjw8DtfZg/Rcsq23/oIEy+A/h6KXkknD6VxU6fxfwo7VtBQADNE8AtILBDYIJqxrzHx0PgSJyeYu+RkrPiWKl8b0lUI68z0pIJfACkuI9MmSnlB1L2b+7kmhZpeQQi0YwJbMgu706V0vLpUJoOASv5IpJnqUhULCsElw1AJgEYsRKayv8Df4UyDvnu4E+7FXqdoqySq+HR7CknX6TkvUrrglOxKlioxJYn/cRnQf5WOkI0WB7BJLWzgxfa5N+8/7+UkUS+PnKTkY9GF2WX8tRwzZKbUP48GNZwC8GnEi1hWr49MlO7g7OjNb4HlDKO6COTxjvoJVqPdAaKmIr60bwx7NkqRc5yFuVXpCXVnHnurGHglozb+/h7GLi9j4M9/KjhERgegaEZARQuw8BtaIbywHdBK+NRf9QJDRTEoNDrmNIhAkloowIyb4Pm+MHdEtBQBlAJLBWIwInQUskimsbsKEucgJcSIZKlktcymVKMWZlIhSWIvkOVBXADJJLbyzN0q5C4NEbytBQQlKM72EJaNy5mAfDPvwf0RWob7VC4Pp/39xFdCgDJkX8pAGwW+9AcoXHKqFg51yoFR5KGA32ZkuCCTJKILYE4+oUDcAntohzmFbGjiExp5IxcPCptlkT4cC6aLM/ePcQOuQeelP2/peWEuCvRZgGftALpDlTFIAvgTCmfVdQNaJPDNqWmBHjlp6GAC5mdNV+ANmlAPQqU3wLY7rxr5EdTxJTPs7RucuQV4GM9oC11p3DNKaD1vUnUuH8fh1+/fQSGgdvbR2T4/fAIDI/A//EjgC/fMHB7H2ZJGjfPGI4GSlmyFeEZK1WKtHBEcClztMoaxZgjPYcQ4CzMAO5cAwTwIsO4O86jqQqoxybQUwbsxUT4BHwWAdQUtcUX9AZwhmlTKSJShM4HaPTknyV/skGQJmAhs6mn2hh04pQ2T6ZK7qGs4AW0S4oOU5Feo7iwkGGQl8qI3HRElSWlx+gXzprE+tAOrgf0BR6kAkiRU2kPJlY+9mSIikblu7ACAESiTMoFA+AUsQUQItJXJkhHlPz+QA5q2pHMivQUJP5UTjay8Ick8Iz7AKjqC+HrSjKpxJ9JQAxzyDyB5PiRL6KCQwBv3g31jzEBsEcdjB9gOaTgdaj0MIp2zWFKlo8iKQyAuoylTM7Dx/s9AsPA7f0e8eHnDY/A8Agc7ggkvPwwE/AebiOOhOs9GEAACcAiPzQlQEXlQtcBRoCunt2RbXqty3ZuROPVrcoNpG/I52zM1Epq9/Va9ThMbtVCWpgZKXKcZIov4j5WtLYtZWtZH1r7HjIyUXxb4Kcin7KaptCajs5Y4xSyjJOK3vPTABJ4uJs09wdvSeQQ7XHwxS3QlBVJqpklUnTXq2nb+II0ZSU7+owqa5yOXolw/DSgxHOWYS70VCNE9QmAKYFjob1s+7ZSg3Bjxlqb+6y/l2z2+NLlKyOrH99vo44KrHYc/UBzh9KOtsmsKzOpnkMbP4iD+oOWoYg2as0Yv8M0/nxBS6VtXlm0HdsoVF4f2HRqKI5oQkWm4AzmLkaLqbqJZaXGIIeTTKCecAzfuLinwjo25e3VlXswhcc2/risTZiBZhItXZwmhQEAUMWLEz9BafE+iE4f2c8cBm5H9vwP9354BP4jjoCE/WGN2/swcx4mr+fgGxaRP8ejJwEIRZh7++asbVoW2fJHmu21J/dYQHqCHAkHyyNTdvS8ETbrnLJNm1+2kUejQxuBvqcIiEOLFnVU2N5XUvbaEx22fklgewBYXTvRrKHVqplQtsajCnbUopzNXDTaRh6TtVwD4EDaL2oAKpLUE73K9urRAQKRwA7l4ZNmTdmxU5h1+/L24v399ugP9lp1XZ9d/AdNNnV+rRUwC6YVHUuljDI/DkQBLwKUvXsD27myZK8+3Wcb+LvjdYDpTmBORdkaRqVs7NGRzTo7bdMXZq3+GMBsnrqe9FiBEekPErjJny9Nclty7Sn3T4CGsHNtjT19V6e9/FSrNU6N7PKv1Nq4Y9GY4cMHCgfgkRoEjanKoCjxZhZAFsRo03qrrWdH2tbe1WcPPLDa8iMjW3jlWJt7ZSOZ0sF2ikgV2EOTqghcB8w+D1okw8f7NQLDwO39Gunh5wyPwPAIDNkI4GM9DNyGbDTf/UYCbpE0UspaL5+2DGAFZ/hdr8b2wn09tvR20g32Ul6EDOBZZegGR5VkWiRZbU1d0U5c2GBzLxtpo+eTwqC00XJVaLOea7KVvwjsuYe32L62wCrzebREqK8AEvIo6+vFnEmW+dmXjrU5H6+zyafXeK62Msl24wIRofJiQ82TgEpAnacHAYihRZLJLyRgINpeac/e3WfLft5jswBa82+qtNqZGFRLfZYhajKksLMCLWIqYWTIeh31VNuGZ8u27M5Oe+GJZgoS91um9ihMo/RJ5zBEPW0lGzMmY6dfXm2nXpazEcdSty6HaZXgh7R8vT4ojRvgSyZf1VY1zNHR3rwt/dleW3p3P9pMs6NPD+yiP62wMccBdj24Q4EhpJgkwMATfTKe2UwDadvqrW9Xxnat7LZ7/nqjbdkX2ZQTagBuVTb7EgBzJaBNAE+pRcgAn5iYGRluO3y8vyMwDNze3/EeftrwCAyPwOGOAKYZeNQwcDvccTyE6z2qVKZFfKgUjakSGu27A1u9uGBP/bLD9jxndsaCkXbywrzVz8YHbmS/FTrLtmNJZE/e027pXJWdeu5IO+smsms37LEefNxW3ZW2pT/ZZ+sf22QnXFtncz9cb2OPxbMqT4BDa72tf7bfnv6fuy09I7YTPtptJ5xTDWAag7ZO5VeUygPgNQgWlMQS7ZF80WKvUEFARDTBdi03W/zznbb9xX676HNj7djzqd03uptyJFkyWOPHFanShYAIyCZst+6tI+y5O8r2+M86rLulzy46fZRNu4oiaDOpY0tEbdzaaEvvMVt2X6fVTzJbdFWVnXh+ClMwcI37faDmQqycRib+flwKd75espfu67L1iyutdRPaSnwTj5lfsPO/XG+jjkPLpioJaNyUokXpVJSrLaVgjZ4q27uuYGue3mUvPbbV+l6rsfZijU07udbmfzRrs68gnUotUcEKViCCV0lDQ4I3QG/cQ2bu4eP9HIFh4PZ+jvYhPOstevS2cwfdCAb/vu1rf/tO1+5//v6v3+n69/qz/9Pbdyj9378PGs+3j+n+3x/K/XTO4D0G/x7qdUfseQoAVCDgsI/be74ElAtNkYUq4ROhaQnRuLW80mcv/KTbnru5aCM+mrOz0EBNP7naKsfBxCtV0w0vs02hPX17aOuXFa2+MW2Xfn6UNc0p2ObNHfb8HT322gOY5zA0nvufG+yo+TVWgylSZUHi7rJ1bE/Zqqf6bel3W23CGSmbd3WdHXM+EY4hwQXUhnSUJNupABPaNjnLR8q7BnpKebmmnK29t2RPf78Tn7uSfegrlTZuXoUV6AqZRzhHqUToj7SHOPSnenO27Smz527vtXXL+m30xLxd/NtV1nRKwbKjASngnGJnxvasz9qSu3fbhkfabMZJFXbW74+w0cej6SsAHOV/5wEOnEwuuYgaiiXeq7akctWlPCKT1CHypTsUlCdfNPrnUbXyP1MBY9c0DtILQCf/5HcY4oi4e1WFrXs+ttdXttvmtbutqn+U9XXKttlvM84I7Nw/rEPjxluIjGrtlmX2VnkgfAN7t2XtlaVc+1KfbX6tw9q3d1oDPnzNrWmbMqvS5l9TabOuILaDChUKyADneR9UgoeG8TNMud7zjfi2BwwDt7cNyPv1FrKjZN2egR/pUTksgx7ox9pu27a629p2KFALWoOAmyXf49imShuPi0Lj8Wjlx1LpRYKS7z25eKQQtnAVeTlCaOq2lr0p6+0lMIttVV0TWsO40MbODHEdQXCuFh2Wpnsg/dFQ9Fd0CNeRWPkvZeuAFipCSXW4vewi/rJRZ2B71we2fVVszZsi61DZMLUPa8qYqUWbdiqvx6r4PLRBOS0lSIfUk4aWK9G3VwWBNvJChIe/CLouOCaaeqUhOtihgCoPgRK5gd4llha1HQrIZ4NVIyTNKx1S5Anb8T2GX5jKjuEe0rG5wlbfX7CW1l476eKcTTqBPjrPwHwU1tv21b22fnmn7dtGiivKgCkjAS2mtarbmlS90L0VuhUogwGMZOS0nB1zZoXVTKQdiTM49zpYb/7v+17U392olMnAMz8o0T3rSBkf9jt83hTQNwzc9huV9+il3JdUtiNFcEGRKgRi9rvRYi39H9229l+zdtLX87bgurLVjqc6G4lqFQig/LSlrsDWPlhhS9HK9ezrsws+UW/HoaVa83w75sg227sstuNOqbOFX6q1umPYIJhKZcBTkWgBi80rArvz6n2Wm5yy0z9bbadchzN9eh/WVDQ+2q0iEPi1qSRNhAm3SPCEfNyy0J4Qf7Nnf95vL/x92SbMie2M38NH7YQ8JtyMVZKiJID4xPjClYiWjDCvptoabc3PO+zFO1usoyW22edgov1CYNUjlcsMoJKqJqUG1Uo5d+kvdtjTf9dieUyGl3wHv7l5OPOTbkMJeWW+TYq3A4wyFGNWpCZEvn1rbJtfZFBUZFx+YQKdBziUkq5xaoBPWtYqa/Gho6uqq6dccl4CR9cyBiJnqn9a7i/Ys7f22IqHIgiPWcPIHhtdP8J2wUTadpZt6tysnf9fszb6WIaMVCtKCyJTtu5Z7Mza5iVle+KXnQSYRFZdkbMJ4/PW1tph2zYUbSI+hqcB3I69PG0VRKtCGfnP9fyX9lW09IikVt7vD+7XMHD7gMaevahC7l78ndRGUUdob7zQbq9hJdiyMrL2LbSrX5UuS7gfpGzMqAqbNJOfhRkbtyBjtZMlLCnVTsZ6WvO2dU1gK+/ts+Z1zbg1ZK0XzbdoWkVtvzWMCW3G6YCDs/I2djZ+tJUQBg/9Hpq+QzkAUQA3UhwpGl+BShH1CtPUX87AhPs722zLS7326jORbX6+bJ1vkvwIOqhKOlX1BRs3rWTHnZa3E86qtfxE6FqVtPgSpgFjMO4UjBs7B68FOGk7YycxVpHuAT7TfiCQQkkO3CEhA/34abwAvIn+OfBSH/BZ9q8duDG0Ei7JeiBrQ1woWffOjL35bNoW/3OvtbR02uVfr7ATL8Y9J8t5siLZaFv9SJc9e3uzbVpOewHPAp6RIu9VKYj5UACX/qapf5qCR5UrIpuxqMIu+u1Gq5kBXXZwqjYepC8H7ul/yG819pEUCMpAwJxLKSAw7cBtELwJcCvJPWM6DNze82mW9AJzZ1FmghorELEZkZ9t67KyLf7Hgm2/s9LO+26Fnf5JtGw1LFiKPKeFqGPATHdsmxYH9uxtHbZzU4edckHGFn5hjL34eGzP4zTf93pkZ146wk78dKVlJnZDDNDAUbtKqUAETnasLNudn+y3fgDQvJsydsanSE9R04ugQ+UGARkhB4CYJNASwC0CYKk4L3vV0p0Fe+gn/bYOP7oTLwtt9jWB1RwtfzbuLh8vtFkRmq84DXjhsri5wV74l3224t7daOAiW3TtVJt0DYESefzh0JQFVsetaVeuaC/e3mqP/3W3FXfl7NJ/qbWZC2lzFn8vAK1y2cWqKg5hSuUhcEUS32K+XPs4PmP/vRnaJaJGUWJJnAc4+gBfp3wusvmXpaxpUhXpPQCrXq0BokLzRXAF/jy6FrGw2BXZvf+wwdY/HdnkcePspPPIW4d/2opnYtu6Om0TT6ywD329bKMAbkWkSSUODiHYUp117c7aqvvxVby/zXLk0jtpLgB7dp09eEubbVjbZ+OPStvca2AelwHc8GNkEAFuks7VEFKkMDpqx/Dx/o7AMHB7f8d78GllMXP2n2o197WkbBtR6w/f/YZtWcOe7q6zCrQ7WXxxw+oUxcXJU9kLgIGGjTk2sHmfGGmzzidSvnq7RV0Vtu1lAohuj+2lxUWrLOyxKiLUMwiJRfZWN+/7AEkj0f6fdH7ezvw4oG8iz5aWaAiPEjQxxkfXE55DRwv9ZKgsQ3MApTteaben72izV57Hl3cvkf64zEiZVQC49sEXIirR1DbV24cuzdj0S8qWA8iVswj5UZ2VECZDgJEUMAqWUr5ItR2qIRLi9CtECHSydpAuuZ+1M33RHF0M2QZoeiF07hgDFPS53osulfDdNVJCZeJq63ozbxuXx1hwemz9k8DpYodd+Z1qO/FygDApp8pEyIfFEfbaM30Es3XalqX0b3diySkDXlW/We4lmVQbtK7XutqqXUOZbSzbSZdU2BW/32RBY2cC7jzbwpFJCzVWmsay6i4rrytHkiDfX/q8C8wHVB4aBm7JmLy3vyV5oAYutTPoSFT9EJN1i0u29AeRNePzdc7/LNi8jwPocgAStHI5aluSKEPBjbbtmYI985MO27iqx46ek7bLvj7BnsX/aumv8BnbE9qlN1TYzCu4ZqxEMTY1oIpQBzL099i218v20+ty1kfakNNuDG3h9TnLjsJcFyCRqn6mDrRHqspQosh5DFEI2DhRD8EN60v26x8jaW0J7KxPZG3aAojpGKnopdHjEkQ/esMmVwoPQNiOanvuliIaq30WVhXsws+NtxEf3mP1lZWWI7mtV15g86bqQlt5V8me+tvIOjelbOFfle3k80KrrRdYQ19IKg2wK20pkuiXtBmFXqI0AwBhwX5yUxuQFE2cnsvPgQ4l5zjji7125nVFGzut2nK0IyCJMR3mx2EbuyLRuLmGvthgrzy5i76nberM0ZYf22UbFu+ypXf02Y4XK2zyyVV2/p+mbNQsnk1yOk9gzOaSKSMiz92+LVnrasWfr8asbkwffoAd9sCfBLZ+ZZ+NnhbanI9lAW6p3wA3SVVItxr7YeB2oJl8774bBm7v3di+252lLerH7zODKTBFYNPuVyrswR9sInK73/IIRKddXGtzr6i1mumYiaBHe16JbcWv22zlg63Wsym2M78yAQBWb7UzWkg7lEPTFtodf9wJ46+yeYva7cQPV9joE9Du98e2Y0WrPXln2V5blrJxBBXd+MdlGzeHOs5V0LwB8vdu7TzkzxG4igjkIUAsLKMFpHxhXK5FIzgC7VqvrUAD9cw9mAezOTsVH+FTL2QExtC+qM3WP1qy5T+DRmwp23ETAjv/T0L7X+y9B5wc13nl+1XoNDkgZ4DImWAOALNIiZQZRCpalrWW1/vWz7v2Jsu2LHnt5yQHPWf7Z8mURVk5UBKDSIKZBCMCEYgMEDkOJvd0qqr9n9sYitIjQPqJHEhCFdAzPd1Vt27dW/fU+fKEKyBB4GeIAC3FoMoPEvYE0RER4qkg7RoCbhbCpFKDvgRtBVSdJGOv9vtH4VHPBkeK2APAezXht0gsf9dL9Im41c24Llk4CddLB8fa5ntie+Gx47ZzywlrQpNWrh632/52mi26meeVE9yxEIHL5V7PKt0IpGWIhdgmUfMGDnJq+tpKZFrBjm3qt5X/z17bX6napGUtdvGtbXbuu0IbLPVaoamRa+E4EZezcdMzQfMoAi0tm16QbeVbdf/ce+YujSodmbtDbgrDdURlXoyqnu151rOnPlu0nV8ZtCv/FA3VB5osHNuKRk7Q1k962qIVeyET9w7a2m9W7NjuEJ+wJrvxD5ps2zOHbNV3h+wYKUCufFdi530gY00zID7c9K5ouyrGo5be8eKQfe3DDVZl5Vz4Yc8u+xBmzonSx+HrJlU8t4MvH7BoCP4GSkAklPG/1OvbzgeH7IF/hvTMC+0ayOHYeajlif7Uccr6H0PgYkDFASCAVevK2fpvQN6+W7YBoknfcUe7zfmFo5ZvFEgwACxkqB9Ep82exw/usT/vh+wldu1nQlt8NQlQMGe6CgO6hgDpMlA9VoIFVGYKglQkwvXY5lEWosFLAH3VFD3dxj1uDS2JtUFoG2g7IPAA9kibUjXzXn+yibRFOK1FjHilC6wh8rfQDinFFLPpoUF7+mtFF6Qxc1nO3vG7eYITaAXzso8pBCcNhlySahGtIBpLNIWZnBIf16z/+IB9/xNZDjAk1gAAQABJREFU276uaGOmm513R9bmonEryFQqENV1Mt4epuA6iJ6dUqabhDP0IyVuIz/wErgQKyFuClbK2I7HQ/v8775iO7bHdvt/mW1XvIfI7VknzO9gXRFhH+Ej+spzRLZ//YRt+sKQnXNLm135gQ4bvSSy/XvL9jifPf/FIbsIN4Srf4no+QuUNsm3Ugky01uz1V/ttufvizGphvaOj5ktvCVnDeMk5L41167rKaIVzBBklK310ugJ5E+ExGgsGF+ze//HATtBxcIl70R4uzW0jvPQ5Gf6Lcu6H9rbgs9Yg335v3ahhzpuv/CXU2zpbXlrnEAeSUWck0czjnBPkYoOvBCsSywPJDBK4BYRw8fYEaRhQDvVZcn0iSbQESqwz/m0Oa2OBqI+GK5kIZgUkwy+50DFdr5Qst2rAzu0Omt92zFlJv1cZxFtZmTv+vQcW0BWAD/X4zx05ZcX8G2gwCtIHIDPOZRgnDHh2VLDZ7Fne6Nt/m7VHv6bg9a8zOyiW9shbU3WPAE3HfKXxiSnRwGJUvEkOJ/qWn5GP1etb22OPIvEDRM1jQd/a1S0h6u0k/q4aaje3k3aKazVEAb8tUJMolHODq3N2dOfL9qaf+y3aR+s2JW3EX14wQQc+dE6eb1W6+6xzesKtvp73bb3eRZEudVmY6674VMVGzw6ZM9+c9A2fh/zwfiMXfEfO2zqRSyXsSxAkvcWu5ts7/Yu2/jwQdv22XaLSci77EO+XYqPW+MkEvySey1BalOtURE3D1+tGFKmG0NS3SBq7kf/tdfW/knNzvtfWY4jbccUVTqA/Yv8iORJc4UfnVugaN2SUmi7H2uyxwm42EEqjCWYC6/4SGKj50NmOuU/AXgez9uOl8mLdi8BDN8hextBFDf9TSP+HaFlcCROIE2Gc6/Gqe53h6sLEmUMyAVUWQjLnYDGK5ArAAMaqE2Q8/rLXGMhya/uQOtJUkWFmWBXkDRTd86tN6D1EiMpBzXMucxNLOJoA7b10die+mrFDq5KbM6yDMQttjH42tQiCs8zbrF8CYMhAJWqCTSi1Cge51SP+g+X7YFPeBC3QRszzZzGbd7NkMJCnewmslWDuyJu7iJOcRU0lm5v0wikxO1tGtjTNCscqIQnWL2s2r4GO76zYBueL9lQKbFZS9ts6nyK4rUV2UfCIZol2urZEdiau2N77ouRtbQldsWHApt2Zc4GqJ28Z2PJ+o7FNnlS1qae12G5MZAEBS8lrVbAR2sTKX2e/OaAHX4FDfx70ej9fN5aJzkGdJpevvmvhD9DPFhDcCMrv60A7MbXJBoYay+vzNq33nfQxt1AHsef923RjZDJNvI8qvpKFVMwydR7DjbY2qeqNnD8uM09t80mLQ6s0AH+SZhEQHTlEdHqJfhGBy5QS5HuFdv8LBrHUgt5ISU8Ehzg8EO9ee1WR0YpcZraI5u0pGotnQ2kbtKosjniVicLw/AjW0a1WLMda8t2z1+X7DB+bRPmN9mUafhekcNq88PHgdVWe9cfY7K+CbKWB/uwIEkY9WFd8violwHEcoPQTTJQ5+M8dCJrWx42e/jTQ9ZTqtqK29pt6bvNxi7l/CS39MhQUOE5JH++UOUAz8LNPZO4l5y2TdMj8zV/Oz83frtKR25KZetKo0rf/luEh7mKwcdJNw9rHvQ4Z/btytvL99UIAOi1oyf6beGVBZt3wXikD6ojUD5p6DganzVEkL5Ygqi1WmNjq01bHNk7f28AabUFTdyQvfh1AhSIhJxHnrZp5xHcQESqqhB0HS3YjvXH7ejTxyxzuNMq4MWiDxgBEMiFaNxCIpfqxI04KGncULnXiRvyI1qjru0Z+9Y/dlvPw/jQQdwW4X/RKEKJyVKqW8RFByxarNIcxSxYlerq3RaiTeu1F3llwmY79+pmG39uzvJjiQQjWqDncGjr15B3bmPWKvsKSKiRXfMnBVtyDUELVCaoUR9UPhAhNgIPKVPJhGsQnCoAHvA7x7hVbDfX38H9LNJYB6bXn0DQCv89ETEnSSovniNu9F1Spa7DtUAboE0cdEGoO/GhKzh/vyRTsq0PY6b+csUOPxPa3PPymDIiGz0P8y1SsLR3kerA0l9ptD3MFXEMueUKFB3be7hiKz+R2La1AzZ2ep24zUfazxNVKlNzIjCW2TkNTmDMzsyWEreRH3cRt1rYC36ICKhcX55gAtYDApXyUGZYQqowUxG28NDPE3nYuydja76bsVVfTKw5N2BXIejOfkej5UdhtqMsXURgUzYs4BOLSRENFLIemp8WK+6p2oto3F74/gDR4Ynd8F/ztui6Agmx30qNG0iAuVHl8QKVxstVEDZ7beBgi627N2crf63LluBffP7NjUS35q2bQKcBcC/BKpHLI0i3FqzQDI0lIizXhB80DvsegrGsAtUy7Ur4dDKqzKJ8Ho1BEzZk//qbm6zvSKcVqJ+cJXDhRynba2c2JshtyjVVu/q3yjZ+ags5P3GVEWhB3Fz5JGlzgEGnhYPlVRGot+B3eM/fRzZu0mibMTexsRBiEcZ7P3MC60W73fpnWEpw/XDBCWUMeWj/fMh2gotLLGuOMBby6XyIEeqPbKjZs+T3fPozgzb/lla75oNjbPKlPAtHS+ildjV4Hon8gfAKS6E3r72Es+e95oXNadv47Wti2JzFTiZUMWOIbUrc3LC8nT90A+KXJaJBktdIKnA0cN5g1k5s9Wz1/T32+N/3WjImY61jyBnWhATFXAWlIav2FQkyKuCj1mZlFvD4c4v27j8sW6FxIuHvVCd4AN+PByh3NUAp9/FkEWlGPQ0ZGIRgJZRwGsWkh0Q89uJPMP/9ni3/EL5w42Tgg8lJqtGN4IhbBYdZ3qMCj7pD2/9caF/+hz6b2EI0KQENky7GyNkG2JVY4BzmSZ+N462cMGJMuxFSH8vVPBz89z3db+u+1WfbHgFtmhtd1QCvSdGhBEAQ8o/3sbUn7VbtwjTZX7LzPxXYue9EyhwNmcP0qlqgWcwAnmq5+t3cwJyDm7kySJj/kQCQhMQ5oKnf4KeaOUmZYR7pHVDMqO6o67gApe7fFjvQYpwhnlJNVyDVoQrNEwEllX0MadxIwMGzXy7b8RcxU5/XZFeTgHf0LGnWGKsM7chsLE0eTwrPF5mDKKLFlB9K3xFMAr9Ts63rBpzG7YLbc7bglqwjbgwVC5HXSeKmxelSAJzqYtLP35YRSInb2zKsb9Aomhh8bKMqWif8an1wR5q1RNokkTX8RyPVdgYJ8NVmRXl2eIvZ09+KbdWXMJUuLdn1twc2mUj07ChSaChiHT8quVko+nFooOhyMdaKrbb7mV576aEhO7rVbPLSjL3z1zM2lgArT0FYb+Em4ZVs4whh+KVhNCiT4PzYtiyR/7GtvbPPzr2p0yYvbuE6CXRaRZRpf68zKba2NdmEOXmbe3GEKwreu+3gE7gg9w2fYAyXNki6SbqrKFNBmEWjbTfE7d/+x2Y7sboNB48Gni4ySdYf8K93WTps2u2RXfmJyMZPacXfl+A0MCfB0V0Y7qro6G+dmDmIShk7sDOyXRurNnfxOGtsG0ALV7btBGp97RP0PWiw932GIKybmCN898yll5K1RIoD5hKLRf35wrMMn+XeV8zW39ONkgIfYp4x190+zeZd32xN0zGXZ3Edgrh5CvbiuaSMCs4KcbYSN82DJhHFgqfADh5kbp74yNN9pmeF7odU46ZRens3LcBYCXgJbY9VbkqRhABVTBBAz+7ANj5as5Wf6bbdByQ5ka+I17RxiS28jSoDo1vQ2lRt195+m3BB2X7uD7NIaeOs1KfcQEO2/XGcd7/WbfvX4A8iPwsoVDt50y76b83W0Z615z9/3Pp6qnbeLxTs8g+zMDogRkQ8sUrYWOwiSRypmpt+pmZ9u8223uPZd/4qIuEv/nM34XB/DoQtL9KmCCZ+I1lKwvK4FvmM1RAJgUvDIouvW80Or6vYhnuGbO33zY7uLlkPWim+ssWLO+ya/z7VBndXbdM9x+zEjn675G/ytuwGNIqdkDJpn3BM9fGHkDTuB0SsKhCgnLdda3DkpSxYEuILKFOq2M9pFjc4imnAbM7FGWsfp7B1HgEKv2LcJc1EWhgsggBHT5ktKzxIAq4pkJkFiTfhQfDyfZE9/9UBO/pChajSnF3ze6Nt3ByAqaYExjI3KFACwNJKcuYZ6KsiRgHbwWOhPfhbmFvX9tWJ2x0EkQwTN0zOSg8TQyI9QvzrxM1NCG2m20iNQErcRmqkf3AeEYwaFVc8LA9ybJemTTnDYjRwMpF5aMUj1keQ0ZpFoOxObNdTnj3y1UFb92+DdtUn2+ydHxiD5UBmSTnugw+ZIXxhc5ZDq7750Z22/aV+/IMn29H1IAQarrkXt9midxds8mX4jqHVgkH9oEM/7jsJYBUeplkwQxI3f9f6a5T980h7VLTNK4s2eUGbRQ2+de2v2ABpQY7hhkGiJGhKaG3zI5sCcbv4hhymXrSBo8FjhGG5pHj4ysmSIeFVgidXSvt5GzwegauD7AEBywl7UFnS4um2LJrLtnE8IZrzuHbAiB0hYCxoUziol+s8SJ2QBWCIjAalUg9lCmmf8/ceytvGhwL7yscPWgMau/f+aZ5KMPj6OqGYWUV4F++LwfCYuY3wsc7gtuMNNtueFzx74s4he+krXXbufw7s5l+Ya81TOW9TvyNy8pUOcpBPZGD1Qnk7z8pNc8BrmKz5Gax0jlxrfHmC4kpULTPXKFtS4jYCd4i0P0qjAUsAsCBJ8oVgGYY5bmz8GIr7kGaItunpYfEzPzlSV7SEDTa6DUPc3sBWfe+Q7drRDcEZZcu58Zs6sSewTxnAKJLs8PB2/Dy6BH4QD9JqFKgrOmVewQZxyP3CHUQ6cerlv9pol300Z7WGfny56sTNRRkRxi68kSbLz5edJm/NXR551gp2652JLb4O2bdTngeosQGUDMRN2rZIEpLU40rfAagMQaZCNHE53WB9JJrcSTLNA8iCRLQqJ5DMH53N5Cw6d4y99GDRVv7ZCauQzuSm+wq28LJ2TKGMkUdf1T6D4IIfdK/KZNqH9Pr1IfvH//sIEib+ZWjlYHSnnTnSRtrVv1Kzaz+SsYlz2i3XgJZRxE3mUkgb71gjmg8kdjRoTsqFxCEv81Jeogbb+v0Mpt+SHcJcPWlpYlf9fsHGU18VWwh9hLgBotIJ1AM2OCMmbk7CwmvCvN1o9yOdblvTT3BCYhdA3ObdfFLjhqkE2ALoGT+0DXWcot10G9ERSInbiA63O5keyfAyZ1ZzwisCjCFIStPmo6mWxkUQ4KILWauHMbGtIThr3TfJyTa90a78vzowk7J+GghQQugUPij90CCCcQPpQZ74y7228o+6CO8iMhxiJLSY+6Gszb+RlD7La/h44R7iSIrWm17qkV7D64/3AiOB4vBH7nt2cR/wocACzHAf01klC44IOpOmSek5EupNH6b+9PNf7rF1TwxZrg33F3K7tc2NbCb55FrG4eeGZHl0Cwlrn6rZK88QOHZHwa78ZcoaXgC2NQ46jBbJTbi2+saggLVSAgQicRIUwQ5hO3+c3Oc0vxSZSMYBp2mj4y7lBLvXtXlciq5JDyowyUEwDfsc43v9PFcy1r8/h091zb7yO3uttWWMvedPm23hjWBfHp80BUjQnSrRpMI/j+AsYXlISqsiPnwbHyrb6rsIU+getAt+BRx9/1TLNNLxEOIG0auilQuorCOhXXNztlofdBdqc3wBshziiyg/N2fWZl6Ghsr2ys4dtucV6oinGrf6YL2tP2UC4AQ1pJCAmzzGKXXgeMF6uvDRGKoq56J1QMb8JlJf5Fn8aGJySCFRf4E6pmV7+juHXYLY2395uk29rmIlolJ7ehuMecTvq9vGjM2T/kMApsLlRRYSC5tcSNtk8rymYi3XluyKn6c26HsIVMj1ufUuDJIMl7BfiHNoLCIGMdv5ZNke+1zRjj/dZO/++5zNJughaMBHTRoqRYYiGSMik90D8olpwEWl4oxbpdLD4HEchpGQq2X8NwgyGDet0xFMkSQfs0hIFnG/2GCPfGXAHv+rQfwtsnbjHzXa5GVEaLL2VbvTIQn9iEMWND1UrJKVPNv1fBWNWwkdF8EB/JNMOnyjv4qvJyfRjTXHTFlSs7mXeNY5rhFzqUyvfMPDwYGUSJukG4GjpBo0cR6+g2o0FnEDuLffZ/b8V0iW/AKOveebXf4HNZs4G81dCcImIi6Wzf4J4JPI1w0TK4NEewUbOJy1+z9Zsk0ylc7w7aLb8a+5OaByAmAHALvjnK+CKBzn12pNtxEdgZS4jehwu5PpLq+xblRVwPlsgSuobXjQIwyS31LCVIAmzSsi/G2r2tr7+2wTia1zEzJ20c1jbOE11HSedgLBUdHYHIr2QUIxXroWFptt26P4pm4ctCFSi7Tx3b5NZPrf3W+taHguuKOT0n9o98eAHSrthwANYNIj1iObSIy0ZwO9uDocK1lpQBhBX90+aMhRCaGHstZmajaPwu2EDBcUhKbv5MeU8IdAGXBdcV/eDq2KyGs5QHok0p5MgbBd1mgLyT83FRzJjQbvokHr3lnG2T8h0Awcxo/vxj9stpk3VHFnIR8nLhtRlWvEJUPO+zXMxxEEStaOEOIWkmrDc+UJ6YOi+wUop9uEVxwvQur8pyAGegbI7UUoGJODSZ97YGQiVxFsN0HUhqlTmkQ0bkSZbiRH29c+ediam0bZez7dYQvxcfPzuK6oBRKjI48CiSgCyD3nK91LrYFcor49/vkuO/BIxSZeTGTt+zNoPgnkoIyj+i/srIGXiuuXC4zaOlsVbsMBc07jxvMgGCZuPHc1uz1dx+2ZVc/Y5//lC4xSGpxwutv9rflOxA18qoYQlww5eqpNdnRD1lZ/HX+wvx2wybd32KV3UPrpAvysMBmyxCxTofTL9mb7Js6cSikxY3bWPvzfxlph3pDt3YmT//cabPdKCFL7brvu19ttAvUwrQUCAbgk/b4NbK3nOHqGRL2Tr++zS27qsDkXTAI1CM/G1KeToIBnwSrHEMxRPm+9BYBmyO774mGbNqNAVGibjZ8tLR6wiM+Xh2Qsp2JplmJMhdJ71fC9CHDkTzDdHl/Tai/eXbRNq47bmMWx3fJrk61lFlmyG7juCrmWaP/Y6lH2yLf3U8brsC19R5NdRjWIzvmYHCFrCnN2m5gYq1f/HLrQtTIOswNdSICOBJ/83O382vfuA35wJPtlmxK0j+AeSXHrpgB9/2qrrmn5dGihRPK3SUjCBojXAEWVANt1f83Wfgkt5DM1G7+M6hN/FNqkOVBJ+frVm9JPNvWBTjrE0Vwz/kfMHvztqq3ZOGCjz8nZpbcVbOnNjFUeNbfX6nZN5O/IuRVB645XU+k2YiOQErcRG+pXT6SVUkVwCdB+Oz2+037j5oEbSZWHuI823+un6shukm5/m7J+nz1h2QtKNveGBptPsFPHdPaFbIiHGHkhfdw1nPYbR/4ETc8A7if9aPzLuD50+K22l5Qc6x48YQdewDGf4KNr/2m0TVgGQcn3sPSRfPG3I+YSDIAMgYFlqji8sr4PHOuyXbhxBM34nuXlv4r8WOsjT9kxu/A3xrOWx5MvDvLZ0O2iSH3Mi4JQuUxUyOu45xmzFz9btZ3gYcuKol34wXZbjEtIvg1CWFBQE+QUnD72Ik77n41ty7MkSb89sSXvabAxS4j8RIPnzGR6aKMBJBQK7RTBCwiu5L+1niOYFiFs9ZJIQuIfFV/56OQmxMtAppra8FVu5Bh2VQAVEiZypjRcIm4SaMFX4F3OdPIx9LAceMyHhNLeIxC3B8r21d8+ak1NBYhbpy3+OaxGeeaxPIqHCcQvQIMG6YtEwCSoo3jY8mhi3/uDY1akdvWKX25zz7lwilI60Q+nYZV9VOcIeT7WkwkT43AWb9zH/GMynKIkhg17EHcmyQb6+uzlTZvskUeeS4nbyNwh9Ye5NEURpCCDc2ffDojVt4fsyTt7CIPO2uW3t9q8a1DlT0cC5M6t9fTY1sdjewjfjgAz4wXXtNr15CnyOvvsRFdgL30NkvXFsnWt2WNX/B45067ucPXepFrt2V2zfc9EaIwiG6LEy0KceRdd22mjJ7XTNpGtKkUgyVDEjRskkC0d/dbApgZbfU/ZHrn7sF330XYKwOdQ67Ow0eApwlPmQ5eTDc2Zgi2qSH+RwtQhoz6JGQc2ddjTX+pFo7bXYs57y3+aZ9OvogTUeDRpA+ixdjbggxLamscPEfI+ZJe/b5TNv7YFCVPyVpVoUsGPoP11NgG1EOdU3//oIdpVviwCAa7xjbZY2i/VH+VfjDQvnd5ufPTWEVV69FmcekXcfh+z61wSXiKVv/5W759I+sCR2B77OPVoSX8yekaDXUqpssU/h9objuwF7VqH9AvzgCRfga774PVbTT99e0YgJW5vz7i+UauRIwbSNEuDhPsGS0D+tRG4VO32rHtLztYRVCBfW9x5bd470VhdSb3ROSyePH4+Va1nBGDIgTN70kZQZe1mCPJCSJM/cUSjOfyvSrtb7dlvdNmz36aKwjOkU/qXVpu/IrTG0biG5NAmEamu+qAJZlmooyNuexC2nr+nz176f3FloZpNSLS7iF2VNE1J9rhd9P6JduHNE3GfwFrR0sf5QFJqLavOckJk7FAR8vcsxO1fI9v71ZpNucPskl9ssllXQwCphlBpIO9lTLJZ3FSKW2v20p1Fe+S+PptzCT7FH2yyaZc3QxbhQiQRlnAtC4wzjXKeoDbKDm6q2mP/9or1UoEgJJo9IwL6I8j5WoQSxIyZWYMUEhU/gShU3GxE1lxEKb+H3wuGZOBw5g+HxQiyaEGTeMD6j3qYPH378sd7rRFn5jv+os0W3wzdgix75fHgLH3IUL0H/2BlAvCxyhRRMKz5TmRP/F2ftZxTs6s+0mFLbiKgpK0XEkofIHsB5E3njdDwlRHeQ3AwezYTN6l9GQ+n/SRxn0sJomceBF5a3e6uY3b0CFHZqcZNN+rbvTHwaHYi0kVgVMQREyLUE9oByl49S46hdV8p2bhzCzZjcdaaJmMyYDEMnSjZzmcpDwLnmX9ho13wrmabtpyJpGyIAgleeSiLNii2DQ8ct6ZZjTb9/BbrnIDJEweS44TBH1zPIqKNWe9A03PLKEx9zUhHXCeh6m5hOilHkg73CdJuxMJ75fuhvfjtim19oc8+9GeTbOpSwBFnXleyhH6TBwRJil8kz0zkb6FIWf2pWnX4T0Rdo+jPoD3+tQO2g4LDM2ZMt4mXDVjzeK4XE2nPjtB2raMdylgtvjFnF5A1e9xiPNby9fp+6p6aPyObSmjxQHBSuNO4hbbz/tBeYG4OP1u1iRC3K/439Q5JSIzK4LRdFHEbhLg98T+HbPXmHhs1nSLzt7WR/BNtneZeUr4TzxVhLO9BoeUZu/LTXsvP8pcpcTsDsyvA4YEdyR2C+z5GWPIp4ROiIeve02/7XirbzlWebYG0NUxvtmW3Zmzuipq1n4NfG8mtq/i1BSTn9sCcAAzya8080BrMLygq8TjLSoynHVICKWw4zPtO23zfoD355SO28+toff48Z+df22qjpoBlDeoDmOoIpNJtgEOVDBHhZkcwYx47LI0c6xJyJEaToJVScfRRU5ps/EwSxyJwejlcJMpopqgy4JLhFjCmUqLr4EtmL3y1ahv+Nrb5uKkoOl/4bUOsdcheGRcVr4rf0q7INn9pwO6jEs40Uied98GsnXMFAWi4vgCT4CyYwVgph5sn57PSWMZnwD7/c2vsMJpCinjxOj0eSTQ85/yq3fC3ZZsyo91VKHAWCGkrOVbEjTNxrTAGSKLyzOk99Ww4H5o4NI39RwmieyRnX/vtQWvMBXb7nzfbIgRRWWM8yKQyJigVSIR2SMFePsLtvmfNVqF13Lu6yrWbXXyHSCkWjXwvZJd5B29DZ7LlnFIE6DoBz/BNCNp0+Gduk8ZT7khuNlDAKDhBbjwqPq/ceEFGhFtTw72dErcRmH9U0pLYvLDNKhArha9nMGkWD9Uls7X3KRoqJhkj6lCnFI9RpKPduZDEudegqVneRMkl/Mk65Q/Aw57FMrjbt91PINU9MmAvP4kZcY9MrNz4TCmQZC3LCOW+ggS6V5NNnMSO+VGAhiuKDhi5cHjuAJEF/RIbw9H12bvIUP6NQUqXxPaxf5iOWYIIFqW8YFEBtbReV6WrpmhMkflAyW0FbEMsxCqE0G+zLqSsrY8N2NqVA3bgRaJKjzvvL+AxR70GwvgvRvu3vMEWXl2wSeeBdR1EgOE3ogJ+BXwwThohR2BSfuQUNfxOnNc040MuJpHULWgsV32JiN0nANXLCnb9/x5D2D7AS+LP020ibtK4rfw1Ims3dtvoOQW7+D2j7NxbGyHCBEYo3QEPCRFg5T7yeMjUbT+nazX97q0egZS4vdUj+ibaE8cocr8XwDISx0Y8vLPhKCLMy7bpgaKt/g51mZ+PbMGtE2zB9Y029eIha5+uNYn2bAiChN9aY7aPYi+D1n+QVEiHmqyM9qpxOhGQnUV2Yx3Ho/DTQksWvgwJaLHtKxGQv0KJqS8O2OWYP5de3WkdE8Ea6iZDh1iHShcEAYnBVjRwRjJY2CDavb2sSwU1yZzK52AeAC4rJ5/xQJVnHTnUwiJphCBiMhkkWBpiXCAG9vtYL2r2vV+vUOquGR/j0OZdi3GYWsVxvp8HsrRn5L7cktiLnyvZ4yt9W7iiyZaRJHjKJbEViOKP8WX2MCkKYmXalEeFV221I5sH7fkHt+PHhwUEUll3tTj12AuP2joim/OOmo2Z2IY2T8fQVwg0F0qjEAbeiTBo4wnFmBAxCmJLmRfjWtMHnr3MOH79d09Ycz5rt/1Jpy28iedNgTGDPBsKBef+LH9AOhqUc/byQ2Dgb+N33UK96/eE1LzOWftsyil6+FlTLzsUCcc9RtcHK4G8cb0yn8qMe7ZumJllBYvxGQ8hbkyU8x+XyVS+6AG+2hHzlhK3EbhB5Lols6RPTjaVb0piIhBVIQAQqpHP7PBaTHKPFm3vfsqgSKrD0aBArp3Z+FAsuZIyKbNg3ji1q/h6AOmSr4MifopHMOetwQfuxUE7yrElcreFTHxbB34S0wObflFoU5egdm9gKVa0AuuMvu7IwEJFC+iWK7+kcHrhO922eVU/oBHYOz46xlrHagHxBeCQKLmiDIiscxE451PM4g4ViQl4xTUiQvHfskrO+vdASFdRoP55kgsPFLgmMA0n3lEk2Z0zN2vTL2yy9pmAZTMBCJRFqXFzyhyRYeWrR2dkIzKMC8XUwXXKTwPutp2cdJse6bZuxnY8EW0XfWgsgQaMh748zSaBceA4ptK/L9q+Q0VrH12wBZdiolnO/EHcJJEmqphAEISPlOrp4QBxTbeRHYGUuI3seNfPxgpHSIqVey1DHq9KYAO7WuyRL/Tb+odZEwRvzT7fsytv7rRxy3iitw+SWkLCDmbBuBPNk9Zfrw3tH6AkXb89/q+DtvO52K74/Way8TfbmKngE2s4JuVFHHchOU62F75BpZmvHLMqGqCbvtFqsy6ldnELOCwMxv3Cz2Bmxb8uol6mEsF6QQvfSRPXxXNTGhD6jLbLpUByorFzoRffcfDJk5X9CLBAAIsho36mz5lONz/u2103DVl+ac6WQ1zOvxUftXlo9SCAefZPqO25a1XN7vvrsu3fXrDrMKeee6tno4g+lRAubYsnoseJamhdAhiO0hDFJb4DVOvVV+gdbiwgOEec3HgjzcyrG3+rcLxyfKr+swJDXECW03YhOPLM4OIYLwnnHKhrxqfDqQDAJflN9x+CWBMo8tWP77eO1ga75U8muZJXAcEJhn+fZSn1xZjVcD5MeB745Cl94d6K3fORfpt0Vc4u/5Vmm0fKE4+MByWIoEoGZnARchmaHCOV3Fw3N0u7eDZu0rg5JQq/lCA+QPvGD/3h5kvfOz9E5islbiNwh8TkX1FVgITFF+qmxp9CK95zNUWx7Q+QNPcQ0aJgWeS8brmhMR80jBuyptH4VeCLocgbP25BOoUcscCQTSBLHsl5qePZRcqNQYxu8v1ggWZJOptrpKQUJCHXKidTnEGdIygq1hBxUQsZEictIMuV5hSlBIAeyREZmiFNSUIUVgWHVoIdiM7SQpafG73jb0lU5D5TokUxf4XxK4cPpr8aJt5Ii46IzuhEA5nLM+RmxE8DYPHZP9scWWNLkaS4aO7Iq0bsLC8ICxo/Xz5mEg3VuTOwJUjQ6PqhplylJEZAstJNxdgDzB1Z17OkMmnCqTbLmDqTxRv0Ef5tPYc8xpNjKWrdTPWIQgc+PFxi4LUB/4AdYyNPQyfWSvJNtxEdgZS4jehwnzwZGgWit0tl0hKx1gePhvbMl0/Yatw0ascqNvdCz867BVPkwryFzVosYJQgAf8exDtIBkKgUm/wkN+7oWJPkuz70S8Vbd7CMXb17QU759KKFah9iSMxfrcNFKiPbM0DJTu2vWaT20O7/i8bbcIi8ExtQEhEWjxMUNJoRSXMfbQbKP8YwqrMfsqpJtNhLMxGalXKI/lvuf4o9QcdUsJgXwQLLIxoR8FaITh8YJ1vD/15lZRAuMJMr1FQPSCFRgMrfRRaqhb6VCQY7Ig9dd8JmzC20274lRbMpHh7daKlQhslfMDpy5EuR145V024zXmzYCbI7R7ksrXUcXOYrWnAht9r2DV2mNqUBQBGp7xwemlzyXcZA1dOSc8DDpPHsTBfFhU5ICbVfus7ZGjQPLv7U/3kVQ/JJ5q3Bbi7BAX6KR9B/4Qzd8pEnUBko6MZe+K7ffad3xiwZTc329W/lsffmTnGglOukflAWewgbkqf4qLqseJU0Voqh1twlkYnuPscUu2yHfBHnVBrlvTAFvHW5GguU+KmUXnbN0XZVNGiKZdPhhtVgMWqdOeNWCA1iILKfGTl9+QWlhYtpEZgoKzYSpPBovLczS6JU/5mLFYIE4zHfeeYOc3KUdaFeAMyyk4usVB5z5xPg6RJJNY6aRNR0cKXNMtiQVrSProptGilCZMZ1AEIvfBk0lOPq4CciBvJM5UTTVpDj5xzCUSzhLNwFbOnD3gVOJfU5SrfhSMKbdMul6USUS6iST5ySGoeudDoIufkmpSzyP2h/UZ2U3oBRGWuNBQmu7HJ4kCrurIgEt8BRiSWFHgDaW/cOQ0W2tGY3EaeTNGMVzXBnEAUbyaAuOm6dSLG35zEXL8f3rjhdI+3agRS4vZWjeSbbweRDSd/5W1De0++s0MvJvbdf3jFDhMYlWcdTDjHox5wwcpSQuMYj/s/R0A2IFl66GebInzBsjYLn1758254qmiPfR1itTm0UZPxhZsKxrbLqZ+VXG60vVsqduwo1VqmZOzq94xH6wNlGMe5RU5kDtVaVyjlMKHhbD4CnBiMUpSo/qZyjSmxrNZqRmROeKC1y1qWc0oF7PTl68VficuLKfKHK8xBkpk/7Nmz3+uxQzv7sGB4Nn0u9ZApB1jDL6/7MGmXDlJzNOqzy64bZ8sgrO2zOU2O2szgjCoxRJBBPR3qkMNVCc8lSPMdHeelEeU63mATtgu1Xk0FwnuH9yJtYgx6adM4SAPG3tI+GvVJ47gX4hbaxpXN9vVP1qy5kNhtn45t8buAtaxapRIGTj6KcvUgvTImDLxi9vC3jtr3f58gtA+121W/SnqmSzDI4PsW8dwIeQ4FaPM8FBUe2MqDBa0i5mtBrdRwZ+PmCDTPZFnGRODk78Y96uaH8fDFIbgbpGBINW4jcIPEEJIa5IWoAxYkNzfDj+2SmxYVOBJKhYWY8H2ock7yKWPRKkeal7TROxacj3TqE8mJZOfh1wA6qAXNJAtFRIxJZqKZckfcXH0zFkANLZtKySjMHSihKZGQkwu1rluiLf2HrtGvOCCjtwgMmrAqHEX5lBS1lbjzOWMv14DmUJ/JJMACV1F65wOHhFjjxpJkyJnJL6faffKMow/6p5uNc4lnSqpyBFG+XgCTQs49kVZpvUR4zsBWY8wR9XgxnoBJRLBFKJO0rgepW1uCKdeXxOOu8Y07qUzqMeRPF63asBFkWNcnid6nLYFofQy1GN+4vXSPt3YEUuL21o7nm2lNt7kMAwFCUmln1rZ+t2b3fnGPlY/4kCIJrHw+SCWWQQXuSEgSQaljG492a4ScXfqxJltxR7u1T6jZsX1V2/pUaLvv7bc9u4h+PJazcg9WDHKgUfHO2hd61Beu2MzlIRqvsdY8WktNGFXHI61BFin4Az6GCMLCHz5zxJI9fYQuJ9yeJDYScAFrcFD7qS3EYmnhQsx/YLdHVQiriXVKgI3qiWsfHrSXnjiBhpDABVI8EbvKCw38jMQmzKK6y5LEll3fZJ2Uvcq0IuzSFd/HbAsmq5arAsFASE6GJo68bkoB8qr/m/p7MqqUd6fZhMHStOnaOQQMH9boDJvgdPHuMwirMFAWHWF4gi9uL+UGX3owY1/5xKA1NXp2+6cDW/pObCYZjvGaeNZoQKQxI10L1p+jW6r26N377bm/KNpFJE1e8R9Cm3IeKaSGeAZx9QEaSRFk9xwgh6ieh8p/qU1J6s/KDaLmAhFkImeOVeFCShXnH8+AaN7dXOneTYMTRuIW4UZkUaOaYq1LitICV6kjiABlTRLU8mUITJVJCtHq6CXzpcLFXaJKEuvi0glfY/+QiClNsIgXUqimUE1L7tLC4w2/WJwsfkVuSfIU71CVgxjtGOJenSwocog2tICVAJOMupALtGjyuRJYym+BNgQKcsAVkXESGJo12d+VPLMuqNIuPl8VpOMgIO9RppE+Q1Y4plqDcPKZ1O9VMoWXK2QRJ849A0FyUMxiV64ikc9Q2kOHhvw6A1tEyRwlIZZi0GkfpWnjGiPGXbUUJRkGZAJ3pM0XuX0TGxceiShrIB1QMm68lTkGpSQb3wDEiizVwyPdRnYEUuI2suOts4k0xUSFiqB1bw5sB7ko1z7TTQoNuVO0IVfyYq3k0UKJGUnsk/4sAbuEcQ1tsS26Mm9Lrm+11glgIgSt2pWzV56mpNIzVTt2qNGKJeo7s6aa2X/63Iotusa3yRfQXCvWC5njiDyVr5iETk8C27AFgwelQ0xnFgUHSILrMFW46rbh3/qj/kCVsIwZhb8V3ACUKqoVa0mE2inG1UR/l/YFthdz6RbyQb6yg+Tr0k5RCHDihKwtPq/dFl7eYIVp5EAT/qrXKnVFYnXpyHwCLyTwMwicEnKDdkqj4votHOVh/mr+S3Y53TasuXHk7OQ1OSJA21yNftTHBIyvgs21EgnPfQI1gOb+LgLonu61hz5HySv8r1f8Mj5rK3LWQMktX5UvwHD3POHZVulTNR/m9Ymj9spLA0S0ttj5726h6kwHQSXN4Cv4STJ6nc+RYMzWGr8kos6FnkdnqY+bnhERz0P3fD1J3PTZq5uEB15KcpwSt1dH5e16w2BTd9Pk/K7ImzwOuWiySOZDGDk3vRY8qnHV7KsBZpLWfEwJfgiwDO3nJtZNzuLxCM0WqyAaqwQp8lDTK+7HQ/MlwqU8ONKoKVooQr2tyJyMz4LCl4qWeUmKBLT45ziSohoBKAUo+BkSUJYha3zn/B9YfAIPI+TekCRdIXlKc3mQsJh+iniqsoMzGUBqfNJnuDQamC48qkI40qeEZQI0EUC0aYk0edIyElkbsY+iqnx84jzqkcb03yWipX/Q0LdrIk7frsBRDxRnDqUPmi+0ZYkyl6MJVP8QrWmD75Rw7g039nEPBB3CvEqrqkV30mztAhSYEwWp+E67KuBLt5EcgZS4jeRo188l/jHAug+wHGTAMI+cF9VBSE4wFjqCABP0gmS4aZSIIq2S84vUE7kQ7X4FvNIawn1EvsFeFgEWPAwIcghwjC8SgRmWlL4CrFFiOKJKvSpYSqWYoMBLoFedgBM9WCXiQAR73WdOPZLk66gL6xMSgfCqSi9OmFKkucySEka1jrU72iIlxZXZUoFiITjpu6h0SJakVIKbyKBuZXCtSrt5YSU8JSoWRUHBlDn08Tg43Ov8iX3w3Vcku9xKFJpJgvYErTzpgDml+ibiylhRv7XKdarKQabAQ155IOlflvbrva+P8ev+lJVDhAhCwIkcFg0Li/Xi5cJ+SLL89yRVUuQ+wNc5qTEvRa4JM7byrlXx2/VQHthYSlo1yqRL4txSgD+0nllyJSHwjj7FxVar9iAMiyjj0xy2okGUtrLa4TAfD2D2Fe2lPcbbBYokZEuXNlPzcZZteqKItEmr5qOYEWGTT7yeGU47qr9PvpcfZUrcRuIG0c2IWVB+XK72nAiYwEAgwM3rORMhi0T7SU+OpOUWU8Rqdzuxr5No+BPQEFjwgWibW4x11T/Hql0tYaQlppkXx7GX+8wtbfYHWNxuapdzuw3JExTiLS/uIEmd7vySRmW61cfqmw5076VxUz+1nQQEgIGd6u24xVffd/j8ThzV7jKtonFy+3It0mDpfK4dd5x2OgObuz7GVWKzVtHwNdDV+gf84kGj63cvffxG26vje/IgN7YyL9dnx7XL+aTNe/ONvtFJ0+/f7AikxO3NjtRbt5+WVqR1L4d+3jvNu3ADoVPCJU92BFfwB4yQ0z9/nPxb37FuwCC3PIWHwjIe8j4R60IQH7eTuvZJ7XGscMZZOljXWmOqLYwZzvlw8Z1WZf2HWhzehEfCJXcWjuG3ANCBptpgP33n1rD21J88SIXnw5io7xFW3T+OD+iLYEUErH4s6TPkCKa+uRaE79qBl87l+i3tn7Ci3h++5L1MZ+xCm05zr6vWe4cf2uM0m7vYer/dXup4vfdquP6RuuA+036cm3lSOS1nBeWa5OKCXw/7YJ1Bm6hr1LgK5jxImUzbdRLML1l3RELVN5l8IGfu2pgjzcEwWeYNB9fPB6N1f7Ljyd9n1y/Nq+bCaR116fw9TNZeOxJStqTE7bUjkr5PRyAdgbNmBFLidtZMdXqh6Qj8DI1A6uP2MzSZ6aWkI5COwL9nBFLi9u8ZrXTfdATSEfjJGIGUuP1kzEPai3QE0hEY8RFIiduID3l6wnQE0hH4cUdApvc0qvTHHcX0+HQE0hH4aRyBlLj9NM5a2ud0BM7yEUh93M7yGyC9/HQEzuIRSInbWTz56aWnI/BTOgIuhiHVuP2Uzl7a7XQE0hH4sUYgJW4/1vClB6cjkI7AGRgBJcBPTaVnYODTU6YjkI7AmR+BlLid+TlIe5COQDoC/74RSJR0OdW4/fsGLd07HYF0BH42RiAlbj8b85heRToCZ9MIRCRKTonbT9yM15Mhvn4SwuHEhMP7DHden+szvYb3Gf7uR38P7zv8+XBbLvsiHw7/Pfz9W/37R/v3dp/vx+3/yf7pl5wLfmgb/vtHr4G/644IP7R3+sdP1gikxO0naz7e2t6cam2+tWdJW9MIOHBMh2KERsAl5U01biM02m/qNMrETaZsZUwmr7gKvGtRiAOoSHtMYWYVCQ7IWK3i5KrpVyHLNsnFqS5FeRRl3lZlAodZ/CDbd0zmaiXiVnZqWcZ96uh5qncnnkbpDJ+SWqqlGfuU4OJA1SB1mazdDu70/GBTo65ygvqjE+hvfrk1S69VAcL1V1/pTHxF2HK9IIOr8VA/RJm2+VZX6JKRK9u2Sqxof+VSd03TOXc+PkQtrOt0N6v6p2NVQouDVc1B5/Fd6m4dqnbVvhrh2iI+cZm7aVd9c+VrODYz3B/Kd9GmikTnddnuOA51nQ6sGuo8aoc6rJSa8ajpqgTpyoCudhPmwx1F/9Und2WU23GzSGmeQJnD3SXxiWqRqv9uvDiMTUnSdQFKHJ5uIz8CKXEb+TF3Z6wv/JPrVMuivgDq648FwZ91LDgpTJ7EHX3udtWa0drRprXvygnwXgXh9RlfCnu0wFRaz7XLnwAq+7LQT55Pu6bbD4+Axs/NB2Ou8ktRVc8IYR9Apqo9esbw3xOQ8bmwLlGpJkZZU+KmxTVS/14gL58sHaeqPVRMZMqqFFVQRQwVYNT3tMu8qC63++cm8Yf7lf71mhFITaWvGYyfiLdaBqorKiIUUrDKLQNHJGJKwkRhIxxniIIjQ2AUZV648YsUMQ7DnOVqA5Ay1eGD3KkGoAgD9fmq1P+MVJqE+nkBZCMs583P91utxg6QiZB2Ykhh2W+l5l5C2xQwZiElNRX+ZWPR0R02SBA11FRjs876AECBIVsMkVFhXFfwWH0WceOUqk2nMu3iTj7Hqd6eiKU4jMDTlWSjXEyimp58ppIuYjqeq5fnmBSFmtV/vqZ9X/3VQqdEWCxSSL9V4iZQyRmNmj5T+zoNdVH9Kn2ibE4MURMBVPnBRH2lMLIAxINkabSLed/yNUdfdTlcEKQrbrAypXRq1N8LooqFFUr0UC9W5/YoV+NpPijGTC/pG99D8AKuKYEcRjxAvEyWseaiOLdAK1YZMl0z+w8Xha7XO6RrunadN91GdARS4jaiw/2ak4lg8U9Q4f5x/7s1yy7CBhawBCNXSF3rmvpOImIq9aOv3b46VsKiI2IsZi16YQV7xLwPwEGVgkogHq5slCpkqbIUJMPVHX5Nb9K3PxgBRhJMFCBRfxS0EnET33XkitJVCUJuUq4yvqoZy/iCaaqdKnKnF4Or/7zYzwEx+/AwUs1WzWkWvE7A6yq4KLLniBy/a2BokFUZND07NMvpdsoRYDxTU+kpR+cMfcG9Lw1TrFp+7mEPOPFPhCyGoMWDx6k7fwwAGmQ/JJWg2cLmKSwkDowoxCw0FNMRQ8iELAgIBsWKfZG9CgXuuyng3NgD6dHC66AW82ja9myI4xxxE4tgQcZoq7SIhZJaiKw2iJZ6wltJsVqkHOdIpjRm+hMm5iRljtXBInJJTcWhgVO1ybexPpOmj/ZEwlSTULVLY25G9cMHpH13DWoZYgVQ6HIE2QHthlrU2tcRN0CAtgLVNlS/tBefC3Q8gTqsKgI8qq5WHtenAn+cA3nPslXag9jp0mp5gEO1+fjcqSeHAK1jvK1ChEfTcoseGmKPTY7EBRRcjjMZxlY0mwcDxDjP+RLarJXp25Bn2SLttXF9DZA7HhiqWyiQU816kVqxNSeJMri07ACLX+k2giOQErcRHOzXnCphHeufFq2WugiAY2P6gLUhJZqImKwKDjvcsawlRwzYRxtrSUKYNhEGtz5pp8bnUsCJAqAwpx32Ya3FYEANQAgR9vTYS7fXHwGhYA2MFEnOgvPCa6F8DXImITcoYLEpQbIAZV/WHeGtAAwcUw1YETwOdyMcIxiLhOmZIJ2cUFrznRF+SwlAmx6F1CXUaxMp9JkrTxOYbqccAT2zUuJ2yuE5E1/ojhfBkTaJBQPo+Ce1SdzWAFLVioe3Wnx8u8UDxwE4tFBNLdY4/VrzW8drD9aPFguLArKQZLQA83w2ZF7xqEVHdllx98vmZ3sBMjRCrQusYfxy81ohIV6J4yBBWoVhlkVa115JWqIV1xfkL/pTdVolz8uyYNmH7yKdc5h0sTcnpW8cwyqVNm54JUtCFjInNTRWujbpFOlf5DVaTes/KMEZBQj8wd0pUobOCwxnRGhWpM1HM0aF45NtigyhIXSqO3ZgPESOkOPYRwMgQogpVKZVGgi4Fk7oAChLOygh3T4qelwC5WMhThHQ3wkpfmIXY1y2zFXTzV8wGs0fx8YFyB8kNCw7fofakmvR+ekfD41SH33dNmjBhm4Lj9PGbedYZmwzta0h3SJq9M0RN608gSPXpQeNo7t6KKXbiI5AStxGdLhfPZksAhLKWHysHe571rxeLIVXSRvLlAXPdyIDepBrXetPrRu+k4Zfm+e0caxztPbSzIl46HuVaA/RrtWJGzgEcauCRaHTI9WJgmsg/fFDIyD0lNMHI8s/BGfG1QuZm+FxlfDLe78E6RLGhoU6FjMf+oe2ga/rrQi/mQDmDUJNk0N8XmYOcyBeRu2751tiWScU88waPlYTmG6nGAFmRXOS+ridYnzO2McibTL3QaG4sT2nTYIsQFDiUrcNbXvKartegLztwWxaNmv1rfn8/2Xh1GWW5FgSkDstqAgyEYWQI0hRUCuad3SrlbY8agObvw8Boq1so2UmX29Ni/6DeeNZgAHaOElYCSYGtzghGtweAkLWGq+6JBWzqGQODEQ36KO0ZJFD1PpSd8MGwXKmU9afE6YgNfLRS2oseD4L1G+up94wpDFsQKsGgfEGT54LXZza5uyRzL8iZ/zlZGU57EXYPYQtkCiH0rmCA22vVkF9prb5kuvQb2eO1Fv+efJxY0wjmU4dseS3yByfWSATLte6q8+8B3da9Z+etlpvxnJ/tsLCa2aY1yiSibSZ1bgOcX30h8NkjpW+vwa4FbedsODbOy37tzssHg/p/IfrrHDOaMh1ngcHpwHcQsbKaRTVRf7VOLcIpTMznLF77uw8cUrczsy8JxL6EEhZyI6M6YeTx6SO4eW4HGsjxhwnDEI1417CAEGN5D+tHWl7nHuF+4w1yd+RiBzgkIUk+Gh0DDcHbcIB4ZQPNrr15z5Nf/x/RoCxNfx5LQR/C1gnigPufZAB+9CweUMQZL7zpC0DkbFPM8aAuo5zE6fJQKDF9CnBFEmXeeS5wnOswrNDSO582dgNpx5Im+BTOFg3nWru+CrdTjMCTlGSErfTjNCZ+ApwSaSCFjFyJklAS+KniE6l2wzyFW153pKewyyOKpqq45ZZ8uvmz7/avJYOFhFLAzV2VWQiU0MtDXEbGrTkleestvHrVj22B0d8lkwWTdyMayw471csaa9wihILK8v6y7KgIBMRBEimV5EaoaWfZcHmkZzYh4WWYWFKQeWCIegvezmSJ62avneaP5ZgiApLAnUV0lMz/OvYFwMu4ClA5bxa3FrwOp63MX33IHmBQMJpqeiDW+7ah3578uETnRweF8gZJDSRzwWkzVef3XeMoXz9RMzwfXGNl7gmTpJgvhziumSeDUNYHftlkoJ5B3otemSbRd/cYJnHDpotmmTef1lq/jVTzEYRmED/cPCgTR4IIoaxxkuMjIfM4T6rPbzN/M9vNv+5E1a7epSVP3meNcweh2azAHFjTpBAM4xloAcU//XwiWhUUJUSN8Z2hLeUuI3wgLvTgW+4fHhgV52QsahYh5J/oFoOU5zrA/gQx6wxfEmFH25f9tC60XpzApsT7qRlA6/Q1ke4k1RPCmxy+wilwZEwx1p3wUz4nTrTXarROfXEax4qYCqD7jUx3Pi4yXqSEJiF1GreYJVnC6ZS/IQ9WR/kCy3WzRzKr9djDmTqjGWNYN5i+cQJJSWgIrjLfzjJB84KoueA/IcjMLuM4JytoXhwZFyTnG6nHAEeOanG7ZSjc4a+EJHRQ13kDQ2Rc9R0QIN0Wu2xBOKWbIa4lY8jzbAkiphBJ11q3tKbzB87g2MhKUhAVRZVFbtc1iNadLDfom2PWW3TZwGzBgv7kZpQWHuzrjHvkv9olUKRz1l4SD3iiDJxqhO8da/6XxoPfaK+iTjRT/1n3xpES5/ov14+pFGg6ZyAqyJNfK9FDBFzgRL6jra0wIXJnFWNQojUhvbX4udckCTDP48/6p9D/GqYVkEPjpBmUceJOEmjx8c6HJOIAEXmVfnOiQSKu7nI1SogwybNJMZO9kejFkFIjxct2Ytm76HNFj+y3ZKdaM56eGgsG2v+Ly8w/+oJlowJOSOEE/Il02xM8IJfxH+tDM093G+Zr60x7xtbLDnWa1VMo8UlYyz38YWWnzO+Tty4rDLHSuMWOP8dXTKAqH7TJ73SbWRHICVuIzvew2eLccWQJqyutWHthiwOSIEjC3HJEiwLSf8REKIBMtAMcXMLmH1Yz7xXFKOCffS3IhMRUS3IsH6zbaypRogA2nMwUPKaLBba30Eo55XA54S+4c6kv39oBAW7RUMAAEAASURBVEBP3GYQxBkwBbtlHMYiLA8yB91Q5FLJ/NntDGyRkSzyjIkR4iHMA0OWFBFMUQpkPJQCEmjBOuE+IFzHeDh0UgHpnJtIFV9r5q6ZzAhZXExw3ckPEBQmrM9IDZBurz8C3L0INSlxe/3ROUOfSjZBm8MN7xw/IS+OnEiyRDPjVXsteflBXs+yAvrM0BwlvSygHOC29DYLpp9vXp5FBUGI0NDVHOCh0Oo+arUtj1htzz3WMGqyJfsPoewCBGddZbb8Y1bMliwHcEpK9QDUBGmpvgGSvKmTCr3jJYIH0Lq/3A8oGP1zm8wfTpOGVgq/OpktvYj+OLIFeELoZFpNFB2L1K3DQ2nuKmgECWJIkLo8fCZ8adWUVqPaz1Cw2lG3ewFaK6I6y8a1er1gNqQPLZvMydZ3ggcBpCzfaF6hmbYF3Nzc4nvo9wQcUtXLD8aHLAYAeFWSXQXt34FBK69cb/5jB6y2g8APNH7ZGsBzuGSlSQQj/NYFmEonYpKmP5Iauf4KkmV5wLfcpgELXmRs1+03/8X9BHowH31lK/dUbWghvoe/s8yycydY0FLAPIuvHeYFR9wAQ+GZxlNjkJI2Nxgj/iMlbiM+5O6EMdHuw8RNYlskLT4v574+eBSrwA4b3PcyD/IjiGr1h3idp0HU0FzHELEIfPDBhYCX5RosGXuOeZ3TzCNQy7Lt7CNSB54Jc3SwGATn8IiiB5jOzIX/FJxVgXFlME7WiIJ7HuCf1g22rjqAULvT+iHWrZ+43oJREpbRipLyyAcLq8/vtKFndpq/a8AKCLMhGK5EsVVwWl7FGflqg+81HxyvgN3tWDuumGr+iqlWmQ4+oiktDBDHKryHhLtnzU/BeJ2JLsoXMCVuZ2LkT3lOaWC40Z2EAhmSbU6kTUSGY3yIW7TpAbOXV0FmIEWtbZCWIUjEIQvm3mDB7Ksxe07lEEAN4iKzZ1RDO3XoZYu3Pmpx/yHLT11o5c1Po7SCRMxcYd6KX4K4gX0sUvm+JSXO0XMUAkLk6hD+DU7lDbXAj8wa28xvG2NB8ygkJGm+hnPN0bnqoNngCYsImoiKvMrdFnG8b03wLlTgOPf7BUyajRMsbp9pcSNtoFEL+/ZAkujfUK9ZU7v5GfYBZysDA3zWDTCzyDl3wP5+0ySrtkzBLAJwc26FlfvFY1bdvRqJsMsyY6ZbOH4+bY8BqLm55ZwsUommL5bpmP0DyBMyIcfz8OhDA7jmgB3/q+9Zy2GI3uROC9tHWxbfNlu7zwab+P2pC8y/drL5zUjwqPlDJPkKAFQ9gaPzw3vM/8p6q718wIJlEy2cNZ1x7rLKE7stWtRo+d+9mHmZQOAIwIR2tCJTKdo6pQ1xGkXdB2Jtmtx0G/ERSInbiA+5O6EizIUrWqMS+iJPPqo8tKVh791j1T1rrH/rs5Y/ug2dG6RBEaGskXoEI6SC41CrETSPXgdBMA7Ya+xMC8bPtWDiYgs6ZuLJ0Ez7aNd4yPEGKJVwiSafHJYpcXPT8Lo/NFoVYSvjWpAloz+x0mYE2m9uMu8LL1txMjB910fMZiPcsk9YYu66gP97X7Li3WvMHj1mDRwnH2hEZZxhpIxgrhC5FYymtFYxhC+Z32DZ951rwXsXWm12k2GRtUIpz3xKUE+J2+tOzskPpYRIidvpRuiMfMdi4RZXOgunRWIRyXdDCymo9Vll0/fNg3glOYAI7VmIs2j54CYLxs02b95NFk2YT542SIZWAukrosoRzKQrzdv1JH4JU81mrbCBFz9rmf4hy0Hc/Ms/gmmvyTK1HvOQcGsEPVQOYC48uNm8LkhVGc0eRCVpHoe5cKaFk+ZZZsJci9umYN1AIyWJGH+4pAeN1cFtVj283Won9kHikJzLRFgmg0Z6HsvmW5CyJls0bpnF064yG4OETEoT78ALlqz7HsdDgiBePoSwNjhkQ93dVit2W4bI2LChxYL2iQ6YM9OXQSAnQZ6IRC33mB1bb8Vnv2PW9YzlZ99ouYU3kMJjEZIbwIKGDfc1AAZCDHGLh5PpIt1VccDwenkgvHDADv71d61z2QxrWDQLktlgto5xuB9CVqAv//1ciyFumfYsQIaPHuMtjah3AvU+ZtXyU5ssaoXXXsgDY/p0q317ncV/8qyFV3aY94lLzJ87HoJdwN8Q4sac5nDsFXHTgwdEY2zF3Hjps3Qb0RFIiduIDverJ2MlOnyT3jlBCybiFiNIBUpZ1LvDot3PWXnT0xb3DFimZRSCIpHZaLllwpNrhgTagFfosRbLQ1br64EHEmXfwTqddiGvC8ALLAsSkHjI1deWiBsSqtO2aeGl2+uNgFBItICHkHOpidcfs+JT+wjY2oOFAcvG9GYL/vG9VlqEJYM0SpkqQnUPWjm0bbXVuwmCG0S4RUinDWmGapBuafH8IZ5q+3FJ2dwNny5Z7dwOy96+2MKbzrFoNOes4DeNpSNAaYF0/XpdSz9zI4CTENa0OnFbUbG5nZismC09Rlw0CO/0L91GcgRkQMPchmTinHflaI90GmHak5QqH7fy5vvRuD1ptSySzviF1iDNERonv8B+c2+1ypRl5A7Dg63CfNaarVLcZ9UNX7bgwBorjLveIshN71OfQC2NSnvGcvMu+0VMrqycyh4W1f2QvCct6e5Cu6elJ4dUXrxTPFBMlQXLdpt3zo2WLL4JcIRokRvOpGXbv8kGdq+z2pGdaLqL1gQB8zJoC/lnFUhkGXKHGrzSAdlbeJOFMyA1WaTiQ6Q2WbPS4r3PWdyA2p1jfPm41bguoFz3YlQmcAIAqHa2W8scNGCTbrBayyRa7rXgxBqrrHrA/OM7LZy7xGzx9Wgdl5JrCNOLVHc40cp0LLU+TI4rQWLHxFqWuZL0HrmDaBnv32Cl90FIWyCXG45Y9e51Nvit563Bb8NPjTG6brpZG0BVClxeuSQHmezCRL3jsPU14+mxYBRfN1lhD462n3ncor9eY/6VBCX8zqXm4+Nm0rgRPiXpM48Z11V6wNTjHijOnO1WHdebbiM5AilxG8nR/sG5IqwByKEIVPhS4aJRwSm9xnrM2aBlBnaZgQW28UnraZhu3vyLrHkS2rSmTjCQ6GwldRVxg7QllQHitQ5aZecmK2y917oVtT5+gTXOvgzLwhLcEzCNgh/IbXqo8XJObz/oyOu8O/kE/KEnnw4XBtZ/1v/64f3q37kdhHdu0299rtfwZ+6L0/wYbud0+/972jvNqU7xleRHuRfLZcTfj7/ux++1wVUHefaEGF1IQD69w/J/9x4rziZRU66P/OKxFRB2MeyAp1hWEKgBcS4ZfFPwAjmXEiwVdpjsAffvtNL/vN9qczGtvnOGNb37HCssaWHu8RHGRcarQKw1R2B0up16BGSRg7htTjYsr9q8US5zFwPHrGnc3t7749S9Oqu/EUGCPktC0TzIb4v3rtQV8+FXeqy65SHztzzN50iNMy60YMJSq61fZd7BOy2Z+58tWvhuCzCh1owoK/hSHkKVrL0bECPlxoIriTydauH9n8QvAR+02SssXv6LFkDc/F2PQ9xWmh3Z7KJ+klGTzJ+ItqltBiQHcMV86h9Fs3doHefGP2zuFRZMXWGZ/CQLju6gD5+zgRNHLGjrtMKU+RaOmk+HIWZI0cngMavt325DW9biP3bUMnMuMn/mVRCaGS6hcHnzwwRd3I2D8VQrY+oMJ822xs6xkC4k7eKglfZsgBi+ZLkq+dGmYmZd9mGLMJni1op0hxQ3cMJp1zx8XWLAJRJ48EBQybB6XjvGUuApac690zhrA5yQ9KyvxHUCGkj/yctdFn+HMfjGOrSamHl/8xILrp5qSSvXLD8ZpwGFjiq55BDGAIAravABMKLfjvH3Xz5l0V+usRjiFvzupRbMQ1PZQrsy+Wp2hYryIVEHeJiISLrIWqd+c51Kf4zQCKTEbYQG+kdO46IUpQBDMHM5J4EypxFH++z1HTH/lRfNNjyEoMgDauF15qFlTxrGsFYQ6niwJ0r6iBk0CXEH8YlIHCSYYTsC0/ZVlsmFlp+F8Dr7BqtmWYMKwtJaww3E5bMUY1SaIAigyvTFmE79UPkjsR3EbZgJcQHBrBcipDqt/dAJco9BGHHhkFk2VzmKKqrJSoRcJiTozkW4k/hj8N1C2NYxWBiQZBHwMM9CaIKa0jGhYYz7Oa+ERzAxU696I0TgpPjiQ3IIIquEwkuawz+YuEv6C4DrOnkWOCtMJo/mUb5jfE40p/qj1BrCEVWRqSlNE3iklFBGhR0ugMawLuD4L8wO5T7iznCKH2pLuShXY8n4/l4z/Nbi4/stamvBgoIgfBQLxjRw7u9uNJsPicspg0EV/zXGjGAtCcR0BozDn41zVbHElHGRSfoIAnvsuAV3rbb4xfWWfGCRVd+3GHeSdoNbW56ABS+LgkDJ3oSD0pKm26lHgHny7IsQtxU1iBs3ggbNETcmUDOs9+k2oiMgLl0nbpxWzMsRt3owgF/ptdpWiNvmVYACi2MmGp1pl1q8+Rmzbf9qyYTrLF58iwVjJhPtQ3QQfmOFzU/xHaA2apbF516DKRKz47c/QVDQEBq6FRZB3MIszr0vYW7c8iSaLsybU8+1ZNrF+GZNQVPUxHqCaFT7zO/aipn2CbRjEBMk2nD+jRZOuBCcArz2PYyfAr9bOyyQk7AIHUDIigevMNdizi2ug6AdX2+56UssO+da8zrmYCKF1G160JJd38F/jsWMKdefttQybR2AuSI3h/B5WW224wkLcFqOxk+14IKPmnEOEBfJnb4J+LhXXT09xsv5CXJm55x8kqLx5+k3B46YYkTc7t5i/jc2UFEB7eBvXgRxm+KqJ9Ais0NUD+uElQJA6W/5zxG0gObT6+LzvyDP3l+sdcTNh7iF88a+Stz0rFKZLdDVzbHMPq4NF0WhFtNtJEcgJW4jOdqvORe3upQwjrjxsJZbSELOSecS0n/MgpPELUkOm7fkFrMZlyGQTYDQsPpYp1XWmqhM6OM3lRTR9lAJZvcLFq1/BF9aWp15viULbsHVYSKmPIgZxM4Gaat4APzZD15BrvChUFWACHOf3wSpaZloSdtCBMJJNACW1EhSXhoyf+O9nIlV3okg2zoGDITMdCFAw42kUcpJo9+J60jHNNoBsyBWij5XFQAlDA+wXtjR3VY5sRs+2IsBgAvnvMnoc/D3HYVc22/+gU3wnlaLZ16OW8V40TmHC/GQ3Ff2YwHZg+8fhLHESXlox3nIaAt9aZ8ED5yAc1gnxLLA1yUiPHEv6dll0YEtVuzjfG2M20TcZ9om0q5jyxr4198getHRog19b5uV79yCUFyyxplt5k0db9UdfRY/ttcyM3AX+dxtFk1Hmwlxrudkg8xVcly3xlRJjuVLLFyETEIY462M5ZcRhu9ab8ECgr/ef5HV3nWO1caRM5SBzEPEVeHGR/h1pm2lW0q3U4+Ao2cpcTv1AJ2Bb94scVMm8HjmZZaZfgl+Yiz8jfcAFjhbLbjBvGkQoCaiK4+/Ypk1dwNW+yyZer4Fi68EkACNb/4OFQLQyM2DuF3+YctiS6g982Xzdr4I+UGqnYTJcfQC3qMpQqKSVslnMXlDXZYcIGXG/o0Wj4JALXuX2ZwrWXQFTByHADwWPos1QtqSRi/Er4EVDUiSxuTETqvseN4qXVssM3W+Zee9AydiiNuJY5DGByB+95hNusy8Be8yb8oSUqTh04LJNFMBrA5vQKJ+zGIAvdw52fIXfdQCgE8aMn7UnZV5p5xt8DY2yBGSqpPeJHW+me3/L3FDnHdgJZN1StzezEj/xOyTErczNBVvSNxWm7f+QQTGo+YtvtUJp0l+LIoYtNxgUYUclEodEiJk+gNdkI19Fmx9DB/b7RAaiMacizHHgU35NnDpiHlHtlnMKzq2F+LFa4Ak23K8lxtKHmEtB4Fom2bBNNw3Jp1L/rI24IO8jP2c/74/x+UEDBqLa0bneItpIzkI1kmDBw8K0BT5Y6eYTVho3gTMs+1TcOsgMp5rzA4Q5LXveavuxYVEx2HaDRHywioR9ePnQNLG4fuFD/Ee/GLHdJhd+PO0NZtjOZi0G5UjkL3Dm3AD2WF+N+fE91caLWskgKttHFG0U80bN48E6gsI+JpgQwiFWYTkzKG1ZBF40nr377P8pLmWm4d1BEuGF+ROP+FgZXysaMUHtlvp0YOWnTraGucT6NVQsOpDuy3+wgbLzcIP7c7brTIN4papQp7Be1x5AsoEqjJFjKYxI/N0GfKFxcKISI0e2GKVL71k0Z4eC2+ZY7n3LLNoPqlbCgqig+ShRY0gpYHMpRq4lLiddp6QX6DIKXE77SCN9Jdvjrg9jfobwEFCy2Mu9YfwMVuPNusYwDX9UqTNq5ECkcj2vmTJs3dBpvDdmr2cqEe0Y8V+i7/5KYChXCdul36AOpsDVn38LnxLNiIpoZrHrKqwbZn1XPUGpCfYEZCBJIkZwaoASDMS3HnXWrzocvZttRy54pQYt1pCMus7YFlIo9cLYZM2Scl8ifq0nkMAYhfEDAlw7vUEV8xHkoS4AdIJxM2bej1pTX4OEFxEqRXKUBFE0ECbfjdlvgiwqL38hFUIUshf+ksWjp4JSQM5BXJia+JnkC9tCuQQvoHOJ4mc+/j0P1Lidvrx+Rn8NiVuZ2hSWbJvqHFb/xAaHPxnZ19p4bi5aHea0LYhBErIxGyplCI+wU9J9xGr7NthDVtWYoIED6bMtmTO5RZNuQT3BbDs8HoEvtUW7duOu0eP5fIQPmnl6YMwQ+bSGkKsckeG55yPn+wKyNBszKFAiLRd3/hjfpMHE//XuA3BmHP6+Oz6JJFVgnTrp1RgCLEbDYmacw0C8oWQQVxP+vss2L/WKq88SAT6XuoiQ2TQxlWwhBRQ+FVFasDwEP/dgGh8mz7Vque+3/xRM/ERxlR5dLMN7NgA6dxr2TJph2Q25vJerflMVK6E7GDsLPxoLzXDSlL1iPqHHAa4u0S7V1nxEFVcJs+zYPoF5iPo+n7eweQpZ13jMoj5eSdpp3qxZkyfiAUX0+k+TNFf3GD2zxu5Rsb9s7dadQEEmUj5QJhPVYUMtawYSa5RRl0sDzxfPCM90yYsGP/wlMWP7jG7hPY+cJElV81Aw0hWA5zsQ02EyF8FEueifvk7NZWecorqX6Sm0jcYoJH/+s0Stwo2gRpmxYaZRFCpPMmGxyzZ+j0IG8C17A7zRhPNuI3o0zXfMptIfjfAzCNq05Dc4nv+EADCz2LucqtddIcVDFPDyi+aoU2TX12M03+xcsyRH0WEshadEMSytDJCG6l7LMydazmk4XDhOxAtW8kNB5k8st6GAKm4r8vaMAFIq1diEcYs0Ayp0UMcXL0cC3r6YsCVQIkx86w2cAzzJBq3PfdaQNBBuBjiNna+lZFyE0phFSBwPpFmMSbiKmAed04wb/l/spCo1FBgJn8OANi9RNzwX5GvBbDgzCoCBn39hltK3N5wiH7WdkiJ2xmaUZ7NpyVuco1grZcR/mpNmA4bcFlgaYdoZ6oo0ger1LrM4CxP+bmEFCLlgV5rJmGvP2mGGVYEb8YKBMsp7Ljbimvus/Ku5+B7/ZSfQ9M/E4GxYbwLinB5Hbt3mYd2SonNvc5FaPyvMpt5EYSFYAgE4dpDf2MReSIjpUMiVVB+3BTzJ1+IiZL6xZgwo61E62OBqGJZ8BbdZJn5+OQVRiOIbrPaS/fa0HG0aY0kl52I5mvqFUTTL7FkaKcNbn/KSjvXE51+wpogPjVcT+K577DsBDRSQ4ewQtxNsNfzYHsbx54HZl4GXi7AdQVt3YktnPdeq+15DvKW55outsLcK/G1PQdBuYFMALi7kKA9ruD720KAWgEzLH56OQRw5zt9mmlX1ZuqBHWC0rK40GBvNduEcH0nvmlUhbHF+Pbd9V6rzG5yBA2lmyPRSpPkBHtM3hg+8PIBm5HV/Yd3W/J7j4shm/erl+HbdoENTsRcWulHYYD20WE32k+q8uCkB36D1xL20+3UIwCDTzVupx6eM/INt/eb8HGTxi1n0czlZOa/EOmlw7ztz5q34Rvc9zjcL7nNvHaAB380w9fBm3ctYHQxvhAtLCZU3vd9mnxtaNzmXm7xJXeQ5BKzwIN3WUy+N48cbT7m13j8UogP2q7qCWcmFYmKUGXHcrQlnxwogLoejVlhFiH8h817+U4bQkqsQvh8Ml83Zsj35ndYb+NoVPsko8VZ1t+/08qAnT8FH7YF77Rk1Gyk4AMWYeYNDqy0cMr1EMGbALc5LoFwgmQdlkGG3p2YSlda/NJKsw4cgSFuMinIoViFjGsAAFBDP3Ff1k3NS8Xb5Q+D51lK3M7InfyTf9KUuJ2hOXqTxM2ZN9FKReBTEndRnk5KKoSySifmSyIYeZ8UWOuYNpPR+M3igpGAHdVmfHwxVzbGA7iJbEd7dIQLxQWkY7xVCGqKCXqK8KcyKgPku7dZduP3LV73z2AZmDdvOULlcqLIp2JWJensPZ8i/yXWhDEQwVkX45pyPsRvAljYSOpKclXuW23ZtfcR3foA1Ws+ZvnF7wT/0Mxtec6qa/8esy4+aNOXWhYTbNCxEKyG+AVkBziKJpCAsGDnagu7qbM6YRrE792u/x6pkYIXv00eTEjlTAKcZlxsMa4r5RxWFK4kU8VXbz9axN3rqdqyF5JJlZaFV1p13FL2aQf3IkgREbryOZbHGdYTVeJR7ReeLqeddJnhFBSimK2IKF2XhHfngEX/8pLV/ukls6Utlv3iz5uNx89QeTRxjfHYr4YmVKUAmQ00gwjPigB+Gc3hXWvN+xyEb3mneR/FOnPDAitmBq2BMoxSCMgio8oWQWMTlWV43tD3jATwdDvlCCiwJiVupxyeM/PFmyVuLtv4rMvwFbvESgBJcHAjjrT34de2C58QAgsaMCfsfAH1ONFAym027TyUUZQUkXPtvX9s0SBFn9C4ecvfS1ksNGMP34WUiKm0ZbQF+K35JPN1ABcRxMA/SUQBEUoZ1QOtnaCtEiryMSjochbue8HiF+8kygpEJgjCJ9I1LIyzonKn5Zsti/tXth9NHCH+pf3riBpdYFn54o2ai/sbgQvr7ycq9n4II35vi95lHqRMheUNcET1R6TTLrOdj6FVhLi1tFu84lcxTeAjgrlEGdcjiJrGTaAUCEzQwglU9InInIS6N9xSjdsbDtHP2g4pcTtDM/omiZsNHHD5HmMc7OMM7h7gjyqsVI5DVo7uQgNXIYodwXD6IrLvX0LBBAKBlN+RlErCxwCXD1T6aPoxH0IIPMhapUeaKNw5cKdIqGOaxTc3JNgqgURZ0zSzubia4Dsctc8g+Wy3+V//DVxRhtDiLTY790awCXKHn3BM1HpNpAPf3fDJr9rQK/9mtuRjljv3JiIk8S9eD16t+wP8dm8xH6zzxy4EQ1vBKjAU02pSgtQcwKd4y2Ng21aSf+PDd977rdY4FjK42byND9J3Ivkn4PNGIFaSG009V/zpOGcGQmqDRyw+gfWkG8tIloCzxZiHZ66wauN4sI+0Q0S7BjWsHmi+YiUjRtD3qFLzRsQNKsV/GT2J2We8A8itbWe8/mWDxZhKbRFpj+78INpNRZFiTWEcKRNrVQrSS1MWQsKAXM6bsdLjBEl8+mnLHCX6//ZZ5r2HLAWLJ+C7XLTMEM8RLDfKi5xgeg6oGV3MKEUvwjbm1zeF2Wfo9j3Tp5UxOiVuZ3oWfuT8b5a4uSziM3GmXbjcSkRPBT0HzSckvrZrFek98HVQvbnuA9Qx/T/tnXuQnWV9x3/v7Zy9ZTf3ZHPZ7GZzT7gGRAJCUEApBhQlqIwWO1Nn2qnjjLWtM/2nOtVOZ9o6dep0WhFBQLSIpFKDEQTBQLgEQhKSyWZz2dx2SWKyyW727Lm8l36+z1lSxyGbOCyho+eFkz3nPe953+d9nvf5Pt/ffSlE7DrLpi/VlLSoH+L2339PhQPyqkHc/Pd9wkL8LgovPGrerleRdjBNthGYsJBIrikd+GIIbAgCYEKGheMWnuwF+JA0qfeZtXBdRXb2rLfK+gcByokWKlhiPho+Un0McN484fS5U2/gs4F6nzQm8dEdmEQxc2IW8KcCZpg5RMjSfWssnXs9AHQTjrQLmc0x4Ih5oohtZKDHvL2/tGzbE6QF4N6u/QIEcR7SGkAu0wHEzd0cs91TKDph+vK4kORX/eK3OvmtPtaI21v1yu/1vhpxe5eG91yI2+YnwJyD4NBK5zeWNbbRWKwMRGaWwBDb8xxO+wdw2WixgCj1FFeQkCThTHtYBMRIriREWyYQvWCYSFX8yFKiSf2+nQQnHHTCqPxoAywB4UnI3ImDuGHMQuN2lbM4xM3t5MAkkv7hL0D8iJ5ciLvJpR/F7IkPmgKm5GOMT106gP/asz+w0o7vkbrkcxZctgqBl3qpRNDbq1+j/X9s0aUfg3xhRUCgTEgZkpc5EJ86O7wDEy2YRlaAypxZFrznUzSe8l8Eidmu9aRCwtpBvs6Aa8GQiIcQgrNs41um4CsFjmVyFWkmkn/JVZDOGyF+c9C4BUS0DtF/EDdwLc4hANMfqhrj6kdzljNuHO/ODa6neQqO4V+XduHjBnEzNGfe0kbL33OHZSTiTeRDiJYsKuGj1oBrCr2qHJUe7cwOF63wP5ut8sWNVn/DLIvuusi86+diMcEkqnYoLJfbYgFhvMB4AitKBIpI0BZxq21n7gHUEzXidubueXe+GZ24YdLs+rlLByJiIvNnJhU5ofIBTq62fyPRROssGOgDrCA+AFd2EVq1NrRtzbP5BZJYf4+lj34VEEOSwlTqX430hA9JSabWbajuyclmTTgCt3ciLS6DgLUjKeLXUKTKweFuUoGQrLZAMAMF7XNzL7V6/D7s0Bar/OLbyAHkLZoJ6aNdHpq3WNUSDiNN9gK0h/cwmXmR4dyDuHkLb8QJGH8PgiXs9SdR+z9icfv1FqFxC/HzSGUC5Xw+DnXeSYjbnl9U67Q2Ygq49otOCgUBYGoETAwRbg64enUEVACaRFcA3IpQQgqUQ/O5bGcibl8mHch1LBrNkEMn6Qie0CTqk9KB/HZU6T+tt/hfNpnyuNXSgZxLx797x9SI27vU90yeUX3clA5kC9r1dDcanlss61yJObSDxQpzH4QkLR4hsv1Vi3e9jB9aL2nVCJRCUxbOvgBu1+xIgPysUiquVE72UfKviyCFPVY8dtTqqOiSI9VHCcJThDRE5EarKzGjT52wMlGj0VKCuAjwSpva8J0jKvSxv3ZEMMAlJbiENBj+dKLwwSRMhCkapmRgtwUbfoRp9AeQvj8zW34ziWkRJjchjL78j5Yt+RPLXf4xUiQhaJJeIwnKBE2g90pgLUe6SdXEcTuet8FZ8y23/DbK6kEmd71oGf5tCdjoEgh7wyC3cIzrIqw68oWA7VKo4IScgdE5fOC8tvdh4ZgNJpKyQ77FBHfAv6ysaFFsoPJxO7smC9Il8obgryjUlATrWTdBZt/Bx+3uqsYtvPcOizvQuEkvJ+KmZOn0h9Iw6QIea49tOWzDD3MP/0GZxc9dbMFdrCWXT2ZQRFrBbR1Luzyp5+RTh0tMkuOajNvZ/PDepaf2/81lM6XFUQLebeRxW0QeN5dpHidCdSg96ti6GwnXZPbXtne8B6QGreZx48FGMsE+AEBIgcxbcqnFXevMp1apj0Yq67zc4guux8eBLP2S1FSTdBvRmT0vEYl5yEwVDlZ8CO3UXHw+UN9zjoYThKX/+KuYIKVxQ0pb8WnKWU0xbxDt3DYcXsmXFpOXzUfaChshH/hVJOQIKmckqeWY8PAG9s1F5U1gAmAZjCMwoRdfi1/dw4QddBUd0nHT0PpNZZI2Q8wOcO4D5FI6hnRbcer1ymzyxC29Gc0aWsABtHGbHzPvwFNI1h+waBkat+nyccMRmagkSg8TUIHKfefj5Kt7HGfb6VZa+SXLkSA4X/41eeD22qkd5FwjgjU/fToZ0xeS36jDCvkZbqwaVFZLQHS2zRE3wHg7ZuA1XeRx2+LyuPlvErcWSBqSrOZDlbhhhnW+BpgikDxDzAp2DND751+5PG7JbybgbRGRJDGmfu3yuAn0hV2cQ6W3WABAs7O1sPb9GPdAkS7f0p+z7+7J2+NvVOzW9sTumJXZCtZ+jXPqEdWItkMwCT+vbWPVA/T7/xE3yIgWccyHSmKbDYITCk7YTKS5N2AJ/rpx59UuAW9ExGQO1w0kTXCFmsp70UohqHpHwZAZlJxb/mGsBDJJ4hsbIJhiw1MQQNb1koVUaGG0LZp0NamG6q1ACosyZsXGhglWT/BBBcwsY+LM4d8Wzb0WX985aOEIPlj7t1bGHzgA63LvWU2biBh1mnzEYLmCgG+l5/7Loh3ft2jx58k7937Oz9zehKD58r9RYeazFlxxK5iE6VXVY5Q7jlJ6RXDJP/KaRd1PW7xzixWnzKeKwIcoDwgm7H4NIfVFgiHAVsy25an4AtM2H/eROu4/ws84I+FtFiFw44cS41PcAOlxpmFIW4aFRKbiIsJsHVVe8GGhwzErO8Fz9EHUY+7y4JKiIyIIRBkEst0nLL4XjP02ediowRzd/0lLOxCQR3zmfFXXKePdhgYzg0gGA/T9UzuscvfzZt31Fn72MrPVHWA+pmsKzGeQzsD1IU3Tb4goDTX2mmf4ytHM2jZaD8DNPHvo5Wz95Z5dPDmzRtSpjH4VsBhoJTxkKeI/WLK4nOg7JEIMgP95QPieV8hA1Lax6YGqtKO+ZnGHRGsi0fVESDMZSPsR79pghZ0bicZhUmIisEU34EiLX5nGhcoGadfPrILJNCUpZbD4DgtJ2RGTLyiDIARxAR83wszXfcNSnENzJLasu2I1+YTmIc/hZ/Dr7eRp22qVQ12UotpGIscu579A9RMrNjGhx+NkO77T8q0XWIYWz4c8BVKXk/Ax61pvCcSx1E+S3KEeaqXSZjDWm8CLxLpePZIglKfUvxP2SEWCeRC02RejyaOsCgl4K71UTmi7zeoXf4Dwf6KnMgpHU2s1h0ScYhoZ3vG4DRNJ1dhQZ4Ubv271OAs3DmPe6H3Fjj/3mJX6NlLqZqWNu+gGtH7LXbkcHk5rgeyeiwSXSDuHdi9DUqz8GCD91sukIWqx3FevMe+D+NxNpx1IsWA1Dz7F6WUS4Deqw6cSJHlMH+n+YSt+8xlLvrXB8sunWUyG8agdR+pG/EsIn+JwuoATSOLWhNLgSnpyrEAfatv564HMCph0Nh/P24P76u1nb8S2CuK2enZiV45nLBD9pbGQI44ncl0bnrEbGvoz8RFKXacCLghEKQ70OHKYRyohf98Gi19fx2cAZNktlnbic4YQGYGBuYrGpI7fQABICJ5I0Ny+nl/i/0VEaTZ3BdGXS9B6QTAGtllx4xrz0F7l8AMLOz9sldbpVobMxETi+6TnqEcL5u3nuNfwD0bDX7+ANCILV5JQd4HFlNMK1nwJzRfariVo4q6+E8I5CQwocnnmMZGtXqHPys88ROTq/RYu/aLVLbvOmTJT3D+y175p1v5RghY+SK418q1JuMOSUCHZbonyhcGhFyza+UuiQ6kPPZnyTxd+iOUXnOnZinD+HEIqZAYBOUYDWG4iKAvhOZ+eJJgM7EkbgQ5MshLsfdJqACYeCYOFKTITp/Lnw+c4nwNr6DP584USQoQ7o2x6zB2mseq4IYIkpt2DVr6X6Ni7N1tu2XiTxq1CPjeP68IZ4QyQOOYSVbMhzWhFD9Bfj2y10t88Z+lHZlj+k6QjuXoafskj3IGxC2i3tlR4yMuZg3VxPROjN9H97g/6H0ivZz98MXtoSWTXTkttcj0TR3UxAazAETe0PyzM0jCoLxWx5wzTaAq0J1UaCqmb8SmqbWPQA9IMMbHdok4tkESABnkD5jARMCmLhKUf3WeDfT1OKdqo3EEzliI5EqnEZAgJAMggb+U3dru8OCHfhW3LrCy/MM6TL2NmGNxjA4S/p5hW81ParIEcPyJVQ4BQhCNqqLqjR3SevfiFnEDLR3sgFzFJKmNlDueaARm7MyJZfU1SqfBxAM7wfVMizJhKCNlwgfYSISTVfD2TtRmnYYBXOZMqRHkFgFaEj5pHeDuurVbqZZKTmDeYiBZt1kILJ85hLrdYOckBuEzwgQNWhFAWj3RZI+VpyhfeiT8ukVTSuJ3cZ0NdaMcG+i0/rdXq2haRTHMOGrdWQZk1kKQT6Drr4DjihpRp+wCpV/ZZgYLJjU3NFr13AVJ/q8WTAT0AW9nQNW0kNco/I0FC1nhFtDXrLZG4cgcRaj3WMB5p+DPUP52A+Zhkwj5zxW0CfHG23wDQGk6ddXjegQMy0kpktuV4nX2/p8Fp3Fa1V+x2iNuKiVxOmhGy8hOjzXCJXNRGaewGAZ8oXBhSUmioa6WiSgxChKYoGOxhDj7rhDmPFB7hkpvwfb3aKpgupTHKQbQQm/gR4wGOJAiY8danLOrptmQSmIRmLFtwvVWaF+IUT+Tl8w/jrrGJ9EHtaMM+bWWc/RO0Qh6l8sISPmT9PRbvJt8a/rc+aY1yKse34FrOtchSouWjH/8VuIsUugRSuOJOArLIWYlzvVBADv/+YJ8ZxO14z334uH3exhEIFmCtyLqfpWzX1yAy4CsYa3Mvhrh0YH4kH5zuAcuH30M6jz0vodnDTDuj03KX3IKQN9lSpWVC41gu9Jg/9wYI5wrSO3W63G9agp3WcRDz5dAQPmi0BT6YmwjGyqWF6P/MCRvgDJo2n2TFCT5kKTgeOtPk6KMopOSXkDeGhg8++dnKO4cs/t5r5hNZGi2ZYMF3VltlIXhH5YoQ9Zzvo6JGqC0GrAPw8fw2fIy/97oN/+tGy/4CQvrpy6iYwKQCXs8BikdvYO1bBoXnd+ZD27PPzfXt4+0l6xiHIyejpUR4ASVBhFUq3YFswxv2a9HSuqOP0hqEInYsvXI0rG1vvwcccUOD5fpdYAbA0d+S/RVm7Yskkf8mVW0+6of6dYRYN7aQK43FBb+BSGRbPgmYLDMmqkdkqQf5iCHj0n8HLFQe5CwZOoSUQ2g4UqjXwISHIMZ1XEPAyTGZzlHC9wwSWZ3GjDn/ZYpMIpTeI++QcvY4+k5baVxV5Y3ElynLuPwYnJOJgwB+RxoRUntolxXIt8S1jbZT9Z4Tc96hg/g4QMKo1efhl+KRMylFKq8g7YUkcAowD6g9KaYSn+ta81yujZDB/Updn+Cfouv6Iz5uHveRkrpEi68iTGkdr7NtHIP/iJXobWX7PowpowEfjylNVsFMmuKbkivTv7pfd17RQjbAUKRPY+WTpy7ld3Ycgqfs7jMFnLRTIfOOqHEN+ua0HtWdgHPw3Ztvdcradh56gA4v4KO4pb/OHujO29q+ot0i4taW2VUT+JIxjkmpEEjb5gTW89CmP5RLgDcJ8zYTcZOLgNYam0CXg2mnEBoJdkq2Pclcof8vIG0QxCVpnA1uYN1B66Y1J0Wr5KHh8QbQuu96wWzjWitq7SIBb6QkujPw+SocsXjDI1RlwXWESjL+vJWWTbsETRmmPeENQp+htUvxf7Nj1NJswjxAkvJ0/jUEKkD8Th4we/TvEHLBSjRu3pVomkKEOTDU4/ou9xhBYR7EbaD7XvMwi9ZdeitCaitBEETob/uhZX0Qu+ZWs9nzLZ0JeWuYiylxP9eEnOEb7COIA3aWtM+jEs2tELT5RKpyT6/+1AZ7N1HueQIuINzTFDR249phRePRrIHv+A4nx/ZYmZxvacsUG7dwJS4xSyBxaOKIms0Ge91fH6HZi/BDVvJdNGRnUx0LsV20LL2bh70lVL8pkw7EHthi4Xcgb4vwW77nU5bNl1aP8SMs1Pcwx1ARYjgkIfIQ5tyNWDkobxXfs93sy6R++syl+D1D7jCL1ra32QNAU6nE+nrJg7uzVsb1LxeV8B3st4ZgmLFtQiqQQpYlb4Sc6XIBD5gyJYtI6AGQc6aWRCVHrG1j1AMyAehUqLVFBuAuECuRBNXm03pC/0NYYkLDFXUZEmGUoFVSPjNfxEpmBDnN81lFjzVZJT2lMaQiBhgBHF8TjvOJsKVMvBRiFNYBTu5ARheTeCpTrfwORAoZ61BOszrniGNplXzoHJxKZlqZ0Z1WAhbHQqdIT6cGh2hlCiDgHL7MhfLb4zoZfhGZwvu5Sx8TAL9CCidqzJ1QBAmQkVaLly+iJDMD54zR4gXqD55D3uFTIZ8OBAh6SH2kAsemqFKeTVe7lH3nsrE+u/Z7El/1guiW2VdSsWjaEtLneQYjQcvmtMxcxpe/GqRLWreS/EhoC1/SR0R10X+hwvFFyhzb4/wibYyv2xyRq751x4y8rf05Tz3AnDiFhnXzibw9sDNn69CWSuO2eo5nV03U88RQQtw8jqmS7pFxO0/N+72+DJNNZfSQdLhNzVf1NgFRuOl4IjX7XrDy60/DZ0oEK33Qgs4rIEMzmPPgB/NMpK2CT6/PwhMqpyQR69m2NTbchxarnvREWBmCeTcg1E6xMpHoCQl4PaLbvYZxRNDLvQOhGCtBjAXDL2OyxPeMelH49ENAOvG/hfgZpaR8tGLJo//AcQhgi1dYdNXtKAfHVwVPsDYLIYAQN3vy+1buvs/8y+80u+w2K7UssYhUInV7fonP7FP445H6ox6iJwIXQqSGSYGkclqkBPHKYBUrqgdx8y4kIrX1QoRuzLd7N5BiBG3cyYPOFSkkEa+fJ8cmwnZKGpR0qA9/WTSODWjYKLVV3/l+yyYsAmP47ujrVt6/AbeUN0gYvMByrZdhhWiTJRo8Gh0P9S3dzHnoW7C2wod4L0Lsfa9a8O+vEFUKAf7uXZBpThYwdmCll7DugPElkqunJ1lLnj9s3v346T3MeHxlhfl3UkasHf+2moKHjn2bG+vP0cMD5l3zw+7sWWDq2+RS/aNZ/Tatniz6LKBZhoZEuk1JNyycvGHMtTBK+6NlEvWrHORZWJXfq7aNVQ9o6jBz6HPXywI59jCP2CtqwlzRi/0KnSbonYkzzA58EQRISnwoyVVkS/4bejF8VRIYMSkZPQ2nJqfGE+4hbV7EJBTZ07Wkak8Z04QDq4QIvIEIBYCmB2jAZOAnVcLktGtORagTulPyr97z3NBoeAzn43doC32ZFWlx5jyTObOeHwE3bfJ1PhbJVBo7zCjStKndmbtx3kAORQbxbUV4gOiJ4DmCyT3zHTTNCRSn87g54sqxOsk5bEUIWigNHwQXNuj6vwJJjVlg5DDraDTPfqxoMhYYOQjLjKxGphDSmLQCKjDtiC79oSLLAXPntKZNbaDNMhdrn0ilxlHbOQVPVA+t/TtGPaBH9iQCxGv9ELddeXuqt2KrOmK7fQ7EbQJjI5KNScxXFJ97hDQzatvY9AA4oD7FvMbMYUGnb1lztMZIUxST1Ha46xnku8DqFl9nUTu50xqnMk+EgAhPYFNJUZkSjqBwIek+vKObrbDlMbTlXUTCzzZbeBPlAG+kIPx+y/a/SBTqRtw0XrR8QVgHXUQzldR1WESR9pDgq4SSfWUsBh4R7dGiKy3EZSM53mvDa79BGT8iQRdcaU1XfASNGSY/hE/lcVOKDSOCP33ifov3PGD+cpz2L7rVCpPwBcb/rAkXjxTSGPdAeI6+gjYRLRt4S2lni5vRsFFhwZcwODBo0Rz8lJcQkUqeuAThOyKHXUo0ftLL/RzdZd6JneST208/cQrJ5k2dBFoQiCUt3kyIUQs5MXOYigtv4Kf8jJW7fmJDhzZZPfWf84sVqY8/tATLs25MDK33MvWQX03F3zMKzGd3v2T2nxvQHE6wcM2fWroAvzaqJAQoCayssQDr82QC+PWAxc/us+H78MNed8wavn6NBatJBdLG8RLaa9vb6wHWlFODzJuPPrkze7SvYn8+I7RPdBbt4ikDltcizuJF9Tb3oKQgl8uVxbSR9odPjhg47QGfnVns7TWn9uuRHhBRcgs6C7yIGZ3LS6YFUWWefSaUJhOGRMLSpQnSToeCkC3eAkopBMnnNwFaI2mmPBEm9stXUZqhhEmmTcJXBILmASFp2/ifa4tsML4Q8oyJ5pxwday0RrRFPEqaLpkKuIh7FlyL3ULHb5yWTI0S8QKWAVldJ5QmjFNU+KznyfnkQYwUURbTVpk/VLvOcxfgRqTFIymjWzU5Tgl1oabV++N+nRZOPSVypbbyNqB92q/ADvDQnStiH5cddeOn5JxDxQ9nzBNJJWLp+Jsjq+rL6oIh7YA0kYi9nJsfCYjo2xQpKMWEo/t1igRp4kh8iWfwyHV5r/9dQ9S/7BYbeLNharxete289YA0wCcYw01ElT64q96eBgNXdaTOVLqiuYpzKcRNXpwuH6AGtraNTQ/w3CduEoARzF3VQyZpGOdG8Cn2W+XYLoKNtjJPAkpA4adLqb6MNB+aLhJjZfMpgwGKtnd5v9AyyW92eCepeI5TV1QVXqa2Wp5E5Hm0dgFkLiEVUeEIUakIhjlAU6knMrL1+y341pG+IznVb8Mn+iGIkyyaPh8f3JmoZI/b0NafUamhgv8svlrz3kMTUWhISBY+gQXS5JW3UclGmrHpHRA/yvU1zQa6mrBecVzhqMW93aQk2Y0/HecHO5PmJogbbikZ2j4Sppf377V8Bxq+pR+2yqQlYBy50oRpXD87eQgJ4wCaSLRYQ/Ihw+dc+eOI5g9pYzC5A2XlHDCoGWwngW3pqIUntmOi3U76kyP4DU+0aBZ+v5PmgjdoFE+DzpmGEjyTUAkcuQh4zHJpH64zG/eZ9fSBaWg0b3uvZbMQtBWphYCasrgIvULMpdkAAVo7jtnQy9SrPkZegCtmk9sO0/FkWSNqc+hMvX7O+9WHdaTE+sqO3uyx7YN2Ak3KXTwDH+fV2QwhIHHhadWmI24sNDKHMeE0SJ5emnxuNaotOufc8aMeqL4VLdYzjnqeQVI/iyDJmV39XV3fGQtIDgMEQeAIhWOLUIhNSIrlr6okOCkWs12VZXAsmiyZJj0RIq4DCjDxdLw+5ylSLM0Vh3NMxHdMYT7JvEeL+B+IdS/9FuioEhpIix6DlGOkTZKpU4uizqIFT++Zz5g0RCLRu9XRAoBTkmaE8k7pMCoCIkhojtDzKnHTc0abaKe7NKTPlVeBcHocW4ZYqS8C9Y982NRJ6gZdljcq71LhmdW5XLSVdp9lO0XdwxzdoZcI8iDRWDKB5tEG1KHmo0WAthNZuFn6TmPBLpWHkVauTJ9zu0igSKGAWaT+r6hh6jrXMPebqvnWdefp/a75I4e4H9T+eed7gE7HGxFTac7ux8ft59K4tcdElXq2Qho3cC0jOEEpYPR886C+8236Q7kCc0Y6eAmJmlGao0QxQT5QRUFYPMrsWeEg2MZ7CrandeMRNiUAEqQlzJOQKLLAPkCC9yCTsGwY6wJzM8WHLUH7XQkU9TiA0MjVErCkIvcSYSTYRhvkBpQSBCYOFlBdwVS0nujWOEeAgFKDUH3AU7CEfHLxLcvQkKUIZD54rP9oCP/HVuA4lWmKIFwe95DJD4/oWA9TrEeZQcuJMNFWrZXCRIIIYq5laMR8ghiygwRsLbuSnG834a/WxrMmCwT3B75pHfAUmIZVxWGdA0QwXX1FIIKTyDkmI/iJI5wlIsfnABOsM7mKoBJ4Ju2g7DPcPK8zb0J8zgbEcS4FVIF/qcyh+I0Ew6LMXHICQRkEdyjKvkwfljnWIMR14G1OmsgKwvlxxpS1KWvh1UTGAoTec4nuP3PLat9Ue4B+JWLYe/r4qeyR1wftib4j1tZSttvb6+2GyZHNapBpCy2CNDbOfMVypgEaMQeNrOk8BgxlDdTG6Kmif0WSdTaZ+iSJ6pMmqwO36vdu8rndkCD9VVg6PnEueEQqboBNJCtlrOQr54ucIZV6gkuRjkwqc50LsMOEmUkjh4ZVOYZcagqAkNnqNOZu1dL1+eyARKsYr9PmPUlnrnV8r1PzHXBDu3hudD7OH2LWCGKcY2Omb47i9lHJEbcQ7ZaCDMBUR/Bc+Dlt1yPlcU8yOyYyS6gtXEN+Y7pIpn5RM9indrk26r1rCX9oQ5UssTS4g9yXo/6j8lyE5Ljw9oT7H6LqgwBUSSudWZTrOM3ayDWk0XTPvvqfeZFqDrAoJG6uyByjfldb1Tts6jM1hpf6R2RYIKnm6Uzn2EydqbaNRQ+wcBd5jrb2R3Y/Gre1ffi4tZEOpM2zKydqYRQhgAi4h5oLasGvbWPTA464ISRCZIQeIID7t4IAmkjgAqdyKQ7ummuYDeUKEXOsZg50jDUJIsUnR9wgFS6QCS14DqyQi4gy+ld4KcVRpPmLCwa6OyZqaEUJgxKyVMqJea7UFyojFUozx/HKgVaiUDstIAihiFUD3BSBckSeNjOfJZA6tyHtp+2DCHR5WlYnIZnvsyJpm/aSRHfnOrRQkJ4Zi/GZIyhCJlxwJiPKs3SshyCMFylQv9UJhf6lqyxpvwqCiK8fbYkp8I5dwQmBamcCSUrxZ5Ybi7N4yITC9WQJEx/0PTIG0F65voTYYkN8BnH4c89tksmVBszlPs+GM0IretitCaHwW5VruKeEDAKpMJnv5KcsITVl/oDm7Ac3aUQEyasGNZIpgHamwkCtRBBZqQSE4bXt7feAxsA7WoqzJ3vK9qNdB21z6YRdMD6ym0lhcHmrZzMIsmlipHP47/gVpBFpYShLoQVNa3vGg6Ncb3oYa9tY9QD9qdmlGeSkq+rCLyKidb/6j67FJIKE4YXgNEPMSmc21VDIFySBAMWAmCozS9JRYIEvZqRSK+UR4qbPOYXXI1VhqtDvBJb6T6xCJscqe9NnDTgvfUc7nFaNa7qmsp+9PAf6pGYzmTnemVdphwdR9FMACQKXEvyS+gAJ3wfSnAHM1bVRZE8EkgkOCaoqdzG1AtLqBg/wdkkaZSYGCFw/AFo0cIQcuYNGuofGq726iZE2qV2jbaQXdueX6VkRqiqarIUhZCER4IhoxQJqgT73LU0hKwTrOfesdgByul4CQCpQRMCmvIdOW8k3b5I2tUFaSWkntTnNoSai+1T757z1AM9oiSCWbRC3h/Y329rDid08u2wfm5naFUSVZiy4KTV8fWncqk/AeWva7/2FmEOxgpOgSg6bXHUTaeEIOnDafxE0AhMAPBEmCafOtCqMA+8CzX83f1iHEDhjxqhIxfJ6DgxZo9B/g4nkS5M7B5QqAPOUxkf+dMPMa/2N9Htp7bimyLlLf4VwKyEs4XeqKSoNn54DwAz8ktaI3zDXHQVhDut7T1onrAUBOBDJT0+aMgImkp5NqHN/SvLw3fijTbZsUoeZEp1zrwmJcZNCP6mZDmPZSqx+WhsVIm61ysQltA3sQ4NXoa5pwL2p3bKM6J4yNIhyD65aU3g+5dIhDSECes5OQHaptMD5fFIT+QQYGgnM9eimMnnwe19ktYrU/H3rTb2j+3OElncKSNT9C+ZiCfjgXIjlxAVpqU+lFYVQKqEu3QDrq64fJbo+QfgNwUgFOWhdcUqBt75sbe/v0ANaI70kzrL9BL89uueYrek9YvvLw7aA+o/XT4ltOX5vHeSjmkKWvXrqnvmEZ3vk1dLDnTF4eop8Fraq5uZ3uHLt0DP3gFiKNiaIJpCAy80+QMwRIT5V/cjods0pBlFSKjuZrCIfVTKQMqFE3gQ8MmwqStMjpYUIUFZEnQ9YeWQr98iLJg1WmjDJOZIzcl5N3+p5+DOycS7Or+apSZ4LHqBNYpNcR1KZyKMOcH5xerhG1P2wQ86BmQKNmy8tH1KsKyLPXpVVUSSnyExZgQAjYCFIVWscJVRjdF/6zF/nbsTl5FspzZdzJNf1RJ4c2ItkCij0Gw48h00SvfObE8ZJoteNAkbS+mksBFgKVgCy3ILCDmcK0F/1qVruTDbOVK3rc5+QZkeCXVtojM7De2dOVnvdmHKLSuDsAAABXUlEQVQPuhddr7adpx5gLHA1KJWGrXuwzn5yeKqtxTp3Y+uwrZpasksw7WjhSkhyLfd3PWN6kmrbGPUAxE0O+BI+5UtbDa6StgsckA8sU0HRo0AM4yRE4qW5hLZMqKj6ok7rxvqj6HSRrLJ/Eu04mjX9GGIGu6sGICjIDgHXNwVpFeAV5DPTS6dWFDvaNQoBOmLmE2kqC4GTupzGNUP71kh7qv63imWV0gIE4McStmTXYK7znGSUzXLJ6/FrTWi7f/yQ+Xuo1bmPoIhTpOaAzMm86Iu0yfTY0opWhCjR8eSenLOQ8oLUnM5TqQZtVkRVhZj+CaRVcxtYAfaoT4SIqXCVl261goYw5kWdBMyUaNUgmA67BJQCTWEOfae3ntJxnAVnhPxQY4eaWk+clk6YqusyVnKgydHnLhCY0+U4nyi3Fh4pcpwRhzFKcgrsEsnWDJKZlsYy7rVtbHrgfwENbhVlhVbYBQAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "id": "b83b609a-9851-4d92-b6f5-6e3e7589cf43", + "metadata": {}, + "source": [ + "![image.png](attachment:b3ad0edd-5a18-45fd-b423-65e8644788a8.png)" + ] + }, + { + "cell_type": "markdown", + "id": "ce49cf8d-6bad-444b-b994-1047b503cc33", + "metadata": {}, + "source": [ + "Mean : " + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "0c7f724f-af6d-4500-9495-66d27b17358c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.93" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(df['consume'].mean(),2)" + ] + }, + { + "cell_type": "markdown", + "id": "25660f17-b8b3-427b-b27f-3912cdf82ade", + "metadata": {}, + "source": [ + "Median : " + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "982dee0e-1b95-4f04-8b87-c3a79188b03c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.7" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['consume'].median()" + ] + }, + { + "cell_type": "markdown", + "id": "9c6a4da8-f8e1-4cd3-820b-9f14ee9fbea5", + "metadata": {}, + "source": [ + "Mode : " + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "07e993da-299f-4e8a-a422-6b5b92073360", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4.5" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['consume'].mode()[0]" + ] + }, + { + "cell_type": "markdown", + "id": "f6b9ee6a-126a-468f-81e7-b38dd4e559c6", + "metadata": {}, + "source": [ + "#### The average consumption point 4.93 (the mean) is approximately 1.09 times the most common consumption point 4.5 (the mode)." + ] + }, + { + "cell_type": "markdown", + "id": "01518f80-505f-4670-b8df-7e53d5a46e95", + "metadata": {}, + "source": [ + "### 3 - Measures of Dispersion: " + ] + }, + { + "cell_type": "markdown", + "id": "bb0ff9a2-4f1b-4168-9073-9b484eb67233", + "metadata": {}, + "source": [ + "Variance : " + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "f7c5d109-1a13-425c-8b6b-005a9a1ee4c0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.08" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(df['consume'].var(),2)" + ] + }, + { + "cell_type": "markdown", + "id": "42fb90b4-1e6a-4c62-96dd-c9f64e4cd76e", + "metadata": {}, + "source": [ + "Standard Deviation : " + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "c3bc4ec4-8f55-47b1-b0f7-32e40c3b5273", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.04" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "round(df['consume'].std(),2)" + ] + }, + { + "cell_type": "markdown", + "id": "5fc5f05f-93eb-41d7-91cf-13e364dbff98", + "metadata": {}, + "source": [ + "Range : " + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "f4e1296c-f2d3-44b6-bfa9-8d01cbbd17b7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "8.899999999999999" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['consume'].max() - df['consume'].min()" + ] + }, + { + "cell_type": "markdown", + "id": "dfba7ff2-490e-43a2-927b-b23337f10e9f", + "metadata": {}, + "source": [ + "IQR : " + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "e0a60075-45da-41e0-b125-f5f4be512437", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "1.0" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['consume'].quantile([0.25, 0.75])[0.75] - df['consume'].quantile([0.25, 0.75])[0.25]" + ] + }, + { + "cell_type": "markdown", + "id": "8b66276f-e213-4f62-b732-02cfc27564a8", + "metadata": {}, + "source": [ + "#### Consumption is volatile. And the range of approximately 8.9 indicates a significant spread in Consumption ." + ] + }, + { + "cell_type": "markdown", + "id": "fbe457cd-36f8-4490-add7-634ea65b651d", + "metadata": {}, + "source": [ + "Visualization : " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "5329f571-dd0c-4b9f-9baf-d787d3a8d32a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'consumption frequency')" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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29pZ05c3y8fFxcjUAAOBGZGRkKDQ01PY5XhTCjv7/Lw37+PgQdgAAKGGuNwWFCcoAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUCDsAAMDUSju7ALim8JFrnV3CTTs2oY2zSwAAuCBGdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKk5Nexs3bpV7dq1U0hIiCwWi1atWmW33WKxFLpMmjTJ1icyMrLA9m7dut3hMwEAAK7KqWHnwoULqlOnjqZNm1bo9pSUFLtl7ty5slgs6ty5s12//v372/WbNWvWnSgfAACUAE79UsGYmBjFxMQUuT0oKMhu/eOPP1ZUVJTuvfdeu3YvL68CfQEAAKQSNGfn559/1tq1a9W3b98C2xYtWqSAgADVrFlTw4YN0/nz56+5r6ysLGVkZNgtAADAnErMz0UsWLBA3t7e6tSpk117z549VbVqVQUFBWn//v0aNWqU9u7dq4SEhCL3NX78eI0dO/Z2lwwAAFxAiQk7c+fOVc+ePeXh4WHX3r9/f9t/16pVSxEREWrQoIH27Nmj+vXrF7qvUaNGaciQIbb1jIwMhYaG3p7CAQCAU5WIsPPFF1/o0KFDWrZs2XX71q9fX2XKlNHhw4eLDDtWq1VWq9XRZQIAABdUIubszJkzRw8//LDq1Klz3b4HDhxQTk6OgoOD70BlAADA1Tl1ZCczM1NHjhyxrScnJyspKUl+fn6qUqWKpCu3mJYvX67JkycXeP3Ro0e1aNEitW7dWgEBATp48KCGDh2qevXqqUmTJnfsPAAAgOtyatjZtWuXoqKibOv582hiY2M1f/58SdLSpUtlGIa6d+9e4PXu7u7auHGj/vWvfykzM1OhoaFq06aNxowZIzc3tztyDgAAwLVZDMMwnF2Es2VkZMjX11fp6eny8fFxdjkuIXzkWmeXcNOOTWjj7BIAAHfQjX5+l4g5OwAAAMVF2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKZG2AEAAKbm1LCzdetWtWvXTiEhIbJYLFq1apXd9ri4OFksFrvlscces+uTlZWl559/XgEBASpbtqyefPJJnTp16g6eBQAAcGVODTsXLlxQnTp1NG3atCL7PPHEE0pJSbEt69ats9s+ePBgrVy5UkuXLtWXX36pzMxMtW3bVrm5ube7fAAAUAKUdubBY2JiFBMTc80+VqtVQUFBhW5LT0/XnDlz9MEHH6hFixaSpA8//FChoaHasGGD/vznPzu8ZgAAULK4/JydzZs3q1KlSqpevbr69++vtLQ027bdu3crJydHrVq1srWFhISoVq1a2rZtW5H7zMrKUkZGht0CAADMyaXDTkxMjBYtWqRNmzZp8uTJ2rlzp5o3b66srCxJUmpqqtzd3VWhQgW71wUGBio1NbXI/Y4fP16+vr62JTQ09LaeBwAAcB6n3sa6nq5du9r+u1atWmrQoIHCwsK0du1aderUqcjXGYYhi8VS5PZRo0ZpyJAhtvWMjAwCDwAAJuXSIztXCw4OVlhYmA4fPixJCgoKUnZ2ts6ePWvXLy0tTYGBgUXux2q1ysfHx24BAADmVKLCzpkzZ3Ty5EkFBwdLkh5++GGVKVNGCQkJtj4pKSnav3+/Gjdu7KwyAQCAC3HqbazMzEwdOXLEtp6cnKykpCT5+fnJz89P8fHx6ty5s4KDg3Xs2DGNHj1aAQEB6tixoyTJ19dXffv21dChQ+Xv7y8/Pz8NGzZMtWvXtj2dBQAA7m5ODTu7du1SVFSUbT1/Hk1sbKxmzpypffv2aeHChTp37pyCg4MVFRWlZcuWydvb2/aat99+W6VLl1aXLl30+++/Kzo6WvPnz5ebm9sdPx8AAOB6LIZhGM4uwtkyMjLk6+ur9PR05u/8n/CRa51dwk07NqGNs0sAANxBN/r5XaLm7AAAANwswg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1wg4AADA1p4adrVu3ql27dgoJCZHFYtGqVats23JycjRixAjVrl1bZcuWVUhIiHr37q3Tp0/b7SMyMlIWi8Vu6dat2x0+EwAA4KqcGnYuXLigOnXqaNq0aQW2Xbx4UXv27NErr7yiPXv2aMWKFfrhhx/05JNPFujbv39/paSk2JZZs2bdifIBAEAJUNqZB4+JiVFMTEyh23x9fZWQkGDX9u677+rRRx/ViRMnVKVKFVu7l5eXgoKCbmutAACgZCpRc3bS09NlsVhUvnx5u/ZFixYpICBANWvW1LBhw3T+/HnnFAgAAFyOU0d2bsalS5c0cuRI9ejRQz4+Prb2nj17qmrVqgoKCtL+/fs1atQo7d27t8Co0B9lZWUpKyvLtp6RkXFbawcAAM5TIsJOTk6OunXrpry8PM2YMcNuW//+/W3/XatWLUVERKhBgwbas2eP6tevX+j+xo8fr7Fjx97WmgEAgGtw+dtYOTk56tKli5KTk5WQkGA3qlOY+vXrq0yZMjp8+HCRfUaNGqX09HTbcvLkSUeXDQAAXIRLj+zkB53Dhw8rMTFR/v7+133NgQMHlJOTo+Dg4CL7WK1WWa1WR5YKAABclFPDTmZmpo4cOWJbT05OVlJSkvz8/BQSEqKnnnpKe/bs0Zo1a5Sbm6vU1FRJkp+fn9zd3XX06FEtWrRIrVu3VkBAgA4ePKihQ4eqXr16atKkibNOCwAAuBCnhp1du3YpKirKtj5kyBBJUmxsrOLj47V69WpJUt26de1el5iYqMjISLm7u2vjxo3617/+pczMTIWGhqpNmzYaM2aM3Nzc7th5AAAA1+XUsBMZGSnDMIrcfq1tkhQaGqotW7Y4uiwAAGAiLj9BGQAA4FYQdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkRdgAAgKkVK+wkJyc7ug4AAIDbolhhp1q1aoqKitKHH36oS5cuObomAAAAhylW2Nm7d6/q1aunoUOHKigoSM8995y+/vprR9cGAABwy4oVdmrVqqUpU6bop59+0rx585SamqqmTZuqZs2amjJlin755RdH1wkAAFAstzRBuXTp0urYsaM++ugjvfXWWzp69KiGDRumypUrq3fv3kpJSXFUnQAAAMVyS2Fn165dGjBggIKDgzVlyhQNGzZMR48e1aZNm/TTTz+pffv2jqoTAACgWEoX50VTpkzRvHnzdOjQIbVu3VoLFy5U69atVarUlexUtWpVzZo1Sw888IBDiwUAALhZxQo7M2fOVJ8+ffTss88qKCio0D5VqlTRnDlzbqk4AACAW1WssHP48OHr9nF3d1dsbGxxdg8AAOAwxZqzM2/ePC1fvrxA+/Lly7VgwYJbLgoAAMBRihV2JkyYoICAgALtlSpV0rhx4265KAAAAEcpVtg5fvy4qlatWqA9LCxMJ06cuOWiAAAAHKVYYadSpUr69ttvC7Tv3btX/v7+t1wUAACAoxQr7HTr1k0vvPCCEhMTlZubq9zcXG3atEmDBg1St27dHF0jAABAsRXraaw33nhDx48fV3R0tEqXvrKLvLw89e7dmzk7AADApRQr7Li7u2vZsmV6/fXXtXfvXnl6eqp27doKCwtzdH0AAAC3pFhhJ1/16tVVvXp1R9UCAADgcMUKO7m5uZo/f742btyotLQ05eXl2W3ftGmTQ4oDAAC4VcUKO4MGDdL8+fPVpk0b1apVSxaLxdF1AQAAOESxws7SpUv10UcfqXXr1rd08K1bt2rSpEnavXu3UlJStHLlSnXo0MG23TAMjR07VrNnz9bZs2fVsGFDTZ8+XTVr1rT1ycrK0rBhw7RkyRL9/vvvio6O1owZM1S5cuVbqg0AAJhDsR49d3d3V7Vq1W754BcuXFCdOnU0bdq0QrdPnDhRU6ZM0bRp07Rz504FBQWpZcuWOn/+vK3P4MGDtXLlSi1dulRffvmlMjMz1bZtW+Xm5t5yfQAAoOQrVtgZOnSo/vWvf8kwjFs6eExMjN544w116tSpwDbDMDR16lS99NJL6tSpk2rVqqUFCxbo4sWLWrx4sSQpPT1dc+bM0eTJk9WiRQvVq1dPH374ofbt26cNGzbcUm0AAMAcinUb68svv1RiYqI+/fRT1axZU2XKlLHbvmLFilsuLDk5WampqWrVqpWtzWq1qlmzZtq2bZuee+457d69Wzk5OXZ9QkJCVKtWLW3btk1//vOfC913VlaWsrKybOsZGRm3XC8AAHBNxQo75cuXV8eOHR1di53U1FRJUmBgoF17YGCgjh8/buvj7u6uChUqFOiT//rCjB8/XmPHjnVwxQAAwBUVK+zMmzfP0XUU6eonvQzDuO7TX9frM2rUKA0ZMsS2npGRodDQ0FsrFAAAuKRizdmRpMuXL2vDhg2aNWuWbcLw6dOnlZmZ6ZDCgoKCJKnACE1aWppttCcoKEjZ2dk6e/ZskX0KY7Va5ePjY7cAAABzKlbYOX78uGrXrq327dtr4MCB+uWXXyRdeXpq2LBhDimsatWqCgoKUkJCgq0tOztbW7ZsUePGjSVJDz/8sMqUKWPXJyUlRfv377f1AQAAd7dif6lggwYNtHfvXvn7+9vaO3bsqH79+t3wfjIzM3XkyBHbenJyspKSkuTn56cqVapo8ODBGjdunCIiIhQREaFx48bJy8tLPXr0kCT5+vqqb9++Gjp0qPz9/eXn56dhw4apdu3aatGiRXFODQAAmEyxn8b66quv5O7ubtceFhamn3766Yb3s2vXLkVFRdnW8+fRxMbGav78+Ro+fLh+//13DRgwwPalgp9//rm8vb1tr3n77bdVunRpdenSxfalgvPnz5ebm1txTg0AAJhMscJOXl5eoV/ad+rUKbsgcj2RkZHX/K4ei8Wi+Ph4xcfHF9nHw8ND7777rt59990bPi4AALh7FGvOTsuWLTV16lTbusViUWZmpsaMGXPLPyEBAADgSMUa2Xn77bcVFRWlGjVq6NKlS+rRo4cOHz6sgIAALVmyxNE1AgAAFFuxwk5ISIiSkpK0ZMkS7dmzR3l5eerbt6969uwpT09PR9cIAABQbMUKO5Lk6empPn36qE+fPo6sBwAAwKGKFXYWLlx4ze29e/cuVjEAAACOVuzv2fmjnJwcXbx4Ue7u7vLy8iLsAAAAl1Gsp7HOnj1rt2RmZurQoUNq2rQpE5QBAIBLKfZvY10tIiJCEyZMKDDqAwAA4EwOCzuS5ObmptOnTztylwAAALekWHN2Vq9ebbduGIZSUlI0bdo0NWnSxCGFAQAAOEKxwk6HDh3s1i0WiypWrKjmzZtr8uTJjqgLAADAIYr921gAAAAlgUPn7AAAALiaYo3sDBky5Ib7TpkypTiHAG5a+Mi1zi7hph2b0MbZJQCA6RUr7HzzzTfas2ePLl++rPvvv1+S9MMPP8jNzU3169e39bNYLI6pEgAAoJiKFXbatWsnb29vLViwQBUqVJB05YsGn332Wf3pT3/S0KFDHVokAABAcRVrzs7kyZM1fvx4W9CRpAoVKuiNN97gaSwAAOBSihV2MjIy9PPPPxdoT0tL0/nz52+5KAAAAEcpVtjp2LGjnn32Wf3nP//RqVOndOrUKf3nP/9R37591alTJ0fXCAAAUGzFmrPz3nvvadiwYerVq5dycnKu7Kh0afXt21eTJk1yaIEAAAC3olhhx8vLSzNmzNCkSZN09OhRGYahatWqqWzZso6uDwAA4Jbc0pcKpqSkKCUlRdWrV1fZsmVlGIaj6gIAAHCIYoWdM2fOKDo6WtWrV1fr1q2VkpIiSerXrx+PnQMAAJdSrLDzj3/8Q2XKlNGJEyfk5eVla+/atas+++wzhxUHAABwq4o1Z+fzzz/X+vXrVblyZbv2iIgIHT9+3CGFAQAAOEKxRnYuXLhgN6KT79dff5XVar3logAAABylWGHn8ccf18KFC23rFotFeXl5mjRpkqKiohxWHAAAwK0q1m2sSZMmKTIyUrt27VJ2draGDx+uAwcO6LffftNXX33l6BoBAACKrVgjOzVq1NC3336rRx99VC1bttSFCxfUqVMnffPNN7rvvvscXSMAAECx3fTITk5Ojlq1aqVZs2Zp7Nixt6MmAAAAh7npkZ0yZcpo//79slgst6MeAAAAhyrWbazevXtrzpw5jq4FAADA4Yo1QTk7O1v//ve/lZCQoAYNGhT4TawpU6Y4pDgAAIBbdVNh58cff1R4eLj279+v+vXrS5J++OEHuz7c3gIAAK7kpsJORESEUlJSlJiYKOnKz0O88847CgwMvC3FAQAA3KqbmrNz9a+af/rpp7pw4YJDCwIAAHCkYk1Qznd1+AEAAHA1NxV2LBZLgTk5zNEBAACu7Kbm7BiGobi4ONuPfV66dEl//etfCzyNtWLFCocVGB4eXugvqQ8YMEDTp09XXFycFixYYLetYcOG2rFjh8NqAAAAJddNhZ3Y2Fi79V69ejm0mMLs3LlTubm5tvX9+/erZcuWevrpp21tTzzxhObNm2dbd3d3v+11AQCAkuGmws4fA8WdUrFiRbv1CRMm6L777lOzZs1sbVarVUFBQXe6NAAAUALc0gTlOy07O1sffvih+vTpYzdXaPPmzapUqZKqV6+u/v37Ky0t7Zr7ycrKUkZGht0CAADMqUSFnVWrVuncuXOKi4uztcXExGjRokXatGmTJk+erJ07d6p58+bKysoqcj/jx4+Xr6+vbQkNDb0D1QMAAGewGCXo+fE///nPcnd31yeffFJkn5SUFIWFhWnp0qXq1KlToX2ysrLswlBGRoZCQ0OVnp4uHx8fh9ddEoWPXOvsEu4Kxya0cXYJAFBiZWRkyNfX97qf38X6bSxnOH78uDZs2HDdJ72Cg4MVFhamw4cPF9nHarXanigDAADmVmJuY82bN0+VKlVSmzbX/j/hM2fO6OTJkwoODr5DlQEAAFdWIsJOXl6e5s2bp9jYWJUu/f8HozIzMzVs2DBt375dx44d0+bNm9WuXTsFBASoY8eOTqwYAAC4ihJxG2vDhg06ceKE+vTpY9fu5uamffv2aeHChTp37pyCg4MVFRWlZcuWydvb20nVAgAAV1Iiwk6rVq0K/R0uT09PrV+/3gkVAQCAkqJE3MYCAAAoLsIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwtRLxNFZJxs8uAADgXIzsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAUyPsAAAAU3PpsBMfHy+LxWK3BAUF2bYbhqH4+HiFhITI09NTkZGROnDggBMrBgAArsalw44k1axZUykpKbZl3759tm0TJ07UlClTNG3aNO3cuVNBQUFq2bKlzp8/78SKAQCAK3H5sFO6dGkFBQXZlooVK0q6MqozdepUvfTSS+rUqZNq1aqlBQsW6OLFi1q8eLGTqwYAAK7C5cPO4cOHFRISoqpVq6pbt2768ccfJUnJyclKTU1Vq1atbH2tVquaNWumbdu2XXOfWVlZysjIsFsAAIA5uXTYadiwoRYuXKj169fr/fffV2pqqho3bqwzZ84oNTVVkhQYGGj3msDAQNu2oowfP16+vr62JTQ09LadAwAAcC6XDjsxMTHq3LmzateurRYtWmjt2rWSpAULFtj6WCwWu9cYhlGg7WqjRo1Senq6bTl58qTjiwcAAC7BpcPO1cqWLavatWvr8OHDtqeyrh7FSUtLKzDaczWr1SofHx+7BQAAmFOJCjtZWVn67rvvFBwcrKpVqyooKEgJCQm27dnZ2dqyZYsaN27sxCoBAIArKe3sAq5l2LBhateunapUqaK0tDS98cYbysjIUGxsrCwWiwYPHqxx48YpIiJCERERGjdunLy8vNSjRw9nlw4AAFyES4edU6dOqXv37vr1119VsWJFPfbYY9qxY4fCwsIkScOHD9fvv/+uAQMG6OzZs2rYsKE+//xzeXt7O7lyAADgKiyGYRjOLsLZMjIy5Ovrq/T0dIfP3wkfudah+4O5HJvQxtklAECJdaOf3yVqzg4AAMDNIuwAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTI+wAAABTc+mwM378eD3yyCPy9vZWpUqV1KFDBx06dMiuT1xcnCwWi93y2GOPOaliAADgalw67GzZskUDBw7Ujh07lJCQoMuXL6tVq1a6cOGCXb8nnnhCKSkptmXdunVOqhgAALia0s4u4Fo+++wzu/V58+apUqVK2r17tx5//HFbu9VqVVBQ0J0uDwAAlAAuPbJztfT0dEmSn5+fXfvmzZtVqVIlVa9eXf3791daWto195OVlaWMjAy7BQAAmFOJCTuGYWjIkCFq2rSpatWqZWuPiYnRokWLtGnTJk2ePFk7d+5U8+bNlZWVVeS+xo8fL19fX9sSGhp6J04BAAA4gcUwDMPZRdyIgQMHau3atfryyy9VuXLlIvulpKQoLCxMS5cuVadOnQrtk5WVZReGMjIyFBoaqvT0dPn4+Di07vCRax26P5jLsQltnF0CAJRYGRkZ8vX1ve7nt0vP2cn3/PPPa/Xq1dq6des1g44kBQcHKywsTIcPHy6yj9VqldVqdXSZAADABbl02DEMQ88//7xWrlypzZs3q2rVqtd9zZkzZ3Ty5EkFBwffgQoBAICrc+mwM3DgQC1evFgff/yxvL29lZqaKkny9fWVp6enMjMzFR8fr86dOys4OFjHjh3T6NGjFRAQoI4dOzq5euD6SuJtTm69AShpXDrszJw5U5IUGRlp1z5v3jzFxcXJzc1N+/bt08KFC3Xu3DkFBwcrKipKy5Ytk7e3txMqBgAArsalw8715k57enpq/fr1d6gaAABQEpWYR88BAACKg7ADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMjbADAABMrbSzCwBQsoSPXOvsEm7asQltnF0CACdiZAcAAJgaIzsATI/RKODuZpqRnRkzZqhq1ary8PDQww8/rC+++MLZJQEAABdgipGdZcuWafDgwZoxY4aaNGmiWbNmKSYmRgcPHlSVKlWcXR4A3DRGo1AU/jZunilGdqZMmaK+ffuqX79+evDBBzV16lSFhoZq5syZzi4NAAA4WYkf2cnOztbu3bs1cuRIu/ZWrVpp27ZtTqoKAO4+JXHEAXeHEh92fv31V+Xm5iowMNCuPTAwUKmpqYW+JisrS1lZWbb19PR0SVJGRobD68vLuujwfQIAUJLcjs/XP+7XMIxr9ivxYSefxWKxWzcMo0BbvvHjx2vs2LEF2kNDQ29LbQAA3M18p97e/Z8/f16+vr5Fbi/xYScgIEBubm4FRnHS0tIKjPbkGzVqlIYMGWJbz8vL02+//SZ/f/8iA5IZZGRkKDQ0VCdPnpSPj4+zy4G4Jq6K6+J6uCauxxWuiWEYOn/+vEJCQq7Zr8SHHXd3dz388MNKSEhQx44dbe0JCQlq3759oa+xWq2yWq12beXLl7+dZboUHx8f/rFwMVwT18R1cT1cE9fj7GtyrRGdfCU+7EjSkCFD9Mwzz6hBgwZq1KiRZs+erRMnTuivf/2rs0sDAABOZoqw07VrV505c0avvfaaUlJSVKtWLa1bt05hYWHOLg0AADiZKcKOJA0YMEADBgxwdhkuzWq1asyYMQVu4cF5uCauieviergmrqckXROLcb3ntQAAAEowU3yDMgAAQFEIOwAAwNQIOwAAwNQIOwAAwNQIO3eZ8ePHy2KxaPDgwc4u5a73008/qVevXvL395eXl5fq1q2r3bt3O7usu9bly5f18ssvq2rVqvL09NS9996r1157TXl5ec4u7a6ydetWtWvXTiEhIbJYLFq1apXddsMwFB8fr5CQEHl6eioyMlIHDhxwTrF3iWtdk5ycHI0YMUK1a9dW2bJlFRISot69e+v06dPOK7gQhJ27yM6dOzV79mw99NBDzi7lrnf27Fk1adJEZcqU0aeffqqDBw9q8uTJd9U3ebuat956S++9956mTZum7777ThMnTtSkSZP07rvvOru0u8qFCxdUp04dTZs2rdDtEydO1JQpUzRt2jTt3LlTQUFBatmypc6fP3+HK717XOuaXLx4UXv27NErr7yiPXv2aMWKFfrhhx/05JNPOqHSazBwVzh//rwRERFhJCQkGM2aNTMGDRrk7JLuaiNGjDCaNm3q7DLwB23atDH69Olj19apUyejV69eTqoIkoyVK1fa1vPy8oygoCBjwoQJtrZLly4Zvr6+xnvvveeECu8+V1+Twnz99deGJOP48eN3pqgbwMjOXWLgwIFq06aNWrRo4exSIGn16tVq0KCBnn76aVWqVEn16tXT+++/7+yy7mpNmzbVxo0b9cMPP0iS9u7dqy+//FKtW7d2cmXIl5ycrNTUVLVq1crWZrVa1axZM23bts2JleGP0tPTZbFYXGqk2jTfoIyiLV26VHv27NHOnTudXQr+z48//qiZM2dqyJAhGj16tL7++mu98MILslqt6t27t7PLuyuNGDFC6enpeuCBB+Tm5qbc3Fy9+eab6t69u7NLw/9JTU2VJAUGBtq1BwYG6vjx484oCVe5dOmSRo4cqR49erjUD7YSdkzu5MmTGjRokD7//HN5eHg4uxz8n7y8PDVo0EDjxo2TJNWrV08HDhzQzJkzCTtOsmzZMn344YdavHixatasqaSkJA0ePFghISGKjY11dnn4A4vFYrduGEaBNtx5OTk56tatm/Ly8jRjxgxnl2OHsGNyu3fvVlpamh5++GFbW25urrZu3app06YpKytLbm5uTqzw7hQcHKwaNWrYtT344IP673//66SK8OKLL2rkyJHq1q2bJKl27do6fvy4xo8fT9hxEUFBQZKujPAEBwfb2tPS0gqM9uDOysnJUZcuXZScnKxNmza51KiOxNNYphcdHa19+/YpKSnJtjRo0EA9e/ZUUlISQcdJmjRpokOHDtm1/fDDDwoLC3NSRbh48aJKlbL/J9HNzY1Hz11I1apVFRQUpISEBFtbdna2tmzZosaNGzuxsrtbftA5fPiwNmzYIH9/f2eXVAAjOybn7e2tWrVq2bWVLVtW/v7+Bdpx5/zjH/9Q48aNNW7cOHXp0kVff/21Zs+erdmzZzu7tLtWu3bt9Oabb6pKlSqqWbOmvvnmG02ZMkV9+vRxdml3lczMTB05csS2npycrKSkJPn5+alKlSoaPHiwxo0bp4iICEVERGjcuHHy8vJSjx49nFi1uV3rmoSEhOipp57Snj17tGbNGuXm5trmVvn5+cnd3d1ZZdtz9uNguPN49Nw1fPLJJ0atWrUMq9VqPPDAA8bs2bOdXdJdLSMjwxg0aJBRpUoVw8PDw7j33nuNl156ycjKynJ2aXeVxMREQ1KBJTY21jCMK4+fjxkzxggKCjKsVqvx+OOPG/v27XNu0SZ3rWuSnJxc6DZJRmJiorNLt7EYhmHc+YgFAABwZzBnBwAAmBphBwAAmBphBwAAmBphBwAAmBphBwAAmBphBwAAmBphBwAAmBphB0CJcuzYMVksFiUlJd32Y8XHxyswMFAWi0WrVq267ccDcHvwpYIAXFZcXJzOnTtnFzRyc3P1yy+/KCAgQKVL375fvPnuu+9Uo0YNrVy5Uo899pgqVKggq9V6244H4Pbht7EAlChubm62X7++nY4ePSpJat++vSwWS6F9srOzXee3fwAUidtYgIvLy8vTW2+9pWrVqslqtapKlSp68803bdv37dun5s2by9PTU/7+/vrLX/6izMxM2/a4uDh16NBB//znPxUcHCx/f38NHDhQOTk5tj4zZsxQRESEPDw8FBgYqKeeesq2LTw8XFOnTrWrqW7duoqPj7etWywWzZo1S23btpWXl5cefPBBbd++XUeOHFFkZKTKli2rRo0a2QKEdOUWUd26dTVr1iyFhobKy8tLTz/9tM6dO2fbvmDBAn388ceyWCyyWCzavHlzobextmzZokcffVRWq1XBwcEaOXKkLl++bNseGRmpF154QcOHD5efn5+CgoLs6r9afHy82rVrJ0kqVaqULezkv5fjx49XSEiIqlevLkn66aef1LVrV1WoUEH+/v5q3769jh07Zttfbm6uhgwZovLly8vf31/Dhw9XbGysOnTocFPvc3p6uv7yl7+oUqVK8vHxUfPmzbV3794C7+kHH3yg8PBw+fr6qlu3bjp//rytz7X+npo3b66///3vdjWcOXNGVqtVmzZtKvL9AlwdYQdwcaNGjdJbb72lV155RQcPHtTixYsVGBgoSbp48aKeeOIJVahQQTt37tTy5cu1YcOGAh9YiYmJOnr0qBITE7VgwQLNnz9f8+fPlyTt2rVLL7zwgl577TUdOnRIn332mR5//PGbrvP1119X7969lZSUpAceeEA9evTQc889p1GjRmnXrl2SVKCuI0eO6KOPPtInn3yizz77TElJSRo4cKAkadiwYerSpYueeOIJpaSkKCUlRY0bNy5w3J9++kmtW7fWI488or1792rmzJmaM2eO3njjDbt+CxYsUNmyZfW///1PEydO1GuvvaaEhIRCz2XYsGGaN2+eJNmOnW/jxo367rvvlJCQoDVr1ujixYuKiopSuXLltHXrVn355ZcqV66cnnjiCWVnZ0uSJk+erLlz52rOnDn68ssv9dtvv2nlypU39f4ahqE2bdooNTVV69at0+7du1W/fn1FR0frt99+s/U7evSoVq1apTVr1mjNmjXasmWLJkyYYNt+rb+nfv36afHixcrKyrL1X7RokUJCQhQVFXVT9QIuxak/QwrgmjIyMgyr1Wq8//77hW6fPXu2UaFCBSMzM9PWtnbtWqNUqVJGamqqYRiGERsba4SFhRmXL1+29Xn66aeNrl27GoZhGP/9738NHx8fIyMjo9BjhIWFGW+//bZdW506dYwxY8bY1iUZL7/8sm19+/bthiRjzpw5trYlS5YYHh4etvUxY8YYbm5uxsmTJ21tn376qVGqVCkjJSXFVnv79u3tjp3/K8vffPONYRiGMXr0aOP+++838vLybH2mT59ulCtXzsjNzTUMwzCaNWtmNG3a1G4/jzzyiDFixIhCz9kwDGPlypXG1f9ExsbGGoGBgXa/hD5nzpwCx8/KyjI8PT2N9evXG4ZhGMHBwcaECRNs23NycozKlSvbndv13ueNGzcaPj4+xqVLl+z63HfffcasWbMMw7jynnp5edldyxdffNFo2LChYRjX/3u6dOmS4efnZyxbtszWVrduXSM+Pr7Q/kBJwcgO4MK+++47ZWVlKTo6usjtderUUdmyZW1tTZo0UV5eng4dOmRrq1mzptzc3GzrwcHBSktLkyS1bNlSYWFhuvfee/XMM89o0aJFunjx4k3X+tBDD9n+O3+koHbt2nZtly5dUkZGhq2tSpUqqly5sm29UaNGBWq/nu+++06NGjWym1fTpEkTZWZm6tSpU4XWJ9m/Bzejdu3advN0du/erSNHjsjb21vlypVTuXLl5Ofnp0uXLuno0aNKT09XSkqKGjVqZHtN6dKl1aBBg5s67u7du5WZmSl/f3/bccqVK6fk5GS724Ph4eHy9vYu9Dyv9/dktVrVq1cvzZ07V5KUlJSkvXv3Ki4u7qZqBVwNE5QBF+bp6XnN7YZhFDl59o/tZcqUKbAtLy9PkuTt7a09e/Zo8+bN+vzzz/Xqq68qPj5eO3fuVPny5VWqVCkZVz20+cf5PoUdI//YhbXlH/daNRd1ToUp7D3Ir/dG34Ob8cdgKV05n4cffliLFi0q0LdixYo3vN/rvc95eXkKDg7W5s2bC7y2fPnytv++1nle7+9JunIrq27dujp16pTmzp2r6OhohYWF3fB5AK6IkR3AhUVERMjT01MbN24sdHuNGjWUlJSkCxcu2Nq++uorlSpVyjZ59kaULl1aLVq00MSJE/Xtt9/q2LFjtgmpFStWtJuzkpGRoeTk5GKekb0TJ07o9OnTtvXt27fb1e7u7q7c3Nxr7qNGjRratm2bXVDYtm2bvL29dc899zikzmupX7++Dh8+rEqVKqlatWp2i6+vr3x9fRUcHKwdO3bYXnP58mXt3r3bbj/Xe5/r16+v1NRUlS5dusBxAgICbqjW6/09SVdGrho0aKD3339fixcvVp8+fW70rQBcFmEHcGEeHh4aMWKEhg8froULF+ro0aPasWOH5syZI0nq2bOnPDw8FBsbq/379ysxMVHPP/+8nnnmGdutpOtZs2aN3nnnHSUlJen48eNauHCh8vLydP/990u68oTOBx98oC+++EL79+9XbGys3S2xWz2/2NhY7d27V1988YVeeOEFdenSxfZoeXh4uL799lsdOnRIv/76a6EjSgMGDNDJkyf1/PPP6/vvv9fHH3+sMWPGaMiQISpV6vb/E9ezZ08FBASoffv2+uKLL5ScnKwtW7Zo0KBBtttogwYN0oQJE7Ry5Up9//33GjBggO2ps3zXe59btGihRo0aqUOHDlq/fr2OHTumbdu26eWXX7ZNAL+e6/095evXr58mTJig3NxcdezY8dbeIMAFcBsLcHGvvPKKSpcurVdffVWnT59WcHCw/vrXv0qSvLy8tH79eg0aNEiPPPKIvLy81LlzZ02ZMuWG91++fHmtWLFC8fHxunTpkiIiIrRkyRLVrFlT0pWnd3788Ue1bdtWvr6+ev311x02slOtWjV16tRJrVu31m+//abWrVtrxowZtu39+/fX5s2b1aBBA2VmZioxMVHh4eF2+7jnnnu0bt06vfjii6pTp478/PzUt29fvfzyyw6p8Xq8vLy0detWjRgxQp06ddL58+d1zz33KDo6Wj4+PpKkoUOHKiUlRXFxcSpVqpT69Omjjh07Kj093baf673PFotF69at00svvaQ+ffrol19+UVBQkB5//PEbDrbStf+e8nXv3l2DBw9Wjx495OHhcYvvEOB8fIMyAKeIj4/XqlWr7sjPPriiwr4d2lWcPHlS4eHh2rlzp+rXr+/scoBbxsgOAEDSlQnRKSkpGjlypB577DGCDkyDOTsAAElXJreHhYVp9+7deu+995xdDuAw3MYCAACmxsgOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwNcIOAAAwtf8HM97SVlQV6pEAAAAASUVORK5CYII=", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Histogram\n", + "df['consume'].plot(kind='hist', title='consumption distribution')\n", + "plt.xlabel('consumption frequency')" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "id": "3244dfa5-1b5a-4ba7-bfd7-018ed4f25f81", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Boxplot\n", + "sns.boxplot(data = df['consume'], color=\"lightblue\", orient='h')" + ] + }, + { + "cell_type": "markdown", + "id": "c913f7c1-6c61-4a6a-8472-48bc2b2ef3fd", + "metadata": {}, + "source": [ + "### 4 - Shape of the Distribution: " + ] + }, + { + "cell_type": "markdown", + "id": "8d183105-83d3-446d-9fb3-4466f5a98655", + "metadata": {}, + "source": [ + "kurtosis : " + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "eeddcf0c-db99-499b-9384-b3b2ed3aca41", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "14.379364463196623" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['consume'].kurtosis()" + ] + }, + { + "cell_type": "markdown", + "id": "257fb957-7269-4392-8670-f5bc5485e716", + "metadata": {}, + "source": [ + "skewness : " + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "id": "373bc5f7-b14a-4ab0-9e0a-90df059d89f0", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2.9415884771194283" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['consume'].skew()" + ] + }, + { + "cell_type": "markdown", + "id": "0958e5c2-df60-4a3b-a347-b3b4be8c1217", + "metadata": {}, + "source": [ + "Visualization : " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "d847f8a4-101b-41aa-942a-69e0c76a1c4f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 0, 'consume')" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "df['consume'].plot(kind='hist', title='Consumtion')\n", + "plt.xlabel('consume')" + ] + }, + { + "cell_type": "markdown", + "id": "bc485210-1975-4c88-8b54-f95786be47bc", + "metadata": {}, + "source": [ + "#### The value of 5 seems to be the most common consumption. Which is not consistent with the mode of consumption calculated previously." + ] + }, + { + "cell_type": "markdown", + "id": "8884d848-287f-4733-ba8e-3bf9be992585", + "metadata": {}, + "source": [ + "### 5 - Crosstab Analysis: " + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "5a555182-9136-4f92-b6fb-db6cd3ea8794", + "metadata": {}, + "outputs": [], + "source": [ + "x = pd.crosstab(df['gas_type'], df['consume'])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "88157715-ba0c-423a-a89c-06137e1ffda1", + "metadata": {}, + "outputs": [], + "source": [ + "# print( *list(((x[True] / (x[False] + x[True])).sort_values(ascending = False)).head(3).index), sep = \"\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "2819169b-85b4-47a5-aff6-03054c5e7b31", + "metadata": {}, + "source": [ + "### 6 - Statistical Tests: " + ] + }, + { + "cell_type": "markdown", + "id": "3d73447d-594d-4236-a2bd-25e1700e6f41", + "metadata": {}, + "source": [ + "- Conducting a Chi-square test to determine if the consumption is independent of the gas_type." + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "954be637-fcb5-4778-8b1e-941269cb5f82", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(46.357315763032474, 0.297320055548537)" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.stats import chi2_contingency\n", + "\n", + "chi2_contingency(x)[:2]" + ] + }, + { + "cell_type": "markdown", + "id": "e75624ac-c8ce-4834-9499-9bad4a47ea66", + "metadata": {}, + "source": [ + "##### A p-value of 0.29 fails to reject the null hypothesis. Hence the `consumption` distribution is not correlated to the `gas type`. ." + ] + }, + { + "cell_type": "markdown", + "id": "92558059-2d8e-4ef1-a3ea-2df24bfb46c5", + "metadata": {}, + "source": [ + "- Computing Cramér's V to understand the strength of association between best-seller status and category." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "a775cba8-87f7-47ab-8110-d51f181b0d3f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.35112780210675487" + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from scipy.stats.contingency import association\n", + "\n", + "association(x)" + ] + }, + { + "cell_type": "markdown", + "id": "d013eac5-8ba3-47d8-aae5-fa96285f36c0", + "metadata": {}, + "source": [ + "##### An association value of 0.35 indicates that the strengh of the correlation between `gas type` and `consumption` is weak ." + ] + }, + { + "cell_type": "markdown", + "id": "f9edc946-ebb5-4127-bb61-1083d8ba7522", + "metadata": {}, + "source": [ + "### 7 - Outliers: " + ] + }, + { + "cell_type": "markdown", + "id": "79e35a44-29b2-45c0-aecf-703e0589e7fb", + "metadata": {}, + "source": [ + "For this purpose, we are using the IQR (Interquartile Range) method. " + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "73f84acb-833c-492c-b4ba-d8ac6c365a33", + "metadata": {}, + "outputs": [], + "source": [ + "q3, q1 = df['consume'].quantile([0.25, 0.75])[0.75], df['consume'].quantile([0.25, 0.75])[0.25]\n", + "iqr = q3 - q1\n", + "l_bound , u_bound = q1 - 1.5 * iqr , q3 + 1.5 * iqr\n", + "df1 = df[(df['consume'] >= l_bound) & (df['consume'] <= u_bound)]" + ] + }, + { + "cell_type": "markdown", + "id": "06481555-5e33-4103-a13a-6a8825881ef5", + "metadata": {}, + "source": [ + "**Violin Plots**" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "d476e2c9-6d01-466e-a09d-6e6ee7b16aad", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.violinplot(data=df1[df1['gas_type'].isin(df1['gas_type'].value_counts().sort_values(ascending=False).head(2).index)], y='gas_type', x='consume', hue='gas_type')" + ] + }, + { + "cell_type": "markdown", + "id": "f6cc0542-352d-4930-abca-761dcbd44d4c", + "metadata": {}, + "source": [ + "- Which gas_type tends to have the highest median consumption?" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "id": "fe9764f3-5cd4-4bc1-bb8f-672e62d824f9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'E10'" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(df.groupby('gas_type')['consume'].median().sort_values(ascending=False).head(1).index)[0]" + ] + }, + { + "cell_type": "markdown", + "id": "dc92b362-4118-407f-8159-31ed964cc574", + "metadata": {}, + "source": [ + "**Bar Chart**" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "33136840-0e46-4c38-9bfb-ca8af8ed34e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.barplot(data=df1[df1['gas_type'].isin(df1['gas_type'].value_counts().sort_values(ascending=False).head(10).index)],x='consume', y='gas_type', errorbar=None)" + ] + }, + { + "cell_type": "markdown", + "id": "c4119107-9696-454f-95ea-edde25c0b1f9", + "metadata": {}, + "source": [ + "- Which gas_type commands the highest average consumption?" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "ea4f1957-1587-4589-b3c2-b15b4b7d1bd6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'E10'" + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(df.groupby('gas_type')['consume'].mean().sort_values(ascending=False).head(1).index)[0]" + ] + }, + { + "cell_type": "markdown", + "id": "dfeb99a3-70bc-49e5-986e-d7b76870bbdd", + "metadata": {}, + "source": [ + "**Box Plot**" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "3e9ba3d4-8a36-496b-bdcd-1e70018d2519", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.boxplot(data=df1[df1['gas_type'].isin(df1['gas_type'].value_counts().sort_values(ascending=False).head(2).index)],x='temp_outside', y='gas_type')" + ] + }, + { + "cell_type": "markdown", + "id": "ce60b342-557c-4bf8-9443-5a96b1b6a560", + "metadata": {}, + "source": [ + "- Which gas_type tends to be used for the highest median temp_outside?" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "id": "c1e9d85a-3281-4720-b5bb-c88c21069e68", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'SP98'" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "list(df.groupby('gas_type')['temp_outside'].median().sort_values(ascending=False).head(1).index)[0]" + ] + }, + { + "cell_type": "markdown", + "id": "e21b575e-ecac-42bb-8452-dc55e99ab687", + "metadata": {}, + "source": [ + "### 8 - Analysing correlations: " + ] + }, + { + "cell_type": "markdown", + "id": "71788296-e23d-4831-8792-4e9f0da04aa1", + "metadata": {}, + "source": [ + "- Calculating the correlation coefficient between `consume` and `temp_outside`." + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "id": "58559fce-5f37-4f15-ab44-41de871a3f0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.4172446081721718" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "abs(df1['consume'].corr(df1['temp_outside']))" + ] + }, + { + "cell_type": "markdown", + "id": "3410a72a-ffbc-4dde-a9e2-c24b6259b6f6", + "metadata": {}, + "source": [ + "**Visualizations**" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "a0122435-1771-4651-bdf2-e612758ec677", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.scatterplot(data=df1, x='temp_outside', y='consume',alpha=0.9)" + ] + }, + { + "cell_type": "markdown", + "id": "3d64aad3-cc91-4390-aaf8-e59f1de38136", + "metadata": {}, + "source": [ + "- Correlation heatmap to visualize correlations between all numerical variables." + ] + }, + { + "cell_type": "markdown", + "id": "979f1490-a084-4f26-ba28-77e3354ae442", + "metadata": {}, + "source": [ + "**Correlation Matrix**" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "ef11fd1d-cdcc-4212-8777-3b9b2db33380", + "metadata": {}, + "outputs": [], + "source": [ + "correlations_matrix = df[num_var].corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "d85eeb1c-f829-45aa-91ee-13f192329368", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "if len(num_var) < 21:\n", + " plt.figure(figsize=(10, 8))\n", + " sns.heatmap(correlations_matrix, annot=True, cmap='coolwarm', fmt=\".2f\", linewidths=.5)\n", + " plt.title('Correlation matrix heatmap')\n", + " plt.show()\n", + "else :\n", + " print(\"There are too many variables to visualize the Correlation matrix heatmap! \")" + ] + }, + { + "cell_type": "markdown", + "id": "20f607f3-f5d6-435a-b837-a7b4c892b602", + "metadata": {}, + "source": [ + "- Examining if `consumption` typically is following a normal distribution using a QQ plot. " + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "8fbe5ec0-ce93-4b05-b79b-fef264aad5cd", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import statsmodels.api as sm\n", + "\n", + "sm.qqplot(df1['consume'], line='s');" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "dea5b9eb-de57-4cec-9a8f-4d402ed9ab35", + "metadata": {}, + "outputs": [], + "source": [ + "high_corr_threshold = 0.8\n", + "highly_correlated_pairs = []\n", + "\n", + "for i in range(len(correlations_matrix.columns)):\n", + " for j in range(i):\n", + " if abs(correlations_matrix.iloc[i, j]) > high_corr_threshold:\n", + " col_pair = (correlations_matrix.columns[i], correlations_matrix.columns[j], correlations_matrix.iloc[i, j])\n", + " highly_correlated_pairs.append(col_pair)\n", + "\n", + "for pair in highly_correlated_pairs:\n", + " print(f\"Columns: {pair[0]} and {pair[1]} - Correlation: {pair[2]}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "id": "5ef9f754-4854-4330-b267-a5097d8b6378", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Columns to delete where correlation is higher than 0.8 :\n", + "\n" + ] + } + ], + "source": [ + "def correlated_cols_to_del(df, num_vars, threshold=0.8):\n", + " correlation_matrix = df[num_vars].corr()\n", + " columns_to_del = []\n", + " for i in range(len(correlation_matrix.columns)):\n", + " for j in range(i+1, len(correlation_matrix.columns)):\n", + " if abs(correlation_matrix.iloc[i, j]) > threshold:\n", + " columns_to_del.append(correlation_matrix.columns[j])\n", + " return columns_to_del\n", + "\n", + "cols_to_del = list(set(correlated_cols_to_del(df, num_var)))\n", + "print(\"Columns to delete where correlation is higher than 0.8 :\")\n", + "print(*cols_to_del,sep=\"\\n\")" + ] + }, + { + "cell_type": "markdown", + "id": "88c39384-af15-456e-a5f9-9ca2313a6f3c", + "metadata": {}, + "source": [ + "### 9 - Conclusion: " + ] + }, + { + "cell_type": "markdown", + "id": "5f381cef-5ae5-4393-ad25-55308e9a1b14", + "metadata": {}, + "source": [ + "Except for speed and distance which are somehow correlated, we can draw some conclusions based on our observations, which are the following:\n", + "- Based on the violin plots, the E10 gas has the highest median consumption.\n", + "- Based on the QQ plots the consumption tends to follow a normal distribution\n", + "- Based on the scatterplot the outside temperature and the consumption seem slightly anti-correlated, in the sense that the lower the outside temperature the higher the consumption" + ] + }, + { + "attachments": { + "1ec6c5d4-70b1-4b16-a4f3-571e2ca91dd2.png": { + "image/png": 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" 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" + } + }, + "cell_type": "markdown", + "id": "3ebb1f0d-6df2-48b7-875c-0ad5d15101b4", + "metadata": {}, + "source": [ + "\n", + "\n", + "\n", + "
\"Drawing\" \"Drawing\"
\n" + ] + }, + { + "attachments": { + "e19ddabf-6dae-4217-a46d-e5513c121fe7.png": { + "image/png": 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" + } + }, + "cell_type": "markdown", + "id": "35f4be93-7b32-4386-a9d0-705fac9c87a9", + "metadata": {}, + "source": [ + "\n", + "\n", + "
\"Drawing\"
" + ] + }, + { + "attachments": {}, + "cell_type": "markdown", + "id": "1276101c-ff7f-41af-9311-9e8a637e6d64", + "metadata": {}, + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.8.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} From b652ea3e22a01247075990b4936a359d4a03aeb9 Mon Sep 17 00:00:00 2001 From: Jules Albin Date: Wed, 21 Feb 2024 06:46:49 +0100 Subject: [PATCH 2/2] cleaning repo --- src/main.ipynb | 514 +++++++++++++++++++------------------------------ 1 file changed, 200 insertions(+), 314 deletions(-) diff --git a/src/main.ipynb b/src/main.ipynb index ae0d5e2..80beaf9 100644 --- a/src/main.ipynb +++ b/src/main.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "db73362a-9c64-4fbb-95ce-fb9a6ab5c98e", + "id": "a80c2aca", "metadata": {}, "source": [ "# Technical Challenge Data Analyst \n", @@ -12,7 +12,7 @@ }, { "cell_type": "markdown", - "id": "81f7f942-f77a-4ec9-9a68-35935cf9d505", + "id": "c23e84f5", "metadata": {}, "source": [ "## I. Gathering DATA: " @@ -20,7 +20,7 @@ }, { "cell_type": "markdown", - "id": "875eaeb5-cefc-4998-a4a8-475fe168d75a", + "id": "d9920203", "metadata": {}, "source": [ "### 1 - Retrieving data from csv files : " @@ -29,7 +29,7 @@ { "cell_type": "code", "execution_count": 1, - "id": "971091be-547d-48bc-8c34-ab9aaa2b2dc1", + "id": "b88ca9ef", "metadata": {}, "outputs": [], "source": [ @@ -38,7 +38,7 @@ }, { "cell_type": "markdown", - "id": "7777aec7-2a2e-4fd5-9f35-7df16b9414fb", + "id": "9e55e97f", "metadata": {}, "source": [ "## II. Loading Datasets: " @@ -46,7 +46,7 @@ }, { "cell_type": "markdown", - "id": "af3ce1ec-5b66-4a89-96bc-277bcac57e65", + "id": "600c676d", "metadata": {}, "source": [ "### 1 - Importing libraries: " @@ -55,7 +55,7 @@ { "cell_type": "code", "execution_count": 2, - "id": "54c726f3-42d4-4709-8a77-68c41bcc3365", + "id": "9dd3812e", "metadata": {}, "outputs": [], "source": [ @@ -66,7 +66,7 @@ }, { "cell_type": "markdown", - "id": "762fa366-751d-4df8-8a25-753d0d860279", + "id": "98c5093e", "metadata": {}, "source": [ "### 2 - Sources : " @@ -75,7 +75,7 @@ { "cell_type": "code", "execution_count": 3, - "id": "f76b7098-25bb-4106-a258-332e46a55276", + "id": "4db6d490", "metadata": {}, "outputs": [], "source": [ @@ -84,7 +84,7 @@ }, { "cell_type": "markdown", - "id": "3565146f-2c2e-4b30-b58c-9f8ec7eed02d", + "id": "413e8fd9", "metadata": {}, "source": [ "### 3 - Loading Datasets : " @@ -93,7 +93,7 @@ { "cell_type": "code", "execution_count": 4, - "id": "ffe06133-32d8-4a31-81f2-8ead0c4d63e8", + "id": "99dbebd2", "metadata": {}, "outputs": [], "source": [ @@ -102,7 +102,7 @@ }, { "cell_type": "markdown", - "id": "c0485ada-c63c-41fd-8c92-40767267f310", + "id": "912a18e9", "metadata": {}, "source": [ " Glancing at the dataset: " @@ -111,7 +111,7 @@ { "cell_type": "code", "execution_count": 5, - "id": "63e46b1f-7af1-4f6c-816b-21b17a1f4786", + "id": "024bb9f1", "metadata": {}, "outputs": [ { @@ -222,7 +222,7 @@ }, { "cell_type": "markdown", - "id": "b1565fa3-2d42-4bb1-af04-f8785c3348e5", + "id": "b5c65362", "metadata": {}, "source": [ "Displaying number of rows and number of columns: " @@ -231,7 +231,7 @@ { "cell_type": "code", "execution_count": 6, - "id": "4132eed3-335d-49ee-8cdc-dbd1dba03da4", + "id": "2bb844fd", "metadata": {}, "outputs": [ { @@ -248,7 +248,7 @@ }, { "cell_type": "markdown", - "id": "eab8ede6-2182-4807-95c7-b17864aed9a9", + "id": "c6bcb5be", "metadata": {}, "source": [ "## III. Data Wrangling: cleaning, formating... : " @@ -256,7 +256,7 @@ }, { "cell_type": "markdown", - "id": "3c9a4fea-fc94-4430-9712-1817073ee052", + "id": "0dba3601", "metadata": {}, "source": [ "### 1 - Cleaning Columns Name : " @@ -264,7 +264,7 @@ }, { "cell_type": "markdown", - "id": "64871345-ce67-4ae6-8714-61bbfebc0f0c", + "id": "dc4b8859", "metadata": {}, "source": [ "Stripping, renaming in lower case and replacing spaces with \"_\" :" @@ -273,7 +273,7 @@ { "cell_type": "code", "execution_count": 7, - "id": "dc05bbb8-a40c-4b0d-9459-427966a7210b", + "id": "457d3423", "metadata": {}, "outputs": [ { @@ -523,7 +523,7 @@ }, { "cell_type": "markdown", - "id": "2c40d562-5a60-438f-ac99-c68b56b6b5a7", + "id": "7a28a8f3", "metadata": {}, "source": [ "Renaming columns names:" @@ -531,7 +531,7 @@ }, { "cell_type": "markdown", - "id": "7688e378-a49e-48c2-a210-26c77ef7f78a", + "id": "6a654c46", "metadata": {}, "source": [ "Not Applicable" @@ -539,7 +539,7 @@ }, { "cell_type": "markdown", - "id": "b6c38f65-29d0-4769-80e1-2c446735c8c8", + "id": "6986fd82", "metadata": {}, "source": [ "### 2 - Cleaning invalid Values : " @@ -548,7 +548,7 @@ { "cell_type": "code", "execution_count": 8, - "id": "af29ee80-31b3-4d1d-aa82-34dd36b6fb5e", + "id": "3471e43a", "metadata": {}, "outputs": [], "source": [ @@ -559,7 +559,7 @@ }, { "cell_type": "markdown", - "id": "288a2cf3-aa10-405b-b9d8-6befa236c4ee", + "id": "822a21d3", "metadata": {}, "source": [ "### 3 - Dealing with Null values : " @@ -567,7 +567,7 @@ }, { "cell_type": "markdown", - "id": "d4d598f2-1733-4972-9408-a8f4ec080bcf", + "id": "c8707bb8", "metadata": {}, "source": [ "There are several options:\n", @@ -580,7 +580,7 @@ }, { "cell_type": "markdown", - "id": "cbc69624-c7f6-45dd-a5eb-6d109038549a", + "id": "7e0d36c6", "metadata": {}, "source": [ "Identifying columns with Null values : " @@ -589,7 +589,7 @@ { "cell_type": "code", "execution_count": 9, - "id": "823adf51-b94f-4106-8613-af333ea44eaf", + "id": "12b9c445", "metadata": {}, "outputs": [ { @@ -610,7 +610,7 @@ { "cell_type": "code", "execution_count": 10, - "id": "2c973452-538e-48ce-a87c-8b8aa8fc7f1f", + "id": "d7682ab4", "metadata": {}, "outputs": [ { @@ -643,7 +643,7 @@ { "cell_type": "code", "execution_count": 11, - "id": "0d701507-2352-4097-8727-0ae3e00a98fa", + "id": "59b22a62", "metadata": {}, "outputs": [ { @@ -676,7 +676,7 @@ }, { "cell_type": "markdown", - "id": "e41f8035-8143-4627-a668-cddcbddeb403", + "id": "20a2c07b", "metadata": {}, "source": [ "Removing columns with Null values : " @@ -685,7 +685,7 @@ { "cell_type": "code", "execution_count": 12, - "id": "a0ee0a1d-91db-43fc-a835-8d6ab129f740", + "id": "1238f145", "metadata": {}, "outputs": [], "source": [ @@ -695,7 +695,7 @@ }, { "cell_type": "markdown", - "id": "9407c4ef-ee47-44bc-8042-5dac0eba3c1e", + "id": "0d1117f0", "metadata": {}, "source": [ "Removing rows with Null values : " @@ -704,7 +704,7 @@ { "cell_type": "code", "execution_count": 13, - "id": "9a21d4c4-6a36-402e-886c-9d0ac9c66393", + "id": "a2bc3596", "metadata": {}, "outputs": [], "source": [ @@ -713,7 +713,7 @@ }, { "cell_type": "markdown", - "id": "cd250e7f-b155-4e94-8762-aa8fe0c54dd8", + "id": "09f22a78", "metadata": {}, "source": [ "Replacing NaN values with 0 within columns:" @@ -722,7 +722,7 @@ { "cell_type": "code", "execution_count": 14, - "id": "b193b67c-e135-4a2e-aa6d-61c6c51ed03f", + "id": "d5552bf1", "metadata": {}, "outputs": [], "source": [ @@ -731,7 +731,7 @@ }, { "cell_type": "markdown", - "id": "2a5fd5a4-7ab0-481c-aaed-8a2e58c264bd", + "id": "9e7b5bad", "metadata": {}, "source": [ "Checking again if there is any remaining missing value:" @@ -740,7 +740,7 @@ { "cell_type": "code", "execution_count": 15, - "id": "82b4b06c-f766-422c-a0d5-f082e7e68f30", + "id": "b9aa5881", "metadata": {}, "outputs": [ { @@ -769,7 +769,7 @@ }, { "cell_type": "markdown", - "id": "15e57c9d-370d-44eb-a393-27ea7c44f20c", + "id": "7b4b9b75", "metadata": {}, "source": [ "### 4 - Formatting data types : " @@ -777,7 +777,7 @@ }, { "cell_type": "markdown", - "id": "8d52f740-dd81-4459-8b07-707881c98de6", + "id": "dad3b68e", "metadata": {}, "source": [ "Listing data types:" @@ -786,7 +786,7 @@ { "cell_type": "code", "execution_count": 16, - "id": "ee0eb0fc-ef00-43ff-83b1-bbb02af16cd3", + "id": "3c0dd643", "metadata": {}, "outputs": [ { @@ -815,7 +815,7 @@ }, { "cell_type": "markdown", - "id": "28203e17-3207-4866-900d-a225d4ea84a3", + "id": "0bff294a", "metadata": {}, "source": [ "formating to float" @@ -824,7 +824,7 @@ { "cell_type": "code", "execution_count": 17, - "id": "e6cb92d8-d0da-49c0-af8d-4943ead3a509", + "id": "73ad21ea", "metadata": {}, "outputs": [], "source": [ @@ -836,7 +836,7 @@ }, { "cell_type": "markdown", - "id": "43908aff-6791-40b6-aab9-8e420a71bf85", + "id": "2e3428db", "metadata": {}, "source": [ "### 5 - Dealing with duplicates : " @@ -845,7 +845,7 @@ { "cell_type": "code", "execution_count": 18, - "id": "f1d750a3-33e6-469e-96fc-8000b529b68d", + "id": "f93f6bc7", "metadata": {}, "outputs": [ { @@ -865,110 +865,7 @@ }, { "cell_type": "markdown", - "id": "402a9b6e-8e88-4b0d-9a08-b5c4c7b17e0c", - "metadata": {}, - "source": [ - "Removing columns with Null values : " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "90561ccf-a1c7-4801-93ac-b2d57c5e2d68", - "metadata": {}, - "outputs": [], - "source": [ - "# Removing column named 'col_name'\n", - "df.drop(columns = 'col_name', inplace=True)\n", - "df.reset_index(inplace=True, drop=True)" - ] - }, - { - "cell_type": "markdown", - "id": "b8775ca7-bec2-4f60-b4ae-b8b7cb852195", - "metadata": {}, - "source": [ - "Removing rows with Null values : " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "b7a2e947-f4f7-4104-b6d4-1f51b2c731bd", - "metadata": {}, - "outputs": [], - "source": [ - "# Deleting rows with missing value for column customer\n", - "df.dropna(subset=['customer'], inplace=True)" - ] - }, - { - "cell_type": "markdown", - "id": "1de780c9-b2a0-4ff2-b800-f08ab5c86763", - "metadata": {}, - "source": [ - "Filling columns with Null values : average value or backward-fill " - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "bce37730-e04c-4b95-99e4-4f2c8fa0c713", - "metadata": { - "scrolled": true - }, - "outputs": [], - "source": [ - "# Filling missing value for customer_lifetime_value with average value\n", - "df.customer_lifetime_value =df.customer_lifetime_value.fillna(df.customer_lifetime_value.mean())\n", - "\n", - "# Filling missing value for income with average value\n", - "df.income =df.income.fillna(df.income.mean())\n", - "\n", - "# Filling missing value for gender with Backward-fill method\n", - "df.gender = df.gender.fillna(method='bfill')" - ] - }, - { - "cell_type": "markdown", - "id": "9b3d21fb-ced1-4b66-aa38-7e64dbbf4a66", - "metadata": {}, - "source": [ - "Replacing NaN values with 0 within columns:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "4f314c34-753c-49b1-884b-00ed9c8f2c9c", - "metadata": {}, - "outputs": [], - "source": [ - "cols = ['col1','col3']\n", - "nan_to_null(df,cols)" - ] - }, - { - "cell_type": "markdown", - "id": "f9e7e963-6a37-48a9-a04f-7482999acedd", - "metadata": {}, - "source": [ - "Checking again if there is any remaining missing value:" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "0814f9f7-2146-4a8d-afd3-37f30891a939", - "metadata": {}, - "outputs": [], - "source": [ - "df.isna().any()" - ] - }, - { - "cell_type": "markdown", - "id": "07db3460-db09-4699-9573-ef82b9ca5bcd", + "id": "25f464c1", "metadata": {}, "source": [ "### 6 - Saving cleaned dataset into csv : " @@ -977,7 +874,7 @@ { "cell_type": "code", "execution_count": 19, - "id": "57f7ffb1-daa9-4616-b663-804bb2a65678", + "id": "45df1a1e", "metadata": { "scrolled": true }, @@ -1074,7 +971,7 @@ { "cell_type": "code", "execution_count": 20, - "id": "ad2c16cf-70ef-4645-8b68-5f114249f32d", + "id": "ed0488d1", "metadata": {}, "outputs": [], "source": [ @@ -1083,7 +980,7 @@ }, { "cell_type": "markdown", - "id": "a20e1a19-bf15-4f8b-a41f-70bb725821e1", + "id": "1f618df7", "metadata": {}, "source": [ "## IV. EDA: Exploratory Data Analysis: " @@ -1091,7 +988,7 @@ }, { "cell_type": "markdown", - "id": "b303fad9-eee0-4107-b89f-db56b1854383", + "id": "5f1c3e74", "metadata": {}, "source": [ "### 1 - Identifying variables and their specifications: " @@ -1099,7 +996,7 @@ }, { "cell_type": "markdown", - "id": "d77a7623-e65e-475b-b078-303d0280580e", + "id": "3d2e5f5a", "metadata": {}, "source": [ "Displaying number of unique values for each column : " @@ -1107,8 +1004,8 @@ }, { "cell_type": "code", - "execution_count": 21, - "id": "780d45c0-fca0-4820-b3f4-4ff87f8005d3", + "execution_count": 20, + "id": "39b97db3", "metadata": {}, "outputs": [ { @@ -1126,7 +1023,7 @@ "dtype: int64" ] }, - "execution_count": 21, + "execution_count": 20, "metadata": {}, "output_type": "execute_result" } @@ -1137,7 +1034,7 @@ }, { "cell_type": "markdown", - "id": "012b90ac-9791-49d8-9b3c-5e56ccdb2633", + "id": "cd5e98e2", "metadata": {}, "source": [ "Displaying number of unique values for each column that has less than 10 distinct values : " @@ -1145,8 +1042,8 @@ }, { "cell_type": "code", - "execution_count": 22, - "id": "e97fa2af-b2b2-49c5-ab0c-582a8a7b4ac6", + "execution_count": 21, + "id": "6436bb01", "metadata": {}, "outputs": [ { @@ -1160,7 +1057,7 @@ "dtype: int64" ] }, - "execution_count": 22, + "execution_count": 21, "metadata": {}, "output_type": "execute_result" } @@ -1171,7 +1068,7 @@ }, { "cell_type": "markdown", - "id": "d7e2ae89-352a-4e8e-8243-104d52ffafad", + "id": "1c0fa753", "metadata": {}, "source": [ "Numerical **variables**:" @@ -1179,8 +1076,8 @@ }, { "cell_type": "code", - "execution_count": 23, - "id": "75e7494e-bc8d-49f4-8aa9-192c018124fb", + "execution_count": 22, + "id": "c764bb4a", "metadata": {}, "outputs": [], "source": [ @@ -1189,7 +1086,7 @@ }, { "cell_type": "markdown", - "id": "bb8d6838-f82a-41f9-a5c6-1c5e3337ac13", + "id": "a007e4c7", "metadata": {}, "source": [ "Categorical **variables**:" @@ -1197,8 +1094,8 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "1b400606-c82a-4a87-8e20-b429558d3b0a", + "execution_count": 23, + "id": "71ded470", "metadata": {}, "outputs": [], "source": [ @@ -1207,7 +1104,7 @@ }, { "cell_type": "markdown", - "id": "72c0cf2a-3064-49b8-afc4-94df2491c8ae", + "id": "f91c890d", "metadata": {}, "source": [ "### 2 - Frequency Table: " @@ -1215,8 +1112,8 @@ }, { "cell_type": "code", - "execution_count": 25, - "id": "9adf6376-5f59-4e15-81ee-1977c6304238", + "execution_count": 24, + "id": "618398f3", "metadata": {}, "outputs": [ { @@ -1228,7 +1125,7 @@ "Name: count, dtype: int64" ] }, - "execution_count": 25, + "execution_count": 24, "metadata": {}, "output_type": "execute_result" } @@ -1240,8 +1137,8 @@ }, { "cell_type": "code", - "execution_count": 26, - "id": "f95cf13f-0767-4096-ab07-0d7e014e07de", + "execution_count": 25, + "id": "089a0e1c", "metadata": {}, "outputs": [ { @@ -1292,7 +1189,7 @@ "SP98 58.24" ] }, - "execution_count": 26, + "execution_count": 25, "metadata": {}, "output_type": "execute_result" } @@ -1306,7 +1203,7 @@ }, { "cell_type": "markdown", - "id": "ecc5a869-ba03-4321-a8cd-bbd61ac552f4", + "id": "3cf6dc51", "metadata": {}, "source": [ "Visualization : " @@ -1314,8 +1211,8 @@ }, { "cell_type": "code", - "execution_count": 27, - "id": "21d63d53-d704-4b44-a633-4ce95f379a20", + "execution_count": 26, + "id": "46437fba", "metadata": {}, "outputs": [ { @@ -1324,7 +1221,7 @@ "(array([0, 1]), [Text(0, 0, 'SP98'), Text(1, 0, 'E10')])" ] }, - "execution_count": 27, + "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, @@ -1353,8 +1250,8 @@ }, { "cell_type": "code", - "execution_count": 28, - "id": "a62cab5e-df6f-4ab2-be01-f7c94be6560a", + "execution_count": 27, + "id": "8864e542", "metadata": {}, "outputs": [ { @@ -1379,7 +1276,7 @@ }, { "cell_type": "markdown", - "id": "97f433d4-d17f-4b77-b46a-071ef5bf0a0d", + "id": "363d8fae", "metadata": {}, "source": [ "### 3 - Measures of Centrality: " @@ -1392,7 +1289,7 @@ } }, "cell_type": "markdown", - "id": "b83b609a-9851-4d92-b6f5-6e3e7589cf43", + "id": "c7b42caf", "metadata": {}, "source": [ "![image.png](attachment:b3ad0edd-5a18-45fd-b423-65e8644788a8.png)" @@ -1400,7 +1297,7 @@ }, { "cell_type": "markdown", - "id": "ce49cf8d-6bad-444b-b994-1047b503cc33", + "id": "8a38f7e8", "metadata": {}, "source": [ "Mean : " @@ -1408,8 +1305,8 @@ }, { "cell_type": "code", - "execution_count": 29, - "id": "0c7f724f-af6d-4500-9495-66d27b17358c", + "execution_count": 28, + "id": "41c3ea9b", "metadata": {}, "outputs": [ { @@ -1418,7 +1315,7 @@ "4.93" ] }, - "execution_count": 29, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1429,7 +1326,7 @@ }, { "cell_type": "markdown", - "id": "25660f17-b8b3-427b-b27f-3912cdf82ade", + "id": "6cef8ebd", "metadata": {}, "source": [ "Median : " @@ -1437,8 +1334,8 @@ }, { "cell_type": "code", - "execution_count": 30, - "id": "982dee0e-1b95-4f04-8b87-c3a79188b03c", + "execution_count": 29, + "id": "f2818558", "metadata": {}, "outputs": [ { @@ -1447,7 +1344,7 @@ "4.7" ] }, - "execution_count": 30, + "execution_count": 29, "metadata": {}, "output_type": "execute_result" } @@ -1458,7 +1355,7 @@ }, { "cell_type": "markdown", - "id": "9c6a4da8-f8e1-4cd3-820b-9f14ee9fbea5", + "id": "2080b75f", "metadata": {}, "source": [ "Mode : " @@ -1466,8 +1363,8 @@ }, { "cell_type": "code", - "execution_count": 31, - "id": "07e993da-299f-4e8a-a422-6b5b92073360", + "execution_count": 30, + "id": "d356026f", "metadata": {}, "outputs": [ { @@ -1476,7 +1373,7 @@ "4.5" ] }, - "execution_count": 31, + "execution_count": 30, "metadata": {}, "output_type": "execute_result" } @@ -1487,7 +1384,7 @@ }, { "cell_type": "markdown", - "id": "f6b9ee6a-126a-468f-81e7-b38dd4e559c6", + "id": "e1e13da3", "metadata": {}, "source": [ "#### The average consumption point 4.93 (the mean) is approximately 1.09 times the most common consumption point 4.5 (the mode)." @@ -1495,7 +1392,7 @@ }, { "cell_type": "markdown", - "id": "01518f80-505f-4670-b8df-7e53d5a46e95", + "id": "02d2ad85", "metadata": {}, "source": [ "### 3 - Measures of Dispersion: " @@ -1503,7 +1400,7 @@ }, { "cell_type": "markdown", - "id": "bb0ff9a2-4f1b-4168-9073-9b484eb67233", + "id": "3e06b472", "metadata": {}, "source": [ "Variance : " @@ -1511,8 +1408,8 @@ }, { "cell_type": "code", - "execution_count": 32, - "id": "f7c5d109-1a13-425c-8b6b-005a9a1ee4c0", + "execution_count": 31, + "id": "87cbf666", "metadata": {}, "outputs": [ { @@ -1521,7 +1418,7 @@ "1.08" ] }, - "execution_count": 32, + "execution_count": 31, "metadata": {}, "output_type": "execute_result" } @@ -1532,7 +1429,7 @@ }, { "cell_type": "markdown", - "id": "42fb90b4-1e6a-4c62-96dd-c9f64e4cd76e", + "id": "acdecbfb", "metadata": {}, "source": [ "Standard Deviation : " @@ -1540,8 +1437,8 @@ }, { "cell_type": "code", - "execution_count": 33, - "id": "c3bc4ec4-8f55-47b1-b0f7-32e40c3b5273", + "execution_count": 32, + "id": "1c247684", "metadata": {}, "outputs": [ { @@ -1550,7 +1447,7 @@ "1.04" ] }, - "execution_count": 33, + "execution_count": 32, "metadata": {}, "output_type": "execute_result" } @@ -1561,7 +1458,7 @@ }, { "cell_type": "markdown", - "id": "5fc5f05f-93eb-41d7-91cf-13e364dbff98", + "id": "9b35cb1d", "metadata": {}, "source": [ "Range : " @@ -1569,8 +1466,8 @@ }, { "cell_type": "code", - "execution_count": 34, - "id": "f4e1296c-f2d3-44b6-bfa9-8d01cbbd17b7", + "execution_count": 33, + "id": "a7c2e0b0", "metadata": {}, "outputs": [ { @@ -1579,7 +1476,7 @@ "8.899999999999999" ] }, - "execution_count": 34, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } @@ -1590,7 +1487,7 @@ }, { "cell_type": "markdown", - "id": "dfba7ff2-490e-43a2-927b-b23337f10e9f", + "id": "4392e5d7", "metadata": {}, "source": [ "IQR : " @@ -1598,8 +1495,8 @@ }, { "cell_type": "code", - "execution_count": 35, - "id": "e0a60075-45da-41e0-b125-f5f4be512437", + "execution_count": 34, + "id": "b6aade90", "metadata": {}, "outputs": [ { @@ -1608,7 +1505,7 @@ "1.0" ] }, - "execution_count": 35, + "execution_count": 34, "metadata": {}, "output_type": "execute_result" } @@ -1619,7 +1516,7 @@ }, { "cell_type": "markdown", - "id": "8b66276f-e213-4f62-b732-02cfc27564a8", + "id": "3b336a86", "metadata": {}, "source": [ "#### Consumption is volatile. And the range of approximately 8.9 indicates a significant spread in Consumption ." @@ -1627,7 +1524,7 @@ }, { "cell_type": "markdown", - "id": "fbe457cd-36f8-4490-add7-634ea65b651d", + "id": "d861b057", "metadata": {}, "source": [ "Visualization : " @@ -1635,8 +1532,8 @@ }, { "cell_type": "code", - "execution_count": 36, - "id": "5329f571-dd0c-4b9f-9baf-d787d3a8d32a", + "execution_count": 35, + "id": "005ae622", "metadata": {}, "outputs": [ { @@ -1645,7 +1542,7 @@ "Text(0.5, 0, 'consumption frequency')" ] }, - "execution_count": 36, + "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, @@ -1668,8 +1565,8 @@ }, { "cell_type": "code", - "execution_count": 37, - "id": "3244dfa5-1b5a-4ba7-bfd7-018ed4f25f81", + "execution_count": 36, + "id": "77916c98", "metadata": {}, "outputs": [ { @@ -1678,7 +1575,7 @@ "" ] }, - "execution_count": 37, + "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, @@ -1700,7 +1597,7 @@ }, { "cell_type": "markdown", - "id": "c913f7c1-6c61-4a6a-8472-48bc2b2ef3fd", + "id": "7631a3e2", "metadata": {}, "source": [ "### 4 - Shape of the Distribution: " @@ -1708,7 +1605,7 @@ }, { "cell_type": "markdown", - "id": "8d183105-83d3-446d-9fb3-4466f5a98655", + "id": "bd5e7334", "metadata": {}, "source": [ "kurtosis : " @@ -1716,8 +1613,8 @@ }, { "cell_type": "code", - "execution_count": 38, - "id": "eeddcf0c-db99-499b-9384-b3b2ed3aca41", + "execution_count": 37, + "id": "fcb4f2da", "metadata": {}, "outputs": [ { @@ -1726,7 +1623,7 @@ "14.379364463196623" ] }, - "execution_count": 38, + "execution_count": 37, "metadata": {}, "output_type": "execute_result" } @@ -1737,7 +1634,7 @@ }, { "cell_type": "markdown", - "id": "257fb957-7269-4392-8670-f5bc5485e716", + "id": "e0283b65", "metadata": {}, "source": [ "skewness : " @@ -1745,8 +1642,8 @@ }, { "cell_type": "code", - "execution_count": 39, - "id": "373bc5f7-b14a-4ab0-9e0a-90df059d89f0", + "execution_count": 38, + "id": "609b8343", "metadata": {}, "outputs": [ { @@ -1755,7 +1652,7 @@ "2.9415884771194283" ] }, - "execution_count": 39, + "execution_count": 38, "metadata": {}, "output_type": "execute_result" } @@ -1766,7 +1663,7 @@ }, { "cell_type": "markdown", - "id": "0958e5c2-df60-4a3b-a347-b3b4be8c1217", + "id": "a031cdce", "metadata": {}, "source": [ "Visualization : " @@ -1774,8 +1671,8 @@ }, { "cell_type": "code", - "execution_count": 40, - "id": "d847f8a4-101b-41aa-942a-69e0c76a1c4f", + "execution_count": 39, + "id": "eccbaf0e", "metadata": {}, "outputs": [ { @@ -1784,7 +1681,7 @@ "Text(0.5, 0, 'consume')" ] }, - "execution_count": 40, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" }, @@ -1806,7 +1703,7 @@ }, { "cell_type": "markdown", - "id": "bc485210-1975-4c88-8b54-f95786be47bc", + "id": "ae1327a6", "metadata": {}, "source": [ "#### The value of 5 seems to be the most common consumption. Which is not consistent with the mode of consumption calculated previously." @@ -1814,7 +1711,7 @@ }, { "cell_type": "markdown", - "id": "8884d848-287f-4733-ba8e-3bf9be992585", + "id": "fb831715", "metadata": {}, "source": [ "### 5 - Crosstab Analysis: " @@ -1822,27 +1719,17 @@ }, { "cell_type": "code", - "execution_count": 42, - "id": "5a555182-9136-4f92-b6fb-db6cd3ea8794", + "execution_count": 40, + "id": "c220844c", "metadata": {}, "outputs": [], "source": [ "x = pd.crosstab(df['gas_type'], df['consume'])" ] }, - { - "cell_type": "code", - "execution_count": null, - "id": "88157715-ba0c-423a-a89c-06137e1ffda1", - "metadata": {}, - "outputs": [], - "source": [ - "# print( *list(((x[True] / (x[False] + x[True])).sort_values(ascending = False)).head(3).index), sep = \"\\n\")" - ] - }, { "cell_type": "markdown", - "id": "2819169b-85b4-47a5-aff6-03054c5e7b31", + "id": "62c77c7c", "metadata": {}, "source": [ "### 6 - Statistical Tests: " @@ -1850,7 +1737,7 @@ }, { "cell_type": "markdown", - "id": "3d73447d-594d-4236-a2bd-25e1700e6f41", + "id": "75d7c2ca", "metadata": {}, "source": [ "- Conducting a Chi-square test to determine if the consumption is independent of the gas_type." @@ -1858,8 +1745,8 @@ }, { "cell_type": "code", - "execution_count": 43, - "id": "954be637-fcb5-4778-8b1e-941269cb5f82", + "execution_count": 41, + "id": "2489b240", "metadata": {}, "outputs": [ { @@ -1868,7 +1755,7 @@ "(46.357315763032474, 0.297320055548537)" ] }, - "execution_count": 43, + "execution_count": 41, "metadata": {}, "output_type": "execute_result" } @@ -1881,7 +1768,7 @@ }, { "cell_type": "markdown", - "id": "e75624ac-c8ce-4834-9499-9bad4a47ea66", + "id": "ffb15e9c", "metadata": {}, "source": [ "##### A p-value of 0.29 fails to reject the null hypothesis. Hence the `consumption` distribution is not correlated to the `gas type`. ." @@ -1889,16 +1776,16 @@ }, { "cell_type": "markdown", - "id": "92558059-2d8e-4ef1-a3ea-2df24bfb46c5", + "id": "06a47629", "metadata": {}, "source": [ - "- Computing Cramér's V to understand the strength of association between best-seller status and category." + "- Computing Cramér's V to understand the strength of association between `consumption` and `gas type`." ] }, { "cell_type": "code", - "execution_count": 44, - "id": "a775cba8-87f7-47ab-8110-d51f181b0d3f", + "execution_count": 42, + "id": "da80fcd1", "metadata": {}, "outputs": [ { @@ -1907,7 +1794,7 @@ "0.35112780210675487" ] }, - "execution_count": 44, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } @@ -1920,7 +1807,7 @@ }, { "cell_type": "markdown", - "id": "d013eac5-8ba3-47d8-aae5-fa96285f36c0", + "id": "2094835e", "metadata": {}, "source": [ "##### An association value of 0.35 indicates that the strengh of the correlation between `gas type` and `consumption` is weak ." @@ -1928,7 +1815,7 @@ }, { "cell_type": "markdown", - "id": "f9edc946-ebb5-4127-bb61-1083d8ba7522", + "id": "b6b9a6b8", "metadata": {}, "source": [ "### 7 - Outliers: " @@ -1936,7 +1823,7 @@ }, { "cell_type": "markdown", - "id": "79e35a44-29b2-45c0-aecf-703e0589e7fb", + "id": "dfdf4387", "metadata": {}, "source": [ "For this purpose, we are using the IQR (Interquartile Range) method. " @@ -1944,8 +1831,8 @@ }, { "cell_type": "code", - "execution_count": 45, - "id": "73f84acb-833c-492c-b4ba-d8ac6c365a33", + "execution_count": 43, + "id": "3000d65d", "metadata": {}, "outputs": [], "source": [ @@ -1957,7 +1844,7 @@ }, { "cell_type": "markdown", - "id": "06481555-5e33-4103-a13a-6a8825881ef5", + "id": "31a2ba97", "metadata": {}, "source": [ "**Violin Plots**" @@ -1965,8 +1852,8 @@ }, { "cell_type": "code", - "execution_count": 46, - "id": "d476e2c9-6d01-466e-a09d-6e6ee7b16aad", + "execution_count": 44, + "id": "45c7a66f", "metadata": {}, "outputs": [ { @@ -1975,7 +1862,7 @@ "" ] }, - "execution_count": 46, + "execution_count": 44, "metadata": {}, "output_type": "execute_result" }, @@ -1996,7 +1883,7 @@ }, { "cell_type": "markdown", - "id": "f6cc0542-352d-4930-abca-761dcbd44d4c", + "id": "ca627f01", "metadata": {}, "source": [ "- Which gas_type tends to have the highest median consumption?" @@ -2004,8 +1891,8 @@ }, { "cell_type": "code", - "execution_count": 47, - "id": "fe9764f3-5cd4-4bc1-bb8f-672e62d824f9", + "execution_count": 45, + "id": "890346a2", "metadata": {}, "outputs": [ { @@ -2014,7 +1901,7 @@ "'E10'" ] }, - "execution_count": 47, + "execution_count": 45, "metadata": {}, "output_type": "execute_result" } @@ -2025,7 +1912,7 @@ }, { "cell_type": "markdown", - "id": "dc92b362-4118-407f-8159-31ed964cc574", + "id": "7ce5e5d1", "metadata": {}, "source": [ "**Bar Chart**" @@ -2033,8 +1920,8 @@ }, { "cell_type": "code", - "execution_count": 48, - "id": "33136840-0e46-4c38-9bfb-ca8af8ed34e6", + "execution_count": 46, + "id": "ac79884f", "metadata": {}, "outputs": [ { @@ -2043,7 +1930,7 @@ "" ] }, - "execution_count": 48, + "execution_count": 46, "metadata": {}, "output_type": "execute_result" }, @@ -2064,7 +1951,7 @@ }, { "cell_type": "markdown", - "id": "c4119107-9696-454f-95ea-edde25c0b1f9", + "id": "e1b3d75b", "metadata": {}, "source": [ "- Which gas_type commands the highest average consumption?" @@ -2072,8 +1959,8 @@ }, { "cell_type": "code", - "execution_count": 49, - "id": "ea4f1957-1587-4589-b3c2-b15b4b7d1bd6", + "execution_count": 47, + "id": "b3670c20", "metadata": {}, "outputs": [ { @@ -2082,7 +1969,7 @@ "'E10'" ] }, - "execution_count": 49, + "execution_count": 47, "metadata": {}, "output_type": "execute_result" } @@ -2093,7 +1980,7 @@ }, { "cell_type": "markdown", - "id": "dfeb99a3-70bc-49e5-986e-d7b76870bbdd", + "id": "42804ab5", "metadata": {}, "source": [ "**Box Plot**" @@ -2101,8 +1988,8 @@ }, { "cell_type": "code", - "execution_count": 50, - "id": "3e9ba3d4-8a36-496b-bdcd-1e70018d2519", + "execution_count": 48, + "id": "ce65b087", "metadata": {}, "outputs": [ { @@ -2111,7 +1998,7 @@ "" ] }, - "execution_count": 50, + "execution_count": 48, "metadata": {}, "output_type": "execute_result" }, @@ -2132,7 +2019,7 @@ }, { "cell_type": "markdown", - "id": "ce60b342-557c-4bf8-9443-5a96b1b6a560", + "id": "2be63af3", "metadata": {}, "source": [ "- Which gas_type tends to be used for the highest median temp_outside?" @@ -2140,8 +2027,8 @@ }, { "cell_type": "code", - "execution_count": 51, - "id": "c1e9d85a-3281-4720-b5bb-c88c21069e68", + "execution_count": 49, + "id": "b853776e", "metadata": {}, "outputs": [ { @@ -2150,7 +2037,7 @@ "'SP98'" ] }, - "execution_count": 51, + "execution_count": 49, "metadata": {}, "output_type": "execute_result" } @@ -2161,7 +2048,7 @@ }, { "cell_type": "markdown", - "id": "e21b575e-ecac-42bb-8452-dc55e99ab687", + "id": "926490ce", "metadata": {}, "source": [ "### 8 - Analysing correlations: " @@ -2169,7 +2056,7 @@ }, { "cell_type": "markdown", - "id": "71788296-e23d-4831-8792-4e9f0da04aa1", + "id": "8a4e256e", "metadata": {}, "source": [ "- Calculating the correlation coefficient between `consume` and `temp_outside`." @@ -2177,8 +2064,8 @@ }, { "cell_type": "code", - "execution_count": 52, - "id": "58559fce-5f37-4f15-ab44-41de871a3f0e", + "execution_count": 50, + "id": "7fbe8eb2", "metadata": {}, "outputs": [ { @@ -2187,7 +2074,7 @@ "0.4172446081721718" ] }, - "execution_count": 52, + "execution_count": 50, "metadata": {}, "output_type": "execute_result" } @@ -2198,7 +2085,7 @@ }, { "cell_type": "markdown", - "id": "3410a72a-ffbc-4dde-a9e2-c24b6259b6f6", + "id": "e587cf15", "metadata": {}, "source": [ "**Visualizations**" @@ -2206,8 +2093,8 @@ }, { "cell_type": "code", - "execution_count": 53, - "id": "a0122435-1771-4651-bdf2-e612758ec677", + "execution_count": 51, + "id": "c5881d7d", "metadata": {}, "outputs": [ { @@ -2216,7 +2103,7 @@ "" ] }, - "execution_count": 53, + "execution_count": 51, "metadata": {}, "output_type": "execute_result" }, @@ -2237,7 +2124,7 @@ }, { "cell_type": "markdown", - "id": "3d64aad3-cc91-4390-aaf8-e59f1de38136", + "id": "1b90c451", "metadata": {}, "source": [ "- Correlation heatmap to visualize correlations between all numerical variables." @@ -2245,7 +2132,7 @@ }, { "cell_type": "markdown", - "id": "979f1490-a084-4f26-ba28-77e3354ae442", + "id": "69ff2a80", "metadata": {}, "source": [ "**Correlation Matrix**" @@ -2253,8 +2140,8 @@ }, { "cell_type": "code", - "execution_count": 54, - "id": "ef11fd1d-cdcc-4212-8777-3b9b2db33380", + "execution_count": 52, + "id": "24e439e9", "metadata": {}, "outputs": [], "source": [ @@ -2263,8 +2150,8 @@ }, { "cell_type": "code", - "execution_count": 55, - "id": "d85eeb1c-f829-45aa-91ee-13f192329368", + "execution_count": 53, + "id": "b1cb0e1e", "metadata": {}, "outputs": [ { @@ -2290,7 +2177,7 @@ }, { "cell_type": "markdown", - "id": "20f607f3-f5d6-435a-b837-a7b4c892b602", + "id": "f7d4a9d5", "metadata": {}, "source": [ "- Examining if `consumption` typically is following a normal distribution using a QQ plot. " @@ -2298,8 +2185,8 @@ }, { "cell_type": "code", - "execution_count": 56, - "id": "8fbe5ec0-ce93-4b05-b79b-fef264aad5cd", + "execution_count": 54, + "id": "1cd4886a", "metadata": {}, "outputs": [ { @@ -2321,8 +2208,8 @@ }, { "cell_type": "code", - "execution_count": 57, - "id": "dea5b9eb-de57-4cec-9a8f-4d402ed9ab35", + "execution_count": 55, + "id": "a236d352", "metadata": {}, "outputs": [], "source": [ @@ -2341,8 +2228,8 @@ }, { "cell_type": "code", - "execution_count": 58, - "id": "5ef9f754-4854-4330-b267-a5097d8b6378", + "execution_count": 56, + "id": "38c0efda", "metadata": {}, "outputs": [ { @@ -2371,7 +2258,7 @@ }, { "cell_type": "markdown", - "id": "88c39384-af15-456e-a5f9-9ca2313a6f3c", + "id": "afd7902b", "metadata": {}, "source": [ "### 9 - Conclusion: " @@ -2379,7 +2266,7 @@ }, { "cell_type": "markdown", - "id": "5f381cef-5ae5-4393-ad25-55308e9a1b14", + "id": "00ea645f", "metadata": {}, "source": [ "Except for speed and distance which are somehow correlated, we can draw some conclusions based on our observations, which are the following:\n", @@ -2398,7 +2285,7 @@ } }, "cell_type": "markdown", - "id": "3ebb1f0d-6df2-48b7-875c-0ad5d15101b4", + "id": "a6833841", "metadata": {}, "source": [ "\n", @@ -2414,7 +2301,7 @@ } }, "cell_type": "markdown", - "id": "35f4be93-7b32-4386-a9d0-705fac9c87a9", + "id": "c45050b3", "metadata": {}, "source": [ "
\n", @@ -2423,9 +2310,8 @@ ] }, { - "attachments": {}, "cell_type": "markdown", - "id": "1276101c-ff7f-41af-9311-9e8a637e6d64", + "id": "ffb9268d", "metadata": {}, "source": [] }